{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Data Details\n",
"\n",
"**MV104 police reported crash database**\n",
"\n",
"MV104 reports are filled out by NYPD officers responding to a crash. The reports are sent to the state DMV who compiles the data into a database. It is then sent to the state DOT who geocodes the crash location and sends it to NYC DOT.\n",
"\n",
"* Three tables: Crash table, Person table, and Vehicle table, linked by common identifiers.\n",
"* NY State DMV has the three tables ([crash](https://data.ny.gov/Transportation/Motor-Vehicle-Crashes-Case-Information-Three-Year-/e8ky-4vqe), [person](https://data.ny.gov/Transportation/Motor-Vehicle-Crashes-Individual-Information-Three/ir4y-sesj), [vehicle](https://data.ny.gov/Transportation/Motor-Vehicle-Crashes-Vehicle-Information-Three-Ye/xe9x-a24f)) on NY Open Data, but does not include the common identifiers needed to link the datasets together.\n",
"\n",
"Before 2017 NYPD used paper reports. In 2017 they switched over to an electronic system called FORMS. This allows them maintain their own database of information instead of having to rely on the state. \n",
"\n",
"![Data Flow](img/MV104DataFlow.jpg)\n",
"\n",
"**Hospital records data**\n",
"* Hospital administrative records were obtained from NY SPARCS (Statewide Planning and Research Cooperative System).\n",
"* Time period: 2011 - 2013 (Billing code changes prior to 2011 made using earlier data infeasible. Post 2013 hospital data was not available at the time.)\n",
"* Injury Severity Score derived from patient records using the Barell matrix formula. (b-ISS). \n",
"\n",
"DOHMH used the hospital administrative data on each patient to determine an injury severity score using the [Barell Matrix method](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2564435/) . The Barell Matrix is a classification system to translate billing codes into a matrix of injury types. These groupings are given an [Abbreviated Injury Scale (AIS) code](https://en.wikipedia.org/wiki/Abbreviated_Injury_Scale) ranging from 1 to 6 ( from minor injury to death). Patients have an AIS for each injury, these are combined into one overall [Injury Severity Score (ISS)](https://en.wikipedia.org/wiki/Injury_Severity_Score) by taking the top three AIS from different body regions, squaring them and summing.\n",
"\n",
"**Linked Police Reports and Hospital data**\n",
"\n",
"In 2017 DOHMH linked police crash report data with hospital data. [Reference: Conderino, S, Fung, L et al. “Linkage of traffic crash and hospitalization records with limited identifiers for enhanced public health surveillance” AA&P 2017.] About half the hospitalizations and ER visits related to traffic crashes were able to be matched to an MV104 crash report. They used a probabilistic matching method based on person level attributes (age, sex, crash role, collision type, date and time of crash, injury type, injury body location, and county). The time period was 2011 - 2013 (Billing code changes prior to 2011 made using earlier data infeasible. Post 2013 hospital data was not available at the time.)\n",
"\n",
"\n",
"![DataVenn](img/DataVenn.jpg)\n",
"\n",
"This gave us a valuable dataset to start our analysis. The rest of this notebook explores the data in the linked dataset as well as the larger crash database. "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"pd.options.display.max_rows = 130\n",
"pd.options.display.max_columns = 130\n",
"\n",
"import numpy as np\n",
"\n",
"import matplotlib.pyplot as plt\n",
"% matplotlib inline\n",
"plt.style.use('seaborn-poster')\n",
"plt.style.use('ggplot')\n",
"\n",
"import databuild as db\n",
"import sys\n",
"sys.path.insert(0,'/home/deena/Documents/data_munge/ModaCode/')\n",
"import moda"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python2.7/dist-packages/pandas/core/computation/check.py:17: UserWarning: The installed version of numexpr 2.4.3 is not supported in pandas and will be not be used\n",
"The minimum supported version is 2.4.6\n",
"\n",
" ver=ver, min_ver=_MIN_NUMEXPR_VERSION), UserWarning)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"full crash table (522108, 26)\n",
"full person table (1502797, 22)\n",
"full vehicle table (1092922, 20)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python2.7/dist-packages/IPython/core/interactiveshell.py:2822: DtypeWarning: Columns (1,9,20,25,35,48,54,58,63,65,85,89,102,126,128,129,138) have mixed types. Specify dtype option on import or set low_memory=False.\n",
" if self.run_code(code, result):\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"pedestrians/bicyclists (police reported) (single vehicle) (95292, 80)\n",
"linked (76763, 131)\n",
"linked after dropping no police reports (69657, 131)\n",
"linked ped (17624, 106)\n"
]
}
],
"source": [
"# read in DMV data into 3 tables\n",
"crash,ind,veh = db.readDMV()\n",
"\n",
"# reorganize into pedestrian/bicyclist 1-veh crashes\n",
"ped = db.buildTablesDMV(crash,ind,veh)\n",
"\n",
"#read in DMV-SPARCS linked data\n",
"linked = db.readLinked()\n",
"\n",
"# included biss data from linked onto ped (dropping anything not in linked)\n",
"ped = db.mergeBiss(ped,linked)\n",
"\n",
"#format and categorize variables\n",
"ped = db.formatVars(ped)\n",
"\n",
"print 'linked ped',ped.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here's a sample of what's in the three DMV tables:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" CS_ID | \n",
" NYSACCT_ID | \n",
" CSACCTIME | \n",
" CSACCDTE | \n",
" ACCDAY | \n",
" HR1 | \n",
" MIN1 | \n",
" LGHTCNDT_ID | \n",
" MUNIT_ID | \n",
" CLSNMNRT_ID | \n",
" CS_CNTYT_ID | \n",
" RDSYST_ID | \n",
" RDCHART_ID | \n",
" WTHRT_ID | \n",
" TFCCTRLT_ID | \n",
" RDSRFT_ID | \n",
" CS_REF_MARKER | \n",
" PBLOCT_ID | \n",
" PBACTT_DMV_CDE | \n",
" EVNTT_ID | \n",
" VEH_CNT | \n",
" POL_REPT | \n",
" year | \n",
" day | \n",
" month | \n",
" date | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 32049967 | \n",
" 3 | \n",
" 1899-12-30 18:45:00.000 | \n",
" 2007-01-05 00:00:00.000 | \n",
" 6 | \n",
" 18 | \n",
" 45 | \n",
" -1 | \n",
" 1118 | \n",
" 4 | \n",
" 42 | \n",
" 4 | \n",
" -1 | \n",
" -1 | \n",
" -1 | \n",
" -1 | \n",
" None | \n",
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" -2 | \n",
" 1 | \n",
" 2 | \n",
" N | \n",
" 2007 | \n",
" 05 | \n",
" 01 | \n",
" 2007-01-05 | \n",
"
\n",
" \n",
" 1 | \n",
" 32049979 | \n",
" 4 | \n",
" 1899-12-30 13:00:00.000 | \n",
" 2007-01-05 00:00:00.000 | \n",
" 6 | \n",
" 13 | \n",
" 0 | \n",
" 1 | \n",
" 637 | \n",
" 1 | \n",
" 25 | \n",
" 4 | \n",
" 1 | \n",
" 3 | \n",
" -1 | \n",
" 2 | \n",
" None | \n",
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" 1 | \n",
" 2 | \n",
" N | \n",
" 2007 | \n",
" 05 | \n",
" 01 | \n",
" 2007-01-05 | \n",
"
\n",
" \n",
" 2 | \n",
" 32049982 | \n",
" 4 | \n",
" 1899-12-30 06:45:00.000 | \n",
" 2007-01-09 00:00:00.000 | \n",
" 3 | \n",
" 6 | \n",
" 45 | \n",
" -1 | \n",
" 637 | \n",
" -1 | \n",
" 25 | \n",
" 4 | \n",
" -1 | \n",
" -1 | \n",
" -1 | \n",
" -1 | \n",
" None | \n",
" -2 | \n",
" -2 | \n",
" 1 | \n",
" 2 | \n",
" N | \n",
" 2007 | \n",
" 09 | \n",
" 01 | \n",
" 2007-01-09 | \n",
"
\n",
" \n",
" 3 | \n",
" 32049985 | \n",
" 4 | \n",
" 1899-12-30 09:45:00.000 | \n",
" 2007-01-09 00:00:00.000 | \n",
" 3 | \n",
" 9 | \n",
" 45 | \n",
" -1 | \n",
" 637 | \n",
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" 2007 | \n",
" 09 | \n",
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" 2007-01-09 | \n",
"
\n",
" \n",
" 4 | \n",
" 32049988 | \n",
" 3 | \n",
" 1899-12-30 18:20:00.000 | \n",
" 2007-01-10 00:00:00.000 | \n",
" 4 | \n",
" 18 | \n",
" 20 | \n",
" 4 | \n",
" 1141 | \n",
" 1 | \n",
" 44 | \n",
" 10 | \n",
" 2 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 278IX6M13018 | \n",
" -2 | \n",
" -2 | \n",
" 1 | \n",
" 2 | \n",
" Y | \n",
" 2007 | \n",
" 10 | \n",
" 01 | \n",
" 2007-01-10 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" CS_ID NYSACCT_ID CSACCTIME CSACCDTE \\\n",
"0 32049967 3 1899-12-30 18:45:00.000 2007-01-05 00:00:00.000 \n",
"1 32049979 4 1899-12-30 13:00:00.000 2007-01-05 00:00:00.000 \n",
"2 32049982 4 1899-12-30 06:45:00.000 2007-01-09 00:00:00.000 \n",
"3 32049985 4 1899-12-30 09:45:00.000 2007-01-09 00:00:00.000 \n",
"4 32049988 3 1899-12-30 18:20:00.000 2007-01-10 00:00:00.000 \n",
"\n",
" ACCDAY HR1 MIN1 LGHTCNDT_ID MUNIT_ID CLSNMNRT_ID CS_CNTYT_ID RDSYST_ID \\\n",
"0 6 18 45 -1 1118 4 42 4 \n",
"1 6 13 0 1 637 1 25 4 \n",
"2 3 6 45 -1 637 -1 25 4 \n",
"3 3 9 45 -1 637 -1 25 4 \n",
"4 4 18 20 4 1141 1 44 10 \n",
"\n",
" RDCHART_ID WTHRT_ID TFCCTRLT_ID RDSRFT_ID CS_REF_MARKER PBLOCT_ID \\\n",
"0 -1 -1 -1 -1 None -2 \n",
"1 1 3 -1 2 None -2 \n",
"2 -1 -1 -1 -1 None -2 \n",
"3 1 1 1 1 None -2 \n",
"4 2 1 1 1 278IX6M13018 -2 \n",
"\n",
" PBACTT_DMV_CDE EVNTT_ID VEH_CNT POL_REPT year day month date \n",
"0 -2 1 2 N 2007 05 01 2007-01-05 \n",
"1 -2 1 2 N 2007 05 01 2007-01-05 \n",
"2 -2 1 2 N 2007 09 01 2007-01-09 \n",
"3 -2 1 2 N 2007 09 01 2007-01-09 \n",
"4 -2 1 2 Y 2007 10 01 2007-01-10 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"crash.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" CS_ID | \n",
" CV_ID | \n",
" VEHBDYT_ID | \n",
" REGT_CDE | \n",
" PACCACTT_ID | \n",
" TBCT_DMV_CDE | \n",
" DIRCTT_CDE | \n",
" FT_ID | \n",
" CV_VEH_YEAR | \n",
" CV_REG_STATE_CDE | \n",
" CV_WEIGHT_LBS | \n",
" CV_PSGR_NUM | \n",
" CV_CYLNDR | \n",
" CV_VEHMAKE_DESCR | \n",
" CFT_CDE1 | \n",
" CFT_CDE2 | \n",
" SHZMTT_ID | \n",
" VEH_EVNTT_ID | \n",
" VIN | \n",
" DMV_VIN_NUM | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 32045885 | \n",
" 5979599 | \n",
" 6.0 | \n",
" 16 | \n",
" -1 | \n",
" -3 | \n",
" -1 | \n",
" 1 | \n",
" 1998 | \n",
" NY | \n",
" None | \n",
" -1 | \n",
" 4 | \n",
" TOYOT | \n",
" None | \n",
" None | \n",
" None | \n",
" None | \n",
" 2T1BR12E2WC | \n",
" None | \n",
"
\n",
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" 1 | \n",
" 32045886 | \n",
" 5979600 | \n",
" 6.0 | \n",
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" 3 | \n",
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" None | \n",
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"
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" 2 | \n",
" 32045886 | \n",
" 5979601 | \n",
" 5.0 | \n",
" 16 | \n",
" 1 | \n",
" -3 | \n",
" -1 | \n",
" 1 | \n",
" 1999 | \n",
" NY | \n",
" None | \n",
" 2 | \n",
" 6 | \n",
" DODGE | \n",
" None | \n",
" None | \n",
" None | \n",
" None | \n",
" 2B4FP2532XR | \n",
" None | \n",
"
\n",
" \n",
" 3 | \n",
" 32045887 | \n",
" 5979602 | \n",
" 60.0 | \n",
" 56 | \n",
" 1 | \n",
" -3 | \n",
" -1 | \n",
" 2 | \n",
" 2002 | \n",
" NY | \n",
" None | \n",
" -1 | \n",
" 8 | \n",
" GMC | \n",
" None | \n",
" None | \n",
" None | \n",
" None | \n",
" 1GDJG31F821 | \n",
" None | \n",
"
\n",
" \n",
" 4 | \n",
" 32045887 | \n",
" 5979603 | \n",
" 15.0 | \n",
" -3 | \n",
" 1 | \n",
" -3 | \n",
" -1 | \n",
" -3 | \n",
" None | \n",
" OK | \n",
" None | \n",
" 1 | \n",
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" None | \n",
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" None | \n",
" None | \n",
" None | \n",
" None | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" CS_ID CV_ID VEHBDYT_ID REGT_CDE PACCACTT_ID TBCT_DMV_CDE DIRCTT_CDE \\\n",
"0 32045885 5979599 6.0 16 -1 -3 -1 \n",
"1 32045886 5979600 6.0 -3 3 -3 -1 \n",
"2 32045886 5979601 5.0 16 1 -3 -1 \n",
"3 32045887 5979602 60.0 56 1 -3 -1 \n",
"4 32045887 5979603 15.0 -3 1 -3 -1 \n",
"\n",
" FT_ID CV_VEH_YEAR CV_REG_STATE_CDE CV_WEIGHT_LBS CV_PSGR_NUM CV_CYLNDR \\\n",
"0 1 1998 NY None -1 4 \n",
"1 -3 None SC None 3 None \n",
"2 1 1999 NY None 2 6 \n",
"3 2 2002 NY None -1 8 \n",
"4 -3 None OK None 1 None \n",
"\n",
" CV_VEHMAKE_DESCR CFT_CDE1 CFT_CDE2 SHZMTT_ID VEH_EVNTT_ID VIN \\\n",
"0 TOYOT None None None None 2T1BR12E2WC \n",
"1 None None None None None None \n",
"2 DODGE None None None None 2B4FP2532XR \n",
"3 GMC None None None None 1GDJG31F821 \n",
"4 None None None None None None \n",
"\n",
" DMV_VIN_NUM \n",
"0 None \n",
"1 None \n",
"2 None \n",
"3 None \n",
"4 None "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"veh.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" CS_ID | \n",
" CI_ID | \n",
" CV_ID | \n",
" EMTNSTATT_CDE | \n",
" CIROLET_ID | \n",
" STPSTNT_ID | \n",
" EJCTT_ID | \n",
" CI_LICENSE_STATE_CDE | \n",
" CI_SEX_CDE | \n",
" SFTYEQPT_ID | \n",
" SEVERITY | \n",
" INDIV_AGE | \n",
" EMST_CDE | \n",
" INJT_ID | \n",
" INJLOCT_CDE | \n",
" HOSP | \n",
" ORG_HOSP_CDE | \n",
" LAGSTP | \n",
" LAGSEV | \n",
" LAGEMS | \n",
" LAGINJT | \n",
" LAGHOSP | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 32088863 | \n",
" 30431 | \n",
" 6059995 | \n",
" None | \n",
" 15 | \n",
" 1 | \n",
" None | \n",
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" O | \n",
" NaN | \n",
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"
\n",
" \n",
" 1 | \n",
" 32089687 | \n",
" 30443 | \n",
" 6061752 | \n",
" None | \n",
" 15 | \n",
" 1 | \n",
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"
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" \n",
" 2 | \n",
" 32089986 | \n",
" 30447 | \n",
" 6062247 | \n",
" None | \n",
" 15 | \n",
" 1 | \n",
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" None | \n",
" O | \n",
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" None | \n",
"
\n",
" \n",
" 3 | \n",
" 32090042 | \n",
" 30448 | \n",
" 6062336 | \n",
" None | \n",
" 15 | \n",
" 1 | \n",
" None | \n",
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" None | \n",
" O | \n",
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" None | \n",
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" . | \n",
" None | \n",
" None | \n",
"
\n",
" \n",
" 4 | \n",
" 32090124 | \n",
" 30449 | \n",
" 6062468 | \n",
" None | \n",
" 15 | \n",
" 1 | \n",
" None | \n",
" None | \n",
" None | \n",
" None | \n",
" O | \n",
" NaN | \n",
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" . | \n",
" None | \n",
" None | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" CS_ID CI_ID CV_ID EMTNSTATT_CDE CIROLET_ID STPSTNT_ID EJCTT_ID \\\n",
"0 32088863 30431 6059995 None 15 1 None \n",
"1 32089687 30443 6061752 None 15 1 None \n",
"2 32089986 30447 6062247 None 15 1 None \n",
"3 32090042 30448 6062336 None 15 1 None \n",
"4 32090124 30449 6062468 None 15 1 None \n",
"\n",
" CI_LICENSE_STATE_CDE CI_SEX_CDE SFTYEQPT_ID SEVERITY INDIV_AGE EMST_CDE \\\n",
"0 None None None O NaN None \n",
"1 None None None O NaN None \n",
"2 None None None O NaN None \n",
"3 None None None O NaN None \n",
"4 None None None O NaN None \n",
"\n",
" INJT_ID INJLOCT_CDE HOSP ORG_HOSP_CDE LAGSTP LAGSEV LAGEMS LAGINJT \\\n",
"0 None None None None None . . None \n",
"1 None None None None None . . None \n",
"2 None None None None None . . None \n",
"3 None None None None None . . None \n",
"4 None None None None None . . None \n",
"\n",
" LAGHOSP \n",
"0 None \n",
"1 None \n",
"2 None \n",
"3 None \n",
"4 None "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ind.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(Timestamp('2007-01-01 00:00:00'), Timestamp('2013-12-31 00:00:00'))"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"crash.date.min(),crash.date.max()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(522108, 26)\n",
"(371958, 26)\n"
]
}
],
"source": [
"# police reported crashes\n",
"crashPR = crash[crash.POL_REPT=='Y']\n",
"indPR = ind[ind.CS_ID.isin(crashPR.CS_ID)&(~ind.INJT_ID.isin(['16','17','18']))]\n",
"crashPR = crashPR[crashPR.CS_ID.isin(indPR.CS_ID)]\n",
"\n",
"print crash.shape\n",
"print crashPR.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Police Reported Crashes - number per day"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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QQw+hrq4OpaWlWLx4MZ577jk888wz6NGjh9WhEYVVl/M5XD/sRerPb0a7M/uGn4GIiIg0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C8vx3/8x39gz549cekee+wxPPHEE7jgggvwgx/8AOPGjcPPfvYz/OMfZvafBxizSkWgXkB/QUSg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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# police reported crashes\n",
"crashPR.groupby('date').count()[['CS_ID']].plot(alpha=.7)\n",
"plt.ylabel('crashes per day',fontsize=20)\n",
"plt.title('Police Reported')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## People involved in police reported crashes\n",
"* by role\n",
"* by injury severity (KABCO)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# format the variables for easier analysis\n",
"base = indPR.merge(crash.drop(['RDSYST_ID'],axis=1),\n",
" how='left',on='CS_ID')\n",
"base = db.formatVars(base)\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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AFggnAAAAAGyBcAIAAADAFggnAAAAAGyBcAIAAADAFggnAAAAAGyB\ncAIAAADAFggnAAAAAGyBcAIAAADAFggnAAAAAGyBcAIAAADAFggnAAAAAGyBcAIAAADAFjxbugEA\ngO+H2l+MaekmWE62dAPq4Vj8Vks3AQBsjzMnAAAAAGyBcAIAAADAFggnAAAAAGyBcAIAAADAFggn\nAAAAAGyBcAIAAADAFggnAAAAAGyBcAIAAADAFggnAAAAAGyBcAIAAADAFggnAAAAAGyBcAIAAADA\nFggnAAAAAGyBcAIAAADAFggnAAAAAGyBcAIAAADAFggnAAAAAGyBcAIAAADAFggnAAAAAGyBcAIA\nAADAFggnAAAAAGyBcAIAAADAFggnAAAAAGyBcAIAAADAFggnAAAAAGzBsylFO3fuVGZmpgoLC1Ve\nXq6rrrpKMTExmjhxosLDw626kpISLV26VLt375Yk9e7dW7fddpuCg4NdtldWVqZly5YpNzdXVVVV\niomJ0fTp09W5c2eXuqqqKqWnpys7O1vl5eWKiorSlClT1LNnT5e6uro6ZWZmKisrS6WlpQoLC9P4\n8eM1cOBAt2PJysrS2rVrVVRUpJCQEI0aNUrDhw9vWm8BAAAA+NY06cxJWVmZunTpottvv10PP/yw\nfvrTn6qwsFAPPfSQiouLJUlnz57VY489puPHj2vWrFmaPXu2Pv/8cy1YsECVlZXWtowxSk1N1c6d\nO5WSkqL7779fNTU1WrBggb744guX/T733HNav369Jk6cqAcffFBBQUFauHChCgoKXOrS09P1xhtv\naMSIEZo7d666d++up59+Wtu3b3epy8rK0uLFi3XNNddo3rx5uvbaa7VkyRKtW7euOX0HAAAA4DJq\n0pmTwYMHa/DgwS7LunXrpnvvvVdbtmzRTTfdpPXr1+vkyZN65pln1LFjR0lSZGSkfvWrXykrK0uj\nR4+WJOXl5enAgQOaP3++YmNjJUkxMTGaNWuWMjMzNWPGDElSQUGBcnJydOedd+q6666TJPXs2VP3\n3Xef0tPTNWfOHEnS6dOntWbNGo0dO1ZjxoyRJMXGxurEiRNKS0tT//79JUm1tbVasWKFEhMTNXny\nZKvu1KlTSk9P17Bhw+Tp2aTuAAAAAPAtaPack4CAAEmSw+GQdC50xMTEWMFEkkJDQ/WDH/xAubm5\n1rK8vDwFBQVZwUSS/Pz8FBcXp7y8PJc6h8OhQYMGWcscDocSEhK0a9cuVVdXS5J27dqlmpoaJSYm\nurQvMTFRn332mYqKiiRJBw8e1FdffaWkpCSXuqSkJJ05c0b79+9vblcAAAAAuAwuKZzU1dWppqZG\nn3/+uV544QW1bdtWCQkJkqSjR48qIiLC7TkREREqLCy0HhcWFrrNLXHWlZSUWJeAFRYWKjQ0VN7e\n3i514eHhqqmp0YkTJ6z9enl5uYQi5/ac23HWnb/8YnUAAAAAWsYlXcc0b948HT58WJLUsWNHzZ8/\nX4GBgZLOzUvx9/d3e05AQIDKy8utx2VlZQoJCam3zrnex8dHZWVl1rKL1Tl/+vn5ycPDo9E6SW5t\nvLDuUjkvL5Ok1NRUt8n/kHW5HH1zZTjZ0g2wOcbxxTF2GsbYuTLwNwvNxdi5PC4pnMyePVtff/21\nTp48qTVr1uj3v/+9HnvsMYWGhn5b7QMAAADwX+KSwonztsHdu3dXv379NGvWLGVkZOiOO+5wO0Pi\ndOEZFX9//4vWSf85k+Hv72/dCayxuoqKChljXM6eXFjn/FleXq7WrVtftO5SpaamujwuKSlp1na+\nz5z/g0Df4PuAcYzmYuxcGfibheZi7DQsLCysSXXNnhDv7++vjh076uTJcyfyw8PDrXkd5yssLHT5\nLpSG6oKDg+Xj4yPp3FyQoqIinT171q3O09PTmmMSERGh6upqqx3n1zn3d/7PC/d9YR0AAACAltHs\ncFJaWqpjx46pQ4cOkqT4+Hh9/PHHLiGhqKhIBw4cUHx8vLUsPj5ep06d0t69e61lFRUV2rZtm0td\nXFycamtrtXnzZmuZ83GfPn3k5eUlSerbt68cDoeys7Nd2pedna2IiAjrkrOYmBi1adNGOTk5bnUB\nAQHq0aNHc7sCAAAAwGXQpMu6nnzySUVHRysyMlK+vr76/PPP9fbbb8vhcFjfX5KcnKx//vOfeuKJ\nJ3TrrbfKw8ND6enpat++vX784x9b24qPj1dMTIwWLVqkqVOnyt/fXxkZGTLGWN9TIknR0dEaNGiQ\nli5dqtraWoWGhmrdunUqKirS3XffbdUFBgZq9OjRysjIkK+vr6Kjo7Vp0ybl5+frgQce+M+Benpq\n0qRJWrJkidq1a6fevXsrPz9fGzZsUEpKCt9xAgAAALQwD2OMaawoIyNDmzdv1smTJ1VTU6P27dur\nV69eGjt2rMtk+JKSEr388sv697//LWOMYmNjddttt7lNmC8rK9Mrr7yi3NxcVVdXKyYmRtOmTVNU\nVJRLXVVVlZYvX66cnBxVVFQoMjJSU6ZMUa9evVzq6urqtHr1aq1fv16lpaUKCwvThAkTNHDgQLdj\nee+997R27VoVFxcrODhYo0aN0ogRIy6lzxp0/Pjxy7at7wuuwbyy1P5iTONF/8Uci99q6SbYFmOn\nYYydKwN/s9BcjJ2GNXXOSZPCCZqOcOKON+uVhQ+YDeMD5sUxdhrG2Lky8DcLzcXYadi3PiEeAAAA\nAC4nwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCc\nAAAAALAFwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFwgkAAAAA\nWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFwgkA\nAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAAALAF\nwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAA\nALAFwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCc\nAAAAALAFwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFwgkAAAAA\nWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFwgkA\nAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFwgkAAAAAWyCcAAAAALAFz8YKtmzZopycHB0+fFin\nT59WcHCwrrnmGt18883y9fW16srKyrRs2TLl5uaqqqpKMTExmj59ujp37uyyvaqqKqWnpys7O1vl\n5eWKiorSlClT1LNnT5e6uro6ZWZmKisrS6WlpQoLC9P48eM1cOBAtzZmZWVp7dq1KioqUkhIiEaN\nGqXhw4e71W3dulUrV67UsWPHFBgYqOTkZN18881q1YqMBgAAALS0Rj+Vr1mzRq1atdLkyZP10EMP\nafjw4Vq3bp1+//vfq66uTpJkjFFqaqp27typlJQU3X///aqpqdGCBQv0xRdfuGzvueee0/r16zVx\n4kQ9+OCDCgoK0sKFC1VQUOBSl56erjfeeEMjRozQ3Llz1b17dz399NPavn27S11WVpYWL16sa665\nRvPmzdO1116rJUuWaN26dS51O3fu1FNPPaWuXbtq7ty5GjlypFatWqW0tLTm9BsAAACAy6zRMydz\n5szRVVddZT3u2bOnAgIC9Je//EV79+5VbGys8vLydODAAc2fP1+xsbGSpJiYGM2aNUuZmZmaMWOG\nJKmgoEA5OTm68847dd1111nbu++++5Senq45c+ZIkk6fPq01a9Zo7NixGjNmjCQpNjZWJ06cUFpa\nmvr37y9Jqq2t1YoVK5SYmKjJkydbdadOnVJ6erqGDRsmT89zh5iWlqYePXpo5syZVl1lZaXefPNN\njR49Wm3btv3mvQkAAACg2Ro9c3J+MHHq2rWrJOnUqVOSpLy8PAUFBVnBRJL8/PwUFxenvLw8a1le\nXp4cDocGDRpkLXM4HEpISNCuXbtUXV0tSdq1a5dqamqUmJjost/ExER99tlnKioqkiQdPHhQX331\nlZKSklzqkpKSdObMGe3fv1+SVFJSooKCArftJSUlqba2Vjt27GisGwAAAAB8yxo9c1KfvXv3SpI6\ndeokSSosLHSbWyJJERER2rhxoyorK+Xj46PCwkKFhobK29vbpS48PFw1NTU6ceKEIiIidPToUXl5\nealjx45u23PuLzQ0VEePHnVZXl9dbGysCgsLJcmtjc62ONc3h/NsjySlpqYqODi42dv6vnKevaJv\nrgwnW7oBNsc4vjjGTsMYO1cG/mahuRg7l8clzwQ/deqUXn/9dfXu3ds6g1JWViZ/f3+32oCAAGu9\n86dzWWN1fn5+8vDwaLROktu+m1rnXOZcDwAAAKDlXNKZk8rKSj3xxBNyOBy66667vq02XVFSU1Nd\nHpeUlLRQS+zL+T8I9A2+DxjHaC7GzpWBv1loLsZOw8LCwppU1+QzJ1VVVUpNTdXJkyf10EMPqX37\n9tY6f39/lZeXuz3HeUbCeSbjYmcp6qurqKiQMabBOufPC/dd3/bqq3Muq+9sDgAAAIDvVpPCSU1N\njZ566ikdOnRIc+fOdZu7ER4ebs3/OF9hYaGCg4Pl4+Mj6dxckKKiIp09e9atztPT05pjEhERoerq\nap08edKtzrm/839euO8L65xzUC6sc7b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AgPrTqMpJ27ZtderUqUrHT58+rbZt2xqQCAAA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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"base.groupby(base.f_Role).count()[['CS_ID']].plot(kind='bar',legend=False)\n",
"plt.title('people in police reported crashes by role')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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JEhISlJqaqqKiIoWHh2v8+PFq27atQ11FRYWSkpKUnJys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\nKQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"base.groupby(base.SEVERITY).count()[['CS_ID']].plot(kind='bar',legend=False)\n",
"plt.title('people in police reported crashes by KABCO rating')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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4JyVIMFLRfIPELBLtbeqFPrn/hfzHf6x/NefjrL6fG3ke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\n4R0vAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"base[base.f_Role=='pedestrian'].groupby(base.SEVERITY).count()[['CS_ID']]\\\n",
" .plot(kind='bar',legend=False)\n",
"plt.title('pedestrians by KABCO rating')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fatal or Severely injured (K,A) people \n",
"* per day\n",
"* per year"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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8uP75z3+qpKREEyZM0G+//Vbt5QEAAABwD9PBIiIiQkeOHHHeb968uXbu3Fmm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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# number of severely injured people per day\n",
"sevInjPer = base[base.SEVERITY.isin(['K','A'])]\n",
"sevInjPer.groupby('date').count()[['CS_ID']].plot(alpha=.7,legend=False)\n",
"plt.ylabel('persons per day',fontsize=20)\n",
"plt.title('Fatal or Severly injured (K,A)')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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QVAAAAAAYDkEFAAAAgOEQVAAAAAAYDkEFAAAAgOEQVAAAAAAYDkEFAAAAgOEQ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\ncf4PckqPMGaCsJcAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sevInjPer.groupby(sevInjPer.date.dt.year).count()[['CS_ID']].plot(kind='bar',\n",
" legend=False)\n",
"plt.ylabel('persons per year',fontsize=20)\n",
"plt.title('Fatal or Severly injured (K,A)')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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7WG1trZYsWaIPP/xQixcv1q9+9SuPFAsAAACgfbMcQL744gsNGDBA06dPb3HM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\nv9PFF1+s559/Xl988UWr6gI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Ut956q/r27avt27frgw8+0IABAzRs2DBvl+xxBBA/9+ij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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# number of fatalities per day\n",
"fatal = base[base.SEVERITY.isin(['K'])]\n",
"fatal.groupby(fatal.date.dt.year).count()[['CS_ID']].plot(kind='bar',legend=False)\n",
"plt.ylabel('persons per year',fontsize=20)\n",
"plt.title('Fatal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pedestrians: Fatal or Severely injured (K,A)\n",
"* per day\n",
"* per year"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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YsmQJunfvji5duuD06dPGccPDw9G+fXuPxE1ERL6EmQURkRyqSCxmz55t8nnh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\n6NAhJCQkICEhAdHR0SgqKsL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0FCkpKfj111/xyiuvODXNqVOnGv+eNWsWYmJilArXIUX7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\nQkKw2+0EBATw1FNP4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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# number of severely injured pedestrians per day\n",
"sevInjPed = base[(base.SEVERITY.isin(['K','A']))&(base.f_Role=='pedestrian')]\n",
"sevInjPed.groupby('date').count()[['CS_ID']].plot(alpha=.7,legend=False)\n",
"plt.ylabel('persons per day',fontsize=20)\n",
"plt.title('Pedestrians: Fatal or Severly injured (K,A)')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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XWx5To0YN1ahR464KBAAAAFDx2BxU2rVrp6ioKIWGhtrceVRUlKKi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\nKgAAAACMQ1EBAAAAYByKCgAAAADjUFQAAAAAGIe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9KD4+Xp9++qnuvvvuBm+aEx8fr6lT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\nxvl/8uHGbeZ2uQsAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# number of severely injured pedestrians per year\n",
"sevInjPed.groupby(sevInjPed.date.dt.year).count()[['CS_ID']].plot(kind='bar',\n",
" legend=False)\n",
"plt.ylabel('persons per year',fontsize=20)\n",
"plt.title('Pedestrians: Fatal or Severly injured (K,A)')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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TBiIiUofwxpvj+bZ6IiKlMWEgIiIiIiK7mDCQNa8cESQin8TLVoiIfAITBiIi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\ngycnT26ST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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# number of severely injured bicyclists per day\n",
"sevInjBic = base[(base.SEVERITY.isin(['K','A']))&(base.f_Role=='bicyclist')]\n",
"sevInjBic.groupby('date').count()[['CS_ID']].plot(alpha=.7,legend=False)\n",
"plt.ylabel('persons per day',fontsize=20)\n",
"plt.title('Bicyclists: Fatal or Severly injured (K,A)')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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4TgQAAADAzatUX0QYGBioiRMnav/+/dq5c6dOnz4tb29vRUVFqW7d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\n5OKNAuLDPv74Y40ZM0Y33HCDrrjiCt1yyy3Kzc1VVFSUZs2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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sevInjBic.groupby(sevInjBic.date.dt.year).count()[['CS_ID']].plot(kind='bar',\n",
" legend=False)\n",
"plt.ylabel('persons per year',fontsize=20)\n",
"plt.title('Biciclists: Fatal or Severly injured (K,A)')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Summary Numbers"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"crashes per year 53136\n"
]
}
],
"source": [
"print 'crashes per year',crashPR.shape[0]/7"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"people with K, A,B, or C injuries per year 56071\n",
"crashes with K, A,B, or C injuries per year 38959\n"
]
}
],
"source": [
"kabcInjury = base[base.SEVERITY.isin(['K','A','B','C'])].CS_ID\n",
"print 'people with K, A,B, or C injuries per year',kabcInjury.shape[0]/7\n",
"print 'crashes with K, A,B, or C injuries per year',crash[(crash.CS_ID.isin(kabcInjury))].shape[0]/7"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"people with A injuries per year 3581\n",
"crashes with A injuries per year 3133\n"
]
}
],
"source": [
"aInjury = base[base.SEVERITY.isin(['A'])].CS_ID\n",
"print 'people with A injuries per year',aInjury.shape[0]/7\n",
"print 'crashes with A injuries per year',crash[(crash.CS_ID.isin(aInjury))].shape[0]/7"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"fatalities per year 276\n",
"crashes with fatalities per year 263\n"
]
}
],
"source": [
"kInjury = base[base.SEVERITY.isin(['K'])].CS_ID\n",
"print 'fatalities per year',kInjury.shape[0]/7\n",
"print 'crashes with fatalities per year',crash[(crash.CS_ID.isin(kInjury))].shape[0]/7"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Linked police and hospital data\n",
"The rest of the notebook is on the linked data. People who were able to be matched from the police report to the hospital records."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"number of people in the linked data 69657\n"
]
}
],
"source": [
"print 'number of people in the linked data',linked.shape[0]"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"number of crashes in the linked data 57699\n"
]
}
],
"source": [
"print 'number of crashes in the linked data',linked.drop_duplicates('CS_ID').shape[0]"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" CI_ID | \n",
"
\n",
" \n",
" event | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" Bicyclist, Collision With | \n",
" 3651 | \n",
"
\n",
" \n",
" Other Motor Vehicle, Collision With | \n",
" 36622 | \n",
"
\n",
" \n",
" Pedestrian, Collision With | \n",
" 14262 | \n",
"
\n",
" \n",
" other object | \n",
" 3164 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" CI_ID\n",
"event \n",
"Bicyclist, Collision With 3651\n",
"Other Motor Vehicle, Collision With 36622\n",
"Pedestrian, Collision With 14262\n",
"other object 3164"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"event = {\n",
" 1:'Other Motor Vehicle, Collision With',\n",
" 2:'Pedestrian, Collision With',\n",
" 3:'Bicyclist, Collision With'}\n",
"\n",
"linked['event'] = linked.EVNTT_ID.astype(int).map(event)\n",
"\n",
"linked.drop_duplicates('CS_ID').fillna('other object').groupby(['event'])\\\n",
" .count()[['CI_ID']]"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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BBRIR1PQgghhBBCCCGEECIqpONJCCGEEEIIIYQQQkSFdDwJIYQQQgghhBBCiKiQjichhBBCCCGE\nEEIIERXS8SSEEEIIIYQQQgghokI6noQQQgghhBBCCCFEVEjHkxBCCCGEEEIIIYSIiv8Cn2mmgTJp\n5aYAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"linked.drop_duplicates('CS_ID').fillna('other object').groupby(['event'])\\\n",
" .count()[['CI_ID']].sort_values('CI_ID').plot(kind='barh',legend=False,fontsize=24)\n",
"\n",
"plt.title('Collision Type',fontsize=26)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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AGwoqSEjSt7/9bX37298OZy0AAAAAmogLBokPP/xQgwcPliStX7/+gisYOnRo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\nTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"linked.drop_duplicates('CS_ID').groupby(linked.VEH_CNT.astype(int))\\\n",
" .count()[['CI_ID']].plot(kind='barh',legend=False)\n",
"plt.ylabel('vehicles per crash')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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hwwaFhYWpXr16FepsNpteffVVlzYJAAAAAJUxHWjS09MdP5eUlOj48eM6fvy4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\nYlzeOAAAAACYDjRxcXGOn9e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eeughSVKfPn1UWVmpbdu2UWi8iEIDSzh37px6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\nAAAYi0IDAAAAwFgUGgAAAADG+j80PTSrw4hezAAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# linked number per year\n",
"linked.groupby('DOT_CASE_YR').count()[['CS_ID']].plot(kind='bar',legend=False)\n",
"plt.ylabel('persons per year',fontsize=20)\n",
"plt.title('people in the linked data')"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" CS_ID | \n",
"
\n",
" \n",
" DOT_CASE_YR | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2010 | \n",
" 31 | \n",
"
\n",
" \n",
" 2011 | \n",
" 22291 | \n",
"
\n",
" \n",
" 2012 | \n",
" 23393 | \n",
"
\n",
" \n",
" 2013 | \n",
" 23942 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" CS_ID\n",
"DOT_CASE_YR \n",
"2010 31\n",
"2011 22291\n",
"2012 23393\n",
"2013 23942"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"linked.groupby('DOT_CASE_YR').count()[['CS_ID']]"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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gkpKSugSO/xYcHKz58+fr4MGDTuwMA8Xb21vP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\nAAAAADDU/wOpcgxt4zYZIAAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"linked.groupby(base.SEVERITY).count()[['CS_ID']].plot(kind='bar',legend=False)\n",
"plt.title('people in linked data by KABCO rating')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pedestrian/bicyclist 1-vehicle - linked data\n",
"pedestrians and bicyclists involved in one vehicle collisions in the linked dataset"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" CI_ID | \n",
"
\n",
" \n",
" f_OtherVehTypeVIN | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" Bus | \n",
" 1 | \n",
"
\n",
" \n",
" Car | \n",
" 340 | \n",
"
\n",
" \n",
" Minivan | \n",
" 8 | \n",
"
\n",
" \n",
" Pickup | \n",
" 3 | \n",
"
\n",
" \n",
" SUV | \n",
" 88 | \n",
"
\n",
" \n",
" Truck | \n",
" 4 | \n",
"
\n",
" \n",
" Van | \n",
" 35 | \n",
"
\n",
" \n",
" unknown | \n",
" 3042 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" CI_ID\n",
"f_OtherVehTypeVIN \n",
"Bus 1\n",
"Car 340\n",
"Minivan 8\n",
"Pickup 3\n",
"SUV 88\n",
"Truck 4\n",
"Van 35\n",
"unknown 3042"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ped[ped.CI_SEX_CDE_driver=='unknown'].groupby(ped.f_OtherVehTypeVIN).count()[['CI_ID']]"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" CI_ID | \n",
"
\n",
" \n",
" f_OtherVehType | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" Bus | \n",
" 20 | \n",
"
\n",
" \n",
" Car | \n",
" 598 | \n",
"
\n",
" \n",
" Motorcycle | \n",
" 10 | \n",
"
\n",
" \n",
" Pickup | \n",
" 11 | \n",
"
\n",
" \n",
" Suburban | \n",
" 334 | \n",
"
\n",
" \n",
" Truck | \n",
" 24 | \n",
"
\n",
" \n",
" Van | \n",
" 64 | \n",
"
\n",
" \n",
" unknown | \n",
" 2460 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" CI_ID\n",
"f_OtherVehType \n",
"Bus 20\n",
"Car 598\n",
"Motorcycle 10\n",
"Pickup 11\n",
"Suburban 334\n",
"Truck 24\n",
"Van 64\n",
"unknown 2460"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ped[ped.CI_SEX_CDE_driver=='unknown'].groupby(ped.f_OtherVehType).count()[['CI_ID']]"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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AAAsQ2gAAACxAaAMAALAAoQ0AAMAChDYAAAALENoAAAAsQGgDAACwAKENAADA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\nhCoAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"title = 'Gender of drivers and pedestrians in 1-vehicle pedestrian crashes'\n",
"pedSexCount = ped.groupby('f_Sex').count()[['CI_ID']]/ped.shape[0]*100\n",
"pedSexCount.columns=['ped']\n",
"pedSexCount.index.name = 'sex'\n",
"\n",
"driverSexCount = ped.groupby('f_DriverSex').count()[['CI_ID']]/ped.shape[0]*100\n",
"driverSexCount.columns = ['driver']\n",
"driverSexCount.index.name = 'sex'\n",
"driverSexCount.join(pedSexCount).T.plot(kind='bar',\n",
" stacked=True,\n",
" figsize=(10,10),title=title)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" driver | \n",
" ped | \n",
"
\n",
" \n",
" sex | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" female | \n",
" 19.428053 | \n",
" 43.894689 | \n",
"
\n",
" \n",
" male | \n",
" 60.485701 | \n",
" 56.105311 | \n",
"
\n",
" \n",
" unknown | \n",
" 20.086246 | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" driver ped\n",
"sex \n",
"female 19.428053 43.894689\n",
"male 60.485701 56.105311\n",
"unknown 20.086246 NaN"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"driverSexCount.join(pedSexCount)#.T.plot(kind='bar',stacked=True,figsize=(10,6))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Severity"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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rr71W9957rxITEx2OVVVVpTVr1mjTpk0qKChQTEyM7rzzTiUlJVVrd9OmTVq/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\nAKMQcgAAAAAY5f8Az9fly4x/84wAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ped.hosp_biss.hist(bins=50)\n",
"plt.ylabel('frequency',fontsize=24)\n",
"plt.xlabel('b-ISS',fontsize=24)\n",
"plt.title('Pedestrians and Bicyclists',fontsize=24)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(17624, 106)"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ped.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"counts and percentage of severe\n",
"* severe = b-ISS > 8\n",
"* severe = b-ISS > 15"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
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" \n",
" \n",
" | \n",
" CI_ID | \n",
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" | \n",
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"text/plain": [
" CI_ID\n",
"hosp_biss \n",
"False 15916\n",
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"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ped.groupby(ped.hosp_biss>8).count()[['CI_ID']]"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
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" 0.903087 | \n",
"
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" 0.096913 | \n",
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" \n",
"
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"
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],
"text/plain": [
" CI_ID\n",
"hosp_biss \n",
"False 0.903087\n",
"True 0.096913"
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"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ped.groupby(ped.hosp_biss>8).count()[['CI_ID']]/ped.shape[0]"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
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" \n",
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" | \n",
" CI_ID | \n",
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"
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],
"text/plain": [
" CI_ID\n",
"hosp_biss \n",
"False 16725\n",
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"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ped.groupby(ped.hosp_biss>15).count()[['CI_ID']]"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
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" \n",
" \n",
" | \n",
" CI_ID | \n",
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" hosp_biss | \n",
" | \n",
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" False | \n",
" 0.94899 | \n",
"
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"text/plain": [
" CI_ID\n",
"hosp_biss \n",
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"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ped.groupby(ped.hosp_biss>15).count()[['CI_ID']]/ped.shape[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"KABCO rating vs b-ISS for pedestrian linked"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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cavu5//77JUkLFy60uBIAZnnv/8AciDMFJEDMmjVLbrfb9zgtLU0ul0tLlizR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\nNAoEAAAAAKdRIAAAAAA47f8AA/r7ljaC2ZQAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"\n",
"sns.boxplot(x='SEVERITY',y='hosp_biss',\n",
" data=ped,order=['K','A','B','C','O','Z'], whis=[5,95]\n",
" ).set_title('Pedestrian/Bicyclists')"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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QIiIiIiJiW8LmgfjlL3/J+vXrmT9/PgsXLoy2Nzc38/TTT7N69WoCgQDFxcVce+21DBky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\ny/8Oo7LPTVxBfcBugDjsJ4pf/vKX3Hn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paBT7+OGUsvjBvWNuH3vj1XHbjNe/cd79Eucv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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.stripplot(x='SEVERITY',y='hosp_biss',\n",
" data=ped,order=['K','A','B','C','O','Z'],jitter=True\n",
" ).set_title('Pedestrian/Bicyclists')"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" CI_ID | \n",
"
\n",
" \n",
" SEVERITY | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" A | \n",
" 2205 | \n",
"
\n",
" \n",
" B | \n",
" 3890 | \n",
"
\n",
" \n",
" C | \n",
" 10452 | \n",
"
\n",
" \n",
" K | \n",
" 220 | \n",
"
\n",
" \n",
" O | \n",
" 326 | \n",
"
\n",
" \n",
" Z | \n",
" 531 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" CI_ID\n",
"SEVERITY \n",
"A 2205\n",
"B 3890\n",
"C 10452\n",
"K 220\n",
"O 326\n",
"Z 531"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ped.groupby('SEVERITY').count()[['CI_ID']]"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" CI_ID | \n",
"
\n",
" \n",
" kabco | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" B | \n",
" 3890 | \n",
"
\n",
" \n",
" C | \n",
" 10452 | \n",
"
\n",
" \n",
" K/A | \n",
" 2425 | \n",
"
\n",
" \n",
" O | \n",
" 326 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" CI_ID\n",
"kabco \n",
"B 3890\n",
"C 10452\n",
"K/A 2425\n",
"O 326"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ped['kabco'] = ped[ped.SEVERITY.isin(['B','C','O'])].SEVERITY\n",
"ped.loc[ped.SEVERITY.isin(['K','A']),'kabco']='K/A'\n",
"ped.groupby('kabco').count()[['CI_ID']]"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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5ckSrV6/WgAED3J2LkJAQff/739cVV1yhyMhIffHFF1q3bp1mz56t3/72t+re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\ntQYu0AAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(x='kabco',y='hosp_biss',\n",
" data=ped,order=['K/A','B','C','O'], whis=[5,95],width=.5\n",
" ).set_title('Pedestrian/Bicyclists')\n",
"plt.ylabel('b-ISS',fontsize=20)\n",
"plt.xlabel('KABCO',fontsize=20)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" CI_ID | \n",
"
\n",
" \n",
" kabco | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" B | \n",
" 3890 | \n",
"
\n",
" \n",
" C | \n",
" 10452 | \n",
"
\n",
" \n",
" K/A | \n",
" 2425 | \n",
"
\n",
" \n",
" O | \n",
" 326 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" CI_ID\n",
"kabco \n",
"B 3890\n",
"C 10452\n",
"K/A 2425\n",
"O 326"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ped.groupby('kabco').count()[['CI_ID']]"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" hosp_biss | \n",
" False | \n",
" True | \n",
"
\n",
" \n",
" kabco | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" False | \n",
" 14240 | \n",
" 959 | \n",
"
\n",
" \n",
" True | \n",
" 1676 | \n",
" 749 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
"hosp_biss False True \n",
"kabco \n",
"False 14240 959\n",
"True 1676 749"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ct = pd.crosstab(ped.kabco=='K/A',ped.hosp_biss>8)\n",
"ct"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"17624"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ped.shape[0]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}