{ "cells": [ { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Data Science Libraries\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from scipy.stats import ttest_ind\n", "%matplotlib inline\n", "# Project Helper Files\n", "from constants import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Quantifying the *School To Prison Pipeline* -- a high level analysis of discipline-based inequities America's Public Schools\n", "\n", "## Introduction\n", "\n", "America's 96,000 public schools provide the foundation for the next generation's education and, ultimately, future success.\n", "\n", "Yet, educational researchers and practitioners worry that America's public schools do not provide all students equal opportunity for future success. \n", "\n", "Some stakeholders feel the inequitable treatment of students is so severe -- particularly poor and minority students -- they've coined the term *School to Prison Pipeline*. That is, __some schools and students are pushed, not to success, but towards the criminal justice system.__ \n", "\n", "## Overview of Investigation Foci\n", "\n", "This analysis' following 3 questions will center on exploring this prominent and debated concept of \"The School to Prison Pipeline\" in US schools, generally defined as *the disproportionate tendency of minors and young adults from disadvantaged backgrounds to become incarcerated, because of increasingly harsh school and municipal policies.*\n", "\n", "Discussions of \"The School to Prison Pipeline\" and its causes largely center on a few interrelated factors:\n", "1. __Disproportionate suspensions__, particularly towards black and disabled students.\n", "2. __Police Presence on campus__, especially in contrast to lack of counselors and mental health professionals, meaning troubled students may be more likely to be received by *law enforcement* than counselors who are trained in helping students cope, reform, and stay in school.\n", "3. __\"Zero tolerance\" policies in schools increasing suspension and expulsion rates__ as schools deliver harsh discipline for even first-time or relatively minor offenses in an aim to stop disruptive behavior before it gets worse.\n", "\n", "We'll explore these key factors via desegregated data on all 96,000 US public schools from the 2016/15 school year CRDC data. Because revealing causality in these factors is impossible to determine given just this data, __this investigation centers on the extent and nature of these key measures at a national level__." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Overview of the Dataset\n", "## The Civil Rights Data Collection, school-level data for 2015-2016\n", "\n", "The Civil Rights Data Collection (CRDC) is a biennial survey required by the U.S. Department of Education’s (Department) Office for Civil Rights (OCR) since 1968. (Note, however, that survey content changes over time.)\n", "\n", "The 2015–16 CRDC (the most recent year published) collects data from all public local educational agencies (LEAs, ie *School Districts*) and schools, including \n", "- long-term secure juvenile justice facilities\n", "- charter schools\n", "- alternative schools\n", "- and schools serving students with disabilities\n", "\n", "with a response rate of 99.8% from __17,337 LEAs and 96,360 schools__. Specifically, I will be looking at the finer-grained *data disaggregated by school*.\n", "\n", "### Data content and format\n", "Each school (row) in the dataset includes 1,800 columns (typically a student count disaggregated by race and gender for some school measure) regarding 32 general topics, comprising a 460 MB csv. __The topics I will investigate utilize only 50 columns pertaining to suspensions, expulsions, and school population. I will only look at white, black, and hispanic students,__ who form the majority of students at nearly all schools.\n", "\n", "\n", "### Known issues with dataset\n", "- From the CRDC report: *\"An important consideration for response rates is that the reporting process requires all schools and LEAs to respond to each survey item on the CRDC. Some LEAs, that did not have complete data, __reported a zero value__. It is not possible to determine all possible situations where this may have occurred. As such, it may be the case that the item response rates may be positively biased. For the large majority of CRDC survey items, __the rate of missing data ranged from 0-5% of reported values__.\"*\n", "- In the separate __Data Prep notebook__, IDs in the original dataset greater than 10 significant digits had been cast to scientific notation format and stored as strings. __I recreated the IDs__ for those, which are a combination of State, local, and school identifiers.\n", "- CRDC does not provide Lat Long coordinates, so [I merged in school Lat Longs from the National Center for Educational Statistics](https://nces.ed.gov/programs/edge/Geographic/SchoolLocations) in the Data Prep notebook. When schools did not have lat-long coordinates available, I assigned them the coordinate of their school district (LEA) office." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load All Schools Data (after downlaoding)\n", "[Find this data in this Google Drive Folder.](https://drive.google.com/file/d/1LVRwFWpevvqGvMLlNt95BXmLVmBXfG0a/view?usp=sharing)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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0ALABAMAWallace Sch - Mt Meigs Campus507105001280...00-9.002.00.002.000.0-732.374812-86.082360
1ALABAMAMcNeel Sch - Vacca Campus00380140520...00-9.002.00.001.000.0-733.583385-86.710058
2ALABAMAAlabama Youth Services00554032309080...00-9.002.00.000.000.0-932.374847-86.082332
3ALABAMAAUTAUGA CAMPUS20170140380...00-9.000.00.000.000.0-7NaNNaN
4ALABAMAAlbertville Middle School140143115194185358346...001.000.01.000.000.0-934.260194-86.206174
5ALABAMAAlbertville High Sch2602212020350398645650...001.001.01.000.000.0-934.262154-86.204863
6ALABAMAEvans Elem Sch1611731714194191381389...001.000.01.000.000.0-934.273161-86.220086
7ALABAMAAlbertville Elem Sch218215118188176430417...001.000.01.000.000.0-934.253251-86.221834
8ALABAMABig Spring Lake Kinderg Sch13412811511092264234...001.000.01.000.000.0-934.290220-86.192490
9ALABAMAAlbertville Primary Sch2812692017227230555534...001.000.01.000.000.0-934.253251-86.221834
10ALABAMAKate Duncan Smith DAR Middle8522218188235210...000.330.00.330.000.0-934.533721-86.253681
11ALABAMAAsbury Sch929502191149289250...000.500.00.500.000.0-934.362770-86.142240
12ALABAMAClaysville Jr High Sch885044536465...00-9.000.00.250.000.0-934.406429-86.270689
13ALABAMADouglas Elem Sch958322164155261240...000.250.00.250.000.0-934.176234-86.321259
14ALABAMADouglas High Sch776555224212310284...000.250.00.250.000.0-934.178157-86.319947
15ALABAMABrindlee Mountain Elementary School11822116113131123...000.250.00.250.000.0-934.344388-86.442199
16ALABAMAKate D Smith DAR High Sch2222230215236223...000.340.00.330.000.0-934.533721-86.253681
17ALABAMABrindlee Mountain Primary School552211995128102...000.330.00.250.000.0-934.399966-86.446812
18ALABAMARobert D Sloman Primary1048925146140258238...000.250.025.250.000.0-934.176713-86.323279
19ALABAMABrindlee Mt Middle Sch11522113122130129...000.250.00.330.000.0-934.377158-86.422337
20ALABAMABrindlee Mt High Sch11852167164187176...000.340.00.340.000.0-934.376400-86.421876
21ALABAMAKate D Smith DAR Elem Sch2200200212215223...000.330.00.330.000.0-934.533721-86.253681
22ALABAMADouglas Middle Sch897120155143250218...000.250.00.250.000.0-934.176234-86.321259
23ALABAMAAsbury Elem Sch9810122137152237259...000.500.00.500.000.0-934.362794-86.142507
24ALABAMATrace Crossings Elem Sch11656748010174334238...000.000.02.000.000.0-933.340886-86.844733
25ALABAMAGreystone Elem Sch20202320227173307256...000.000.01.000.000.0-933.413047-86.658547
26ALABAMAHoover High Sch11311642839886079715181449...000.000.03.000.001.0-933.344370-86.837683
27ALABAMABerry Middle Sch3544119122368347586582...000.000.03.000.000.0-933.395648-86.732180
28ALABAMASouth Shades Crest Elem Sch29208053173179318295...000.000.01.000.000.0-933.337527-86.878390
29ALABAMARobert F Bumpus Middle Sch3529125122209212414414...000.000.01.000.000.0-933.330911-86.852477
..................................................................
96330WYOMINGWashington Elementary2317009283120102...000.200.00.331.000.0-941.510680-109.465821
96331WYOMINGLincoln Middle School384122149176203230...000.330.00.500.001.0-941.510680-109.465821
96332WYOMINGJackson Elementary23290286104116141...000.200.00.340.000.0-941.510680-109.465821
96333WYOMINGTruman Elementary202002131116155142...000.200.00.330.000.0-941.510680-109.465821
96334WYOMINGHarrison Elementary81122122125137143...000.200.01.000.501.0-941.510680-109.465821
96335WYOMINGThoman Ranch Elementary02000002...00-9.000.00.000.000.0-941.510680-109.465821
96336WYOMINGTen Sleep K-12002056506050...000.000.01.000.000.0-944.036012-107.447922
96337WYOMINGColter Elementary11311900167149290270...00-9.000.01.450.670.0-943.462312-110.797767
96338WYOMINGJackson Elementary11912820170158301290...00-9.000.01.001.001.0-943.462312-110.797767
96339WYOMINGJackson Hole High School958920212215324316...000.750.00.951.000.0-943.462312-110.797767
96340WYOMINGJackson Hole Middle School929222194182298288...001.000.00.451.000.0-943.462312-110.797767
96341WYOMINGAlta Elementary000026172619...00-9.000.00.000.000.0-943.462312-110.797767
96342WYOMINGKelly Elementary000026202620...00-9.000.00.050.000.0-943.462312-110.797767
96343WYOMINGMoran Elementary2200881010...00-9.000.00.050.000.0-943.462312-110.797767
96344WYOMINGWilson Elementary2800101107110125...00-9.000.00.000.000.0-943.462312-110.797767
96345WYOMINGSummit High School208001483618...000.250.00.050.001.0-943.462312-110.797767
96346WYOMINGUpton Middle School000032203424...00-9.000.00.200.000.0-944.101000-104.623594
96347WYOMINGUpton Elementary000259566366...00-9.000.00.450.000.0-944.101000-104.623594
96348WYOMINGUpton High School000047474951...00-9.000.00.350.000.0-944.101000-104.623594
96349WYOMINGWorland High School533800146155203197...000.200.00.200.000.2-944.011520-107.943721
96350WYOMINGWorland Middle School414400125113171159...000.200.00.200.000.2-944.011520-107.943721
96351WYOMINGEast Side Elementary172300749293120...000.200.00.200.000.2-944.011520-107.943721
96352WYOMINGSouth Side Elementary2620007186103111...000.200.00.200.000.2-944.011520-107.943721
96353WYOMINGWest Side Elementary354100655310498...000.200.00.200.000.2-944.011520-107.943721
96354WYOMINGPowder River Basin Children's Center020026112813...00-9.000.01.000.501.0-944.297605-105.494905
96355WYOMINGC-Bar-V Ranch5200265419...00-9.000.01.002.503.5-943.535575-110.830607
96356WYOMINGWyoming Girls School0802053082...00-9.00-9.02.000.001.0Post41.138600-104.819200
96357WYOMINGWyoming Boys School2305014601870...00-9.00-9.00.000.000.0Post41.138600-104.819200
96358WYOMINGYouth Emergency Services Inc.220017142118...00-9.000.00.000.001.0-944.296500-105.494900
96359WYOMINGSaint Stephen's Indian School000000110107...00-9.001.01.000.000.0-942.985268-108.420787
\n", "

96360 rows × 50 columns

\n", "
" ], "text/plain": [ " LEA_STATE_NAME SCH_NAME SCH_ENR_HI_M \\\n", "0 ALABAMA Wallace Sch - Mt Meigs Campus 5 \n", "1 ALABAMA McNeel Sch - Vacca Campus 0 \n", "2 ALABAMA Alabama Youth Services 0 \n", "3 ALABAMA AUTAUGA CAMPUS 2 \n", "4 ALABAMA Albertville Middle School 140 \n", "5 ALABAMA Albertville High Sch 260 \n", "6 ALABAMA Evans Elem Sch 161 \n", "7 ALABAMA Albertville Elem Sch 218 \n", "8 ALABAMA Big Spring Lake Kinderg Sch 134 \n", "9 ALABAMA Albertville Primary Sch 281 \n", "10 ALABAMA Kate Duncan Smith DAR Middle 8 \n", "11 ALABAMA Asbury Sch 92 \n", "12 ALABAMA Claysville Jr High Sch 8 \n", "13 ALABAMA Douglas Elem Sch 95 \n", "14 ALABAMA Douglas High Sch 77 \n", "15 ALABAMA Brindlee Mountain Elementary School 11 \n", "16 ALABAMA Kate D Smith DAR High Sch 2 \n", "17 ALABAMA Brindlee Mountain Primary School 5 \n", "18 ALABAMA Robert D Sloman Primary 104 \n", "19 ALABAMA Brindlee Mt Middle Sch 11 \n", "20 ALABAMA Brindlee Mt High Sch 11 \n", "21 ALABAMA Kate D Smith DAR Elem Sch 2 \n", "22 ALABAMA Douglas Middle Sch 89 \n", "23 ALABAMA Asbury Elem Sch 98 \n", "24 ALABAMA Trace Crossings Elem Sch 116 \n", "25 ALABAMA Greystone Elem Sch 20 \n", "26 ALABAMA Hoover High Sch 113 \n", "27 ALABAMA Berry Middle Sch 35 \n", "28 ALABAMA South Shades Crest Elem Sch 29 \n", "29 ALABAMA Robert F Bumpus Middle Sch 35 \n", "... ... ... ... \n", "96330 WYOMING Washington Elementary 23 \n", "96331 WYOMING Lincoln Middle School 38 \n", "96332 WYOMING Jackson Elementary 23 \n", "96333 WYOMING Truman Elementary 20 \n", "96334 WYOMING Harrison Elementary 8 \n", "96335 WYOMING Thoman Ranch Elementary 0 \n", "96336 WYOMING Ten Sleep K-12 0 \n", "96337 WYOMING Colter Elementary 113 \n", "96338 WYOMING Jackson Elementary 119 \n", "96339 WYOMING Jackson Hole High School 95 \n", "96340 WYOMING Jackson Hole Middle School 92 \n", "96341 WYOMING Alta Elementary 0 \n", "96342 WYOMING Kelly Elementary 0 \n", "96343 WYOMING Moran Elementary 2 \n", "96344 WYOMING Wilson Elementary 2 \n", "96345 WYOMING Summit High School 20 \n", "96346 WYOMING Upton Middle School 0 \n", "96347 WYOMING Upton Elementary 0 \n", "96348 WYOMING Upton High School 0 \n", "96349 WYOMING Worland High School 53 \n", "96350 WYOMING Worland Middle School 41 \n", "96351 WYOMING East Side Elementary 17 \n", "96352 WYOMING South Side Elementary 26 \n", "96353 WYOMING West Side Elementary 35 \n", "96354 WYOMING Powder River Basin Children's Center 0 \n", "96355 WYOMING C-Bar-V Ranch 5 \n", "96356 WYOMING Wyoming Girls School 0 \n", "96357 WYOMING Wyoming Boys School 23 \n", "96358 WYOMING Youth Emergency Services Inc. 2 \n", "96359 WYOMING Saint Stephen's Indian School 0 \n", "\n", " SCH_ENR_HI_F SCH_ENR_BL_M SCH_ENR_BL_F SCH_ENR_WH_M SCH_ENR_WH_F \\\n", "0 0 71 0 50 0 \n", "1 0 38 0 14 0 \n", "2 0 554 0 323 0 \n", "3 0 17 0 14 0 \n", "4 143 11 5 194 185 \n", "5 221 20 20 350 398 \n", "6 173 17 14 194 191 \n", "7 215 11 8 188 176 \n", "8 128 11 5 110 92 \n", "9 269 20 17 227 230 \n", "10 5 2 2 218 188 \n", "11 95 0 2 191 149 \n", "12 8 5 0 44 53 \n", "13 83 2 2 164 155 \n", "14 65 5 5 224 212 \n", "15 8 2 2 116 113 \n", "16 2 2 2 230 215 \n", "17 5 2 2 119 95 \n", "18 89 2 5 146 140 \n", "19 5 2 2 113 122 \n", "20 8 5 2 167 164 \n", "21 2 0 0 200 212 \n", "22 71 2 0 155 143 \n", "23 101 2 2 137 152 \n", "24 56 74 80 101 74 \n", "25 20 23 20 227 173 \n", "26 116 428 398 860 797 \n", "27 44 119 122 368 347 \n", "28 20 80 53 173 179 \n", "29 29 125 122 209 212 \n", "... ... ... ... ... ... \n", "96330 17 0 0 92 83 \n", "96331 41 2 2 149 176 \n", "96332 29 0 2 86 104 \n", "96333 20 0 2 131 116 \n", "96334 11 2 2 122 125 \n", "96335 2 0 0 0 0 \n", "96336 0 2 0 56 50 \n", "96337 119 0 0 167 149 \n", "96338 128 2 0 170 158 \n", "96339 89 2 0 212 215 \n", "96340 92 2 2 194 182 \n", "96341 0 0 0 26 17 \n", "96342 0 0 0 26 20 \n", "96343 2 0 0 8 8 \n", "96344 8 0 0 101 107 \n", "96345 8 0 0 14 8 \n", "96346 0 0 0 32 20 \n", "96347 0 0 2 59 56 \n", "96348 0 0 0 47 47 \n", "96349 38 0 0 146 155 \n", "96350 44 0 0 125 113 \n", "96351 23 0 0 74 92 \n", "96352 20 0 0 71 86 \n", "96353 41 0 0 65 53 \n", "96354 2 0 0 26 11 \n", "96355 2 0 0 26 5 \n", "96356 8 0 2 0 53 \n", "96357 0 5 0 146 0 \n", "96358 2 0 0 17 14 \n", "96359 0 0 0 0 0 \n", "\n", " TOT_ENR_M TOT_ENR_F ... TOT_DISCWODIS_EXPZT_M \\\n", "0 128 0 ... 0 \n", "1 52 0 ... 0 \n", "2 908 0 ... 0 \n", "3 38 0 ... 0 \n", "4 358 346 ... 0 \n", "5 645 650 ... 0 \n", "6 381 389 ... 0 \n", "7 430 417 ... 0 \n", "8 264 234 ... 0 \n", "9 555 534 ... 0 \n", "10 235 210 ... 0 \n", "11 289 250 ... 0 \n", "12 64 65 ... 0 \n", "13 261 240 ... 0 \n", "14 310 284 ... 0 \n", "15 131 123 ... 0 \n", "16 236 223 ... 0 \n", "17 128 102 ... 0 \n", "18 258 238 ... 0 \n", "19 130 129 ... 0 \n", "20 187 176 ... 0 \n", "21 215 223 ... 0 \n", "22 250 218 ... 0 \n", "23 237 259 ... 0 \n", "24 334 238 ... 0 \n", "25 307 256 ... 0 \n", "26 1518 1449 ... 0 \n", "27 586 582 ... 0 \n", "28 318 295 ... 0 \n", "29 414 414 ... 0 \n", "... ... ... ... ... \n", "96330 120 102 ... 0 \n", "96331 203 230 ... 0 \n", "96332 116 141 ... 0 \n", "96333 155 142 ... 0 \n", "96334 137 143 ... 0 \n", "96335 0 2 ... 0 \n", "96336 60 50 ... 0 \n", "96337 290 270 ... 0 \n", "96338 301 290 ... 0 \n", "96339 324 316 ... 0 \n", "96340 298 288 ... 0 \n", "96341 26 19 ... 0 \n", "96342 26 20 ... 0 \n", "96343 10 10 ... 0 \n", "96344 110 125 ... 0 \n", "96345 36 18 ... 0 \n", "96346 34 24 ... 0 \n", "96347 63 66 ... 0 \n", "96348 49 51 ... 0 \n", "96349 203 197 ... 0 \n", "96350 171 159 ... 0 \n", "96351 93 120 ... 0 \n", "96352 103 111 ... 0 \n", "96353 104 98 ... 0 \n", "96354 28 13 ... 0 \n", "96355 41 9 ... 0 \n", "96356 0 82 ... 0 \n", "96357 187 0 ... 0 \n", "96358 21 18 ... 0 \n", "96359 110 107 ... 0 \n", "\n", " TOT_DISCWODIS_EXPZT_F SCH_FTESECURITY_LEO SCH_FTESECURITY_GUA \\\n", "0 0 -9.00 2.0 \n", "1 0 -9.00 2.0 \n", "2 0 -9.00 2.0 \n", "3 0 -9.00 0.0 \n", "4 0 1.00 0.0 \n", "5 0 1.00 1.0 \n", "6 0 1.00 0.0 \n", "7 0 1.00 0.0 \n", "8 0 1.00 0.0 \n", "9 0 1.00 0.0 \n", "10 0 0.33 0.0 \n", "11 0 0.50 0.0 \n", "12 0 -9.00 0.0 \n", "13 0 0.25 0.0 \n", "14 0 0.25 0.0 \n", "15 0 0.25 0.0 \n", "16 0 0.34 0.0 \n", "17 0 0.33 0.0 \n", "18 0 0.25 0.0 \n", "19 0 0.25 0.0 \n", "20 0 0.34 0.0 \n", "21 0 0.33 0.0 \n", "22 0 0.25 0.0 \n", "23 0 0.50 0.0 \n", "24 0 0.00 0.0 \n", "25 0 0.00 0.0 \n", "26 0 0.00 0.0 \n", "27 0 0.00 0.0 \n", "28 0 0.00 0.0 \n", "29 0 0.00 0.0 \n", "... ... ... ... \n", "96330 0 0.20 0.0 \n", "96331 0 0.33 0.0 \n", "96332 0 0.20 0.0 \n", "96333 0 0.20 0.0 \n", "96334 0 0.20 0.0 \n", "96335 0 -9.00 0.0 \n", "96336 0 0.00 0.0 \n", "96337 0 -9.00 0.0 \n", "96338 0 -9.00 0.0 \n", "96339 0 0.75 0.0 \n", "96340 0 1.00 0.0 \n", "96341 0 -9.00 0.0 \n", "96342 0 -9.00 0.0 \n", "96343 0 -9.00 0.0 \n", "96344 0 -9.00 0.0 \n", "96345 0 0.25 0.0 \n", "96346 0 -9.00 0.0 \n", "96347 0 -9.00 0.0 \n", "96348 0 -9.00 0.0 \n", "96349 0 0.20 0.0 \n", "96350 0 0.20 0.0 \n", "96351 0 0.20 0.0 \n", "96352 0 0.20 0.0 \n", "96353 0 0.20 0.0 \n", "96354 0 -9.00 0.0 \n", "96355 0 -9.00 0.0 \n", "96356 0 -9.00 -9.0 \n", "96357 0 -9.00 -9.0 \n", "96358 0 -9.00 0.0 \n", "96359 0 -9.00 1.0 \n", "\n", " SCH_FTESERVICES_NUR SCH_FTESERVICES_PSY SCH_FTESERVICES_SOC \\\n", "0 0.00 2.00 0.0 \n", "1 0.00 1.00 0.0 \n", "2 0.00 0.00 0.0 \n", "3 0.00 0.00 0.0 \n", "4 1.00 0.00 0.0 \n", "5 1.00 0.00 0.0 \n", "6 1.00 0.00 0.0 \n", "7 1.00 0.00 0.0 \n", "8 1.00 0.00 0.0 \n", "9 1.00 0.00 0.0 \n", "10 0.33 0.00 0.0 \n", "11 0.50 0.00 0.0 \n", "12 0.25 0.00 0.0 \n", "13 0.25 0.00 0.0 \n", "14 0.25 0.00 0.0 \n", "15 0.25 0.00 0.0 \n", "16 0.33 0.00 0.0 \n", "17 0.25 0.00 0.0 \n", "18 25.25 0.00 0.0 \n", "19 0.33 0.00 0.0 \n", "20 0.34 0.00 0.0 \n", "21 0.33 0.00 0.0 \n", "22 0.25 0.00 0.0 \n", "23 0.50 0.00 0.0 \n", "24 2.00 0.00 0.0 \n", "25 1.00 0.00 0.0 \n", "26 3.00 0.00 1.0 \n", "27 3.00 0.00 0.0 \n", "28 1.00 0.00 0.0 \n", "29 1.00 0.00 0.0 \n", "... ... ... ... \n", "96330 0.33 1.00 0.0 \n", "96331 0.50 0.00 1.0 \n", "96332 0.34 0.00 0.0 \n", "96333 0.33 0.00 0.0 \n", "96334 1.00 0.50 1.0 \n", "96335 0.00 0.00 0.0 \n", "96336 1.00 0.00 0.0 \n", "96337 1.45 0.67 0.0 \n", "96338 1.00 1.00 1.0 \n", "96339 0.95 1.00 0.0 \n", "96340 0.45 1.00 0.0 \n", "96341 0.00 0.00 0.0 \n", "96342 0.05 0.00 0.0 \n", "96343 0.05 0.00 0.0 \n", "96344 0.00 0.00 0.0 \n", "96345 0.05 0.00 1.0 \n", "96346 0.20 0.00 0.0 \n", "96347 0.45 0.00 0.0 \n", "96348 0.35 0.00 0.0 \n", "96349 0.20 0.00 0.2 \n", "96350 0.20 0.00 0.2 \n", "96351 0.20 0.00 0.2 \n", "96352 0.20 0.00 0.2 \n", "96353 0.20 0.00 0.2 \n", "96354 1.00 0.50 1.0 \n", "96355 1.00 2.50 3.5 \n", "96356 2.00 0.00 1.0 \n", "96357 0.00 0.00 0.0 \n", "96358 0.00 0.00 1.0 \n", "96359 1.00 0.00 0.0 \n", "\n", " SCH_JJTYPE LAT1516 LON1516 \n", "0 -7 32.374812 -86.082360 \n", "1 -7 33.583385 -86.710058 \n", "2 -9 32.374847 -86.082332 \n", "3 -7 NaN NaN \n", "4 -9 34.260194 -86.206174 \n", "5 -9 34.262154 -86.204863 \n", "6 -9 34.273161 -86.220086 \n", "7 -9 34.253251 -86.221834 \n", "8 -9 34.290220 -86.192490 \n", "9 -9 34.253251 -86.221834 \n", "10 -9 34.533721 -86.253681 \n", "11 -9 34.362770 -86.142240 \n", "12 -9 34.406429 -86.270689 \n", "13 -9 34.176234 -86.321259 \n", "14 -9 34.178157 -86.319947 \n", "15 -9 34.344388 -86.442199 \n", "16 -9 34.533721 -86.253681 \n", "17 -9 34.399966 -86.446812 \n", "18 -9 34.176713 -86.323279 \n", "19 -9 34.377158 -86.422337 \n", "20 -9 34.376400 -86.421876 \n", "21 -9 34.533721 -86.253681 \n", "22 -9 34.176234 -86.321259 \n", "23 -9 34.362794 -86.142507 \n", "24 -9 33.340886 -86.844733 \n", "25 -9 33.413047 -86.658547 \n", "26 -9 33.344370 -86.837683 \n", "27 -9 33.395648 -86.732180 \n", "28 -9 33.337527 -86.878390 \n", "29 -9 33.330911 -86.852477 \n", "... ... ... ... \n", "96330 -9 41.510680 -109.465821 \n", "96331 -9 41.510680 -109.465821 \n", "96332 -9 41.510680 -109.465821 \n", "96333 -9 41.510680 -109.465821 \n", "96334 -9 41.510680 -109.465821 \n", "96335 -9 41.510680 -109.465821 \n", "96336 -9 44.036012 -107.447922 \n", "96337 -9 43.462312 -110.797767 \n", "96338 -9 43.462312 -110.797767 \n", "96339 -9 43.462312 -110.797767 \n", "96340 -9 43.462312 -110.797767 \n", "96341 -9 43.462312 -110.797767 \n", "96342 -9 43.462312 -110.797767 \n", "96343 -9 43.462312 -110.797767 \n", "96344 -9 43.462312 -110.797767 \n", "96345 -9 43.462312 -110.797767 \n", "96346 -9 44.101000 -104.623594 \n", "96347 -9 44.101000 -104.623594 \n", "96348 -9 44.101000 -104.623594 \n", "96349 -9 44.011520 -107.943721 \n", "96350 -9 44.011520 -107.943721 \n", "96351 -9 44.011520 -107.943721 \n", "96352 -9 44.011520 -107.943721 \n", "96353 -9 44.011520 -107.943721 \n", "96354 -9 44.297605 -105.494905 \n", "96355 -9 43.535575 -110.830607 \n", "96356 Post 41.138600 -104.819200 \n", "96357 Post 41.138600 -104.819200 \n", "96358 -9 44.296500 -105.494900 \n", "96359 -9 42.985268 -108.420787 \n", "\n", "[96360 rows x 50 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "DATA_FILE = 'data (download CSVs here)/crdc-data-with-lat-long.csv'\n", "crdc_data = pd.read_csv(\n", " DATA_FILE,\n", " usecols=COLS_WITH_NEEDED_DATA,\n", " low_memory=False,\n", " encoding=\"ISO-8859-1\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Geographic distribution of all schools\n", "To get a sense for the geographic distrubtion of the 96,000 schools, we can plot their lat-long coordinates. Schools are colored simply by their latitude.\n", "\n", "Note Alaska and Hawaii faintly on the left, with lower population densities." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scatter(x=crdc_data['LON1516'], y=crdc_data['LAT1516'], c=crdc_data['LAT1516'], s=0.001, cmap='ocean')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Analytic Questions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Question 1: How disproportionate are suspensions across race and gender?" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "df = crdc_data" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "RACES = ['BL', 'WH', 'HI']\n", "SEXES = ['M', 'F']\n", "POP_LOWER_BOUND = 50 # Remove populations (e.g. white male) smaller than this threshold\n", "\n", "\n", "# 1. Plotting\n", "\n", "def plot_measure_accross_all_demographics(df, calculation, measure, bounds=[0,1]):\n", " figure_num = 0\n", " plt.figure(figsize=(20,6))\n", " for sex_index, sex in enumerate(SEXES):\n", " for race_index, race in enumerate(RACES):\n", " figure_num += 1\n", " likelyhood = f'{calculation}_{measure}_{race}_{sex}'\n", " curr_dem_data = df[pd.notnull(data[likelyhood])]\n", " \n", " plt.subplot(len(SEXES), len(RACES), figure_num)\n", " plt.scatter(x=curr_dem_data['LON1516'], y=curr_dem_data['LAT1516'], c=curr_dem_data[likelyhood], s=1, alpha=1, cmap='coolwarm')\n", " plt.title(f'{race}_{sex}, avg: {round(curr_dem_data[likelyhood].mean(), 2)}, n: {curr_dem_data[likelyhood].count()}')\n", " plt.colorbar()\n", " plt.clim(*bounds)\n", " plt.axis('off')\n", " plt.subplots_adjust(wspace=0.8, hspace=0.6)\n", " plt.show()\n", " \n", "\n", "# 2. Calculations\n", "\n", "# ITERATIVE FUNCTION which appends likelyhood columns to the df for all demographics\n", "# Flag parameter 'comarison_race' lets you compare how many times the first races is likely to be\n", "# affected as the second race.\n", "def calculate_likelyhood_comparisons(df, measure, comparison_race=None, races=RACES, sexes=SEXES, lower_bound=POP_LOWER_BOUND):\n", " df = remove_schools_with_pop_less_than(lower_bound)\n", " for sex in sexes:\n", " for race in races:\n", " df = calculate_likelyhood_comparison(df, measure, race, sex, comparison_race, sex)\n", " return df\n", "\n", "\n", "def remove_schools_with_pop_less_than(lower_bound):\n", " filter_col_df = df[DEMOGRAPHIC_COUNT_COLS]\n", " filtered_df = filter_col_df[filter_col_df >= lower_bound].dropna()\n", " return df.merge(filtered_df)\n", "\n", "\n", "def calculate_likelyhood_comparison(df, measure, race, sex, comparison_race, comparison_sex):\n", " likelyhood = get_percentage_affected(df, measure, race, sex)\n", " column_name = f'PERCENT_AFFECTED_{measure}_{race}_{sex}'\n", " if comparison_race:\n", " likelyhood = likelyhood / get_percentage_affected(df, measure, comparison_race, comparison_sex)\n", " column_name = f'LH_COMPARED_TO_WH_FOR_{measure}_{race}_{sex}'\n", " likelyhood = likelyhood[(likelyhood != np.inf) & (pd.notnull(likelyhood)) & (likelyhood > 0)] # Filter out infinity and NaN\n", " return df.merge(\n", " likelyhood.to_frame(column_name),\n", " how='left',\n", " left_index=True,\n", " right_index=True,\n", " )\n", "\n", "\n", "def get_percentage_affected(df, measure, race, sex):\n", " affected = f'{measure}_{race}_{sex}' # e.g. 'SCH_DISCWODIS_MULTOOS_BL_M'\n", " pop_total = f'SCH_ENR_{race}_{sex}' # e.g. 'SCH_ENR_TR_M' \n", " return df[affected] / df[pop_total] \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What percentage of each demographic population recieve suspensions?" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data = calculate_likelyhood_comparisons(df, 'SCH_DISCWODIS_MULTOOS') # \"more than one out of school suspension\"\n", "calculation = 'PERCENT_AFFECTED' \n", "measure = 'SCH_DISCWODIS_MULTOOS'\n", "plot_measure_accross_all_demographics(data, calculation, measure, bounds=[0, 0.15])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How many times more likely to be suspended are blank and latino students than white students?\n", "For the above \"percent of population affected\" plots, it's near impossible to compare the severity *across a single school*. One way to zero on on this is to color schools by *how much more likely* a certain population is to be affeced __compared to the least affected population__. This measure might reveal schools where, even if a demogrpahic is severely affected, so were other demographics.\n", "\n", "How likelyhood comparisons are calculated: \n", "\n", "`Percent of X pop affected / Percent of White counterpart population affected`" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data = calculate_likelyhood_comparisons(df, 'SCH_DISCWODIS_MULTOOS', comparison_race='WH') # \"more than one out of school suspension\"\n", "calculation = 'LH_COMPARED_TO_WH_FOR' \n", "measure = 'SCH_DISCWODIS_MULTOOS'\n", "plot_measure_accross_all_demographics(data, calculation, measure, bounds=[1, 4])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Question 2: What impact have \"Zero-tolerance\" policies had on expulsion?\n", "\n", "All analysis look at \"students without disabilities expelled on zero tolerance policy\"." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Zero Tolerance policies impact 2% of white students, but about *4% and 5%* of black and latino students, respectively, for schools who gave out at least one Zero Tolerance based expulsion for that demographic." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "measure = 'SCH_DISCWODIS_EXPZT'\n", "calculation = 'PERCENT_AFFECTED'\n", "data = calculate_likelyhood_comparisons(df, measure, lower_bound=1)\n", "plot_measure_accross_all_demographics(data, calculation, measure, bounds=[0,0.09])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Question 3: Does the proportion of Campus Counselors (psychologists) vs Campus Police Officers correlate with suspensions? \n", "\n", "### Data notes:\n", "\n", "1. It's possible to have *fractional* staff recorded if they are not full-time.\n", "\n", "2. __A Data entry, system-level error__ on the form filled in by schools caused only __22,000 schools (after corrections 25000)__ to correctly enter the number of Law Enforcement Officers on campus. Where this system error occurred, the value is `-9`. Due this fact, there are only __17,500 schools with *both* Police and Counselor counts__. We'll do *investigate Juvenile Justice Facilities seperately*: first, because we'd expect different counselor and police presence there, but second because none of them actually recorded the number of police.\n", "\n", "3. #### Where are the police data?\n", "Notably, none of the 608 Juvenile Justice facilities which have a count enterered for Police officers. This may be because the police staff at JJ facilities do not map to the categories on the survey.\n", "\n", "We *could* try to use __Security Guards__ as a proxy for Police. However, only 64 of the 608 JJ facilities have data for both Counselors *and* Security Guards, so we've removed all JJ schools from the following analysis.\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "POLICE = 'SCH_FTESECURITY_LEO'\n", "COUNSELORS = 'SCH_FTESERVICES_PSY'\n", "SECURITY_GUARDS = 'SCH_FTESECURITY_GUA'\n", "\n", "SUSPENSIONS = 'TOTAL_SUSPENSIONS'\n", "\n", "\n", "def plot_ratio_to_students_of(\n", " data=crdc_data,\n", " x_name=POLICE,\n", " y_name=COUNSELORS,\n", " xlabel=None,\n", " ylabel=None,\n", " xlim=None,\n", " ylim=None,\n", " dot_size=0.5,\n", " show_hist=False\n", "):\n", " # Filter out any negative numbers, which signal data errors\n", " schools_with_correctly_documented_staff = (data[[y_name, x_name]] >= 0).all(axis='columns')\n", " staff_df = data.loc[schools_with_correctly_documented_staff,]\n", "\n", " # Get ratio to student population\n", " total_pop = staff_df['TOT_ENR_M'] + staff_df['TOT_ENR_F']\n", " staff_to_students_df = pd.DataFrame()\n", " staff_to_students_df[y_name] = staff_df[y_name] / total_pop\n", " staff_to_students_df[x_name] = staff_df[x_name] / total_pop\n", "\n", " # Total Suspensions, for dot coloring\n", " staff_to_students_df[SUSPENSIONS] = staff_df[['TOT_DISCWODIS_MULTOOS_M', 'TOT_DISCWODIS_MULTOOS_F']].sum(\n", " axis='columns') / total_pop\n", "\n", " # Remove anomalies\n", " staff_to_students_df = staff_to_students_df[staff_to_students_df[SUSPENSIONS] > 0]\n", "\n", " plt.scatter(x=staff_to_students_df[x_name], y=staff_to_students_df[y_name], alpha=0.9, s=dot_size,\n", " c=staff_to_students_df[SUSPENSIONS], cmap='coolwarm')\n", " plt.clim(0, 0.05)\n", " plt.ylabel(ylabel)\n", " plt.xlabel(xlabel)\n", " plt.title(f'{xlabel} vs {ylabel}, color=Long Term Suspension Percentage, n={len(staff_to_students_df)}')\n", " plt.colorbar()\n", " axes = plt.gca()\n", " axes.set_xlim(xlim)\n", " axes.set_ylim(ylim)\n", "\n", " plt.show()\n", "\n", " if show_hist:\n", " # Hist of x axis\n", " plot_hist(staff_to_students_df, x_name, xlabel)\n", " # Hist of y axis\n", " plot_hist(staff_to_students_df, y_name, ylabel)\n", "\n", " return staff_to_students_df\n", "\n", "\n", "def plot_hist(data, name, label, x_range=[0, 0.008], y_range=[None, None]):\n", " plt.hist(data[name], range=x_range, bins=100)\n", " plt.xlabel(label)\n", " plt.ylabel('Number of Schools')\n", " plt.title(f'Distribution of {label}, n={len(data)}, mean={round(data[name].mean(), 3)}')\n", " plt.grid(True)\n", " plt.show()\n", " return\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Non Juvenile Justice Schools: \n", "## *Long Term Suspensions correlate with Police Presence*\n", "\n", "Plotting Campus Police against Campus Counselors per student, and color schools by we see a a hotspot of suspensions at shcools with low-counselor levels and high police levels.\n", "\n", "You can also see how __schools seem to hire with a predetermined ratio in mind__: consistent ratio lines jut outward, most notably one marking the a 1-to-1 ratio.\n", "\n", "This supports existing intution in the \"School to Prison Pipeline\" concept -- *schools with high suspension rates confront troubled kids with police with higher likelyhood than trained counselors*. However, __it remains unclear if high levels of suspension-worthy activity triggered hiring more Police, or if increased Police (and a lack of counseling) escalate suspension counts.__ \n", "\n", "Which leads us to two questions we can investigate: __do Police correlate positively *alone* with suspensions, or does it worsen when mixed with low counseling?__" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "staff_to_students_df = plot_ratio_to_students_of( \n", " x_name=POLICE, \n", " y_name=COUNSELORS, \n", " xlabel='Police/student', \n", " ylabel='Counselor/student', \n", " xlim=[0, 0.01], \n", " ylim=[0, 0.01],\n", " show_hist=True\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## *Does lack of counselors alone account for increased suspensions?*\n", "\n", "### Interestingly, Schools with the recommended ration of Counselors to Students actually have *3x the rate of suspensions*\n", "\n", "This, of course, may result from schools with a high rates of suspensions and misbehaviour attempting to mediate rates via increased counselors. But further research is required." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "insufficient_counselors = staff_to_students_df[staff_to_students_df[COUNSELORS] < 0.004]\n", "plot_hist(insufficient_counselors, SUSPENSIONS, label=f'Suspension Rates when Counselors/Student < 0.004', x_range=[0, 0.2])\n", "\n", "sufficient_counselors = staff_to_students_df[staff_to_students_df[COUNSELORS] >= 0.004]\n", "plot_hist(sufficient_counselors, SUSPENSIONS, label=f'Suspension Rates when Counselors/Student >= 0.004', x_range=[0, 0.2])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## *Does high levels of Police alone correlate with increased suspensions?*\n", "\n", "### Here, results line up predictably with the STTP: Schools with the Police/Student ration >= 0.004 have actually have *~10x the rate of suspensions* of those who had less police presence\n", "\n", "This, of course, may result from schools with a high rates of suspensions and misbehaviour attempting to mediate rates via increased counselors. But further research is required.\n", "\n", "Further research is also necessary to observe which schools have such high police presence, given that there are only 1,000 of them." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "low_police = staff_to_students_df[staff_to_students_df[POLICE] < 0.004]\n", "plot_hist(low_police, POLICE, label=f'Suspension Rates when Police/Student < 0.004', x_range=[0, 0.2])\n", "\n", "high_police = staff_to_students_df[staff_to_students_df[POLICE] >= 0.004]\n", "plot_hist(high_police, POLICE, label=f'Suspension Rates when Police/Student >= 0.004', x_range=[0, 0.2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Q:*What's the correlation with having more Police than Counselors?*\n", "## A: A 2x increase in suspensions: from 0.001 to 0.002" ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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TtEWD7WW2pC3yqA82Oe/RwIU5kahYB3g87+fei4jHSXW/fYtl94S6dZ+X9QhS6/mQ/Ed9FvPu2+tSul1UvXq8IY/2D6C/pDUKk65POt+tlknMe+SnOO4kYL28fVWs16CsprSUqElaVtJOwBjSuQgP1RhnJ0kfyYG+Qvp3XbnVxnTSeQ2t2kfSWrkJ90TgytzM+Q9S9rxjbtE5htQsWjEdGK7CrUSqXAp8S9LqkgaSmlwvq/qX3akcy+XADyQNyk223ya16nRK6fLuHfO0i0nanvQPp3J4aSLpkOHikkZQOCSmdLnvujlJfYWUiBVvbVKv7i4Gdpa0raR+kgZIGtngh6EYb2fzrOiR+q0l0qHKaaQTvyE1Lc8GXpY0jPmvqqne9uouv6ShknaRtAzpsMDsOstHRLxOOm/nYOYmZneSmvObTdSuBT4qad+8jheX9ElJazY5fbOuz/P5kqT+kvYE1srz7yy+D0o6VNKSeTvdJA87m7TdrwZzLunfNQ/bAfhz5QdC0q6S9pI0RMnGpNbHu/L4tfYPE4Ev5XW0HfMezr4c2L+wfR9XGZBbcH4D/FTSB/L8h6m5Vup6scwnIv4VESeSzpH8OilpnyTp+MI4c66+q/H6ap1y/0Jqnb1K0kZ5fQ1SujXSlyMdoroT+GHedtcjndRcuYXCRGAHpdsOfJB0eLYpDfbh9wCvSDpC0lJ5nayjfMuMKpcDO0raKu+bDyN9l2omPpJWJ52z+Fj+/HGllpSV8+dVSOdUFreVlTX3arrKMn9e0tJK99I7sDDsOmBtSZ9Xam35JvMmcmcDRylf6SdpOUl7NFdj88eS9+lPNTn9PCIdaq63vQyMdAoBpMPtQySNzutid1IDyl8LcawMjCKd61d0P7CG0i06JOnDpD/cDzRTttJtYzq6snw1NKr7QaQ/9/8mJVPfZ/4Wq7oi3S6qXj1un8d5jXT+9ImSlpG0Gam1/6I6xV5I+vMyTNJKpG37/Dysg/Rd+WbeV/6/3P/mvGyLKZ0Ws3j6qAFV23BNzSZq10h6lZT5Hk06/+eAOuOuQfo3OBv4G+lk2Y487IfAMUpNnIc3OW9IFXY++SRC0peMiJhF2jn+lvRP7TXSlVwVV+T3FyXN96+edILlRaSTvp8knZT4jRbiKvpGnv8UUkvj73P5zXiFdAjhadJJjj8iXahRabE8ltSi8RLpROzfF6b9IOky/ldIh51uZd4EsV7dPUPaGL9H+hI8Q0pumtkmOptnRU/Wby0/JjXXL0mqlw1J/7auI33xiubZ9jpZ/sVIX75ppGb4LUnbWT23kr549xQ+DyItd6ciHb7ahnSuzzTSujqVef90dFtEvEjaGR9GOrT2XWCnmPfwbL34tia1rjxPulJtVB58BumE/ZvyPuIuoJLEzXMoi7T9/m+evnJ4+scRUUkuzgXWyuvoT7nfIXm+lcPBlf5ExA2kQ2E3kw7V3VwV+hG5/11Kh8P/QvPnoNWKpa5Ibo2IA0iH2Tqdpgm7k+rvMtJ2/TDpxOW/5OFfJJ0GMI30w3pc/gMD+WIb0kn7N+UymlVzH57/4O1MakV8ktSS+FvSoah55BaafUi313ghT7dzRLxVZ55zzmXMXiVtR3dLeo20XT1M2nYhretJwPOSKtvvT0lX700nJSZz7vuVt/E9SBdpvJiX8a+F4VeRvnNj8rbyMHNblzpTK5ZViuX3hkjnFu5COvF9Funq612rvs/7ki7m+WfVtP8kXex1Jum7eCvpvNhzmyy7x5avk7q/EbiB1CjzL9JvSGenSnXF10nnUM4gNTB8LfJ5ycotnIVxf006p/OhHOt1uR95+96NdITpZVId71bY7j9Naum/ntQC/gbp+9lQ5WpMWwjlfzwXR8Rv2x2LLVpyq8XzpNuIVJ9cazYPSdeTbtlwfacjLwCUnupxSEQ82u5YeoOkiaQrjF9sdyyLgoX1BrNm1l7LA8c6SbMmdZCuMFwoRA891aOsIqK7V7xaC5yomVmPi/QUjrPaHYctGCLiR+2OwaysfOjTzMzMrKS6cx81MzMzM+tFPvRpXbLCCivE8OHDuzTta6+9xjLLLNOzAfUAx9Uax9Uax9WahTWuCRMmvBAR7+98TLPEiZp1yfDhw/n73//epWk7OjoYOXJkzwbUAxxXaxxXaxxXaxbWuCRVPx3ErCEf+jQzMzMrKSdqZmZmZiXlRM3MzMyspJyomZmZmZWUEzUzMzOzknKiZmZmZlZSTtTMzMzMSsqJmpmZmVlJOVEzMzMzKyknatbnHnp2FsOPvI7hR17X7lDMzMxKzYmamZmZWUk5UTMzMzMrKSdqZmZmZiXlRM3MzMyspJyomZmZmZWUEzUzMzOzknKitgCTNFjSlZIek/SopE9JWl7SOElP5PcheVxJOlPSZEkPStqwUM7oPP4Tkka3b4nMzMysyInagu0M4M8R8XFgfeBR4EhgfESsAYzPnwG2B9bIr4OAswAkLQ8cB2wCbAwcV0nuzMzMrL2cqC2gJC0LfBo4FyAi3oqIl4FdgQvyaBcAu+XuXYELI7kLGCxpRWBbYFxEzIyIl4BxwHZ9uChmZmZWhyKi3TFYF0jaADgHeITUmjYBOAR4NiIGF8Z7KSKGSLoWOCUi7sj9xwNHACOBARFxcu5/LPBGRPykxjwPIrXGMXTo0I3GjBnTpdhnzJzF9DdS97rDlutSGb1h9uzZDBw4sN1hzMdxtcZxtcZxtaa7cY0aNWpCRIzowZBsIde/3QFYl/UHNgS+ERF3SzqDuYc5a1GNftGg//w9I84hJYeMGDEiRo4c2VLAFT+/5GpOeyhtek/t3bUyekNHRwddXabe5Lha47ha47haU9a4bOHlQ58LrqnA1Ii4O3++kpS4Tc+HNMnvMwrjr1KYfmVgWoP+ZmZm1mZO1BZQEfE88Iykj+VeW5EOg44FKldujgauzt1jgf3y1Z+bArMi4jngRmAbSUPyRQTb5H5mZmbWZj70uWD7BnCJpCWAKcABpOT7ckkHAk8De+Rxrwd2ACYDr+dxiYiZkk4C7s3jnRgRM/tuEczMzKweJ2oLsIiYCNQ6KXWrGuMGcHCdcs4DzuvZ6MzMzKy7fOjTzMzMrKScqJmZmZmVlBM1MzMzs5JyomZmZmZWUk7UzMzMzErKiZqZmZlZSTlRMzMzMyspJ2pmZmZmJeVEzczMzKyknKiZmZmZlZQTNTMzM7OScqJmZmZmVlJO1MzMzMxKyomamZmZWUk5UTMzMzMrKSdqZmZmZiXlRM3MzMyspJyomZmZmZWUEzUzMzOzknKiZmZmZlZSTtTMzMzMSsqJmpmZmVlJOVEzMzMzKyknamZmZmYl5URtASbpKUkPSZoo6e+53/KSxkl6Ir8Pyf0l6UxJkyU9KGnDQjmj8/hPSBrdruUxMzOzeTlRW/CNiogNImJE/nwkMD4i1gDG588A2wNr5NdBwFmQEjvgOGATYGPguEpyZ2ZmZu3lRG3hsytwQe6+ANit0P/CSO4CBktaEdgWGBcRMyPiJWAcsF1fB21mZmbzU0S0OwbrIklPAi8BAfw6Is6R9HJEDC6M81JEDJF0LXBKRNyR+48HjgBGAgMi4uTc/1jgjYj4SY35HURqjWPo0KEbjRkzpktxz5g5i+lvpO51hy3XpTJ6w+zZsxk4cGC7w5iP42qN42qN42pNd+MaNWrUhMIRELNO9W93ANYtm0XENEkfAMZJeqzBuKrRLxr0n79nxDnAOQAjRoyIkSNHthhu8vNLrua0h9Km99TeXSujN3R0dNDVZepNjqs1jqs1jqs1ZY3LFl4+9LkAi4hp+X0GcBXpHLPp+ZAm+X1GHn0qsEph8pWBaQ36m5mZWZs5UVtASVpG0qBKN7AN8DAwFqhcuTkauDp3jwX2y1d/bgrMiojngBuBbSQNyRcRbJP7mZmZWZv50OeCayhwlSRI6/H3EfFnSfcCl0s6EHga2COPfz2wAzAZeB04ACAiZko6Cbg3j3diRMzsu8UwMzOzepyoLaAiYgqwfo3+LwJb1egfwMF1yjoPOK+nYzQzM7Pu8aFPMzMzs5JyomZmZmZWUk7UzMzMzErKiZqZmZlZSTlRKwFJm+VbbCBpH0mnS1qt3XGZmZlZezlRK4ezgNclrQ98F/gXcGF7QzIzM7N2c6JWDu/k22fsCpwREWcAg9ock5mZmbWZ76NWDq9KOgrYB/i0pH7A4m2OyczMzNrMLWrlsCfwJnBgRDwPDAN+3N6QzMzMrN3colYCOTk7vfD5aXyOmpmZ2SLPiVobSXoViGKv/Fmkpz4t25bAzMzMrBScqLVRRPiCATMzM6vLiVpJ5FtzbJE/3hYRD7YzHjMzM2s/X0xQApIOAS4BPpBfl0j6RnujMjMzs3Zzi1o5HAhsEhGvAUg6Ffgb8PO2RmVmZmZt5Ra1chDwbuHzu7mfmZmZLcLcolYOvwPulnQVKUHbFTi3vSGZmZlZuzlRK4GIOF1SB7B57nVARNzfxpDMzMysBJyolce7pHuoBfBem2MxMzOzEvA5aiVQuOpzBdJVnxf7qk8zMzNzi1o5+KpPMzMzm49b1MrBV32amZnZfNyiVg7Fqz4BdsNXfZqZmS3y3KJWAhFxOvBlYCbwEumqz581M62kfpLul3Rt/ry6pLslPSHpMklL5P5L5s+T8/DhhTKOyv0fl7RtTy+fmZmZdY0TtfKYCFwJXAW8KGnVJqc7BHi08PlU4KcRsQYp6Tsw9z8QeCkiPgL8NI+HpLWAvYC1ge2AX0nq181lMTMzsx7gRK0E8hWe04FxwLXAdfm9s+lWBnYEfps/C/gMKeEDuIB0GBXSTXQvyN1XAlvl8XcFxkTEmxHxJDAZ2LgHFsvMzMy6yeeolcMhwMci4sUWp/sZ8F1gUP78PuDliHgnf54KDMvdw4BnACLiHUmz8vjDgLsKZRanMTMzszZyolYOzwCzWplA0k7AjIiYIGlkpXeNUaOTYY2mqZ7nQcBBAEOHDqWjo6OVkOcYuhQctm7KJbtaRm+YPXt2qeKpcFytcVytcVytKWtctvByotZGkr6dO6cAHZKuA96sDM8XGdSzGbCLpB2AAcCypBa2wZL651a1lYFpefypwCrAVEn9geVIFy9U+lcUp5lHRJwDnAMwYsSIGDlyZPMLW/DzS67mtIfSpvfU3l0rozd0dHTQ1WXqTY6rNY6rNY6rNWWNyxZePketvQbl19Ok89OWKPQb1GA6IuKoiFg5IoaTLga4OSL2Bm4Bds+jjQauzt1j82fy8JsjInL/vfJVoasDawD39MzimZmZWXe4Ra2NIuKEXij2CGCMpJOB+5l7P7ZzgYskTSa1pO2VY5gk6XLgEeAd4OCIeHf+Ys3MzKyvOVErAUnjgD0i4uX8eQjpSsym7mkWER1AR+6eQo2rNiPiP8Aedab/AfCDrsRuZmZmvceHPsvh/ZUkDSAiXiI9nN3MzMwWYU7UyuHd4g1uJa1GnSsvzczMbNHhQ5/lcDRwh6Rb8+dPk2+DYWZmZosuJ2olEBF/lrQhsGnu9a2IeKGdMZmZmVn7+dBnG0laTdJyADkxew3YGtiv8jB1MzMzW3Q5UWuvy4FlACRtAFxBuqfa+sCv2hiXmZmZlYAPfbbXUhFReQrAPsB5EXGapMWAiW2My8zMzErALWrtVXzO5meA8QAR8V57wjEzM7MycYtae92cnwrwHDAEuBlA0orAW+0MzMzMzNrPiVp7HQrsCawIbB4Rb+f+HyTdssPMzMwWYU7U2ig/FH1Mjf73tyEcMzMzKxmfo2ZmZmZWUk7UzMzMzErKiVobSRqf309tdyxmZmZWPj5Hrb1WlLQlsIukMcx7uw4i4r72hGVmZmZl4EStvb4PHAmsDJxeNSxI91YzMzOzRZQTtTaKiCuBKyUdGxEntTseMzMzKxcnaiUQESdJ2gX4dO7VERHXtjMmMzMzaz9fTFACkn4IHAI8kl+H5H5mZma2CHOLWjnsCGxQecanpAuA+4Gj2hqVmZmZtZVb1MpjcKF7ubZFYWZmZqXhFrVy+CFwv6RbSLfo+DRuTTMzM1vkOVErgYi4VFIH8ElSonZERDzf3qjMzMys3ZyolUREPAeMbXccZmZmVh4+R20BJWmApHskPSBpkqQTcv/VJd1TMm6cAAAbBklEQVQt6QlJl0laIvdfMn+enIcPL5R1VO7/uKRt27NEZmZmVs2J2oLrTeAzEbE+sAGwnaRNgVOBn0bEGsBLwIF5/AOBlyLiI8BP83hIWgvYC1gb2A74laR+fbokZmZmVpMTtTaTtJikh1udLpLZ+ePi+VV57NSVuf8FwG65e9f8mTx8K0nK/cdExJsR8SQwGdi4SwtjZmZmPUoR0e4YFnmSLgGOioinW5yuHzAB+AjwS+DHwF251QxJqwA3RMQ6ORncLiKm5mH/BDYBjs/TXJz7n5unubLG/A4CDgIYOnToRmPGjOnK4jJj5iymv5G61x1WnjuRzJ49m4EDB7Y7jPk4rtY4rtY4rtZ0N65Ro0ZNiIgRPRiSLeR8MUE5rAhMknQP8FqlZ0Ts0miiiHgX2EDSYOAqYM1ao+V31RlWr3+t+Z0DnAMwYsSIGDlyZKPw6vr5JVdz2kNp03tq766V0Rs6Ojro6jL1JsfVGsfVGsfVmrLGZQsvJ2rlcEJ3Jo6Il/PtPTYFBkvqHxHvACsD0/JoU4FVgKmS+pNuqjuz0L+iOI2ZmZm1kc9RK4GIuBV4Clg8d98L3NdoGknvzy1pSFoK+CzwKHALsHsebTRwde4emz+Th98c6bj3WGCvfFXo6sAawD09tGhmZmbWDW5RKwFJ/0s692t54MPAMOBsYKsGk60IXJDPU1sMuDwirpX0CDBG0smk54Wem8c/F7hI0mRSS9peABExSdLlpIfBvwMcnA+pmpmZWZs5USuHg0lXWt4NEBFPSPpAowki4kHgEzX6T6HGVZsR8R9gjzpl/QD4Qethm5mZWW/yoc9yeDMi3qp8yOeQ+XJcMzOzRZwTtXK4VdL3gKUkbQ1cAVzT5pjMzMyszZyolcORwL+Bh4CvANcDx7Q1IjMzM2s7n6NWAhHxnqQLSOeoBfB4+E7EZmZmizwnaiUgaUfSVZ7/JN2AdnVJX4mIG9obmZmZmbWTE7VyOA0YFRGTASR9GLgOcKJmZma2CPM5auUwo5KkZVOAGe0KxszMzMrBLWptJOnzuXOSpOuBy0nnqO1BejqBmZmZLcKcqLXXzoXu6cCWufvfwJC+D8fMzMzKxIlaG0XEAe2OwczMzMrLiVoJ5IehfwMYTmGdRMQu7YrJzMzM2s+JWjn8ifTQ9GuA99oci5mZmZWEE7Vy+E9EnNnuIMzMzKxcnKiVwxmSjgNuAt6s9IyI+9oXkpmZmbWbE7VyWBfYF/gMcw99Rv5sZmZmiygnauXwOeBDEfFWuwMxMzOz8vCTCcrhAWBwu4MwMzOzcnGLWjkMBR6TdC/znqPm23OYmZktwpyolcNx7Q7AzMzMyseJWglExK3tjsHMzMzKx4laCUh6lXSVJ8ASwOLAaxGxbPuiMjMzs3ZzolYCETGo+FnSbsDGbQrHzMzMSsJXfZZQRPwJ30PNzMxskecWtRKQ9PnCx8WAEcw9FGpmZmaLKLeolcPOhde2wKvAro0mkLSKpFskPSppkqRDcv/lJY2T9ER+H5L7S9KZkiZLelDShoWyRufxn5A0uteW0szMzFriFrUSiIgDujDZO8BhEXGfpEHABEnjgP2B8RFxiqQjgSOBI4DtgTXyaxPgLGATScuTbg9SacWbIGlsRLzU3eUyMzOz7nGi1kaSvt9gcETESQ0GPgc8l7tflfQoMIzUEjcyj3YB0EFK1HYFLoyIAO6SNFjSinnccRExM8c0DtgOuLTrS2ZmZmY9Qel329pB0mE1ei8DHAi8LyIGNlnOcOA2YB3g6YgYXBj2UkQMkXQtcEpE3JH7jyclcCOBARFxcu5/LPBGRPykxnwOAg4CGDp06EZjxoxpcknnNWPmLKa/kbrXHbZcl8roDbNnz2bgwKaqvE85rtY4rtY4rtZ0N65Ro0ZNiIgRPRiSLeTcotZGEXFapTsfvjwEOAAYA5xWb7oiSQOBPwCHRsQrkuqOWiuEBv1rxXsOcA7AiBEjYuTIkc2EOJ+fX3I1pz2UNr2n9u5aGb2ho6ODri5Tb3JcrXFcrXFcrSlrXLbw8sUEbZZP/j8ZeJCUOG8YEUdExIwmpl2clKRdEhF/zL2n50Oa5PdKOVOBVQqTrwxMa9DfzMzM2syJWhtJ+jFwL+kqz3Uj4vhmT+JXajo7F3g0Ik4vDBoLVK7cHA1cXei/X776c1NgVj7P7UZgG0lD8hWi2+R+ZmZm1mY+9NlehwFvAscARxcOW4p0MUGjR0htBuwLPCRpYu73PeAU4HJJBwJPA3vkYdcDOwCTgddJh1iJiJmSTiIljAAnVi4sMDMzs/ZyotZGEdHlFs18UUC9E9K2qjF+AAfXKes84LyuxmJmZma9w4c+zczMzErKiZqZmZlZSTlRMzMzMyspJ2pmZmZmJeVEzczMzKyknKiZmZmZlZQTNTMzM7OScqJmZmZmVlJO1MzMzMxKyomamZmZWUk5UTMzMzMrKSdqZmZmZiXlRM3MzMyspJyomZmZmZWUEzUzMzOzknKiZmZmZlZSTtTMzMzMSsqJmpmZmVlJOVEzMzMzKyknamZmZmYl5UTNzMzMrKScqJmZmZmVlBM1MzMzs5JyomZmZmZWUk7UFmCSzpM0Q9LDhX7LSxon6Yn8PiT3l6QzJU2W9KCkDQvTjM7jPyFpdDuWxczMzObnRG3Bdj6wXVW/I4HxEbEGMD5/BtgeWCO/DgLOgpTYAccBmwAbA8dVkjszMzNrLydqC7CIuA2YWdV7V+CC3H0BsFuh/4WR3AUMlrQisC0wLiJmRsRLwDjmT/7MzMysDRQR7Y7BukHScODaiFgnf345IgYXhr8UEUMkXQucEhF35P7jgSOAkcCAiDg59z8WeCMiflJjXgeRWuMYOnToRmPGjOlSzDNmzmL6G6l73WHLdamM3jB79mwGDhzY7jDm47ha47ha47ha0924Ro0aNSEiRvRgSLaQ69/uAKzPqEa/aNB//p4R5wDnAIwYMSJGjhzZpUB+fsnVnPZQ2vSe2rtrZfSGjo4OurpMvclxtcZxtcZxtaascdnCy4c+Fz7T8yFN8vuM3H8qsEphvJWBaQ36m5mZWZs5UVv4jAUqV26OBq4u9N8vX/25KTArIp4DbgS2kTQkX0SwTe5nZmZmbeZDnwswSZeSzjFbQdJU0tWbpwCXSzoQeBrYI49+PbADMBl4HTgAICJmSjoJuDePd2JEVF+gYGZmZm3gRG0BFhFfrDNoqxrjBnBwnXLOA87rwdDMzMysB/jQp5mZmVlJOVEzMzMzKyknamZmZmYl5UTNzMzMrKScqJmZmZmVlBM1MzMzs5JyomZmZmZWUk7UzMzMzErKiZqZmZlZSTlRMzMzMyspJ2pmZmZmJeVEzczMzKyknKiZmZmZlZQTNTMzM7OScqJmZmZmVlL92x2ALdqGH3ndnO6nTtmxjZGYmZmVj1vUzMzMzErKiZqZmZlZSTlRMzMzMyspJ2pmZmZmJeVEzczMzKyknKiZmZmZlZQTNTMzM7OScqJmZmZmVlJO1AwASdtJelzSZElHtjseMzMz85MJDJDUD/glsDUwFbhX0tiIeKQv4/BTCszMzOblRM0ANgYmR8QUAEljgF2BPk3UiopJW5ETODMzW5Q4UTOAYcAzhc9TgU2qR5J0EHBQ/jhb0uNdnN8KwAtdmVCndnGOzelyXL3McbXGcbXGcbWmu3Gt1lOB2KLBiZoBqEa/mK9HxDnAOd2emfT3iBjR3XJ6muNqjeNqjeNqjeMyS3wxgUFqQVul8HllYFqbYjEzM7PMiZoB3AusIWl1SUsAewFj2xyTmZnZIs+HPo2IeEfS/wNuBPoB50XEpF6cZbcPn/YSx9Uax9Uax9Uax2UGKGK+U5HMzMzMrAR86NPMzMyspJyomZmZmZWUEzXrls4ePSVpSUmX5eF3SxpeGHZU7v+4pG2bLbM345K0taQJkh7K758pTNORy5yYXx/ow7iGS3qjMO+zC9NslOOdLOlMSbVut9Jbce1diGmipPckbZCHdbu+mozt05Luk/SOpN2rho2W9ER+jS7071addTUmSRtI+pukSZIelLRnYdj5kp4s1NcGrcTU3djysHcL8x9b6L96Xu9P5O1gib6KS9Koqm3sP5J2y8O6XWdNxPVtSY/k9TVe0mqFYb2yfZnNIyL88qtLL9KFB/8EPgQsATwArFU1zteBs3P3XsBluXutPP6SwOq5nH7NlNnLcX0CWCl3rwM8W5imAxjRpvoaDjxcp9x7gE+R7od3A7B9X8VVNc66wJSeqq8WYhsOrAdcCOxe6L88MCW/D8ndQ7pbZ92M6aPAGrl7JeA5YHD+fH5x3L6urzxsdp1yLwf2yt1nA1/ry7iq1ulMYOmeqLMm4xpVmN/XmPud7JXtyy+/ql9uUbPumPPoqYh4C6g8eqpoV+CC3H0lsFX+d7krMCYi3oyIJ4HJubxmyuy1uCLi/oio3ENuEjBA0pItzr/H46pXoKQVgWUj4m8REaQfud3aFNcXgUtbnHe3Y4uIpyLiQeC9qmm3BcZFxMyIeAkYB2zXA3XW5Zgi4h8R8UTungbMAN7fwrx7LbZ68nr+DGm9Q9oOenwbazKu3YEbIuL1FuffnbhuKczvLtJ9JqH3ti+zeThRs+6o9eipYfXGiYh3gFnA+xpM20yZvRlX0X8D90fEm4V+v8uHWI7twuGM7sa1uqT7Jd0qaYvC+FM7KbO346rYk/kTte7UV7OxtTptd+usJ7ZRJG1MasX5Z6H3D/Ihtp928Q9Cd2MbIOnvku6qHF4kreeX83rvSpk9EVfFXsy/jXWnzlqN60BSC1mjaXviO2k2hxM1645mHj1Vb5xW+/dVXGmgtDZwKvCVwvC9I2JdYIv82rcP43oOWDUiPgF8G/i9pGWbLLM340oDpU2A1yPi4cLw7tZXs7G1Om1366zbdZ5bXS4CDoiISgvSUcDHgU+SDqcd0UqZPRTbqpEej/Ql4GeSPtwDZfZEXJU6W5d0v8eK7tZZ03FJ2gcYAfy4k2l7or7M5nCiZt3RzKOn5owjqT+wHOkck3rT9sTjrLoTF5JWBq4C9ouIOa0dEfFsfn8V+D3psEmfxJUPEb+Y5z+B1Arz0Tz+yoXp+7y+svlaOnqgvpqNrdVpu1tn3dpGc4J9HXBMRNxV6R8Rz0XyJvA7+r6+KodjiYgppHMMP0F6APngvN5bLrMn4sq+AFwVEW8X4u1unTUVl6TPAkcDuxRa2Htr+zKbhxM1645mHj01FqhcDbU7cHM+b2MssJfS1YSrA2uQTsDticdZdTkuSYNJP6JHRcRfKyNL6i9phdy9OLAT8DCt6U5c75fUL8//Q6T6mhIRzwGvSto0H1rcD7i6r+LK8SwG7EE6v4fcryfqq9nY6rkR2EbSEElDgG2AG3ugzrocUx7/KuDCiLiiatiK+V2kc5r6tL5yPS2Zu1cANgMeyev5FtJ6h7Qd9MY21pn5zoHsgTrrNC5JnwB+TUrSZhQG9db2ZTav3rxSwa+F/wXsAPyD1MJzdO53ImmnBjAAuIJ0scA9wIcK0x6dp3ucwlVRtcrsq7iAY4DXgImF1weAZYAJwIOkiwzOAPr1YVz/nef7AHAfsHOhzBGkH6h/Ar8gP3GkD9fjSOCuqvJ6pL6ajO2TpFaM14AXgUmFab+cY55MOszYI3XW1ZiAfYC3q7avDfKwm4GHclwXAwP7sr6A/8rzfyC/H1go80N5vU/O28GSfbwehwPPAotVldntOmsirr8A0wvra2xvb19++VV8+RFSZmZmZiXlQ59mZmZmJeVEzczMzKyknKiZmZmZlZQTNTMzM7OScqJmZmZmVlJO1KxPSTpa0qT8yJeJ+Y72pSJpJUlXdj5mU2V1SHpc0gOS7pW0QRPTHCpp6Z6Yfyfz2V/SL3qh3JGSZuXHXT0q6bgmxr82d+8i6chuzPsoSXtL+liu+4k5hnPy8A0k7dCFco+XdHgXYxou6UtdmbaL89s+PwbqUUmPSfpJX827Tjxd2s4kLS5pQu6uud/o6ndF0uxWpylMu7+klbo6vVmrnKhZn5H0KdKNTzeMiPWAzzLvs/JKISKmRcTunY/ZtL0jYn3gV8x9/EwjhwK9nqj1stsjPe5qBLCPpI2amSgixkbEKd2Y7zbATcCZwE8jYoOIWBP4eR6+Aem+WX1pOOmRTE2TtEy+AWtLJK1Dum/XPnm51wGmtFpOO2nuExA2B+7sZL/Rju/K/oATNeszTtSsL60IvBD5ESwR8ULkR9ZIeqpwJ/sRkjpy95b5H/TE3EIzKLfA3CbpKkmPSDo73x0fSdtI+puk+yRdIWlgofwTcv+HJH28QfnDJT2chw+Q9Ls8zf2SRuX++0v6o6Q/S3pC0o+aWP6/UXg4s6SzcsvHJEkn5H7fJP0I3CLplk6W6ZS8/A/WajXJMQ9W8qKk/XL/i5QeiQOwUq1laLUe64mI10g3vv1wvbqsinlO64ukoXkdP5Bf/5X77yPpnrzOfq25T2xYFlgiIv5N2tamFuJ4KCc+JwJ75mn3VFVLmaSHJQ3P3UcrtYb+BfhYYZwP5zqbIOn2wrZ0vqQzJd0paYqkSrJ/CrBFnue3GtWXpE9K+jXpJsFDGo1bx3eBH0TEY3m534mIX+WyV5M0Pm8v4yWtWoh7zh8T5dam/D3rkHSlUsvcJZKUh8237Sk9PeMPSi3H90rarMbyNYrh9LzNn5pH3470APSa+40635XZhXntLun83L163p7vlXRSVUzfyf0fLHwPhyu1SP4mfz9vkrRUrqcRwCV5fS7VhXVk1pp233HXr0XnBQwk3dn7H6TWpS0Lw54CVsjdI4CO3H0NsFlh+v6kO+H/h3S39H7AONLjbVYAbgOWyeMfAXy/UP43cvfXgd82KH848HDudxjwu9z9ceBp0l369ye1VCyXP/8LWKXGMncAI3L3ocD/FYYtn9/75fHWq1EXNZeJ9ADqx2HOTasH15j32cCOpFaVe4Hf5P5P5GWtuQxdqceq+Y4Ers3d78vTrN2gLovj7w/8IndfBhxaqKPlgDXzOls89/8V6ZmsAJ8HTszdBwCzSD/036rUT7H8/Pl44PDC54dJ638j0h3vlwaWJd15/vA8znhgjdy9CelxWgDnk+7avxiwFjC5uj7qfC+WB74J3E96LNGeFO78n+thYo3XfjXKug9Yv858rgFG5+4vA38qxL17YbzZhbhnkZ5VuRjpj8bm1Nn2SM9z3Tx3rwo8WmOdNorhWgpPryA9CWFpmtxvFGPP3bsD5+fusYXt5ODCMm4DnEN6kPpiOYZP523gHeY+NeJyUislFL7TfvnVF69KE7NZr4uI2UqHwLYARgGXSToyIs5vMNlfgdMlXQL8MSKm5j/190R6cDSSLiX9gPyH9AP51zzOEqQfl4o/5vcJpB/1RuVXbE4+bBYRj0n6F+lh6ADjI2JWjuERYDVqH8q9RNIypGRjw0L/L0g6iJQcrphjf7Bq2k3rLNMreXl/K+k60g9MtdtJPzr/As4CDpI0jPSQ99m5vFrLMLjOPCtq1WO1LSTdD7wHnBIRkySdTP26rOUzpOckEhHvArMk7UtKou7NsS0FVJ6/uB3pwdxExO8k3Zj77Qp8RdL6DeY1X/ykB4C/DiBpbH4fSHrU0hWF7WTJwnR/ioj3gEckDe1sJkrnOk0B/kx6ZNF8209E7NlC3I18irnr6yKgmVbgeyJiao51IimBuYva295ngbUK9bKspEEtxHBFXs+VeplZqP9W9xvVNiM9hq0y30qr3Tb5dX/+PJD0HN2ngScjYmLuPyEvu1mfc6JmfSrviDuADkkPkR7wfD7p32vlUPyAwvin5B+DHYC7NPeQXfWzz4L0r3hcRHyxzuzfzO/vkrf9OuX/pzCNqO/NQvecMmvYm/T8xFOAXwKfV3oQ/eHAJyPipXyIZkCNaesuk6SNga1ID5L+f6TEpug2UuvBqqTnqn6O1MpweyfL0HI91nB7ROxUY1m6S8AFEXFUjWEbA1+rfIh0WP084DylQ9nr1JimuN3BvOug1vP1FgNejoh6F4UU67OZ5Z1OOn/tQOAaSRcCF0fh4d+SLqNw6LXg9Ii4sKrfJFIi+0AT864s35w6yIc2i+fGzbd9RMQ7dba9xYBPRcQbxZlU/fGpFwOkZ3xWbE9qXUwj1d9vNCqv+vtUa30K+GFE/Loq5uHMv+w+zGlt4XPUrM8oXYm3RqHXBqTWHkiHMConnP93YZoPR8RDEXEq8HfSITOAjfN5J4uRDhXdQfqnv5mkj+Rpl5bUqMWmUfkVt5ESLXJZq5IO+7QkIt4mPfB9U0lrkg6nvUZqJRpK+mGqeBWotETUXKbcsrNcRFxPOqQ6X+KQW2dWIB2mm0Kqo8OZN1GrpeV6bFKrdTmenHhJ6qd0Dtp4YHdJH8j9l8/nPa0NPFZokdlO0uK5+4OkQ7DPMm/dQtruNszjbQisXoj1c/m8pEHAzgAR8QrwpKQ98jRqoqWuep5zRMS7EfHHiNiRdJh6aeA2SX+StFweZ89IF0VUv6qTNEgXq3yvsr4kLSbp23nYnaTECtJ6uKNQB5Xv3q7A4o0WpsG2dxMpaauMVyuZrRdDtcr5aZ3tN6rrdrqkNfN+4XOF/n+tmm/FjcCXNfcczGGVbauBuuvTrDc4UbO+NBC4QPkkZNLhtePzsBOAMyTdTvr3WnGo0gneDwBvkHfepENxp5DOKXqSdJjq36TzYS7N5d/F/IlXtXrlV/wK6Jf/xV8G7B/5pOZW5ZaG00jnOj1AOtwyidTq89fCqOcAN0i6pcEyDQKuzf1uJZ2HVcvdpHN7ICVow6j/41iJsyv12IxW6/IQYFQefwKwdkQ8Qkp4b8qxjSMdNt6edPiwYhugsl5vBL4TEc8Dt5AOz02UtCfwB2D5fFjva+S6ioj7mHtu2B+YN7ndGzgwlz2JlNw08iDwjtIFEXUvJoiIZyPiZNJ5eGd2Uma9Mh4kJU+XSnqU9P1YMQ/+JnBArrd9SfUL8BtgS0n3kM65e43G6m173wRGKJ2U/wjw1RrT1othDqWLQ9aIfEEEjfcbc74r+fORpEOxNwPPFYo9BDhY0r2kcx0BiIibSOfW/S1vZ1fSeRJ2PnC2fDGB9ZHKyaBmCwxJI0nJTvWhNVtESRpHOln8uU5HtlKTtDnpxP1aiZ7ZIsfnqJnZAi8itm53DNYzIuIOOmn1NVuUuEXNzMzMrKR8jpqZmZlZSTlRMzMzMyspJ2pmZmZmJeVEzczMzKyknKiZmZmZldT/B73rJDgwmzmYAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "more_police = staff_to_students_df[staff_to_students_df[COUNSELORS] < staff_to_students_df[POLICE]]\n", "plot_hist(more_police, POLICE, label=f'Suspension Rates when Police/Student > Counselor/Student', x_range=[0, 0.2])\n", "\n", "less_police = staff_to_students_df[staff_to_students_df[COUNSELORS] >= staff_to_students_df[POLICE]]\n", "plot_hist(less_police, POLICE, label=f'Suspension Rates when Police/Student <= Counselor/Student', x_range=[0, 0.2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Future questions to investigate\n", "\n", "### Digging deeper into Zero Tolerance Policies\n", "With proper data on *which schools implement zero-tolerance* (rather than just knowing which schools have given at least one suspension via the policies), we could more accurately measure the impact of these policies.\n", "\n", "*Does zero-tolerance policy adoption correlate with other factors? Do ZT policy schools have a higher rate in general of expulsions?*\n", "\n", "\n", "## *By introducing previous years data, what trends do we see in critical STTP measures?*\n", "Particularly of interest, can we see schools increasing police or at the cost of counselors? And does that impact change in suspension rates?\n", "\n", "Further, we could takes differences between years to identify schools underwent large changes, and investigate them further for signs of the cuase.\n", "\n", "## Expanding my analysis to more demographic and discipline categories\n", "More obviously, this investigation looked only at students from three races without disabilities and in terms of long term suspensions. More rigorous analsysis would include more expansive demographics as well as comparison against and aggregation with short term suspensions.\n", "\n", "## Incorperate Socio-Economic Status and Test Scores\n", "[The NYT's Upshot did a data vis article comparing race, academic performance, and income](https://www.nytimes.com/interactive/2016/04/29/upshot/money-race-and-success-how-your-school-district-compares.html) utilizing the Stanford Education Data Archive (SEDA). The positive trend of wealth and performance were stunning, as were how wealth seems not to nuetralize the race-based gaps in achievement-- *do these hold for discipline as well?*" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }