{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "67badc11", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: pandas in c:\\users\\eliza\\anaconda3\\lib\\site-packages (1.4.4)\n", "Requirement already satisfied: pytz>=2020.1 in c:\\users\\eliza\\anaconda3\\lib\\site-packages (from pandas) (2022.1)\n", "Requirement already satisfied: python-dateutil>=2.8.1 in c:\\users\\eliza\\anaconda3\\lib\\site-packages (from pandas) (2.8.2)\n", "Requirement already satisfied: numpy>=1.18.5 in c:\\users\\eliza\\anaconda3\\lib\\site-packages (from pandas) (1.21.5)\n", "Requirement already satisfied: six>=1.5 in c:\\users\\eliza\\anaconda3\\lib\\site-packages (from python-dateutil>=2.8.1->pandas) (1.16.0)\n", "Requirement already satisfied: numpy in c:\\users\\eliza\\anaconda3\\lib\\site-packages (1.21.5)\n" ] } ], "source": [ "#installations\n", "!pip install pandas\n", "!pip install numpy" ] }, { "cell_type": "code", "execution_count": 2, "id": "f1327d55", "metadata": {}, "outputs": [], "source": [ "#imports\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as pplt\n", "from sklearn.model_selection import RandomizedSearchCV,GridSearchCV\n", "%matplotlib inline\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.model_selection import cross_val_score, StratifiedKFold, train_test_split, KFold" ] }, { "cell_type": "code", "execution_count": null, "id": "807d3057", "metadata": {}, "outputs": [], "source": [ "#check that directory is correct\n", "pwd" ] }, { "cell_type": "code", "execution_count": 137, "id": "75963cba", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1273, 119)" ] }, "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#data\n", "data=pd.read_excel('C:\\\\Users\\\\eliza\\\\Perceptions of UofF Research FA22\\\\Perceptions of Use of Force.xlsx')\n", "\n", "#remove vars with written responses, Video in MM:SS format\n", "data=data.drop(['Codingtime','UniqueID','CoderID','ID','VideoID','DataEntryOrderGroup','LengthofEntireVideoMMSS','Codermajorminor','SusNegEmotionalStateType','OffNegEmotionalStateType'],axis=1)\n", "\n", "#remove vars with 500+ NaN (empty) entries\n", "data=data.drop(['TypeofSuspectWeapon','TypeofDeEscalationOther','Coderpolitics2','Coderpolitics3'],axis=1)\n", "\n", "#remove rows with NA entries\n", "data=data.dropna() \n", " \n", "data.shape" ] }, { "cell_type": "code", "execution_count": 113, "id": "8dd3d56a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Group Videonewsstory Suspectrace Suspectgender LengthofVideoInSeconds \\\n", "0 2 0.0 1.0 0.0 1211.0 \n", "1 2 1.0 1.0 0.0 1211.0 \n", "2 1 0.0 8.0 0.0 1211.0 \n", "4 1 1.0 3.0 0.0 1211.0 \n", "5 2 1.0 1.0 0.0 1211.0 \n", "6 1 0.0 8.0 0.0 1211.0 \n", "7 1 1.0 1.0 0.0 1211.0 \n", "8 2 0.0 1.0 0.0 1211.0 \n", "9 1 1.0 1.0 0.0 1211.0 \n", "11 1 1.0 1.0 0.0 1211.0 \n", "\n", " TypeOfForce ForceLocation LocNoiseLevel LocationIsolated Bystanders \\\n", "0 2.0 1.0 2.0 0.0 3.0 \n", "1 17.0 1.0 2.0 0.0 4.0 \n", "2 3.0 1.0 1.0 0.0 4.0 \n", "4 12.0 1.0 2.0 0.0 4.0 \n", "5 3.0 0.0 2.0 0.0 3.0 \n", "6 1.0 1.0 3.0 0.0 4.0 \n", "7 17.0 1.0 2.0 0.0 4.0 \n", "8 16.0 1.0 2.0 0.0 4.0 \n", "9 17.0 1.0 2.0 0.0 4.0 \n", "11 3.0 1.0 2.0 0.0 4.0 \n", "\n", " OfficersPresent Resistance StateOfControl SuspectArmed DeEscalation \\\n", "0 5.0 0.0 1.0 0.0 0.0 \n", "1 7.0 0.0 0.0 4.0 0.0 \n", "2 3.0 0.0 1.0 0.0 1.0 \n", "4 1.0 0.0 1.0 4.0 0.0 \n", "5 1.0 0.0 1.0 3.0 0.0 \n", "6 2.0 0.0 1.0 4.0 0.0 \n", "7 1.0 0.0 1.0 4.0 0.0 \n", "8 6.0 0.0 1.0 4.0 0.0 \n", "9 1.0 0.0 1.0 4.0 0.0 \n", "11 4.0 0.0 1.0 4.0 0.0 \n", "\n", " TypeofDeEscalationTech SusNegEmotionalState OffNegEmotionalState \\\n", "0 0.0 0.0 0.0 \n", "1 0.0 0.0 1.0 \n", "2 2.0 0.0 0.0 \n", "4 0.0 0.0 0.0 \n", "5 0.0 0.0 1.0 \n", "6 0.0 0.0 1.0 \n", "7 0.0 0.0 0.0 \n", "8 0.0 0.0 1.0 \n", "9 0.0 0.0 0.0 \n", "11 0.0 0.0 0.0 \n", "\n", " OverallAssessment DetainCiteArrest PQ1 PQ2 PQ3 PQ4 PQ5 PQ6 \\\n", "0 1.0 4.0 6.0 10.0 4.0 4.0 1.0 1.0 \n", "1 5.0 4.0 1.0 10.0 10.0 10.0 1.0 1.0 \n", "2 2.0 4.0 10.0 10.0 5.0 5.0 6.0 1.0 \n", "4 5.0 4.0 5.0 10.0 9.0 8.0 4.0 4.0 \n", "5 4.0 4.0 3.0 10.0 9.0 9.0 8.0 9.0 \n", "6 4.0 4.0 4.0 8.0 10.0 9.0 6.0 1.0 \n", "7 5.0 2.0 1.0 10.0 9.0 9.0 10.0 3.0 \n", "8 3.0 4.0 7.0 10.0 7.0 6.0 7.0 2.0 \n", "9 5.0 4.0 1.0 10.0 3.0 3.0 3.0 1.0 \n", "11 5.0 4.0 10.0 9.0 8.0 8.0 1.0 2.0 \n", "\n", " PQ7 PQ8 PQ9 PQ10 PQ11 selfreliant yielding helpful \\\n", "0 6.0 0.0 5.0 3.0 3.0 6 4 6 \n", "1 6.0 0.0 5.0 5.0 5.0 7 2 7 \n", "2 7.0 0.0 4.0 4.0 3.0 7 4 7 \n", "4 7.0 0.0 4.0 4.0 3.0 5 4 6 \n", "5 10.0 4.0 5.0 4.0 5.0 7 5 6 \n", "6 10.0 0.0 5.0 4.0 3.0 6 4 6 \n", "7 10.0 0.0 5.0 5.0 4.0 6 4 6 \n", "8 9.0 0.0 4.0 3.0 5.0 5 4 5 \n", "9 4.0 0.0 3.0 5.0 1.0 7 5 6 \n", "11 8.0 0.0 5.0 5.0 4.0 6 5 6 \n", "\n", " defendsbeliefs cheeful moody independent shy conscientious athletic \\\n", "0 6 4 4 5 3 4 3 \n", "1 5 5 3 7 5 2 4 \n", "2 4 5 3 7 2 7 1 \n", "4 5 4 4 5 6 6 3 \n", "5 5 2 3 5 4 7 6 \n", "6 6 6 6 6 3 6 2 \n", "7 7 5 5 6 3 7 5 \n", "8 5 3 5 6 4 5 3 \n", "9 6 7 3 7 4 6 7 \n", "11 6 5 3 6 4 6 4 \n", "\n", " affectionate theatrical assertive flatterable happy \\\n", "0 4 3 4 3 5 \n", "1 7 2 5 3 5 \n", "2 6 2 4 5 7 \n", "4 4 2 3 4 4 \n", "5 5 5 4 3 5 \n", "6 6 3 4 4 5 \n", "7 7 3 5 5 6 \n", "8 5 4 4 4 3 \n", "9 5 3 3 4 6 \n", "11 5 2 4 2 5 \n", "\n", " strongpersonality loyal unpredictable forceful feminine reliable \\\n", "0 4 6 2 3 4 5 \n", "1 5 7 3 2 5 7 \n", "2 4 5 1 1 2 7 \n", "4 4 5 3 1 5 6 \n", "5 5 5 2 2 4 5 \n", "6 4 6 2 1 7 6 \n", "7 2 5 2 2 5 7 \n", "8 5 6 4 3 5 4 \n", "9 6 5 3 3 2 6 \n", "11 2 6 2 1 6 6 \n", "\n", " analytical sympathetic jealous leadershipskills senstivetoothersneeds \\\n", "0 5 3 3 6 4 \n", "1 7 7 2 7 7 \n", "2 5 7 1 4 6 \n", "4 6 6 5 5 7 \n", "5 7 7 3 6 7 \n", "6 6 6 2 6 6 \n", "7 5 6 3 6 6 \n", "8 5 5 3 5 5 \n", "9 6 6 3 6 6 \n", "11 5 5 3 5 6 \n", "\n", " truthful willingtotakerisks understanding secretive makesdecisioneasy \\\n", "0 6 5 6 3 2 \n", "1 7 7 7 2 5 \n", "2 7 4 7 7 5 \n", "4 6 4 6 5 3 \n", "5 5 4 6 4 4 \n", "6 6 6 6 2 5 \n", "7 7 3 6 3 3 \n", "8 5 4 6 3 5 \n", "9 6 5 6 5 6 \n", "11 6 6 6 2 5 \n", "\n", " compassionate sincere selfsufficient eagertosoothhurt conceited \\\n", "0 4 4 6 3 2 \n", "1 7 7 7 7 1 \n", "2 5 6 6 4 3 \n", "4 6 7 5 5 2 \n", "5 7 5 6 6 3 \n", "6 6 6 6 6 2 \n", "7 6 6 6 4 3 \n", "8 5 4 5 6 3 \n", "9 6 6 7 6 4 \n", "11 6 6 7 6 2 \n", "\n", " dominant softspoken liable masculine warm solemn willingtotakestand \\\n", "0 3 3 4 3 4 4 5 \n", "1 6 4 6 2 5 5 5 \n", "2 4 3 1 6 5 4 6 \n", "4 3 6 5 1 5 4 4 \n", "5 4 3 5 5 5 5 5 \n", "6 4 4 4 4 5 4 6 \n", "7 2 4 5 2 6 4 6 \n", "8 4 4 4 3 4 5 4 \n", "9 3 3 3 5 6 4 3 \n", "11 2 5 6 1 5 5 5 \n", "\n", " tender friendly aggressive gullible inefficient actsasaleader \\\n", "0 4 5 3 3 2 5 \n", "1 3 6 4 2 2 6 \n", "2 5 7 6 7 1 3 \n", "4 4 7 3 3 2 4 \n", "5 6 4 1 5 2 6 \n", "6 3 6 2 3 2 5 \n", "7 7 6 5 4 1 6 \n", "8 5 6 4 5 3 4 \n", "9 4 6 3 5 2 6 \n", "11 5 6 1 2 2 5 \n", "\n", " childlike adaptable individualistic doesntuseharshlang unsystematic \\\n", "0 2 5 5 4 2 \n", "1 2 6 6 3 1 \n", "2 1 7 6 1 1 \n", "4 3 6 6 4 2 \n", "5 2 6 5 3 4 \n", "6 2 5 5 5 2 \n", "7 2 6 3 3 2 \n", "8 3 6 5 3 4 \n", "9 5 6 5 7 5 \n", "11 2 6 6 4 2 \n", "\n", " competitive loveschildren tactful ambitious gentle conventional \\\n", "0 3 2 4 6 5 5 \n", "1 5 7 6 7 7 3 \n", "2 7 5 4 5 7 7 \n", "4 3 5 3 5 5 5 \n", "5 5 3 6 5 5 4 \n", "6 3 5 5 5 5 5 \n", "7 7 6 6 6 5 6 \n", "8 5 4 3 6 4 5 \n", "9 7 4 5 6 6 5 \n", "11 4 2 6 7 5 3 \n", "\n", " symracismq1 symracismq2 symracismq3 symracismq4 symracismq5 \\\n", "0 2 2 3 3 2 \n", "1 2 3 3 2 2 \n", "2 1 1 4 3 3 \n", "4 1 1 4 3 1 \n", "5 1 2 4 3 2 \n", "6 1 2 4 3 2 \n", "7 1 1 4 4 1 \n", "8 1 1 4 4 2 \n", "9 2 2 2 2 2 \n", "11 1 1 4 3 1 \n", "\n", " symracismq6 symracismq7 symracismq8 bsri Codergender Coderpolitics \\\n", "0 3 1 2 3 0 1 \n", "1 1 1 2 3 0 2 \n", "2 2 0 3 3 1 2 \n", "4 3 0 3 3 0 1 \n", "5 3 0 3 3 1 1 \n", "6 3 1 3 3 0 1 \n", "7 2 0 3 3 0 1 \n", "8 3 1 3 3 0 1 \n", "9 2 1 2 3 1 3 \n", "11 3 1 2 3 0 1 \n", "\n", " Coderrace Codermilitary Closefriendspolice Codercorps obs isdup \\\n", "0 1 0 0 0 1 0 \n", "1 1 0 1 0 1 0 \n", "2 1 0 0 0 1 0 \n", "4 1 0 0 0 1 0 \n", "5 1 0 0 0 1 0 \n", "6 11 0 0 0 1 0 \n", "7 4 0 1 0 1 0 \n", "8 1 0 0 0 1 0 \n", "9 1 0 1 0 1 0 \n", "11 1 0 1 0 1 0 \n", "\n", " less5mintocode PoliceQ1 PoliceQ2 PoliceQ3 PoliceQ4 PoliceQ5 \\\n", "0 0 4 4 4 4 4 \n", "1 0 4 4 3 3 3 \n", "2 0 5 5 3 4 5 \n", "4 0 4 4 3 4 4 \n", "5 0 3 4 4 4 4 \n", "6 0 4 4 4 3 3 \n", "7 0 3 3 3 3 3 \n", "8 0 4 4 3 3 4 \n", "9 0 4 3 3 4 4 \n", "11 0 4 4 4 4 3 \n", "\n", " PoliceQ6 PoliceQ7 PoliceQ8 PoliceQ9 PoliceQ10 \n", "0 4 4 4 4 2 \n", "1 4 4 4 3 3 \n", "2 5 5 5 4 5 \n", "4 4 4 4 3 3 \n", "5 4 4 4 4 4 \n", "6 3 4 4 4 3 \n", "7 3 3 4 3 2 \n", "8 4 4 3 3 3 \n", "9 3 3 4 4 4 \n", "11 3 4 3 2 2 " ] }, "execution_count": 113, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head(10)" ] }, { "cell_type": "code", "execution_count": null, "id": "31488b81", "metadata": {}, "outputs": [], "source": [ "#re-check if there exists NaNs still (should not be any)\n", "check=data.isnull().sum()\n", "print(check.to_string())" ] }, { "cell_type": "code", "execution_count": 138, "id": "72a91d35", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "21" ] }, "execution_count": 138, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#get column number (indexed from 0) of var for preprocessing\n", "data.columns.get_loc(\"PQ2\")" ] }, { "cell_type": "code", "execution_count": 139, "id": "2588c523", "metadata": {}, "outputs": [], "source": [ "#pre-processing\n", "\n", "#re-define ordinal outcome variable (PQ#) as binary using cut-off\n", "for i in range(1273):\n", " if data.iloc[i,21]<=3:\n", " data.iloc[i,21]=0\n", " else:\n", " data.iloc[i,21]=1\n", "\n", "#re-define categorical predictors as several classes of binary\n", "\n", "#Coding Groups: Group 1: Watch/Annotate/Perceptions ,, Group 2: Annotate/Watch/Perceptions\n", "Group1=pd.DataFrame(columns=['Group1'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,0]==1:\n", " Group1.loc[i]=1\n", " else: \n", " Group1.loc[i]=0\n", " \n", "Group2=pd.DataFrame(columns=['Group2'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,0]==2:\n", " Group2.loc[i]=1\n", " else:\n", " Group2.loc[i]=0\n", "\n", "#Suspectrace\n", "WhiteSuspect=pd.DataFrame(columns=['WhiteSuspect'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,1]==1:\n", " WhiteSuspect.loc[i]=1\n", " else:\n", " WhiteSuspect.loc[i]=0\n", "\n", "BlackSuspect=pd.DataFrame(columns=['BlackSuspect'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,1]==2:\n", " BlackSuspect.loc[i]=1\n", " else:\n", " BlackSuspect.loc[i]=0\n", "\n", "AmerIndAlNatSuspect=pd.DataFrame(columns=['AmerIndAlNatSuspect'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,1]==3:\n", " AmerIndAlNatSuspect.loc[i]=1\n", " else:\n", " AmerIndAlNatSuspect.loc[i]=0\n", "\n", "NatHiPacIsSuspect=pd.DataFrame(columns=['NatHiPacIsSuspect'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,1]==4:\n", " NatHiPacIsSuspect.loc[i]=1\n", " else:\n", " NatHiPacIsSuspect.loc[i]=0\n", " \n", "AsianSuspect=pd.DataFrame(columns=['AsianSuspect'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,1]==5:\n", " AsianSuspect.loc[i]=1\n", " else:\n", " AsianSuspect.loc[i]=0\n", " \n", "MidEasternSuspect=pd.DataFrame(columns=['MidEasternSuspect'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,1]==6:\n", " MidEasternSuspect.loc[i]=1\n", " else:\n", " MidEasternSuspect.loc[i]=0\n", " \n", "UnknownRaceSuspect=pd.DataFrame(columns=['UnknownRaceSuspect'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,1]==7:\n", " UnknownRaceSuspect.loc[i]=1\n", " else:\n", " UnknownRaceSuspect.loc[i]=0\n", "\n", "OtherRaceSuspect=pd.DataFrame(columns=['OtherRaceSuspect'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,1]==8:\n", " OtherRaceSuspect.loc[i]=1\n", " else:\n", " OtherRaceSuspect.loc[i]=0\n", "\n", "Suspectrace=pd.concat([WhiteSuspect,BlackSuspect,AmerIndAlNatSuspect,NatHiPacIsSuspect,AsianSuspect,MidEasternSuspect,UnknownRaceSuspect,OtherRaceSuspect],axis=1)\n", "\n", "#Suspectgender\n", "UnknownSuspectGender=pd.DataFrame(columns=['UnknownSuspectGender'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,2]==8:\n", " UnknownSuspectGender.loc[i]=1\n", " else:\n", " UnknownSuspectGender.loc[i]=0\n", "\n", "FemaleSuspect=pd.DataFrame(columns=['FemaleSuspect'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,2]==0:\n", " FemaleSuspect.loc[i]=1\n", " else:\n", " FemaleSuspect.loc[i]=0\n", " \n", "MaleSuspect=pd.DataFrame(columns=['MaleSuspect'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,2]==1:\n", " MaleSuspect.loc[i]=1\n", " else:\n", " MaleSuspect.loc[i]=0\n", "\n", "Suspectgender=pd.concat([UnknownSuspectGender,FemaleSuspect,MaleSuspect],axis=1)\n", " \n", "#TypeOfForce\n", "OffVerbalThreat=pd.DataFrame(columns=['OffVerbalThreat'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,4]==1:\n", " OffVerbalThreat.loc[i]=1\n", " else:\n", " OffVerbalThreat.loc[i]=0\n", "\n", "OffPatDown=pd.DataFrame(columns=['OffPatDown'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,4]==2:\n", " OffPatDown.loc[i]=1\n", " else:\n", " OffPatDown.loc[i]=0\n", "\n", "OffFirmGrip=pd.DataFrame(columns=['OffFirmGrip'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,4]==3:\n", " OffFirmGrip.loc[i]=1\n", " else:\n", " OffFirmGrip.loc[i]=0\n", " \n", "OffPainCompliance=pd.DataFrame(columns=['OffPainCompliance'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,4]==4:\n", " OffPainCompliance.loc[i]=1\n", " else:\n", " OffPainCompliance.loc[i]=0\n", " \n", "OffControlPushThrow=pd.DataFrame(columns=['OffControlPushThrow'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,4]==5:\n", " OffControlPushThrow.loc[i]=1\n", " else:\n", " OffControlPushThrow.loc[i]=0\n", "\n", "OffUncontrolPushThrow=pd.DataFrame(columns=['OffUncontrolPushThrow'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,4]==6:\n", " OffUncontrolPushThrow.loc[i]=1\n", " else:\n", " OffUncontrolPushThrow.loc[i]=0\n", "\n", "OffLVNR=pd.DataFrame(columns=['OffLVNR'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,4]==7:\n", " OffLVNR.loc[i]=1\n", " else:\n", " OffLVNR.loc[i]=0\n", "\n", "OffStrikeHandsFeet=pd.DataFrame(columns=['OffStrikeHandsFeet'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,4]==8:\n", " OffStrikeHandsFeet.loc[i]=1\n", " else:\n", " OffStrikeHandsFeet.loc[i]=0\n", "\n", "OffStrikeInstrument=pd.DataFrame(columns=['OffStrikeInstrument'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,4]==9:\n", " OffStrikeInstrument.loc[i]=1\n", " else:\n", " OffStrikeInstrument.loc[i]=0\n", " \n", "OffUnknownForce=pd.DataFrame(columns=['OffUnknownForce'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,4]==11:\n", " OffUnknownForce.loc[i]=1\n", " else:\n", " OffUnknownForce.loc[i]=0\n", " \n", "OffTaser=pd.DataFrame(columns=['OffTaser'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,4]==10:\n", " OffTaser.loc[i]=1\n", " else:\n", " OffTaser.loc[i]=0\n", "\n", "OffPepperSpray=pd.DataFrame(columns=['OffPepperSpray'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,4]==12:\n", " OffPepperSpray.loc[i]=1\n", " else:\n", " OffPepperSpray.loc[i]=0\n", " \n", "OffFirearmDrawn=pd.DataFrame(columns=['OffFirearmDrawn'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,4]==13:\n", " OffFirearmDrawn.loc[i]=1\n", " else:\n", " OffFirearmDrawn.loc[i]=0\n", " \n", "OffFirearmUsed=pd.DataFrame(columns=['OffFirearmUsed'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,4]==14:\n", " OffFirearmUsed.loc[i]=1\n", " else:\n", " OffFirearmUsed.loc[i]=0\n", " \n", "OffDisplayNonLethal=pd.DataFrame(columns=['OffDisplayNonLethal'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,4]==15:\n", " OffDisplayNonLethal.loc[i]=1\n", " else:\n", " OffDisplayNonLethal.loc[i]=0\n", " \n", "OffUnknownForce2=pd.DataFrame(columns=['OffUnknownForce2'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,4]==16:\n", " OffUnknownForce2.loc[i]=1\n", " else:\n", " OffUnknownForce2.loc[i]=0\n", " \n", "OffOtherForce=pd.DataFrame(columns=['OffOtherForce'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,4]==17:\n", " OffOtherForce.loc[i]=1\n", " else:\n", " OffOtherForce.loc[i]=0\n", " \n", "TypeOfForce=pd.concat([OffVerbalThreat,OffPatDown,OffFirmGrip,OffPainCompliance,OffControlPushThrow,OffUncontrolPushThrow,OffLVNR,OffStrikeHandsFeet,OffStrikeInstrument,OffUnknownForce,OffTaser,OffPepperSpray,OffFirearmDrawn,OffFirearmUsed,OffDisplayNonLethal,OffUnknownForce2,OffOtherForce],axis=1)\n", " \n", "#SuspectArmed\n", "SuspectUnarmed=pd.DataFrame(columns=['SuspectUnarmed'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,12]==0:\n", " SuspectUnarmed.loc[i]=1\n", " else:\n", " SuspectUnarmed.loc[i]=0\n", " \n", "SuspectDisplayWeapon=pd.DataFrame(columns=['SuspectDisplayWeapon'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,12]==1:\n", " SuspectDisplayWeapon.loc[i]=1\n", " else:\n", " SuspectDisplayWeapon.loc[i]=0\n", " \n", "SuspectUsingWeapon=pd.DataFrame(columns=['SuspectUsingWeapon'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,12]==2:\n", " SuspectUsingWeapon.loc[i]=1\n", " else:\n", " SuspectUsingWeapon.loc[i]=0\n", " \n", "OffFoundSuspectWeapon=pd.DataFrame(columns=['OffFoundSuspectWeapon'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,12]==3:\n", " OffFoundSuspectWeapon.loc[i]=1\n", " else:\n", " OffFoundSuspectWeapon.loc[i]=0\n", " \n", "SuspectWeaponOther=pd.DataFrame(columns=['SuspectWeaponOther'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,12]==4:\n", " SuspectWeaponOther.loc[i]=1\n", " else:\n", " SuspectWeaponOther.loc[i]=0\n", "\n", "Suspectarmed=pd.concat([SuspectUnarmed,SuspectDisplayWeapon,SuspectUsingWeapon,OffFoundSuspectWeapon,SuspectWeaponOther],axis=1)\n", "\n", "#TypeofDeEscalationTech\n", "OffNoDeEscalation=pd.DataFrame(columns=['OffNoDeEscalation'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,14]==0:\n", " OffNoDeEscalation.loc[i]=1\n", " else:\n", " OffNoDeEscalation.loc[i]=0\n", " \n", "OffPhysicalDeEscalation=pd.DataFrame(columns=['OffPhysicalDeEscalation'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,14]==1:\n", " OffPhysicalDeEscalation.loc[i]=1\n", " else:\n", " OffPhysicalDeEscalation.loc[i]=0\n", " \n", "OffVerbalDeEscalation=pd.DataFrame(columns=['OffVerbalDeEscalation'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,14]==2:\n", " OffVerbalDeEscalation.loc[i]=1\n", " else:\n", " OffVerbalDeEscalation.loc[i]=0\n", " \n", "OffOtherDeEscalation=pd.DataFrame(columns=['OffOtherDeEscalation'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,14]==3:\n", " OffOtherDeEscalation.loc[i]=1\n", " else:\n", " OffOtherDeEscalation.loc[i]=0\n", " \n", "TypeofDeEscalationTechnique=pd.concat([OffNoDeEscalation,OffPhysicalDeEscalation, OffVerbalDeEscalation, OffOtherDeEscalation],axis=1)\n", "\n", "#OverallAssessment\n", "OffSilentAfterForce=pd.DataFrame(columns=['OffSilentAfterForce'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,17]==1:\n", " OffSilentAfterForce.loc[i]=1\n", " else:\n", " OffSilentAfterForce.loc[i]=0\n", " \n", "OffReassuringAfterForce=pd.DataFrame(columns=['OffReassuringAfterForce'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,17]==2:\n", " OffReassuringAfterForce.loc[i]=1\n", " else:\n", " OffReassuringAfterForce.loc[i]=0\n", " \n", "OffAnnoyedAfterForce=pd.DataFrame(columns=['OffAnnoyedAfterForce'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,17]==3:\n", " OffAnnoyedAfterForce.loc[i]=1\n", " else:\n", " OffAnnoyedAfterForce.loc[i]=0\n", " \n", "OffAngryAfterForce=pd.DataFrame(columns=['OffAngryAfterForce'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,17]==4:\n", " OffAngryAfterForce.loc[i]=1\n", " else:\n", " OffAngryAfterForce.loc[i]=0\n", " \n", "OffOtherAfterForce=pd.DataFrame(columns=['OffOtherAfterForce'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,17]==5:\n", " OffOtherAfterForce.loc[i]=1\n", " else:\n", " OffOtherAfterForce.loc[i]=0\n", " \n", "OverallAssessment=pd.concat([OffSilentAfterForce,OffReassuringAfterForce,OffAnnoyedAfterForce,OffAngryAfterForce,OffOtherAfterForce],axis=1)\n", "\n", "#DetainCiteArrest\n", "NoArrest=pd.DataFrame(columns=['NoArrest'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,18]==0:\n", " NoArrest.loc[i]=1\n", " else:\n", " NoArrest.loc[i]=0\n", " \n", "DetainedNoCuffs=pd.DataFrame(columns=['DetainedNoCuffs'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,18]==1:\n", " DetainedNoCuffs.loc[i]=1\n", " else:\n", " DetainedNoCuffs.loc[i]=0\n", " \n", "DetainedCuffs=pd.DataFrame(columns=['DetainedCuffs'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,18]==2:\n", " DetainedCuffs.loc[i]=1\n", " else:\n", " DetainedCuffs.loc[i]=0\n", " \n", "VerbalStatementArrest=pd.DataFrame(columns=['VerbalStatementArrest'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,18]==3:\n", " VerbalStatementArrest.loc[i]=1\n", " else:\n", " VerbalStatementArrest.loc[i]=0\n", " \n", "PhysicalArrestCuffs=pd.DataFrame(columns=['PhysicalArrestCuffs'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,18]==4:\n", " PhysicalArrestCuffs.loc[i]=1\n", " else:\n", " PhysicalArrestCuffs.loc[i]=0\n", " \n", "GivenCitation=pd.DataFrame(columns=['GivenCitation'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,18]==5:\n", " GivenCitation.loc[i]=1\n", " else:\n", " GivenCitation.loc[i]=0\n", " \n", "OtherDetainment=pd.DataFrame(columns=['OtherDetainment'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,18]==6:\n", " OtherDetainment.loc[i]=1\n", " else:\n", " OtherDetainment.loc[i]=0\n", " \n", "DetainCiteArrest=pd.concat([NoArrest,DetainedNoCuffs,DetainedCuffs,VerbalStatementArrest,PhysicalArrestCuffs,GivenCitation,OtherDetainment],axis=1)\n", " \n", "#Systematic Racism Q 6\n", "PushTooFast=pd.DataFrame(columns=['PushTooFast'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,95]==1:\n", " PushTooFast.loc[i]=0\n", " else:\n", " PushTooFast.loc[i]=1\n", " \n", "GoingTooSlow=pd.DataFrame(columns=['GoingTooSlow'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,95]==2:\n", " GoingTooSlow.loc[i]=0\n", " else:\n", " GoingTooSlow.loc[i]=1\n", " \n", "MovingRightSpeed=pd.DataFrame(columns=['MovingRightSpeed'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,95]==3:\n", " MovingRightSpeed.loc[i]=0\n", " else:\n", " MovingRightSpeed.loc[i]=1\n", "\n", "symracismq6=pd.concat([PushTooFast,GoingTooSlow,MovingRightSpeed],axis=1)\n", " \n", "#CoderPolitics\n", "CoderLiberal=pd.DataFrame(columns=['CoderLiberal'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,100]==1:\n", " CoderLiberal.loc[i]=1\n", " else:\n", " CoderLiberal.loc[i]=0\n", " \n", "CoderIndependent=pd.DataFrame(columns=['CoderIndependent'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,100]==2:\n", " CoderIndependent.loc[i]=1\n", " else:\n", " CoderIndependent.loc[i]=0\n", " \n", "CoderConservative=pd.DataFrame(columns=['CoderConservative'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,100]==3:\n", " CoderConservative.loc[i]=1\n", " else:\n", " CoderConservative.loc[i]=0\n", " \n", "CoderPoliticsOther=pd.DataFrame(columns=['CoderPoliticsOther'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,100]==4:\n", " CoderPoliticsOther.loc[i]=1\n", " else:\n", " CoderPoliticsOther.loc[i]=0\n", " \n", "Coderpolitics=pd.concat([CoderLiberal,CoderIndependent,CoderConservative,CoderPoliticsOther],axis=1)\n", "\n", "#Coderrace\n", "WhiteCoder=pd.DataFrame(columns=['WhiteCoder'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,101]==1:\n", " WhiteCoder.loc[i]=1\n", " else:\n", " WhiteCoder.loc[i]=0\n", " \n", "AfricanBlackCoder=pd.DataFrame(columns=['AfricanBlackCoder'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,101]==2:\n", " AfricanBlackCoder.loc[i]=1\n", " else:\n", " AfricanBlackCoder.loc[i]=0\n", " \n", "HispanicLatinoCoder=pd.DataFrame(columns=['HispanicLatinoCoder'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,101]==3:\n", " HispanicLatinoCoder.loc[i]=1\n", " else:\n", " HispanicLatinoCoder.loc[i]=0\n", " \n", "AsianCoder=pd.DataFrame(columns=['AsianCoder'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,101]==4:\n", " AsianCoder.loc[i]=1\n", " else:\n", " AsianCoder.loc[i]=0\n", " \n", "NativeAmericanCoder=pd.DataFrame(columns=['NativeAmericanCoder'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,101]==5:\n", " NativeAmericanCoder.loc[i]=1\n", " else:\n", " NativeAmericanCoder.loc[i]=0\n", " \n", "MidEastNorthAfrCoder=pd.DataFrame(columns=['MidEastNorthAfrCoder'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,101]==6:\n", " MidEastNorthAfrCoder.loc[i]=1\n", " else:\n", " MidEastNorthAfrCoder.loc[i]=0\n", " \n", "PacificIslanderCoder=pd.DataFrame(columns=['PacificIslanderCoder'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,101]==7:\n", " PacificIslanderCoder.loc[i]=1\n", " else:\n", " PacificIslanderCoder.loc[i]=0\n", " \n", "OtherCoderrace=pd.DataFrame(columns=['OtherCoderrace'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,101]==8:\n", " OtherCoderrace.loc[i]=1\n", " else:\n", " OtherCoderrace.loc[i]=0\n", " \n", "NoDiscloseCoderrace=pd.DataFrame(columns=['NoDiscloseCoderrace'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,101]==9:\n", " NoDiscloseCoderrace.loc[i]=1\n", " else:\n", " NoDiscloseCoderrace.loc[i]=0\n", " \n", "WhiteandHispLatinoCoder=pd.DataFrame(columns=['WhiteandHispLatinoCoder'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,101]==10:\n", " WhiteandHispLatinoCoder.loc[i]=1\n", " else:\n", " WhiteandHispLatinoCoder.loc[i]=0\n", " \n", "WhiteandMidEastNorAfrCoder=pd.DataFrame(columns=['WhiteandMidEastNorAfrCoder'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,101]==11:\n", " WhiteandMidEastNorAfrCoder.loc[i]=1\n", " else:\n", " WhiteandMidEastNorAfrCoder.loc[i]=0\n", " \n", "Coderrace=pd.concat([WhiteCoder,AfricanBlackCoder,HispanicLatinoCoder,AsianCoder,NativeAmericanCoder,MidEastNorthAfrCoder,PacificIslanderCoder,OtherCoderrace,NoDiscloseCoderrace,WhiteandHispLatinoCoder,WhiteandMidEastNorAfrCoder],axis=1)\n", "\n", "#CoderCorps\n", "WSUCorpsCurrent=pd.DataFrame(columns=['WSUCorpsCurrent'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,104]==1:\n", " WSUCorpsCurrent.loc[i]=1\n", " else:\n", " WSUCorpsCurrent.loc[i]=0\n", " \n", "WSUCorpsPrevious=pd.DataFrame(columns=['WSUCorpsPrevious'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,104]==2:\n", " WSUCorpsPrevious.loc[i]=1\n", " else:\n", " WSUCorpsPrevious.loc[i]=0\n", " \n", "WSUNoCorps=pd.DataFrame(columns=['WSUNoCorps'],index=range(1273))\n", "for i in range(1273):\n", " if data.iloc[i,104]==0:\n", " WSUNoCorps.loc[i]=1\n", " else:\n", " WSUNoCorps.loc[i]=0\n", " \n", "CoderCorps=pd.concat([WSUCorpsCurrent,WSUCorpsPrevious,WSUNoCorps],axis=1)" ] }, { "cell_type": "code", "execution_count": 140, "id": "abf07d89", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1273, 179)" ] }, "execution_count": 140, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#re-construct data with binary variables\n", "\n", "#drop categorical predictors\n", "data=data.drop(['Suspectrace','Group','Suspectgender','TypeOfForce','SuspectArmed','TypeofDeEscalationTech','OverallAssessment','DetainCiteArrest','symracismq6','Coderpolitics','Coderrace','Codercorps'],axis=1)\n", "\n", "#concatentate new data frame with classes of binaries predictors\n", "data=pd.concat([data.reset_index(drop=True),Suspectrace.reset_index(drop=True), Suspectgender.reset_index(drop=True), TypeOfForce.reset_index(drop=True), Suspectarmed.reset_index(drop=True), TypeofDeEscalationTechnique.reset_index(drop=True), OverallAssessment.reset_index(drop=True), DetainCiteArrest.reset_index(drop=True), symracismq6.reset_index(drop=True), Coderpolitics.reset_index(drop=True), Coderrace.reset_index(drop=True), CoderCorps.reset_index(drop=True),Group1.reset_index(drop=True),Group2.reset_index(drop=True)],axis=1)\n", "\n", "#see data\n", "data.shape" ] }, { "cell_type": "code", "execution_count": 81, "id": "b4b1ca41", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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VideonewsstoryLengthofVideoInSecondsForceLocationLocNoiseLevelLocationIsolatedBystandersOfficersPresentResistanceStateOfControlDeEscalation...PacificIslanderCoderOtherCoderraceNoDiscloseCoderraceWhiteandHispLatinoCoderWhiteandMidEastNorAfrCoderWSUCorpsCurrentWSUCorpsPreviousWSUNoCorpsGroup1Group2
00.01211.01.02.00.03.05.00.01.00.0...0000000101
11.01211.01.02.00.04.07.00.00.00.0...0000010001
20.01211.01.01.00.04.03.00.01.01.0...0000000110
31.01211.01.02.00.04.01.00.01.00.0...0000000110
41.01211.00.02.00.03.01.00.01.00.0...0000000101
50.01211.01.03.00.04.02.00.01.00.0...0000000110
61.01211.01.02.00.04.01.00.01.00.0...0000010010
70.01211.01.02.00.04.06.00.01.00.0...0000000101
81.01211.01.02.00.04.01.00.01.00.0...0000010010
91.01211.01.02.00.04.04.00.01.00.0...0000010010
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10 rows × 179 columns

\n", "
" ], "text/plain": [ " Videonewsstory LengthofVideoInSeconds ForceLocation LocNoiseLevel \\\n", "0 0.0 1211.0 1.0 2.0 \n", "1 1.0 1211.0 1.0 2.0 \n", "2 0.0 1211.0 1.0 1.0 \n", "3 1.0 1211.0 1.0 2.0 \n", "4 1.0 1211.0 0.0 2.0 \n", "5 0.0 1211.0 1.0 3.0 \n", "6 1.0 1211.0 1.0 2.0 \n", "7 0.0 1211.0 1.0 2.0 \n", "8 1.0 1211.0 1.0 2.0 \n", "9 1.0 1211.0 1.0 2.0 \n", "\n", " LocationIsolated Bystanders OfficersPresent Resistance StateOfControl \\\n", "0 0.0 3.0 5.0 0.0 1.0 \n", "1 0.0 4.0 7.0 0.0 0.0 \n", "2 0.0 4.0 3.0 0.0 1.0 \n", "3 0.0 4.0 1.0 0.0 1.0 \n", "4 0.0 3.0 1.0 0.0 1.0 \n", "5 0.0 4.0 2.0 0.0 1.0 \n", "6 0.0 4.0 1.0 0.0 1.0 \n", "7 0.0 4.0 6.0 0.0 1.0 \n", "8 0.0 4.0 1.0 0.0 1.0 \n", "9 0.0 4.0 4.0 0.0 1.0 \n", "\n", " DeEscalation ... PacificIslanderCoder OtherCoderrace \\\n", "0 0.0 ... 0 0 \n", "1 0.0 ... 0 0 \n", "2 1.0 ... 0 0 \n", "3 0.0 ... 0 0 \n", "4 0.0 ... 0 0 \n", "5 0.0 ... 0 0 \n", "6 0.0 ... 0 0 \n", "7 0.0 ... 0 0 \n", "8 0.0 ... 0 0 \n", "9 0.0 ... 0 0 \n", "\n", " NoDiscloseCoderrace WhiteandHispLatinoCoder WhiteandMidEastNorAfrCoder \\\n", "0 0 0 0 \n", "1 0 0 0 \n", "2 0 0 0 \n", "3 0 0 0 \n", "4 0 0 0 \n", "5 0 0 0 \n", "6 0 0 0 \n", "7 0 0 0 \n", "8 0 0 0 \n", "9 0 0 0 \n", "\n", " WSUCorpsCurrent WSUCorpsPrevious WSUNoCorps Group1 Group2 \n", "0 0 0 1 0 1 \n", "1 1 0 0 0 1 \n", "2 0 0 1 1 0 \n", "3 0 0 1 1 0 \n", "4 0 0 1 0 1 \n", "5 0 0 1 1 0 \n", "6 1 0 0 1 0 \n", "7 0 0 1 0 1 \n", "8 1 0 0 1 0 \n", "9 1 0 0 1 0 \n", "\n", "[10 rows x 179 columns]" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head(10)" ] }, { "cell_type": "code", "execution_count": 46, "id": "6b3ef861", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['LengthofVideoInSeconds'], dtype='object')" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#find max and min of data\n", "max_cols=data.columns[data.max()==data.max().max()]\n", "max_cols" ] }, { "cell_type": "code", "execution_count": null, "id": "8c1608a7", "metadata": {}, "outputs": [], "source": [ "#rescale columns in cols_to_be_scaled to be from [-1,1]\n", "data['LengthofVideoInSeconds'] = data['LengthofVideoInSeconds'] / data['LengthofVideoInSeconds'].max()\n", "data['LengthofVideoInSeconds']" ] }, { "cell_type": "code", "execution_count": 225, "id": "63f8efff", "metadata": {}, "outputs": [], "source": [ "#begin k-fold cross-validation\n", "\n", "#select explanatory and response vars\n", "X=data.drop(['PQ1'], axis=1) #explanatory vars\n", "y=data['PQ1'] #response\n", "\n", "#split data into train and test sets\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.214)" ] }, { "cell_type": "code", "execution_count": 226, "id": "185059de", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1000, 179)" ] }, "execution_count": 226, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#define subset of data to build folds out of\n", "y_train=pd.DataFrame(y_train,columns=['PQ1'])\n", "y_train.head()\n", "y_train.shape\n", "\n", "training_data=pd.concat([X_train,y_train],axis=1)\n", "training_data.shape" ] }, { "cell_type": "code", "execution_count": 227, "id": "b75457b6", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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VideonewsstoryLengthofVideoInSecondsForceLocationLocNoiseLevelLocationIsolatedBystandersOfficersPresentResistanceStateOfControlDeEscalation...OtherCoderraceNoDiscloseCoderraceWhiteandHispLatinoCoderWhiteandMidEastNorAfrCoderWSUCorpsCurrentWSUCorpsPreviousWSUNoCorpsGroup1Group2PQ1
10.00.1696170.03.00.02.02.00.01.01.0...0000001011.0
21.00.1760540.02.01.01.01.00.01.00.0...0000100101.0
31.00.0521400.02.00.01.03.01.01.00.0...0000001101.0
40.00.1419380.03.00.02.03.05.01.01.0...0000001101.0
50.00.1329260.02.00.00.02.00.01.00.0...0000001011.0
60.00.3080140.03.01.00.06.02.01.01.0...0000001101.0
70.00.1329260.01.00.01.02.01.01.00.0...0000001011.0
80.00.1696170.02.00.01.02.01.01.01.0...0000001100.0
90.00.1123270.02.00.03.03.02.01.00.0...0000100011.0
100.00.1448340.03.00.01.01.02.01.00.0...0000001011.0
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10 rows × 179 columns

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" ], "text/plain": [ " Videonewsstory LengthofVideoInSeconds ForceLocation LocNoiseLevel \\\n", "1 0.0 0.169617 0.0 3.0 \n", "2 1.0 0.176054 0.0 2.0 \n", "3 1.0 0.052140 0.0 2.0 \n", "4 0.0 0.141938 0.0 3.0 \n", "5 0.0 0.132926 0.0 2.0 \n", "6 0.0 0.308014 0.0 3.0 \n", "7 0.0 0.132926 0.0 1.0 \n", "8 0.0 0.169617 0.0 2.0 \n", "9 0.0 0.112327 0.0 2.0 \n", "10 0.0 0.144834 0.0 3.0 \n", "\n", " LocationIsolated Bystanders OfficersPresent Resistance StateOfControl \\\n", "1 0.0 2.0 2.0 0.0 1.0 \n", "2 1.0 1.0 1.0 0.0 1.0 \n", "3 0.0 1.0 3.0 1.0 1.0 \n", "4 0.0 2.0 3.0 5.0 1.0 \n", "5 0.0 0.0 2.0 0.0 1.0 \n", "6 1.0 0.0 6.0 2.0 1.0 \n", "7 0.0 1.0 2.0 1.0 1.0 \n", "8 0.0 1.0 2.0 1.0 1.0 \n", "9 0.0 3.0 3.0 2.0 1.0 \n", "10 0.0 1.0 1.0 2.0 1.0 \n", "\n", " DeEscalation ... OtherCoderrace NoDiscloseCoderrace \\\n", "1 1.0 ... 0 0 \n", "2 0.0 ... 0 0 \n", "3 0.0 ... 0 0 \n", "4 1.0 ... 0 0 \n", "5 0.0 ... 0 0 \n", "6 1.0 ... 0 0 \n", "7 0.0 ... 0 0 \n", "8 1.0 ... 0 0 \n", "9 0.0 ... 0 0 \n", "10 0.0 ... 0 0 \n", "\n", " WhiteandHispLatinoCoder WhiteandMidEastNorAfrCoder WSUCorpsCurrent \\\n", "1 0 0 0 \n", "2 0 0 1 \n", "3 0 0 0 \n", "4 0 0 0 \n", "5 0 0 0 \n", "6 0 0 0 \n", "7 0 0 0 \n", "8 0 0 0 \n", "9 0 0 1 \n", "10 0 0 0 \n", "\n", " WSUCorpsPrevious WSUNoCorps Group1 Group2 PQ1 \n", "1 0 1 0 1 1.0 \n", "2 0 0 1 0 1.0 \n", "3 0 1 1 0 1.0 \n", "4 0 1 1 0 1.0 \n", "5 0 1 0 1 1.0 \n", "6 0 1 1 0 1.0 \n", "7 0 1 0 1 1.0 \n", "8 0 1 1 0 0.0 \n", "9 0 0 0 1 1.0 \n", "10 0 1 0 1 1.0 \n", "\n", "[10 rows x 179 columns]" ] }, "execution_count": 227, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#reset indices of training data from 1 instead of 0 \n", "training_data.reset_index(drop = True, inplace = True)\n", "training_data.index=training_data.index + 1\n", "training_data.head(10)" ] }, { "cell_type": "code", "execution_count": 624, "id": "f4fb9b02", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'params': [('poly', 0.001, 0.001, 2),\n", " ('poly', 0.001, 0.001, 3),\n", " ('poly', 0.001, 0.01, 2),\n", " ('poly', 0.001, 0.01, 3),\n", " ('poly', 0.001, 0.1, 2),\n", " ('poly', 0.001, 0.1, 3),\n", " ('poly', 0.001, 0.3, 2),\n", " ('poly', 0.001, 0.3, 3),\n", " ('poly', 0.001, 0.5, 2),\n", " ('poly', 0.001, 0.5, 3),\n", " ('poly', 0.001, 0.7, 2),\n", " ('poly', 0.001, 0.7, 3),\n", " ('poly', 0.01, 0.001, 2),\n", " ('poly', 0.01, 0.001, 3),\n", " ('poly', 0.01, 0.01, 2),\n", " ('poly', 0.01, 0.01, 3),\n", " ('poly', 0.01, 0.1, 2),\n", " ('poly', 0.01, 0.1, 3),\n", " ('poly', 0.01, 0.3, 2),\n", " ('poly', 0.01, 0.3, 3),\n", " ('poly', 0.01, 0.5, 2),\n", " ('poly', 0.01, 0.5, 3),\n", " ('poly', 0.01, 0.7, 2),\n", " ('poly', 0.01, 0.7, 3),\n", " ('poly', 0.1, 0.001, 2),\n", " ('poly', 0.1, 0.001, 3),\n", " ('poly', 0.1, 0.01, 2),\n", " ('poly', 0.1, 0.01, 3),\n", " ('poly', 0.1, 0.1, 2),\n", " ('poly', 0.1, 0.1, 3),\n", " ('poly', 0.1, 0.3, 2),\n", " ('poly', 0.1, 0.3, 3),\n", " ('poly', 0.1, 0.5, 2),\n", " ('poly', 0.1, 0.5, 3),\n", " ('poly', 0.1, 0.7, 2),\n", " ('poly', 0.1, 0.7, 3),\n", " ('poly', 0.3, 0.001, 2),\n", " ('poly', 0.3, 0.001, 3),\n", " ('poly', 0.3, 0.01, 2),\n", " ('poly', 0.3, 0.01, 3),\n", " ('poly', 0.3, 0.1, 2),\n", " ('poly', 0.3, 0.1, 3),\n", " ('poly', 0.3, 0.3, 2),\n", " ('poly', 0.3, 0.3, 3),\n", " ('poly', 0.3, 0.5, 2),\n", " ('poly', 0.3, 0.5, 3),\n", " ('poly', 0.3, 0.7, 2),\n", " ('poly', 0.3, 0.7, 3),\n", " ('poly', 0.5, 0.001, 2),\n", " ('poly', 0.5, 0.001, 3),\n", " ('poly', 0.5, 0.01, 2),\n", " ('poly', 0.5, 0.01, 3),\n", " ('poly', 0.5, 0.1, 2),\n", " ('poly', 0.5, 0.1, 3),\n", " ('poly', 0.5, 0.3, 2),\n", " ('poly', 0.5, 0.3, 3),\n", " ('poly', 0.5, 0.5, 2),\n", " ('poly', 0.5, 0.5, 3),\n", " ('poly', 0.5, 0.7, 2),\n", " ('poly', 0.5, 0.7, 3),\n", " ('poly', 0.7, 0.001, 2),\n", " ('poly', 0.7, 0.001, 3),\n", " ('poly', 0.7, 0.01, 2),\n", " ('poly', 0.7, 0.01, 3),\n", " ('poly', 0.7, 0.1, 2),\n", " ('poly', 0.7, 0.1, 3),\n", " ('poly', 0.7, 0.3, 2),\n", " ('poly', 0.7, 0.3, 3),\n", " ('poly', 0.7, 0.5, 2),\n", " ('poly', 0.7, 0.5, 3),\n", " ('poly', 0.7, 0.7, 2),\n", " ('poly', 0.7, 0.7, 3)],\n", " 'fold_1_predictions': [],\n", " 'fold_2_predictions': [],\n", " 'fold_3_predictions': [],\n", " 'fold_4_predictions': [],\n", " 'fold_5_predictions': []}" ] }, "execution_count": 624, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#define parameters for grid search and five-fold cross-validation results dictionary\n", "from sklearn import svm, datasets\n", "model_SVC = svm.SVC()\n", "import itertools\n", "import time\n", "from sklearn.metrics import matthews_corrcoef\n", "\n", "parameters = {'kernel':['poly'],'C':[0.001,0.01,0.1,0.3,0.5,0.7], 'gamma':[0.001,0.01,0.1,0.3,0.5,0.7],'degree':[2,3]}\n", "cv_result_dict={'params' : list(itertools.product(*[parameters[k] for k in parameters])),\n", " 'fold_1_predictions':[],\n", " 'fold_2_predictions':[],\n", " 'fold_3_predictions':[],\n", " 'fold_4_predictions':[],\n", " 'fold_5_predictions':[],\n", " }\n", "cv_result_dict" ] }, { "cell_type": "code", "execution_count": 625, "id": "5943ff6e", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fold 1, Param: ('poly', 0.001, 0.001, 2)\n", "Fold 2, Param: ('poly', 0.001, 0.001, 2)\n", "Fold 3, Param: ('poly', 0.001, 0.001, 2)\n", "Fold 4, Param: ('poly', 0.001, 0.001, 2)\n", "Fold 5, Param: ('poly', 0.001, 0.001, 2)\n", "Fold 1, Param: ('poly', 0.001, 0.001, 3)\n", "Fold 2, Param: ('poly', 0.001, 0.001, 3)\n", "Fold 3, Param: ('poly', 0.001, 0.001, 3)\n", "Fold 4, Param: ('poly', 0.001, 0.001, 3)\n", "Fold 5, Param: ('poly', 0.001, 0.001, 3)\n", "Fold 1, Param: ('poly', 0.001, 0.01, 2)\n", "Fold 2, Param: ('poly', 0.001, 0.01, 2)\n", "Fold 3, Param: ('poly', 0.001, 0.01, 2)\n", "Fold 4, Param: ('poly', 0.001, 0.01, 2)\n", "Fold 5, Param: ('poly', 0.001, 0.01, 2)\n", "Fold 1, Param: ('poly', 0.001, 0.01, 3)\n", "Fold 2, Param: ('poly', 0.001, 0.01, 3)\n", "Fold 3, Param: ('poly', 0.001, 0.01, 3)\n", "Fold 4, Param: ('poly', 0.001, 0.01, 3)\n", "Fold 5, Param: ('poly', 0.001, 0.01, 3)\n", "Fold 1, Param: ('poly', 0.001, 0.1, 2)\n", "Fold 2, Param: ('poly', 0.001, 0.1, 2)\n", "Fold 3, Param: ('poly', 0.001, 0.1, 2)\n", "Fold 4, Param: ('poly', 0.001, 0.1, 2)\n", "Fold 5, Param: ('poly', 0.001, 0.1, 2)\n", "Fold 1, Param: ('poly', 0.001, 0.1, 3)\n", "Fold 2, Param: ('poly', 0.001, 0.1, 3)\n", "Fold 3, Param: ('poly', 0.001, 0.1, 3)\n", "Fold 4, Param: ('poly', 0.001, 0.1, 3)\n", "Fold 5, Param: ('poly', 0.001, 0.1, 3)\n", "Fold 1, Param: ('poly', 0.001, 0.3, 2)\n", "Fold 2, Param: ('poly', 0.001, 0.3, 2)\n", "Fold 3, Param: ('poly', 0.001, 0.3, 2)\n", "Fold 4, Param: ('poly', 0.001, 0.3, 2)\n", "Fold 5, Param: ('poly', 0.001, 0.3, 2)\n", "Fold 1, Param: ('poly', 0.001, 0.3, 3)\n", "Fold 2, Param: ('poly', 0.001, 0.3, 3)\n", "Fold 3, Param: ('poly', 0.001, 0.3, 3)\n", "Fold 4, Param: ('poly', 0.001, 0.3, 3)\n", "Fold 5, Param: ('poly', 0.001, 0.3, 3)\n", "Fold 1, Param: ('poly', 0.001, 0.5, 2)\n", "Fold 2, Param: ('poly', 0.001, 0.5, 2)\n", "Fold 3, Param: ('poly', 0.001, 0.5, 2)\n", "Fold 4, Param: ('poly', 0.001, 0.5, 2)\n", "Fold 5, Param: ('poly', 0.001, 0.5, 2)\n", "Fold 1, Param: ('poly', 0.001, 0.5, 3)\n", "Fold 2, Param: ('poly', 0.001, 0.5, 3)\n", "Fold 3, Param: ('poly', 0.001, 0.5, 3)\n", "Fold 4, Param: ('poly', 0.001, 0.5, 3)\n", "Fold 5, Param: ('poly', 0.001, 0.5, 3)\n", "Fold 1, Param: ('poly', 0.001, 0.7, 2)\n", "Fold 2, Param: ('poly', 0.001, 0.7, 2)\n", "Fold 3, Param: ('poly', 0.001, 0.7, 2)\n", "Fold 4, Param: ('poly', 0.001, 0.7, 2)\n", "Fold 5, Param: ('poly', 0.001, 0.7, 2)\n", "Fold 1, Param: ('poly', 0.001, 0.7, 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"Fold 1, Param: ('poly', 0.3, 0.01, 3)\n", "Fold 2, Param: ('poly', 0.3, 0.01, 3)\n", "Fold 3, Param: ('poly', 0.3, 0.01, 3)\n", "Fold 4, Param: ('poly', 0.3, 0.01, 3)\n", "Fold 5, Param: ('poly', 0.3, 0.01, 3)\n", "Fold 1, Param: ('poly', 0.3, 0.1, 2)\n", "Fold 2, Param: ('poly', 0.3, 0.1, 2)\n", "Fold 3, Param: ('poly', 0.3, 0.1, 2)\n", "Fold 4, Param: ('poly', 0.3, 0.1, 2)\n", "Fold 5, Param: ('poly', 0.3, 0.1, 2)\n", "Fold 1, Param: ('poly', 0.3, 0.1, 3)\n", "Fold 2, Param: ('poly', 0.3, 0.1, 3)\n", "Fold 3, Param: ('poly', 0.3, 0.1, 3)\n", "Fold 4, Param: ('poly', 0.3, 0.1, 3)\n", "Fold 5, Param: ('poly', 0.3, 0.1, 3)\n", "Fold 1, Param: ('poly', 0.3, 0.3, 2)\n", "Fold 2, Param: ('poly', 0.3, 0.3, 2)\n", "Fold 3, Param: ('poly', 0.3, 0.3, 2)\n", "Fold 4, Param: ('poly', 0.3, 0.3, 2)\n", "Fold 5, Param: ('poly', 0.3, 0.3, 2)\n", "Fold 1, Param: ('poly', 0.3, 0.3, 3)\n", "Fold 2, Param: ('poly', 0.3, 0.3, 3)\n", "Fold 3, Param: ('poly', 0.3, 0.3, 3)\n", "Fold 4, Param: ('poly', 0.3, 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('poly', 0.5, 0.001, 2)\n", "Fold 4, Param: ('poly', 0.5, 0.001, 2)\n", "Fold 5, Param: ('poly', 0.5, 0.001, 2)\n", "Fold 1, Param: ('poly', 0.5, 0.001, 3)\n", "Fold 2, Param: ('poly', 0.5, 0.001, 3)\n", "Fold 3, Param: ('poly', 0.5, 0.001, 3)\n", "Fold 4, Param: ('poly', 0.5, 0.001, 3)\n", "Fold 5, Param: ('poly', 0.5, 0.001, 3)\n", "Fold 1, Param: ('poly', 0.5, 0.01, 2)\n", "Fold 2, Param: ('poly', 0.5, 0.01, 2)\n", "Fold 3, Param: ('poly', 0.5, 0.01, 2)\n", "Fold 4, Param: ('poly', 0.5, 0.01, 2)\n", "Fold 5, Param: ('poly', 0.5, 0.01, 2)\n", "Fold 1, Param: ('poly', 0.5, 0.01, 3)\n", "Fold 2, Param: ('poly', 0.5, 0.01, 3)\n", "Fold 3, Param: ('poly', 0.5, 0.01, 3)\n", "Fold 4, Param: ('poly', 0.5, 0.01, 3)\n", "Fold 5, Param: ('poly', 0.5, 0.01, 3)\n", "Fold 1, Param: ('poly', 0.5, 0.1, 2)\n", "Fold 2, Param: ('poly', 0.5, 0.1, 2)\n", "Fold 3, Param: ('poly', 0.5, 0.1, 2)\n", "Fold 4, Param: ('poly', 0.5, 0.1, 2)\n", "Fold 5, Param: ('poly', 0.5, 0.1, 2)\n", "Fold 1, Param: ('poly', 0.5, 0.1, 3)\n", "Fold 2, Param: ('poly', 0.5, 0.1, 3)\n", "Fold 3, Param: ('poly', 0.5, 0.1, 3)\n", "Fold 4, Param: ('poly', 0.5, 0.1, 3)\n", "Fold 5, Param: ('poly', 0.5, 0.1, 3)\n", "Fold 1, Param: ('poly', 0.5, 0.3, 2)\n", "Fold 2, Param: ('poly', 0.5, 0.3, 2)\n", "Fold 3, Param: ('poly', 0.5, 0.3, 2)\n", "Fold 4, Param: ('poly', 0.5, 0.3, 2)\n", "Fold 5, Param: ('poly', 0.5, 0.3, 2)\n", "Fold 1, Param: ('poly', 0.5, 0.3, 3)\n", "Fold 2, Param: ('poly', 0.5, 0.3, 3)\n", "Fold 3, Param: ('poly', 0.5, 0.3, 3)\n", "Fold 4, Param: ('poly', 0.5, 0.3, 3)\n", "Fold 5, Param: ('poly', 0.5, 0.3, 3)\n", "Fold 1, Param: ('poly', 0.5, 0.5, 2)\n", "Fold 2, Param: ('poly', 0.5, 0.5, 2)\n", "Fold 3, Param: ('poly', 0.5, 0.5, 2)\n", "Fold 4, Param: ('poly', 0.5, 0.5, 2)\n", "Fold 5, Param: ('poly', 0.5, 0.5, 2)\n", "Fold 1, Param: ('poly', 0.5, 0.5, 3)\n", "Fold 2, Param: ('poly', 0.5, 0.5, 3)\n", "Fold 3, Param: ('poly', 0.5, 0.5, 3)\n", "Fold 4, Param: ('poly', 0.5, 0.5, 3)\n", "Fold 5, Param: ('poly', 0.5, 0.5, 3)\n", "Fold 1, Param: ('poly', 0.5, 0.7, 2)\n", "Fold 2, Param: ('poly', 0.5, 0.7, 2)\n", "Fold 3, Param: ('poly', 0.5, 0.7, 2)\n", "Fold 4, Param: ('poly', 0.5, 0.7, 2)\n", "Fold 5, Param: ('poly', 0.5, 0.7, 2)\n", "Fold 1, Param: ('poly', 0.5, 0.7, 3)\n", "Fold 2, Param: ('poly', 0.5, 0.7, 3)\n", "Fold 3, Param: ('poly', 0.5, 0.7, 3)\n", "Fold 4, Param: ('poly', 0.5, 0.7, 3)\n", "Fold 5, Param: ('poly', 0.5, 0.7, 3)\n", "Fold 1, Param: ('poly', 0.7, 0.001, 2)\n", "Fold 2, Param: ('poly', 0.7, 0.001, 2)\n", "Fold 3, Param: ('poly', 0.7, 0.001, 2)\n", "Fold 4, Param: ('poly', 0.7, 0.001, 2)\n", "Fold 5, Param: ('poly', 0.7, 0.001, 2)\n", "Fold 1, Param: ('poly', 0.7, 0.001, 3)\n", "Fold 2, Param: ('poly', 0.7, 0.001, 3)\n", "Fold 3, Param: ('poly', 0.7, 0.001, 3)\n", "Fold 4, Param: ('poly', 0.7, 0.001, 3)\n", "Fold 5, Param: ('poly', 0.7, 0.001, 3)\n", "Fold 1, Param: ('poly', 0.7, 0.01, 2)\n", "Fold 2, Param: ('poly', 0.7, 0.01, 2)\n", "Fold 3, Param: ('poly', 0.7, 0.01, 2)\n", "Fold 4, Param: ('poly', 0.7, 0.01, 2)\n", "Fold 5, Param: ('poly', 0.7, 0.01, 2)\n", "Fold 1, Param: ('poly', 0.7, 0.01, 3)\n", "Fold 2, Param: ('poly', 0.7, 0.01, 3)\n", "Fold 3, Param: ('poly', 0.7, 0.01, 3)\n", "Fold 4, Param: ('poly', 0.7, 0.01, 3)\n", "Fold 5, Param: ('poly', 0.7, 0.01, 3)\n", "Fold 1, Param: ('poly', 0.7, 0.1, 2)\n", "Fold 2, Param: ('poly', 0.7, 0.1, 2)\n", "Fold 3, Param: ('poly', 0.7, 0.1, 2)\n", "Fold 4, Param: ('poly', 0.7, 0.1, 2)\n", "Fold 5, Param: ('poly', 0.7, 0.1, 2)\n", "Fold 1, Param: ('poly', 0.7, 0.1, 3)\n", "Fold 2, Param: ('poly', 0.7, 0.1, 3)\n", "Fold 3, Param: ('poly', 0.7, 0.1, 3)\n", "Fold 4, Param: ('poly', 0.7, 0.1, 3)\n", "Fold 5, Param: ('poly', 0.7, 0.1, 3)\n", "Fold 1, Param: ('poly', 0.7, 0.3, 2)\n", "Fold 2, Param: ('poly', 0.7, 0.3, 2)\n", "Fold 3, Param: ('poly', 0.7, 0.3, 2)\n", "Fold 4, Param: ('poly', 0.7, 0.3, 2)\n", "Fold 5, Param: ('poly', 0.7, 0.3, 2)\n", "Fold 1, Param: ('poly', 0.7, 0.3, 3)\n", "Fold 2, Param: ('poly', 0.7, 0.3, 3)\n", "Fold 3, Param: ('poly', 0.7, 0.3, 3)\n", "Fold 4, Param: ('poly', 0.7, 0.3, 3)\n", "Fold 5, Param: ('poly', 0.7, 0.3, 3)\n", "Fold 1, Param: ('poly', 0.7, 0.5, 2)\n", "Fold 2, Param: ('poly', 0.7, 0.5, 2)\n", "Fold 3, Param: ('poly', 0.7, 0.5, 2)\n", "Fold 4, Param: ('poly', 0.7, 0.5, 2)\n", "Fold 5, Param: ('poly', 0.7, 0.5, 2)\n", "Fold 1, Param: ('poly', 0.7, 0.5, 3)\n", "Fold 2, Param: ('poly', 0.7, 0.5, 3)\n", "Fold 3, Param: ('poly', 0.7, 0.5, 3)\n", "Fold 4, Param: ('poly', 0.7, 0.5, 3)\n", "Fold 5, Param: ('poly', 0.7, 0.5, 3)\n", "Fold 1, Param: ('poly', 0.7, 0.7, 2)\n", "Fold 2, Param: ('poly', 0.7, 0.7, 2)\n", "Fold 3, Param: ('poly', 0.7, 0.7, 2)\n", "Fold 4, Param: ('poly', 0.7, 0.7, 2)\n", "Fold 5, Param: ('poly', 0.7, 0.7, 2)\n", "Fold 1, Param: ('poly', 0.7, 0.7, 3)\n", "Fold 2, Param: ('poly', 0.7, 0.7, 3)\n", "Fold 3, Param: ('poly', 0.7, 0.7, 3)\n", "Fold 4, Param: ('poly', 0.7, 0.7, 3)\n", "Fold 5, Param: ('poly', 0.7, 0.7, 3)\n" ] } ], "source": [ "#run 5-fold CV on training data (1000 samps)\n", "for param in cv_result_dict['params']: #for each combination of parameters\n", " this_model=svm.SVC(kernel=param[0],C=param[1],gamma=param[2],degree=param[3]) #define our model\n", " for fold in range(1,6,1): #for each of the five folds (size 200 each)\n", " #define our testing set\n", " curr_split_test_data=training_data.iloc[(fold)*200-200:(fold)*200,:]\n", " #define our training set\n", " curr_split_train_data=training_data.loc[training_data.index.difference(curr_split_test_data.index)]\n", " #fit our model to the training set\n", " this_model.fit(curr_split_train_data.drop(columns=['PQ11']),\n", " curr_split_train_data['PQ11'])\n", " #test our model on the testing set\n", " pred=this_model.predict(curr_split_test_data.drop(columns=['PQ11']))\n", " #store the predictions of our model on this fold \n", " cv_result_dict['fold_{}_predictions'.format(fold)].append(pred)\n", " print(\"Fold {}, Param: {}\".format(fold, param))\n", " #store predictions in list" ] }, { "cell_type": "code", "execution_count": 626, "id": "8081ce9a", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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paramsfold_1_predictionsfold_2_predictionsfold_3_predictionsfold_4_predictionsfold_5_predictions
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5(poly, 0.001, 0.1, 3)[0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, ...[0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, ...[1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, ...[1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, ...[0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, ...
6(poly, 0.001, 0.3, 2)[0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, ...[0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, ...[1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, ...[1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, ...[0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, ...
7(poly, 0.001, 0.3, 3)[0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, ...[0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, ...[1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, ...[1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, ...[0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, ...
8(poly, 0.001, 0.5, 2)[0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, ...[0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, ...[1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, ...[1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, ...[0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, ...
9(poly, 0.001, 0.5, 3)[0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, ...[0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, ...[1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, ...[1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, ...[0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, ...
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16(poly, 0.01, 0.1, 2)[0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, ...[0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, ...[1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, ...[1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, ...[0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, ...
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18(poly, 0.01, 0.3, 2)[0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, ...[0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, ...[1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, ...[1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, ...[0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, ...
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20(poly, 0.01, 0.5, 2)[0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, ...[0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, ...[1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, ...[1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, ...[0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, ...
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1.0, 0.0, 0.0, ... \n", "9 [0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, ... \n", "10 [0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, ... \n", "11 [0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, ... \n", "12 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", "13 [0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, ... \n", "14 [0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, ... \n", "15 [0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, ... \n", "16 [0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, ... \n", "17 [0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, ... \n", "18 [0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, ... \n", "19 [0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, ... \n", "20 [0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, ... \n", "21 [0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, ... \n", "22 [0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, ... \n", "23 [0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, ... \n", "24 [0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, ... \n", "25 [0.0, 0.0, 0.0, 0.0, 1.0, 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1920.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
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1940.00.01.01.01.01.01.01.01.01.0...1.01.01.01.01.01.01.01.01.01.0
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1980.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
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columns]" ] }, "execution_count": 627, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#store each set of model predictions in a data frame\n", "this_model_predictions=np.empty((len(cv_result_table),1000))\n", "for i in range(len(cv_result_table)):\n", " cv_result_table.iloc[i,1]=np.reshape(cv_result_table.iloc[i,1],(1,200),order='C')\n", " cv_result_table.iloc[i,2]=np.reshape(cv_result_table.iloc[i,2],(1,200),order='C')\n", " cv_result_table.iloc[i,3]=np.reshape(cv_result_table.iloc[i,3],(1,200),order='C')\n", " cv_result_table.iloc[i,4]=np.reshape(cv_result_table.iloc[i,4],(1,200),order='C')\n", " cv_result_table.iloc[i,5]=np.reshape(cv_result_table.iloc[i,5],(1,200),order='C')\n", " concat = np.concatenate((cv_result_table.iloc[i,1],cv_result_table.iloc[i,2],cv_result_table.iloc[i,3],cv_result_table.iloc[i,4],cv_result_table.iloc[i,5]),axis=0)\n", " concat = np.hstack(concat)\n", " concat = np.reshape(concat,(1,1000))\n", " this_model_predictions[i]=concat\n", "this_model_predictions = pd.DataFrame(data=this_model_predictions).transpose()\n", "this_model_predictions.index=this_model_predictions.index+1\n", "this_model_predictions" ] }, { "cell_type": "code", "execution_count": 628, "id": "15fd7c0e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MCC_score
00.000000
10.000000
20.674605
30.683501
40.673740
50.647322
60.667259
70.647322
80.655266
90.647322
100.657922
110.647322
120.000000
130.570855
140.723876
150.670309
160.668532
170.647322
180.657922
190.647322
200.657922
210.647322
220.657922
230.647322
240.674605
250.701482
260.673740
270.647322
280.657922
290.647322
300.657922
310.647322
320.657922
330.647322
340.657922
350.647322
360.698425
370.698183
380.648621
390.647322
400.657922
410.647322
420.657922
430.647322
440.657922
450.647322
460.657922
470.647322
480.715410
490.708892
500.663558
510.647322
520.657922
530.647322
540.657922
550.647322
560.657922
570.647322
580.657922
590.647322
600.730772
610.683501
620.657922
630.647322
640.657922
650.647322
660.657922
670.647322
680.657922
690.647322
700.657922
710.647322
\n", "
" ], "text/plain": [ " MCC_score\n", "0 0.000000\n", "1 0.000000\n", "2 0.674605\n", "3 0.683501\n", "4 0.673740\n", "5 0.647322\n", "6 0.667259\n", "7 0.647322\n", "8 0.655266\n", "9 0.647322\n", "10 0.657922\n", "11 0.647322\n", "12 0.000000\n", "13 0.570855\n", "14 0.723876\n", "15 0.670309\n", "16 0.668532\n", "17 0.647322\n", "18 0.657922\n", "19 0.647322\n", "20 0.657922\n", "21 0.647322\n", "22 0.657922\n", "23 0.647322\n", "24 0.674605\n", "25 0.701482\n", "26 0.673740\n", "27 0.647322\n", "28 0.657922\n", "29 0.647322\n", "30 0.657922\n", "31 0.647322\n", "32 0.657922\n", "33 0.647322\n", "34 0.657922\n", "35 0.647322\n", "36 0.698425\n", "37 0.698183\n", "38 0.648621\n", "39 0.647322\n", "40 0.657922\n", "41 0.647322\n", "42 0.657922\n", "43 0.647322\n", "44 0.657922\n", "45 0.647322\n", "46 0.657922\n", "47 0.647322\n", "48 0.715410\n", "49 0.708892\n", "50 0.663558\n", "51 0.647322\n", "52 0.657922\n", "53 0.647322\n", "54 0.657922\n", "55 0.647322\n", "56 0.657922\n", "57 0.647322\n", "58 0.657922\n", "59 0.647322\n", "60 0.730772\n", "61 0.683501\n", "62 0.657922\n", "63 0.647322\n", "64 0.657922\n", "65 0.647322\n", "66 0.657922\n", "67 0.647322\n", "68 0.657922\n", "69 0.647322\n", "70 0.657922\n", "71 0.647322" ] }, "execution_count": 628, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#store MCC scores for each of our model predictions in a data frame\n", "from sklearn.metrics import matthews_corrcoef\n", "Model_MCC_Scores=np.empty((1,len(cv_result_table)))\n", "\n", "for j in range(len(cv_result_table)):\n", " mcc=matthews_corrcoef(training_data['PQ11'],this_model_predictions.iloc[:,j])\n", " Model_MCC_Scores[0,j]=mcc\n", " \n", "Model_MCC_Scores=pd.DataFrame(Model_MCC_Scores).transpose()\n", "Model_MCC_Scores.columns = ['MCC_score']\n", "Model_MCC_Scores" ] }, { "cell_type": "code", "execution_count": 630, "id": "c15a61dc", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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ModelMCC_score
0(poly, 0.001, 0.001, 2)0.000000
1(poly, 0.001, 0.001, 3)0.000000
2(poly, 0.001, 0.01, 2)0.674605
3(poly, 0.001, 0.01, 3)0.683501
4(poly, 0.001, 0.1, 2)0.673740
5(poly, 0.001, 0.1, 3)0.647322
6(poly, 0.001, 0.3, 2)0.667259
7(poly, 0.001, 0.3, 3)0.647322
8(poly, 0.001, 0.5, 2)0.655266
9(poly, 0.001, 0.5, 3)0.647322
10(poly, 0.001, 0.7, 2)0.657922
11(poly, 0.001, 0.7, 3)0.647322
12(poly, 0.01, 0.001, 2)0.000000
13(poly, 0.01, 0.001, 3)0.570855
14(poly, 0.01, 0.01, 2)0.723876
15(poly, 0.01, 0.01, 3)0.670309
16(poly, 0.01, 0.1, 2)0.668532
17(poly, 0.01, 0.1, 3)0.647322
18(poly, 0.01, 0.3, 2)0.657922
19(poly, 0.01, 0.3, 3)0.647322
20(poly, 0.01, 0.5, 2)0.657922
21(poly, 0.01, 0.5, 3)0.647322
22(poly, 0.01, 0.7, 2)0.657922
23(poly, 0.01, 0.7, 3)0.647322
24(poly, 0.1, 0.001, 2)0.674605
25(poly, 0.1, 0.001, 3)0.701482
26(poly, 0.1, 0.01, 2)0.673740
27(poly, 0.1, 0.01, 3)0.647322
28(poly, 0.1, 0.1, 2)0.657922
29(poly, 0.1, 0.1, 3)0.647322
30(poly, 0.1, 0.3, 2)0.657922
31(poly, 0.1, 0.3, 3)0.647322
32(poly, 0.1, 0.5, 2)0.657922
33(poly, 0.1, 0.5, 3)0.647322
34(poly, 0.1, 0.7, 2)0.657922
35(poly, 0.1, 0.7, 3)0.647322
36(poly, 0.3, 0.001, 2)0.698425
37(poly, 0.3, 0.001, 3)0.698183
38(poly, 0.3, 0.01, 2)0.648621
39(poly, 0.3, 0.01, 3)0.647322
40(poly, 0.3, 0.1, 2)0.657922
41(poly, 0.3, 0.1, 3)0.647322
42(poly, 0.3, 0.3, 2)0.657922
43(poly, 0.3, 0.3, 3)0.647322
44(poly, 0.3, 0.5, 2)0.657922
45(poly, 0.3, 0.5, 3)0.647322
46(poly, 0.3, 0.7, 2)0.657922
47(poly, 0.3, 0.7, 3)0.647322
48(poly, 0.5, 0.001, 2)0.715410
49(poly, 0.5, 0.001, 3)0.708892
50(poly, 0.5, 0.01, 2)0.663558
51(poly, 0.5, 0.01, 3)0.647322
52(poly, 0.5, 0.1, 2)0.657922
53(poly, 0.5, 0.1, 3)0.647322
54(poly, 0.5, 0.3, 2)0.657922
55(poly, 0.5, 0.3, 3)0.647322
56(poly, 0.5, 0.5, 2)0.657922
57(poly, 0.5, 0.5, 3)0.647322
58(poly, 0.5, 0.7, 2)0.657922
59(poly, 0.5, 0.7, 3)0.647322
60(poly, 0.7, 0.001, 2)0.730772
61(poly, 0.7, 0.001, 3)0.683501
62(poly, 0.7, 0.01, 2)0.657922
63(poly, 0.7, 0.01, 3)0.647322
64(poly, 0.7, 0.1, 2)0.657922
65(poly, 0.7, 0.1, 3)0.647322
66(poly, 0.7, 0.3, 2)0.657922
67(poly, 0.7, 0.3, 3)0.647322
68(poly, 0.7, 0.5, 2)0.657922
69(poly, 0.7, 0.5, 3)0.647322
70(poly, 0.7, 0.7, 2)0.657922
71(poly, 0.7, 0.7, 3)0.647322
\n", "
" ], "text/plain": [ " Model MCC_score\n", "0 (poly, 0.001, 0.001, 2) 0.000000\n", "1 (poly, 0.001, 0.001, 3) 0.000000\n", "2 (poly, 0.001, 0.01, 2) 0.674605\n", "3 (poly, 0.001, 0.01, 3) 0.683501\n", "4 (poly, 0.001, 0.1, 2) 0.673740\n", "5 (poly, 0.001, 0.1, 3) 0.647322\n", "6 (poly, 0.001, 0.3, 2) 0.667259\n", "7 (poly, 0.001, 0.3, 3) 0.647322\n", "8 (poly, 0.001, 0.5, 2) 0.655266\n", "9 (poly, 0.001, 0.5, 3) 0.647322\n", "10 (poly, 0.001, 0.7, 2) 0.657922\n", "11 (poly, 0.001, 0.7, 3) 0.647322\n", "12 (poly, 0.01, 0.001, 2) 0.000000\n", "13 (poly, 0.01, 0.001, 3) 0.570855\n", "14 (poly, 0.01, 0.01, 2) 0.723876\n", "15 (poly, 0.01, 0.01, 3) 0.670309\n", "16 (poly, 0.01, 0.1, 2) 0.668532\n", "17 (poly, 0.01, 0.1, 3) 0.647322\n", "18 (poly, 0.01, 0.3, 2) 0.657922\n", "19 (poly, 0.01, 0.3, 3) 0.647322\n", "20 (poly, 0.01, 0.5, 2) 0.657922\n", "21 (poly, 0.01, 0.5, 3) 0.647322\n", "22 (poly, 0.01, 0.7, 2) 0.657922\n", "23 (poly, 0.01, 0.7, 3) 0.647322\n", "24 (poly, 0.1, 0.001, 2) 0.674605\n", "25 (poly, 0.1, 0.001, 3) 0.701482\n", "26 (poly, 0.1, 0.01, 2) 0.673740\n", "27 (poly, 0.1, 0.01, 3) 0.647322\n", "28 (poly, 0.1, 0.1, 2) 0.657922\n", "29 (poly, 0.1, 0.1, 3) 0.647322\n", "30 (poly, 0.1, 0.3, 2) 0.657922\n", "31 (poly, 0.1, 0.3, 3) 0.647322\n", "32 (poly, 0.1, 0.5, 2) 0.657922\n", "33 (poly, 0.1, 0.5, 3) 0.647322\n", "34 (poly, 0.1, 0.7, 2) 0.657922\n", "35 (poly, 0.1, 0.7, 3) 0.647322\n", "36 (poly, 0.3, 0.001, 2) 0.698425\n", "37 (poly, 0.3, 0.001, 3) 0.698183\n", "38 (poly, 0.3, 0.01, 2) 0.648621\n", "39 (poly, 0.3, 0.01, 3) 0.647322\n", "40 (poly, 0.3, 0.1, 2) 0.657922\n", "41 (poly, 0.3, 0.1, 3) 0.647322\n", "42 (poly, 0.3, 0.3, 2) 0.657922\n", "43 (poly, 0.3, 0.3, 3) 0.647322\n", "44 (poly, 0.3, 0.5, 2) 0.657922\n", "45 (poly, 0.3, 0.5, 3) 0.647322\n", "46 (poly, 0.3, 0.7, 2) 0.657922\n", "47 (poly, 0.3, 0.7, 3) 0.647322\n", "48 (poly, 0.5, 0.001, 2) 0.715410\n", "49 (poly, 0.5, 0.001, 3) 0.708892\n", "50 (poly, 0.5, 0.01, 2) 0.663558\n", "51 (poly, 0.5, 0.01, 3) 0.647322\n", "52 (poly, 0.5, 0.1, 2) 0.657922\n", "53 (poly, 0.5, 0.1, 3) 0.647322\n", "54 (poly, 0.5, 0.3, 2) 0.657922\n", "55 (poly, 0.5, 0.3, 3) 0.647322\n", "56 (poly, 0.5, 0.5, 2) 0.657922\n", "57 (poly, 0.5, 0.5, 3) 0.647322\n", "58 (poly, 0.5, 0.7, 2) 0.657922\n", "59 (poly, 0.5, 0.7, 3) 0.647322\n", "60 (poly, 0.7, 0.001, 2) 0.730772\n", "61 (poly, 0.7, 0.001, 3) 0.683501\n", "62 (poly, 0.7, 0.01, 2) 0.657922\n", "63 (poly, 0.7, 0.01, 3) 0.647322\n", "64 (poly, 0.7, 0.1, 2) 0.657922\n", "65 (poly, 0.7, 0.1, 3) 0.647322\n", "66 (poly, 0.7, 0.3, 2) 0.657922\n", "67 (poly, 0.7, 0.3, 3) 0.647322\n", "68 (poly, 0.7, 0.5, 2) 0.657922\n", "69 (poly, 0.7, 0.5, 3) 0.647322\n", "70 (poly, 0.7, 0.7, 2) 0.657922\n", "71 (poly, 0.7, 0.7, 3) 0.647322" ] }, "execution_count": 630, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#construct MCC Score Table for All Models in Grid Search\n", "Model=pd.DataFrame(cv_result_table['params'])\n", "Model.columns = ['Model']\n", "Model_MCC_Table=pd.concat([Model, Model_MCC_Scores],axis=1)\n", "pd.set_option('display.max_rows', None)\n", "Model_MCC_Table" ] }, { "cell_type": "code", "execution_count": 168, "id": "8fa16536", "metadata": {}, "outputs": [ { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_20292\\3509068120.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 9\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 10\u001b[0m \u001b[0mpp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mPdfPages\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"linear_scores.pdf\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 11\u001b[1;33m \u001b[0mpp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbbox_inches\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'tight'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 12\u001b[0m \u001b[0mpp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.py\u001b[0m in \u001b[0;36msavefig\u001b[1;34m(self, figure, **kwargs)\u001b[0m\n\u001b[0;32m 2741\u001b[0m \u001b[0morig_canvas\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfigure\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2742\u001b[0m \u001b[0mfigure\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanvas\u001b[0m \u001b[1;33m=\u001b[0m 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\u001b[0;36msavefig\u001b[1;34m(self, fname, transparent, **kwargs)\u001b[0m\n\u001b[0;32m 3044\u001b[0m ax.patch._cm_set(facecolor='none', edgecolor='none'))\n\u001b[0;32m 3045\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3046\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprint_figure\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3047\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3048\u001b[0m def ginput(self, n=1, timeout=30, show_clicks=True,\n", "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\backend_bases.py\u001b[0m in \u001b[0;36mprint_figure\u001b[1;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, pad_inches, bbox_extra_artists, backend, **kwargs)\u001b[0m\n\u001b[0;32m 2317\u001b[0m \u001b[1;31m# force the figure dpi to 72), so we need to set it again here.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2318\u001b[0m \u001b[1;32mwith\u001b[0m \u001b[0mcbook\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_setattr_cm\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdpi\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdpi\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2319\u001b[1;33m result = print_method(\n\u001b[0m\u001b[0;32m 2320\u001b[0m \u001b[0mfilename\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2321\u001b[0m \u001b[0mfacecolor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfacecolor\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", 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"\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\_api\\deprecation.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*inner_args, **inner_kwargs)\u001b[0m\n\u001b[0;32m 387\u001b[0m \u001b[1;31m# Early return in the simple, non-deprecated case (much faster than\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 388\u001b[0m \u001b[1;31m# calling bind()).\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 389\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0minner_args\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0minner_kwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 390\u001b[0m \u001b[0marguments\u001b[0m \u001b[1;33m=\u001b[0m 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#save MCC Score table as pdf\n", "import matplotlib.pyplot as plt\n", "from matplotlib.backends.backend_pdf import PdfPages\n", "\n", "fig, ax =plt.subplots(figsize=(12,4))\n", "ax.axis('tight')\n", "ax.axis('off')\n", "the_table = ax.table(cellText=Model_MCC_Table.values,colLabels=Model_MCC_Table.columns,loc='center')\n", "\n", "pp = PdfPages(\"linear_scores.pdf\")\n", "pp.savefig(fig, bbox_inches='tight')\n", "pp.close()" ] }, { "cell_type": "code", "execution_count": null, "id": "8f416bed", "metadata": {}, "outputs": [], "source": [ "value_counts = data['PQ11'].value_counts()\n", "print(value_counts)" ] }, { "cell_type": "code", "execution_count": 154, "id": "60dfe033", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Testing predictor 1/178: Videonewsstory\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/178: LengthofVideoInSeconds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/178: ForceLocation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/178: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/178: LocationIsolated\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/178: Bystanders\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/178: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/178: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/178: StateOfControl\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/178: DeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/178: SusNegEmotionalState\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/178: OffNegEmotionalState\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/178: PQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/178: PQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/178: PQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/178: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/178: PQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/178: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/178: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/178: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/178: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/178: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/178: selfreliant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/178: yielding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/178: helpful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/178: defendsbeliefs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/178: cheeful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/178: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/178: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/178: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/178: conscientious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/178: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/178: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/178: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/178: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/178: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/178: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/178: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/178: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/178: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/178: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/178: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/178: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/178: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/178: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/178: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/178: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/178: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/178: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/178: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/178: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/178: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/178: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/178: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/178: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/178: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/178: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/178: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/178: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/178: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/178: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/178: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/178: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/178: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/178: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/178: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/178: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/178: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/178: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/178: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/178: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/178: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/178: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/178: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/178: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/178: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/178: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/178: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/178: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/178: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/178: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/178: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/178: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/178: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/178: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/178: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/178: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/178: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/178: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/178: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/178: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/178: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/178: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/178: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/178: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/178: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/178: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/178: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/178: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/178: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/178: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/178: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/178: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/178: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/178: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/178: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/178: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/178: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/178: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/178: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/178: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/178: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/178: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/178: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/178: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/178: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/178: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/178: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/178: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/178: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/178: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/178: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/178: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/178: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/178: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/178: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/178: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/178: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/178: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/178: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/178: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/178: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/178: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/178: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/178: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/178: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/178: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/178: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/178: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/178: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/178: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/178: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/178: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/178: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/178: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/178: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/178: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/178: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/178: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/178: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/178: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/178: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/178: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/178: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/178: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/178: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/178: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/178: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/178: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 160/178: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 161/178: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 162/178: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 163/178: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 164/178: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 165/178: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 166/178: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 167/178: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 168/178: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 169/178: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 170/178: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 171/178: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 172/178: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 173/178: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 174/178: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 175/178: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 176/178: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 177/178: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 178/178: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 177\n", "Testing predictor 1/177: Videonewsstory\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/177: LengthofVideoInSeconds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/177: ForceLocation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/177: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/177: LocationIsolated\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/177: Bystanders\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/177: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/177: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/177: StateOfControl\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/177: DeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/177: SusNegEmotionalState\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/177: OffNegEmotionalState\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/177: PQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/177: PQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/177: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/177: PQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/177: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/177: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/177: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/177: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/177: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/177: selfreliant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/177: yielding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/177: helpful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/177: defendsbeliefs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/177: cheeful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/177: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/177: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/177: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/177: conscientious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/177: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/177: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/177: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/177: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/177: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/177: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/177: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/177: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/177: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/177: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/177: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/177: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/177: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/177: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/177: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/177: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/177: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/177: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/177: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/177: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/177: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/177: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/177: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/177: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/177: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/177: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/177: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/177: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/177: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/177: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/177: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/177: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/177: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/177: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/177: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/177: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/177: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/177: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/177: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/177: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/177: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/177: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/177: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/177: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/177: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/177: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/177: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/177: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/177: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/177: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/177: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/177: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/177: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/177: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/177: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/177: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/177: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/177: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/177: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/177: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/177: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/177: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/177: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/177: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/177: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/177: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/177: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/177: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/177: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/177: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/177: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/177: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/177: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/177: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/177: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/177: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/177: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/177: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/177: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/177: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/177: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/177: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/177: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/177: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/177: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/177: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/177: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/177: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/177: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/177: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/177: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/177: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/177: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/177: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/177: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/177: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/177: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/177: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/177: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/177: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/177: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/177: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/177: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/177: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/177: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/177: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/177: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/177: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/177: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/177: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/177: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/177: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/177: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/177: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/177: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/177: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/177: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/177: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/177: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/177: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/177: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/177: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/177: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/177: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/177: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/177: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/177: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/177: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/177: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 160/177: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 161/177: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 162/177: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 163/177: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 164/177: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 165/177: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 166/177: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 167/177: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 168/177: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 169/177: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 170/177: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 171/177: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 172/177: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 173/177: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 174/177: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 175/177: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 176/177: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 177/177: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 176\n", "Testing predictor 1/176: Videonewsstory\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/176: LengthofVideoInSeconds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/176: ForceLocation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/176: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/176: LocationIsolated\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/176: Bystanders\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/176: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/176: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/176: StateOfControl\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/176: DeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/176: SusNegEmotionalState\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/176: OffNegEmotionalState\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/176: PQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/176: PQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/176: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/176: PQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/176: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/176: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/176: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/176: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/176: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/176: selfreliant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/176: yielding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/176: helpful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/176: defendsbeliefs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/176: cheeful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/176: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/176: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/176: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/176: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/176: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/176: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/176: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/176: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/176: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/176: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/176: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/176: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/176: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/176: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/176: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/176: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/176: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/176: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/176: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/176: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/176: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/176: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/176: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/176: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/176: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/176: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/176: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/176: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/176: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/176: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/176: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/176: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/176: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/176: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/176: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/176: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/176: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/176: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/176: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/176: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/176: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/176: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/176: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/176: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/176: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/176: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/176: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/176: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/176: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/176: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/176: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/176: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/176: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/176: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/176: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/176: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/176: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/176: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/176: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/176: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/176: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/176: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/176: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/176: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/176: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/176: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/176: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/176: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/176: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/176: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/176: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/176: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/176: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/176: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/176: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/176: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/176: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/176: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/176: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/176: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/176: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/176: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/176: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/176: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/176: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/176: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/176: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/176: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/176: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/176: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/176: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/176: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/176: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/176: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/176: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/176: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/176: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/176: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/176: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/176: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/176: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/176: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/176: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/176: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/176: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/176: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/176: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/176: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/176: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/176: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/176: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/176: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/176: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/176: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/176: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/176: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/176: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/176: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/176: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/176: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/176: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/176: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/176: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/176: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/176: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/176: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/176: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/176: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/176: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/176: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/176: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/176: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/176: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 160/176: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 161/176: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 162/176: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 163/176: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 164/176: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 165/176: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 166/176: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 167/176: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 168/176: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 169/176: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 170/176: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 171/176: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 172/176: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 173/176: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 174/176: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 175/176: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 176/176: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 175\n", "Testing predictor 1/175: Videonewsstory\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/175: ForceLocation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/175: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/175: LocationIsolated\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/175: Bystanders\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/175: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/175: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/175: StateOfControl\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/175: DeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/175: SusNegEmotionalState\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/175: OffNegEmotionalState\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/175: PQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/175: PQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/175: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/175: PQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/175: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/175: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/175: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/175: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/175: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/175: selfreliant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/175: yielding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/175: helpful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/175: defendsbeliefs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/175: cheeful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/175: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/175: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/175: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/175: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/175: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/175: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/175: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/175: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/175: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/175: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/175: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/175: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/175: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/175: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/175: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/175: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/175: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/175: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/175: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/175: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/175: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/175: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/175: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/175: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/175: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/175: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/175: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/175: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/175: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/175: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/175: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/175: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/175: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/175: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/175: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/175: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/175: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/175: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/175: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/175: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/175: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/175: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/175: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/175: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/175: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/175: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/175: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/175: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/175: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/175: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/175: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/175: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/175: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/175: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/175: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/175: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/175: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/175: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/175: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/175: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/175: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/175: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/175: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/175: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/175: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/175: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/175: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/175: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/175: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/175: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/175: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/175: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/175: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/175: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/175: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/175: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/175: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/175: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/175: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/175: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/175: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/175: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/175: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/175: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/175: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/175: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/175: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/175: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/175: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/175: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/175: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/175: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/175: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/175: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/175: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/175: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/175: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/175: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/175: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/175: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/175: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/175: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/175: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/175: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/175: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/175: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/175: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/175: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/175: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/175: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/175: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/175: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/175: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/175: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/175: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/175: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/175: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/175: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/175: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/175: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/175: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/175: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/175: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/175: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/175: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/175: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/175: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/175: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/175: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/175: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/175: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/175: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/175: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/175: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 160/175: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 161/175: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 162/175: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 163/175: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 164/175: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 165/175: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 166/175: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 167/175: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 168/175: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 169/175: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 170/175: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 171/175: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 172/175: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 173/175: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 174/175: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 175/175: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 174\n", "Testing predictor 1/174: Videonewsstory\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/174: ForceLocation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/174: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/174: Bystanders\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/174: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/174: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/174: StateOfControl\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/174: DeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/174: SusNegEmotionalState\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/174: OffNegEmotionalState\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/174: PQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/174: PQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/174: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/174: PQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/174: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/174: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/174: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/174: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/174: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/174: selfreliant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/174: yielding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/174: helpful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/174: defendsbeliefs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/174: cheeful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/174: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/174: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/174: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/174: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/174: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/174: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/174: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/174: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/174: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/174: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/174: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/174: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/174: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/174: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/174: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/174: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/174: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/174: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/174: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/174: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/174: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/174: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/174: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/174: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/174: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/174: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/174: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/174: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/174: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/174: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/174: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/174: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/174: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/174: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/174: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/174: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/174: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/174: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/174: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/174: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/174: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/174: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/174: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/174: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/174: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/174: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/174: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/174: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/174: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/174: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/174: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/174: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/174: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/174: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/174: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/174: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/174: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/174: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/174: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/174: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/174: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/174: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/174: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/174: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/174: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/174: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/174: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/174: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/174: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/174: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/174: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/174: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/174: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/174: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/174: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/174: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/174: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/174: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/174: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/174: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/174: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/174: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/174: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/174: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/174: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/174: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/174: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/174: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/174: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/174: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/174: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/174: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/174: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/174: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/174: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/174: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/174: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/174: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/174: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/174: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/174: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/174: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/174: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/174: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/174: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/174: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/174: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/174: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/174: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/174: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/174: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/174: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/174: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/174: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/174: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/174: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/174: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/174: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/174: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/174: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/174: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/174: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/174: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/174: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/174: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/174: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/174: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/174: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/174: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/174: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/174: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/174: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/174: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/174: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/174: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 160/174: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 161/174: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 162/174: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 163/174: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 164/174: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 165/174: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 166/174: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 167/174: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 168/174: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 169/174: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 170/174: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 171/174: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 172/174: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 173/174: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 174/174: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 173\n", "Testing predictor 1/173: Videonewsstory\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/173: ForceLocation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/173: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/173: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/173: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/173: StateOfControl\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/173: DeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/173: SusNegEmotionalState\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/173: OffNegEmotionalState\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/173: PQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/173: PQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/173: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/173: PQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/173: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/173: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/173: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/173: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/173: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/173: selfreliant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/173: yielding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/173: helpful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/173: defendsbeliefs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/173: cheeful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/173: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/173: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/173: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/173: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/173: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/173: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/173: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/173: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/173: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/173: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/173: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/173: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/173: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/173: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/173: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/173: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/173: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/173: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/173: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/173: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/173: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/173: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/173: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/173: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/173: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/173: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/173: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/173: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/173: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/173: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/173: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/173: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/173: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/173: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/173: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/173: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/173: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/173: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/173: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/173: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/173: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/173: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/173: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/173: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/173: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/173: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/173: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/173: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/173: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/173: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/173: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/173: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/173: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/173: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/173: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/173: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/173: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/173: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/173: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/173: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/173: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/173: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/173: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/173: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/173: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/173: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/173: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/173: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/173: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/173: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/173: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/173: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/173: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/173: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/173: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/173: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/173: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/173: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/173: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/173: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/173: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/173: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/173: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/173: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/173: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/173: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/173: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/173: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/173: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/173: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/173: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/173: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/173: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/173: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/173: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/173: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/173: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/173: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/173: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/173: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/173: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/173: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/173: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/173: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/173: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/173: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/173: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/173: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/173: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/173: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/173: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/173: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/173: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/173: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/173: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/173: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/173: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/173: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/173: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/173: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/173: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/173: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/173: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/173: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/173: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/173: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/173: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/173: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/173: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/173: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/173: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/173: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/173: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/173: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/173: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/173: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 160/173: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 161/173: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 162/173: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 163/173: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 164/173: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 165/173: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 166/173: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 167/173: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 168/173: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 169/173: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 170/173: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 171/173: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 172/173: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 173/173: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 172\n", "Testing predictor 1/172: Videonewsstory\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/172: ForceLocation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/172: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/172: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/172: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/172: StateOfControl\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/172: DeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/172: OffNegEmotionalState\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/172: PQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/172: PQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/172: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/172: PQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/172: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/172: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/172: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/172: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/172: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/172: selfreliant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/172: yielding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/172: helpful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/172: defendsbeliefs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/172: cheeful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/172: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/172: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/172: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/172: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/172: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/172: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/172: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/172: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/172: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/172: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/172: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/172: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/172: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/172: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/172: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/172: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/172: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/172: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/172: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/172: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/172: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/172: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/172: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/172: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/172: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/172: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/172: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/172: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/172: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/172: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/172: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/172: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/172: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/172: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/172: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/172: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/172: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/172: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/172: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/172: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/172: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/172: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/172: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/172: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/172: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/172: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/172: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/172: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/172: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/172: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/172: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/172: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/172: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/172: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/172: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/172: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/172: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/172: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/172: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/172: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/172: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/172: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/172: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/172: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/172: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/172: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/172: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/172: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/172: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/172: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/172: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/172: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/172: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/172: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/172: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/172: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/172: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/172: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/172: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/172: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/172: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/172: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/172: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/172: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/172: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/172: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/172: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/172: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/172: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/172: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/172: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/172: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/172: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/172: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/172: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/172: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/172: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/172: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/172: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/172: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/172: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/172: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/172: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/172: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/172: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/172: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/172: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/172: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/172: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/172: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/172: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/172: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/172: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/172: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/172: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/172: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/172: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/172: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/172: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/172: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/172: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/172: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/172: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/172: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/172: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/172: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/172: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/172: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/172: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/172: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/172: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/172: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/172: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/172: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/172: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/172: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/172: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 160/172: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 161/172: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 162/172: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 163/172: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 164/172: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 165/172: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 166/172: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 167/172: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 168/172: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 169/172: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 170/172: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 171/172: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 172/172: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 171\n", "Testing predictor 1/171: ForceLocation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/171: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/171: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/171: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/171: StateOfControl\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/171: DeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/171: OffNegEmotionalState\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/171: PQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/171: PQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/171: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/171: PQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/171: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/171: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/171: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/171: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/171: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/171: selfreliant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/171: yielding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/171: helpful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/171: defendsbeliefs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/171: cheeful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/171: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/171: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/171: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/171: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/171: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/171: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/171: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/171: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/171: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/171: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/171: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/171: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/171: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/171: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/171: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/171: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/171: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/171: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/171: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/171: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/171: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/171: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/171: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/171: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/171: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/171: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/171: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/171: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/171: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/171: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/171: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/171: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/171: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/171: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/171: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/171: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/171: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/171: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/171: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/171: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/171: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/171: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/171: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/171: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/171: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/171: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/171: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/171: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/171: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/171: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/171: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/171: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/171: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/171: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/171: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/171: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/171: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/171: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/171: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/171: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/171: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/171: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/171: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/171: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/171: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/171: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/171: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/171: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/171: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/171: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/171: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/171: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/171: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/171: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/171: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/171: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/171: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/171: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/171: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/171: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/171: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/171: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/171: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/171: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/171: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/171: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/171: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/171: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/171: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/171: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/171: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/171: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/171: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/171: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/171: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/171: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/171: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/171: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/171: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/171: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/171: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/171: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/171: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/171: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/171: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/171: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/171: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/171: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/171: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/171: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/171: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/171: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/171: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/171: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/171: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/171: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/171: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/171: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/171: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/171: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/171: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/171: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/171: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/171: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/171: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/171: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/171: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/171: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/171: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/171: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/171: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/171: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/171: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/171: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/171: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/171: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/171: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/171: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 160/171: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 161/171: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 162/171: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 163/171: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 164/171: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 165/171: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 166/171: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 167/171: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 168/171: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 169/171: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 170/171: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 171/171: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 170\n", "Testing predictor 1/170: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/170: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/170: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/170: StateOfControl\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/170: DeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/170: OffNegEmotionalState\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/170: PQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/170: PQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/170: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/170: PQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/170: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/170: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/170: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/170: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/170: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/170: selfreliant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/170: yielding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/170: helpful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/170: defendsbeliefs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/170: cheeful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/170: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/170: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/170: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/170: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/170: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/170: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/170: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/170: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/170: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/170: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/170: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/170: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/170: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/170: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/170: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/170: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/170: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/170: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/170: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/170: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/170: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/170: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/170: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/170: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/170: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/170: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/170: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/170: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/170: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/170: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/170: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/170: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/170: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/170: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/170: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/170: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/170: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/170: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/170: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/170: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/170: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/170: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/170: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/170: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/170: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/170: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/170: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/170: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/170: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/170: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/170: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/170: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/170: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/170: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/170: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/170: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/170: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/170: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/170: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/170: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/170: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/170: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/170: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/170: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/170: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/170: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/170: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/170: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/170: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/170: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/170: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/170: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/170: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/170: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/170: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/170: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/170: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/170: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/170: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/170: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/170: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/170: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/170: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/170: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/170: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/170: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/170: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/170: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/170: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/170: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/170: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/170: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/170: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/170: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/170: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/170: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/170: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/170: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/170: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/170: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/170: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/170: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/170: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/170: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/170: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/170: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/170: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/170: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/170: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/170: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/170: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/170: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/170: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/170: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/170: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/170: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/170: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/170: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/170: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/170: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/170: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/170: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/170: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/170: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/170: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/170: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/170: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/170: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/170: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/170: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/170: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/170: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/170: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/170: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/170: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/170: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/170: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/170: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/170: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 160/170: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 161/170: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 162/170: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 163/170: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 164/170: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 165/170: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 166/170: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 167/170: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 168/170: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 169/170: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 170/170: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 169\n", "Testing predictor 1/169: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/169: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/169: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/169: DeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/169: OffNegEmotionalState\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/169: PQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/169: PQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/169: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/169: PQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/169: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/169: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/169: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/169: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/169: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/169: selfreliant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/169: yielding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/169: helpful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/169: defendsbeliefs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/169: cheeful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/169: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/169: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/169: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/169: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/169: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/169: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/169: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/169: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/169: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/169: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/169: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/169: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/169: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/169: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/169: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/169: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/169: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/169: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/169: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/169: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/169: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/169: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/169: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/169: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/169: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/169: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/169: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/169: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/169: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/169: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/169: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/169: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/169: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/169: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/169: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/169: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/169: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/169: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/169: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/169: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/169: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/169: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/169: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/169: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/169: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/169: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/169: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/169: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/169: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/169: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/169: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/169: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/169: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/169: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/169: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/169: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/169: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/169: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/169: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/169: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/169: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/169: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/169: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/169: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/169: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/169: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/169: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/169: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/169: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/169: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/169: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/169: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/169: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/169: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/169: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/169: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/169: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/169: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/169: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/169: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/169: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/169: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/169: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/169: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/169: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/169: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/169: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/169: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/169: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/169: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/169: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/169: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/169: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/169: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/169: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/169: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/169: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/169: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/169: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/169: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/169: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/169: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/169: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/169: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/169: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/169: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/169: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/169: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/169: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/169: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/169: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/169: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/169: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/169: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/169: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/169: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/169: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/169: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/169: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/169: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/169: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/169: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/169: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/169: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/169: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/169: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/169: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/169: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/169: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/169: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/169: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/169: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/169: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/169: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/169: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/169: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/169: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/169: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/169: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/169: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 160/169: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 161/169: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 162/169: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 163/169: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 164/169: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 165/169: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 166/169: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 167/169: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 168/169: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 169/169: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 168\n", "Testing predictor 1/168: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/168: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/168: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/168: DeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/168: PQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/168: PQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/168: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/168: PQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/168: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/168: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/168: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/168: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/168: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/168: selfreliant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/168: yielding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/168: helpful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/168: defendsbeliefs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/168: cheeful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/168: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/168: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/168: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/168: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/168: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/168: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/168: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/168: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/168: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/168: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/168: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/168: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/168: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/168: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/168: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/168: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/168: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/168: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/168: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/168: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/168: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/168: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/168: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/168: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/168: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/168: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/168: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/168: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/168: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/168: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/168: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/168: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/168: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/168: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/168: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/168: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/168: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/168: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/168: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/168: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/168: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/168: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/168: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/168: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/168: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/168: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/168: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/168: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/168: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/168: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/168: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/168: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/168: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/168: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/168: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/168: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/168: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/168: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/168: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/168: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/168: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/168: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/168: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/168: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/168: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/168: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/168: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/168: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/168: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/168: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/168: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/168: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/168: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/168: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/168: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/168: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/168: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/168: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/168: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/168: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/168: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/168: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/168: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/168: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/168: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/168: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/168: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/168: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/168: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/168: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/168: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/168: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/168: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/168: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/168: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/168: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/168: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/168: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/168: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/168: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/168: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/168: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/168: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/168: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/168: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/168: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/168: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/168: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/168: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/168: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/168: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/168: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/168: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/168: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/168: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/168: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/168: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/168: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/168: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/168: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/168: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/168: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/168: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/168: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/168: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/168: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/168: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/168: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/168: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/168: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/168: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/168: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/168: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/168: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/168: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/168: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/168: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/168: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/168: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/168: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/168: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 160/168: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 161/168: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 162/168: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 163/168: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 164/168: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 165/168: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 166/168: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 167/168: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 168/168: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 167\n", "Testing predictor 1/167: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/167: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/167: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/167: DeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/167: PQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/167: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/167: PQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/167: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/167: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/167: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/167: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/167: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/167: selfreliant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/167: yielding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/167: helpful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/167: defendsbeliefs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/167: cheeful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/167: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/167: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/167: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/167: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/167: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/167: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/167: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/167: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/167: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/167: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/167: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/167: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/167: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/167: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/167: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/167: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/167: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/167: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/167: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/167: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/167: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/167: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/167: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/167: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/167: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/167: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/167: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/167: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/167: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/167: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/167: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/167: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/167: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/167: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/167: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/167: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/167: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/167: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/167: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/167: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/167: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/167: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/167: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/167: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/167: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/167: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/167: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/167: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/167: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/167: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/167: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/167: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/167: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/167: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/167: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/167: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/167: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/167: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/167: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/167: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/167: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/167: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/167: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/167: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/167: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/167: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/167: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/167: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/167: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/167: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/167: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/167: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/167: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/167: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/167: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/167: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/167: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/167: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/167: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/167: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/167: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/167: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/167: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/167: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/167: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/167: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/167: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/167: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/167: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/167: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/167: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/167: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/167: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/167: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/167: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/167: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/167: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/167: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/167: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/167: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/167: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/167: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/167: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/167: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/167: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/167: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/167: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/167: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/167: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/167: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/167: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/167: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/167: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/167: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/167: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/167: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/167: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/167: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/167: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/167: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/167: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/167: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/167: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/167: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/167: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/167: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/167: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/167: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/167: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/167: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/167: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/167: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/167: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/167: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/167: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/167: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/167: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/167: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/167: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/167: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/167: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/167: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 160/167: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 161/167: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 162/167: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 163/167: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 164/167: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 165/167: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 166/167: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 167/167: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 166\n", "Testing predictor 1/166: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/166: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/166: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/166: PQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/166: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/166: PQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/166: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/166: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/166: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/166: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/166: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/166: selfreliant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/166: yielding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/166: helpful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/166: defendsbeliefs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/166: cheeful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/166: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/166: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/166: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/166: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/166: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/166: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/166: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/166: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/166: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/166: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/166: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/166: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/166: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/166: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/166: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/166: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/166: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/166: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/166: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/166: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/166: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/166: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/166: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/166: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/166: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/166: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/166: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/166: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/166: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/166: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/166: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/166: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/166: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/166: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/166: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/166: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/166: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/166: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/166: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/166: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/166: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/166: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/166: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/166: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/166: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/166: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/166: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/166: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/166: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/166: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/166: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/166: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/166: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/166: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/166: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/166: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/166: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/166: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/166: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/166: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/166: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/166: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/166: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/166: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/166: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/166: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/166: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/166: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/166: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/166: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/166: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/166: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/166: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/166: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/166: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/166: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/166: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/166: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/166: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/166: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/166: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/166: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/166: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/166: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/166: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/166: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/166: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/166: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/166: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/166: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/166: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/166: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/166: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/166: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/166: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/166: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/166: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/166: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/166: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/166: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/166: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/166: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/166: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/166: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/166: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/166: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/166: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/166: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/166: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/166: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/166: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/166: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/166: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/166: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/166: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/166: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/166: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/166: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/166: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/166: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/166: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/166: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/166: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/166: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/166: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/166: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/166: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/166: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/166: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/166: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/166: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/166: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/166: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/166: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/166: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/166: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/166: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/166: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/166: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/166: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/166: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/166: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/166: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 160/166: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 161/166: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 162/166: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 163/166: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 164/166: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 165/166: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 166/166: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 165\n", "Testing predictor 1/165: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/165: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/165: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/165: PQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/165: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/165: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/165: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/165: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/165: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/165: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/165: selfreliant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/165: yielding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/165: helpful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/165: defendsbeliefs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/165: cheeful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/165: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/165: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/165: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/165: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/165: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/165: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/165: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/165: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/165: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/165: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/165: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/165: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/165: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/165: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/165: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/165: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/165: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/165: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/165: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/165: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/165: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/165: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/165: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/165: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/165: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/165: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/165: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/165: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/165: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/165: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/165: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/165: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/165: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/165: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/165: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/165: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/165: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/165: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/165: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/165: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/165: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/165: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/165: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/165: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/165: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/165: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/165: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/165: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/165: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/165: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/165: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/165: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/165: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/165: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/165: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/165: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/165: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/165: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/165: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/165: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/165: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/165: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/165: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/165: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/165: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/165: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/165: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/165: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/165: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/165: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/165: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/165: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/165: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/165: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/165: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/165: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/165: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/165: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/165: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/165: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/165: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/165: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/165: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/165: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/165: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/165: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/165: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/165: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/165: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/165: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/165: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/165: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/165: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/165: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/165: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/165: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/165: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/165: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/165: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/165: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/165: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/165: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/165: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/165: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/165: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/165: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/165: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/165: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/165: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/165: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/165: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/165: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/165: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/165: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/165: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/165: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/165: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/165: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/165: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/165: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/165: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/165: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/165: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/165: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/165: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/165: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/165: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/165: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/165: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/165: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/165: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/165: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/165: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/165: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/165: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/165: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/165: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/165: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/165: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/165: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/165: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/165: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/165: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/165: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 160/165: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 161/165: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 162/165: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 163/165: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 164/165: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 165/165: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 164\n", "Testing predictor 1/164: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/164: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/164: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/164: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/164: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/164: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/164: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/164: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/164: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/164: selfreliant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/164: yielding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/164: helpful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/164: defendsbeliefs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/164: cheeful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/164: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/164: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/164: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/164: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/164: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/164: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/164: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/164: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/164: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/164: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/164: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/164: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/164: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/164: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/164: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/164: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/164: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/164: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/164: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/164: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/164: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/164: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/164: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/164: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/164: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/164: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/164: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/164: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/164: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/164: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/164: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/164: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/164: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/164: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/164: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/164: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/164: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/164: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/164: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/164: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/164: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/164: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/164: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/164: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/164: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/164: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/164: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/164: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/164: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/164: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/164: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/164: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/164: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/164: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/164: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/164: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/164: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/164: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/164: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/164: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/164: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/164: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/164: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/164: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/164: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/164: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/164: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/164: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/164: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/164: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/164: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/164: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/164: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/164: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/164: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/164: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/164: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/164: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/164: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/164: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/164: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/164: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/164: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/164: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/164: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/164: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/164: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/164: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/164: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/164: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/164: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/164: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/164: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/164: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/164: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/164: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/164: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/164: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/164: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/164: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/164: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/164: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/164: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/164: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/164: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/164: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/164: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/164: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/164: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/164: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/164: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/164: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/164: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/164: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/164: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/164: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/164: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/164: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/164: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/164: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/164: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/164: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/164: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/164: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/164: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/164: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/164: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/164: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/164: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/164: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/164: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/164: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/164: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/164: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/164: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/164: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/164: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/164: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/164: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/164: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/164: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/164: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/164: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/164: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/164: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 160/164: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 161/164: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 162/164: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 163/164: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 164/164: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 163\n", "Testing predictor 1/163: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/163: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/163: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/163: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/163: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/163: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/163: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/163: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/163: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/163: yielding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/163: helpful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/163: defendsbeliefs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/163: cheeful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/163: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/163: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/163: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/163: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/163: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/163: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/163: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/163: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/163: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/163: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/163: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/163: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/163: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/163: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/163: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/163: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/163: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/163: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/163: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/163: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/163: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/163: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/163: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/163: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/163: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/163: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/163: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/163: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/163: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/163: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/163: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/163: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/163: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/163: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/163: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/163: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/163: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/163: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/163: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/163: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/163: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/163: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/163: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/163: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/163: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/163: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/163: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/163: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/163: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/163: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/163: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/163: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/163: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/163: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/163: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/163: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/163: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/163: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/163: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/163: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/163: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/163: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/163: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/163: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/163: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/163: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/163: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/163: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/163: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/163: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/163: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/163: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/163: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/163: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/163: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/163: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/163: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/163: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/163: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/163: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/163: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/163: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/163: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/163: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/163: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/163: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/163: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/163: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/163: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/163: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/163: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/163: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/163: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/163: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/163: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/163: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/163: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/163: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/163: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/163: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/163: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/163: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/163: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/163: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/163: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/163: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/163: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/163: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/163: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/163: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/163: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/163: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/163: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/163: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/163: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/163: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/163: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/163: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/163: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/163: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/163: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/163: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/163: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/163: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/163: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/163: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/163: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/163: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/163: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/163: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/163: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/163: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/163: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/163: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/163: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/163: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/163: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/163: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/163: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/163: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/163: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/163: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/163: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/163: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/163: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/163: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 160/163: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 161/163: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 162/163: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 163/163: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 162\n", "Testing predictor 1/162: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/162: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/162: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/162: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/162: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/162: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/162: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/162: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/162: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/162: helpful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/162: defendsbeliefs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/162: cheeful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/162: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/162: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/162: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/162: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/162: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/162: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/162: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/162: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/162: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/162: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/162: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/162: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/162: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/162: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/162: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/162: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/162: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/162: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/162: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/162: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/162: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/162: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/162: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/162: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/162: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/162: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/162: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/162: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/162: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/162: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/162: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/162: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/162: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/162: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/162: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/162: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/162: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/162: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/162: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/162: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/162: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/162: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/162: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/162: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/162: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/162: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/162: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/162: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/162: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/162: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/162: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/162: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/162: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/162: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/162: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/162: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/162: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/162: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/162: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/162: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/162: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/162: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/162: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/162: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/162: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/162: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/162: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/162: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/162: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/162: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/162: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/162: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/162: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/162: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/162: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/162: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/162: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/162: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/162: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/162: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/162: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/162: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/162: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/162: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/162: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/162: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/162: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/162: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/162: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/162: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/162: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/162: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/162: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/162: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/162: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/162: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/162: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/162: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/162: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/162: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/162: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/162: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/162: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/162: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/162: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/162: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/162: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/162: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/162: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/162: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/162: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/162: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/162: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/162: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/162: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/162: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/162: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/162: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/162: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/162: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/162: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/162: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/162: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/162: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/162: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/162: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/162: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/162: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/162: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/162: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/162: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/162: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/162: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/162: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/162: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/162: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/162: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/162: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/162: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/162: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/162: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/162: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/162: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/162: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/162: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/162: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/162: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 160/162: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 161/162: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 162/162: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 161\n", "Testing predictor 1/161: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/161: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/161: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/161: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/161: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/161: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/161: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/161: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/161: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/161: defendsbeliefs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/161: cheeful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/161: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/161: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/161: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/161: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/161: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/161: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/161: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/161: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/161: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/161: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/161: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/161: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/161: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/161: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/161: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/161: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/161: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/161: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/161: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/161: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/161: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/161: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/161: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/161: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/161: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/161: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/161: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/161: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/161: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/161: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/161: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/161: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/161: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/161: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/161: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/161: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/161: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/161: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/161: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/161: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/161: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/161: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/161: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/161: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/161: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/161: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/161: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/161: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/161: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/161: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/161: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/161: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/161: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/161: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/161: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/161: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/161: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/161: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/161: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/161: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/161: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/161: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/161: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/161: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/161: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/161: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/161: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/161: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/161: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/161: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/161: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/161: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/161: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/161: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/161: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/161: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/161: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/161: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/161: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/161: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/161: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/161: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/161: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/161: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/161: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/161: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/161: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/161: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/161: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/161: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/161: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/161: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/161: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/161: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/161: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/161: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/161: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/161: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/161: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/161: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/161: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/161: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/161: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/161: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/161: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/161: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/161: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/161: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/161: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/161: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/161: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/161: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/161: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/161: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/161: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/161: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/161: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/161: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/161: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/161: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/161: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/161: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/161: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/161: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/161: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/161: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/161: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/161: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/161: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/161: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/161: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/161: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/161: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/161: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/161: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/161: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/161: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/161: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/161: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/161: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/161: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/161: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/161: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/161: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/161: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/161: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/161: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/161: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 160/161: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 161/161: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 160\n", "Testing predictor 1/160: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/160: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/160: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/160: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/160: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/160: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/160: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/160: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/160: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/160: cheeful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/160: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/160: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/160: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/160: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/160: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/160: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/160: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/160: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/160: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/160: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/160: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/160: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/160: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/160: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/160: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/160: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/160: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/160: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/160: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/160: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/160: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/160: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/160: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/160: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/160: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/160: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/160: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/160: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/160: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/160: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/160: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/160: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/160: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/160: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/160: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/160: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/160: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/160: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/160: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/160: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/160: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/160: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/160: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/160: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/160: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/160: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/160: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/160: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/160: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/160: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/160: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/160: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/160: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/160: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/160: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/160: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/160: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/160: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/160: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/160: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/160: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/160: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/160: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/160: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/160: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/160: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/160: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/160: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/160: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/160: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/160: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/160: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/160: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/160: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/160: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/160: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/160: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/160: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/160: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/160: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/160: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/160: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/160: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/160: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/160: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/160: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/160: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/160: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/160: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/160: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/160: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/160: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/160: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/160: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/160: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/160: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/160: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/160: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/160: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/160: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/160: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/160: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/160: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/160: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/160: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/160: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/160: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/160: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/160: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/160: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/160: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/160: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/160: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/160: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/160: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/160: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/160: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/160: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/160: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/160: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/160: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/160: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/160: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/160: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/160: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/160: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/160: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/160: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/160: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/160: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/160: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/160: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/160: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/160: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/160: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/160: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/160: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/160: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/160: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/160: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/160: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/160: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/160: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/160: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/160: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/160: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/160: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/160: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/160: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 160/160: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 159\n", "Testing predictor 1/159: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/159: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/159: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/159: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/159: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/159: PQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/159: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/159: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/159: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/159: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/159: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/159: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/159: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/159: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/159: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/159: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/159: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/159: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/159: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/159: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/159: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/159: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/159: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/159: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/159: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/159: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/159: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/159: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/159: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/159: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/159: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/159: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/159: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/159: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/159: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/159: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/159: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/159: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/159: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/159: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/159: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/159: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/159: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/159: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/159: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/159: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/159: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/159: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/159: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/159: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/159: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/159: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/159: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/159: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/159: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/159: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/159: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/159: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/159: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/159: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/159: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/159: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/159: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/159: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/159: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/159: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/159: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/159: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/159: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/159: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/159: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/159: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/159: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/159: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/159: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/159: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/159: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/159: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/159: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/159: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/159: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/159: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/159: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/159: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/159: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/159: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/159: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/159: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/159: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/159: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/159: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/159: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/159: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/159: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/159: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/159: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/159: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/159: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/159: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/159: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/159: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/159: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/159: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/159: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/159: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/159: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/159: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/159: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/159: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/159: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/159: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/159: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/159: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/159: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/159: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/159: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/159: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/159: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/159: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/159: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/159: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/159: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/159: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/159: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/159: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/159: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/159: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/159: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/159: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/159: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/159: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/159: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/159: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/159: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/159: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/159: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/159: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/159: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/159: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/159: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/159: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/159: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/159: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/159: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/159: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/159: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/159: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/159: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/159: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/159: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/159: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/159: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/159: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/159: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/159: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/159: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/159: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/159: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 159/159: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 158\n", "Testing predictor 1/158: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/158: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/158: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/158: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/158: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/158: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/158: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/158: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/158: moody\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/158: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/158: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/158: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/158: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/158: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/158: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/158: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/158: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/158: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/158: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/158: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/158: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/158: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/158: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/158: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/158: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/158: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/158: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/158: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/158: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/158: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/158: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/158: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/158: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/158: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/158: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/158: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/158: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/158: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/158: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/158: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/158: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/158: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/158: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/158: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/158: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/158: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/158: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/158: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/158: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/158: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/158: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/158: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/158: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/158: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/158: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/158: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/158: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/158: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/158: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/158: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/158: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/158: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/158: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/158: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/158: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/158: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/158: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/158: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/158: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/158: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/158: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/158: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/158: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/158: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/158: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/158: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/158: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/158: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/158: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/158: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/158: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/158: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/158: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/158: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/158: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/158: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/158: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/158: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/158: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/158: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/158: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/158: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/158: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/158: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/158: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/158: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/158: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/158: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/158: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/158: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/158: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/158: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/158: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/158: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/158: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/158: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/158: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/158: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/158: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/158: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/158: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/158: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/158: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/158: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/158: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/158: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/158: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/158: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/158: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/158: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/158: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/158: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/158: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/158: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/158: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/158: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/158: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/158: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/158: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/158: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/158: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/158: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/158: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/158: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/158: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/158: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/158: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/158: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/158: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/158: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/158: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/158: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/158: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/158: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/158: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/158: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/158: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/158: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/158: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/158: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/158: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/158: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/158: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/158: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/158: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/158: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/158: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 158/158: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 157\n", "Testing predictor 1/157: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/157: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/157: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/157: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/157: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/157: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/157: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/157: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/157: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/157: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/157: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/157: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/157: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/157: assertive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/157: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/157: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/157: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/157: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/157: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/157: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/157: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/157: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/157: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/157: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/157: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/157: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/157: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/157: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/157: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/157: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/157: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/157: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/157: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/157: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/157: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/157: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/157: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/157: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/157: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/157: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/157: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/157: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/157: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/157: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/157: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/157: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/157: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/157: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/157: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/157: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/157: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/157: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/157: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/157: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/157: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/157: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/157: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/157: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/157: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/157: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/157: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/157: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/157: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/157: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/157: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/157: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/157: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/157: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/157: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/157: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/157: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/157: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/157: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/157: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/157: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/157: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/157: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/157: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/157: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/157: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/157: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/157: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/157: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/157: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/157: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/157: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/157: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/157: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/157: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/157: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/157: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/157: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/157: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/157: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/157: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/157: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/157: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/157: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/157: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/157: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/157: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/157: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/157: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/157: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/157: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/157: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/157: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/157: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/157: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/157: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/157: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/157: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/157: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/157: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/157: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/157: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/157: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/157: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/157: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/157: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/157: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/157: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/157: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/157: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/157: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/157: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/157: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/157: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/157: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/157: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/157: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/157: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/157: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/157: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/157: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/157: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/157: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/157: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/157: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/157: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/157: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/157: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/157: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/157: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/157: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/157: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/157: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/157: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/157: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/157: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/157: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/157: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/157: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/157: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/157: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/157: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 157/157: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 156\n", "Testing predictor 1/156: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/156: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/156: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/156: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/156: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/156: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/156: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/156: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/156: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/156: shy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/156: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/156: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/156: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/156: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/156: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/156: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/156: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/156: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/156: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/156: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/156: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/156: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/156: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/156: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/156: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/156: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/156: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/156: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/156: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/156: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/156: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/156: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/156: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/156: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/156: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/156: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/156: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/156: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/156: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/156: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/156: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/156: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/156: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/156: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/156: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/156: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/156: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/156: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/156: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/156: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/156: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/156: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/156: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/156: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/156: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/156: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/156: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/156: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/156: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/156: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/156: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/156: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/156: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/156: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/156: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/156: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/156: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/156: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/156: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/156: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/156: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/156: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/156: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/156: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/156: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/156: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/156: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/156: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/156: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/156: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/156: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/156: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/156: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/156: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/156: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/156: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/156: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/156: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/156: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/156: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/156: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/156: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/156: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/156: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/156: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/156: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/156: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/156: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/156: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/156: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/156: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/156: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/156: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/156: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/156: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/156: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/156: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/156: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/156: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/156: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/156: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/156: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/156: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/156: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/156: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/156: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/156: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/156: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/156: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/156: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/156: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/156: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/156: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/156: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/156: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/156: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/156: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/156: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/156: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/156: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/156: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/156: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/156: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/156: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/156: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/156: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/156: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/156: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/156: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/156: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/156: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/156: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/156: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/156: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/156: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/156: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/156: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/156: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/156: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/156: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/156: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/156: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/156: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/156: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/156: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 156/156: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 155\n", "Testing predictor 1/155: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/155: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/155: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/155: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/155: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/155: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/155: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/155: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/155: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/155: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/155: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/155: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/155: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/155: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/155: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/155: loyal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/155: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/155: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/155: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/155: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/155: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/155: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/155: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/155: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/155: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/155: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/155: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/155: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/155: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/155: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/155: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/155: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/155: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/155: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/155: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/155: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/155: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/155: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/155: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/155: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/155: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/155: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/155: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/155: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/155: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/155: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/155: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/155: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/155: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/155: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/155: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/155: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/155: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/155: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/155: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/155: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/155: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/155: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/155: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/155: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/155: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/155: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/155: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/155: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/155: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/155: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/155: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/155: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/155: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/155: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/155: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/155: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/155: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/155: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/155: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/155: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/155: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/155: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/155: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/155: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/155: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/155: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/155: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/155: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/155: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/155: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/155: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/155: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/155: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/155: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/155: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/155: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/155: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/155: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/155: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/155: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/155: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/155: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/155: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/155: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/155: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/155: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/155: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/155: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/155: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/155: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/155: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/155: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/155: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/155: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/155: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/155: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/155: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/155: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/155: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/155: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/155: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/155: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/155: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/155: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/155: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/155: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/155: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/155: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/155: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/155: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/155: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/155: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/155: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/155: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/155: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/155: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/155: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/155: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/155: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/155: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/155: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/155: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/155: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/155: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/155: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/155: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/155: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/155: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/155: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/155: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/155: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/155: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/155: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/155: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/155: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/155: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/155: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/155: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 155/155: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 154\n", "Testing predictor 1/154: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/154: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/154: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/154: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/154: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/154: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/154: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/154: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/154: independent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/154: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/154: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/154: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/154: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/154: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/154: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/154: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/154: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/154: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/154: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/154: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/154: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/154: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/154: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/154: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/154: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/154: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/154: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/154: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/154: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/154: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/154: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/154: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/154: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/154: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/154: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/154: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/154: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/154: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/154: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/154: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/154: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/154: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/154: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/154: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/154: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/154: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/154: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/154: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/154: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/154: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/154: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/154: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/154: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/154: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/154: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/154: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/154: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/154: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/154: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/154: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/154: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/154: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/154: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/154: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/154: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/154: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/154: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/154: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/154: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/154: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/154: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/154: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/154: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/154: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/154: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/154: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/154: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/154: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/154: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/154: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/154: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/154: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/154: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/154: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/154: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/154: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/154: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/154: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/154: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/154: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/154: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/154: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/154: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/154: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/154: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/154: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/154: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/154: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/154: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/154: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/154: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/154: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/154: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/154: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/154: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/154: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/154: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/154: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/154: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/154: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/154: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/154: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/154: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/154: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/154: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/154: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/154: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/154: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/154: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/154: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/154: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/154: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/154: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/154: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/154: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/154: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/154: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/154: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/154: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/154: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/154: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/154: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/154: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/154: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/154: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/154: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/154: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/154: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/154: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/154: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/154: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/154: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/154: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/154: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/154: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/154: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/154: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/154: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/154: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/154: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/154: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/154: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/154: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 154/154: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 153\n", "Testing predictor 1/153: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/153: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/153: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/153: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/153: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/153: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/153: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/153: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/153: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/153: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/153: theatrical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/153: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/153: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/153: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/153: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/153: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/153: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/153: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/153: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/153: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/153: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/153: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/153: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/153: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/153: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/153: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/153: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/153: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/153: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/153: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/153: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/153: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/153: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/153: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/153: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/153: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/153: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/153: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/153: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/153: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/153: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/153: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/153: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/153: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/153: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/153: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/153: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/153: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/153: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/153: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/153: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/153: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/153: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/153: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/153: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/153: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/153: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/153: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/153: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/153: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/153: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/153: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/153: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/153: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/153: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/153: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/153: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/153: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/153: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/153: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/153: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/153: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/153: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/153: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/153: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/153: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/153: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/153: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/153: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/153: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/153: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/153: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/153: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/153: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/153: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/153: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/153: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/153: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/153: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/153: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/153: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/153: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/153: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/153: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/153: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/153: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/153: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/153: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/153: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/153: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/153: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/153: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/153: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/153: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/153: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/153: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/153: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/153: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/153: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/153: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/153: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/153: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/153: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/153: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/153: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/153: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/153: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/153: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/153: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/153: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/153: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/153: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/153: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/153: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/153: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/153: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/153: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/153: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/153: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/153: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/153: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/153: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/153: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/153: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/153: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/153: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/153: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/153: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/153: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/153: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/153: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/153: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/153: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/153: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/153: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/153: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/153: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/153: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/153: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/153: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/153: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/153: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 153/153: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 152\n", "Testing predictor 1/152: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/152: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/152: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/152: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/152: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/152: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/152: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/152: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/152: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/152: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/152: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/152: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/152: strongpersonality\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/152: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/152: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/152: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/152: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/152: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/152: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/152: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/152: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/152: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/152: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/152: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/152: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/152: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/152: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/152: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/152: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/152: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/152: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/152: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/152: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/152: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/152: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/152: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/152: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/152: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/152: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/152: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/152: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/152: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/152: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/152: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/152: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/152: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/152: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/152: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/152: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/152: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/152: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/152: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/152: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/152: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/152: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/152: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/152: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/152: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/152: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/152: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/152: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/152: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/152: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/152: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/152: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/152: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/152: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/152: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/152: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/152: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/152: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/152: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/152: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/152: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/152: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/152: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/152: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/152: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/152: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/152: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/152: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/152: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/152: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/152: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/152: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/152: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/152: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/152: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/152: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/152: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/152: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/152: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/152: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/152: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/152: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/152: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/152: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/152: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/152: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/152: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/152: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/152: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/152: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/152: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/152: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/152: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/152: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/152: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/152: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/152: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/152: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/152: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/152: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/152: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/152: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/152: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/152: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/152: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/152: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/152: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/152: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/152: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/152: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/152: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/152: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/152: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/152: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/152: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/152: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/152: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/152: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/152: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/152: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/152: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/152: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/152: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/152: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/152: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/152: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/152: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/152: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/152: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/152: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/152: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/152: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/152: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/152: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/152: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/152: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/152: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/152: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 152/152: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 151\n", "Testing predictor 1/151: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/151: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/151: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/151: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/151: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/151: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/151: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/151: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/151: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/151: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/151: flatterable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/151: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/151: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/151: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/151: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/151: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/151: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/151: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/151: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/151: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/151: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/151: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/151: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/151: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/151: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/151: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/151: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/151: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/151: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/151: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/151: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/151: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/151: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/151: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/151: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/151: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/151: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/151: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/151: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/151: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/151: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/151: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/151: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/151: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/151: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/151: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/151: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/151: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/151: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/151: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/151: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/151: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/151: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/151: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/151: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/151: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/151: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/151: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/151: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/151: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/151: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/151: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/151: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/151: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/151: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/151: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/151: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/151: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/151: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/151: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/151: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/151: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/151: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/151: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/151: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/151: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/151: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/151: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/151: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/151: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/151: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/151: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/151: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/151: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/151: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/151: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/151: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/151: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/151: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/151: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/151: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/151: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/151: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/151: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/151: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/151: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/151: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/151: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/151: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/151: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/151: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/151: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/151: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/151: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/151: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/151: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/151: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/151: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/151: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/151: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/151: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/151: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/151: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/151: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/151: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/151: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/151: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/151: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/151: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/151: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/151: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/151: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/151: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/151: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/151: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/151: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/151: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/151: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/151: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/151: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/151: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/151: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/151: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/151: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/151: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/151: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/151: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/151: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/151: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/151: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/151: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/151: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/151: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/151: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/151: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/151: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/151: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/151: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/151: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/151: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 151/151: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 150\n", "Testing predictor 1/150: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/150: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/150: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/150: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/150: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/150: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/150: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/150: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/150: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/150: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/150: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/150: unpredictable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/150: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/150: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/150: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/150: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/150: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/150: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/150: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/150: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/150: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/150: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/150: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/150: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/150: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/150: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/150: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/150: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/150: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/150: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/150: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/150: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/150: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/150: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/150: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/150: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/150: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/150: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/150: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/150: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/150: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/150: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/150: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/150: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/150: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/150: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/150: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/150: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/150: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/150: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/150: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/150: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/150: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/150: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/150: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/150: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/150: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/150: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/150: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/150: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/150: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/150: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/150: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/150: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/150: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/150: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/150: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/150: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/150: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/150: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/150: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/150: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/150: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/150: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/150: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/150: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/150: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/150: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/150: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/150: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/150: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/150: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/150: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/150: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/150: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/150: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/150: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/150: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/150: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/150: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/150: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/150: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/150: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/150: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/150: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/150: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/150: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/150: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/150: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/150: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/150: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/150: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/150: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/150: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/150: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/150: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/150: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/150: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/150: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/150: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/150: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/150: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/150: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/150: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/150: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/150: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/150: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/150: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/150: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/150: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/150: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/150: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/150: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/150: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/150: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/150: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/150: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/150: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/150: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/150: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/150: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/150: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/150: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/150: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/150: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/150: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/150: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/150: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/150: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/150: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/150: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/150: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/150: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/150: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/150: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/150: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/150: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/150: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/150: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 150/150: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 149\n", "Testing predictor 1/149: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/149: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/149: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/149: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/149: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/149: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/149: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/149: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/149: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/149: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/149: happy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/149: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/149: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/149: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/149: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/149: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/149: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/149: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/149: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/149: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/149: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/149: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/149: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/149: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/149: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/149: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/149: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/149: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/149: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/149: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/149: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/149: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/149: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/149: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/149: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/149: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/149: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/149: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/149: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/149: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/149: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/149: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/149: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/149: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/149: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/149: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/149: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/149: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/149: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/149: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/149: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/149: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/149: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/149: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/149: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/149: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/149: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/149: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/149: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/149: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/149: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/149: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/149: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/149: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/149: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/149: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/149: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/149: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/149: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/149: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/149: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/149: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/149: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/149: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/149: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/149: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/149: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/149: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/149: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/149: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/149: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/149: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/149: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/149: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/149: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/149: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/149: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/149: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/149: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/149: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/149: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/149: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/149: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/149: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/149: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/149: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/149: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/149: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/149: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/149: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/149: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/149: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/149: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/149: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/149: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/149: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/149: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/149: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/149: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/149: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/149: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/149: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/149: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/149: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/149: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/149: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/149: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/149: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/149: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/149: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/149: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/149: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/149: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/149: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/149: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/149: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/149: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/149: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/149: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/149: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/149: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/149: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/149: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/149: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/149: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/149: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/149: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/149: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/149: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/149: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/149: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/149: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/149: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/149: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/149: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/149: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/149: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/149: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 149/149: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 148\n", "Testing predictor 1/148: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/148: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/148: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/148: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/148: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/148: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/148: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/148: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/148: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/148: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/148: forceful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/148: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/148: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/148: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/148: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/148: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/148: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/148: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/148: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/148: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/148: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/148: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/148: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/148: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/148: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/148: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/148: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/148: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/148: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/148: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/148: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/148: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/148: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/148: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/148: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/148: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/148: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/148: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/148: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/148: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/148: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/148: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/148: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/148: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/148: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/148: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/148: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/148: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/148: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/148: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/148: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/148: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/148: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/148: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/148: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/148: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/148: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/148: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/148: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/148: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/148: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/148: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/148: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/148: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/148: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/148: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/148: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/148: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/148: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/148: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/148: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/148: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/148: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/148: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/148: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/148: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/148: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/148: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/148: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/148: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/148: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/148: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/148: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/148: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/148: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/148: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/148: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/148: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/148: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/148: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/148: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/148: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/148: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/148: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/148: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/148: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/148: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/148: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/148: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/148: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/148: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/148: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/148: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/148: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/148: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/148: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/148: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/148: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/148: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/148: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/148: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/148: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/148: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/148: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/148: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/148: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/148: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/148: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/148: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/148: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/148: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/148: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/148: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/148: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/148: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/148: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/148: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/148: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/148: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/148: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/148: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/148: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/148: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/148: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/148: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/148: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/148: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/148: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/148: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/148: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/148: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/148: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/148: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/148: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/148: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/148: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/148: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 148/148: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 147\n", "Testing predictor 1/147: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/147: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/147: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/147: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/147: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/147: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/147: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/147: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/147: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/147: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/147: feminine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/147: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/147: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/147: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/147: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/147: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/147: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/147: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/147: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/147: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/147: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/147: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/147: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/147: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/147: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/147: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/147: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/147: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/147: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/147: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/147: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/147: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/147: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/147: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/147: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/147: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/147: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/147: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/147: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/147: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/147: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/147: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/147: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/147: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/147: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/147: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/147: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/147: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/147: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/147: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/147: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/147: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/147: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/147: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/147: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/147: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/147: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/147: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/147: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/147: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/147: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/147: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/147: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/147: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/147: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/147: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/147: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/147: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/147: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/147: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/147: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/147: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/147: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/147: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/147: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/147: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/147: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/147: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/147: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/147: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/147: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/147: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/147: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/147: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/147: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/147: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/147: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/147: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/147: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/147: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/147: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/147: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/147: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/147: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/147: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/147: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/147: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/147: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/147: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/147: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/147: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/147: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/147: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/147: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/147: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/147: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/147: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/147: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/147: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/147: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/147: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/147: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/147: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/147: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/147: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/147: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/147: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/147: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/147: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/147: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/147: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/147: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/147: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/147: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/147: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/147: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/147: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/147: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/147: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/147: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/147: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/147: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/147: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/147: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/147: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/147: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/147: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/147: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/147: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/147: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/147: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/147: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/147: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/147: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/147: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/147: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 147/147: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 146\n", "Testing predictor 1/146: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/146: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/146: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/146: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/146: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/146: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/146: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/146: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/146: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/146: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/146: reliable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/146: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/146: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/146: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/146: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/146: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/146: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/146: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/146: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/146: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/146: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/146: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/146: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/146: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/146: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/146: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/146: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/146: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/146: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/146: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/146: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/146: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/146: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/146: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/146: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/146: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/146: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/146: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/146: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/146: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/146: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/146: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/146: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/146: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/146: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/146: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/146: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/146: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/146: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/146: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/146: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/146: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/146: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/146: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/146: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/146: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/146: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/146: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/146: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/146: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/146: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/146: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/146: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/146: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/146: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/146: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/146: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/146: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/146: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/146: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/146: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/146: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/146: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/146: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/146: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/146: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/146: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/146: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/146: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/146: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/146: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/146: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/146: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/146: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/146: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/146: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/146: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/146: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/146: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/146: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/146: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/146: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/146: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/146: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/146: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/146: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/146: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/146: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/146: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/146: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/146: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/146: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/146: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/146: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/146: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/146: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/146: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/146: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/146: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/146: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/146: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/146: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/146: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/146: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/146: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/146: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/146: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/146: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/146: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/146: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/146: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/146: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/146: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/146: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/146: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/146: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/146: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/146: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/146: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/146: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/146: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/146: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/146: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/146: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/146: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/146: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/146: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/146: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/146: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/146: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/146: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/146: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/146: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/146: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/146: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 146/146: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 145\n", "Testing predictor 1/145: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/145: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/145: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/145: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/145: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/145: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/145: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/145: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/145: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/145: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/145: analytical\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/145: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/145: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/145: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/145: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/145: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/145: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/145: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/145: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/145: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/145: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/145: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/145: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/145: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/145: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/145: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/145: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/145: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/145: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/145: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/145: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/145: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/145: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/145: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/145: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/145: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/145: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/145: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/145: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/145: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/145: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/145: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/145: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/145: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/145: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/145: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/145: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/145: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/145: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/145: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/145: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/145: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/145: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/145: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/145: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/145: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/145: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/145: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/145: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/145: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/145: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/145: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/145: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/145: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/145: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/145: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/145: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/145: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/145: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/145: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/145: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/145: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/145: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/145: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/145: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/145: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/145: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/145: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/145: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/145: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/145: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/145: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/145: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/145: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/145: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/145: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/145: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/145: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/145: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/145: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/145: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/145: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/145: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/145: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/145: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/145: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/145: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/145: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/145: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/145: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/145: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/145: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/145: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/145: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/145: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/145: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/145: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/145: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/145: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/145: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/145: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/145: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/145: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/145: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/145: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/145: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/145: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/145: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/145: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/145: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/145: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/145: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/145: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/145: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/145: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/145: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/145: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/145: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/145: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/145: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/145: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/145: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/145: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/145: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/145: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/145: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/145: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/145: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/145: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/145: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/145: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/145: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/145: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/145: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 145/145: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 144\n", "Testing predictor 1/144: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/144: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/144: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/144: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/144: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/144: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/144: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/144: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/144: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/144: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/144: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/144: jealous\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/144: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/144: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/144: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/144: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/144: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/144: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/144: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/144: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/144: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/144: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/144: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/144: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/144: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/144: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/144: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/144: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/144: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/144: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/144: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/144: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/144: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/144: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/144: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/144: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/144: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/144: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/144: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/144: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/144: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/144: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/144: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/144: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/144: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/144: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/144: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/144: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/144: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/144: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/144: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/144: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/144: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/144: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/144: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/144: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/144: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/144: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/144: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/144: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/144: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/144: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/144: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/144: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/144: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/144: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/144: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/144: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/144: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/144: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/144: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/144: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/144: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/144: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/144: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/144: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/144: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/144: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/144: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/144: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/144: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/144: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/144: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/144: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/144: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/144: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/144: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/144: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/144: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/144: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/144: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/144: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/144: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/144: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/144: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/144: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/144: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/144: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/144: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/144: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/144: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/144: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/144: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/144: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/144: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/144: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/144: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/144: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/144: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/144: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/144: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/144: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/144: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/144: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/144: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/144: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/144: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/144: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/144: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/144: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/144: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/144: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/144: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/144: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/144: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/144: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/144: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/144: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/144: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/144: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/144: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/144: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/144: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/144: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/144: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/144: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/144: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/144: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/144: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/144: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/144: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/144: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/144: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 144/144: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 143\n", "Testing predictor 1/143: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/143: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/143: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/143: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/143: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/143: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/143: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/143: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/143: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/143: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/143: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/143: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/143: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/143: truthful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/143: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/143: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/143: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/143: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/143: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/143: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/143: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/143: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/143: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/143: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/143: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/143: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/143: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/143: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/143: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/143: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/143: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/143: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/143: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/143: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/143: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/143: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/143: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/143: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/143: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/143: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/143: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/143: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/143: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/143: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/143: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/143: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/143: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/143: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/143: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/143: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/143: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/143: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/143: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/143: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/143: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/143: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/143: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/143: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/143: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/143: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/143: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/143: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/143: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/143: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/143: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/143: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/143: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/143: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/143: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/143: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/143: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/143: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/143: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/143: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/143: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/143: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/143: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/143: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/143: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/143: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/143: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/143: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/143: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/143: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/143: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/143: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/143: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/143: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/143: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/143: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/143: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/143: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/143: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/143: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/143: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/143: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/143: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/143: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/143: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/143: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/143: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/143: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/143: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/143: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/143: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/143: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/143: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/143: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/143: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/143: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/143: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/143: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/143: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/143: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/143: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/143: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/143: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/143: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/143: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/143: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/143: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/143: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/143: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/143: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/143: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/143: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/143: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/143: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/143: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/143: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/143: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/143: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/143: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/143: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/143: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/143: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/143: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/143: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/143: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/143: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/143: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/143: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 143/143: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 142\n", "Testing predictor 1/142: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/142: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/142: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/142: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/142: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/142: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/142: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/142: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/142: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/142: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/142: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/142: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/142: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/142: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/142: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/142: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/142: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/142: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/142: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/142: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/142: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/142: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/142: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/142: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/142: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/142: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/142: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/142: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/142: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/142: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/142: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/142: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/142: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/142: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/142: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/142: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/142: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/142: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/142: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/142: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/142: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/142: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/142: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/142: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/142: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/142: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/142: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/142: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/142: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/142: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/142: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/142: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/142: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/142: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/142: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/142: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/142: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/142: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/142: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/142: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/142: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/142: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/142: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/142: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/142: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/142: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/142: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/142: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/142: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/142: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/142: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/142: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/142: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/142: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/142: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/142: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/142: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/142: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/142: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/142: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/142: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/142: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/142: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/142: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/142: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/142: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/142: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/142: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/142: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/142: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/142: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/142: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/142: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/142: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/142: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/142: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/142: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/142: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/142: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/142: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/142: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/142: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/142: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/142: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/142: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/142: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/142: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/142: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/142: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/142: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/142: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/142: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/142: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/142: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/142: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/142: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/142: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/142: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/142: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/142: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/142: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/142: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/142: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/142: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/142: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/142: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/142: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/142: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/142: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/142: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/142: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/142: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/142: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/142: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/142: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/142: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/142: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/142: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/142: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/142: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/142: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 142/142: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 141\n", "Testing predictor 1/141: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/141: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/141: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/141: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/141: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/141: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/141: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/141: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/141: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/141: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/141: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/141: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/141: willingtotakerisks\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/141: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/141: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/141: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/141: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/141: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/141: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/141: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/141: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/141: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/141: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/141: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/141: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/141: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/141: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/141: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/141: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/141: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/141: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/141: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/141: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/141: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/141: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/141: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/141: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/141: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/141: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/141: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/141: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/141: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/141: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/141: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/141: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/141: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/141: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/141: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/141: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/141: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/141: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/141: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/141: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/141: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/141: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/141: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/141: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/141: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/141: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/141: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/141: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/141: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/141: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/141: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/141: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/141: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/141: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/141: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/141: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/141: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/141: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/141: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/141: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/141: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/141: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/141: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/141: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/141: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/141: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/141: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/141: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/141: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/141: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/141: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/141: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/141: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/141: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/141: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/141: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/141: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/141: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/141: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/141: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/141: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/141: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/141: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/141: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/141: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/141: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/141: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/141: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/141: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/141: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/141: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/141: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/141: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/141: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/141: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/141: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/141: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/141: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/141: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/141: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/141: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/141: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/141: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/141: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/141: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/141: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/141: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/141: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/141: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/141: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/141: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/141: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/141: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/141: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/141: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/141: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/141: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/141: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/141: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/141: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/141: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/141: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/141: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/141: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/141: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/141: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/141: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 141/141: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 140\n", "Testing predictor 1/140: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/140: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/140: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/140: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/140: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/140: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/140: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/140: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/140: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/140: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/140: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/140: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/140: understanding\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/140: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/140: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/140: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/140: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/140: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/140: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/140: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/140: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/140: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/140: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/140: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/140: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/140: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/140: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/140: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/140: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/140: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/140: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/140: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/140: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/140: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/140: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/140: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/140: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/140: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/140: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/140: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/140: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/140: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/140: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/140: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/140: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/140: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/140: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/140: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/140: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/140: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/140: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/140: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/140: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/140: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/140: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/140: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/140: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/140: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/140: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/140: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/140: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/140: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/140: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/140: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/140: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/140: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/140: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/140: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/140: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/140: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/140: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/140: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/140: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/140: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/140: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/140: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/140: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/140: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/140: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/140: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/140: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/140: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/140: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/140: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/140: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/140: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/140: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/140: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/140: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/140: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/140: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/140: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/140: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/140: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/140: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/140: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/140: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/140: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/140: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/140: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/140: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/140: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/140: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/140: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/140: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/140: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/140: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/140: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/140: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/140: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/140: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/140: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/140: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/140: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/140: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/140: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/140: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/140: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/140: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/140: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/140: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/140: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/140: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/140: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/140: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/140: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/140: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/140: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/140: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/140: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/140: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/140: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/140: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/140: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/140: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/140: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/140: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/140: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/140: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 140/140: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 139\n", "Testing predictor 1/139: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/139: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/139: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/139: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/139: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/139: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/139: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/139: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/139: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/139: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/139: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/139: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/139: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/139: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/139: compassionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/139: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/139: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/139: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/139: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/139: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/139: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/139: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/139: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/139: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/139: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/139: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/139: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/139: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/139: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/139: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/139: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/139: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/139: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/139: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/139: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/139: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/139: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/139: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/139: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/139: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/139: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/139: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/139: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/139: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/139: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/139: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/139: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/139: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/139: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/139: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/139: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/139: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/139: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/139: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/139: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/139: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/139: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/139: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/139: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/139: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/139: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/139: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/139: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/139: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/139: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/139: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/139: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/139: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/139: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/139: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/139: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/139: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/139: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/139: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/139: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/139: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/139: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/139: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/139: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/139: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/139: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/139: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/139: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/139: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/139: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/139: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/139: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/139: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/139: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/139: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/139: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/139: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/139: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/139: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/139: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/139: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/139: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/139: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/139: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/139: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/139: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/139: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/139: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/139: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/139: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/139: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/139: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/139: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/139: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/139: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/139: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/139: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/139: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/139: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/139: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/139: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/139: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/139: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/139: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/139: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/139: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/139: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/139: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/139: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/139: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/139: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/139: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/139: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/139: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/139: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/139: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/139: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/139: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/139: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/139: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/139: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/139: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/139: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 139/139: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 138\n", "Testing predictor 1/138: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/138: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/138: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/138: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/138: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/138: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/138: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/138: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/138: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/138: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/138: sympathetic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/138: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/138: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/138: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/138: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/138: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/138: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/138: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/138: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/138: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/138: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/138: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/138: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/138: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/138: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/138: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/138: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/138: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/138: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/138: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/138: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/138: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/138: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/138: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/138: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/138: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/138: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/138: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/138: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/138: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/138: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/138: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/138: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/138: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/138: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/138: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/138: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/138: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/138: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/138: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/138: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/138: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/138: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/138: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/138: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/138: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/138: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/138: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/138: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/138: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/138: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/138: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/138: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/138: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/138: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/138: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/138: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/138: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/138: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/138: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/138: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/138: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/138: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/138: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/138: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/138: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/138: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/138: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/138: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/138: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/138: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/138: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/138: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/138: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/138: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/138: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/138: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/138: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/138: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/138: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/138: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/138: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/138: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/138: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/138: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/138: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/138: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/138: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/138: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/138: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/138: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/138: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/138: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/138: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/138: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/138: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/138: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/138: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/138: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/138: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/138: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/138: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/138: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/138: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/138: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/138: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/138: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/138: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/138: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/138: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/138: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/138: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/138: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/138: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/138: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/138: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/138: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/138: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/138: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/138: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/138: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/138: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/138: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/138: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/138: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/138: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/138: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 138/138: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 137\n", "Testing predictor 1/137: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/137: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/137: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/137: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/137: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/137: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/137: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/137: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/137: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/137: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/137: leadershipskills\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/137: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/137: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/137: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/137: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/137: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/137: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/137: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/137: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/137: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/137: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/137: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/137: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/137: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/137: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/137: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/137: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/137: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/137: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/137: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/137: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/137: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/137: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/137: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/137: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/137: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/137: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/137: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/137: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/137: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/137: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/137: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/137: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/137: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/137: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/137: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/137: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/137: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/137: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/137: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/137: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/137: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/137: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/137: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/137: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/137: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/137: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/137: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/137: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/137: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/137: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/137: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/137: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/137: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/137: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/137: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/137: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/137: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/137: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/137: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/137: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/137: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/137: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/137: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/137: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/137: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/137: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/137: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/137: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/137: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/137: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/137: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/137: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/137: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/137: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/137: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/137: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/137: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/137: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/137: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/137: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/137: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/137: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/137: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/137: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/137: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/137: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/137: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/137: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/137: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/137: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/137: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/137: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/137: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/137: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/137: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/137: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/137: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/137: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/137: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/137: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/137: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/137: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/137: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/137: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/137: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/137: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/137: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/137: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/137: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/137: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/137: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/137: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/137: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/137: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/137: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/137: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/137: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/137: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/137: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/137: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/137: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/137: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/137: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/137: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/137: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 137/137: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 136\n", "Testing predictor 1/136: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/136: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/136: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/136: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/136: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/136: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/136: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/136: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/136: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/136: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/136: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/136: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/136: sincere\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/136: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/136: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/136: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/136: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/136: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/136: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/136: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/136: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/136: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/136: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/136: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/136: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/136: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/136: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/136: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/136: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/136: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/136: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/136: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/136: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/136: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/136: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/136: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/136: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/136: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/136: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/136: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/136: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/136: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/136: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/136: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/136: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/136: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/136: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/136: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/136: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/136: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/136: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/136: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/136: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/136: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/136: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/136: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/136: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/136: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/136: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/136: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/136: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/136: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/136: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/136: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/136: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/136: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/136: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/136: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/136: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/136: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/136: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/136: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/136: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/136: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/136: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/136: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/136: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/136: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/136: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/136: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/136: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/136: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/136: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/136: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/136: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/136: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/136: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/136: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/136: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/136: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/136: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/136: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/136: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/136: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/136: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/136: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/136: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/136: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/136: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/136: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/136: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/136: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/136: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/136: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/136: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/136: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/136: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/136: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/136: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/136: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/136: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/136: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/136: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/136: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/136: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/136: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/136: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/136: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/136: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/136: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/136: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/136: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/136: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/136: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/136: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/136: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/136: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/136: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/136: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/136: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/136: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/136: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/136: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/136: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/136: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 136/136: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 135\n", "Testing predictor 1/135: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/135: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/135: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/135: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/135: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/135: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/135: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/135: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/135: athletic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/135: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/135: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/135: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/135: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/135: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/135: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/135: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/135: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/135: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/135: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/135: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/135: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/135: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/135: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/135: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/135: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/135: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/135: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/135: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/135: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/135: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/135: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/135: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/135: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/135: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/135: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/135: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/135: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/135: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/135: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/135: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/135: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/135: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/135: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/135: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/135: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/135: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/135: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/135: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/135: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/135: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/135: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/135: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/135: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/135: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/135: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/135: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/135: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/135: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/135: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/135: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/135: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/135: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/135: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/135: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/135: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/135: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/135: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/135: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/135: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/135: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/135: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/135: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/135: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/135: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/135: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/135: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/135: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/135: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/135: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/135: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/135: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/135: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/135: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/135: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/135: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/135: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/135: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/135: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/135: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/135: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/135: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/135: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/135: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/135: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/135: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/135: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/135: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/135: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/135: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/135: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/135: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/135: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/135: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/135: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/135: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/135: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/135: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/135: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/135: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/135: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/135: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/135: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/135: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/135: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/135: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/135: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/135: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/135: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/135: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/135: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/135: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/135: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/135: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/135: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/135: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/135: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/135: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/135: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/135: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/135: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/135: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/135: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/135: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/135: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 135/135: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 134\n", "Testing predictor 1/134: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/134: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/134: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/134: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/134: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/134: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/134: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/134: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/134: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/134: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/134: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/134: selfsufficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/134: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/134: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/134: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/134: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/134: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/134: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/134: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/134: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/134: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/134: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/134: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/134: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/134: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/134: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/134: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/134: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/134: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/134: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/134: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/134: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/134: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/134: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/134: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/134: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/134: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/134: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/134: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/134: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/134: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/134: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/134: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/134: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/134: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/134: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/134: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/134: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/134: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/134: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/134: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/134: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/134: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/134: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/134: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/134: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/134: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/134: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/134: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/134: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/134: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/134: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/134: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/134: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/134: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/134: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/134: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/134: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/134: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/134: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/134: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/134: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/134: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/134: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/134: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/134: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/134: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/134: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/134: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/134: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/134: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/134: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/134: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/134: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/134: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/134: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/134: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/134: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/134: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/134: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/134: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/134: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/134: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/134: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/134: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/134: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/134: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/134: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/134: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/134: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/134: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/134: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/134: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/134: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/134: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/134: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/134: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/134: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/134: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/134: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/134: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/134: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/134: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/134: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/134: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/134: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/134: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/134: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/134: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/134: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/134: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/134: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/134: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/134: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/134: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/134: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/134: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/134: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/134: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/134: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/134: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/134: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/134: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 134/134: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 133\n", "Testing predictor 1/133: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/133: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/133: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/133: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/133: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/133: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/133: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/133: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/133: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/133: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/133: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/133: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/133: conceited\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/133: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/133: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/133: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/133: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/133: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/133: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/133: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/133: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/133: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/133: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/133: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/133: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/133: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/133: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/133: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/133: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/133: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/133: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/133: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/133: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/133: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/133: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/133: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/133: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/133: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/133: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/133: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/133: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/133: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/133: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/133: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/133: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/133: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/133: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/133: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/133: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/133: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/133: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/133: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/133: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/133: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/133: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/133: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/133: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/133: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/133: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/133: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/133: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/133: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/133: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/133: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/133: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/133: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/133: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/133: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/133: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/133: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/133: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/133: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/133: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/133: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/133: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/133: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/133: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/133: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/133: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/133: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/133: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/133: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/133: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/133: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/133: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/133: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/133: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/133: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/133: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/133: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/133: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/133: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/133: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/133: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/133: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/133: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/133: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/133: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/133: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/133: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/133: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/133: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/133: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/133: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/133: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/133: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/133: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/133: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/133: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/133: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/133: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/133: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/133: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/133: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/133: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/133: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/133: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/133: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/133: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/133: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/133: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/133: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/133: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/133: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/133: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/133: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/133: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/133: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/133: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/133: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/133: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/133: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 133/133: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 132\n", "Testing predictor 1/132: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/132: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/132: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/132: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/132: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/132: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/132: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/132: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/132: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/132: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/132: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/132: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/132: dominant\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/132: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/132: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/132: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/132: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/132: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/132: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/132: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/132: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/132: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/132: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/132: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/132: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/132: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/132: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/132: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/132: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/132: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/132: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/132: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/132: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/132: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/132: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/132: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/132: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/132: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/132: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/132: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/132: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/132: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/132: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/132: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/132: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/132: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/132: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/132: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/132: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/132: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/132: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/132: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/132: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/132: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/132: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/132: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/132: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/132: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/132: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/132: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/132: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/132: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/132: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/132: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/132: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/132: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/132: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/132: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/132: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/132: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/132: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/132: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/132: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/132: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/132: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/132: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/132: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/132: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/132: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/132: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/132: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/132: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/132: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/132: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/132: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/132: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/132: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/132: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/132: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/132: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/132: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/132: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/132: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/132: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/132: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/132: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/132: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/132: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/132: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/132: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/132: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/132: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/132: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/132: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/132: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/132: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/132: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/132: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/132: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/132: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/132: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/132: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/132: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/132: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/132: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/132: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/132: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/132: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/132: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/132: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/132: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/132: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/132: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/132: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/132: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/132: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/132: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/132: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/132: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/132: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/132: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 132/132: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 131\n", "Testing predictor 1/131: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/131: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/131: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/131: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/131: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/131: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/131: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/131: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/131: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/131: secretive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/131: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/131: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/131: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/131: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/131: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/131: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/131: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/131: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/131: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/131: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/131: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/131: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/131: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/131: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/131: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/131: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/131: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/131: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/131: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/131: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/131: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/131: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/131: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/131: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/131: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/131: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/131: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/131: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/131: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/131: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/131: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/131: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/131: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/131: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/131: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/131: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/131: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/131: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/131: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/131: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/131: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/131: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/131: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/131: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/131: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/131: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/131: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/131: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/131: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/131: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/131: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/131: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/131: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/131: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/131: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/131: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/131: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/131: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/131: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/131: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/131: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/131: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/131: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/131: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/131: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/131: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/131: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/131: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/131: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/131: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/131: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/131: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/131: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/131: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/131: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/131: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/131: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/131: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/131: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/131: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/131: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/131: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/131: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/131: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/131: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/131: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/131: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/131: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/131: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/131: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/131: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/131: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/131: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/131: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/131: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/131: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/131: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/131: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/131: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/131: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/131: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/131: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/131: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/131: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/131: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/131: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/131: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/131: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/131: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/131: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/131: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/131: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/131: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/131: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/131: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/131: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/131: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/131: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/131: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/131: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 131/131: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 130\n", "Testing predictor 1/130: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/130: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/130: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/130: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/130: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/130: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/130: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/130: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/130: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/130: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/130: eagertosoothhurt\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/130: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/130: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/130: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/130: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/130: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/130: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/130: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/130: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/130: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/130: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/130: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/130: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/130: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/130: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/130: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/130: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/130: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/130: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/130: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/130: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/130: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/130: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/130: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/130: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/130: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/130: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/130: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/130: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/130: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/130: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/130: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/130: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/130: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/130: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/130: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/130: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/130: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/130: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/130: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/130: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/130: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/130: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/130: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/130: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/130: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/130: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/130: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/130: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/130: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/130: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/130: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/130: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/130: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/130: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/130: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/130: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/130: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/130: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/130: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/130: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/130: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/130: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/130: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/130: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/130: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/130: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/130: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/130: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/130: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/130: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/130: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/130: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/130: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/130: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/130: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/130: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/130: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/130: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/130: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/130: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/130: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/130: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/130: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/130: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/130: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/130: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/130: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/130: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/130: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/130: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/130: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/130: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/130: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/130: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/130: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/130: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/130: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/130: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/130: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/130: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/130: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/130: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/130: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/130: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/130: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/130: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/130: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/130: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/130: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/130: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/130: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/130: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/130: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/130: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/130: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/130: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/130: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/130: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 130/130: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 129\n", "Testing predictor 1/129: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/129: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/129: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/129: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/129: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/129: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/129: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/129: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/129: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/129: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/129: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/129: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/129: masculine\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/129: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/129: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/129: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/129: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/129: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/129: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/129: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/129: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/129: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/129: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/129: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/129: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/129: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/129: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/129: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/129: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/129: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/129: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/129: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/129: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/129: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/129: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/129: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/129: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/129: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/129: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/129: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/129: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/129: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/129: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/129: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/129: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/129: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/129: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/129: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/129: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/129: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/129: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/129: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/129: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/129: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/129: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/129: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/129: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/129: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/129: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/129: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/129: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/129: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/129: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/129: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/129: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/129: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/129: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/129: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/129: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/129: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/129: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/129: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/129: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/129: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/129: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/129: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/129: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/129: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/129: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/129: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/129: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/129: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/129: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/129: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/129: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/129: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/129: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/129: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/129: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/129: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/129: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/129: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/129: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/129: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/129: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/129: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/129: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/129: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/129: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/129: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/129: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/129: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/129: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/129: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/129: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/129: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/129: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/129: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/129: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/129: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/129: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/129: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/129: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/129: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/129: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/129: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/129: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/129: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/129: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/129: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/129: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/129: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/129: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/129: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/129: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/129: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/129: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/129: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 129/129: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 128\n", "Testing predictor 1/128: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/128: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/128: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/128: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/128: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/128: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/128: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/128: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/128: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/128: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/128: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/128: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/128: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/128: solemn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/128: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/128: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/128: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/128: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/128: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/128: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/128: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/128: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/128: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/128: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/128: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/128: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/128: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/128: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/128: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/128: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/128: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/128: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/128: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/128: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/128: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/128: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/128: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/128: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/128: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/128: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/128: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/128: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/128: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/128: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/128: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/128: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/128: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/128: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/128: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/128: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/128: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/128: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/128: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/128: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/128: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/128: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/128: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/128: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/128: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/128: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/128: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/128: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/128: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/128: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/128: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/128: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/128: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/128: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/128: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/128: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/128: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/128: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/128: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/128: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/128: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/128: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/128: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/128: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/128: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/128: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/128: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/128: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/128: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/128: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/128: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/128: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/128: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/128: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/128: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/128: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/128: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/128: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/128: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/128: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/128: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/128: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/128: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/128: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/128: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/128: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/128: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/128: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/128: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/128: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/128: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/128: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/128: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/128: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/128: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/128: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/128: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/128: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/128: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/128: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/128: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/128: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/128: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/128: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/128: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/128: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/128: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/128: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/128: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/128: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/128: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/128: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/128: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 128/128: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 127\n", "Testing predictor 1/127: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/127: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/127: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/127: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/127: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/127: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/127: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/127: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/127: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/127: makesdecisioneasy\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/127: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/127: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/127: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/127: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/127: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/127: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/127: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/127: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/127: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/127: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/127: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/127: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/127: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/127: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/127: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/127: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/127: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/127: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/127: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/127: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/127: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/127: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/127: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/127: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/127: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/127: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/127: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/127: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/127: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/127: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/127: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/127: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/127: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/127: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/127: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/127: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/127: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/127: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/127: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/127: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/127: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/127: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/127: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/127: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/127: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/127: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/127: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/127: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/127: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/127: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/127: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/127: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/127: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/127: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/127: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/127: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/127: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/127: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/127: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/127: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/127: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/127: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/127: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/127: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/127: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/127: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/127: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/127: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/127: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/127: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/127: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/127: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/127: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/127: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/127: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/127: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/127: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/127: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/127: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/127: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/127: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/127: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/127: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/127: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/127: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/127: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/127: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/127: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/127: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/127: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/127: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/127: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/127: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/127: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/127: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/127: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/127: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/127: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/127: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/127: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/127: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/127: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/127: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/127: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/127: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/127: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/127: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/127: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/127: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/127: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/127: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/127: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/127: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/127: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/127: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/127: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 127/127: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 126\n", "Testing predictor 1/126: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/126: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/126: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/126: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/126: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/126: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/126: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/126: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/126: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/126: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/126: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/126: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/126: willingtotakestand\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/126: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/126: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/126: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/126: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/126: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/126: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/126: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/126: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/126: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/126: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/126: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/126: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/126: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/126: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/126: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/126: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/126: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/126: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/126: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/126: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/126: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/126: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/126: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/126: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/126: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/126: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/126: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/126: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/126: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/126: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/126: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/126: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/126: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/126: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/126: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/126: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/126: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/126: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/126: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/126: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/126: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/126: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/126: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/126: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/126: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/126: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/126: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/126: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/126: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/126: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/126: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/126: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/126: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/126: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/126: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/126: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/126: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/126: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/126: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/126: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/126: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/126: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/126: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/126: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/126: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/126: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/126: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/126: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/126: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/126: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/126: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/126: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/126: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/126: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/126: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/126: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/126: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/126: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/126: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/126: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/126: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/126: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/126: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/126: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/126: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/126: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/126: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/126: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/126: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/126: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/126: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/126: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/126: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/126: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/126: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/126: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/126: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/126: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/126: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/126: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/126: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/126: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/126: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/126: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/126: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/126: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/126: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/126: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/126: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/126: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/126: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/126: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 126/126: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 125\n", "Testing predictor 1/125: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/125: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/125: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/125: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/125: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/125: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/125: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/125: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/125: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/125: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/125: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/125: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/125: tender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/125: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/125: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/125: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/125: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/125: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/125: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/125: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/125: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/125: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/125: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/125: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/125: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/125: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/125: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/125: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/125: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/125: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/125: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/125: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/125: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/125: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/125: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/125: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/125: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/125: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/125: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/125: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/125: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/125: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/125: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/125: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/125: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/125: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/125: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/125: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/125: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/125: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/125: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/125: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/125: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/125: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/125: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/125: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/125: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/125: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/125: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/125: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/125: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/125: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/125: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/125: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/125: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/125: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/125: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/125: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/125: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/125: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/125: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/125: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/125: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/125: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/125: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/125: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/125: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/125: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/125: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/125: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/125: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/125: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/125: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/125: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/125: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/125: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/125: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/125: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/125: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/125: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/125: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/125: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/125: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/125: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/125: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/125: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/125: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/125: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/125: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/125: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/125: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/125: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/125: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/125: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/125: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/125: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/125: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/125: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/125: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/125: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/125: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/125: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/125: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/125: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/125: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/125: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/125: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/125: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/125: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/125: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/125: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/125: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/125: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/125: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 125/125: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 124\n", "Testing predictor 1/124: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/124: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/124: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/124: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/124: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/124: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/124: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/124: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/124: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/124: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/124: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/124: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/124: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/124: aggressive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/124: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/124: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/124: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/124: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/124: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/124: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/124: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/124: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/124: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/124: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/124: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/124: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/124: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/124: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/124: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/124: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/124: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/124: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/124: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/124: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/124: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/124: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/124: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/124: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/124: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/124: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/124: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/124: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/124: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/124: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/124: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/124: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/124: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/124: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/124: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/124: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/124: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/124: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/124: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/124: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/124: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/124: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/124: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/124: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/124: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/124: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/124: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/124: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/124: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/124: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/124: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/124: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/124: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/124: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/124: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/124: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/124: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/124: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/124: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/124: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/124: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/124: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/124: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/124: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/124: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/124: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/124: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/124: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/124: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/124: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/124: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/124: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/124: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/124: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/124: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/124: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/124: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/124: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/124: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/124: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/124: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/124: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/124: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/124: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/124: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/124: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/124: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/124: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/124: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/124: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/124: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/124: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/124: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/124: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/124: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/124: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/124: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/124: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/124: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/124: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/124: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/124: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/124: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/124: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/124: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/124: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/124: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/124: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/124: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 124/124: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 123\n", "Testing predictor 1/123: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/123: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/123: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/123: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/123: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/123: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/123: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/123: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/123: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/123: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/123: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/123: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/123: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/123: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/123: inefficient\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/123: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/123: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/123: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/123: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/123: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/123: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/123: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/123: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/123: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/123: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/123: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/123: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/123: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/123: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/123: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/123: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/123: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/123: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/123: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/123: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/123: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/123: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/123: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/123: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/123: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/123: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/123: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/123: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/123: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/123: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/123: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/123: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/123: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/123: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/123: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/123: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/123: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/123: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/123: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/123: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/123: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/123: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/123: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/123: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/123: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/123: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/123: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/123: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/123: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/123: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/123: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/123: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/123: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/123: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/123: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/123: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/123: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/123: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/123: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/123: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/123: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/123: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/123: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/123: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/123: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/123: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/123: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/123: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/123: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/123: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/123: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/123: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/123: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/123: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/123: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/123: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/123: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/123: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/123: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/123: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/123: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/123: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/123: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/123: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/123: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/123: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/123: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/123: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/123: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/123: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/123: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/123: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/123: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/123: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/123: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/123: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/123: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/123: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/123: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/123: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/123: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/123: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/123: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/123: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/123: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/123: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/123: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 123/123: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 122\n", "Testing predictor 1/122: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/122: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/122: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/122: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/122: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/122: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/122: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/122: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/122: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/122: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/122: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/122: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/122: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/122: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/122: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/122: childlike\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/122: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/122: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/122: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/122: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/122: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/122: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/122: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/122: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/122: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/122: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/122: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/122: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/122: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/122: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/122: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/122: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/122: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/122: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/122: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/122: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/122: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/122: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/122: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/122: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/122: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/122: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/122: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/122: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/122: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/122: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/122: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/122: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/122: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/122: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/122: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/122: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/122: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/122: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/122: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/122: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/122: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/122: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/122: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/122: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/122: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/122: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/122: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/122: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/122: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/122: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/122: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/122: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/122: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/122: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/122: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/122: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/122: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/122: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/122: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/122: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/122: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/122: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/122: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/122: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/122: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/122: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/122: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/122: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/122: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/122: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/122: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/122: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/122: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/122: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/122: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/122: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/122: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/122: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/122: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/122: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/122: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/122: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/122: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/122: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/122: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/122: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/122: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/122: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/122: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/122: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/122: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/122: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/122: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/122: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/122: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/122: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/122: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/122: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/122: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/122: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/122: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/122: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/122: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/122: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/122: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 122/122: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 121\n", "Testing predictor 1/121: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/121: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/121: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/121: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/121: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/121: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/121: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/121: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/121: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/121: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/121: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/121: warm\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/121: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/121: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/121: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/121: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/121: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/121: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/121: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/121: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/121: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/121: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/121: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/121: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/121: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/121: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/121: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/121: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/121: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/121: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/121: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/121: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/121: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/121: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/121: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/121: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/121: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/121: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/121: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/121: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/121: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/121: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/121: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/121: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/121: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/121: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/121: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/121: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/121: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/121: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/121: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/121: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/121: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/121: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/121: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/121: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/121: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/121: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/121: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/121: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/121: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/121: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/121: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/121: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/121: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/121: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/121: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/121: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/121: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/121: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/121: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/121: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/121: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/121: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/121: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/121: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/121: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/121: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/121: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/121: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/121: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/121: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/121: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/121: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/121: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/121: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/121: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/121: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/121: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/121: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/121: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/121: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/121: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/121: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/121: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/121: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/121: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/121: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/121: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/121: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/121: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/121: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/121: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/121: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/121: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/121: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/121: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/121: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/121: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/121: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/121: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/121: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/121: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/121: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/121: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/121: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/121: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/121: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/121: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/121: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 121/121: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 120\n", "Testing predictor 1/120: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/120: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/120: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/120: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/120: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/120: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/120: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/120: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/120: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/120: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/120: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/120: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/120: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/120: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/120: adaptable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/120: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/120: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/120: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/120: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/120: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/120: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/120: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/120: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/120: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/120: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/120: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/120: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/120: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/120: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/120: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/120: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/120: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/120: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/120: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/120: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/120: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/120: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/120: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/120: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/120: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/120: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/120: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/120: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/120: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/120: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/120: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/120: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/120: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/120: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/120: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/120: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/120: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/120: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/120: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/120: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/120: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/120: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/120: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/120: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/120: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/120: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/120: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/120: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/120: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/120: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/120: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/120: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/120: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/120: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/120: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/120: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/120: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/120: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/120: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/120: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/120: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/120: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/120: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/120: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/120: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/120: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/120: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/120: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/120: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/120: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/120: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/120: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/120: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/120: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/120: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/120: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/120: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/120: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/120: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/120: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/120: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/120: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/120: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/120: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/120: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/120: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/120: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/120: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/120: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/120: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/120: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/120: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/120: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/120: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/120: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/120: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/120: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/120: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/120: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/120: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/120: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/120: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/120: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/120: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 120/120: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 119\n", "Testing predictor 1/119: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/119: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/119: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/119: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/119: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/119: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/119: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/119: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/119: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/119: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/119: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/119: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/119: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/119: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/119: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/119: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/119: unsystematic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/119: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/119: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/119: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/119: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/119: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/119: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/119: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/119: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/119: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/119: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/119: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/119: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/119: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/119: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/119: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/119: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/119: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/119: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/119: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/119: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/119: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/119: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/119: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/119: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/119: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/119: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/119: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/119: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/119: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/119: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/119: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/119: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/119: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/119: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/119: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/119: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/119: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/119: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/119: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/119: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/119: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/119: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/119: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/119: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/119: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/119: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/119: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/119: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/119: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/119: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/119: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/119: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/119: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/119: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/119: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/119: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/119: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/119: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/119: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/119: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/119: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/119: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/119: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/119: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/119: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/119: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/119: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/119: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/119: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/119: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/119: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/119: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/119: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/119: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/119: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/119: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/119: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/119: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/119: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/119: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/119: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/119: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/119: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/119: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/119: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/119: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/119: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/119: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/119: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/119: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/119: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/119: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/119: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/119: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/119: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/119: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/119: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/119: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/119: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/119: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/119: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 119/119: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 118\n", "Testing predictor 1/118: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/118: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/118: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/118: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/118: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/118: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/118: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/118: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/118: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/118: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/118: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/118: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/118: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/118: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/118: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/118: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/118: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/118: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/118: tactful\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/118: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/118: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/118: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/118: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/118: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/118: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/118: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/118: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/118: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/118: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/118: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/118: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/118: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/118: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/118: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/118: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/118: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/118: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/118: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/118: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/118: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/118: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/118: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/118: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/118: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/118: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/118: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/118: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/118: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/118: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/118: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/118: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/118: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/118: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/118: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/118: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/118: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/118: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/118: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/118: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/118: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/118: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/118: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/118: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/118: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/118: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/118: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/118: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/118: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/118: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/118: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/118: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/118: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/118: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/118: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/118: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/118: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/118: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/118: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/118: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/118: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/118: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/118: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/118: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/118: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/118: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/118: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/118: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/118: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/118: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/118: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/118: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/118: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/118: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/118: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/118: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/118: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/118: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/118: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/118: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/118: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/118: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/118: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/118: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/118: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/118: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/118: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/118: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/118: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/118: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/118: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/118: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/118: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/118: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/118: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/118: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/118: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/118: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 118/118: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 117\n", "Testing predictor 1/117: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/117: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/117: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/117: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/117: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/117: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/117: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/117: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/117: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/117: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/117: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/117: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/117: gullible\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/117: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/117: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/117: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/117: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/117: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/117: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/117: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/117: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/117: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/117: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/117: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/117: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/117: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/117: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/117: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/117: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/117: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/117: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/117: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/117: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/117: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/117: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/117: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/117: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/117: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/117: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/117: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/117: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/117: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/117: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/117: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/117: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/117: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/117: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/117: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/117: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/117: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/117: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/117: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/117: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/117: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/117: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/117: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/117: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/117: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/117: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/117: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/117: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/117: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/117: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/117: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/117: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/117: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/117: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/117: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/117: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/117: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/117: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/117: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/117: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/117: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/117: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/117: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/117: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/117: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/117: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/117: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/117: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/117: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/117: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/117: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/117: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/117: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/117: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/117: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/117: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/117: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/117: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/117: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/117: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/117: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/117: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/117: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/117: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/117: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/117: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/117: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/117: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/117: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/117: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/117: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/117: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/117: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/117: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/117: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/117: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/117: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/117: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/117: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/117: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/117: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/117: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/117: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 117/117: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 116\n", "Testing predictor 1/116: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/116: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/116: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/116: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/116: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/116: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/116: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/116: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/116: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/116: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/116: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/116: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/116: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/116: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/116: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/116: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/116: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/116: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/116: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/116: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/116: symracismq1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/116: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/116: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/116: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/116: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/116: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/116: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/116: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/116: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/116: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/116: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/116: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/116: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/116: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/116: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/116: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/116: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/116: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/116: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/116: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/116: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/116: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/116: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/116: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/116: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/116: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/116: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/116: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/116: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/116: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/116: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/116: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/116: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/116: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/116: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/116: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/116: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/116: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/116: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/116: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/116: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/116: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/116: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/116: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/116: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/116: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/116: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/116: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/116: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/116: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/116: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/116: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/116: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/116: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/116: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/116: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/116: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/116: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/116: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/116: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/116: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/116: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/116: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/116: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/116: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/116: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/116: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/116: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/116: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/116: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/116: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/116: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/116: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/116: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/116: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/116: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/116: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/116: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/116: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/116: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/116: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/116: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/116: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/116: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/116: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/116: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/116: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/116: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/116: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/116: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/116: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/116: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/116: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/116: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/116: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 116/116: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 115\n", "Testing predictor 1/115: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/115: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/115: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/115: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/115: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/115: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/115: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/115: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/115: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/115: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/115: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/115: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/115: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/115: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/115: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/115: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/115: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/115: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/115: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/115: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/115: symracismq2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/115: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/115: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/115: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/115: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/115: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/115: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/115: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/115: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/115: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/115: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/115: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/115: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/115: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/115: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/115: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/115: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/115: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/115: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/115: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/115: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/115: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/115: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/115: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/115: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/115: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/115: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/115: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/115: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/115: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/115: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/115: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/115: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/115: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/115: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/115: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/115: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/115: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/115: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/115: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/115: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/115: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/115: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/115: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/115: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/115: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/115: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/115: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/115: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/115: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/115: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/115: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/115: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/115: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/115: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/115: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/115: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/115: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/115: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/115: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/115: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/115: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/115: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/115: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/115: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/115: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/115: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/115: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/115: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/115: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/115: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/115: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/115: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/115: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/115: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/115: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/115: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/115: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/115: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/115: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/115: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/115: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/115: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/115: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/115: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/115: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/115: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/115: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/115: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/115: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/115: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/115: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/115: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/115: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 115/115: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 114\n", "Testing predictor 1/114: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/114: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/114: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/114: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/114: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/114: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/114: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/114: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/114: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/114: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/114: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/114: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/114: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/114: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/114: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/114: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/114: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/114: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/114: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/114: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/114: symracismq3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/114: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/114: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/114: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/114: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/114: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/114: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/114: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/114: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/114: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/114: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/114: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/114: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/114: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/114: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/114: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/114: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/114: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/114: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/114: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/114: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/114: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/114: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/114: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/114: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/114: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/114: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/114: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/114: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/114: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/114: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/114: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/114: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/114: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/114: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/114: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/114: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/114: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/114: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/114: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/114: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/114: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/114: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/114: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/114: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/114: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/114: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/114: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/114: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/114: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/114: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/114: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/114: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/114: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/114: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/114: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/114: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/114: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/114: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/114: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/114: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/114: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/114: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/114: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/114: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/114: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/114: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/114: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/114: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/114: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/114: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/114: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/114: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/114: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/114: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/114: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/114: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/114: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/114: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/114: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/114: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/114: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/114: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/114: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/114: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/114: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/114: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/114: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/114: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/114: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/114: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/114: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/114: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 114/114: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 113\n", "Testing predictor 1/113: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/113: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/113: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/113: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/113: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/113: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/113: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/113: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/113: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/113: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/113: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/113: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/113: actsasaleader\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/113: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/113: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/113: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/113: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/113: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/113: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/113: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/113: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/113: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/113: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/113: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/113: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/113: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/113: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/113: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/113: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/113: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/113: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/113: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/113: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/113: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/113: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/113: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/113: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/113: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/113: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/113: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/113: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/113: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/113: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/113: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/113: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/113: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/113: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/113: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/113: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/113: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/113: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/113: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/113: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/113: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/113: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/113: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/113: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/113: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/113: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/113: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/113: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/113: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/113: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/113: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/113: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/113: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/113: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/113: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/113: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/113: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/113: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/113: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/113: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/113: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/113: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/113: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/113: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/113: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/113: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/113: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/113: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/113: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/113: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/113: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/113: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/113: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/113: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/113: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/113: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/113: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/113: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/113: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/113: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/113: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/113: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/113: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/113: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/113: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/113: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/113: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/113: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/113: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/113: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/113: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/113: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/113: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/113: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/113: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/113: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/113: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/113: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/113: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 113/113: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 112\n", "Testing predictor 1/112: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/112: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/112: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/112: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/112: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/112: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/112: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/112: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/112: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/112: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/112: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/112: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/112: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/112: doesntuseharshlang\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/112: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/112: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/112: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/112: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/112: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/112: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/112: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/112: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/112: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/112: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/112: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/112: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/112: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/112: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/112: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/112: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/112: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/112: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/112: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/112: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/112: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/112: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/112: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/112: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/112: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/112: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/112: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/112: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/112: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/112: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/112: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/112: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/112: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/112: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/112: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/112: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/112: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/112: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/112: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/112: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/112: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/112: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/112: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/112: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/112: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/112: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/112: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/112: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/112: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/112: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/112: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/112: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/112: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/112: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/112: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/112: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/112: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/112: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/112: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/112: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/112: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/112: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/112: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/112: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/112: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/112: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/112: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/112: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/112: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/112: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/112: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/112: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/112: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/112: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/112: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/112: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/112: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/112: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/112: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/112: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/112: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/112: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/112: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/112: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/112: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/112: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/112: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/112: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/112: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/112: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/112: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/112: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/112: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/112: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/112: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/112: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/112: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 112/112: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 111\n", "Testing predictor 1/111: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/111: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/111: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/111: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/111: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/111: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/111: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/111: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/111: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/111: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/111: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/111: friendly\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/111: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/111: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/111: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/111: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/111: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/111: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/111: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/111: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/111: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/111: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/111: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/111: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/111: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/111: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/111: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/111: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/111: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/111: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/111: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/111: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/111: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/111: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/111: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/111: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/111: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/111: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/111: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/111: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/111: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/111: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/111: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/111: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/111: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/111: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/111: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/111: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/111: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/111: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/111: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/111: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/111: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/111: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/111: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/111: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/111: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/111: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/111: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/111: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/111: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/111: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/111: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/111: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/111: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/111: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/111: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/111: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/111: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/111: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/111: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/111: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/111: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/111: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/111: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/111: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/111: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/111: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/111: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/111: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/111: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/111: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/111: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/111: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/111: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/111: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/111: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/111: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/111: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/111: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/111: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/111: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/111: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/111: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/111: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/111: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/111: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/111: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/111: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/111: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/111: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/111: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/111: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/111: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/111: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/111: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/111: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/111: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/111: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/111: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 111/111: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 110\n", "Testing predictor 1/110: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/110: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/110: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/110: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/110: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/110: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/110: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/110: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/110: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/110: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/110: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/110: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/110: competitive\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/110: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/110: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/110: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/110: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/110: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/110: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/110: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/110: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/110: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/110: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/110: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/110: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/110: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/110: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/110: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/110: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/110: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/110: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/110: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/110: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/110: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/110: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/110: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/110: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/110: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/110: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/110: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/110: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/110: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/110: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/110: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/110: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/110: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/110: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/110: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/110: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/110: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/110: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/110: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/110: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/110: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/110: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/110: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/110: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/110: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/110: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/110: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/110: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/110: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/110: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/110: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/110: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/110: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/110: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/110: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/110: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/110: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/110: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/110: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/110: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/110: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/110: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/110: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/110: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/110: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/110: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/110: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/110: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/110: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/110: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/110: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/110: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/110: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/110: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/110: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/110: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/110: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/110: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/110: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/110: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/110: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/110: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/110: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/110: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/110: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/110: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/110: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/110: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/110: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/110: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/110: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/110: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/110: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/110: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/110: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/110: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 110/110: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 109\n", "Testing predictor 1/109: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/109: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/109: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/109: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/109: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/109: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/109: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/109: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/109: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/109: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/109: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/109: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/109: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/109: ambitious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/109: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/109: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/109: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/109: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/109: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/109: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/109: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/109: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/109: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/109: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/109: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/109: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/109: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/109: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/109: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/109: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/109: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/109: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/109: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/109: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/109: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/109: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/109: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/109: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/109: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/109: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/109: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/109: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/109: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/109: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/109: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/109: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/109: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/109: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/109: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/109: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/109: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/109: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/109: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/109: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/109: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/109: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/109: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/109: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/109: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/109: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/109: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/109: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/109: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/109: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/109: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/109: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/109: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/109: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/109: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/109: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/109: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/109: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/109: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/109: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/109: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/109: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/109: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/109: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/109: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/109: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/109: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/109: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/109: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/109: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/109: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/109: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/109: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/109: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/109: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/109: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/109: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/109: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/109: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/109: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/109: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/109: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/109: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/109: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/109: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/109: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/109: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/109: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/109: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/109: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/109: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/109: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/109: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/109: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 109/109: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 108\n", "Testing predictor 1/108: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/108: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/108: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/108: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/108: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/108: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/108: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/108: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/108: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/108: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/108: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/108: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/108: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/108: gentle\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/108: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/108: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/108: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/108: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/108: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/108: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/108: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/108: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/108: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/108: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/108: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/108: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/108: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/108: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/108: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/108: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/108: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/108: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/108: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/108: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/108: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/108: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/108: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/108: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/108: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/108: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/108: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/108: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/108: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/108: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/108: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/108: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/108: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/108: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/108: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/108: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/108: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/108: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/108: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/108: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/108: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/108: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/108: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/108: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/108: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/108: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/108: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/108: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/108: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/108: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/108: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/108: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/108: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/108: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/108: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/108: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/108: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/108: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/108: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/108: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/108: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/108: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/108: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/108: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/108: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/108: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/108: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/108: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/108: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/108: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/108: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/108: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/108: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/108: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/108: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/108: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/108: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/108: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/108: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/108: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/108: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/108: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/108: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/108: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/108: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/108: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/108: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/108: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/108: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/108: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/108: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/108: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/108: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 108/108: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 107\n", "Testing predictor 1/107: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/107: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/107: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/107: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/107: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/107: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/107: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/107: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/107: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/107: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/107: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/107: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/107: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/107: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/107: symracismq4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/107: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/107: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/107: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/107: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/107: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/107: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/107: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/107: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/107: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/107: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/107: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/107: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/107: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/107: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/107: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/107: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/107: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/107: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/107: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/107: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/107: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/107: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/107: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/107: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/107: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/107: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/107: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/107: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/107: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/107: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/107: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/107: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/107: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/107: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/107: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/107: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/107: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/107: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/107: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/107: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/107: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/107: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/107: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/107: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/107: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/107: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/107: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/107: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/107: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/107: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/107: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/107: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/107: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/107: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/107: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/107: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/107: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/107: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/107: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/107: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/107: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/107: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/107: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/107: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/107: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/107: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/107: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/107: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/107: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/107: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/107: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/107: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/107: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/107: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/107: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/107: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/107: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/107: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/107: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/107: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/107: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/107: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/107: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/107: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/107: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/107: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/107: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/107: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/107: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/107: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/107: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 107/107: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 106\n", "Testing predictor 1/106: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/106: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/106: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/106: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/106: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/106: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/106: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/106: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/106: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/106: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/106: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/106: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/106: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/106: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/106: symracismq5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/106: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/106: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/106: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/106: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/106: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/106: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/106: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/106: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/106: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/106: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/106: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/106: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/106: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/106: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/106: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/106: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/106: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/106: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/106: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/106: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/106: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/106: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/106: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/106: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/106: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/106: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/106: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/106: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/106: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/106: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/106: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/106: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/106: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/106: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/106: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/106: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/106: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/106: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/106: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/106: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/106: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/106: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/106: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/106: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/106: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/106: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/106: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/106: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/106: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/106: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/106: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/106: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/106: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/106: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/106: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/106: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/106: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/106: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/106: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/106: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/106: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/106: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/106: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/106: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/106: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/106: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/106: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/106: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/106: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/106: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/106: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/106: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/106: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/106: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/106: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/106: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/106: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/106: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/106: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/106: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/106: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/106: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/106: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/106: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/106: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/106: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/106: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/106: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/106: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/106: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 106/106: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 105\n", "Testing predictor 1/105: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/105: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/105: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/105: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/105: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/105: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/105: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/105: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/105: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/105: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/105: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/105: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/105: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/105: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/105: symracismq7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/105: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/105: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/105: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/105: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/105: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/105: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/105: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/105: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/105: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/105: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/105: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/105: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/105: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/105: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/105: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/105: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/105: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/105: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/105: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/105: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/105: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/105: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/105: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/105: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/105: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/105: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/105: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/105: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/105: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/105: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/105: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/105: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/105: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/105: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/105: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/105: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/105: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/105: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/105: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/105: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/105: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/105: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/105: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/105: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/105: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/105: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/105: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/105: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/105: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/105: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/105: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/105: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/105: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/105: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/105: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/105: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/105: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/105: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/105: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/105: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/105: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/105: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/105: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/105: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/105: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/105: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/105: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/105: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/105: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/105: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/105: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/105: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/105: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/105: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/105: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/105: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/105: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/105: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/105: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/105: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/105: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/105: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/105: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/105: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/105: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/105: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/105: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/105: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/105: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 105/105: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 104\n", "Testing predictor 1/104: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/104: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/104: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/104: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/104: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/104: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/104: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/104: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/104: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/104: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/104: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/104: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/104: loveschildren\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/104: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/104: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/104: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/104: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/104: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/104: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/104: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/104: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/104: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/104: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/104: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/104: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/104: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/104: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/104: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/104: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/104: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/104: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/104: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/104: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/104: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/104: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/104: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/104: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/104: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/104: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/104: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/104: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/104: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/104: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/104: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/104: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/104: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/104: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/104: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/104: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/104: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/104: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/104: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/104: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/104: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/104: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/104: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/104: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/104: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/104: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/104: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/104: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/104: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/104: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/104: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/104: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/104: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/104: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/104: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/104: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/104: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/104: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/104: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/104: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/104: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/104: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/104: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/104: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/104: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/104: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/104: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/104: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/104: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/104: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/104: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/104: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/104: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/104: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/104: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/104: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/104: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/104: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/104: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/104: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/104: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/104: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/104: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/104: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/104: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/104: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/104: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/104: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/104: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/104: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 104/104: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 103\n", "Testing predictor 1/103: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/103: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/103: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/103: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/103: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/103: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/103: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/103: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/103: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/103: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/103: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/103: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/103: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/103: symracismq8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/103: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/103: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/103: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/103: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/103: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/103: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/103: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/103: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/103: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/103: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/103: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/103: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/103: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/103: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/103: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/103: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/103: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/103: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/103: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/103: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/103: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/103: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/103: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/103: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/103: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/103: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/103: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/103: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/103: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/103: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/103: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/103: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/103: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/103: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/103: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/103: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/103: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/103: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/103: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/103: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/103: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/103: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/103: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/103: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/103: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/103: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/103: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/103: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/103: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/103: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/103: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/103: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/103: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/103: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/103: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/103: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/103: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/103: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/103: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/103: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/103: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/103: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/103: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/103: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/103: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/103: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/103: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/103: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/103: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/103: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/103: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/103: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/103: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/103: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/103: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/103: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/103: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/103: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/103: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/103: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/103: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/103: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/103: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/103: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/103: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/103: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/103: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/103: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 103/103: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 102\n", "Testing predictor 1/102: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/102: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/102: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/102: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/102: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/102: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/102: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/102: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/102: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/102: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/102: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/102: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/102: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/102: bsri\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/102: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/102: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/102: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/102: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/102: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/102: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/102: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/102: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/102: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/102: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/102: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/102: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/102: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/102: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/102: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/102: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/102: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/102: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/102: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/102: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/102: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/102: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/102: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/102: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/102: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/102: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/102: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/102: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/102: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/102: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/102: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/102: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/102: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/102: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/102: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/102: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/102: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/102: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/102: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/102: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/102: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/102: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/102: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/102: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/102: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/102: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/102: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/102: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/102: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/102: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/102: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/102: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/102: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/102: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/102: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/102: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/102: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/102: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/102: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/102: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/102: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/102: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/102: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/102: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/102: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/102: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/102: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/102: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/102: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/102: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/102: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/102: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/102: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/102: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/102: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/102: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/102: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/102: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/102: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/102: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/102: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/102: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/102: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/102: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/102: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/102: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/102: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 102/102: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 101\n", "Testing predictor 1/101: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/101: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/101: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/101: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/101: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/101: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/101: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/101: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/101: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/101: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/101: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/101: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/101: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/101: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/101: Codermilitary\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/101: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/101: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/101: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/101: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/101: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/101: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/101: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/101: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/101: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/101: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/101: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/101: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/101: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/101: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/101: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/101: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/101: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/101: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/101: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/101: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/101: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/101: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/101: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/101: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/101: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/101: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/101: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/101: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/101: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/101: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/101: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/101: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/101: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/101: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/101: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/101: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/101: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/101: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/101: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/101: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/101: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/101: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/101: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/101: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/101: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/101: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/101: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/101: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/101: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/101: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/101: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/101: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/101: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/101: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/101: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/101: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/101: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/101: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/101: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/101: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/101: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/101: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/101: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/101: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/101: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/101: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/101: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/101: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/101: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/101: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/101: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/101: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/101: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/101: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/101: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/101: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/101: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/101: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/101: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/101: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/101: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/101: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/101: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/101: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/101: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 101/101: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 100\n", "Testing predictor 1/100: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/100: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/100: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/100: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/100: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/100: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/100: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/100: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/100: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/100: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/100: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/100: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/100: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/100: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/100: Closefriendspolice\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/100: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/100: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/100: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/100: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/100: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/100: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/100: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/100: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/100: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/100: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/100: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/100: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/100: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/100: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/100: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/100: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/100: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/100: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/100: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/100: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/100: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/100: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/100: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/100: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/100: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/100: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/100: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/100: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/100: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/100: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/100: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/100: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/100: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/100: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/100: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/100: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/100: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/100: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/100: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/100: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/100: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/100: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/100: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/100: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/100: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/100: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/100: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/100: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/100: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/100: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/100: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/100: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/100: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/100: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/100: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/100: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/100: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/100: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/100: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/100: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/100: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/100: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/100: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/100: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/100: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/100: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/100: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/100: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/100: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/100: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/100: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/100: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/100: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/100: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/100: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/100: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/100: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/100: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/100: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/100: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/100: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/100: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/100: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/100: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 100/100: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 99\n", "Testing predictor 1/99: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/99: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/99: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/99: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/99: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/99: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/99: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/99: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/99: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/99: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/99: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/99: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/99: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/99: Codergender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/99: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/99: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/99: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/99: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/99: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/99: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/99: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/99: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/99: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/99: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/99: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/99: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/99: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/99: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/99: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/99: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/99: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/99: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/99: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/99: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/99: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/99: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/99: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/99: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/99: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/99: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/99: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/99: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/99: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/99: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/99: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/99: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/99: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/99: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/99: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/99: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/99: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/99: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/99: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/99: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/99: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/99: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/99: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/99: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/99: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/99: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/99: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/99: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/99: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/99: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/99: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/99: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/99: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/99: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/99: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/99: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/99: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/99: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/99: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/99: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/99: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/99: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/99: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/99: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/99: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/99: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/99: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/99: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/99: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/99: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/99: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/99: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/99: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/99: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/99: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/99: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/99: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/99: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/99: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/99: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/99: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/99: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/99: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/99: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 99/99: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 98\n", "Testing predictor 1/98: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/98: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/98: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/98: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/98: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/98: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/98: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/98: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/98: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/98: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/98: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/98: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/98: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/98: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/98: isdup\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/98: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/98: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/98: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/98: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/98: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/98: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/98: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/98: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/98: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/98: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/98: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/98: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/98: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/98: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/98: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/98: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/98: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/98: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/98: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/98: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/98: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/98: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/98: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/98: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/98: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/98: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/98: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/98: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/98: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/98: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/98: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/98: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/98: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/98: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/98: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/98: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/98: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/98: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/98: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/98: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/98: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/98: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/98: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/98: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/98: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/98: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/98: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/98: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/98: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/98: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/98: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/98: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/98: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/98: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/98: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/98: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/98: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/98: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/98: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/98: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/98: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/98: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/98: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/98: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/98: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/98: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/98: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/98: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/98: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/98: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/98: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/98: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/98: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/98: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/98: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/98: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/98: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/98: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/98: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/98: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/98: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/98: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 98/98: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 97\n", "Testing predictor 1/97: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/97: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/97: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/97: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/97: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/97: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/97: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/97: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/97: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/97: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/97: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/97: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/97: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/97: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/97: less5mintocode\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/97: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/97: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/97: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/97: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/97: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/97: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/97: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/97: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/97: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/97: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/97: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/97: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/97: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/97: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/97: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/97: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/97: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/97: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/97: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/97: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/97: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/97: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/97: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/97: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/97: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/97: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/97: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/97: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/97: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/97: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/97: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/97: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/97: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/97: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/97: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/97: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/97: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/97: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/97: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/97: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/97: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/97: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/97: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/97: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/97: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/97: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/97: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/97: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/97: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/97: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/97: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/97: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/97: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/97: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/97: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/97: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/97: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/97: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/97: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/97: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/97: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/97: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/97: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/97: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/97: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/97: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/97: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/97: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/97: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/97: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/97: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/97: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/97: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/97: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/97: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/97: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/97: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/97: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/97: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/97: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/97: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 97/97: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 96\n", "Testing predictor 1/96: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/96: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/96: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/96: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/96: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/96: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/96: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/96: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/96: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/96: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/96: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/96: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/96: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/96: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/96: PoliceQ1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/96: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/96: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/96: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/96: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/96: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/96: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/96: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/96: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/96: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/96: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/96: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/96: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/96: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/96: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/96: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/96: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/96: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/96: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/96: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/96: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/96: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/96: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/96: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/96: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/96: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/96: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/96: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/96: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/96: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/96: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/96: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/96: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/96: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/96: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/96: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/96: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/96: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/96: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/96: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/96: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/96: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/96: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/96: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/96: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/96: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/96: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/96: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/96: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/96: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/96: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/96: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/96: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/96: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/96: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/96: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/96: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/96: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/96: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/96: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/96: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/96: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/96: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/96: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/96: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/96: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/96: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/96: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/96: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/96: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/96: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/96: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/96: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/96: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/96: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/96: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/96: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/96: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/96: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/96: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/96: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 96/96: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 95\n", "Testing predictor 1/95: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/95: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/95: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/95: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/95: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/95: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/95: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/95: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/95: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/95: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/95: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/95: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/95: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/95: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/95: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/95: PoliceQ3\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/95: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/95: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/95: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/95: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/95: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/95: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/95: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/95: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/95: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/95: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/95: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/95: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/95: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/95: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/95: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/95: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/95: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/95: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/95: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/95: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/95: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/95: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/95: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/95: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/95: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/95: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/95: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/95: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/95: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/95: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/95: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/95: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/95: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/95: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/95: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/95: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/95: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/95: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/95: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/95: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/95: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/95: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/95: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/95: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/95: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/95: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/95: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/95: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/95: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/95: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/95: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/95: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/95: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/95: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/95: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/95: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/95: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/95: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/95: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/95: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/95: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/95: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/95: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/95: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/95: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/95: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/95: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/95: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/95: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/95: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/95: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/95: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/95: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/95: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/95: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/95: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/95: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/95: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 95/95: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 94\n", "Testing predictor 1/94: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/94: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/94: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/94: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/94: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/94: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/94: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/94: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/94: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/94: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/94: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/94: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/94: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/94: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/94: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/94: PoliceQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/94: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/94: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/94: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/94: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/94: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/94: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/94: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/94: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/94: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/94: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/94: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/94: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/94: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/94: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/94: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/94: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/94: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/94: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/94: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/94: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/94: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/94: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/94: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/94: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/94: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/94: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/94: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/94: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/94: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/94: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/94: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/94: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/94: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/94: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/94: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/94: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/94: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/94: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/94: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/94: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/94: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/94: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/94: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/94: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/94: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/94: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/94: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/94: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/94: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/94: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/94: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/94: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/94: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/94: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/94: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/94: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/94: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/94: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/94: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/94: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/94: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/94: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/94: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/94: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/94: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/94: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/94: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/94: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/94: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/94: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/94: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/94: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/94: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/94: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/94: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/94: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/94: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 94/94: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 93\n", "Testing predictor 1/93: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/93: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/93: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/93: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/93: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/93: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/93: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/93: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/93: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/93: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/93: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/93: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/93: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/93: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/93: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/93: PoliceQ5\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/93: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/93: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/93: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/93: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/93: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/93: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/93: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/93: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/93: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/93: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/93: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/93: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/93: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/93: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/93: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/93: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/93: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/93: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/93: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/93: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/93: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/93: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/93: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/93: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/93: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/93: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/93: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/93: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/93: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/93: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/93: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/93: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/93: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/93: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/93: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/93: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/93: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/93: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/93: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/93: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/93: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/93: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/93: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/93: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/93: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/93: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/93: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/93: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/93: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/93: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/93: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/93: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/93: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/93: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/93: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/93: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/93: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/93: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/93: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/93: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/93: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/93: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/93: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/93: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/93: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/93: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/93: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/93: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/93: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/93: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/93: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/93: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/93: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/93: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/93: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/93: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 93/93: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 92\n", "Testing predictor 1/92: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/92: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/92: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/92: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/92: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/92: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/92: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/92: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/92: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/92: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/92: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/92: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/92: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/92: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/92: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/92: PoliceQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/92: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/92: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/92: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/92: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/92: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/92: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/92: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/92: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/92: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/92: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/92: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/92: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/92: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/92: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/92: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/92: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/92: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/92: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/92: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/92: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/92: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/92: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/92: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/92: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/92: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/92: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/92: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/92: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/92: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/92: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/92: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/92: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/92: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/92: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/92: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/92: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/92: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/92: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/92: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/92: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/92: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/92: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/92: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/92: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/92: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/92: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/92: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/92: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/92: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/92: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/92: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/92: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/92: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/92: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/92: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/92: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/92: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/92: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/92: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/92: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/92: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/92: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/92: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/92: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/92: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/92: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/92: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/92: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/92: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/92: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/92: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/92: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/92: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/92: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/92: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 92/92: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 91\n", "Testing predictor 1/91: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/91: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/91: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/91: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/91: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/91: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/91: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/91: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/91: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/91: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/91: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/91: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/91: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/91: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/91: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/91: PoliceQ7\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/91: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/91: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/91: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/91: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/91: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/91: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/91: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/91: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/91: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/91: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/91: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/91: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/91: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/91: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/91: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/91: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/91: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/91: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/91: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/91: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/91: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/91: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/91: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/91: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/91: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/91: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/91: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/91: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/91: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/91: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/91: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/91: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/91: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/91: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/91: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/91: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/91: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/91: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/91: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/91: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/91: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/91: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/91: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/91: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/91: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/91: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/91: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/91: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/91: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/91: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/91: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/91: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/91: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/91: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/91: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/91: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/91: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/91: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/91: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/91: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/91: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/91: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/91: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/91: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/91: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/91: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/91: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/91: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/91: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/91: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/91: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/91: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/91: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/91: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 91/91: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 90\n", "Testing predictor 1/90: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/90: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/90: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/90: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/90: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/90: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/90: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/90: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/90: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/90: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/90: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/90: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/90: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/90: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/90: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/90: PoliceQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/90: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/90: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/90: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/90: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/90: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/90: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/90: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/90: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/90: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/90: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/90: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/90: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/90: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/90: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/90: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/90: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/90: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/90: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/90: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/90: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/90: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/90: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/90: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/90: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/90: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/90: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/90: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/90: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/90: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/90: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/90: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/90: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/90: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/90: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/90: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/90: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/90: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/90: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/90: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/90: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/90: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/90: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/90: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/90: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/90: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/90: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/90: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/90: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/90: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/90: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/90: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/90: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/90: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/90: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/90: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/90: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/90: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/90: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/90: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/90: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/90: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/90: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/90: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/90: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/90: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/90: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/90: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/90: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/90: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/90: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/90: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/90: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/90: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 90/90: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 89\n", "Testing predictor 1/89: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/89: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/89: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/89: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/89: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/89: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/89: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/89: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/89: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/89: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/89: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/89: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/89: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/89: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/89: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/89: PoliceQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/89: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/89: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/89: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/89: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/89: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/89: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/89: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/89: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/89: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/89: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/89: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/89: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/89: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/89: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/89: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/89: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/89: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/89: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/89: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/89: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/89: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/89: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/89: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/89: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/89: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/89: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/89: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/89: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/89: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/89: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/89: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/89: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/89: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/89: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/89: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/89: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/89: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/89: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/89: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/89: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/89: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/89: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/89: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/89: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/89: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/89: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/89: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/89: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/89: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/89: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/89: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/89: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/89: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/89: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/89: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/89: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/89: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/89: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/89: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/89: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/89: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/89: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/89: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/89: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/89: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/89: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/89: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/89: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/89: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/89: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/89: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/89: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 89/89: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 88\n", "Testing predictor 1/88: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/88: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/88: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/88: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/88: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/88: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/88: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/88: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/88: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/88: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/88: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/88: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/88: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/88: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/88: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/88: PoliceQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/88: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/88: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/88: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/88: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/88: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/88: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/88: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/88: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/88: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/88: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/88: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/88: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/88: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/88: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/88: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/88: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/88: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/88: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/88: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/88: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/88: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/88: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/88: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/88: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/88: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/88: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/88: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/88: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/88: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/88: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/88: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/88: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/88: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/88: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/88: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/88: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/88: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/88: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/88: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/88: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/88: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/88: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/88: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/88: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/88: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/88: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/88: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/88: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/88: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/88: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/88: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/88: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/88: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/88: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/88: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/88: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/88: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/88: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/88: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/88: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/88: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/88: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/88: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/88: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/88: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/88: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/88: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/88: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/88: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/88: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/88: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 88/88: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 87\n", "Testing predictor 1/87: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/87: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/87: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/87: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/87: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/87: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/87: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/87: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/87: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/87: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/87: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/87: individualistic\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/87: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/87: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/87: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/87: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/87: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/87: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/87: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/87: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/87: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/87: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/87: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/87: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/87: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/87: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/87: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/87: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/87: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/87: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/87: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/87: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/87: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/87: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/87: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/87: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/87: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/87: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/87: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/87: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/87: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/87: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/87: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/87: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/87: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/87: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/87: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/87: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/87: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/87: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/87: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/87: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/87: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/87: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/87: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/87: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/87: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/87: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/87: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/87: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/87: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/87: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/87: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/87: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/87: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/87: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/87: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/87: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/87: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/87: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/87: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/87: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/87: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/87: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/87: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/87: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/87: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/87: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/87: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/87: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/87: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/87: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/87: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/87: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/87: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/87: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 87/87: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 86\n", "Testing predictor 1/86: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/86: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/86: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/86: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/86: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/86: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/86: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/86: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/86: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/86: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/86: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/86: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/86: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/86: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/86: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/86: BlackSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/86: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/86: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/86: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/86: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/86: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/86: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/86: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/86: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/86: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/86: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/86: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/86: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/86: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/86: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/86: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/86: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/86: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/86: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/86: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/86: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/86: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/86: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/86: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/86: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/86: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/86: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/86: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/86: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/86: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/86: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/86: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/86: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/86: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/86: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/86: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/86: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/86: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/86: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/86: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/86: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/86: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/86: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/86: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/86: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/86: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/86: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/86: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/86: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/86: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/86: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/86: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/86: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/86: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/86: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/86: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/86: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/86: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/86: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/86: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/86: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/86: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/86: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/86: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/86: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/86: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/86: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/86: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/86: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/86: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 86/86: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 85\n", "Testing predictor 1/85: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/85: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/85: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/85: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/85: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/85: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/85: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/85: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/85: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/85: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/85: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/85: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/85: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/85: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/85: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/85: AmerIndAlNatSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/85: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/85: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/85: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/85: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/85: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/85: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/85: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/85: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/85: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/85: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/85: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/85: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/85: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/85: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/85: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/85: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/85: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/85: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/85: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/85: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/85: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/85: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/85: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/85: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/85: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/85: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/85: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/85: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/85: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/85: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/85: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/85: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/85: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/85: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/85: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/85: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/85: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/85: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/85: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/85: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/85: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/85: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/85: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/85: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/85: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/85: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/85: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/85: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/85: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/85: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/85: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/85: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/85: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/85: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/85: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/85: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/85: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/85: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/85: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/85: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/85: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/85: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/85: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/85: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/85: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/85: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/85: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/85: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 85/85: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 84\n", "Testing predictor 1/84: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/84: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/84: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/84: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/84: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/84: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/84: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/84: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/84: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/84: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/84: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/84: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/84: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/84: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/84: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/84: NatHiPacIsSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/84: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/84: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/84: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/84: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/84: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/84: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/84: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/84: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/84: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/84: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/84: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/84: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/84: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/84: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/84: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/84: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/84: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/84: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/84: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/84: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/84: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/84: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/84: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/84: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/84: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/84: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/84: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/84: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/84: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/84: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/84: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/84: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/84: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/84: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/84: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/84: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/84: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/84: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/84: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/84: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/84: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/84: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/84: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/84: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/84: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/84: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/84: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/84: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/84: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/84: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/84: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/84: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/84: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/84: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/84: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/84: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/84: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/84: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/84: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/84: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/84: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/84: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/84: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/84: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/84: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/84: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/84: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 84/84: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 83\n", "Testing predictor 1/83: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/83: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/83: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/83: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/83: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/83: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/83: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/83: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/83: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/83: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/83: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/83: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/83: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/83: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/83: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/83: AsianSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/83: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/83: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/83: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/83: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/83: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/83: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/83: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/83: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/83: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/83: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/83: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/83: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/83: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/83: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/83: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/83: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/83: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/83: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/83: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/83: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/83: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/83: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/83: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/83: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/83: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/83: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/83: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/83: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/83: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/83: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/83: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/83: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/83: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/83: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/83: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/83: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/83: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/83: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/83: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/83: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/83: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/83: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/83: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/83: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/83: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/83: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/83: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/83: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/83: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/83: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/83: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/83: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/83: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/83: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/83: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/83: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/83: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/83: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/83: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/83: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/83: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/83: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/83: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/83: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/83: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/83: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 83/83: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 82\n", "Testing predictor 1/82: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/82: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/82: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/82: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/82: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/82: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/82: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/82: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/82: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/82: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/82: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/82: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/82: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/82: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/82: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/82: MidEasternSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/82: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/82: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/82: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/82: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/82: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/82: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/82: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/82: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/82: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/82: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/82: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/82: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/82: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/82: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/82: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/82: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/82: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/82: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/82: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/82: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/82: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/82: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/82: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/82: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/82: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/82: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/82: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/82: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/82: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/82: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/82: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/82: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/82: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/82: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/82: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/82: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/82: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/82: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/82: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/82: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/82: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/82: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/82: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/82: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/82: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/82: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/82: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/82: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/82: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/82: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/82: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/82: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/82: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/82: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/82: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/82: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/82: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/82: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/82: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/82: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/82: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/82: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/82: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/82: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/82: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 82/82: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 81\n", "Testing predictor 1/81: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/81: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/81: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/81: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/81: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/81: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/81: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/81: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/81: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/81: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/81: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/81: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/81: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/81: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/81: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/81: UnknownRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/81: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/81: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/81: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/81: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/81: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/81: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/81: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/81: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/81: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/81: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/81: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/81: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/81: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/81: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/81: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/81: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/81: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/81: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/81: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/81: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/81: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/81: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/81: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/81: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/81: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/81: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/81: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/81: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/81: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/81: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/81: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/81: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/81: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/81: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/81: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/81: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/81: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/81: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/81: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/81: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/81: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/81: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/81: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/81: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/81: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/81: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/81: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/81: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/81: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/81: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/81: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/81: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/81: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/81: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/81: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/81: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/81: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/81: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/81: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/81: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/81: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/81: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/81: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/81: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 81/81: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 80\n", "Testing predictor 1/80: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/80: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/80: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/80: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/80: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/80: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/80: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/80: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/80: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/80: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/80: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/80: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/80: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/80: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/80: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/80: OtherRaceSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/80: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/80: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/80: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/80: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/80: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/80: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/80: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/80: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/80: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/80: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/80: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/80: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/80: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/80: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/80: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/80: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/80: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/80: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/80: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/80: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/80: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/80: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/80: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/80: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/80: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/80: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/80: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/80: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/80: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/80: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/80: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/80: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/80: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/80: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/80: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/80: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/80: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/80: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/80: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/80: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/80: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/80: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/80: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/80: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/80: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/80: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/80: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/80: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/80: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/80: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/80: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/80: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/80: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/80: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/80: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/80: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/80: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/80: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/80: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/80: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/80: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/80: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/80: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 80/80: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 79\n", "Testing predictor 1/79: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/79: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/79: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/79: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/79: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/79: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/79: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/79: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/79: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/79: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/79: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/79: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/79: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/79: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/79: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/79: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/79: FemaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/79: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/79: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/79: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/79: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/79: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/79: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/79: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/79: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/79: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/79: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/79: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/79: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/79: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/79: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/79: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/79: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/79: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/79: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/79: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/79: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/79: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/79: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/79: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/79: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/79: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/79: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/79: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/79: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/79: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/79: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/79: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/79: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/79: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/79: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/79: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/79: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/79: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/79: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/79: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/79: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/79: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/79: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/79: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/79: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/79: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/79: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/79: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/79: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/79: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/79: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/79: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/79: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/79: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/79: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/79: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/79: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/79: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/79: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/79: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/79: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/79: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 79/79: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 78\n", "Testing predictor 1/78: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/78: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/78: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/78: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/78: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/78: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/78: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/78: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/78: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/78: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/78: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/78: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/78: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/78: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/78: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/78: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/78: MaleSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/78: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/78: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/78: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/78: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/78: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/78: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/78: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/78: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/78: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/78: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/78: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/78: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/78: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/78: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/78: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/78: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/78: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/78: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/78: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/78: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/78: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/78: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/78: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/78: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/78: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/78: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/78: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/78: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/78: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/78: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/78: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/78: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/78: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/78: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/78: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/78: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/78: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/78: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/78: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/78: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/78: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/78: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/78: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/78: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/78: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/78: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/78: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/78: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/78: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/78: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/78: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/78: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/78: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/78: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/78: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/78: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/78: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/78: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/78: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/78: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 78/78: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 77\n", "Testing predictor 1/77: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/77: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/77: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/77: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/77: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/77: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/77: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/77: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/77: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/77: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/77: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/77: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/77: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/77: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/77: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/77: UnknownSuspectGender\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/77: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/77: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/77: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/77: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/77: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/77: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/77: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/77: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/77: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/77: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/77: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/77: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/77: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/77: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/77: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/77: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/77: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/77: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/77: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/77: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/77: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/77: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/77: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/77: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/77: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/77: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/77: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/77: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/77: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/77: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/77: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/77: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/77: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/77: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/77: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/77: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/77: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/77: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/77: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/77: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/77: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/77: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/77: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/77: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/77: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/77: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/77: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/77: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/77: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/77: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/77: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/77: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/77: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/77: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/77: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/77: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/77: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/77: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/77: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/77: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 77/77: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 76\n", "Testing predictor 1/76: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/76: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/76: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/76: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/76: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/76: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/76: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/76: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/76: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/76: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/76: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/76: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/76: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/76: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/76: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/76: OffVerbalThreat\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/76: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/76: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/76: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/76: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/76: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/76: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/76: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/76: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/76: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/76: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/76: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/76: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/76: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/76: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/76: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/76: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/76: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/76: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/76: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/76: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/76: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/76: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/76: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/76: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/76: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/76: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/76: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/76: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/76: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/76: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/76: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/76: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/76: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/76: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/76: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/76: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/76: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/76: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/76: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/76: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/76: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/76: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/76: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/76: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/76: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/76: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/76: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/76: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/76: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/76: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/76: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/76: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/76: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/76: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/76: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/76: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/76: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/76: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/76: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 76/76: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 75\n", "Testing predictor 1/75: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/75: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/75: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/75: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/75: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/75: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/75: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/75: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/75: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/75: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/75: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/75: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/75: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/75: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/75: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/75: OffPatDown\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/75: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/75: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/75: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/75: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/75: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/75: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/75: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/75: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/75: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/75: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/75: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/75: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/75: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/75: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/75: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/75: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/75: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/75: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/75: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/75: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/75: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/75: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/75: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/75: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/75: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/75: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/75: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/75: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/75: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/75: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/75: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/75: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/75: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/75: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/75: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/75: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/75: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/75: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/75: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/75: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/75: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/75: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/75: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/75: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/75: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/75: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/75: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/75: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/75: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/75: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/75: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/75: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/75: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/75: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/75: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/75: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/75: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/75: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 75/75: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 74\n", "Testing predictor 1/74: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/74: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/74: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/74: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/74: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/74: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/74: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/74: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/74: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/74: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/74: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/74: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/74: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/74: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/74: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/74: OffFirmGrip\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/74: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/74: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/74: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/74: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/74: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/74: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/74: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/74: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/74: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/74: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/74: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/74: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/74: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/74: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/74: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/74: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/74: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/74: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/74: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/74: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/74: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/74: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/74: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/74: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/74: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/74: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/74: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/74: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/74: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/74: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/74: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/74: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/74: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/74: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/74: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/74: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/74: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/74: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/74: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/74: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/74: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/74: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/74: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/74: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/74: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/74: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/74: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/74: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/74: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/74: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/74: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/74: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/74: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/74: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/74: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/74: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/74: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 74/74: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 73\n", "Testing predictor 1/73: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/73: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/73: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/73: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/73: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/73: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/73: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/73: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/73: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/73: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/73: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/73: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/73: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/73: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/73: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/73: OffPainCompliance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/73: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/73: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/73: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/73: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/73: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/73: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/73: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/73: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/73: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/73: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/73: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/73: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/73: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/73: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/73: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/73: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/73: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/73: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/73: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/73: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/73: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/73: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/73: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/73: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/73: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/73: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/73: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/73: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/73: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/73: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/73: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/73: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/73: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/73: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/73: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/73: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/73: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/73: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/73: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/73: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/73: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/73: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/73: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/73: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/73: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/73: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/73: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/73: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/73: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/73: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/73: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/73: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/73: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/73: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/73: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/73: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 73/73: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 72\n", "Testing predictor 1/72: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/72: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/72: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/72: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/72: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/72: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/72: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/72: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/72: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/72: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/72: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/72: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/72: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/72: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/72: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/72: OffControlPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/72: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/72: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/72: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/72: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/72: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/72: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/72: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/72: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/72: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/72: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/72: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/72: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/72: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/72: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/72: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/72: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/72: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/72: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/72: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/72: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/72: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/72: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/72: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/72: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/72: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/72: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/72: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/72: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/72: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/72: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/72: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/72: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/72: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/72: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/72: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/72: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/72: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/72: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/72: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/72: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/72: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/72: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/72: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/72: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/72: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/72: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/72: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/72: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/72: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/72: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/72: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/72: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/72: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/72: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/72: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 72/72: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 71\n", "Testing predictor 1/71: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/71: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/71: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/71: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/71: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/71: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/71: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/71: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/71: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/71: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/71: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/71: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/71: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/71: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/71: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/71: OffUncontrolPushThrow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/71: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/71: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/71: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/71: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/71: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/71: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/71: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/71: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/71: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/71: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/71: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/71: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/71: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/71: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/71: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/71: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/71: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/71: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/71: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/71: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/71: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/71: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/71: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/71: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/71: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/71: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/71: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/71: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/71: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/71: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/71: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/71: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/71: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/71: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/71: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/71: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/71: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/71: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/71: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/71: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/71: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/71: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/71: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/71: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/71: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/71: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/71: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/71: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/71: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/71: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/71: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/71: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/71: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/71: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 71/71: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 70\n", "Testing predictor 1/70: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/70: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/70: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/70: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/70: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/70: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/70: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/70: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/70: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/70: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/70: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/70: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/70: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/70: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/70: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/70: OffLVNR\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/70: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/70: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/70: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/70: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/70: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/70: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/70: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/70: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/70: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/70: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/70: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/70: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/70: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/70: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/70: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/70: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/70: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/70: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/70: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/70: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/70: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/70: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/70: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/70: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/70: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/70: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/70: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/70: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/70: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/70: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/70: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/70: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/70: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/70: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/70: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/70: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/70: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/70: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/70: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/70: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/70: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/70: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/70: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/70: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/70: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/70: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/70: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/70: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/70: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/70: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/70: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/70: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/70: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 70/70: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 69\n", "Testing predictor 1/69: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/69: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/69: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/69: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/69: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/69: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/69: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/69: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/69: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/69: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/69: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/69: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/69: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/69: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/69: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/69: OffStrikeHandsFeet\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/69: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/69: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/69: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/69: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/69: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/69: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/69: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/69: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/69: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/69: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/69: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/69: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/69: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/69: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/69: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/69: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/69: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/69: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/69: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/69: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/69: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/69: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/69: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/69: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/69: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/69: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/69: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/69: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/69: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/69: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/69: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/69: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/69: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/69: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/69: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/69: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/69: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/69: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/69: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/69: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/69: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/69: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/69: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/69: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/69: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/69: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/69: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/69: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/69: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/69: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/69: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/69: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 69/69: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 68\n", "Testing predictor 1/68: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/68: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/68: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/68: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/68: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/68: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/68: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/68: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/68: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/68: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/68: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/68: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/68: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/68: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/68: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/68: OffStrikeInstrument\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/68: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/68: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/68: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/68: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/68: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/68: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/68: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/68: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/68: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/68: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/68: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/68: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/68: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/68: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/68: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/68: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/68: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/68: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/68: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/68: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/68: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/68: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/68: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/68: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/68: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/68: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/68: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/68: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/68: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/68: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/68: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/68: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/68: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/68: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/68: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/68: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/68: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/68: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/68: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/68: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/68: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/68: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/68: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/68: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/68: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/68: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/68: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/68: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/68: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/68: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/68: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 68/68: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 67\n", "Testing predictor 1/67: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/67: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/67: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/67: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/67: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/67: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/67: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/67: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/67: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/67: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/67: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/67: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/67: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/67: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/67: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/67: OffUnknownForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/67: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/67: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/67: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/67: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/67: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/67: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/67: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/67: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/67: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/67: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/67: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/67: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/67: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/67: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/67: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/67: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/67: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/67: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/67: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/67: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/67: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/67: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/67: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/67: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/67: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/67: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/67: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/67: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/67: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/67: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/67: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/67: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/67: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/67: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/67: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/67: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/67: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/67: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/67: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/67: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/67: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/67: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/67: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/67: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/67: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/67: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/67: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/67: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/67: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/67: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 67/67: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 66\n", "Testing predictor 1/66: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/66: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/66: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/66: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/66: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/66: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/66: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/66: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/66: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/66: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/66: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/66: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/66: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/66: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/66: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/66: OffTaser\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/66: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/66: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/66: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/66: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/66: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/66: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/66: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/66: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/66: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/66: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/66: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/66: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/66: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/66: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/66: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/66: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/66: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/66: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/66: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/66: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/66: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/66: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/66: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/66: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/66: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/66: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/66: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/66: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/66: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/66: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/66: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/66: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/66: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/66: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/66: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/66: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/66: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/66: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/66: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/66: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/66: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/66: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/66: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/66: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/66: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/66: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/66: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/66: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/66: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 66/66: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 65\n", "Testing predictor 1/65: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/65: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/65: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/65: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/65: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/65: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/65: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/65: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/65: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/65: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/65: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/65: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/65: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/65: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/65: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/65: OffPepperSpray\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/65: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/65: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/65: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/65: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/65: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/65: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/65: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/65: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/65: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/65: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/65: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/65: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/65: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/65: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/65: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/65: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/65: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/65: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/65: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/65: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/65: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/65: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/65: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/65: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/65: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/65: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/65: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/65: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/65: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/65: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/65: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/65: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/65: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/65: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/65: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/65: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/65: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/65: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/65: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/65: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/65: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/65: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/65: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/65: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/65: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/65: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/65: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/65: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 65/65: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 64\n", "Testing predictor 1/64: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/64: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/64: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/64: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/64: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/64: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/64: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/64: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/64: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/64: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/64: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/64: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/64: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/64: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/64: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/64: OffFirearmDrawn\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/64: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/64: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/64: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/64: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/64: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/64: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/64: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/64: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/64: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/64: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/64: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/64: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/64: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/64: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/64: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/64: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/64: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/64: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/64: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/64: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/64: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/64: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/64: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/64: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/64: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/64: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/64: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/64: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/64: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/64: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/64: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/64: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/64: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/64: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/64: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/64: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/64: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/64: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/64: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/64: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/64: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/64: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/64: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/64: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/64: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/64: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/64: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 64/64: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 63\n", "Testing predictor 1/63: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/63: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/63: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/63: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/63: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/63: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/63: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/63: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/63: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/63: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/63: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/63: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/63: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/63: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/63: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/63: OffFirearmUsed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/63: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/63: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/63: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/63: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/63: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/63: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/63: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/63: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/63: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/63: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/63: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/63: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/63: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/63: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/63: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/63: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/63: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/63: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/63: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/63: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/63: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/63: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/63: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/63: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/63: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/63: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/63: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/63: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/63: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/63: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/63: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/63: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/63: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/63: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/63: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/63: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/63: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/63: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/63: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/63: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/63: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/63: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/63: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/63: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/63: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/63: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 63/63: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 62\n", "Testing predictor 1/62: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/62: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/62: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/62: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/62: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/62: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/62: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/62: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/62: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/62: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/62: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/62: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/62: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/62: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/62: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/62: OffDisplayNonLethal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/62: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/62: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/62: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/62: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/62: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/62: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/62: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/62: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/62: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/62: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/62: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/62: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/62: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/62: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/62: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/62: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/62: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/62: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/62: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/62: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/62: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/62: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/62: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/62: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/62: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/62: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/62: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/62: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/62: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/62: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/62: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/62: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/62: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/62: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/62: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/62: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/62: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/62: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/62: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/62: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/62: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/62: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/62: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/62: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/62: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 62/62: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 61\n", "Testing predictor 1/61: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/61: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/61: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/61: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/61: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/61: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/61: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/61: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/61: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/61: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/61: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/61: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/61: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/61: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/61: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/61: OffUnknownForce2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/61: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/61: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/61: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/61: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/61: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/61: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/61: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/61: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/61: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/61: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/61: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/61: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/61: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/61: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/61: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/61: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/61: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/61: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/61: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/61: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/61: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/61: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/61: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/61: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/61: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/61: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/61: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/61: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/61: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/61: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/61: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/61: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/61: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/61: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/61: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/61: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/61: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/61: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/61: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/61: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/61: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/61: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/61: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/61: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 61/61: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 60\n", "Testing predictor 1/60: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/60: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/60: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/60: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/60: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/60: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/60: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/60: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/60: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/60: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/60: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/60: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/60: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/60: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/60: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/60: OffOtherForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/60: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/60: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/60: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/60: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/60: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/60: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/60: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/60: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/60: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/60: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/60: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/60: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/60: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/60: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/60: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/60: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/60: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/60: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/60: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/60: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/60: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/60: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/60: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/60: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/60: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/60: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/60: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/60: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/60: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/60: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/60: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/60: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/60: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/60: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/60: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/60: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/60: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/60: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/60: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/60: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/60: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/60: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/60: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 60/60: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 59\n", "Testing predictor 1/59: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/59: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/59: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/59: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/59: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/59: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/59: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/59: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/59: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/59: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/59: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/59: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/59: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/59: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/59: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/59: SuspectUnarmed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/59: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/59: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/59: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/59: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/59: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/59: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/59: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/59: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/59: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/59: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/59: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/59: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/59: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/59: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/59: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/59: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/59: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/59: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/59: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/59: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/59: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/59: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/59: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/59: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/59: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/59: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/59: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/59: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/59: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/59: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/59: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/59: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/59: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/59: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/59: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/59: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/59: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/59: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/59: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/59: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/59: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/59: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 59/59: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 58\n", "Testing predictor 1/58: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/58: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/58: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/58: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/58: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/58: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/58: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/58: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/58: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/58: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/58: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/58: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/58: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/58: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/58: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/58: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/58: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/58: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/58: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/58: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/58: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/58: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/58: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/58: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/58: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/58: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/58: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/58: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/58: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/58: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/58: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/58: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/58: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/58: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/58: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/58: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/58: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/58: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/58: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/58: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/58: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/58: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/58: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/58: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/58: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/58: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/58: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/58: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/58: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/58: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/58: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/58: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/58: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/58: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/58: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/58: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/58: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 58/58: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 57\n", "Testing predictor 1/57: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/57: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/57: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/57: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/57: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/57: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/57: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/57: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/57: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/57: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/57: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/57: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/57: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/57: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/57: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/57: SuspectUsingWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/57: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/57: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/57: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/57: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/57: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/57: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/57: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/57: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/57: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/57: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/57: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/57: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/57: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/57: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/57: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/57: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/57: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/57: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/57: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/57: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/57: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/57: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/57: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/57: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/57: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/57: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/57: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/57: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/57: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/57: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/57: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/57: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/57: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/57: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/57: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/57: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/57: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/57: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/57: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/57: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 57/57: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 56\n", "Testing predictor 1/56: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/56: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/56: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/56: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/56: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/56: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/56: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/56: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/56: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/56: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/56: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/56: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/56: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/56: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/56: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/56: OffFoundSuspectWeapon\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/56: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/56: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/56: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/56: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/56: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/56: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/56: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/56: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/56: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/56: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/56: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/56: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/56: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/56: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/56: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/56: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/56: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/56: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/56: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/56: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/56: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/56: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/56: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/56: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/56: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/56: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/56: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/56: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/56: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/56: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/56: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/56: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/56: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/56: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/56: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/56: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/56: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/56: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/56: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 56/56: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 55\n", "Testing predictor 1/55: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/55: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/55: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/55: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/55: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/55: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/55: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/55: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/55: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/55: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/55: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/55: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/55: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/55: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/55: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/55: SuspectWeaponOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/55: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/55: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/55: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/55: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/55: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/55: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/55: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/55: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/55: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/55: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/55: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/55: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/55: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/55: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/55: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/55: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/55: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/55: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/55: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/55: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/55: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/55: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/55: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/55: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/55: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/55: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/55: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/55: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/55: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/55: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/55: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/55: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/55: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/55: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/55: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/55: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/55: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/55: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 55/55: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 54\n", "Testing predictor 1/54: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/54: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/54: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/54: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/54: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/54: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/54: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/54: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/54: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/54: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/54: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/54: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/54: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/54: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/54: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/54: OffNoDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/54: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/54: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/54: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/54: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/54: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/54: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/54: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/54: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/54: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/54: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/54: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/54: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/54: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/54: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/54: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/54: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/54: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/54: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/54: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/54: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/54: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/54: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/54: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/54: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/54: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/54: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/54: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/54: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/54: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/54: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/54: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/54: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/54: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/54: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/54: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/54: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/54: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 54/54: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 53\n", "Testing predictor 1/53: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/53: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/53: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/53: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/53: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/53: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/53: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/53: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/53: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/53: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/53: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/53: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/53: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/53: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/53: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/53: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/53: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/53: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/53: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/53: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/53: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/53: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/53: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/53: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/53: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/53: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/53: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/53: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/53: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/53: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/53: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/53: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/53: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/53: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/53: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/53: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/53: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/53: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/53: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/53: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/53: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/53: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/53: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/53: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/53: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/53: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/53: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/53: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/53: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/53: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/53: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/53: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 53/53: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 52\n", "Testing predictor 1/52: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/52: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/52: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/52: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/52: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/52: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/52: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/52: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/52: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/52: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/52: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/52: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/52: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/52: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/52: WhiteSuspect\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/52: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/52: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/52: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/52: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/52: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/52: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/52: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/52: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/52: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/52: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/52: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/52: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/52: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/52: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/52: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/52: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/52: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/52: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/52: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/52: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/52: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/52: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/52: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/52: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/52: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/52: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/52: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/52: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/52: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/52: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/52: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/52: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/52: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/52: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/52: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/52: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 52/52: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 51\n", "Testing predictor 1/51: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/51: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/51: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/51: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/51: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/51: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/51: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/51: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/51: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/51: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/51: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/51: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/51: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/51: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/51: OffVerbalDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/51: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/51: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/51: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/51: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/51: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/51: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/51: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/51: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/51: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/51: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/51: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/51: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/51: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/51: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/51: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/51: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/51: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/51: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/51: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/51: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/51: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/51: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/51: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/51: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/51: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/51: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/51: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/51: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/51: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/51: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/51: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/51: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/51: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/51: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/51: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 51/51: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 50\n", "Testing predictor 1/50: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/50: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/50: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/50: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/50: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/50: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/50: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/50: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/50: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/50: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/50: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/50: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/50: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/50: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/50: OffOtherDeEscalation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/50: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/50: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/50: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/50: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/50: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/50: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/50: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/50: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/50: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/50: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/50: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/50: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/50: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/50: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/50: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/50: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/50: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/50: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/50: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/50: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/50: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/50: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/50: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/50: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/50: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/50: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/50: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/50: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/50: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/50: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/50: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/50: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/50: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/50: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 50/50: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 49\n", "Testing predictor 1/49: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/49: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/49: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/49: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/49: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/49: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/49: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/49: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/49: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/49: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/49: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/49: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/49: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/49: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/49: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/49: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/49: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/49: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/49: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/49: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/49: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/49: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/49: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/49: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/49: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/49: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/49: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/49: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/49: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/49: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/49: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/49: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/49: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/49: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/49: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/49: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/49: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/49: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/49: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/49: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/49: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/49: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/49: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/49: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/49: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/49: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/49: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/49: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 49/49: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 48\n", "Testing predictor 1/48: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/48: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/48: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/48: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/48: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/48: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/48: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/48: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/48: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/48: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/48: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/48: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/48: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/48: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/48: OffReassuringAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/48: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/48: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/48: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/48: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/48: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/48: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/48: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/48: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/48: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/48: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/48: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/48: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/48: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/48: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/48: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/48: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/48: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/48: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/48: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/48: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/48: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/48: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/48: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/48: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/48: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/48: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/48: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/48: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/48: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/48: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/48: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/48: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 48/48: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 47\n", "Testing predictor 1/47: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/47: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/47: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/47: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/47: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/47: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/47: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/47: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/47: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/47: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/47: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/47: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/47: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/47: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/47: OffAnnoyedAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/47: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/47: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/47: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/47: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/47: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/47: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/47: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/47: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/47: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/47: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/47: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/47: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/47: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/47: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/47: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/47: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/47: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/47: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/47: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/47: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/47: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/47: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/47: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/47: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/47: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/47: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/47: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/47: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/47: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/47: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/47: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 47/47: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 46\n", "Testing predictor 1/46: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/46: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/46: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/46: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/46: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/46: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/46: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/46: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/46: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/46: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/46: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/46: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/46: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/46: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/46: OffAngryAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/46: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/46: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/46: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/46: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/46: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/46: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/46: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/46: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/46: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/46: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/46: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/46: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/46: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/46: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/46: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/46: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/46: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/46: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/46: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/46: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/46: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/46: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/46: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/46: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/46: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/46: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/46: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/46: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/46: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/46: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 46/46: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 45\n", "Testing predictor 1/45: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/45: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/45: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/45: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/45: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/45: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/45: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/45: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/45: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/45: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/45: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/45: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/45: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/45: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/45: OffOtherAfterForce\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/45: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/45: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/45: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/45: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/45: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/45: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/45: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/45: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/45: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/45: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/45: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/45: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/45: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/45: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/45: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/45: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/45: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/45: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/45: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/45: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/45: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/45: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/45: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/45: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/45: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/45: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/45: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/45: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/45: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 45/45: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 44\n", "Testing predictor 1/44: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/44: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/44: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/44: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/44: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/44: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/44: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/44: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/44: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/44: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/44: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/44: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/44: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/44: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/44: NoArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/44: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/44: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/44: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/44: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/44: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/44: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/44: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/44: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/44: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/44: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/44: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/44: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/44: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/44: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/44: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/44: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/44: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/44: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/44: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/44: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/44: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/44: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/44: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/44: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/44: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/44: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/44: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/44: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 44/44: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 43\n", "Testing predictor 1/43: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/43: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/43: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/43: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/43: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/43: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/43: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/43: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/43: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/43: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/43: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/43: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/43: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/43: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/43: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/43: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/43: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/43: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/43: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/43: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/43: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/43: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/43: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/43: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/43: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/43: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/43: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/43: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/43: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/43: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/43: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/43: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/43: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/43: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/43: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/43: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/43: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/43: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/43: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/43: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/43: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/43: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 43/43: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 42\n", "Testing predictor 1/42: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/42: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/42: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/42: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/42: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/42: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/42: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/42: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/42: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/42: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/42: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/42: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/42: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/42: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/42: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/42: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/42: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/42: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/42: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/42: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/42: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/42: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/42: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/42: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/42: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/42: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/42: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/42: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/42: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/42: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/42: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/42: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/42: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/42: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/42: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/42: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/42: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/42: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/42: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/42: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/42: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 42/42: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 41\n", "Testing predictor 1/41: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/41: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/41: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/41: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/41: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/41: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/41: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/41: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/41: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/41: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/41: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/41: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/41: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/41: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/41: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/41: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/41: GivenCitation\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/41: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/41: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/41: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/41: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/41: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/41: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/41: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/41: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/41: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/41: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/41: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/41: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/41: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/41: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/41: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/41: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/41: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/41: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/41: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/41: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/41: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/41: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/41: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 41/41: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 40\n", "Testing predictor 1/40: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/40: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/40: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/40: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/40: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/40: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/40: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/40: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/40: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/40: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/40: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/40: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/40: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/40: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/40: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/40: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/40: OtherDetainment\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/40: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/40: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/40: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/40: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/40: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/40: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/40: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/40: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/40: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/40: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/40: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/40: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/40: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/40: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/40: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/40: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/40: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/40: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/40: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/40: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/40: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/40: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 40/40: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 39\n", "Testing predictor 1/39: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/39: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/39: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/39: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/39: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/39: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/39: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/39: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/39: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/39: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/39: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/39: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/39: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/39: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/39: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/39: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/39: PushTooFast\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/39: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/39: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/39: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/39: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/39: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/39: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/39: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/39: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/39: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/39: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/39: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/39: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/39: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/39: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/39: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/39: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/39: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/39: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/39: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/39: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/39: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 39/39: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 38\n", "Testing predictor 1/38: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/38: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/38: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/38: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/38: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/38: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/38: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/38: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/38: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/38: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/38: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/38: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/38: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/38: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/38: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/38: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/38: GoingTooSlow\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/38: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/38: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/38: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/38: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/38: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/38: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/38: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/38: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/38: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/38: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/38: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/38: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/38: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/38: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/38: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/38: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/38: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/38: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/38: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/38: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 38/38: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 37\n", "Testing predictor 1/37: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/37: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/37: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/37: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/37: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/37: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/37: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/37: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/37: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/37: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/37: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/37: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/37: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/37: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/37: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/37: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/37: MovingRightSpeed\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/37: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/37: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/37: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/37: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/37: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/37: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/37: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/37: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/37: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/37: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/37: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/37: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/37: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/37: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/37: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/37: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/37: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/37: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/37: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 37/37: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 36\n", "Testing predictor 1/36: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/36: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/36: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/36: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/36: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/36: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/36: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/36: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/36: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/36: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/36: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/36: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/36: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/36: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/36: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/36: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/36: CoderLiberal\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/36: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/36: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/36: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/36: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/36: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/36: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/36: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/36: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/36: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/36: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/36: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/36: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/36: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/36: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/36: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/36: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/36: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/36: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 36/36: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 35\n", "Testing predictor 1/35: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/35: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/35: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/35: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/35: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/35: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/35: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/35: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/35: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/35: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/35: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/35: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/35: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/35: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/35: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/35: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/35: CoderIndependent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/35: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/35: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/35: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/35: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/35: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/35: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/35: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/35: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/35: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/35: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/35: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/35: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/35: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/35: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/35: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/35: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/35: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 35/35: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 34\n", "Testing predictor 1/34: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/34: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/34: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/34: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/34: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/34: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/34: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/34: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/34: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/34: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/34: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/34: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/34: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/34: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/34: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/34: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/34: CoderConservative\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/34: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/34: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/34: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/34: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/34: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/34: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/34: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/34: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/34: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/34: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/34: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/34: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/34: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/34: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/34: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/34: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 34/34: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 33\n", "Testing predictor 1/33: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/33: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/33: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/33: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/33: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/33: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/33: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/33: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/33: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/33: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/33: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/33: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/33: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/33: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/33: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/33: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/33: CoderPoliticsOther\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/33: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/33: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/33: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/33: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/33: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/33: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/33: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/33: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/33: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/33: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/33: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/33: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/33: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/33: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/33: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 33/33: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 32\n", "Testing predictor 1/32: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/32: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/32: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/32: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/32: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/32: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/32: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/32: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/32: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/32: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/32: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/32: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/32: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/32: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/32: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/32: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/32: WhiteCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/32: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/32: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/32: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/32: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/32: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/32: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/32: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/32: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/32: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/32: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/32: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/32: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/32: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/32: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 32/32: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 31\n", "Testing predictor 1/31: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/31: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/31: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/31: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/31: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/31: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/31: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/31: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/31: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/31: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/31: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/31: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/31: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/31: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/31: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/31: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/31: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/31: HispanicLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/31: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/31: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/31: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/31: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/31: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/31: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/31: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/31: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/31: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/31: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/31: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/31: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 31/31: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 30\n", "Testing predictor 1/30: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/30: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/30: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/30: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/30: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/30: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/30: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/30: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/30: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/30: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/30: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/30: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/30: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/30: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/30: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/30: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/30: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/30: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/30: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/30: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/30: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/30: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/30: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/30: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/30: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/30: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/30: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/30: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/30: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 30/30: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 29\n", "Testing predictor 1/29: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/29: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/29: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/29: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/29: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/29: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/29: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/29: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/29: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/29: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/29: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/29: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/29: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/29: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/29: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/29: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/29: AsianCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/29: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/29: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/29: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/29: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/29: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/29: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/29: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/29: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/29: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/29: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/29: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 29/29: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 28\n", "Testing predictor 1/28: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/28: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/28: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/28: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/28: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/28: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/28: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/28: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/28: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/28: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/28: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/28: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/28: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/28: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/28: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/28: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/28: NativeAmericanCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/28: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/28: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/28: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/28: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/28: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/28: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/28: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/28: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/28: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/28: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 28/28: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 27\n", "Testing predictor 1/27: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/27: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/27: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/27: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/27: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/27: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/27: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/27: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/27: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/27: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/27: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/27: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/27: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/27: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/27: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/27: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/27: MidEastNorthAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/27: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/27: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/27: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/27: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/27: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/27: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/27: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/27: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/27: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 27/27: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 26\n", "Testing predictor 1/26: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/26: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/26: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/26: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/26: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/26: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/26: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/26: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/26: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/26: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/26: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/26: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/26: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/26: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/26: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/26: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/26: PacificIslanderCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/26: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/26: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/26: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/26: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/26: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/26: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/26: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/26: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 26/26: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 25\n", "Testing predictor 1/25: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/25: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/25: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/25: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/25: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/25: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/25: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/25: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/25: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/25: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/25: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/25: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/25: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/25: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/25: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/25: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/25: OtherCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/25: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/25: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/25: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/25: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/25: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/25: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/25: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 25/25: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 24\n", "Testing predictor 1/24: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/24: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/24: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/24: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/24: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/24: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/24: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/24: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/24: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/24: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/24: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/24: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/24: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/24: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/24: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/24: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/24: NoDiscloseCoderrace\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/24: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/24: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/24: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/24: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/24: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/24: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 24/24: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 23\n", "Testing predictor 1/23: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/23: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/23: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/23: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/23: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/23: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/23: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/23: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/23: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/23: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/23: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/23: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/23: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/23: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/23: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/23: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/23: WhiteandHispLatinoCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/23: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/23: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/23: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/23: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/23: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 23/23: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 22\n", "Testing predictor 1/22: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/22: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/22: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/22: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/22: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/22: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/22: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/22: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/22: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/22: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/22: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/22: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/22: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/22: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/22: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/22: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/22: WhiteandMidEastNorAfrCoder\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/22: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/22: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/22: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/22: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 22/22: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 21\n", "Testing predictor 1/21: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/21: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/21: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/21: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/21: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/21: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/21: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/21: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/21: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/21: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/21: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/21: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/21: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/21: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/21: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/21: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/21: WSUCorpsCurrent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/21: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/21: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/21: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 21/21: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 20\n", "Testing predictor 1/20: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/20: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/20: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/20: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/20: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/20: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/20: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/20: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/20: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/20: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/20: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/20: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/20: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/20: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/20: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/20: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/20: WSUCorpsPrevious\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/20: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/20: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 20/20: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 19\n", "Testing predictor 1/19: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/19: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/19: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/19: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/19: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/19: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/19: PQ9\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/19: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/19: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/19: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/19: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/19: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/19: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/19: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/19: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/19: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/19: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/19: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 19/19: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 18\n", "Testing predictor 1/18: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/18: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/18: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/18: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/18: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/18: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/18: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/18: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/18: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/18: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/18: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/18: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/18: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/18: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/18: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/18: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/18: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 18/18: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 17\n", "Testing predictor 1/17: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/17: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/17: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/17: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/17: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/17: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/17: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/17: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/17: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/17: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/17: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/17: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/17: PoliceQ2\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/17: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/17: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/17: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 17/17: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 16\n", "Testing predictor 1/16: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/16: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/16: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/16: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/16: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/16: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/16: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/16: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/16: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/16: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/16: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/16: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/16: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/16: WSUNoCorps\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/16: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 16/16: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 15\n", "Testing predictor 1/15: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/15: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/15: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/15: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/15: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/15: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/15: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/15: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/15: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/15: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/15: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/15: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/15: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/15: Group1\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 15/15: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 14\n", "Testing predictor 1/14: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/14: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/14: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/14: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/14: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/14: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/14: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/14: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/14: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/14: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/14: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/14: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/14: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 14/14: Group2\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 13\n", "Testing predictor 1/13: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/13: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/13: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/13: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/13: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/13: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/13: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/13: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/13: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/13: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/13: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/13: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 13/13: DetainedCuffs\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 12\n", "Testing predictor 1/12: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/12: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/12: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/12: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/12: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/12: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/12: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/12: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/12: softspoken\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/12: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/12: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 12/12: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 11\n", "Testing predictor 1/11: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/11: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/11: Resistance\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/11: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/11: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/11: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/11: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/11: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/11: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/11: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 11/11: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 10\n", "Testing predictor 1/10: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/10: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/10: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/10: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/10: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/10: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/10: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/10: liable\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/10: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 10/10: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 9\n", "Testing predictor 1/9: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/9: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/9: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/9: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/9: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/9: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/9: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/9: conventional\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 9/9: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 8\n", "Testing predictor 1/8: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/8: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/8: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/8: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/8: PQ8\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/8: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/8: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 8/8: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 7\n", "Testing predictor 1/7: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/7: OfficersPresent\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/7: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/7: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/7: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/7: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 7/7: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 6\n", "Testing predictor 1/6: LocNoiseLevel\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/6: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/6: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/6: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/6: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 6/6: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 5\n", "Testing predictor 1/5: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/5: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/5: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/5: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 5/5: obs\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 4\n", "Testing predictor 1/4: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/4: PQ6\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/4: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 4/4: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 3\n", "Testing predictor 1/3: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/3: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 3/3: affectionate\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 2\n", "Testing predictor 1/2: PQ4\n", "Shape of PREDICTORTEST: (273,)\n", "Testing predictor 2/2: PQ10\n", "Shape of PREDICTORTEST: (273,)\n", "Number of predictors left after removal: 1\n" ] }, { "data": { "text/html": [ "
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Predictor RemovedMCC Score After RemovalRank
0PQ20.8210731
1conscientious0.8322412
2LengthofVideoInSeconds0.8322413
3LocationIsolated0.8322414
4Bystanders0.8322415
............
173obs0.769377174
174PQ60.769377175
175affectionate0.728855176
176PQ100.691398177
177PQ40.000000178
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178 rows × 3 columns

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" ], "text/plain": [ " Predictor Removed MCC Score After Removal Rank\n", "0 PQ2 0.821073 1\n", "1 conscientious 0.832241 2\n", "2 LengthofVideoInSeconds 0.832241 3\n", "3 LocationIsolated 0.832241 4\n", "4 Bystanders 0.832241 5\n", ".. ... ... ...\n", "173 obs 0.769377 174\n", "174 PQ6 0.769377 175\n", "175 affectionate 0.728855 176\n", "176 PQ10 0.691398 177\n", "177 PQ4 0.000000 178\n", "\n", "[178 rows x 3 columns]" ] }, "execution_count": 154, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#run variable dropping on Group 1 responses\n", "\n", "#reindex indices of test data from 0 \n", "X_test = X_test.reset_index()\n", "del X_test['index']\n", "y_test = y_test.reset_index()\n", "del y_test['index']\n", "\n", "#store best model from grid search\n", "from sklearn import svm, datasets\n", "model_SVC = svm.SVC()\n", "import itertools\n", "import time\n", "from sklearn.metrics import matthews_corrcoef\n", "\n", "bestmodel = svm.SVC(kernel='linear',C=0.3)#, gamma=0.001,degree=2)\n", "\n", "#dropping variables to select predictors for best model\n", "\n", "#initialize max_MCC_score list\n", "max_MCC_score=[]\n", "\n", "#initialize predictor_removed list\n", "predictor_removed=[]\n", "\n", "#initialize number of predictors list\n", "num_predictors=[]\n", "\n", "while len(num_predictors)!=177: \n", "\n", " #initialize MCC_score list\n", " MCC_score=[]\n", " #initialize predictor list\n", " predictor=[]\n", "\n", " #for every predictor \n", " for i in range(X_test.shape[1]):\n", " \n", " #remove the predictor from data sets\n", " ColumnName=X_test.columns[i] #store the column name of ith predictor in X_test \n", " PREDICTORTEST=X_test[ColumnName] #define the column of ith predictor in X_test \n", " PREDICTORTRAIN=X_train[ColumnName] #define the column of ith predictor in X_train\n", " print(f\"Testing predictor {i+1}/{X_test.shape[1]}: {ColumnName}\")\n", " print(f\"Shape of PREDICTORTEST: {PREDICTORTEST.shape}\") # Print the shape\n", " X_test=X_test.drop(ColumnName, axis=1) #remove ith predictor from testing (copy) data \n", " X_train=X_train.drop(ColumnName,axis=1) #remove ith predictor from training data\n", " \n", " #store predictor in predictor list\n", " predictor.append(ColumnName) #store name of ith predictor in predictor list \n", " \n", " #train model on train set\n", " bestmodel.fit(X_train, np.ravel(y_train.transpose().to_numpy())) #train our best model on the training data\n", " \n", " #test model on test set\n", " pred=bestmodel.predict(X_test) #test our best model on unseen testing data \n", "\n", " #store MCC score after removal \n", " MCC=matthews_corrcoef(y_test,pred) #compute MCC score for our new model with ith predictor removed\n", " MCC_score.append(MCC) #add this MCC score to our list in entry i\n", " \n", " #add ith predictor back to data and repeat with next predictor\n", " X_test.insert(i, ColumnName, PREDICTORTEST)\n", " X_train.insert(i, ColumnName, PREDICTORTRAIN)\n", " \n", " #select jth MCC score that is the highest in MCC_score list\n", " j=MCC_score.index(max(MCC_score))\n", " \n", " #identify jth predictor corresponding to max MCC score \n", " max_pred=predictor[j]\n", " max_ColumnName=X_test.columns[j] #store the column name of jth predictor in X_test \n", " max_PREDICTORTEST=X_test[max_ColumnName] #define the column of jth predictor in X_test \n", " \n", " #store jth MCC score in max_MCC_score list\n", " max_MCC_score.append(max(MCC_score))\n", " \n", " #store jth predictor in predictor_removed list\n", " predictor_removed.append(max_pred)\n", " \n", " #remove jth predictor from train and test data\n", " X_test=X_test.drop(max_ColumnName, axis=1) #remove jth predictor from testing data \n", " X_train=X_train.drop(max_ColumnName,axis=1) #remove jth predictor from training data\n", " print(f\"Number of predictors left after removal: {X_test.shape[1]}\")\n", " \n", " #compute length of new data and store in number of predictors list\n", " num_predictors.append(X_test.shape[1])\n", " \n", "#append last remaining predictor to predictor_removed list\n", "predictor_removed.append(X_train.columns[0])\n", "#append MCC=0 to max_MCC_score since removing the last predictor results in a MCC zero\n", "max_MCC_score.append(0)\n", "#append \"0\" to num_predictors since we're removing the last predictor\n", "num_predictors.append(0)\n", " \n", "#concatenate predictor_removed, max_MCC_score, number of predictors, and percent yes/no lists as column vectors into one table \n", "predictor_removed_df=pd.DataFrame(predictor_removed,columns=['Predictor Removed'])\n", "max_MCC_score_df=pd.DataFrame(max_MCC_score,columns=['MCC Score After Removal'])\n", "num_predictors_df=pd.DataFrame(num_predictors,columns=['Predictors Left'])\n", "Results=pd.concat([predictor_removed_df,max_MCC_score_df,num_predictors_df], axis=1)\n", "#invert 2nd column of PQ1_model to get ranks\n", "Results.iloc[:,2]=Results.iloc[::-1,2].values\n", "Results.iloc[:,2]=Results.iloc[:,2]+1\n", "#rename 2nd column as rank (order in which vars are removed)\n", "Results = Results.rename(columns={'Predictor Removed': 'Predictor Removed', 'MCC Score After Removal': 'MCC Score After Removal', 'Predictors Left':'Rank'})\n", "\n", "Results" ] }, { "cell_type": "code", "execution_count": 228, "id": "c1ec8d4b", "metadata": {}, "outputs": [], "source": [ "#change directory to store Reuslts\n", "import os\n", "os.chdir(\"C:/Users/eliza/OneDrive/Documents/Perceptions of UofF Research/March Research Update 2024/Variable Dropping\")" ] }, { "cell_type": "code", "execution_count": 155, "id": "2e596026", "metadata": {}, "outputs": [], "source": [ "#save Results table as a pdf\n", "\n", "import matplotlib.pyplot as plt\n", "from matplotlib.backends.backend_pdf import PdfPages\n", "\n", "# Assuming Results is your DataFrame containing the data for the table\n", "\n", "fig, ax = plt.subplots(figsize=(12, 4))\n", "ax.axis('tight')\n", "ax.axis('off')\n", "\n", "the_table = ax.table(cellText=Results.values, colLabels=Results.columns, loc='center')\n", "\n", "# Add the table to the figure\n", "the_table.auto_set_font_size(False)\n", "the_table.set_fontsize(10)\n", "the_table.scale(1.2, 1.2) # Adjust the scale as needed\n", "\n", "# Save the figure as a PDF\n", "with PdfPages(\"PQ11_Var_Drop.pdf\") as pdf:\n", " pdf.savefig(fig, bbox_inches='tight')\n", "\n", "plt.close(fig)" ] }, { "cell_type": "code", "execution_count": 156, "id": "48575b13", "metadata": {}, "outputs": [], "source": [ "#obtain only relevant preds\n", "Relevant_Preds_PQ11=Results.iloc[165-1:178,]\n", "Relevant_Preds_PQ11\n", "\n", "fig, ax = plt.subplots(figsize=(12, 4))\n", "ax.axis('tight')\n", "ax.axis('off')\n", "the_table = ax.table(cellText=Relevant_Preds_PQ11.values, colLabels=Relevant_Preds_PQ11.columns, loc='center')\n", "the_table.auto_set_font_size(False)\n", "the_table.set_fontsize(10)\n", "the_table.scale(1.2, 1.2) \n", "\n", "with PdfPages(\"Relevant_Preds_PQ11.pdf\") as pdf:\n", " pdf.savefig(fig, bbox_inches='tight')\n", "plt.close(fig)" ] }, { "cell_type": "code", "execution_count": 157, "id": "385c6d88", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Predictor RemovedMCC Score After RemovalRank
164Group20.843718165
165DetainedCuffs0.832241166
166softspoken0.830989167
167Resistance0.818183168
168liable0.806459169
169conventional0.793442170
170PQ80.759779171
171OfficersPresent0.769377172
172LocNoiseLevel0.769377173
173obs0.769377174
174PQ60.769377175
175affectionate0.728855176
176PQ100.691398177
177PQ40.000000178
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" ], "text/plain": [ " Predictor Removed MCC Score After Removal Rank\n", "164 Group2 0.843718 165\n", "165 DetainedCuffs 0.832241 166\n", "166 softspoken 0.830989 167\n", "167 Resistance 0.818183 168\n", "168 liable 0.806459 169\n", "169 conventional 0.793442 170\n", "170 PQ8 0.759779 171\n", "171 OfficersPresent 0.769377 172\n", "172 LocNoiseLevel 0.769377 173\n", "173 obs 0.769377 174\n", "174 PQ6 0.769377 175\n", "175 affectionate 0.728855 176\n", "176 PQ10 0.691398 177\n", "177 PQ4 0.000000 178" ] }, "execution_count": 157, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#visualize relevant predictors table\n", "Relevant_Preds_PQ11" ] }, { "cell_type": "code", "execution_count": 136, "id": "00eac24e", "metadata": {}, "outputs": [], "source": [ "#store predictors and response for relevant preds\n", "predictors=data[Relevant_Preds_PQ11.iloc[:,0]]\n", "response=data[\"PQ11\"]" ] }, { "cell_type": "code", "execution_count": 137, "id": "8106a084", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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WSUCorpsPreviousPQ6PQ8loveschildrensymracismq5DetainedNoCuffsambitiousMovingRightSpeedWSUCorpsCurrentanalytical...Group1CoderLiberalGroup2doesntuseharshlangWSUNoCorpschildlikePoliceQ2GoingTooSlowPQ11PQ9
001.00.02216105...001412403.05.0
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201.00.05305005...110111513.04.0
304.00.05105106...100413413.04.0
409.04.03205107...011312405.05.0
501.00.05205106...100512403.05.0
603.00.06106115...100302314.05.0
702.00.04206105...001313405.04.0
801.00.04206116...110705301.03.0
902.00.02107115...100402414.05.0
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10 rows × 25 columns

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" ], "text/plain": [ " WSUCorpsPrevious PQ6 PQ8 loveschildren symracismq5 DetainedNoCuffs \\\n", "0 0 1.0 0.0 2 2 1 \n", "1 0 1.0 0.0 7 2 0 \n", "2 0 1.0 0.0 5 3 0 \n", "3 0 4.0 0.0 5 1 0 \n", "4 0 9.0 4.0 3 2 0 \n", "5 0 1.0 0.0 5 2 0 \n", "6 0 3.0 0.0 6 1 0 \n", "7 0 2.0 0.0 4 2 0 \n", "8 0 1.0 0.0 4 2 0 \n", "9 0 2.0 0.0 2 1 0 \n", "\n", " ambitious MovingRightSpeed WSUCorpsCurrent analytical ... Group1 \\\n", "0 6 1 0 5 ... 0 \n", "1 7 1 1 7 ... 0 \n", "2 5 0 0 5 ... 1 \n", "3 5 1 0 6 ... 1 \n", "4 5 1 0 7 ... 0 \n", "5 5 1 0 6 ... 1 \n", "6 6 1 1 5 ... 1 \n", "7 6 1 0 5 ... 0 \n", "8 6 1 1 6 ... 1 \n", "9 7 1 1 5 ... 1 \n", "\n", " CoderLiberal Group2 doesntuseharshlang WSUNoCorps childlike PoliceQ2 \\\n", "0 0 1 4 1 2 4 \n", "1 0 1 3 0 2 4 \n", "2 1 0 1 1 1 5 \n", "3 0 0 4 1 3 4 \n", "4 1 1 3 1 2 4 \n", "5 0 0 5 1 2 4 \n", "6 0 0 3 0 2 3 \n", "7 0 1 3 1 3 4 \n", "8 1 0 7 0 5 3 \n", "9 0 0 4 0 2 4 \n", "\n", " GoingTooSlow PQ11 PQ9 \n", "0 0 3.0 5.0 \n", "1 0 5.0 5.0 \n", "2 1 3.0 4.0 \n", "3 1 3.0 4.0 \n", "4 0 5.0 5.0 \n", "5 0 3.0 5.0 \n", "6 1 4.0 5.0 \n", "7 0 5.0 4.0 \n", "8 0 1.0 3.0 \n", "9 1 4.0 5.0 \n", "\n", "[10 rows x 25 columns]" ] }, "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#check preds match table \n", "predictors.head(10)" ] }, { "cell_type": "code", "execution_count": 138, "id": "5af14d32", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 0.0\n", "1 1.0\n", "2 1.0\n", "3 1.0\n", "4 1.0\n", "5 1.0\n", "6 1.0\n", "7 0.0\n", "8 1.0\n", "9 1.0\n", "Name: PQ10, dtype: float64" ] }, "execution_count": 138, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#check response is correct\n", "response.head(10)" ] }, { "cell_type": "code", "execution_count": 139, "id": "3a21dfd4", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Permutation 1 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 1 - MCC: 0.0000\n", "Permutation 2 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 2 - MCC: 0.0000\n", "Permutation 3 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 3 - MCC: 0.0000\n", "Permutation 4 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 4 - MCC: 0.0000\n", "Permutation 5 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 5 - MCC: 0.0000\n", "Permutation 6 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 6 - MCC: 0.0000\n", "Permutation 7 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 7 - MCC: 0.0000\n", "Permutation 8 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 8 - MCC: 0.0000\n", "Permutation 9 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 9 - MCC: 0.0000\n", "Permutation 10 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 10 - MCC: 0.0000\n", "Permutation 11 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 11 - MCC: 0.0000\n", "Permutation 12 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 12 - MCC: 0.0000\n", "Permutation 13 - Permuted Response: [0. 1. 0. ... 0. 1. 1.]\n", "Permutation 13 - MCC: 0.0000\n", "Permutation 14 - Permuted Response: [0. 1. 0. ... 0. 1. 0.]\n", "Permutation 14 - MCC: 0.0000\n", "Permutation 15 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 15 - MCC: 0.0000\n", "Permutation 16 - Permuted Response: [0. 1. 0. ... 1. 1. 1.]\n", "Permutation 16 - MCC: 0.0000\n", "Permutation 17 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 17 - MCC: 0.0000\n", "Permutation 18 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 18 - MCC: 0.0000\n", "Permutation 19 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 19 - MCC: 0.0000\n", "Permutation 20 - Permuted Response: [1. 0. 0. ... 1. 0. 0.]\n", "Permutation 20 - MCC: 0.0000\n", "Permutation 21 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 21 - MCC: 0.0000\n", "Permutation 22 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 22 - MCC: 0.0000\n", "Permutation 23 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 23 - MCC: 0.0000\n", "Permutation 24 - Permuted Response: [1. 1. 1. ... 0. 0. 0.]\n", "Permutation 24 - MCC: 0.0000\n", "Permutation 25 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 25 - MCC: 0.0000\n", "Permutation 26 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 26 - MCC: 0.0000\n", "Permutation 27 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 27 - MCC: 0.0000\n", "Permutation 28 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 28 - MCC: 0.0000\n", "Permutation 29 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 29 - MCC: 0.0000\n", "Permutation 30 - Permuted Response: [1. 0. 1. ... 0. 0. 0.]\n", "Permutation 30 - MCC: 0.0000\n", "Permutation 31 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 31 - MCC: 0.0000\n", "Permutation 32 - Permuted Response: [1. 0. 1. ... 0. 0. 0.]\n", "Permutation 32 - MCC: 0.0000\n", "Permutation 33 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 33 - MCC: 0.0000\n", "Permutation 34 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 34 - MCC: 0.0000\n", "Permutation 35 - Permuted Response: [1. 1. 0. ... 0. 0. 0.]\n", "Permutation 35 - MCC: 0.0000\n", "Permutation 36 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 36 - MCC: 0.0000\n", "Permutation 37 - Permuted Response: [1. 0. 0. ... 0. 1. 1.]\n", "Permutation 37 - MCC: 0.0000\n", "Permutation 38 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 38 - MCC: 0.0000\n", "Permutation 39 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 39 - MCC: 0.0000\n", "Permutation 40 - Permuted Response: [0. 1. 1. ... 0. 0. 0.]\n", "Permutation 40 - MCC: 0.0000\n", "Permutation 41 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 41 - MCC: 0.0000\n", "Permutation 42 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 42 - MCC: 0.0000\n", "Permutation 43 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 43 - MCC: 0.0000\n", "Permutation 44 - Permuted Response: [1. 0. 1. ... 0. 0. 0.]\n", "Permutation 44 - MCC: 0.0000\n", "Permutation 45 - Permuted Response: [0. 1. 0. ... 1. 0. 0.]\n", "Permutation 45 - MCC: 0.0000\n", "Permutation 46 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 46 - MCC: 0.0000\n", "Permutation 47 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 47 - MCC: 0.0000\n", "Permutation 48 - Permuted Response: [0. 0. 1. ... 1. 0. 0.]\n", "Permutation 48 - MCC: 0.0000\n", "Permutation 49 - Permuted Response: [1. 0. 0. ... 0. 1. 0.]\n", "Permutation 49 - MCC: 0.0000\n", "Permutation 50 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 50 - MCC: 0.0000\n", "Permutation 51 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 51 - MCC: 0.0000\n", "Permutation 52 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 52 - MCC: 0.0000\n", "Permutation 53 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 53 - MCC: 0.0000\n", "Permutation 54 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 54 - MCC: 0.0000\n", "Permutation 55 - Permuted Response: [0. 1. 0. ... 0. 1. 0.]\n", "Permutation 55 - MCC: 0.0000\n", "Permutation 56 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 56 - MCC: 0.0000\n", "Permutation 57 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 57 - MCC: 0.0000\n", "Permutation 58 - Permuted Response: [0. 0. 0. ... 0. 1. 1.]\n", "Permutation 58 - MCC: 0.0000\n", "Permutation 59 - Permuted Response: [1. 0. 1. ... 1. 1. 1.]\n", "Permutation 59 - MCC: 0.0000\n", "Permutation 60 - Permuted Response: [1. 0. 0. ... 1. 0. 0.]\n", "Permutation 60 - MCC: 0.0000\n", "Permutation 61 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 61 - MCC: 0.0000\n", "Permutation 62 - Permuted Response: [0. 1. 1. ... 0. 0. 0.]\n", "Permutation 62 - MCC: 0.0000\n", "Permutation 63 - Permuted Response: [0. 1. 0. ... 0. 1. 0.]\n", "Permutation 63 - MCC: 0.0000\n", "Permutation 64 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 64 - MCC: 0.0000\n", "Permutation 65 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 65 - MCC: 0.0000\n", "Permutation 66 - Permuted Response: [1. 0. 0. ... 0. 1. 0.]\n", "Permutation 66 - MCC: 0.0000\n", "Permutation 67 - Permuted Response: [0. 1. 0. ... 0. 1. 0.]\n", "Permutation 67 - MCC: 0.0000\n", "Permutation 68 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 68 - MCC: 0.0000\n", "Permutation 69 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 69 - MCC: 0.0000\n", "Permutation 70 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 70 - MCC: 0.0000\n", "Permutation 71 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 71 - MCC: 0.0000\n", "Permutation 72 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 72 - MCC: 0.0000\n", "Permutation 73 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 73 - MCC: 0.0000\n", "Permutation 74 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 74 - MCC: 0.0000\n", "Permutation 75 - Permuted Response: [1. 1. 0. ... 0. 0. 0.]\n", "Permutation 75 - MCC: 0.0000\n", "Permutation 76 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 76 - MCC: 0.0000\n", "Permutation 77 - Permuted Response: [0. 1. 0. ... 0. 0. 1.]\n", "Permutation 77 - MCC: 0.0000\n", "Permutation 78 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 78 - MCC: 0.0000\n", "Permutation 79 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 79 - MCC: 0.0000\n", "Permutation 80 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 80 - MCC: 0.0000\n", "Permutation 81 - Permuted Response: [1. 0. 0. ... 1. 0. 0.]\n", "Permutation 81 - MCC: 0.0000\n", "Permutation 82 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 82 - MCC: 0.0000\n", "Permutation 83 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 83 - MCC: 0.0000\n", "Permutation 84 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 84 - MCC: 0.0000\n", "Permutation 85 - Permuted Response: [1. 0. 0. ... 0. 1. 1.]\n", "Permutation 85 - MCC: 0.0000\n", "Permutation 86 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 86 - MCC: 0.0000\n", "Permutation 87 - Permuted Response: [0. 0. 1. ... 0. 0. 1.]\n", "Permutation 87 - MCC: 0.0000\n", "Permutation 88 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 88 - MCC: 0.0000\n", "Permutation 89 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 89 - MCC: 0.0000\n", "Permutation 90 - Permuted Response: [0. 1. 0. ... 1. 0. 0.]\n", "Permutation 90 - MCC: 0.0000\n", "Permutation 91 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 91 - MCC: 0.0000\n", "Permutation 92 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 92 - MCC: 0.0000\n", "Permutation 93 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 93 - MCC: 0.0000\n", "Permutation 94 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 94 - MCC: 0.0000\n", "Permutation 95 - Permuted Response: [1. 0. 1. ... 0. 0. 0.]\n", "Permutation 95 - MCC: 0.0000\n", "Permutation 96 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 96 - MCC: 0.0000\n", "Permutation 97 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 97 - MCC: 0.0000\n", "Permutation 98 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 98 - MCC: 0.0000\n", "Permutation 99 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 99 - MCC: 0.0000\n", "Permutation 100 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 100 - MCC: 0.0000\n", "Permutation 101 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 101 - MCC: 0.0000\n", "Permutation 102 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 102 - MCC: 0.0000\n", "Permutation 103 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 103 - MCC: 0.0000\n", "Permutation 104 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 104 - MCC: 0.0000\n", "Permutation 105 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 105 - MCC: 0.0000\n", "Permutation 106 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 106 - MCC: 0.0000\n", "Permutation 107 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 107 - MCC: 0.0000\n", "Permutation 108 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 108 - MCC: 0.0000\n", "Permutation 109 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 109 - MCC: 0.0000\n", "Permutation 110 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 110 - MCC: 0.0000\n", "Permutation 111 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 111 - MCC: 0.0000\n", "Permutation 112 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 112 - MCC: 0.0000\n", "Permutation 113 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 113 - MCC: 0.0000\n", "Permutation 114 - Permuted Response: [0. 0. 1. ... 1. 0. 0.]\n", "Permutation 114 - MCC: 0.0000\n", "Permutation 115 - Permuted Response: [0. 1. 1. ... 1. 1. 0.]\n", "Permutation 115 - MCC: 0.0000\n", "Permutation 116 - Permuted Response: [0. 1. 0. ... 1. 0. 1.]\n", "Permutation 116 - MCC: 0.0000\n", "Permutation 117 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 117 - MCC: 0.0000\n", "Permutation 118 - Permuted Response: [1. 1. 0. ... 0. 0. 0.]\n", "Permutation 118 - MCC: 0.0000\n", "Permutation 119 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 119 - MCC: 0.0000\n", "Permutation 120 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 120 - MCC: 0.0000\n", "Permutation 121 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 121 - MCC: 0.0000\n", "Permutation 122 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 122 - MCC: 0.0000\n", "Permutation 123 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 123 - MCC: 0.0000\n", "Permutation 124 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 124 - MCC: 0.0000\n", "Permutation 125 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 125 - MCC: 0.0000\n", "Permutation 126 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 126 - MCC: 0.0000\n", "Permutation 127 - Permuted Response: [0. 1. 0. ... 0. 1. 0.]\n", "Permutation 127 - MCC: 0.0000\n", "Permutation 128 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 128 - MCC: 0.0000\n", "Permutation 129 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 129 - MCC: 0.0000\n", "Permutation 130 - Permuted Response: [0. 0. 1. ... 0. 0. 1.]\n", "Permutation 130 - MCC: 0.0000\n", "Permutation 131 - Permuted Response: [1. 1. 0. ... 0. 0. 0.]\n", "Permutation 131 - MCC: 0.0000\n", "Permutation 132 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 132 - MCC: 0.0000\n", "Permutation 133 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 133 - MCC: 0.0000\n", "Permutation 134 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 134 - MCC: 0.0000\n", "Permutation 135 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 135 - MCC: 0.0000\n", "Permutation 136 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 136 - MCC: 0.0000\n", "Permutation 137 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 137 - MCC: 0.0000\n", "Permutation 138 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 138 - MCC: 0.0000\n", "Permutation 139 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 139 - MCC: 0.0000\n", "Permutation 140 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 140 - MCC: 0.0000\n", "Permutation 141 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 141 - MCC: 0.0000\n", "Permutation 142 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 142 - MCC: 0.0000\n", "Permutation 143 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 143 - MCC: 0.0000\n", "Permutation 144 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 144 - MCC: 0.0000\n", "Permutation 145 - Permuted Response: [0. 1. 0. ... 0. 0. 1.]\n", "Permutation 145 - MCC: 0.0000\n", "Permutation 146 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 146 - MCC: 0.0000\n", "Permutation 147 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 147 - MCC: 0.0000\n", "Permutation 148 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 148 - MCC: 0.0000\n", "Permutation 149 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 149 - MCC: 0.0000\n", "Permutation 150 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 150 - MCC: 0.0000\n", "Permutation 151 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 151 - MCC: 0.0000\n", "Permutation 152 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 152 - MCC: 0.0000\n", "Permutation 153 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 153 - MCC: 0.0000\n", "Permutation 154 - Permuted Response: [0. 0. 1. ... 1. 0. 0.]\n", "Permutation 154 - MCC: 0.0000\n", "Permutation 155 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 155 - MCC: 0.0000\n", "Permutation 156 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 156 - MCC: 0.0000\n", "Permutation 157 - Permuted Response: [0. 0. 1. ... 0. 1. 0.]\n", "Permutation 157 - MCC: 0.0000\n", "Permutation 158 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 158 - MCC: 0.0000\n", "Permutation 159 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 159 - MCC: 0.0000\n", "Permutation 160 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 160 - MCC: 0.0000\n", "Permutation 161 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 161 - MCC: 0.0000\n", "Permutation 162 - Permuted Response: [0. 0. 0. ... 1. 0. 1.]\n", "Permutation 162 - MCC: 0.0000\n", "Permutation 163 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 163 - MCC: 0.0000\n", "Permutation 164 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 164 - MCC: 0.0000\n", "Permutation 165 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 165 - MCC: 0.0000\n", "Permutation 166 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 166 - MCC: 0.0000\n", "Permutation 167 - Permuted Response: [1. 1. 1. ... 0. 0. 0.]\n", "Permutation 167 - MCC: 0.0000\n", "Permutation 168 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 168 - MCC: 0.0000\n", "Permutation 169 - Permuted Response: [1. 0. 1. ... 0. 1. 0.]\n", "Permutation 169 - MCC: 0.0000\n", "Permutation 170 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 170 - MCC: 0.0000\n", "Permutation 171 - Permuted Response: [0. 1. 0. ... 0. 0. 1.]\n", "Permutation 171 - MCC: 0.0000\n", "Permutation 172 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 172 - MCC: 0.0000\n", "Permutation 173 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 173 - MCC: 0.0000\n", "Permutation 174 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 174 - MCC: 0.0000\n", "Permutation 175 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 175 - MCC: 0.0000\n", "Permutation 176 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 176 - MCC: 0.0000\n", "Permutation 177 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 177 - MCC: 0.0000\n", "Permutation 178 - Permuted Response: [0. 1. 0. ... 1. 1. 0.]\n", "Permutation 178 - MCC: 0.0000\n", "Permutation 179 - Permuted Response: [1. 0. 0. ... 1. 0. 0.]\n", "Permutation 179 - MCC: 0.0000\n", "Permutation 180 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 180 - MCC: 0.0000\n", "Permutation 181 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 181 - MCC: 0.0000\n", "Permutation 182 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 182 - MCC: 0.0000\n", "Permutation 183 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 183 - MCC: 0.0000\n", "Permutation 184 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 184 - MCC: 0.0000\n", "Permutation 185 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 185 - MCC: 0.0000\n", "Permutation 186 - Permuted Response: [0. 0. 0. ... 1. 1. 0.]\n", "Permutation 186 - MCC: 0.0000\n", "Permutation 187 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 187 - MCC: 0.0000\n", "Permutation 188 - Permuted Response: [0. 1. 0. ... 0. 0. 1.]\n", "Permutation 188 - MCC: 0.0000\n", "Permutation 189 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 189 - MCC: 0.0000\n", "Permutation 190 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 190 - MCC: 0.0000\n", "Permutation 191 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 191 - MCC: 0.0000\n", "Permutation 192 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 192 - MCC: 0.0000\n", "Permutation 193 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 193 - MCC: 0.0000\n", "Permutation 194 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 194 - MCC: 0.0000\n", "Permutation 195 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 195 - MCC: 0.0000\n", "Permutation 196 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 196 - MCC: 0.0000\n", "Permutation 197 - Permuted Response: [0. 0. 0. ... 1. 1. 0.]\n", "Permutation 197 - MCC: 0.0000\n", "Permutation 198 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 198 - MCC: 0.0000\n", "Permutation 199 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 199 - MCC: 0.0000\n", "Permutation 200 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 200 - MCC: 0.0000\n", "Permutation 201 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 201 - MCC: 0.0000\n", "Permutation 202 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 202 - MCC: 0.0000\n", "Permutation 203 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 203 - MCC: 0.0000\n", "Permutation 204 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 204 - MCC: 0.0000\n", "Permutation 205 - Permuted Response: [0. 0. 1. ... 0. 0. 1.]\n", "Permutation 205 - MCC: 0.0000\n", "Permutation 206 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 206 - MCC: 0.0000\n", "Permutation 207 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 207 - MCC: 0.0000\n", "Permutation 208 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 208 - MCC: 0.0000\n", "Permutation 209 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 209 - MCC: 0.0000\n", "Permutation 210 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 210 - MCC: 0.0000\n", "Permutation 211 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 211 - MCC: 0.0000\n", "Permutation 212 - Permuted Response: [0. 1. 0. ... 1. 0. 0.]\n", "Permutation 212 - MCC: 0.0000\n", "Permutation 213 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 213 - MCC: 0.0000\n", "Permutation 214 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 214 - MCC: 0.0000\n", "Permutation 215 - Permuted Response: [0. 0. 0. ... 0. 1. 1.]\n", "Permutation 215 - MCC: 0.0000\n", "Permutation 216 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 216 - MCC: 0.0000\n", "Permutation 217 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 217 - MCC: 0.0000\n", "Permutation 218 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 218 - MCC: 0.0000\n", "Permutation 219 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 219 - MCC: 0.0000\n", "Permutation 220 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 220 - MCC: 0.0000\n", "Permutation 221 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 221 - MCC: 0.0000\n", "Permutation 222 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 222 - MCC: 0.0000\n", "Permutation 223 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 223 - MCC: 0.0000\n", "Permutation 224 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 224 - MCC: 0.0000\n", "Permutation 225 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 225 - MCC: 0.0000\n", "Permutation 226 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 226 - MCC: 0.0000\n", "Permutation 227 - Permuted Response: [0. 1. 0. ... 1. 1. 0.]\n", "Permutation 227 - MCC: 0.0000\n", "Permutation 228 - Permuted Response: [1. 1. 1. ... 0. 0. 0.]\n", "Permutation 228 - MCC: 0.0000\n", "Permutation 229 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 229 - MCC: 0.0000\n", "Permutation 230 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 230 - MCC: 0.0000\n", "Permutation 231 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 231 - MCC: 0.0000\n", "Permutation 232 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 232 - MCC: 0.0000\n", "Permutation 233 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 233 - MCC: 0.0000\n", "Permutation 234 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 234 - MCC: 0.0000\n", "Permutation 235 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 235 - MCC: 0.0000\n", "Permutation 236 - Permuted Response: [1. 0. 0. ... 0. 1. 1.]\n", "Permutation 236 - MCC: 0.0000\n", "Permutation 237 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 237 - MCC: 0.0000\n", "Permutation 238 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 238 - MCC: 0.0000\n", "Permutation 239 - Permuted Response: [0. 0. 1. ... 0. 1. 0.]\n", "Permutation 239 - MCC: 0.0000\n", "Permutation 240 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 240 - MCC: 0.0000\n", "Permutation 241 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 241 - MCC: 0.0000\n", "Permutation 242 - Permuted Response: [1. 0. 0. ... 1. 0. 0.]\n", "Permutation 242 - MCC: 0.0000\n", "Permutation 243 - Permuted Response: [0. 1. 1. ... 0. 1. 0.]\n", "Permutation 243 - MCC: 0.0000\n", "Permutation 244 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 244 - MCC: 0.0000\n", "Permutation 245 - Permuted Response: [0. 1. 0. ... 0. 1. 0.]\n", "Permutation 245 - MCC: 0.0000\n", "Permutation 246 - Permuted Response: [0. 1. 0. ... 1. 1. 0.]\n", "Permutation 246 - MCC: 0.0000\n", "Permutation 247 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 247 - MCC: 0.0000\n", "Permutation 248 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 248 - MCC: 0.0000\n", "Permutation 249 - Permuted Response: [1. 0. 0. ... 0. 1. 1.]\n", "Permutation 249 - MCC: 0.0000\n", "Permutation 250 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 250 - MCC: 0.0000\n", "Permutation 251 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 251 - MCC: 0.0000\n", "Permutation 252 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 252 - MCC: 0.0000\n", "Permutation 253 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 253 - MCC: 0.0000\n", "Permutation 254 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 254 - MCC: 0.0000\n", "Permutation 255 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 255 - MCC: 0.0000\n", "Permutation 256 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 256 - MCC: 0.0000\n", "Permutation 257 - Permuted Response: [1. 0. 0. ... 0. 1. 0.]\n", "Permutation 257 - MCC: 0.0000\n", "Permutation 258 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 258 - MCC: 0.0000\n", "Permutation 259 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 259 - MCC: 0.0000\n", "Permutation 260 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 260 - MCC: 0.0000\n", "Permutation 261 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 261 - MCC: 0.0000\n", "Permutation 262 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 262 - MCC: 0.0000\n", "Permutation 263 - Permuted Response: [1. 0. 0. ... 0. 0. 1.]\n", "Permutation 263 - MCC: 0.0000\n", "Permutation 264 - Permuted Response: [0. 1. 0. ... 0. 1. 1.]\n", "Permutation 264 - MCC: 0.0000\n", "Permutation 265 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 265 - MCC: 0.0000\n", "Permutation 266 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 266 - MCC: 0.0000\n", "Permutation 267 - Permuted Response: [0. 0. 0. ... 1. 1. 0.]\n", "Permutation 267 - MCC: 0.0000\n", "Permutation 268 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 268 - MCC: 0.0000\n", "Permutation 269 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 269 - MCC: 0.0000\n", "Permutation 270 - Permuted Response: [1. 0. 0. ... 0. 0. 1.]\n", "Permutation 270 - MCC: 0.0000\n", "Permutation 271 - Permuted Response: [0. 0. 1. ... 1. 0. 0.]\n", "Permutation 271 - MCC: 0.0000\n", "Permutation 272 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 272 - MCC: 0.0000\n", "Permutation 273 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 273 - MCC: 0.0000\n", "Permutation 274 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 274 - MCC: 0.0000\n", "Permutation 275 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 275 - MCC: 0.0000\n", "Permutation 276 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 276 - MCC: 0.0000\n", "Permutation 277 - Permuted Response: [1. 0. 0. ... 0. 1. 1.]\n", "Permutation 277 - MCC: 0.0000\n", "Permutation 278 - Permuted Response: [1. 1. 0. ... 0. 1. 0.]\n", "Permutation 278 - MCC: 0.0000\n", "Permutation 279 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 279 - MCC: 0.0000\n", "Permutation 280 - Permuted Response: [0. 0. 0. ... 1. 1. 0.]\n", "Permutation 280 - MCC: 0.0000\n", "Permutation 281 - Permuted Response: [1. 0. 1. ... 0. 0. 0.]\n", "Permutation 281 - MCC: 0.0000\n", "Permutation 282 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 282 - MCC: 0.0000\n", "Permutation 283 - Permuted Response: [0. 1. 0. ... 1. 0. 0.]\n", "Permutation 283 - MCC: 0.0000\n", "Permutation 284 - Permuted Response: [1. 1. 0. ... 0. 0. 0.]\n", "Permutation 284 - MCC: 0.0000\n", "Permutation 285 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 285 - MCC: 0.0000\n", "Permutation 286 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 286 - MCC: 0.0000\n", "Permutation 287 - Permuted Response: [0. 0. 0. ... 1. 1. 0.]\n", "Permutation 287 - MCC: 0.0000\n", "Permutation 288 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 288 - MCC: 0.0000\n", "Permutation 289 - Permuted Response: [0. 1. 1. ... 0. 0. 0.]\n", "Permutation 289 - MCC: 0.0000\n", "Permutation 290 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 290 - MCC: 0.0000\n", "Permutation 291 - Permuted Response: [0. 0. 1. ... 0. 1. 0.]\n", "Permutation 291 - MCC: 0.0000\n", "Permutation 292 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 292 - MCC: 0.0000\n", "Permutation 293 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 293 - MCC: 0.0000\n", "Permutation 294 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 294 - MCC: 0.0000\n", "Permutation 295 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 295 - MCC: 0.0000\n", "Permutation 296 - Permuted Response: [0. 0. 1. ... 0. 1. 0.]\n", "Permutation 296 - MCC: 0.0000\n", "Permutation 297 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 297 - MCC: 0.0000\n", "Permutation 298 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 298 - MCC: 0.0000\n", "Permutation 299 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 299 - MCC: 0.0000\n", "Permutation 300 - Permuted Response: [1. 0. 0. ... 1. 1. 1.]\n", "Permutation 300 - MCC: 0.0000\n", "Permutation 301 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 301 - MCC: 0.0000\n", "Permutation 302 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 302 - MCC: 0.0000\n", "Permutation 303 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 303 - MCC: 0.0000\n", "Permutation 304 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 304 - MCC: 0.0000\n", "Permutation 305 - Permuted Response: [0. 1. 0. ... 0. 1. 0.]\n", "Permutation 305 - MCC: 0.0000\n", "Permutation 306 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 306 - MCC: 0.0000\n", "Permutation 307 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 307 - MCC: 0.0000\n", "Permutation 308 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 308 - MCC: 0.0000\n", "Permutation 309 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 309 - MCC: 0.0000\n", "Permutation 310 - Permuted Response: [1. 1. 0. ... 0. 0. 0.]\n", "Permutation 310 - MCC: 0.0000\n", "Permutation 311 - Permuted Response: [0. 0. 1. ... 1. 0. 0.]\n", "Permutation 311 - MCC: 0.0000\n", "Permutation 312 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 312 - MCC: 0.0000\n", "Permutation 313 - Permuted Response: [1. 1. 0. ... 0. 0. 0.]\n", "Permutation 313 - MCC: 0.0000\n", "Permutation 314 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 314 - MCC: 0.0000\n", "Permutation 315 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 315 - MCC: 0.0000\n", "Permutation 316 - Permuted Response: [0. 0. 0. ... 1. 0. 1.]\n", "Permutation 316 - MCC: 0.0000\n", "Permutation 317 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 317 - MCC: 0.0000\n", "Permutation 318 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 318 - MCC: 0.0000\n", "Permutation 319 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 319 - MCC: 0.0000\n", "Permutation 320 - Permuted Response: [0. 0. 0. ... 1. 0. 1.]\n", "Permutation 320 - MCC: 0.0000\n", "Permutation 321 - Permuted Response: [0. 0. 1. ... 0. 1. 0.]\n", "Permutation 321 - MCC: 0.0000\n", "Permutation 322 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 322 - MCC: 0.0000\n", "Permutation 323 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 323 - MCC: 0.0000\n", "Permutation 324 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 324 - MCC: 0.0000\n", "Permutation 325 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 325 - MCC: 0.0000\n", "Permutation 326 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 326 - MCC: 0.0000\n", "Permutation 327 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 327 - MCC: 0.0000\n", "Permutation 328 - Permuted Response: [0. 1. 0. ... 1. 0. 0.]\n", "Permutation 328 - MCC: 0.0000\n", "Permutation 329 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 329 - MCC: 0.0000\n", "Permutation 330 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 330 - MCC: 0.0000\n", "Permutation 331 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 331 - MCC: 0.0000\n", "Permutation 332 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 332 - MCC: 0.0000\n", "Permutation 333 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 333 - MCC: 0.0000\n", "Permutation 334 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 334 - MCC: 0.0000\n", "Permutation 335 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 335 - MCC: 0.0000\n", "Permutation 336 - Permuted Response: [1. 1. 0. ... 0. 1. 1.]\n", "Permutation 336 - MCC: 0.0000\n", "Permutation 337 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 337 - MCC: 0.0000\n", "Permutation 338 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 338 - MCC: 0.0000\n", "Permutation 339 - Permuted Response: [1. 1. 0. ... 0. 0. 1.]\n", "Permutation 339 - MCC: 0.0000\n", "Permutation 340 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 340 - MCC: 0.0000\n", "Permutation 341 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 341 - MCC: 0.0000\n", "Permutation 342 - Permuted Response: [0. 1. 0. ... 1. 0. 0.]\n", "Permutation 342 - MCC: 0.0000\n", "Permutation 343 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 343 - MCC: 0.0000\n", "Permutation 344 - Permuted Response: [1. 1. 0. ... 0. 0. 0.]\n", "Permutation 344 - MCC: 0.0000\n", "Permutation 345 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 345 - MCC: 0.0000\n", "Permutation 346 - Permuted Response: [0. 0. 0. ... 1. 0. 1.]\n", "Permutation 346 - MCC: 0.0000\n", "Permutation 347 - Permuted Response: [0. 1. 0. ... 0. 1. 0.]\n", "Permutation 347 - MCC: 0.0000\n", "Permutation 348 - Permuted Response: [0. 0. 1. ... 1. 0. 1.]\n", "Permutation 348 - MCC: 0.0000\n", "Permutation 349 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 349 - MCC: 0.0000\n", "Permutation 350 - Permuted Response: [0. 0. 1. ... 0. 1. 0.]\n", "Permutation 350 - MCC: 0.0000\n", "Permutation 351 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 351 - MCC: 0.0000\n", "Permutation 352 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 352 - MCC: 0.0000\n", "Permutation 353 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 353 - MCC: 0.0000\n", "Permutation 354 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 354 - MCC: 0.0000\n", "Permutation 355 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 355 - MCC: 0.0000\n", "Permutation 356 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 356 - MCC: 0.0000\n", "Permutation 357 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 357 - MCC: 0.0000\n", "Permutation 358 - Permuted Response: [0. 1. 0. ... 0. 0. 1.]\n", "Permutation 358 - MCC: 0.0000\n", "Permutation 359 - Permuted Response: [0. 0. 1. ... 1. 0. 0.]\n", "Permutation 359 - MCC: 0.0000\n", "Permutation 360 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 360 - MCC: 0.0000\n", "Permutation 361 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 361 - MCC: 0.0000\n", "Permutation 362 - Permuted Response: [0. 1. 0. ... 0. 0. 1.]\n", "Permutation 362 - MCC: 0.0000\n", "Permutation 363 - Permuted Response: [1. 0. 0. ... 0. 0. 1.]\n", "Permutation 363 - MCC: 0.0000\n", "Permutation 364 - Permuted Response: [0. 0. 1. ... 1. 0. 0.]\n", "Permutation 364 - MCC: 0.0000\n", "Permutation 365 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 365 - MCC: 0.0000\n", "Permutation 366 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 366 - MCC: 0.0000\n", "Permutation 367 - Permuted Response: [0. 0. 1. ... 0. 0. 1.]\n", "Permutation 367 - MCC: 0.0000\n", "Permutation 368 - Permuted Response: [0. 1. 0. ... 0. 1. 0.]\n", "Permutation 368 - MCC: 0.0000\n", "Permutation 369 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 369 - MCC: 0.0000\n", "Permutation 370 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 370 - MCC: 0.0000\n", "Permutation 371 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 371 - MCC: 0.0000\n", "Permutation 372 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 372 - MCC: 0.0000\n", "Permutation 373 - Permuted Response: [0. 0. 0. ... 0. 1. 1.]\n", "Permutation 373 - MCC: 0.0000\n", "Permutation 374 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 374 - MCC: 0.0000\n", "Permutation 375 - Permuted Response: [1. 0. 1. ... 1. 0. 0.]\n", "Permutation 375 - MCC: 0.0000\n", "Permutation 376 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 376 - MCC: 0.0000\n", "Permutation 377 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 377 - MCC: 0.0000\n", "Permutation 378 - Permuted Response: [1. 0. 0. ... 1. 1. 1.]\n", "Permutation 378 - MCC: 0.0000\n", "Permutation 379 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 379 - MCC: 0.0000\n", "Permutation 380 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 380 - MCC: 0.0000\n", "Permutation 381 - Permuted Response: [1. 1. 1. ... 0. 0. 0.]\n", "Permutation 381 - MCC: 0.0000\n", "Permutation 382 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 382 - MCC: 0.0000\n", "Permutation 383 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 383 - MCC: 0.0000\n", "Permutation 384 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 384 - MCC: 0.0000\n", "Permutation 385 - Permuted Response: [0. 0. 0. ... 0. 1. 1.]\n", "Permutation 385 - MCC: 0.0000\n", "Permutation 386 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 386 - MCC: 0.0000\n", "Permutation 387 - Permuted Response: [0. 0. 1. ... 0. 0. 1.]\n", "Permutation 387 - MCC: 0.0000\n", "Permutation 388 - Permuted Response: [0. 0. 0. ... 0. 1. 1.]\n", "Permutation 388 - MCC: 0.0000\n", "Permutation 389 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 389 - MCC: 0.0000\n", "Permutation 390 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 390 - MCC: 0.0000\n", "Permutation 391 - Permuted Response: [0. 0. 1. ... 0. 1. 0.]\n", "Permutation 391 - MCC: 0.0000\n", "Permutation 392 - Permuted Response: [0. 0. 1. ... 0. 1. 0.]\n", "Permutation 392 - MCC: 0.0000\n", "Permutation 393 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 393 - MCC: 0.0000\n", "Permutation 394 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 394 - MCC: 0.0000\n", "Permutation 395 - Permuted Response: [1. 0. 1. ... 1. 0. 1.]\n", "Permutation 395 - MCC: 0.0000\n", "Permutation 396 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 396 - MCC: 0.0000\n", "Permutation 397 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 397 - MCC: 0.0000\n", "Permutation 398 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 398 - MCC: 0.0000\n", "Permutation 399 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 399 - MCC: 0.0000\n", "Permutation 400 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 400 - MCC: 0.0000\n", "Permutation 401 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 401 - MCC: 0.0000\n", "Permutation 402 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 402 - MCC: 0.0000\n", "Permutation 403 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 403 - MCC: 0.0000\n", "Permutation 404 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 404 - MCC: 0.0000\n", "Permutation 405 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 405 - MCC: 0.0000\n", "Permutation 406 - Permuted Response: [1. 0. 0. ... 1. 1. 0.]\n", "Permutation 406 - MCC: 0.0000\n", "Permutation 407 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 407 - MCC: 0.0000\n", "Permutation 408 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 408 - MCC: 0.0000\n", "Permutation 409 - Permuted Response: [0. 0. 1. ... 0. 0. 1.]\n", "Permutation 409 - MCC: 0.0000\n", "Permutation 410 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 410 - MCC: 0.0000\n", "Permutation 411 - Permuted Response: [0. 1. 1. ... 0. 0. 0.]\n", "Permutation 411 - MCC: 0.0000\n", "Permutation 412 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 412 - MCC: 0.0000\n", "Permutation 413 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 413 - MCC: 0.0000\n", "Permutation 414 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 414 - MCC: 0.0000\n", "Permutation 415 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 415 - MCC: 0.0000\n", "Permutation 416 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 416 - MCC: 0.0000\n", "Permutation 417 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 417 - MCC: 0.0000\n", "Permutation 418 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 418 - MCC: 0.0000\n", "Permutation 419 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 419 - MCC: 0.0000\n", "Permutation 420 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 420 - MCC: 0.0000\n", "Permutation 421 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 421 - MCC: 0.0000\n", "Permutation 422 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 422 - MCC: 0.0000\n", "Permutation 423 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 423 - MCC: 0.0000\n", "Permutation 424 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 424 - MCC: 0.0000\n", "Permutation 425 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 425 - MCC: 0.0000\n", "Permutation 426 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 426 - MCC: 0.0000\n", "Permutation 427 - Permuted Response: [0. 1. 1. ... 0. 0. 0.]\n", "Permutation 427 - MCC: 0.0000\n", "Permutation 428 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 428 - MCC: 0.0000\n", "Permutation 429 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 429 - MCC: 0.0000\n", "Permutation 430 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 430 - MCC: 0.0000\n", "Permutation 431 - Permuted Response: [0. 0. 0. ... 1. 1. 0.]\n", "Permutation 431 - MCC: 0.0000\n", "Permutation 432 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 432 - MCC: 0.0000\n", "Permutation 433 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 433 - MCC: 0.0000\n", "Permutation 434 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 434 - MCC: 0.0000\n", "Permutation 435 - Permuted Response: [1. 1. 0. ... 1. 0. 0.]\n", "Permutation 435 - MCC: 0.0000\n", "Permutation 436 - Permuted Response: [1. 0. 0. ... 0. 1. 0.]\n", "Permutation 436 - MCC: 0.0000\n", "Permutation 437 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 437 - MCC: 0.0000\n", "Permutation 438 - Permuted Response: [1. 0. 0. ... 0. 1. 1.]\n", "Permutation 438 - MCC: 0.0000\n", "Permutation 439 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 439 - MCC: 0.0000\n", "Permutation 440 - Permuted Response: [0. 1. 0. ... 0. 1. 0.]\n", "Permutation 440 - MCC: 0.0000\n", "Permutation 441 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 441 - MCC: 0.0000\n", "Permutation 442 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 442 - MCC: 0.0000\n", "Permutation 443 - Permuted Response: [0. 1. 1. ... 0. 0. 0.]\n", "Permutation 443 - MCC: 0.0000\n", "Permutation 444 - Permuted Response: [0. 1. 0. ... 1. 0. 0.]\n", "Permutation 444 - MCC: 0.0000\n", "Permutation 445 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 445 - MCC: 0.0000\n", "Permutation 446 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 446 - MCC: 0.0000\n", "Permutation 447 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 447 - MCC: 0.0000\n", "Permutation 448 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 448 - MCC: 0.0000\n", "Permutation 449 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 449 - MCC: 0.0000\n", "Permutation 450 - Permuted Response: [0. 0. 0. ... 1. 1. 1.]\n", "Permutation 450 - MCC: 0.0000\n", "Permutation 451 - Permuted Response: [0. 1. 0. ... 0. 1. 1.]\n", "Permutation 451 - MCC: 0.0000\n", "Permutation 452 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 452 - MCC: 0.0000\n", "Permutation 453 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 453 - MCC: 0.0000\n", "Permutation 454 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 454 - MCC: 0.0000\n", "Permutation 455 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 455 - MCC: 0.0000\n", "Permutation 456 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 456 - MCC: 0.0000\n", "Permutation 457 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 457 - MCC: 0.0000\n", "Permutation 458 - Permuted Response: [0. 1. 1. ... 0. 0. 1.]\n", "Permutation 458 - MCC: 0.0000\n", "Permutation 459 - Permuted Response: [0. 0. 1. ... 1. 0. 0.]\n", "Permutation 459 - MCC: 0.0000\n", "Permutation 460 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 460 - MCC: 0.0000\n", "Permutation 461 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 461 - MCC: 0.0000\n", "Permutation 462 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 462 - MCC: 0.0000\n", "Permutation 463 - Permuted Response: [0. 0. 1. ... 0. 0. 1.]\n", "Permutation 463 - MCC: 0.0000\n", "Permutation 464 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 464 - MCC: 0.0000\n", "Permutation 465 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 465 - MCC: 0.0000\n", "Permutation 466 - Permuted Response: [1. 0. 0. ... 0. 0. 1.]\n", "Permutation 466 - MCC: 0.0000\n", "Permutation 467 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 467 - MCC: 0.0000\n", "Permutation 468 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 468 - MCC: 0.0000\n", "Permutation 469 - Permuted Response: [1. 0. 1. ... 0. 0. 1.]\n", "Permutation 469 - MCC: 0.0000\n", "Permutation 470 - Permuted Response: [0. 0. 1. ... 0. 1. 0.]\n", "Permutation 470 - MCC: 0.0000\n", "Permutation 471 - Permuted Response: [0. 1. 0. ... 0. 0. 1.]\n", "Permutation 471 - MCC: 0.0000\n", "Permutation 472 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 472 - MCC: 0.0000\n", "Permutation 473 - Permuted Response: [0. 1. 0. ... 0. 0. 0.]\n", "Permutation 473 - MCC: 0.0000\n", "Permutation 474 - Permuted Response: [1. 0. 0. ... 1. 0. 0.]\n", "Permutation 474 - MCC: 0.0000\n", "Permutation 475 - Permuted Response: [1. 1. 0. ... 0. 0. 0.]\n", "Permutation 475 - MCC: 0.0000\n", "Permutation 476 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 476 - MCC: 0.0000\n", "Permutation 477 - Permuted Response: [1. 0. 0. ... 0. 1. 0.]\n", "Permutation 477 - MCC: 0.0000\n", "Permutation 478 - Permuted Response: [0. 1. 1. ... 1. 1. 1.]\n", "Permutation 478 - MCC: 0.0000\n", "Permutation 479 - Permuted Response: [0. 0. 0. ... 1. 1. 0.]\n", "Permutation 479 - MCC: 0.0000\n", "Permutation 480 - Permuted Response: [0. 0. 1. ... 0. 0. 0.]\n", "Permutation 480 - MCC: 0.0000\n", "Permutation 481 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 481 - MCC: 0.0000\n", "Permutation 482 - Permuted Response: [1. 0. 1. ... 0. 0. 0.]\n", "Permutation 482 - MCC: 0.0000\n", "Permutation 483 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 483 - MCC: 0.0000\n", "Permutation 484 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 484 - MCC: 0.0000\n", "Permutation 485 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 485 - MCC: 0.0000\n", "Permutation 486 - Permuted Response: [1. 0. 0. ... 0. 0. 0.]\n", "Permutation 486 - MCC: 0.0000\n", "Permutation 487 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 487 - MCC: 0.0000\n", "Permutation 488 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 488 - MCC: 0.0000\n", "Permutation 489 - Permuted Response: [1. 0. 0. ... 1. 0. 0.]\n", "Permutation 489 - MCC: 0.0000\n", "Permutation 490 - Permuted Response: [0. 0. 0. ... 1. 0. 0.]\n", "Permutation 490 - MCC: 0.0000\n", "Permutation 491 - Permuted Response: [0. 0. 1. ... 0. 0. 1.]\n", "Permutation 491 - MCC: 0.0000\n", "Permutation 492 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 492 - MCC: 0.0000\n", "Permutation 493 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 493 - MCC: 0.0000\n", "Permutation 494 - Permuted Response: [0. 1. 0. ... 0. 0. 1.]\n", "Permutation 494 - MCC: 0.0000\n", "Permutation 495 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 495 - MCC: 0.0000\n", "Permutation 496 - Permuted Response: [0. 0. 1. ... 0. 1. 0.]\n", "Permutation 496 - MCC: 0.0000\n", "Permutation 497 - Permuted Response: [0. 0. 0. ... 0. 0. 1.]\n", "Permutation 497 - MCC: 0.0000\n", "Permutation 498 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 498 - MCC: 0.0000\n", "Permutation 499 - Permuted Response: [0. 0. 0. ... 0. 0. 0.]\n", "Permutation 499 - MCC: 0.0000\n", "Permutation 500 - Permuted Response: [0. 0. 0. ... 0. 1. 0.]\n", "Permutation 500 - MCC: 0.0000\n" ] }, { "data": { "text/plain": [ "0.0" ] }, "execution_count": 139, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#computation p-values of MCC (use permutation testing)\n", "from sklearn import svm, datasets\n", "model_SVC = svm.SVC()\n", "import itertools\n", "import time\n", "from sklearn.metrics import matthews_corrcoef\n", "import pandas as pd\n", "\n", "num_permutations=500 #number of times to permute (shuffle) PQ# responses\n", "observed_mcc=0. #computed MCC of reduced model for PQ# with specified cutoff value\n", "permuted_mcc_scores=[] #initialize a list to store the MCC scores after each of the permutations of PQ#\n", "bestmodel = svm.SVC(kernel='linear',C=0.01)#,gamma=0.001,degree=2)#best model for PQ# with specified cutoff value\n", "\n", "#store MCC scores for each of our reduced model predictions in a data frame\n", "for permutation in range(num_permutations): #for each permutation\n", " \n", " permuted_response=np.random.permutation(response) #permute the row entries of 'PQ#' in reduced data \n", " print(f\"Permutation {permutation + 1} - Permuted Response: {permuted_response}\")\n", " \n", " #create training/test split on reduced data set\n", " X_train, X_test, y_train, y_test = train_test_split(predictors, permuted_response, test_size = 0.214)\n", " y_train=pd.DataFrame(y_train,columns=['PQ11'])\n", " \n", " #train model on reduced data with permuted response\n", " bestmodel.fit(X_train, np.ravel(y_train.transpose().to_numpy())) \n", " \n", " #make predictions for response using trained model. \n", " pred=bestmodel.predict(X_test) \n", "\n", " #store MCC score with permuted response\n", " MCC=matthews_corrcoef(y_test,pred) \n", " permuted_mcc_scores.append(MCC) #add this MCC score to our list \n", " print(f\"Permutation {permutation + 1} - MCC: {MCC:.4f}\")\n", " \n", "#compute the p-value(the probability that the observed MCC of 0.598 occured by random chance) \n", " #null: MCC!=observed_mcc \n", " #alternative: MCC=observed_mcc\n", " #p<0.05 means we reject the null and MCC=observed_mcc (our MCC is significant - didn't occur by random chance)\n", " #p>=0.05 means we accept the null and MCC!=observed_mcc (our MCC is not significant - did occur by random chance)\n", "permuted_mcc_scores = np.array(permuted_mcc_scores)\n", "p_value = np.mean(permuted_mcc_scores >= observed_mcc) #compute the proportion of permuted MCC scores that are at least as large as the observed MCC\n", "p_value = round(p_value, 100) #round to 100 decimal places\n", "scientific_notation = \"{:.10e}\".format(p_value) #display in scientific notation\n", "p_value " ] }, { "cell_type": "code", "execution_count": 145, "id": "8e0e0c40", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plot i.e. histogram of permuted_mcc_scores\n", "import matplotlib.pyplot as plt\n", "\n", "plt.hist(permuted_mcc_scores, bins=10, color='blue', edgecolor='black')\n", "plt.axvline(x=observed_mcc, color='red', linestyle='--', label='Observed Value')\n", "#plt.savefig('MCC_Permutation_Testing_PQ11.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "d35ce0e8", "metadata": {}, "outputs": [], "source": [ "#run var drop on PQS with either grouping as relevant predictors" ] }, { "cell_type": "code", "execution_count": 9, "id": "3cc91582", "metadata": {}, "outputs": [], "source": [ "#list of relevant preds from PQ's with either group as relevant\n", "PQ1_relevant_preds=['GivenCitation', 'symracismq1', 'PoliceQ8', 'symracismq3', 'PQ5',\n", " 'Group2', 'PQ10', 'tactful', 'AfricanBlackCoder', 'PQ7',\n", " 'LocNoiseLevel', 'GoingTooSlow', 'tender', 'conventional', 'PQ3',\n", " 'symracismq7', 'childlike', 'PoliceQ2', 'MaleSuspect',\n", " 'symracismq5', 'PQ4', 'OffPhysicalDeEscalation', 'PQ8', 'PQ6']\n", "\n", "PQ2_relevant_preds=['Group2', 'AfricanBlackCoder', 'SuspectDisplayWeapon', 'PQ11',\n", " 'PhysicalArrestCuffs', 'PushTooFast', 'WhiteCoder', 'athletic',\n", " 'VerbalStatementArrest', 'PQ9', 'independent', 'forceful',\n", " 'symracismq8', 'PoliceQ6', 'GivenCitation', 'ambitious', 'solemn',\n", " 'ForceLocation', 'cheeful', 'PoliceQ1', 'PoliceQ5', 'WSUNoCorps',\n", " 'sincere', 'OffSilentAfterForce', 'dominant', 'strongpersonality',\n", " 'less5mintocode', 'analytical', 'theatrical',\n", " 'OffPhysicalDeEscalation', 'DetainedNoCuffs', 'tactful',\n", " 'DetainedCuffs', 'loveschildren', 'symracismq3', 'competitive',\n", " 'PoliceQ4', 'Bystanders', 'PoliceQ9', 'selfsufficient',\n", " 'unsystematic', 'senstivetoothersneeds', 'obs', 'aggressive',\n", " 'eagertosoothhurt', 'PQ6', 'PQ3', 'unpredictable', 'Resistance',\n", " 'PQ1', 'PoliceQ10', 'OfficersPresent', 'conscientious', 'PQ5',\n", " 'PQ7', 'PQ10', 'flatterable', 'feminine', 'reliable',\n", " 'sympathetic', 'leadershipskills', 'compassionate', 'liable',\n", " 'warm', 'tender', 'gullible', 'adaptable', 'individualistic',\n", " 'PoliceQ8']\n", "\n", "PQ4_relevant_preds=['WSUCorpsPrevious', 'PoliceQ9', 'Group2', 'willingtotakerisks',\n", " 'happy', 'feminine', 'analytical', 'willingtotakestand',\n", " 'eagertosoothhurt', 'inefficient', 'doesntuseharshlang',\n", " 'loveschildren', 'loyal', 'symracismq7', 'dominant',\n", " 'DetainedCuffs', 'unsystematic', 'PoliceQ1',\n", " 'UnknownSuspectGender', 'SuspectUnarmed', 'less5mintocode',\n", " 'MaleSuspect', 'OffSilentAfterForce', 'CoderLiberal', 'PoliceQ2',\n", " 'WhiteCoder', 'AfricanBlackCoder', 'HispanicLatinoCoder',\n", " 'WSUCorpsCurrent', 'WSUNoCorps', 'Group1', 'actsasaleader',\n", " 'symracismq4', 'conventional', 'PoliceQ3', 'liable',\n", " 'selfsufficient', 'warm', 'solemn', 'bsri', 'PQ1', 'PQ8',\n", " 'athletic', 'individualistic', 'symracismq3',\n", " 'VerbalStatementArrest', 'competitive', 'SuspectDisplayWeapon',\n", " 'softspoken', 'senstivetoothersneeds', 'gullible', 'tender',\n", " 'PoliceQ4', 'compassionate', 'PoliceQ5', 'PQ6',\n", " 'makesdecisioneasy', 'flatterable', 'tactful', 'sympathetic',\n", " 'PoliceQ7', 'PoliceQ6', 'PoliceQ10', 'PoliceQ8', 'gentle', 'PQ2',\n", " 'truthful', 'understanding', 'friendly', 'adaptable', 'ambitious',\n", " 'PQ3', 'obs']\n", "\n", "PQ7_relevant_preds=['Group2', 'SuspectDisplayWeapon', 'PushTooFast',\n", " 'SusNegEmotionalState', 'softspoken', 'OffPhysicalDeEscalation',\n", " 'ambitious', 'PQ10', 'WSUNoCorps', 'PoliceQ3', 'PoliceQ1',\n", " 'VerbalStatementArrest', 'DetainedCuffs', 'WhiteSuspect',\n", " 'PhysicalArrestCuffs', 'WhiteCoder', 'warm', 'gullible',\n", " 'individualistic', 'PQ5', 'PQ11', 'obs', 'dominant',\n", " 'CoderLiberal', 'symracismq2', 'PoliceQ10', 'unsystematic',\n", " 'AfricanBlackCoder', 'PQ9', 'doesntuseharshlang', 'PQ6', 'PQ3']\n", "\n", "PQ8_relevant_preds=['Group2', 'OffPhysicalDeEscalation', 'WSUNoCorps', 'PQ11']\n", "\n", "PQ10_relevant_preds=['WSUCorpsPrevious', 'PQ6', 'PQ8', 'loveschildren', 'symracismq5',\n", " 'DetainedNoCuffs', 'ambitious', 'MovingRightSpeed',\n", " 'WSUCorpsCurrent', 'analytical', 'DetainedCuffs',\n", " 'AfricanBlackCoder', 'VerbalStatementArrest', 'PushTooFast', 'PQ2',\n", " 'Group1', 'CoderLiberal', 'Group2', 'doesntuseharshlang',\n", " 'WSUNoCorps', 'childlike', 'PoliceQ2', 'GoingTooSlow', 'PQ11',\n", " 'PQ9']\n", "\n", "PQ11_relevant_preds=['Group2', 'DetainedCuffs', 'softspoken', 'Resistance', 'liable',\n", " 'conventional', 'PQ8', 'OfficersPresent', 'LocNoiseLevel', 'obs',\n", " 'PQ6', 'affectionate', 'PQ10', 'PQ4']" ] }, { "cell_type": "code", "execution_count": 147, "id": "819bb341", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "70" ] }, "execution_count": 147, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#group1 responses \n", "data1=data.loc[data['Group1']==1,:]\n", "#group2 responses \n", "data2=data.loc[data['Group2']==1,:]\n", "\n", "#group1 (group2) responses with relevant vars\n", "data1_relevant_vars_only=pd.concat([data1[PQ2_relevant_preds],data1['PQ2']],axis=1)\n", "data2_relevant_vars_only=pd.concat([data2[PQ2_relevant_preds],data2['PQ2']],axis=1)\n", "#check num preds is correct\n", "data1_relevant_vars_only.shape[1]" ] }, { "cell_type": "code", "execution_count": 148, "id": "2fe0921e", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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3 0 1.0 7 \n", "47 0 1 3 0 1.0 7 \n", "493 1 1 4 1 2.0 7 \n", "301 0 0 2 1 1.0 6 \n", "1110 1 1 3 0 5.0 5 \n", "758 1 1 5 0 3.0 5 \n", "475 1 1 4 0 1.0 5 \n", "1128 1 1 4 0 5.0 7 \n", "618 1 1 3 0 1.0 5 \n", "888 0 0 4 1 1.0 6 \n", "34 1 1 4 1 2.0 7 \n", "637 1 1 3 0 5.0 5 \n", "511 0 1 3 0 1.0 7 \n", "496 1 1 5 0 2.0 5 \n", "674 0 0 2 0 5.0 6 \n", "880 1 1 3 0 2.0 6 \n", "408 0 1 3 0 1.0 7 \n", "344 1 1 4 0 3.0 7 \n", "1154 1 1 6 0 2.0 5 \n", "1221 0 0 2 0 3.0 6 \n", "815 1 1 4 0 1.0 5 \n", "550 0 0 2 0 1.0 6 \n", "432 0 0 4 1 2.0 6 \n", "422 1 1 6 1 4.0 5 \n", "553 0 0 4 1 1.0 6 \n", "462 1 1 6 1 2.0 5 \n", "1204 0 1 3 1 1.0 7 \n", "270 1 1 4 0 5.0 7 \n", "271 1 1 4 0 5.0 5 \n", "967 0 1 3 0 1.0 7 \n", "1269 1 1 5 0 2.0 5 \n", "817 1 1 5 0 3.0 5 \n", "796 1 1 3 0 1.0 5 \n", "1098 0 1 3 0 2.0 7 \n", "809 0 0 2 1 1.0 6 \n", "856 1 1 3 1 1.0 5 \n", "498 1 1 3 0 2.0 5 \n", "165 0 0 4 0 3.0 6 \n", "25 1 1 3 1 1.0 6 \n", "934 0 1 3 0 5.0 7 \n", "1010 0 0 2 0 1.0 6 \n", "1036 1 1 4 1 2.0 5 \n", "819 1 0 4 0 1.0 7 \n", "169 1 1 5 0 3.0 5 \n", "487 0 0 2 0 1.0 6 \n", "566 1 1 3 1 3.0 6 \n", "308 1 1 5 0 2.0 5 \n", "619 1 0 4 0 1.0 7 \n", "468 0 1 3 0 1.0 7 \n", "649 1 1 6 0 5.0 5 \n", "1118 1 1 3 0 3.0 6 \n", "415 1 1 4 1 2.0 5 \n", "250 1 1 4 0 1.0 5 \n", "1200 1 1 6 0 1.0 5 \n", "571 0 0 2 1 1.0 6 \n", "896 1 0 4 0 1.0 7 \n", "699 1 1 5 0 3.0 5 \n", "606 0 1 3 1 1.0 7 \n", "17 1 1 5 0 5.0 5 \n", "10 0 0 2 0 5.0 6 \n", "837 1 0 4 0 1.0 7 \n", "799 1 0 6 0 1.0 7 \n", "1057 1 1 6 0 2.0 5 \n", "239 1 1 3 1 3.0 6 \n", "186 1 1 4 0 1.0 5 \n", "299 0 1 3 1 1.0 7 \n", "152 1 1 5 0 2.0 5 \n", "849 0 0 4 0 1.0 6 \n", "1212 0 1 3 0 5.0 7 \n", "435 1 1 4 1 3.0 7 \n", "1191 1 1 4 0 2.0 5 \n", "563 1 1 6 1 2.0 5 \n", "839 1 1 6 0 1.0 5 \n", "756 1 1 4 0 1.0 5 \n", "761 1 0 4 1 1.0 7 \n", "1005 1 1 6 1 2.0 5 \n", "1135 1 0 6 0 3.0 7 \n", "1111 1 0 4 0 5.0 7 \n", "485 0 1 3 1 2.0 7 \n", "36 0 1 3 1 1.0 7 \n", "150 1 1 4 0 3.0 7 \n", "94 1 1 4 0 5.0 5 \n", "795 1 1 4 0 1.0 5 \n", "592 0 0 2 1 1.0 6 \n", "875 1 0 4 1 1.0 7 \n", "1150 1 1 3 1 3.0 5 \n", "1266 1 1 4 0 3.0 7 \n", "854 1 1 5 0 3.0 5 \n", "129 1 1 4 0 4.0 5 \n", "151 1 1 4 1 2.0 5 \n", "375 0 0 2 0 1.0 6 \n", "526 1 0 6 0 1.0 7 \n", "767 1 1 3 0 3.0 6 \n", "804 1 1 3 1 3.0 6 \n", "616 1 1 5 0 3.0 5 \n", "542 1 0 6 0 1.0 7 \n", "1107 0 1 3 0 5.0 7 \n", "382 1 1 6 0 3.0 5 \n", "126 0 0 2 1 1.0 6 \n", "365 1 1 4 1 4.0 5 \n", "634 1 1 4 1 1.0 5 \n", "448 0 1 3 0 5.0 7 \n", "13 0 0 4 1 5.0 6 \n", "1176 1 1 3 1 3.0 5 \n", "678 0 1 3 0 5.0 7 \n", "183 0 0 2 0 1.0 6 \n", "118 1 0 4 0 1.0 7 \n", "1230 1 1 3 0 1.0 5 \n", "22 1 1 6 0 1.0 5 \n", "818 1 1 3 1 1.0 5 \n", "353 1 1 6 1 3.0 5 \n", "1037 0 1 3 1 3.0 7 \n", "1001 1 1 3 0 1.0 5 \n", "80 1 0 4 0 5.0 7 \n", "1108 1 1 5 0 3.0 5 \n", "51 0 0 4 0 4.0 6 \n", "231 1 1 3 0 1.0 5 \n", "1168 0 1 3 0 5.0 7 \n", "660 1 1 4 0 5.0 5 \n", "1198 1 0 6 0 1.0 7 \n", "521 1 1 5 0 2.0 5 \n", "1250 1 1 3 0 1.0 5 \n", "1020 1 0 4 0 1.0 7 \n", "457 1 1 3 0 1.0 5 \n", "1164 0 0 4 0 3.0 6 \n", "458 1 0 4 0 1.0 7 \n", "132 1 1 3 1 3.0 5 \n", "763 1 0 6 0 1.0 7 \n", "58 1 0 4 1 3.0 7 \n", "916 1 1 3 1 1.0 5 \n", "538 0 1 3 0 5.0 7 \n", "303 0 0 4 0 2.0 6 \n", "775 0 0 4 0 1.0 6 \n", "946 1 0 4 0 1.0 7 \n", "0 1 1 3 0 5.0 5 \n", "1056 1 0 6 0 1.0 7 \n", "395 1 1 4 0 5.0 7 \n", "437 0 1 3 0 5.0 7 \n", "1148 1 1 5 0 2.0 5 \n", "779 1 1 4 1 1.0 5 \n", "980 1 0 4 0 1.0 7 \n", "891 1 1 4 0 1.0 5 \n", "60 1 0 6 0 4.0 7 \n", "412 0 0 4 0 1.0 6 \n", "739 0 1 3 0 5.0 7 \n", "1233 1 0 6 0 3.0 7 \n", "189 1 0 4 0 1.0 7 \n", "822 1 1 6 1 1.0 5 \n", "690 0 1 3 0 1.0 7 \n", "1053 1 1 3 0 1.0 5 \n", "859 1 0 6 0 1.0 7 \n", "790 0 1 3 0 1.0 7 \n", "222 0 0 2 1 4.0 6 \n", "1241 0 0 2 0 1.0 6 \n", "1133 1 1 3 0 1.0 5 \n", "654 0 1 3 0 5.0 7 \n", "531 0 0 2 0 1.0 6 \n", "710 0 1 3 0 2.0 7 \n", "1003 1 0 6 0 2.0 7 \n", "400 1 0 4 0 1.0 7 \n", "1040 1 0 4 0 1.0 7 \n", "113 1 1 4 0 2.0 7 \n", "600 1 0 6 0 1.0 7 \n", "178 1 1 3 1 2.0 6 \n", "523 1 1 3 1 1.0 5 \n", "328 1 1 3 1 1.0 5 \n", "869 0 0 4 0 1.0 6 \n", "834 1 1 4 0 1.0 5 \n", "54 1 1 4 0 3.0 7 \n", "191 1 0 6 0 1.0 7 \n", "438 1 1 5 0 4.0 5 \n", "62 1 1 6 0 5.0 5 \n", "509 1 1 3 1 2.0 6 \n", "902 1 1 3 1 2.0 6 \n", "56 0 1 3 0 5.0 7 \n", "1193 1 1 5 0 3.0 5 \n", "652 1 1 3 0 5.0 6 \n", "793 0 0 4 0 1.0 6 \n", "1238 1 1 3 0 3.0 6 \n", "45 1 1 3 0 5.0 6 \n", "507 1 1 6 0 1.0 5 \n", "1246 1 1 4 0 1.0 5 \n", "1175 1 1 5 0 2.0 5 \n", "587 1 1 3 1 1.0 6 \n", "246 0 0 4 1 1.0 6 \n", "912 1 1 4 0 3.0 5 \n", "1179 1 1 6 0 2.0 5 \n", "938 1 0 6 0 1.0 7 \n", "627 0 0 2 1 1.0 6 \n", "273 1 1 5 0 5.0 5 \n", "683 1 0 6 0 2.0 7 \n", "698 0 1 3 0 5.0 7 \n", "325 0 1 3 0 1.0 7 \n", "506 1 0 4 0 1.0 7 \n", "1062 0 1 3 1 1.0 7 \n", "1171 1 0 6 0 1.0 7 \n", "733 0 0 2 0 5.0 6 \n", "892 0 1 3 0 5.0 7 \n", "947 1 0 6 0 1.0 7 \n", "513 0 0 2 1 1.0 6 \n", "1184 0 1 3 0 1.0 7 \n", "291 1 1 3 1 1.0 5 \n", "195 1 1 3 0 3.0 6 \n", "482 1 1 3 1 3.0 6 \n", "320 0 0 4 1 1.0 6 \n", "188 1 1 3 0 1.0 5 \n", "992 0 0 2 0 1.0 6 \n", "349 1 1 3 0 1.0 5 \n", "120 1 1 6 0 2.0 5 \n", "1082 0 0 4 0 2.0 6 \n", "40 1 0 4 0 5.0 7 \n", "1145 1 1 4 0 3.0 7 \n", "418 1 1 3 0 5.0 5 \n", "1115 1 1 6 1 2.0 5 \n", "1092 1 1 6 0 3.0 5 \n", "516 0 0 4 0 2.0 6 \n", "556 1 1 4 0 1.0 5 \n", "831 0 0 4 1 1.0 6 \n", "917 1 0 4 0 1.0 7 \n", "961 1 0 6 0 1.0 7 \n", "1231 1 0 4 0 1.0 7 \n", "1102 0 0 4 0 1.0 6 \n", "1023 1 1 6 0 2.0 5 \n", "590 0 1 3 0 1.0 7 \n", "801 1 1 6 1 2.0 5 \n", "254 1 0 4 0 5.0 7 \n", "1038 1 1 5 0 2.0 5 \n", "874 1 1 3 1 1.0 5 \n", "217 1 1 3 0 5.0 6 \n", "19 1 0 4 1 1.0 7 \n", "324 1 1 4 0 1.0 5 \n", "310 1 1 3 1 1.0 5 \n", "296 1 1 3 0 1.0 6 \n", "959 1 0 4 0 1.0 7 \n", "253 1 1 3 0 5.0 5 \n", "286 1 1 4 0 2.0 7 \n", "1085 0 1 3 0 5.0 7 \n", "329 1 0 4 0 1.0 7 \n", "274 1 1 3 1 1.0 5 \n", "878 1 1 6 0 1.0 5 \n", "1192 0 1 3 0 5.0 7 \n", "666 1 0 6 0 5.0 7 \n", "718 1 1 4 0 3.0 5 \n", "154 1 0 4 0 1.0 7 \n", "251 0 1 3 0 1.0 7 \n", "93 1 1 4 0 5.0 7 \n", "316 0 1 3 0 1.0 7 \n", "692 0 0 2 0 1.0 6 \n", "283 0 0 4 0 1.0 6 \n", "883 0 1 3 1 1.0 7 \n", "722 1 0 4 0 5.0 7 \n", "225 0 0 4 0 5.0 6 \n", "232 1 0 4 0 1.0 7 \n", "133 1 0 4 0 1.0 7 \n", "956 1 1 4 0 2.0 5 \n", "667 1 1 6 0 5.0 5 \n", "928 0 0 2 0 1.0 6 \n", "680 1 1 3 0 2.0 5 \n", "905 0 1 3 1 1.0 7 \n", "584 1 1 6 0 2.0 5 \n", "210 1 0 4 0 5.0 7 \n", "630 0 0 4 1 1.0 6 \n", "294 1 1 6 1 2.0 5 \n", "933 1 1 4 0 1.0 5 \n", "677 1 1 4 0 5.0 5 \n", "1084 1 1 4 0 1.0 5 \n", "1121 0 1 3 0 2.0 7 \n", "427 0 1 3 0 2.0 7 \n", "1100 0 0 2 0 1.0 6 \n", "130 1 1 5 0 2.0 5 \n", "529 0 1 3 0 1.0 7 \n", "1030 0 0 2 0 1.0 6 \n", "745 1 0 6 0 1.0 7 \n", "1267 1 1 4 0 1.0 5 \n", "965 1 1 3 1 2.0 6 \n", "97 1 1 3 0 1.0 5 \n", "827 0 1 3 0 1.0 7 \n", "738 1 1 4 0 5.0 5 \n", "323 1 1 4 0 1.0 7 \n", "936 1 0 4 0 1.0 7 \n", "841 1 1 3 0 3.0 6 \n", "866 0 0 2 0 1.0 6 \n", "765 1 1 6 1 1.0 5 \n", "175 1 1 6 0 2.0 5 \n", "367 1 1 5 0 1.0 5 \n", "621 1 1 6 1 1.0 5 \n", "1139 1 1 3 0 4.0 6 \n", "1167 1 1 4 0 3.0 5 \n", "939 1 1 6 0 3.0 5 \n", "205 1 1 4 0 1.0 5 \n", "857 1 0 4 0 1.0 7 \n", "20 1 0 6 1 1.0 7 \n", "712 0 0 2 0 2.0 6 \n", "784 1 0 4 0 1.0 7 \n", "743 1 0 4 0 1.0 7 \n", "473 0 0 4 1 3.0 6 \n", "998 0 1 3 0 3.0 7 \n", "200 0 0 2 0 1.0 6 \n", "853 0 1 3 1 5.0 7 \n", "648 1 0 6 0 5.0 7 \n", "390 0 0 2 0 5.0 6 \n", "258 1 1 6 0 5.0 5 \n", "579 1 1 3 1 1.0 5 \n", "608 0 0 2 1 1.0 6 \n", "772 0 0 2 1 1.0 6 \n", "969 1 1 5 0 1.0 5 \n", "635 0 1 3 0 1.0 7 \n", "359 0 1 3 0 1.0 7 \n", "289 1 1 5 0 2.0 5 \n", "995 0 0 4 1 1.0 6 \n", "797 1 0 4 1 1.0 7 \n", "410 0 0 2 0 1.0 6 \n", "452 0 0 4 0 5.0 6 \n", "307 0 1 3 0 1.0 7 \n", "318 0 0 2 0 1.0 6 \n", "187 0 1 3 0 2.0 7 \n", "436 1 1 4 0 3.0 5 \n", "108 0 0 2 1 2.0 6 \n", "1248 1 1 5 0 1.0 5 \n", "519 1 1 4 1 1.0 5 \n", "1072 1 1 5 0 2.0 5 \n", "1076 1 0 6 0 1.0 7 \n", "576 1 1 4 0 2.0 7 \n", "1152 1 0 6 0 2.0 7 \n", "914 1 1 5 0 3.0 5 \n", "701 1 1 3 0 3.0 5 \n", "824 1 1 3 1 2.0 6 \n", "872 1 1 4 0 1.0 5 \n", "913 0 1 3 1 5.0 7 \n", "\n", " forceful symracismq8 PoliceQ6 GivenCitation ambitious solemn \\\n", "812 3 2 3 0 6 4 \n", "770 3 3 4 0 5 2 \n", "1159 3 3 4 0 5 2 \n", "1123 2 2 3 0 3 2 \n", "1215 2 2 4 0 7 4 \n", "742 3 2 4 0 6 4 \n", "350 2 2 4 0 7 5 \n", "1071 1 3 2 1 7 6 \n", "534 3 2 3 0 6 4 \n", "582 2 2 4 0 7 4 \n", "147 3 2 3 0 6 4 \n", "1113 2 2 4 0 7 4 \n", "548 3 3 4 0 5 2 \n", "292 2 2 4 0 7 5 \n", "945 3 2 4 0 6 4 \n", "256 2 2 4 1 7 4 \n", "424 3 3 4 0 6 5 \n", "987 3 3 4 0 6 5 \n", "444 2 3 4 0 5 5 \n", "171 3 2 4 0 6 4 \n", "236 2 3 4 0 5 5 \n", "161 3 3 4 0 5 2 \n", "923 3 3 4 0 6 5 \n", "385 3 3 4 0 6 5 \n", "1088 2 2 4 0 7 5 \n", "786 2 2 4 0 7 4 \n", "846 2 2 3 0 3 2 \n", "657 3 2 3 1 6 4 \n", "1039 3 2 4 0 6 4 \n", "1105 1 3 4 1 7 5 \n", "91 3 2 3 0 6 4 \n", "288 1 3 2 0 7 6 \n", "662 2 3 4 1 6 3 \n", "128 1 3 4 0 7 5 \n", "207 2 3 4 0 6 3 \n", "636 2 3 4 0 6 3 \n", "198 3 3 4 0 5 2 \n", "539 3 2 4 0 6 4 \n", "1054 2 2 4 0 7 5 \n", "72 3 2 3 0 6 4 \n", "1074 3 2 4 1 6 4 \n", "227 1 3 4 0 7 5 \n", "1087 3 2 4 0 6 4 \n", "244 2 2 3 0 3 2 \n", "780 1 3 2 0 7 6 \n", "228 4 3 4 1 5 5 \n", "524 2 2 4 0 7 5 \n", "907 2 2 3 1 3 2 \n", "69 2 2 3 0 3 2 \n", "715 3 2 3 0 6 4 \n", "702 2 2 4 0 7 5 \n", "144 2 2 3 0 3 2 \n", "1188 3 2 3 0 6 4 \n", "706 2 3 4 0 5 5 \n", "973 2 3 4 1 5 5 \n", "168 4 3 4 0 5 5 \n", "1090 2 2 4 0 7 4 \n", "726 2 3 4 0 5 5 \n", "757 1 3 2 0 7 6 \n", "578 1 3 2 0 7 6 \n", "184 3 2 3 0 6 4 \n", "979 3 2 4 0 6 4 \n", "67 3 3 4 0 5 2 \n", "977 2 3 4 1 6 3 \n", "174 2 2 4 0 7 4 \n", "920 2 3 4 0 5 5 \n", "7 3 3 4 0 6 5 \n", "172 2 2 4 0 7 5 \n", "86 3 3 4 0 6 5 \n", "695 3 2 3 0 6 4 \n", "721 3 2 4 0 6 4 \n", "1146 4 3 4 0 5 5 \n", "1142 2 2 3 0 3 2 \n", "1051 4 3 4 0 5 5 \n", "345 4 3 4 0 5 5 \n", "1245 1 3 4 0 7 5 \n", "204 1 3 4 0 7 5 \n", "494 4 3 4 0 5 5 \n", "16 1 3 2 1 7 6 \n", "79 3 2 4 0 6 4 \n", "495 1 3 2 0 7 6 \n", "792 2 2 3 1 3 2 \n", "264 3 3 4 1 5 2 \n", "111 3 2 3 0 6 4 \n", "347 2 3 4 0 6 3 \n", "313 2 3 4 0 5 5 \n", "783 3 2 4 0 6 4 \n", "760 3 2 4 0 6 4 \n", "781 2 3 4 0 6 3 \n", "28 2 2 3 0 3 2 \n", "1227 4 3 4 0 5 5 \n", "287 4 3 4 0 5 5 \n", "209 3 2 4 0 6 4 \n", "1270 2 2 4 0 7 4 \n", "685 2 3 4 0 5 5 \n", "664 2 2 4 1 7 5 \n", "873 1 3 2 0 7 6 \n", "1028 3 3 4 0 5 2 \n", "663 3 2 4 0 6 4 \n", "972 2 2 4 0 7 4 \n", "633 1 3 4 0 7 5 \n", "1209 3 2 3 0 6 4 \n", "559 3 2 4 0 6 4 \n", "577 4 3 4 0 5 5 \n", "1169 2 3 4 0 6 3 \n", "371 2 3 4 0 5 5 \n", "465 3 3 4 0 6 5 \n", "735 3 2 3 0 6 4 \n", "984 2 3 4 0 5 5 \n", "49 2 2 3 0 3 2 \n", "999 2 3 4 0 6 3 \n", "1147 1 3 2 0 7 6 \n", "206 1 3 2 0 7 6 \n", "1033 3 2 3 1 6 4 \n", "15 4 3 4 0 5 5 \n", "229 1 3 2 0 7 6 \n", "272 1 3 2 1 7 6 \n", "230 2 3 4 1 6 3 \n", "1042 2 2 4 1 7 4 \n", "369 3 2 4 0 6 4 \n", "1228 1 3 2 0 7 6 \n", "557 1 3 2 0 7 6 \n", "1013 3 2 3 0 6 4 \n", "139 3 3 4 0 6 5 \n", "1226 1 3 4 0 7 5 \n", "926 3 3 4 0 5 2 \n", "361 2 2 3 0 3 2 \n", "380 3 2 4 0 6 4 \n", "740 2 3 4 0 6 3 \n", "679 2 3 4 1 6 3 \n", "816 1 3 2 0 7 6 \n", "1070 4 3 4 0 5 5 \n", "163 2 2 3 0 3 2 \n", "1195 3 2 4 0 6 4 \n", "909 3 2 3 1 6 4 \n", 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2 3 3 4 \n", "758 1 3 4 7 5 \n", "475 0 2 4 4 4 \n", "1128 1 7 4 6 3 \n", "618 0 2 3 3 4 \n", "888 0 4 3 5 3 \n", "34 0 7 4 6 3 \n", "637 0 2 3 3 4 \n", "511 0 7 4 3 2 \n", "496 1 3 4 7 5 \n", "674 0 2 3 4 4 \n", "880 0 4 4 5 3 \n", "408 1 7 4 3 2 \n", "344 0 7 4 6 3 \n", "1154 0 3 4 5 4 \n", "1221 0 2 3 4 4 \n", "815 0 2 4 4 4 \n", "550 0 2 3 4 4 \n", "432 0 4 3 5 3 \n", "422 0 3 4 5 4 \n", "553 0 4 3 5 3 \n", "462 0 3 4 5 4 \n", "1204 0 7 4 3 2 \n", "270 0 7 4 6 3 \n", "271 0 2 4 4 4 \n", "967 0 7 4 3 2 \n", "1269 1 3 4 7 5 \n", "817 0 3 4 7 5 \n", "796 0 2 3 3 4 \n", "1098 1 7 4 3 2 \n", "809 0 2 3 4 4 \n", "856 0 2 3 3 4 \n", "498 0 2 3 3 4 \n", "165 0 4 3 5 3 \n", "25 0 4 4 5 3 \n", "934 0 2 4 6 3 \n", "1010 0 2 3 4 4 \n", "1036 0 2 4 4 4 \n", "819 0 7 3 5 3 \n", "169 1 3 4 7 5 \n", "487 0 2 3 4 4 \n", "566 0 4 4 5 3 \n", "308 1 3 4 7 5 \n", "619 1 7 3 5 3 \n", "468 0 7 4 3 2 \n", "649 0 3 4 5 4 \n", "1118 0 4 4 5 3 \n", "415 0 2 4 4 4 \n", "250 0 2 4 4 4 \n", "1200 0 3 4 5 4 \n", "571 0 2 3 4 4 \n", "896 0 7 3 5 3 \n", "699 1 3 4 7 5 \n", "606 0 7 4 3 2 \n", "17 0 3 4 7 5 \n", "10 1 2 3 4 4 \n", "837 0 7 3 5 3 \n", "799 0 2 3 4 3 \n", "1057 0 3 4 5 4 \n", "239 0 4 4 5 3 \n", "186 0 2 4 4 4 \n", "299 0 7 4 3 2 \n", "152 1 3 4 7 5 \n", "849 0 4 3 5 3 \n", "1212 0 2 4 6 3 \n", "435 0 7 4 6 3 \n", "1191 1 2 4 4 4 \n", "563 0 3 4 5 4 \n", "839 0 3 4 5 4 \n", "756 1 2 4 4 4 \n", "761 0 7 3 5 3 \n", "1005 0 3 4 5 4 \n", "1135 0 2 3 4 3 \n", "1111 1 7 3 5 3 \n", "485 0 7 4 3 2 \n", "36 0 2 4 6 3 \n", "150 0 7 4 6 3 \n", "94 0 2 4 4 4 \n", "795 0 2 4 4 4 \n", "592 0 2 3 4 4 \n", "875 0 7 3 5 3 \n", "1150 0 2 3 3 4 \n", "1266 1 7 4 6 3 \n", "854 1 3 4 7 5 \n", "129 0 2 4 4 4 \n", "151 0 2 4 4 4 \n", "375 0 2 3 4 4 \n", "526 0 2 3 4 3 \n", "767 0 4 4 5 3 \n", "804 0 4 4 5 3 \n", "616 1 3 4 7 5 \n", "542 0 2 3 4 3 \n", "1107 0 2 4 6 3 \n", "382 1 3 4 5 4 \n", "126 0 2 3 4 4 \n", "365 0 2 4 4 4 \n", "634 0 2 4 4 4 \n", "448 0 7 4 3 2 \n", "13 0 4 3 5 3 \n", "1176 0 2 3 3 4 \n", "678 0 2 4 6 3 \n", "183 0 2 3 4 4 \n", "118 0 7 3 5 3 \n", "1230 0 2 3 3 4 \n", "22 1 3 4 5 4 \n", "818 0 2 3 3 4 \n", "353 0 3 4 5 4 \n", "1037 0 2 4 6 3 \n", "1001 0 2 3 3 4 \n", "80 0 7 3 5 3 \n", "1108 0 3 4 7 5 \n", "51 1 4 3 5 3 \n", "231 0 2 3 3 4 \n", "1168 0 2 4 6 3 \n", "660 0 2 4 4 4 \n", "1198 0 2 3 4 3 \n", "521 1 3 4 7 5 \n", "1250 1 2 3 3 4 \n", "1020 0 7 3 5 3 \n", "457 1 2 3 3 4 \n", "1164 0 4 3 5 3 \n", "458 1 7 3 5 3 \n", "132 0 2 3 3 4 \n", "763 0 2 3 4 3 \n", "58 0 7 3 5 3 \n", "916 0 2 3 3 4 \n", "538 0 2 4 6 3 \n", "303 0 4 3 5 3 \n", "775 1 4 3 5 3 \n", "946 0 7 3 5 3 \n", "0 0 2 3 3 4 \n", "1056 0 2 3 4 3 \n", "395 1 7 4 6 3 \n", "437 0 2 4 6 3 \n", "1148 0 3 4 7 5 \n", "779 0 2 4 4 4 \n", "980 1 7 3 5 3 \n", "891 0 2 4 4 4 \n", "60 0 2 3 4 3 \n", "412 1 4 3 5 3 \n", "739 0 2 4 6 3 \n", "1233 0 2 3 4 3 \n", "189 0 7 3 5 3 \n", "822 0 3 4 5 4 \n", "690 0 7 4 3 2 \n", "1053 0 2 3 3 4 \n", "859 0 2 3 4 3 \n", "790 0 7 4 3 2 \n", "222 0 2 3 4 4 \n", "1241 0 2 3 4 4 \n", "1133 0 2 3 3 4 \n", "654 0 7 4 3 2 \n", "531 0 2 3 4 4 \n", "710 1 7 4 3 2 \n", "1003 0 2 3 4 3 \n", "400 1 7 3 5 3 \n", "1040 1 7 3 5 3 \n", "113 0 7 4 6 3 \n", "600 0 2 3 4 3 \n", "178 0 4 4 5 3 \n", "523 0 2 3 3 4 \n", "328 0 2 3 3 4 \n", "869 1 4 3 5 3 \n", "834 0 2 4 4 4 \n", "54 0 7 4 6 3 \n", "191 0 2 3 4 3 \n", "438 1 3 4 7 5 \n", "62 1 3 4 5 4 \n", "509 0 4 4 5 3 \n", "902 0 4 4 5 3 \n", "56 1 2 4 6 3 \n", "1193 1 3 4 7 5 \n", "652 0 4 4 5 3 \n", "793 0 4 3 5 3 \n", "1238 0 4 4 5 3 \n", "45 0 4 4 5 3 \n", "507 1 3 4 5 4 \n", "1246 0 2 4 4 4 \n", "1175 1 3 4 7 5 \n", "587 0 4 4 5 3 \n", "246 0 4 3 5 3 \n", "912 0 2 4 4 4 \n", "1179 1 3 4 5 4 \n", "938 0 2 3 4 3 \n", "627 0 2 3 4 4 \n", "273 0 3 4 7 5 \n", "683 0 2 3 4 3 \n", "698 0 2 4 6 3 \n", "325 0 2 4 6 3 \n", "506 0 7 3 5 3 \n", "1062 0 7 4 3 2 \n", "1171 0 2 3 4 3 \n", "733 1 2 3 4 4 \n", "892 0 2 4 6 3 \n", "947 0 2 3 4 3 \n", "513 0 2 3 4 4 \n", "1184 1 7 4 3 2 \n", "291 0 2 3 3 4 \n", "195 0 4 4 5 3 \n", "482 0 4 4 5 3 \n", "320 0 4 3 5 3 \n", "188 0 2 3 3 4 \n", "992 0 2 3 4 4 \n", "349 0 2 3 3 4 \n", "120 0 3 4 5 4 \n", "1082 1 4 3 5 3 \n", "40 0 7 3 5 3 \n", "1145 0 7 4 6 3 \n", "418 0 2 3 3 4 \n", "1115 0 3 4 5 4 \n", "1092 0 3 4 5 4 \n", "516 0 4 3 5 3 \n", "556 0 2 4 4 4 \n", "831 0 4 3 5 3 \n", "917 1 7 3 5 3 \n", "961 0 2 3 4 3 \n", "1231 0 7 3 5 3 \n", "1102 0 4 3 5 3 \n", "1023 0 3 4 5 4 \n", "590 0 7 4 3 2 \n", "801 0 3 4 5 4 \n", "254 0 7 3 5 3 \n", "1038 0 3 4 7 5 \n", "874 0 2 3 3 4 \n", "217 0 4 4 5 3 \n", "19 0 7 3 5 3 \n", "324 0 2 4 4 4 \n", "310 0 2 3 3 4 \n", "296 0 4 4 5 3 \n", "959 0 7 3 5 3 \n", "253 0 2 3 3 4 \n", "286 0 7 4 6 3 \n", "1085 0 2 4 6 3 \n", "329 0 7 3 5 3 \n", "274 0 2 3 3 4 \n", "878 0 3 4 5 4 \n", "1192 1 2 4 6 3 \n", "666 0 2 3 4 3 \n", "718 0 2 4 4 4 \n", "154 0 7 3 5 3 \n", "251 0 2 4 6 3 \n", "93 0 7 4 6 3 \n", "316 0 7 4 3 2 \n", "692 0 2 3 4 4 \n", "283 0 4 3 5 3 \n", "883 0 7 4 3 2 \n", "722 0 7 3 5 3 \n", "225 0 4 3 5 3 \n", "232 0 7 3 5 3 \n", "133 1 7 3 5 3 \n", "956 0 2 4 4 4 \n", "667 0 3 4 5 4 \n", "928 1 2 3 4 4 \n", "680 1 2 3 3 4 \n", "905 0 7 4 3 2 \n", "584 0 3 4 5 4 \n", "210 0 7 3 5 3 \n", "630 0 4 3 5 3 \n", "294 0 3 4 5 4 \n", "933 1 2 4 4 4 \n", "677 0 2 4 4 4 \n", "1084 1 2 4 4 4 \n", "1121 1 7 4 3 2 \n", "427 0 7 4 3 2 \n", "1100 0 2 3 4 4 \n", "130 0 3 4 7 5 \n", "529 0 7 4 3 2 \n", "1030 0 2 3 4 4 \n", "745 0 2 3 4 3 \n", "1267 1 2 4 4 4 \n", "965 0 4 4 5 3 \n", "97 0 2 3 3 4 \n", "827 0 7 4 3 2 \n", "738 0 2 4 4 4 \n", "323 0 7 4 6 3 \n", "936 0 7 3 5 3 \n", "841 0 4 4 5 3 \n", "866 1 2 3 4 4 \n", "765 0 3 4 5 4 \n", "175 0 3 4 5 4 \n", "367 1 3 4 7 5 \n", "621 0 3 4 5 4 \n", "1139 0 4 4 5 3 \n", "1167 0 2 4 4 4 \n", "939 0 3 4 5 4 \n", "205 0 2 4 4 4 \n", "857 1 7 3 5 3 \n", "20 0 2 3 4 3 \n", "712 0 2 3 4 4 \n", "784 0 7 3 5 3 \n", "743 1 7 3 5 3 \n", "473 0 4 3 5 3 \n", "998 0 2 4 6 3 \n", "200 0 2 3 4 4 \n", "853 0 2 4 6 3 \n", "648 0 2 3 4 3 \n", "390 1 2 3 4 4 \n", "258 0 3 4 5 4 \n", "579 0 2 3 3 4 \n", "608 0 2 3 4 4 \n", "772 0 2 3 4 4 \n", "969 0 3 4 7 5 \n", "635 0 2 4 6 3 \n", "359 0 7 4 3 2 \n", "289 0 3 4 7 5 \n", "995 0 4 3 5 3 \n", "797 0 7 3 5 3 \n", "410 0 2 3 4 4 \n", "452 1 4 3 5 3 \n", "307 0 2 4 6 3 \n", "318 0 2 3 4 4 \n", "187 0 2 4 6 3 \n", "436 0 2 4 4 4 \n", "108 0 2 3 4 4 \n", "1248 0 3 4 7 5 \n", "519 0 2 4 4 4 \n", "1072 0 3 4 7 5 \n", "1076 1 2 3 4 3 \n", "576 1 7 4 6 3 \n", "1152 0 2 3 4 3 \n", "914 1 3 4 7 5 \n", "701 0 2 3 3 4 \n", "824 0 4 4 5 3 \n", "872 0 2 4 4 4 \n", "913 0 2 4 6 3 \n", "\n", " Bystanders PoliceQ9 selfsufficient unsystematic \\\n", "812 1.0 4 6 3 \n", "770 1.0 3 7 1 \n", "1159 2.0 3 7 1 \n", "1123 0.0 4 6 4 \n", "1215 4.0 3 6 3 \n", "742 1.0 4 6 2 \n", "350 0.0 3 7 1 \n", "1071 3.0 3 7 2 \n", "534 2.0 4 6 3 \n", "582 1.0 3 6 3 \n", "147 1.0 4 6 3 \n", "1113 0.0 3 6 3 \n", "548 2.0 3 7 1 \n", "292 0.0 3 7 1 \n", "945 1.0 4 6 2 \n", "256 1.0 3 6 3 \n", "424 0.0 3 5 4 \n", "987 4.0 3 5 4 \n", "444 0.0 4 6 4 \n", "171 2.0 4 6 2 \n", "236 2.0 4 6 4 \n", "161 1.0 3 7 1 \n", "923 2.0 3 5 4 \n", "385 0.0 3 5 4 \n", "1088 2.0 3 7 1 \n", "786 1.0 3 6 3 \n", "846 2.0 4 6 4 \n", "657 0.0 4 6 3 \n", "1039 0.0 4 6 2 \n", "1105 4.0 3 5 2 \n", "91 0.0 4 6 3 \n", "288 2.0 3 7 2 \n", "662 1.0 4 5 4 \n", "128 4.0 3 5 2 \n", "207 0.0 4 5 4 \n", "636 1.0 4 5 4 \n", "198 1.0 3 7 1 \n", "539 2.0 4 6 2 \n", "1054 4.0 3 7 1 \n", "72 2.0 4 6 3 \n", "1074 1.0 4 6 2 \n", "227 2.0 3 5 2 \n", "1087 1.0 4 6 2 \n", "244 2.0 4 6 4 \n", "780 1.0 3 7 2 \n", "228 0.0 3 5 3 \n", "524 2.0 3 7 1 \n", "907 0.0 4 6 4 \n", "69 1.0 4 6 4 \n", "715 0.0 4 6 3 \n", "702 0.0 3 7 1 \n", "144 1.0 4 6 4 \n", "1188 2.0 4 6 3 \n", "706 0.0 4 6 4 \n", "973 1.0 4 6 4 \n", "168 0.0 3 5 3 \n", "1090 1.0 3 6 3 \n", "726 0.0 4 6 4 \n", "757 2.0 3 7 2 \n", "578 2.0 3 7 2 \n", "184 3.0 4 6 3 \n", "979 4.0 4 6 2 \n", "67 2.0 3 7 1 \n", "977 1.0 4 5 4 \n", "174 2.0 3 6 3 \n", "920 1.0 4 6 4 \n", "7 4.0 3 5 4 \n", "172 3.0 3 7 1 \n", "86 2.0 3 5 4 \n", "695 2.0 4 6 3 \n", "721 0.0 4 6 2 \n", "1146 0.0 3 5 3 \n", "1142 0.0 4 6 4 \n", "1051 0.0 3 5 3 \n", "345 3.0 3 5 3 \n", "1245 4.0 3 5 2 \n", "204 4.0 3 5 2 \n", "494 0.0 3 5 3 \n", "16 4.0 3 7 2 \n", "79 4.0 4 6 2 \n", "495 1.0 3 7 2 \n", "792 1.0 4 6 4 \n", "264 1.0 3 7 1 \n", "111 2.0 4 6 3 \n", "347 3.0 4 5 4 \n", "313 0.0 4 6 4 \n", "783 1.0 4 6 2 \n", "760 1.0 4 6 2 \n", "781 0.0 4 5 4 \n", "28 3.0 4 6 4 \n", "1227 3.0 3 5 3 \n", "287 3.0 3 5 3 \n", "209 0.0 4 6 2 \n", "1270 2.0 3 6 3 \n", "685 2.0 4 6 4 \n", "664 1.0 3 7 1 \n", "873 2.0 3 7 2 \n", "1028 0.0 3 7 1 \n", "663 0.0 4 6 2 \n", "972 0.0 3 6 3 \n", "633 4.0 3 5 2 \n", "1209 4.0 4 6 3 \n", "559 3.0 4 6 2 \n", "577 3.0 3 5 3 \n", "1169 2.0 4 5 4 \n", "371 0.0 4 6 4 \n", "465 0.0 3 5 4 \n", "735 4.0 4 6 3 \n", "984 4.0 4 6 4 \n", "49 0.0 4 6 4 \n", "999 1.0 4 5 4 \n", "1147 0.0 3 7 2 \n", "206 0.0 3 7 2 \n", "1033 2.0 4 6 3 \n", "15 4.0 3 5 3 \n", "229 0.0 3 7 2 \n", "272 1.0 3 7 2 \n", "230 0.0 4 5 4 \n", "1042 0.0 3 6 3 \n", "369 2.0 4 6 2 \n", "1228 2.0 3 7 2 \n", "557 2.0 3 7 2 \n", "1013 1.0 4 6 3 \n", "139 1.0 3 5 4 \n", "1226 4.0 3 5 2 \n", "926 1.0 3 7 1 \n", "361 1.0 4 6 4 \n", "380 0.0 4 6 2 \n", "740 2.0 4 5 4 \n", "679 2.0 4 5 4 \n", "816 2.0 3 7 2 \n", "1070 4.0 3 5 3 \n", "163 2.0 4 6 4 \n", "1195 4.0 4 6 2 \n", "909 0.0 4 6 3 \n", "114 2.0 3 5 3 \n", "388 2.0 3 7 1 \n", "100 2.0 4 6 4 \n", "731 3.0 3 7 1 \n", "18 2.0 4 6 2 \n", "124 4.0 3 7 1 \n", "181 4.0 3 7 1 \n", "47 4.0 3 7 1 \n", "493 4.0 3 5 2 \n", "301 1.0 4 6 4 \n", "1110 0.0 4 6 2 \n", "758 0.0 4 5 4 \n", "475 2.0 3 5 3 \n", "1128 4.0 3 5 2 \n", "618 2.0 4 6 2 \n", "888 1.0 4 6 3 \n", "34 2.0 3 5 2 \n", "637 0.0 4 6 2 \n", "511 0.0 3 7 1 \n", "496 1.0 4 5 4 \n", "674 0.0 4 6 4 \n", "880 1.0 3 5 4 \n", "408 3.0 3 7 1 \n", "344 4.0 3 5 2 \n", "1154 1.0 4 6 4 \n", "1221 4.0 4 6 4 \n", "815 1.0 3 5 3 \n", "550 3.0 4 6 4 \n", "432 0.0 4 6 3 \n", "422 0.0 4 6 4 \n", "553 2.0 4 6 3 \n", "462 0.0 4 6 4 \n", "1204 4.0 3 7 1 \n", "270 2.0 3 5 2 \n", "271 0.0 3 5 3 \n", "967 3.0 3 7 1 \n", "1269 0.0 4 5 4 \n", "817 0.0 4 5 4 \n", "796 0.0 4 6 2 \n", "1098 1.0 3 7 1 \n", "809 0.0 4 6 4 \n", "856 0.0 4 6 2 \n", "498 0.0 4 6 2 \n", "165 1.0 4 6 3 \n", "25 3.0 3 5 4 \n", "934 1.0 3 7 2 \n", "1010 1.0 4 6 4 \n", "1036 3.0 3 5 3 \n", "819 0.0 3 7 1 \n", "169 0.0 4 5 4 \n", "487 1.0 4 6 4 \n", "566 2.0 3 5 4 \n", "308 1.0 4 5 4 \n", "619 3.0 3 7 1 \n", "468 3.0 3 7 1 \n", "649 0.0 4 6 4 \n", "1118 0.0 3 5 4 \n", "415 3.0 3 5 3 \n", "250 2.0 3 5 3 \n", "1200 4.0 4 6 4 \n", "571 2.0 4 6 4 \n", "896 0.0 3 7 1 \n", "699 2.0 4 5 4 \n", "606 3.0 3 7 1 \n", "17 4.0 4 5 4 \n", "10 4.0 4 6 4 \n", "837 2.0 3 7 1 \n", "799 0.0 3 6 3 \n", "1057 2.0 4 6 4 \n", "239 2.0 3 5 4 \n", "186 2.0 3 5 3 \n", "299 1.0 3 7 1 \n", "152 0.0 4 5 4 \n", "849 3.0 4 6 3 \n", "1212 4.0 3 7 2 \n", "435 4.0 3 5 2 \n", "1191 2.0 3 5 3 \n", "563 2.0 4 6 4 \n", "839 1.0 4 6 4 \n", "756 1.0 3 5 3 \n", "761 0.0 3 7 1 \n", "1005 0.0 4 6 4 \n", "1135 0.0 3 6 3 \n", "1111 0.0 3 7 1 \n", "485 2.0 3 7 1 \n", "36 3.0 3 7 2 \n", "150 2.0 3 5 2 \n", "94 0.0 3 5 3 \n", "795 2.0 3 5 3 \n", "592 1.0 4 6 4 \n", "875 0.0 3 7 1 \n", "1150 2.0 4 6 2 \n", "1266 4.0 3 5 2 \n", "854 1.0 4 5 4 \n", "129 4.0 3 5 3 \n", "151 2.0 3 5 3 \n", "375 0.0 4 6 4 \n", "526 1.0 3 6 3 \n", "767 0.0 3 5 4 \n", "804 0.0 3 5 4 \n", "616 2.0 4 5 4 \n", "542 2.0 3 6 3 \n", "1107 2.0 3 7 2 \n", "382 0.0 4 6 4 \n", "126 4.0 4 6 4 \n", "365 0.0 3 5 3 \n", "634 3.0 3 5 3 \n", "448 2.0 3 7 1 \n", "13 4.0 4 6 3 \n", "1176 2.0 4 6 2 \n", "678 2.0 3 7 2 \n", "183 2.0 4 6 4 \n", "118 3.0 3 7 1 \n", "1230 0.0 4 6 2 \n", "22 2.0 4 6 4 \n", "818 2.0 4 6 2 \n", "353 0.0 4 6 4 \n", "1037 2.0 3 7 2 \n", "1001 1.0 4 6 2 \n", "80 0.0 3 7 1 \n", "1108 1.0 4 5 4 \n", "51 2.0 4 6 3 \n", "231 2.0 4 6 2 \n", "1168 3.0 3 7 2 \n", "660 0.0 3 5 3 \n", "1198 4.0 3 6 3 \n", "521 1.0 4 5 4 \n", "1250 0.0 4 6 2 \n", "1020 4.0 3 7 1 \n", "457 2.0 4 6 2 \n", "1164 2.0 4 6 3 \n", "458 0.0 3 7 1 \n", "132 1.0 4 6 2 \n", "763 1.0 3 6 3 \n", "58 2.0 3 7 1 \n", "916 1.0 4 6 2 \n", "538 1.0 3 7 2 \n", "303 1.0 4 6 3 \n", "775 0.0 4 6 3 \n", "946 2.0 3 7 1 \n", "0 3.0 4 6 2 \n", "1056 2.0 3 6 3 \n", "395 4.0 3 5 2 \n", "437 0.0 3 7 2 \n", "1148 0.0 4 5 4 \n", "779 0.0 3 5 3 \n", "980 4.0 3 7 1 \n", "891 0.0 3 5 3 \n", "60 2.0 3 6 3 \n", "412 3.0 4 6 3 \n", "739 0.0 3 7 2 \n", "1233 0.0 3 6 3 \n", "189 0.0 3 7 1 \n", "822 2.0 4 6 4 \n", "690 2.0 3 7 1 \n", "1053 2.0 4 6 2 \n", "859 0.0 3 6 3 \n", "790 1.0 3 7 1 \n", "222 0.0 4 6 4 \n", "1241 0.0 4 6 4 \n", "1133 0.0 4 6 2 \n", "654 0.0 3 7 1 \n", "531 1.0 4 6 4 \n", "710 0.0 3 7 1 \n", "1003 1.0 3 6 3 \n", "400 3.0 3 7 1 \n", "1040 0.0 3 7 1 \n", "113 4.0 3 5 2 \n", "600 2.0 3 6 3 \n", "178 3.0 3 5 4 \n", "523 1.0 4 6 2 \n", "328 1.0 4 6 2 \n", "869 2.0 4 6 3 \n", "834 0.0 3 5 3 \n", "54 2.0 3 5 2 \n", "191 0.0 3 6 3 \n", "438 0.0 4 5 4 \n", "62 0.0 4 6 4 \n", "509 0.0 3 5 4 \n", "902 0.0 3 5 4 \n", "56 2.0 3 7 2 \n", "1193 2.0 4 5 4 \n", "652 1.0 3 5 4 \n", 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1.0 \n", "680 4 38 3 3 3.0 5.0 \n", "905 7 49 2 7 1.0 1.0 \n", "584 7 32 1 6 2.0 2.0 \n", "210 7 12 4 7 10.0 10.0 \n", "630 5 34 3 3 1.0 4.0 \n", "294 7 16 1 6 3.0 2.0 \n", "933 4 50 4 6 3.0 3.0 \n", "677 4 37 4 6 7.0 10.0 \n", "1084 4 60 4 6 1.0 3.0 \n", "1121 7 62 2 7 10.0 1.0 \n", "427 7 23 2 7 7.0 5.0 \n", "1100 5 61 2 5 10.0 1.0 \n", "130 5 7 2 4 1.0 3.0 \n", "529 7 29 2 7 1.0 1.0 \n", "1030 5 57 2 5 1.0 2.0 \n", "745 5 41 2 4 1.0 1.0 \n", "1267 4 70 4 6 3.0 2.0 \n", "965 5 53 4 6 6.0 2.0 \n", "97 4 6 3 3 4.0 1.0 \n", "827 7 45 2 7 1.0 1.0 \n", "738 4 40 4 6 10.0 10.0 \n", "323 3 17 1 7 1.0 3.0 \n", "936 7 51 4 7 1.0 1.0 \n", "841 5 46 4 6 6.0 5.0 \n", "866 5 47 2 5 2.0 2.0 \n", "765 7 42 1 6 7.0 2.0 \n", "175 7 10 1 6 2.0 2.0 \n", "367 5 19 2 4 1.0 3.0 \n", "621 7 34 1 6 2.0 1.0 \n", "1139 5 63 4 6 8.0 7.0 \n", "1167 4 64 4 6 2.0 3.0 \n", "939 7 51 1 6 7.0 5.0 \n", "205 4 11 4 6 2.0 2.0 \n", "857 7 47 4 7 1.0 1.0 \n", "20 5 2 2 4 6.0 1.0 \n", "712 5 39 2 5 4.0 3.0 \n", "784 7 43 4 7 1.0 1.0 \n", "743 7 41 4 7 1.0 1.0 \n", "473 5 25 3 3 6.0 5.0 \n", "998 7 55 4 7 4.0 2.0 \n", "200 5 11 2 5 3.0 2.0 \n", "853 7 46 4 7 1.0 1.0 \n", "648 5 36 2 4 5.0 10.0 \n", "390 5 21 2 5 10.0 10.0 \n", "258 7 14 1 6 10.0 10.0 \n", "579 4 32 3 3 1.0 1.0 \n", "608 5 33 2 5 5.0 1.0 \n", "772 5 42 2 5 6.0 1.0 \n", "969 5 53 2 4 4.0 2.0 \n", "635 7 34 4 7 2.0 1.0 \n", "359 7 19 2 7 1.0 1.0 \n", "289 5 15 2 4 4.0 3.0 \n", "995 5 55 3 3 1.0 1.0 \n", "797 7 44 4 7 1.0 1.0 \n", "410 5 22 2 5 1.0 1.0 \n", "452 5 24 3 3 5.0 10.0 \n", "307 7 16 4 7 1.0 4.0 \n", "318 5 17 2 5 2.0 1.0 \n", "187 7 10 4 7 1.0 2.0 \n", "436 4 23 4 6 5.0 6.0 \n", "108 5 6 2 5 7.0 4.0 \n", "1248 5 69 2 4 2.0 1.0 \n", "519 4 28 4 6 2.0 2.0 \n", "1072 5 59 2 4 2.0 2.0 \n", "1076 5 60 2 4 1.0 1.0 \n", "576 3 31 1 7 6.0 4.0 \n", "1152 5 64 2 4 2.0 5.0 \n", "914 5 49 2 4 4.0 4.0 \n", "701 4 39 3 3 6.0 6.0 \n", "824 5 45 4 6 2.0 2.0 \n", "872 4 47 4 6 4.0 1.0 \n", "913 7 49 4 7 5.0 1.0 \n", "\n", " unpredictable Resistance PQ1 PoliceQ10 OfficersPresent \\\n", "812 5 2.0 10.0 4 5.00 \n", "770 4 2.0 7.0 4 3.00 \n", "1159 4 5.0 10.0 4 2.00 \n", "1123 5 5.0 2.0 4 3.00 \n", "1215 2 4.0 1.0 3 8.00 \n", "742 2 2.0 10.0 2 2.00 \n", "350 3 0.0 10.0 3 5.00 \n", "1071 3 1.0 10.0 3 6.00 \n", "534 5 5.0 1.0 4 7.00 \n", "582 2 0.0 10.0 3 2.00 \n", "147 5 2.0 8.0 4 3.00 \n", "1113 2 5.0 1.0 3 2.00 \n", "548 4 5.0 10.0 4 9.00 \n", "292 3 0.0 10.0 3 6.00 \n", "945 2 0.0 10.0 2 4.00 \n", "256 2 4.0 1.0 3 1.00 \n", "424 4 5.0 1.0 3 2.00 \n", "987 4 5.0 4.0 3 5.00 \n", "444 2 1.0 3.0 4 6.00 \n", "171 2 5.0 6.0 2 3.00 \n", "236 2 0.0 10.0 4 4.00 \n", "161 4 4.0 6.0 4 5.00 \n", "923 4 2.0 1.0 3 5.00 \n", "385 4 0.0 1.0 3 5.00 \n", "1088 3 5.0 10.0 3 3.00 \n", "786 2 0.0 10.0 3 2.00 \n", "846 5 2.0 10.0 4 3.00 \n", "657 5 4.0 1.0 4 6.00 \n", "1039 2 0.0 10.0 2 3.00 \n", "1105 1 5.0 10.0 4 3.00 \n", "91 5 5.0 3.0 4 7.00 \n", "288 3 5.0 10.0 3 2.00 \n", "662 3 5.0 1.0 4 3.00 \n", "128 1 0.0 8.0 4 3.00 \n", "207 3 0.0 10.0 4 6.00 \n", "636 3 1.0 5.0 4 1.00 \n", "198 4 1.0 7.0 4 5.00 \n", "539 2 5.0 10.0 2 3.00 \n", "1054 3 5.0 10.0 3 6.00 \n", "72 5 4.0 10.0 4 2.00 \n", "1074 2 0.0 1.0 2 5.00 \n", "227 1 4.0 1.0 4 2.00 \n", "1087 2 0.0 5.0 2 3.00 \n", "244 5 0.0 10.0 4 4.00 \n", "780 3 5.0 10.0 3 3.00 \n", "228 3 4.0 5.0 3 2.00 \n", "524 3 5.0 1.0 3 11.00 \n", "907 5 1.0 10.0 4 2.00 \n", "69 5 2.0 1.0 4 2.00 \n", "715 5 4.0 5.0 4 4.00 \n", "702 3 5.0 1.0 3 5.00 \n", "144 5 2.0 8.0 4 4.00 \n", "1188 5 5.0 6.0 4 3.00 \n", "706 2 5.0 2.0 4 3.00 \n", "973 2 5.0 10.0 4 2.00 \n", "168 3 1.0 10.0 3 5.00 \n", "1090 2 5.0 1.0 3 3.00 \n", "726 2 4.0 1.0 4 4.00 \n", "757 3 1.0 10.0 3 3.00 \n", "578 3 0.0 10.0 3 3.00 \n", "184 5 2.0 10.0 4 3.00 \n", "979 2 0.0 10.0 2 3.00 \n", "67 4 5.0 1.0 4 3.00 \n", "977 3 1.0 6.0 4 2.00 \n", "174 2 1.0 7.0 3 4.00 \n", "920 2 5.0 1.0 4 2.00 \n", "7 4 0.0 7.0 3 6.00 \n", "172 3 1.0 10.0 3 4.00 \n", "86 4 4.0 1.0 3 4.00 \n", "695 5 1.0 7.0 4 6.00 \n", "721 2 4.0 2.0 2 8.00 \n", "1146 3 5.0 2.0 3 2.00 \n", "1142 5 5.0 1.0 4 2.00 \n", "1051 3 5.0 2.0 3 3.00 \n", "345 3 5.0 5.0 3 7.00 \n", "1245 1 5.0 1.0 4 5.00 \n", "204 1 0.0 1.0 4 4.00 \n", "494 3 2.0 6.0 3 3.00 \n", "16 3 0.0 1.0 3 24.00 \n", "79 2 4.0 3.0 2 5.00 \n", "495 3 4.0 7.0 3 3.00 \n", "792 5 1.0 10.0 4 2.00 \n", "264 4 4.0 1.0 4 1.00 \n", "111 5 2.0 5.0 4 3.00 \n", "347 3 5.0 4.0 4 2.00 \n", "313 2 0.0 9.0 4 1.00 \n", "783 2 0.0 5.0 2 2.00 \n", "760 2 2.0 10.0 2 2.00 \n", "781 3 2.0 6.0 4 1.00 \n", "28 5 5.0 9.0 4 1.00 \n", "1227 3 4.0 3.0 3 10.00 \n", "287 3 5.0 10.0 3 2.00 \n", "209 2 4.0 3.0 2 1.00 \n", "1270 2 0.0 6.0 3 5.00 \n", "685 2 2.0 5.0 4 3.00 \n", "664 3 4.0 1.0 3 4.00 \n", "873 3 1.0 10.0 3 5.00 \n", "1028 4 2.0 6.0 4 2.00 \n", "663 2 4.0 1.0 2 4.00 \n", "972 2 0.0 10.0 3 2.00 \n", "633 1 5.0 10.0 4 6.00 \n", "1209 5 5.0 3.0 4 4.00 \n", "559 2 0.0 10.0 2 1.00 \n", "577 3 2.0 8.0 3 3.00 \n", "1169 3 0.0 10.0 4 2.00 \n", "371 2 0.0 3.0 4 3.00 \n", "465 4 2.0 9.0 3 5.00 \n", "735 5 5.0 3.0 4 6.00 \n", "984 2 5.0 8.0 4 3.00 \n", "49 5 5.0 2.0 4 1.00 \n", "999 3 5.0 4.0 4 2.00 \n", "1147 3 5.0 1.0 3 2.00 \n", "206 3 0.0 10.0 3 4.00 \n", "1033 5 5.0 10.0 4 3.00 \n", "15 3 0.0 10.0 3 7.00 \n", "229 3 1.0 4.0 3 2.00 \n", "272 3 4.0 5.0 3 1.00 \n", "230 3 4.0 6.0 4 1.00 \n", "1042 2 0.0 10.0 3 3.00 \n", "369 2 0.0 10.0 2 7.00 \n", "1228 3 4.0 10.0 3 14.00 \n", "557 3 5.0 10.0 3 10.00 \n", "1013 5 5.0 8.0 4 6.00 \n", "139 4 5.0 3.0 3 2.00 \n", "1226 1 4.0 10.0 4 9.00 \n", "926 4 5.0 3.0 4 2.00 \n", "361 5 1.0 4.0 4 2.00 \n", "380 2 0.0 5.0 2 2.00 \n", "740 3 5.0 6.0 4 8.00 \n", "679 3 0.0 1.0 4 4.00 \n", "816 3 1.0 10.0 3 0.99 \n", "1070 3 1.0 5.0 3 5.00 \n", "163 5 0.0 10.0 4 4.00 \n", "1195 2 5.0 8.0 2 3.00 \n", "909 5 5.0 1.0 4 2.00 \n", "114 3 1.0 2.0 3 2.00 \n", "388 4 5.0 2.0 4 5.00 \n", "100 2 5.0 8.0 4 2.00 \n", "731 4 4.0 2.0 4 10.00 \n", "18 2 5.0 6.0 2 3.00 \n", "124 4 5.0 6.0 4 3.00 \n", "181 4 5.0 10.0 4 3.00 \n", "47 4 5.0 7.0 4 6.00 \n", "493 1 5.0 6.0 4 3.00 \n", "301 5 0.0 10.0 4 1.00 \n", "1110 2 5.0 3.0 2 1.00 \n", "758 3 1.0 5.0 4 2.00 \n", "475 3 1.0 10.0 3 4.00 \n", "1128 1 4.0 1.0 4 3.00 \n", "618 2 2.0 7.0 2 2.00 \n", "888 5 1.0 8.0 4 2.00 \n", "34 1 5.0 10.0 4 4.00 \n", "637 2 5.0 3.0 2 3.00 \n", "511 4 0.0 7.0 4 2.00 \n", "496 3 5.0 5.0 4 1.00 \n", "674 5 4.0 1.0 4 4.00 \n", "880 4 1.0 5.0 3 1.00 \n", "408 4 2.0 7.0 4 10.00 \n", "344 1 5.0 6.0 4 6.00 \n", "1154 2 4.0 6.0 4 2.00 \n", "1221 5 4.0 2.0 4 8.00 \n", "815 3 1.0 9.0 3 6.00 \n", "550 5 5.0 10.0 4 4.00 \n", "432 5 5.0 2.0 4 3.00 \n", "422 2 0.0 8.0 4 2.00 \n", "553 5 5.0 6.0 4 2.00 \n", "462 2 2.0 3.0 4 4.00 \n", "1204 4 1.0 7.0 4 3.00 \n", "270 1 1.0 10.0 4 1.00 \n", "271 3 4.0 5.0 3 1.00 \n", "967 4 0.0 10.0 4 2.00 \n", "1269 3 5.0 8.0 4 1.00 \n", "817 3 1.0 6.0 4 6.00 \n", "796 2 0.0 8.0 2 5.00 \n", "1098 4 5.0 6.0 4 2.00 \n", "809 5 0.0 10.0 4 5.00 \n", "856 2 2.0 4.0 2 4.00 \n", "498 2 5.0 8.0 2 2.00 \n", "165 5 5.0 5.0 4 4.00 \n", "25 4 5.0 5.0 3 5.00 \n", "934 3 5.0 1.0 3 2.00 \n", "1010 5 1.0 10.0 4 8.00 \n", "1036 3 2.0 9.0 3 3.00 \n", "819 3 2.0 10.0 3 3.00 \n", "169 3 5.0 4.0 4 5.00 \n", "487 5 2.0 10.0 4 3.00 \n", "566 4 2.0 5.0 3 1.00 \n", "308 3 5.0 5.0 4 1.00 \n", "619 3 5.0 10.0 3 6.00 \n", "468 4 1.0 5.0 4 8.00 \n", "649 2 4.0 1.0 4 2.00 \n", "1118 4 5.0 1.0 3 1.00 \n", "415 3 5.0 5.0 3 8.00 \n", "250 3 1.0 10.0 3 6.00 \n", "1200 2 5.0 8.0 4 3.00 \n", "571 5 1.0 10.0 4 1.00 \n", "896 3 5.0 10.0 3 3.00 \n", "699 3 0.0 5.0 4 4.00 \n", "606 4 5.0 6.0 4 1.00 \n", "17 3 0.0 5.0 4 1.00 \n", "10 5 0.0 1.0 4 4.00 \n", "837 3 0.0 10.0 3 5.00 \n", "799 2 0.0 10.0 3 5.00 \n", "1057 2 5.0 7.0 4 4.00 \n", "239 4 1.0 6.0 3 2.00 \n", "186 3 1.0 6.0 3 3.00 \n", "299 4 0.0 10.0 4 8.00 \n", "152 3 1.0 5.0 4 5.00 \n", "849 5 1.0 10.0 4 4.00 \n", "1212 3 0.0 10.0 3 5.00 \n", "435 1 1.0 10.0 4 5.00 \n", "1191 3 5.0 3.0 3 8.00 \n", "563 2 1.0 9.0 4 1.00 \n", "839 2 2.0 8.0 4 3.00 \n", "756 3 2.0 6.0 3 3.00 \n", "761 3 5.0 10.0 3 3.00 \n", "1005 2 1.0 8.0 4 5.00 \n", "1135 2 5.0 1.0 3 2.00 \n", "1111 3 5.0 1.0 3 1.00 \n", "485 4 2.0 6.0 4 4.00 \n", "36 3 4.0 2.0 3 3.00 \n", "150 1 5.0 6.0 4 4.00 \n", "94 3 4.0 2.0 3 10.00 \n", "795 3 2.0 2.0 3 3.00 \n", "592 5 1.0 10.0 4 2.00 \n", "875 3 2.0 10.0 3 7.00 \n", "1150 2 0.0 10.0 2 2.00 \n", "1266 1 5.0 8.0 4 2.00 \n", "854 3 5.0 6.0 4 3.00 \n", "129 3 5.0 7.0 3 4.00 \n", "151 3 1.0 7.0 3 5.00 \n", "375 5 0.0 2.0 4 3.00 \n", "526 2 0.0 3.0 3 5.00 \n", "767 4 1.0 6.0 3 2.00 \n", "804 4 1.0 6.0 3 1.00 \n", "616 3 2.0 5.0 4 2.00 \n", "542 2 0.0 8.0 3 15.00 \n", "1107 3 5.0 1.0 3 4.00 \n", "382 2 5.0 1.0 4 2.00 \n", "126 5 0.0 10.0 4 2.00 \n", "365 3 1.0 8.0 3 3.00 \n", "634 3 5.0 7.0 3 2.00 \n", "448 4 4.0 4.0 4 20.00 \n", "13 5 0.0 10.0 4 9.00 \n", "1176 2 5.0 1.0 2 3.00 \n", "678 3 4.0 1.0 3 4.00 \n", "183 5 1.0 10.0 4 3.00 \n", "118 3 0.0 10.0 3 3.00 \n", "1230 2 0.0 1.0 2 3.00 \n", "22 2 4.0 9.0 4 3.00 \n", "818 2 5.0 7.0 2 4.00 \n", "353 2 0.0 9.0 4 2.00 \n", "1037 3 2.0 10.0 3 1.00 \n", "1001 2 2.0 10.0 2 5.00 \n", "80 3 4.0 2.0 3 6.00 \n", "1108 3 5.0 5.0 4 3.00 \n", "51 5 5.0 1.0 4 3.00 \n", "231 2 0.0 10.0 2 2.00 \n", "1168 3 4.0 10.0 3 2.00 \n", "660 3 4.0 1.0 3 5.00 \n", "1198 2 1.0 3.0 3 3.00 \n", "521 3 4.0 3.0 4 2.00 \n", "1250 2 2.0 4.0 2 4.00 \n", "1020 3 2.0 10.0 3 2.00 \n", "457 2 1.0 3.0 2 4.00 \n", "1164 5 4.0 9.0 4 2.00 \n", "458 3 2.0 10.0 3 4.00 \n", "132 2 4.0 5.0 2 4.00 \n", "763 2 1.0 7.0 3 2.00 \n", "58 3 4.0 10.0 3 2.00 \n", "916 2 0.0 1.0 2 2.00 \n", "538 3 5.0 1.0 3 10.00 \n", "303 5 0.0 7.0 4 4.00 \n", "775 5 1.0 10.0 4 3.00 \n", "946 3 5.0 10.0 3 10.00 \n", "0 2 0.0 6.0 2 5.00 \n", "1056 2 0.0 10.0 3 2.00 \n", "395 1 5.0 3.0 4 8.00 \n", "437 3 1.0 4.0 3 2.00 \n", "1148 3 0.0 2.0 4 2.00 \n", "779 3 5.0 10.0 3 3.00 \n", "980 3 0.0 4.0 3 3.00 \n", "891 3 1.0 5.0 3 7.00 \n", "60 2 4.0 1.0 3 3.00 \n", "412 5 2.0 10.0 4 4.00 \n", "739 3 4.0 1.0 3 7.00 \n", "1233 2 5.0 1.0 3 4.00 \n", "189 3 0.0 10.0 3 5.00 \n", "822 2 1.0 4.0 4 4.00 \n", "690 4 2.0 10.0 4 5.00 \n", "1053 2 0.0 7.0 2 3.00 \n", "859 2 1.0 10.0 3 5.00 \n", "790 4 2.0 10.0 4 3.00 \n", "222 5 4.0 2.0 4 1.00 \n", "1241 5 5.0 2.0 4 2.00 \n", "1133 2 0.0 1.0 2 2.00 \n", "654 4 4.0 1.0 4 6.00 \n", "531 5 0.0 10.0 4 5.00 \n", "710 4 4.0 6.0 4 7.00 \n", "1003 2 1.0 10.0 3 7.00 \n", "400 3 5.0 10.0 3 8.00 \n", "1040 3 0.0 5.0 3 4.00 \n", "113 1 5.0 4.0 4 2.00 \n", "600 2 2.0 6.0 3 3.00 \n", "178 4 5.0 1.0 3 2.00 \n", "523 2 0.0 4.0 2 4.00 \n", "328 2 2.0 6.0 2 2.00 \n", "869 5 2.0 8.0 4 4.00 \n", "834 3 1.0 4.0 3 4.00 \n", "54 1 5.0 3.0 4 3.00 \n", "191 2 0.0 2.0 3 7.00 \n", "438 3 4.0 6.0 4 3.00 \n", "62 2 0.0 1.0 4 2.00 \n", "509 4 2.0 10.0 3 2.00 \n", "902 4 5.0 4.0 3 1.00 \n", "56 3 5.0 1.0 3 3.00 \n", "1193 3 5.0 10.0 4 1.00 \n", "652 4 4.0 1.0 3 5.00 \n", "793 5 2.0 10.0 4 2.00 \n", "1238 4 0.0 1.0 3 3.00 \n", "45 4 5.0 1.0 3 2.00 \n", "507 2 4.0 1.0 4 2.00 \n", "1246 3 0.0 1.0 3 3.00 \n", "1175 3 2.0 10.0 4 4.00 \n", "587 4 0.0 5.0 3 2.00 \n", "246 5 1.0 10.0 4 2.00 \n", "912 3 4.0 6.0 3 2.00 \n", "1179 2 5.0 1.0 4 3.00 \n", "938 2 0.0 6.0 3 2.00 \n", "627 5 1.0 10.0 4 4.00 \n", "273 3 1.0 2.0 4 1.00 \n", "683 2 2.0 7.0 3 5.00 \n", "698 3 2.0 10.0 3 6.00 \n", "325 3 1.0 10.0 3 7.00 \n", "506 3 5.0 10.0 3 2.00 \n", "1062 4 5.0 7.0 4 5.00 \n", "1171 2 2.0 10.0 3 5.00 \n", "733 5 4.0 1.0 4 6.00 \n", "892 3 1.0 10.0 3 5.00 \n", "947 2 0.0 7.0 3 9.00 \n", "513 5 4.0 5.0 4 2.00 \n", "1184 4 1.0 6.0 4 6.00 \n", "291 2 0.0 5.0 2 1.00 \n", "195 4 1.0 1.0 3 7.00 \n", "482 4 5.0 5.0 3 1.00 \n", "320 5 1.0 10.0 4 1.00 \n", "188 2 0.0 10.0 2 5.00 \n", "992 5 2.0 10.0 4 2.00 \n", "349 2 0.0 7.0 2 2.00 \n", "120 2 0.0 4.0 4 3.00 \n", "1082 5 0.0 10.0 4 8.00 \n", "40 3 5.0 1.0 3 0.99 \n", "1145 1 5.0 1.0 4 2.00 \n", "418 2 2.0 5.0 2 2.00 \n", "1115 2 5.0 1.0 4 1.00 \n", "1092 2 5.0 1.0 4 2.00 \n", "516 5 4.0 10.0 4 2.00 \n", "556 3 5.0 4.0 3 11.00 \n", "831 5 1.0 10.0 4 2.00 \n", "917 3 2.0 5.0 3 2.00 \n", "961 2 0.0 5.0 3 2.00 \n", "1231 3 5.0 1.0 3 4.00 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5 6 5 3 1.0 \n", "19 2 6 6 4 0.0 \n", "324 2 6 5 4 0.0 \n", "310 3 5 5 4 0.0 \n", "296 5 6 5 3 0.0 \n", "959 2 6 6 4 1.0 \n", "253 3 5 5 4 0.0 \n", "286 4 5 5 5 0.0 \n", "1085 7 6 6 2 1.0 \n", "329 2 6 6 4 0.0 \n", "274 3 5 5 4 1.0 \n", "878 5 6 5 4 0.0 \n", "1192 7 6 6 2 1.0 \n", "666 1 6 7 4 0.0 \n", "718 2 6 5 4 1.0 \n", "154 2 6 6 4 0.0 \n", "251 7 6 6 2 0.0 \n", "93 4 5 5 5 1.0 \n", "316 6 7 7 4 0.0 \n", "692 2 6 6 3 0.0 \n", "283 5 6 6 4 1.0 \n", "883 6 7 7 4 0.0 \n", "722 2 6 6 4 0.0 \n", "225 5 6 6 4 1.0 \n", "232 2 6 6 4 0.0 \n", "133 2 6 6 4 1.0 \n", "956 2 6 5 4 0.0 \n", "667 5 6 5 4 1.0 \n", "928 2 6 6 3 0.0 \n", "680 3 5 5 4 0.0 \n", "905 6 7 7 4 0.0 \n", "584 5 6 5 4 0.0 \n", "210 2 6 6 4 1.0 \n", "630 5 6 6 4 1.0 \n", "294 5 6 5 4 0.0 \n", "933 2 6 5 4 1.0 \n", "677 2 6 5 4 0.0 \n", "1084 2 6 5 4 0.0 \n", "1121 6 7 7 4 0.0 \n", "427 6 7 7 4 0.0 \n", "1100 2 6 6 3 0.0 \n", "130 2 6 6 4 0.0 \n", "529 6 7 7 4 0.0 \n", "1030 2 6 6 3 0.0 \n", "745 1 6 7 4 0.0 \n", "1267 2 6 5 4 0.0 \n", "965 5 6 5 3 0.0 \n", "97 3 5 5 4 0.0 \n", "827 6 7 7 4 0.0 \n", "738 2 6 5 4 1.0 \n", "323 4 5 5 5 0.0 \n", "936 2 6 6 4 0.0 \n", "841 5 6 5 3 0.0 \n", "866 2 6 6 3 0.0 \n", "765 5 6 5 4 0.0 \n", "175 5 6 5 4 0.0 \n", "367 2 6 6 4 1.0 \n", "621 5 6 5 4 0.0 \n", "1139 5 6 5 3 0.0 \n", "1167 2 6 5 4 0.0 \n", "939 5 6 5 4 0.0 \n", "205 2 6 5 4 0.0 \n", "857 2 6 6 4 0.0 \n", "20 1 6 7 4 0.0 \n", "712 2 6 6 3 0.0 \n", "784 2 6 6 4 0.0 \n", "743 2 6 6 4 0.0 \n", "473 5 6 6 4 1.0 \n", "998 7 6 6 2 1.0 \n", "200 2 6 6 3 0.0 \n", "853 7 6 6 2 0.0 \n", "648 1 6 7 4 0.0 \n", "390 2 6 6 3 1.0 \n", "258 5 6 5 4 0.0 \n", "579 3 5 5 4 0.0 \n", "608 2 6 6 3 0.0 \n", "772 2 6 6 3 0.0 \n", "969 2 6 6 4 0.0 \n", "635 7 6 6 2 0.0 \n", "359 6 7 7 4 0.0 \n", "289 2 6 6 4 1.0 \n", "995 5 6 6 4 0.0 \n", "797 2 6 6 4 0.0 \n", "410 2 6 6 3 0.0 \n", "452 5 6 6 4 1.0 \n", "307 7 6 6 2 1.0 \n", "318 2 6 6 3 0.0 \n", "187 7 6 6 2 0.0 \n", "436 2 6 5 4 0.0 \n", "108 2 6 6 3 1.0 \n", "1248 2 6 6 4 0.0 \n", "519 2 6 5 4 0.0 \n", "1072 2 6 6 4 0.0 \n", "1076 1 6 7 4 0.0 \n", "576 4 5 5 5 1.0 \n", "1152 1 6 7 4 0.0 \n", "914 2 6 6 4 0.0 \n", "701 3 5 5 4 0.0 \n", "824 5 6 5 3 0.0 \n", "872 2 6 5 4 0.0 \n", "913 7 6 6 2 0.0 " ] }, "execution_count": 148, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#compute training and testing subsets for variable-dropping on group 1 (or group 2)\n", "X=data2_relevant_vars_only.drop(['PQ2'], axis=1) #explanatory vars\n", "y=data2_relevant_vars_only['PQ2'] #response\n", "\n", "#split data into train and test sets\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.262)#0.259 group1, 0.262 group2\n", "\n", "#construct training data\n", "y_train=pd.DataFrame(y_train,columns=['PQ2'])\n", "y_train.head()\n", "y_train.shape\n", "training_data=pd.concat([X_train,y_train],axis=1)\n", "training_data.shape\n", "training_data" ] }, { "cell_type": "code", "execution_count": 149, "id": "37ca6faa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Testing predictor 1/69: Group2\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/69: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/69: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/69: PQ11\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/69: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/69: PushTooFast\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/69: WhiteCoder\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/69: athletic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/69: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/69: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/69: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/69: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/69: symracismq8\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/69: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/69: GivenCitation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/69: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/69: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/69: ForceLocation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/69: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/69: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/69: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/69: WSUNoCorps\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/69: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/69: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/69: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/69: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/69: less5mintocode\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/69: analytical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/69: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/69: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/69: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/69: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/69: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/69: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/69: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/69: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/69: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/69: Bystanders\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/69: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/69: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/69: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/69: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/69: obs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/69: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/69: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/69: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/69: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/69: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/69: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/69: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 51/69: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 52/69: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 53/69: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 54/69: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 55/69: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 56/69: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 57/69: flatterable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 58/69: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 59/69: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 60/69: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 61/69: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 62/69: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 63/69: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 64/69: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 65/69: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 66/69: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 67/69: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 68/69: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 69/69: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 68\n", "Testing predictor 1/68: Group2\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/68: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/68: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/68: PQ11\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/68: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/68: PushTooFast\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/68: WhiteCoder\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/68: athletic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/68: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/68: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/68: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/68: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/68: symracismq8\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/68: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/68: GivenCitation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/68: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/68: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/68: ForceLocation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/68: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/68: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/68: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/68: WSUNoCorps\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/68: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/68: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/68: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/68: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/68: less5mintocode\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/68: analytical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/68: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/68: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/68: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/68: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/68: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/68: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/68: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/68: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/68: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/68: Bystanders\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/68: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/68: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/68: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/68: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/68: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/68: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/68: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/68: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/68: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/68: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/68: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/68: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 51/68: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 52/68: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 53/68: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 54/68: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 55/68: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 56/68: flatterable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 57/68: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 58/68: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 59/68: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 60/68: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 61/68: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 62/68: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 63/68: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 64/68: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 65/68: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 66/68: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 67/68: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 68/68: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 67\n", "Testing predictor 1/67: AfricanBlackCoder\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/67: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/67: PQ11\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/67: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/67: PushTooFast\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/67: WhiteCoder\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/67: athletic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/67: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/67: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/67: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/67: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/67: symracismq8\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/67: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/67: GivenCitation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/67: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/67: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/67: ForceLocation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/67: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/67: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/67: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/67: WSUNoCorps\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/67: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/67: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/67: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/67: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/67: less5mintocode\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/67: analytical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/67: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/67: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/67: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/67: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/67: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/67: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/67: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/67: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/67: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/67: Bystanders\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/67: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/67: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/67: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/67: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/67: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/67: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/67: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/67: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/67: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/67: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/67: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/67: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/67: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 51/67: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 52/67: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 53/67: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 54/67: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 55/67: flatterable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 56/67: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 57/67: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 58/67: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 59/67: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 60/67: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 61/67: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 62/67: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 63/67: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 64/67: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 65/67: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 66/67: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 67/67: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 66\n", "Testing predictor 1/66: SuspectDisplayWeapon\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/66: PQ11\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/66: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/66: PushTooFast\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/66: WhiteCoder\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/66: athletic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/66: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/66: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/66: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/66: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/66: symracismq8\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/66: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/66: GivenCitation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/66: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/66: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/66: ForceLocation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/66: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/66: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/66: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/66: WSUNoCorps\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/66: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/66: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/66: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/66: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/66: less5mintocode\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/66: analytical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/66: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/66: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/66: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/66: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/66: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/66: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/66: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/66: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/66: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/66: Bystanders\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/66: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/66: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/66: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/66: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/66: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/66: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/66: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/66: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/66: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/66: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/66: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/66: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/66: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/66: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 51/66: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 52/66: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 53/66: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 54/66: flatterable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 55/66: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 56/66: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 57/66: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 58/66: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 59/66: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 60/66: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 61/66: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 62/66: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 63/66: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 64/66: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 65/66: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 66/66: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 65\n", "Testing predictor 1/65: PQ11\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/65: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/65: PushTooFast\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/65: WhiteCoder\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/65: athletic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/65: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/65: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/65: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/65: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/65: symracismq8\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/65: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/65: GivenCitation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/65: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/65: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/65: ForceLocation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/65: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/65: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/65: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/65: WSUNoCorps\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/65: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/65: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/65: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/65: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/65: less5mintocode\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/65: analytical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/65: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/65: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/65: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/65: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/65: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/65: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/65: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/65: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/65: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/65: Bystanders\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/65: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/65: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/65: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/65: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/65: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/65: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/65: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/65: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/65: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/65: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/65: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/65: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/65: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/65: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/65: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 51/65: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 52/65: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 53/65: flatterable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 54/65: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 55/65: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 56/65: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 57/65: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 58/65: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 59/65: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 60/65: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 61/65: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 62/65: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 63/65: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 64/65: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 65/65: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 64\n", "Testing predictor 1/64: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/64: PushTooFast\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/64: WhiteCoder\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/64: athletic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/64: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/64: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/64: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/64: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/64: symracismq8\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/64: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/64: GivenCitation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/64: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/64: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/64: ForceLocation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/64: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/64: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/64: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/64: WSUNoCorps\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/64: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/64: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/64: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/64: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/64: less5mintocode\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/64: analytical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/64: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/64: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/64: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/64: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/64: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/64: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/64: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/64: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/64: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/64: Bystanders\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/64: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/64: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/64: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/64: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/64: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/64: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/64: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/64: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/64: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/64: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/64: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/64: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/64: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/64: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/64: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/64: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 51/64: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 52/64: flatterable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 53/64: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 54/64: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 55/64: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 56/64: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 57/64: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 58/64: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 59/64: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 60/64: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 61/64: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 62/64: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 63/64: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 64/64: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 63\n", "Testing predictor 1/63: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/63: PushTooFast\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/63: WhiteCoder\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/63: athletic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/63: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/63: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/63: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/63: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/63: symracismq8\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/63: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/63: GivenCitation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/63: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/63: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/63: ForceLocation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/63: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/63: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/63: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/63: WSUNoCorps\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/63: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/63: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/63: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/63: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/63: less5mintocode\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/63: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/63: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/63: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/63: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/63: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/63: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/63: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/63: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/63: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/63: Bystanders\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/63: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/63: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/63: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/63: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/63: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/63: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/63: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/63: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/63: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/63: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/63: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/63: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/63: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/63: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/63: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/63: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/63: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 51/63: flatterable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 52/63: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 53/63: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 54/63: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 55/63: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 56/63: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 57/63: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 58/63: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 59/63: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 60/63: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 61/63: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 62/63: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 63/63: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 62\n", "Testing predictor 1/62: PhysicalArrestCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/62: PushTooFast\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/62: WhiteCoder\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/62: athletic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/62: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/62: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/62: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/62: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/62: symracismq8\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/62: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/62: GivenCitation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/62: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/62: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/62: ForceLocation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/62: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/62: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/62: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/62: WSUNoCorps\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/62: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/62: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/62: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/62: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/62: less5mintocode\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/62: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/62: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/62: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/62: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/62: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/62: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/62: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/62: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/62: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/62: Bystanders\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/62: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/62: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/62: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/62: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/62: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/62: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/62: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/62: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/62: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/62: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/62: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/62: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/62: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/62: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/62: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/62: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/62: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 51/62: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 52/62: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 53/62: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 54/62: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 55/62: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 56/62: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 57/62: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 58/62: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 59/62: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 60/62: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 61/62: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 62/62: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 61\n", "Testing predictor 1/61: PushTooFast\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/61: WhiteCoder\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/61: athletic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/61: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/61: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/61: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/61: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/61: symracismq8\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/61: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/61: GivenCitation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/61: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/61: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/61: ForceLocation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/61: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/61: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/61: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/61: WSUNoCorps\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/61: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/61: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/61: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/61: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/61: less5mintocode\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/61: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/61: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/61: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/61: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/61: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/61: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/61: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/61: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/61: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/61: Bystanders\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/61: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/61: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/61: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/61: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/61: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/61: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/61: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/61: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/61: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/61: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/61: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/61: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/61: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/61: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/61: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/61: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/61: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/61: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 51/61: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 52/61: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 53/61: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 54/61: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 55/61: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 56/61: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 57/61: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 58/61: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 59/61: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 60/61: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 61/61: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 60\n", "Testing predictor 1/60: WhiteCoder\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/60: athletic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/60: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/60: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/60: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/60: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/60: symracismq8\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/60: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/60: GivenCitation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/60: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/60: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/60: ForceLocation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/60: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/60: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/60: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/60: WSUNoCorps\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/60: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/60: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/60: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/60: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/60: less5mintocode\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/60: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/60: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/60: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/60: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/60: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/60: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/60: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/60: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/60: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/60: Bystanders\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/60: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/60: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/60: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/60: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/60: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/60: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/60: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/60: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/60: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/60: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/60: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/60: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/60: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/60: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/60: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/60: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/60: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/60: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/60: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 51/60: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 52/60: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 53/60: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 54/60: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 55/60: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 56/60: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 57/60: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 58/60: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 59/60: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 60/60: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 59\n", "Testing predictor 1/59: WhiteCoder\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/59: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/59: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/59: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/59: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/59: symracismq8\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/59: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/59: GivenCitation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/59: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/59: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/59: ForceLocation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/59: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/59: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/59: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/59: WSUNoCorps\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/59: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/59: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/59: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/59: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/59: less5mintocode\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/59: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/59: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/59: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/59: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/59: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/59: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/59: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/59: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/59: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/59: Bystanders\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/59: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/59: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/59: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/59: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/59: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/59: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/59: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/59: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/59: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/59: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/59: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/59: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/59: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/59: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/59: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/59: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/59: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/59: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/59: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/59: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 51/59: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 52/59: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 53/59: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 54/59: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 55/59: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 56/59: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 57/59: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 58/59: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 59/59: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 58\n", "Testing predictor 1/58: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/58: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/58: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/58: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/58: symracismq8\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/58: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/58: GivenCitation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/58: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/58: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/58: ForceLocation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/58: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/58: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/58: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/58: WSUNoCorps\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/58: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/58: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/58: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/58: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/58: less5mintocode\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/58: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/58: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/58: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/58: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/58: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/58: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/58: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/58: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/58: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/58: Bystanders\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/58: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/58: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/58: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/58: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/58: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/58: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/58: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/58: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/58: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/58: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/58: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/58: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/58: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/58: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/58: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/58: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/58: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/58: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/58: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/58: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/58: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 51/58: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 52/58: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 53/58: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 54/58: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 55/58: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 56/58: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 57/58: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 58/58: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 57\n", "Testing predictor 1/57: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/57: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/57: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/57: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/57: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/57: GivenCitation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/57: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/57: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/57: ForceLocation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/57: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/57: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/57: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/57: WSUNoCorps\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/57: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/57: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/57: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/57: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/57: less5mintocode\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/57: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/57: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/57: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/57: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/57: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/57: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/57: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/57: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/57: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/57: Bystanders\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/57: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/57: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/57: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/57: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/57: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/57: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/57: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/57: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/57: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/57: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/57: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/57: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/57: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/57: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/57: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/57: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/57: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/57: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/57: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/57: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/57: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/57: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 51/57: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 52/57: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 53/57: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 54/57: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 55/57: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 56/57: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 57/57: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 56\n", "Testing predictor 1/56: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/56: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/56: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/56: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/56: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/56: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/56: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/56: ForceLocation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/56: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/56: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/56: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/56: WSUNoCorps\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/56: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/56: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/56: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/56: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/56: less5mintocode\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/56: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/56: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/56: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/56: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/56: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/56: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/56: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/56: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/56: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/56: Bystanders\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/56: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/56: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/56: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/56: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/56: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/56: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/56: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/56: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/56: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/56: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/56: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/56: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/56: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/56: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/56: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/56: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/56: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/56: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/56: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/56: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/56: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/56: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/56: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 51/56: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 52/56: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 53/56: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 54/56: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 55/56: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 56/56: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 55\n", "Testing predictor 1/55: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/55: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/55: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/55: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/55: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/55: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/55: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/55: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/55: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/55: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/55: WSUNoCorps\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/55: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/55: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/55: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/55: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/55: less5mintocode\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/55: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/55: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/55: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/55: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/55: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/55: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/55: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/55: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/55: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/55: Bystanders\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/55: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/55: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/55: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/55: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/55: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/55: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/55: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/55: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/55: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/55: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/55: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/55: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/55: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/55: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/55: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/55: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/55: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/55: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/55: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/55: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/55: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/55: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/55: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/55: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 51/55: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 52/55: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 53/55: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 54/55: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 55/55: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 54\n", "Testing predictor 1/54: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/54: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/54: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/54: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/54: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/54: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/54: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/54: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/54: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/54: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/54: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/54: OffSilentAfterForce\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/54: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/54: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/54: less5mintocode\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/54: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/54: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/54: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/54: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/54: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/54: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/54: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/54: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/54: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/54: Bystanders\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/54: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/54: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/54: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/54: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/54: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/54: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/54: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/54: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/54: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/54: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/54: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/54: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/54: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/54: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/54: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/54: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/54: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/54: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/54: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/54: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/54: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/54: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/54: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/54: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/54: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 51/54: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 52/54: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 53/54: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 54/54: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 53\n", "Testing predictor 1/53: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/53: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/53: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/53: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/53: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/53: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/53: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/53: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/53: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/53: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/53: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/53: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/53: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/53: less5mintocode\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/53: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/53: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/53: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/53: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/53: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/53: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/53: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/53: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/53: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/53: Bystanders\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/53: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/53: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/53: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/53: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/53: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/53: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/53: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/53: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/53: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/53: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/53: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/53: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/53: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/53: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/53: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/53: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/53: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/53: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/53: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/53: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/53: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/53: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/53: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/53: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/53: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/53: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 51/53: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 52/53: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 53/53: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 52\n", "Testing predictor 1/52: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/52: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/52: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/52: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/52: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/52: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/52: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/52: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/52: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/52: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/52: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/52: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/52: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/52: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/52: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/52: DetainedNoCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/52: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/52: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/52: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/52: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/52: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/52: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/52: Bystanders\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/52: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/52: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/52: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/52: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/52: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/52: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/52: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/52: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/52: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/52: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/52: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/52: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/52: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/52: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/52: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/52: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/52: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/52: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/52: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/52: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/52: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/52: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/52: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/52: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/52: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/52: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/52: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 51/52: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 52/52: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 51\n", "Testing predictor 1/51: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/51: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/51: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/51: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/51: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/51: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/51: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/51: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/51: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/51: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/51: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/51: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/51: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/51: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/51: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/51: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/51: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/51: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/51: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/51: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/51: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/51: Bystanders\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/51: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/51: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/51: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/51: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/51: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/51: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/51: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/51: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/51: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/51: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/51: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/51: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/51: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/51: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/51: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/51: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/51: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/51: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/51: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/51: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/51: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/51: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/51: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/51: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/51: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/51: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/51: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/51: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 51/51: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 50\n", "Testing predictor 1/50: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/50: PQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/50: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/50: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/50: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/50: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/50: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/50: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/50: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/50: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/50: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/50: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/50: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/50: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/50: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/50: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/50: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/50: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/50: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/50: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/50: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/50: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/50: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/50: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/50: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/50: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/50: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/50: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/50: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/50: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/50: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/50: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/50: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/50: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/50: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/50: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/50: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/50: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/50: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/50: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/50: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/50: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/50: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/50: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/50: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/50: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/50: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/50: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/50: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 50/50: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 49\n", "Testing predictor 1/49: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/49: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/49: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/49: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/49: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/49: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/49: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/49: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/49: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/49: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/49: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/49: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/49: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/49: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/49: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/49: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/49: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/49: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/49: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/49: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/49: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/49: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/49: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/49: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/49: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/49: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/49: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/49: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/49: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/49: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/49: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/49: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/49: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/49: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/49: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/49: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/49: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/49: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/49: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/49: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/49: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/49: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/49: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/49: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/49: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/49: gullible\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/49: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/49: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 49/49: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 48\n", "Testing predictor 1/48: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/48: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/48: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/48: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/48: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/48: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/48: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/48: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/48: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/48: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/48: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/48: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/48: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/48: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/48: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/48: DetainedCuffs\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/48: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/48: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/48: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/48: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/48: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/48: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/48: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/48: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/48: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/48: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/48: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/48: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/48: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/48: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/48: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/48: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/48: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/48: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/48: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/48: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/48: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/48: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/48: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/48: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/48: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/48: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/48: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/48: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/48: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/48: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/48: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 48/48: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 47\n", "Testing predictor 1/47: VerbalStatementArrest\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/47: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/47: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/47: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/47: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/47: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/47: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/47: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/47: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/47: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/47: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/47: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/47: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/47: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/47: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/47: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/47: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/47: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/47: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/47: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/47: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/47: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/47: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/47: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/47: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/47: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/47: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/47: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/47: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/47: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/47: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/47: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/47: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/47: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/47: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/47: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/47: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/47: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/47: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/47: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/47: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/47: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/47: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/47: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/47: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/47: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 47/47: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 46\n", "Testing predictor 1/46: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/46: forceful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/46: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/46: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/46: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/46: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/46: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/46: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/46: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/46: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/46: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/46: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/46: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/46: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/46: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/46: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/46: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/46: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/46: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/46: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/46: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/46: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/46: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/46: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/46: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/46: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/46: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/46: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/46: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/46: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/46: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/46: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/46: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/46: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/46: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/46: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/46: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/46: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/46: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/46: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/46: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/46: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/46: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/46: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/46: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 46/46: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 45\n", "Testing predictor 1/45: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/45: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/45: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/45: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/45: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/45: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/45: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/45: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/45: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/45: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/45: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/45: OffPhysicalDeEscalation\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/45: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/45: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/45: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/45: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/45: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/45: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/45: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/45: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/45: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/45: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/45: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/45: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/45: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/45: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/45: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/45: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/45: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/45: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/45: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/45: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/45: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/45: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/45: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/45: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/45: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/45: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/45: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/45: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/45: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/45: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/45: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/45: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 45/45: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 44\n", "Testing predictor 1/44: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/44: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/44: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/44: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/44: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/44: PoliceQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/44: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/44: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/44: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/44: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/44: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/44: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/44: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/44: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/44: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/44: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/44: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/44: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/44: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/44: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/44: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/44: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/44: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/44: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/44: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/44: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/44: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/44: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/44: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/44: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/44: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/44: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/44: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/44: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/44: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/44: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/44: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/44: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/44: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/44: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/44: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/44: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/44: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 44/44: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 43\n", "Testing predictor 1/43: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/43: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/43: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/43: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/43: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/43: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/43: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/43: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/43: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/43: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/43: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/43: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/43: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/43: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/43: PoliceQ4\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/43: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/43: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/43: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/43: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/43: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/43: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/43: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/43: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/43: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/43: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/43: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/43: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/43: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/43: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/43: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/43: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/43: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/43: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/43: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/43: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/43: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/43: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/43: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/43: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/43: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/43: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/43: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 43/43: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 42\n", "Testing predictor 1/42: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/42: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/42: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/42: solemn\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/42: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/42: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/42: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/42: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/42: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/42: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/42: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/42: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/42: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/42: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/42: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/42: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/42: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/42: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/42: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/42: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/42: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/42: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/42: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/42: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/42: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/42: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/42: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/42: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/42: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/42: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/42: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/42: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/42: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/42: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/42: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/42: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/42: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/42: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/42: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/42: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/42: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 42/42: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 41\n", "Testing predictor 1/41: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/41: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/41: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/41: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/41: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/41: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/41: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/41: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/41: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/41: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/41: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/41: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/41: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/41: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/41: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/41: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/41: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/41: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/41: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/41: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/41: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/41: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/41: Resistance\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/41: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/41: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/41: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/41: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/41: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/41: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/41: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/41: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/41: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/41: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/41: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/41: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/41: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/41: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/41: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/41: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/41: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 41/41: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 40\n", "Testing predictor 1/40: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/40: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/40: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/40: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/40: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/40: sincere\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/40: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/40: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/40: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/40: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/40: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/40: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/40: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/40: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/40: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/40: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/40: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/40: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/40: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/40: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/40: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/40: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/40: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/40: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/40: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/40: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/40: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/40: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/40: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/40: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/40: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/40: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/40: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/40: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/40: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/40: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/40: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/40: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/40: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 40/40: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 39\n", "Testing predictor 1/39: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/39: PoliceQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/39: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/39: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/39: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/39: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/39: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/39: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/39: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/39: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/39: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/39: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/39: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/39: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/39: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/39: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/39: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/39: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/39: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/39: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/39: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/39: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/39: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/39: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/39: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/39: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/39: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/39: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/39: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/39: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/39: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/39: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/39: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/39: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/39: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/39: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/39: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/39: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 39/39: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 38\n", "Testing predictor 1/38: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/38: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/38: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/38: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/38: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/38: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/38: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/38: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/38: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/38: symracismq3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/38: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/38: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/38: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/38: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/38: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/38: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/38: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/38: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/38: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/38: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/38: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/38: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/38: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/38: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/38: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/38: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/38: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/38: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/38: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/38: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/38: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/38: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/38: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/38: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/38: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/38: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/38: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 38/38: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 37\n", "Testing predictor 1/37: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/37: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/37: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/37: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/37: dominant\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/37: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/37: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/37: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/37: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/37: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/37: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/37: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/37: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/37: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/37: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/37: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/37: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/37: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/37: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/37: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/37: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/37: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/37: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/37: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/37: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/37: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/37: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/37: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/37: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/37: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/37: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/37: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/37: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/37: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/37: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/37: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 37/37: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 36\n", "Testing predictor 1/36: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/36: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/36: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/36: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/36: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/36: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/36: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/36: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/36: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/36: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/36: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/36: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/36: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/36: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/36: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/36: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/36: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/36: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/36: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/36: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/36: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/36: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/36: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/36: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/36: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/36: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/36: reliable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/36: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/36: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/36: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/36: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/36: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/36: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/36: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/36: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 36/36: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 35\n", "Testing predictor 1/35: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/35: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/35: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/35: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/35: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/35: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/35: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/35: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/35: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/35: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/35: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/35: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/35: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/35: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/35: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/35: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/35: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/35: unpredictable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/35: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/35: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/35: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/35: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/35: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/35: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/35: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/35: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/35: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/35: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/35: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/35: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/35: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/35: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/35: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/35: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 35/35: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 34\n", "Testing predictor 1/34: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/34: ambitious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/34: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/34: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/34: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/34: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/34: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/34: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/34: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/34: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/34: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/34: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/34: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/34: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/34: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/34: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/34: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/34: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/34: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/34: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/34: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/34: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/34: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/34: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/34: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/34: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/34: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/34: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/34: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/34: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/34: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/34: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/34: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 34/34: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 33\n", "Testing predictor 1/33: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/33: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/33: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/33: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/33: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/33: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/33: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/33: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/33: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/33: selfsufficient\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/33: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/33: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/33: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/33: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/33: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/33: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/33: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/33: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/33: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/33: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/33: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/33: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/33: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/33: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/33: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/33: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/33: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/33: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/33: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/33: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/33: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/33: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 33/33: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 32\n", "Testing predictor 1/32: independent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/32: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/32: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/32: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/32: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/32: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/32: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/32: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/32: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/32: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/32: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/32: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/32: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/32: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/32: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/32: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/32: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/32: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/32: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/32: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/32: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/32: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/32: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/32: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/32: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/32: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/32: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/32: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/32: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/32: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/32: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 32/32: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 31\n", "Testing predictor 1/31: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/31: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/31: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/31: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/31: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/31: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/31: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/31: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/31: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/31: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/31: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/31: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/31: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/31: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/31: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/31: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/31: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/31: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/31: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/31: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/31: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/31: feminine\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/31: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/31: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/31: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/31: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/31: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/31: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/31: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/31: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 31/31: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 30\n", "Testing predictor 1/30: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/30: PoliceQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/30: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/30: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/30: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/30: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/30: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/30: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/30: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/30: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/30: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/30: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/30: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/30: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/30: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/30: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/30: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/30: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/30: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/30: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/30: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/30: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/30: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/30: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/30: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/30: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/30: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/30: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/30: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 30/30: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 29\n", "Testing predictor 1/29: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/29: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/29: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/29: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/29: loveschildren\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/29: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/29: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/29: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/29: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/29: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/29: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/29: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/29: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/29: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/29: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/29: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/29: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/29: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/29: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/29: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/29: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/29: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/29: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/29: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/29: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/29: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/29: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/29: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 29/29: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 28\n", "Testing predictor 1/28: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/28: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/28: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/28: tactful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/28: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/28: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/28: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/28: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/28: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/28: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/28: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/28: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/28: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/28: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/28: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/28: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/28: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/28: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/28: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/28: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/28: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/28: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/28: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/28: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/28: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/28: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/28: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 28/28: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 27\n", "Testing predictor 1/27: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/27: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/27: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/27: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/27: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/27: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/27: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/27: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/27: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/27: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/27: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/27: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/27: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/27: OfficersPresent\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/27: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/27: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/27: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/27: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/27: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/27: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/27: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/27: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/27: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/27: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/27: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/27: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 27/27: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 26\n", "Testing predictor 1/26: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/26: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/26: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/26: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/26: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/26: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/26: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/26: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/26: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/26: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/26: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/26: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/26: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/26: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/26: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/26: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/26: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/26: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/26: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/26: compassionate\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/26: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/26: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/26: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/26: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/26: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 26/26: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 25\n", "Testing predictor 1/25: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/25: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/25: theatrical\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/25: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/25: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/25: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/25: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/25: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/25: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/25: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/25: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/25: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/25: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/25: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/25: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/25: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/25: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/25: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/25: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/25: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/25: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/25: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/25: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/25: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 25/25: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 24\n", "Testing predictor 1/24: cheeful\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/24: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/24: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/24: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/24: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/24: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/24: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/24: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/24: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/24: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/24: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/24: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/24: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/24: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/24: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/24: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/24: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/24: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/24: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/24: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/24: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/24: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/24: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 24/24: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 23\n", "Testing predictor 1/23: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/23: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/23: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/23: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/23: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/23: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/23: eagertosoothhurt\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/23: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/23: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/23: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/23: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/23: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/23: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/23: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/23: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/23: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/23: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/23: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/23: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/23: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/23: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/23: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 23/23: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 22\n", "Testing predictor 1/22: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/22: competitive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/22: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/22: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/22: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/22: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/22: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/22: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/22: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/22: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/22: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/22: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/22: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/22: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/22: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/22: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/22: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/22: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/22: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/22: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/22: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 22/22: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 21\n", "Testing predictor 1/21: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/21: PoliceQ9\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/21: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/21: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/21: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/21: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/21: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/21: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/21: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/21: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/21: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/21: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/21: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/21: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/21: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/21: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/21: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/21: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/21: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/21: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 21/21: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 20\n", "Testing predictor 1/20: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/20: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/20: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/20: aggressive\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/20: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/20: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/20: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/20: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/20: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/20: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/20: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/20: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/20: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/20: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/20: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/20: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/20: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/20: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/20: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 20/20: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 19\n", "Testing predictor 1/19: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/19: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/19: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/19: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/19: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/19: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/19: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/19: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/19: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/19: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/19: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/19: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/19: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/19: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/19: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/19: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/19: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/19: individualistic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 19/19: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 18\n", "Testing predictor 1/18: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/18: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/18: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/18: PQ6\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/18: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/18: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/18: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/18: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/18: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/18: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/18: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/18: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/18: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/18: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/18: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/18: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/18: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 18/18: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 17\n", "Testing predictor 1/17: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/17: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/17: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/17: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/17: PQ1\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/17: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/17: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/17: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/17: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/17: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/17: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/17: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/17: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/17: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/17: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/17: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 17/17: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 16\n", "Testing predictor 1/16: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/16: unsystematic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/16: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/16: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/16: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/16: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/16: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/16: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/16: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/16: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/16: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/16: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/16: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/16: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/16: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 16/16: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 15\n", "Testing predictor 1/15: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/15: senstivetoothersneeds\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/15: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/15: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/15: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/15: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/15: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/15: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/15: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/15: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/15: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/15: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/15: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/15: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 15/15: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 14\n", "Testing predictor 1/14: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/14: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/14: PoliceQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/14: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/14: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/14: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/14: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/14: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/14: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/14: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/14: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/14: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/14: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 14/14: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 13\n", "Testing predictor 1/13: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/13: PQ3\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/13: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/13: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/13: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/13: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/13: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/13: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/13: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/13: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/13: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/13: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 13/13: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 12\n", "Testing predictor 1/12: strongpersonality\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/12: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/12: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/12: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/12: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/12: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/12: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/12: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/12: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/12: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/12: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 12/12: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 11\n", "Testing predictor 1/11: conscientious\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/11: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/11: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/11: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/11: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/11: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/11: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/11: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/11: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/11: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 11/11: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 10\n", "Testing predictor 1/10: PQ5\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/10: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/10: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/10: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/10: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/10: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/10: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/10: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/10: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 10/10: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 9\n", "Testing predictor 1/9: PQ7\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/9: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/9: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/9: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/9: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/9: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/9: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/9: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 9/9: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 8\n", "Testing predictor 1/8: PQ10\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/8: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/8: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/8: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/8: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/8: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/8: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 8/8: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 7\n", "Testing predictor 1/7: sympathetic\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/7: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/7: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/7: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/7: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/7: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 7/7: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 6\n", "Testing predictor 1/6: leadershipskills\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/6: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/6: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/6: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/6: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 6/6: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 5\n", "Testing predictor 1/5: liable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/5: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/5: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/5: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 5/5: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 4\n", "Testing predictor 1/4: warm\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/4: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/4: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 4/4: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 3\n", "Testing predictor 1/3: tender\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/3: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 3/3: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 2\n", "Testing predictor 1/2: adaptable\n", "Shape of PREDICTORTEST: (168,)\n", "Testing predictor 2/2: PoliceQ8\n", "Shape of PREDICTORTEST: (168,)\n", "Number of predictors left after removal: 1\n" ] }, { "data": { "text/html": [ "
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Predictor RemovedMCC Score After RemovalRank% Yes Predictions After Removal% No Predictions After Removal
0obs0.396965112.50000087.500000
1Group20.396965212.50000087.500000
2AfricanBlackCoder0.396965312.50000087.500000
3SuspectDisplayWeapon0.396965412.50000087.500000
4PQ110.396965512.50000087.500000
5analytical0.401288613.69047686.309524
6flatterable0.419248713.09523886.904762
7PhysicalArrestCuffs0.419248813.09523886.904762
8PushTooFast0.419248913.09523886.904762
9athletic0.4192481013.09523886.904762
10WhiteCoder0.4192481113.09523886.904762
11symracismq80.4192481213.09523886.904762
12GivenCitation0.4192481313.09523886.904762
13ForceLocation0.4192481413.09523886.904762
14WSUNoCorps0.4192481513.09523886.904762
15OffSilentAfterForce0.4192481613.09523886.904762
16less5mintocode0.4192481713.09523886.904762
17DetainedNoCuffs0.4192481813.09523886.904762
18Bystanders0.4232031914.28571485.714286
19PQ90.4232032014.28571485.714286
20gullible0.4409682113.69047686.309524
21DetainedCuffs0.4409682213.69047686.309524
22VerbalStatementArrest0.4409682313.69047686.309524
23forceful0.4409682413.69047686.309524
24OffPhysicalDeEscalation0.4409682513.69047686.309524
25PoliceQ10.4232032614.28571485.714286
26PoliceQ40.4232032714.28571485.714286
27solemn0.4278612815.47619084.523810
28Resistance0.4278612915.47619084.523810
29sincere0.4278613015.47619084.523810
30PoliceQ60.4278613115.47619084.523810
31symracismq30.4278613215.47619084.523810
32dominant0.4062903314.88095285.119048
33reliable0.4232033414.28571485.714286
34unpredictable0.4232033514.28571485.714286
35ambitious0.4232033614.28571485.714286
36selfsufficient0.4232033714.28571485.714286
37independent0.3901483815.47619084.523810
38feminine0.3788153913.09523886.904762
39PoliceQ50.3788154013.09523886.904762
40loveschildren0.3788154113.09523886.904762
41tactful0.3788154213.09523886.904762
42OfficersPresent0.3679664314.88095285.119048
43compassionate0.3842244414.28571485.714286
44theatrical0.3557224512.50000087.500000
45cheeful0.3319354611.90476288.095238
46eagertosoothhurt0.3383834713.09523886.904762
47competitive0.3383834813.09523886.904762
48PoliceQ90.3383834913.09523886.904762
49aggressive0.3383835013.09523886.904762
50individualistic0.2819255110.71428689.285714
51PQ60.284491525.35714394.642857
52PQ10.317197534.76190595.238095
53unsystematic0.287255544.16666795.833333
54senstivetoothersneeds0.176806552.38095297.619048
55PoliceQ100.126905561.78571498.214286
56PQ30.000000570.000000100.000000
57strongpersonality0.000000580.000000100.000000
58conscientious0.000000590.000000100.000000
59PQ50.000000600.000000100.000000
60PQ70.000000610.000000100.000000
61PQ100.000000620.000000100.000000
62sympathetic0.000000630.000000100.000000
63leadershipskills0.000000640.000000100.000000
64liable0.000000650.000000100.000000
65warm0.000000660.000000100.000000
66tender0.000000670.000000100.000000
67adaptable0.000000680.000000100.000000
68PoliceQ80.000000690.000000100.000000
\n", "
" ], "text/plain": [ " Predictor Removed MCC Score After Removal Rank \\\n", "0 obs 0.396965 1 \n", "1 Group2 0.396965 2 \n", "2 AfricanBlackCoder 0.396965 3 \n", "3 SuspectDisplayWeapon 0.396965 4 \n", "4 PQ11 0.396965 5 \n", "5 analytical 0.401288 6 \n", "6 flatterable 0.419248 7 \n", "7 PhysicalArrestCuffs 0.419248 8 \n", "8 PushTooFast 0.419248 9 \n", "9 athletic 0.419248 10 \n", "10 WhiteCoder 0.419248 11 \n", "11 symracismq8 0.419248 12 \n", "12 GivenCitation 0.419248 13 \n", "13 ForceLocation 0.419248 14 \n", "14 WSUNoCorps 0.419248 15 \n", "15 OffSilentAfterForce 0.419248 16 \n", "16 less5mintocode 0.419248 17 \n", "17 DetainedNoCuffs 0.419248 18 \n", "18 Bystanders 0.423203 19 \n", "19 PQ9 0.423203 20 \n", "20 gullible 0.440968 21 \n", "21 DetainedCuffs 0.440968 22 \n", "22 VerbalStatementArrest 0.440968 23 \n", "23 forceful 0.440968 24 \n", "24 OffPhysicalDeEscalation 0.440968 25 \n", "25 PoliceQ1 0.423203 26 \n", "26 PoliceQ4 0.423203 27 \n", "27 solemn 0.427861 28 \n", "28 Resistance 0.427861 29 \n", "29 sincere 0.427861 30 \n", "30 PoliceQ6 0.427861 31 \n", "31 symracismq3 0.427861 32 \n", "32 dominant 0.406290 33 \n", "33 reliable 0.423203 34 \n", "34 unpredictable 0.423203 35 \n", "35 ambitious 0.423203 36 \n", "36 selfsufficient 0.423203 37 \n", "37 independent 0.390148 38 \n", "38 feminine 0.378815 39 \n", "39 PoliceQ5 0.378815 40 \n", "40 loveschildren 0.378815 41 \n", "41 tactful 0.378815 42 \n", "42 OfficersPresent 0.367966 43 \n", "43 compassionate 0.384224 44 \n", "44 theatrical 0.355722 45 \n", "45 cheeful 0.331935 46 \n", "46 eagertosoothhurt 0.338383 47 \n", "47 competitive 0.338383 48 \n", "48 PoliceQ9 0.338383 49 \n", "49 aggressive 0.338383 50 \n", "50 individualistic 0.281925 51 \n", "51 PQ6 0.284491 52 \n", "52 PQ1 0.317197 53 \n", "53 unsystematic 0.287255 54 \n", "54 senstivetoothersneeds 0.176806 55 \n", "55 PoliceQ10 0.126905 56 \n", "56 PQ3 0.000000 57 \n", "57 strongpersonality 0.000000 58 \n", "58 conscientious 0.000000 59 \n", "59 PQ5 0.000000 60 \n", "60 PQ7 0.000000 61 \n", "61 PQ10 0.000000 62 \n", "62 sympathetic 0.000000 63 \n", "63 leadershipskills 0.000000 64 \n", "64 liable 0.000000 65 \n", "65 warm 0.000000 66 \n", "66 tender 0.000000 67 \n", "67 adaptable 0.000000 68 \n", "68 PoliceQ8 0.000000 69 \n", "\n", " % Yes Predictions After Removal % No Predictions After Removal \n", "0 12.500000 87.500000 \n", "1 12.500000 87.500000 \n", "2 12.500000 87.500000 \n", "3 12.500000 87.500000 \n", "4 12.500000 87.500000 \n", "5 13.690476 86.309524 \n", "6 13.095238 86.904762 \n", "7 13.095238 86.904762 \n", "8 13.095238 86.904762 \n", "9 13.095238 86.904762 \n", "10 13.095238 86.904762 \n", "11 13.095238 86.904762 \n", "12 13.095238 86.904762 \n", "13 13.095238 86.904762 \n", "14 13.095238 86.904762 \n", "15 13.095238 86.904762 \n", "16 13.095238 86.904762 \n", "17 13.095238 86.904762 \n", "18 14.285714 85.714286 \n", "19 14.285714 85.714286 \n", "20 13.690476 86.309524 \n", "21 13.690476 86.309524 \n", "22 13.690476 86.309524 \n", "23 13.690476 86.309524 \n", "24 13.690476 86.309524 \n", "25 14.285714 85.714286 \n", "26 14.285714 85.714286 \n", "27 15.476190 84.523810 \n", "28 15.476190 84.523810 \n", "29 15.476190 84.523810 \n", "30 15.476190 84.523810 \n", "31 15.476190 84.523810 \n", "32 14.880952 85.119048 \n", "33 14.285714 85.714286 \n", "34 14.285714 85.714286 \n", "35 14.285714 85.714286 \n", "36 14.285714 85.714286 \n", "37 15.476190 84.523810 \n", "38 13.095238 86.904762 \n", "39 13.095238 86.904762 \n", "40 13.095238 86.904762 \n", "41 13.095238 86.904762 \n", "42 14.880952 85.119048 \n", "43 14.285714 85.714286 \n", "44 12.500000 87.500000 \n", "45 11.904762 88.095238 \n", "46 13.095238 86.904762 \n", "47 13.095238 86.904762 \n", "48 13.095238 86.904762 \n", "49 13.095238 86.904762 \n", "50 10.714286 89.285714 \n", "51 5.357143 94.642857 \n", "52 4.761905 95.238095 \n", "53 4.166667 95.833333 \n", "54 2.380952 97.619048 \n", "55 1.785714 98.214286 \n", "56 0.000000 100.000000 \n", "57 0.000000 100.000000 \n", "58 0.000000 100.000000 \n", "59 0.000000 100.000000 \n", "60 0.000000 100.000000 \n", "61 0.000000 100.000000 \n", "62 0.000000 100.000000 \n", "63 0.000000 100.000000 \n", "64 0.000000 100.000000 \n", "65 0.000000 100.000000 \n", "66 0.000000 100.000000 \n", "67 0.000000 100.000000 \n", "68 0.000000 100.000000 " ] }, "execution_count": 149, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#run variable dropping on Group 1 (or Group 2) responses\n", "#reindex indices of test data from 0 \n", "X_test = X_test.reset_index()\n", "del X_test['index']\n", "y_test = y_test.reset_index()\n", "del y_test['index']\n", "\n", "#store best model from grid search\n", "from sklearn import svm, datasets\n", "model_SVC = svm.SVC()\n", "import itertools\n", "import time\n", "from sklearn.metrics import matthews_corrcoef\n", "\n", "bestmodel = svm.SVC(kernel='poly', C=0.001, gamma=0.01,degree=3)\n", "\n", "#dropping variables to select predictors for best model\n", "\n", "#initialize percent yes (no) response list\n", "percent_yes=[]\n", "\n", "#initialize max_MCC_score list\n", "max_MCC_score=[]\n", "\n", "#initialize predictor_removed list\n", "predictor_removed=[]\n", "\n", "#initialize number of predictors list\n", "num_predictors=[]\n", "\n", "while len(num_predictors)!=(data1_relevant_vars_only.shape[1]-2): \n", "\n", " #initialize MCC_score list\n", " MCC_score=[]\n", " #initialize predictor list\n", " predictor=[]\n", "\n", " #for every predictor \n", " for i in range(X_test.shape[1]):\n", " \n", " #remove the predictor from data sets\n", " ColumnName=X_test.columns[i] #store the column name of ith predictor in X_test \n", " PREDICTORTEST=X_test[ColumnName] #define the column of ith predictor in X_test \n", " PREDICTORTRAIN=X_train[ColumnName] #define the column of ith predictor in X_train\n", " print(f\"Testing predictor {i+1}/{X_test.shape[1]}: {ColumnName}\")\n", " print(f\"Shape of PREDICTORTEST: {PREDICTORTEST.shape}\") # Print the shape\n", " X_test=X_test.drop(ColumnName, axis=1) #remove ith predictor from testing (copy) data \n", " X_train=X_train.drop(ColumnName,axis=1) #remove ith predictor from training data\n", " \n", " #store predictor in predictor list\n", " predictor.append(ColumnName) #store name of ith predictor in predictor list \n", " \n", " #train model on train set\n", " bestmodel.fit(X_train, np.ravel(y_train.transpose().to_numpy())) #train our best model on the training data\n", " \n", " #test model on test set\n", " pred=bestmodel.predict(X_test) #test our best model on unseen testing data \n", "\n", " #store MCC score after removal \n", " MCC=matthews_corrcoef(y_test,pred) #compute MCC score for our new model with ith predictor removed\n", " MCC_score.append(MCC) #add this MCC score to our list in entry i\n", " \n", " #add ith predictor back to data and repeat with next predictor\n", " X_test.insert(i, ColumnName, PREDICTORTEST)\n", " X_train.insert(i, ColumnName, PREDICTORTRAIN)\n", " \n", " #select jth MCC score that is the highest in MCC_score list\n", " j=MCC_score.index(max(MCC_score))\n", " \n", " #identify jth predictor corresponding to max MCC score \n", " max_pred=predictor[j]\n", " max_ColumnName=X_test.columns[j] #store the column name of jth predictor in X_test \n", " max_PREDICTORTEST=X_test[max_ColumnName] #define the column of jth predictor in X_test \n", " \n", " #store jth MCC score in max_MCC_score list\n", " max_MCC_score.append(max(MCC_score))\n", " \n", " #store jth predictor in predictor_removed list\n", " predictor_removed.append(max_pred)\n", " \n", " #remove jth predictor from train and test data\n", " X_test=X_test.drop(max_ColumnName, axis=1) #remove jth predictor from testing data \n", " X_train=X_train.drop(max_ColumnName,axis=1) #remove jth predictor from training data\n", " print(f\"Number of predictors left after removal: {X_test.shape[1]}\")\n", " \n", " #compute length of new data and store in number of predictors list\n", " num_predictors.append(X_test.shape[1])\n", " \n", " #compute store percent yes and no resp after var removed\n", " bestmodel.fit(X_train,np.ravel(y_train.transpose().to_numpy()))\n", " pred=bestmodel.predict(X_test)\n", " percent_yes.append((pred[pred==1].sum()/len(pred))*100)\n", "\n", "#append last remaining predictor to predictor_removed list\n", "predictor_removed.append(X_train.columns[0])\n", "#append MCC=0 to max_MCC_score since removing the last predictor results in a MCC zero\n", "max_MCC_score.append(0)\n", "#append \"0\" to num_predictors since we're removing the last predictor\n", "num_predictors.append(0)\n", "#append percnet yes (no) responses with last var in training data\n", "bestmodel.fit(X_train,np.ravel(y_train.transpose().to_numpy()))\n", "pred=bestmodel.predict(X_test)\n", "percent_yes.append((pred[pred==1].sum()/len(pred))*100)\n", "\n", "#concatenate predictor_removed, max_MCC_score, and number of predictors lists as column vectors into one table \n", "predictor_removed_df=pd.DataFrame(predictor_removed,columns=['Predictor Removed'])\n", "max_MCC_score_df=pd.DataFrame(max_MCC_score,columns=['MCC Score After Removal'])\n", "num_predictors_df=pd.DataFrame(num_predictors,columns=['Predictors Left'])\n", "percent_yes_df=pd.DataFrame(percent_yes,columns=['Percent Yes Predictions'])\n", "Results=pd.concat([predictor_removed_df,max_MCC_score_df,num_predictors_df,percent_yes_df], axis=1)\n", "#invert 2ndd column of PQ1_model to get ranks\n", "Results.iloc[:,2]=Results.iloc[::-1,2].values\n", "Results.iloc[:,2]=Results.iloc[:,2]+1\n", "#rename 2ndd column as rank (order in which vars are removed)\n", "Results = Results.rename(columns={'Predictor Removed': 'Predictor Removed', 'MCC Score After Removal': 'MCC Score After Removal', 'Predictors Left':'Rank', 'Percent Yes Predictions': '% Yes Predictions After Removal'})\n", "Results['% No Predictions After Removal']=100-Results['% Yes Predictions After Removal']\n", "Results" ] }, { "cell_type": "code", "execution_count": 13, "id": "9dc6025e", "metadata": {}, "outputs": [], "source": [ "#change dir..\n", "import os\n", "os.chdir(\"C:/Users/eliza/OneDrive/Documents/Perceptions of UofF Research/March Research Update 2024/Variable Dropping/on group responses separately\")" ] }, { "cell_type": "code", "execution_count": 151, "id": "0b555ccf", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Predictor RemovedMCC Score After RemovalRank% Yes Predictions After Removal% No Predictions After Removal
0obs0.396965112.50000087.500000
1Group20.396965212.50000087.500000
2AfricanBlackCoder0.396965312.50000087.500000
3SuspectDisplayWeapon0.396965412.50000087.500000
4PQ110.396965512.50000087.500000
5analytical0.401288613.69047686.309524
6flatterable0.419248713.09523886.904762
7PhysicalArrestCuffs0.419248813.09523886.904762
8PushTooFast0.419248913.09523886.904762
9athletic0.4192481013.09523886.904762
10WhiteCoder0.4192481113.09523886.904762
11symracismq80.4192481213.09523886.904762
12GivenCitation0.4192481313.09523886.904762
13ForceLocation0.4192481413.09523886.904762
14WSUNoCorps0.4192481513.09523886.904762
15OffSilentAfterForce0.4192481613.09523886.904762
16less5mintocode0.4192481713.09523886.904762
17DetainedNoCuffs0.4192481813.09523886.904762
18Bystanders0.4232031914.28571485.714286
19PQ90.4232032014.28571485.714286
20gullible0.4409682113.69047686.309524
21DetainedCuffs0.4409682213.69047686.309524
22VerbalStatementArrest0.4409682313.69047686.309524
23forceful0.4409682413.69047686.309524
24OffPhysicalDeEscalation0.4409682513.69047686.309524
25PoliceQ10.4232032614.28571485.714286
26PoliceQ40.4232032714.28571485.714286
27solemn0.4278612815.47619084.523810
28Resistance0.4278612915.47619084.523810
29sincere0.4278613015.47619084.523810
30PoliceQ60.4278613115.47619084.523810
31symracismq30.4278613215.47619084.523810
32dominant0.4062903314.88095285.119048
33reliable0.4232033414.28571485.714286
34unpredictable0.4232033514.28571485.714286
35ambitious0.4232033614.28571485.714286
36selfsufficient0.4232033714.28571485.714286
37independent0.3901483815.47619084.523810
38feminine0.3788153913.09523886.904762
39PoliceQ50.3788154013.09523886.904762
40loveschildren0.3788154113.09523886.904762
41tactful0.3788154213.09523886.904762
42OfficersPresent0.3679664314.88095285.119048
43compassionate0.3842244414.28571485.714286
44theatrical0.3557224512.50000087.500000
45cheeful0.3319354611.90476288.095238
46eagertosoothhurt0.3383834713.09523886.904762
47competitive0.3383834813.09523886.904762
48PoliceQ90.3383834913.09523886.904762
49aggressive0.3383835013.09523886.904762
50individualistic0.2819255110.71428689.285714
51PQ60.284491525.35714394.642857
52PQ10.317197534.76190595.238095
53unsystematic0.287255544.16666795.833333
54senstivetoothersneeds0.176806552.38095297.619048
55PoliceQ100.126905561.78571498.214286
56PQ30.000000570.000000100.000000
57strongpersonality0.000000580.000000100.000000
58conscientious0.000000590.000000100.000000
59PQ50.000000600.000000100.000000
60PQ70.000000610.000000100.000000
61PQ100.000000620.000000100.000000
62sympathetic0.000000630.000000100.000000
63leadershipskills0.000000640.000000100.000000
64liable0.000000650.000000100.000000
65warm0.000000660.000000100.000000
66tender0.000000670.000000100.000000
67adaptable0.000000680.000000100.000000
68PoliceQ80.000000690.000000100.000000
\n", "
" ], "text/plain": [ " Predictor Removed MCC Score After Removal Rank \\\n", "0 obs 0.396965 1 \n", "1 Group2 0.396965 2 \n", "2 AfricanBlackCoder 0.396965 3 \n", "3 SuspectDisplayWeapon 0.396965 4 \n", "4 PQ11 0.396965 5 \n", "5 analytical 0.401288 6 \n", "6 flatterable 0.419248 7 \n", "7 PhysicalArrestCuffs 0.419248 8 \n", "8 PushTooFast 0.419248 9 \n", "9 athletic 0.419248 10 \n", "10 WhiteCoder 0.419248 11 \n", "11 symracismq8 0.419248 12 \n", "12 GivenCitation 0.419248 13 \n", "13 ForceLocation 0.419248 14 \n", "14 WSUNoCorps 0.419248 15 \n", "15 OffSilentAfterForce 0.419248 16 \n", "16 less5mintocode 0.419248 17 \n", "17 DetainedNoCuffs 0.419248 18 \n", "18 Bystanders 0.423203 19 \n", "19 PQ9 0.423203 20 \n", "20 gullible 0.440968 21 \n", "21 DetainedCuffs 0.440968 22 \n", "22 VerbalStatementArrest 0.440968 23 \n", "23 forceful 0.440968 24 \n", "24 OffPhysicalDeEscalation 0.440968 25 \n", "25 PoliceQ1 0.423203 26 \n", "26 PoliceQ4 0.423203 27 \n", "27 solemn 0.427861 28 \n", "28 Resistance 0.427861 29 \n", "29 sincere 0.427861 30 \n", "30 PoliceQ6 0.427861 31 \n", "31 symracismq3 0.427861 32 \n", "32 dominant 0.406290 33 \n", "33 reliable 0.423203 34 \n", "34 unpredictable 0.423203 35 \n", "35 ambitious 0.423203 36 \n", "36 selfsufficient 0.423203 37 \n", "37 independent 0.390148 38 \n", "38 feminine 0.378815 39 \n", "39 PoliceQ5 0.378815 40 \n", "40 loveschildren 0.378815 41 \n", "41 tactful 0.378815 42 \n", "42 OfficersPresent 0.367966 43 \n", "43 compassionate 0.384224 44 \n", "44 theatrical 0.355722 45 \n", "45 cheeful 0.331935 46 \n", "46 eagertosoothhurt 0.338383 47 \n", "47 competitive 0.338383 48 \n", "48 PoliceQ9 0.338383 49 \n", "49 aggressive 0.338383 50 \n", "50 individualistic 0.281925 51 \n", "51 PQ6 0.284491 52 \n", "52 PQ1 0.317197 53 \n", "53 unsystematic 0.287255 54 \n", "54 senstivetoothersneeds 0.176806 55 \n", "55 PoliceQ10 0.126905 56 \n", "56 PQ3 0.000000 57 \n", "57 strongpersonality 0.000000 58 \n", "58 conscientious 0.000000 59 \n", "59 PQ5 0.000000 60 \n", "60 PQ7 0.000000 61 \n", "61 PQ10 0.000000 62 \n", "62 sympathetic 0.000000 63 \n", "63 leadershipskills 0.000000 64 \n", "64 liable 0.000000 65 \n", "65 warm 0.000000 66 \n", "66 tender 0.000000 67 \n", "67 adaptable 0.000000 68 \n", "68 PoliceQ8 0.000000 69 \n", "\n", " % Yes Predictions After Removal % No Predictions After Removal \n", "0 12.500000 87.500000 \n", "1 12.500000 87.500000 \n", "2 12.500000 87.500000 \n", "3 12.500000 87.500000 \n", "4 12.500000 87.500000 \n", "5 13.690476 86.309524 \n", "6 13.095238 86.904762 \n", "7 13.095238 86.904762 \n", "8 13.095238 86.904762 \n", "9 13.095238 86.904762 \n", "10 13.095238 86.904762 \n", "11 13.095238 86.904762 \n", "12 13.095238 86.904762 \n", "13 13.095238 86.904762 \n", "14 13.095238 86.904762 \n", "15 13.095238 86.904762 \n", "16 13.095238 86.904762 \n", "17 13.095238 86.904762 \n", "18 14.285714 85.714286 \n", "19 14.285714 85.714286 \n", "20 13.690476 86.309524 \n", "21 13.690476 86.309524 \n", "22 13.690476 86.309524 \n", "23 13.690476 86.309524 \n", "24 13.690476 86.309524 \n", "25 14.285714 85.714286 \n", "26 14.285714 85.714286 \n", "27 15.476190 84.523810 \n", "28 15.476190 84.523810 \n", "29 15.476190 84.523810 \n", "30 15.476190 84.523810 \n", "31 15.476190 84.523810 \n", "32 14.880952 85.119048 \n", "33 14.285714 85.714286 \n", "34 14.285714 85.714286 \n", "35 14.285714 85.714286 \n", "36 14.285714 85.714286 \n", "37 15.476190 84.523810 \n", "38 13.095238 86.904762 \n", "39 13.095238 86.904762 \n", "40 13.095238 86.904762 \n", "41 13.095238 86.904762 \n", "42 14.880952 85.119048 \n", "43 14.285714 85.714286 \n", "44 12.500000 87.500000 \n", "45 11.904762 88.095238 \n", "46 13.095238 86.904762 \n", "47 13.095238 86.904762 \n", "48 13.095238 86.904762 \n", "49 13.095238 86.904762 \n", "50 10.714286 89.285714 \n", "51 5.357143 94.642857 \n", "52 4.761905 95.238095 \n", "53 4.166667 95.833333 \n", "54 2.380952 97.619048 \n", "55 1.785714 98.214286 \n", "56 0.000000 100.000000 \n", "57 0.000000 100.000000 \n", "58 0.000000 100.000000 \n", "59 0.000000 100.000000 \n", "60 0.000000 100.000000 \n", "61 0.000000 100.000000 \n", "62 0.000000 100.000000 \n", "63 0.000000 100.000000 \n", "64 0.000000 100.000000 \n", "65 0.000000 100.000000 \n", "66 0.000000 100.000000 \n", "67 0.000000 100.000000 \n", "68 0.000000 100.000000 " ] }, "execution_count": 151, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#visualize variable dropping results Group 1 (or Group 2)\n", "import matplotlib.pyplot as plt\n", "from matplotlib.backends.backend_pdf import PdfPages\n", "\n", "Results_Group2=Results\n", "\n", "pd.set_option('display.max_rows', None)\n", "pd.set_option('display.max_columns', None)\n", "\n", "Results_Group2" ] }, { "cell_type": "code", "execution_count": 15, "id": "880ef158", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: dataframe_image in 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relevant_row_min):\n", " if row.name >= relevant_row_min:\n", " return 'background-color: rgba(255, 255, 0, 0.5)'\n", " else:\n", " return ['']*len(row)\n", "\n", "# Set the row number from which you want to highlight\n", "relevant_row_min = len(Results_Group2) - 45\n", "\n", "# Apply the styling function to the DataFrame\n", "styled_df_2 = Results_Group2.style.apply(highlight_rows, relevant_row_min=relevant_row_min, axis=1)\n", "\n", "# Display the styled DataFrame\n", "styled_df_2\n", "\n", "dfi.export(styled_df_2,'Relevant_Pred_Results_PQ2_Group2.png')" ] }, { "cell_type": "code", "execution_count": 153, "id": "50e22bdb", "metadata": {}, "outputs": [], "source": [ "#define relevant predictors in each group\n", "PQ2_relevant_preds_Group1=np.array(Results_Group1.iloc[21:Results_Group1.shape[0],0]) \n", "PQ2_relevant_preds_Group2=np.array(Results_Group2.iloc[24:Results_Group2.shape[0],0]) \n", "PQ2_relevant_preds_Group1=pd.DataFrame(PQ2_relevant_preds_Group1)\n", "PQ2_relevant_preds_Group2=pd.DataFrame(PQ2_relevant_preds_Group2)" ] }, { "cell_type": "code", "execution_count": 154, "id": "58b3a233", "metadata": {}, "outputs": [], "source": [ "#create a table to compare ranks\n", "predictor_removed=Results_Group1['Predictor Removed'].values\n", "predictor_removed=pd.DataFrame(predictor_removed,columns=['Predictor Removed'])\n", "rank_Group1=Results_Group1['Rank'].values\n", "rank_Group1=pd.DataFrame(rank_Group1, columns=['Rank Group 1'])\n", "\n", "rank_Group2=[]\n", "for i in range(predictor_removed.shape[0]):\n", " pred=predictor_removed.iloc[i,0]\n", " row_index=Results_Group2.loc[Results_Group2['Predictor Removed']==pred].index[0]\n", " rank_Group2.append(Results_Group2.iloc[row_index,2])\n", "\n", "rank_Group2=pd.DataFrame(rank_Group2,columns=['Rank Group 2'])\n", "rank_comparison_group_PQ2=pd.concat([predictor_removed, rank_Group1, rank_Group2],axis=1)\n", "\n", "fig, ax = plt.subplots(figsize=(12, 4))\n", "ax.axis('tight')\n", "ax.axis('off')\n", "the_table = ax.table(cellText=rank_comparison_group_PQ2.values, colLabels=rank_comparison_group_PQ2.columns, loc='center')\n", "the_table.auto_set_font_size(False)\n", "the_table.set_fontsize(10)\n", "the_table.scale(1.2, 1.2) \n", "\n", "with PdfPages(\"rank_comparison_group_PQ2.pdf\") as pdf:\n", " pdf.savefig(fig, bbox_inches='tight')\n", "plt.close(fig)" ] }, { "cell_type": "code", "execution_count": 158, "id": "27620edd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.5684325904274754" ] }, "execution_count": 158, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#compute spearman's rank correlation coefficient\n", "from scipy.stats import spearmanr\n", "rho, p_value = spearmanr(rank_comparison_group_PQ2['Rank Group 1'], rank_comparison_group_PQ2['Rank Group 2'])\n", "rho" ] }, { "cell_type": "code", "execution_count": 155, "id": "acc73e83", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Pred in Common
0OffPhysicalDeEscalation
1OfficersPresent
2PQ1
3PQ10
4PQ3
5PQ6
6PQ7
7PoliceQ1
8PoliceQ10
9PoliceQ4
10PoliceQ5
11PoliceQ6
12PoliceQ8
13Resistance
14adaptable
15ambitious
16cheeful
17compassionate
18competitive
19conscientious
20dominant
21eagertosoothhurt
22feminine
23individualistic
24leadershipskills
25liable
26loveschildren
27reliable
28selfsufficient
29senstivetoothersneeds
30sincere
31solemn
32strongpersonality
33sympathetic
34symracismq3
35tactful
36tender
37theatrical
38unsystematic
39warm
\n", "
" ], "text/plain": [ " Pred in Common\n", "0 OffPhysicalDeEscalation\n", "1 OfficersPresent\n", "2 PQ1\n", "3 PQ10\n", "4 PQ3\n", "5 PQ6\n", "6 PQ7\n", "7 PoliceQ1\n", "8 PoliceQ10\n", "9 PoliceQ4\n", "10 PoliceQ5\n", "11 PoliceQ6\n", "12 PoliceQ8\n", "13 Resistance\n", "14 adaptable\n", "15 ambitious\n", "16 cheeful\n", "17 compassionate\n", "18 competitive\n", "19 conscientious\n", "20 dominant\n", "21 eagertosoothhurt\n", "22 feminine\n", "23 individualistic\n", "24 leadershipskills\n", "25 liable\n", "26 loveschildren\n", "27 reliable\n", "28 selfsufficient\n", "29 senstivetoothersneeds\n", "30 sincere\n", "31 solemn\n", "32 strongpersonality\n", "33 sympathetic\n", "34 symracismq3\n", "35 tactful\n", "36 tender\n", "37 theatrical\n", "38 unsystematic\n", "39 warm" ] }, "execution_count": 155, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#identify relevant preds in common between both groups\n", "PQ2_preds_in_common=np.intersect1d(PQ2_relevant_preds_Group1,PQ2_relevant_preds_Group2)\n", "PQ2_preds_in_common=pd.DataFrame(PQ2_preds_in_common,columns=['Pred in Common'])\n", "PQ2_preds_in_common" ] }, { "cell_type": "code", "execution_count": 156, "id": "0c8971e3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GroupOffPhysicalDeEscalationOfficersPresentPQ1PQ10PQ3PQ6PQ7PoliceQ1PoliceQ10PoliceQ4PoliceQ5PoliceQ6PoliceQ8Resistanceadaptableambitiouscheefulcompassionatecompetitiveconscientiousdominanteagertosoothhurtfeminineindividualisticleadershipskillsliableloveschildrenreliableselfsufficientsenstivetoothersneedssinceresolemnstrongpersonalitysympatheticsymracismq3tactfultendertheatricalunsystematicwarm
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\n", "
" ], "text/plain": [ " Group OffPhysicalDeEscalation OfficersPresent PQ1 PQ10 PQ3 PQ6 PQ7 \\\n", "0 1 31 36 56 35 54 24 68 \n", "1 2 25 43 53 62 57 52 61 \n", "\n", " PoliceQ1 PoliceQ10 PoliceQ4 PoliceQ5 PoliceQ6 PoliceQ8 Resistance \\\n", "0 29 48 38 34 27 63 47 \n", "1 26 56 27 40 31 69 29 \n", "\n", " adaptable ambitious cheeful compassionate competitive conscientious \\\n", "0 69 61 41 60 40 53 \n", "1 68 36 46 44 48 59 \n", "\n", " dominant eagertosoothhurt feminine individualistic leadershipskills \\\n", "0 39 55 57 52 64 \n", "1 33 47 39 51 64 \n", "\n", " liable loveschildren reliable selfsufficient senstivetoothersneeds \\\n", "0 62 22 58 45 46 \n", "1 65 41 34 37 55 \n", "\n", " sincere solemn strongpersonality sympathetic symracismq3 tactful \\\n", "0 44 26 50 59 43 37 \n", "1 30 28 58 63 32 42 \n", "\n", " tender theatrical unsystematic warm \n", "0 65 33 23 49 \n", "1 67 45 54 66 " ] }, "execution_count": 156, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#construct data for map\n", "mat_ranks=pd.DataFrame(index=range(2),columns=[f'{col}' for col in PQ2_preds_in_common['Pred in Common']])\n", "Group=pd.DataFrame(index=range(2),columns=['Group'])\n", "mat_ranks=pd.concat([Group,mat_ranks],axis=1)\n", "mat_ranks['Group']=[1,2]\n", "\n", "for i in range(PQ2_preds_in_common.shape[0]):\n", " pred=PQ2_preds_in_common.iloc[i,0]\n", " row_index=rank_comparison_group_PQ2.loc[rank_comparison_group_PQ2['Predictor Removed']==pred].index[0]\n", " mat_ranks.iloc[0,i+1]=rank_comparison_group_PQ2.iloc[row_index,1]\n", " mat_ranks.iloc[1,i+1]=rank_comparison_group_PQ2.iloc[row_index,2]\n", " \n", "mat_ranks.iloc[:, 1:] = mat_ranks.iloc[:, 1:].apply(pd.to_numeric, errors='coerce')\n", "mat_ranks" ] }, { "cell_type": "code", "execution_count": 159, "id": "49562ded", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#produce heat map results\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "plt.figure(figsize=(12, 8))\n", "heatmap = sns.heatmap(mat_ranks.set_index('Group'), annot=False, fmt=\".2f\", cbar_kws={'label': 'Rank of Negative Influence (out of 69) '}, linewidths=.5, vmin=1, vmax=69, cmap=\"crest\", annot_kws={\"size\": 8}, square=False)\n", "for i, row in enumerate(heatmap.get_yticklabels()):\n", " for j, col in enumerate(heatmap.get_xticklabels()):\n", " mcc = mat_ranks.iloc[i, j + 1]\n", " if not pd.isna(mcc): \n", " text_color = 'white' if mcc > 0.5 else 'black'\n", " heatmap.text(j + 0.5, i + 0.5, f'{mcc:.2f}', ha='center', va='center', color=text_color, fontsize=8, rotation='vertical')\n", " heatmap.set_yticklabels(['1', '2'], rotation=0)\n", "plt.title('PQ2:Do you believe the subject''s suspected offense is serious?')\n", "plt.savefig('PQ2_heatmap_normalized_rank_comparisons', bbox_inches='tight')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }