{
"cells": [
{
"cell_type": "markdown",
"id": "1a6996fd",
"metadata": {},
"source": [
"# GEOG 489 Project"
]
},
{
"cell_type": "markdown",
"id": "d3c285c3",
"metadata": {},
"source": [
"## Introduction"
]
},
{
"cell_type": "markdown",
"id": "102675e4",
"metadata": {},
"source": [
"### 1. Motivations"
]
},
{
"cell_type": "markdown",
"id": "3552ef77",
"metadata": {},
"source": [
"Food safety is a critical public health issue. In urban areas like Chicago, Illinois, government oversight of institutions that serve food to the public is important to maintain the health of the people who eat or acquire food at these institutions. Failure to follow proper health and safety codes on the part of private enterprises can lead to outbreaks of infectious and food-borne illnesses."
]
},
{
"cell_type": "markdown",
"id": "6bbb6436",
"metadata": {},
"source": [
"### 2. Goals"
]
},
{
"cell_type": "markdown",
"id": "5eabdcb4",
"metadata": {},
"source": [
"The City of Chicago plots every health inspection of a food-serving institution on a map along with the institution’s evaluated risk level (Low, Medium, High). By analyzing this data, we will be able to visualize which areas might be underserved and therefore at higher risk for poor food safety and increased risk of food-borne illnesses. We are interested to see if there is a correlation between risk level and demographic data, and will create visualizations to see how this changes. The available dataset has a decade of health inspection data, so we will be able to see if there are any long term trends, in regards to what kind of establishments are inspected more frequently, and what association there is with the demographics of the region. \n",
"\n",
"\n",
"Additionally, we will plot these inspection records on the Chicago road network, which will allow us to perform route efficiency analysis to maximize the number of inspections a theoretical inspector could perform. We will perform a network analysis using the restaurants as nodes, to create a visualization of the nearest restaurants to a health inspection office. By optimizing the route a theoretical health inspector might take, we could improve the efficiency of health inspections and potentially service more restaurants on a daily basis. \n"
]
},
{
"cell_type": "markdown",
"id": "07c28265",
"metadata": {},
"source": [
"### 3. Datasets"
]
},
{
"cell_type": "markdown",
"id": "e1be5336",
"metadata": {},
"source": [
"- Shapefile of Chicago\n",
"- Food inspections: This dataset is derived from inspections of restaurants and other food establishments in Chicago from January 1, 2010 to the present. Inspections are performed by staff from the Chicago Department of Public Health’s Food Protection Program using a standardized procedure.\n",
"- Census data: Selected socioeconomic indicators in Chicago\n",
"- Chicago road networks\n",
"\n",
"![jupyter](./figures/road_networks.png)"
]
},
{
"cell_type": "markdown",
"id": "c8a53bce",
"metadata": {},
"source": [
"## Implementation"
]
},
{
"cell_type": "markdown",
"id": "7fe4f59d",
"metadata": {},
"source": [
"### 0. Import Libraries"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "52231f84",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import geopandas as gpd\n",
"import matplotlib.pyplot as plt\n",
"import time\n",
"import plotly.express as px\n",
"import seaborn\n",
"from dash import Dash, dcc, html, Input, Output\n",
"from collections import defaultdict\n",
"import warnings\n",
"import libpysal\n",
"import esda\n",
"import random\n",
"from datetime import datetime\n",
"import osmnx as ox\n",
"import networkx as nx\n",
"import pulp\n",
"from pulp import *\n",
"from scipy.spatial.distance import cdist\n",
"from descartes import PolygonPatch\n",
"from shapely.geometry import Point, LineString, MultiLineString, Polygon\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "markdown",
"id": "101137ec",
"metadata": {},
"source": [
"### 1. Import Data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "ee3460e4",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" CHICOMNO \n",
" DISTNAME \n",
" DISTITLE \n",
" FAMINC \n",
" HOUSINC \n",
" PERCAPINC \n",
" MEDVALOOH \n",
" MEDRENT \n",
" geometry \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0047 \n",
" 47 \n",
" Burnside \n",
" 30179 \n",
" 25946 \n",
" 9025 \n",
" 54900 \n",
" 371 \n",
" POLYGON ((-87.60020 41.73660, -87.59860 41.736... \n",
" \n",
" \n",
" 1 \n",
" 0054 \n",
" 54 \n",
" Riverdale \n",
" 7360 \n",
" 6401 \n",
" 3952 \n",
" 46000 \n",
" 115 \n",
" POLYGON ((-87.61220 41.68530, -87.61190 41.685... \n",
" \n",
" \n",
" 2 \n",
" 0001 \n",
" 1 \n",
" Rogers Park \n",
" 27330 \n",
" 23902 \n",
" 12603 \n",
" 108400 \n",
" 429 \n",
" POLYGON ((-87.67802 42.02298, -87.67771 42.023... \n",
" \n",
" \n",
" 3 \n",
" 0002 \n",
" 2 \n",
" West Ridge \n",
" 36791 \n",
" 31408 \n",
" 14792 \n",
" 127700 \n",
" 491 \n",
" POLYGON ((-87.70991 42.01177, -87.70920 42.011... \n",
" \n",
" \n",
" 4 \n",
" 0003 \n",
" 3 \n",
" Uptown \n",
" 22378 \n",
" 19711 \n",
" 12389 \n",
" 137800 \n",
" 378 \n",
" POLYGON ((-87.65520 41.97660, -87.65230 41.976... \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" CHICOMNO DISTNAME DISTITLE FAMINC HOUSINC PERCAPINC MEDVALOOH \\\n",
"0 0047 47 Burnside 30179 25946 9025 54900 \n",
"1 0054 54 Riverdale 7360 6401 3952 46000 \n",
"2 0001 1 Rogers Park 27330 23902 12603 108400 \n",
"3 0002 2 West Ridge 36791 31408 14792 127700 \n",
"4 0003 3 Uptown 22378 19711 12389 137800 \n",
"\n",
" MEDRENT geometry \n",
"0 371 POLYGON ((-87.60020 41.73660, -87.59860 41.736... \n",
"1 115 POLYGON ((-87.61220 41.68530, -87.61190 41.685... \n",
"2 429 POLYGON ((-87.67802 42.02298, -87.67771 42.023... \n",
"3 491 POLYGON ((-87.70991 42.01177, -87.70920 42.011... \n",
"4 378 POLYGON ((-87.65520 41.97660, -87.65230 41.976... "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Import shapefile\n",
"chicomm = gpd.read_file('./data/chicomm/chicomm.shp')\n",
"chicomm.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "235c7a78",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Inspection ID \n",
" DBA Name \n",
" AKA Name \n",
" License # \n",
" Facility Type \n",
" Risk \n",
" Address \n",
" City \n",
" State \n",
" Zip \n",
" Inspection Date \n",
" Inspection Type \n",
" Results \n",
" Violations \n",
" Latitude \n",
" Longitude \n",
" Location \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 2129828 \n",
" CHICAGO PIZZA & OVEN GRINDER \n",
" CHICAGO PIZZA & OVEN GRINDER \n",
" 28176.0 \n",
" Restaurant \n",
" Risk 1 (High) \n",
" 2121 N CLARK ST \n",
" CHICAGO \n",
" IL \n",
" 60614.0 \n",
" 1/2/2018 \n",
" Complaint \n",
" No Entry \n",
" NaN \n",
" 41.920808 \n",
" -87.637425 \n",
" (-87.63742463183816, 41.92080847859943) \n",
" \n",
" \n",
" 1 \n",
" 2129833 \n",
" CHIPOTLE MEXICAN GRILL \n",
" CHIPOTLE MEXICAN GRILL \n",
" 76582.0 \n",
" Restaurant \n",
" Risk 1 (High) \n",
" 2256 N ORCHARD ST \n",
" CHICAGO \n",
" IL \n",
" 60614.0 \n",
" 1/2/2018 \n",
" Canvass \n",
" Fail \n",
" 18. NO EVIDENCE OF RODENT OR INSECT OUTER OPEN... \n",
" 41.923518 \n",
" -87.646418 \n",
" (-87.64641808703628, 41.92351840128967) \n",
" \n",
" \n",
" 2 \n",
" 2129829 \n",
" FORK \n",
" FORK \n",
" 1276082.0 \n",
" Restaurant \n",
" Risk 1 (High) \n",
" 4600-4602 N LINCOLN AVE \n",
" CHICAGO \n",
" IL \n",
" 60625.0 \n",
" 1/2/2018 \n",
" Complaint \n",
" No Entry \n",
" NaN \n",
" 41.964902 \n",
" -87.686279 \n",
" (-87.68627917084095, 41.964902360748326) \n",
" \n",
" \n",
" 3 \n",
" 2129836 \n",
" JIMMY JOHNS SANDWICH SHOPS \n",
" JIMMY JOHNS SANDWICH SHOPS \n",
" 1695167.0 \n",
" Restaurant \n",
" Risk 1 (High) \n",
" 2029 W DIVISION ST \n",
" CHICAGO \n",
" IL \n",
" 60622.0 \n",
" 1/2/2018 \n",
" Canvass \n",
" Pass w/ Conditions \n",
" 21. * CERTIFIED FOOD MANAGER ON SITE WHEN POTE... \n",
" 41.903060 \n",
" -87.678437 \n",
" (-87.67843725836676, 41.903059772046284) \n",
" \n",
" \n",
" 4 \n",
" 2129832 \n",
" MORSE FRESH MARKET \n",
" MORSE FRESH MARKET \n",
" 1518304.0 \n",
" Grocery Store \n",
" Risk 1 (High) \n",
" 1430 W MORSE AVE \n",
" CHICAGO \n",
" IL \n",
" 60626.0 \n",
" 1/2/2018 \n",
" Canvass Re-Inspection \n",
" Fail \n",
" 29. PREVIOUS MINOR VIOLATION(S) CORRECTED 7-42... \n",
" 42.007995 \n",
" -87.667174 \n",
" (-87.66717414671852, 42.00799491993327) \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Inspection ID DBA Name AKA Name \\\n",
"0 2129828 CHICAGO PIZZA & OVEN GRINDER CHICAGO PIZZA & OVEN GRINDER \n",
"1 2129833 CHIPOTLE MEXICAN GRILL CHIPOTLE MEXICAN GRILL \n",
"2 2129829 FORK FORK \n",
"3 2129836 JIMMY JOHNS SANDWICH SHOPS JIMMY JOHNS SANDWICH SHOPS \n",
"4 2129832 MORSE FRESH MARKET MORSE FRESH MARKET \n",
"\n",
" License # Facility Type Risk Address City \\\n",
"0 28176.0 Restaurant Risk 1 (High) 2121 N CLARK ST CHICAGO \n",
"1 76582.0 Restaurant Risk 1 (High) 2256 N ORCHARD ST CHICAGO \n",
"2 1276082.0 Restaurant Risk 1 (High) 4600-4602 N LINCOLN AVE CHICAGO \n",
"3 1695167.0 Restaurant Risk 1 (High) 2029 W DIVISION ST CHICAGO \n",
"4 1518304.0 Grocery Store Risk 1 (High) 1430 W MORSE AVE CHICAGO \n",
"\n",
" State Zip Inspection Date Inspection Type Results \\\n",
"0 IL 60614.0 1/2/2018 Complaint No Entry \n",
"1 IL 60614.0 1/2/2018 Canvass Fail \n",
"2 IL 60625.0 1/2/2018 Complaint No Entry \n",
"3 IL 60622.0 1/2/2018 Canvass Pass w/ Conditions \n",
"4 IL 60626.0 1/2/2018 Canvass Re-Inspection Fail \n",
"\n",
" Violations Latitude Longitude \\\n",
"0 NaN 41.920808 -87.637425 \n",
"1 18. NO EVIDENCE OF RODENT OR INSECT OUTER OPEN... 41.923518 -87.646418 \n",
"2 NaN 41.964902 -87.686279 \n",
"3 21. * CERTIFIED FOOD MANAGER ON SITE WHEN POTE... 41.903060 -87.678437 \n",
"4 29. PREVIOUS MINOR VIOLATION(S) CORRECTED 7-42... 42.007995 -87.667174 \n",
"\n",
" Location \n",
"0 (-87.63742463183816, 41.92080847859943) \n",
"1 (-87.64641808703628, 41.92351840128967) \n",
"2 (-87.68627917084095, 41.964902360748326) \n",
"3 (-87.67843725836676, 41.903059772046284) \n",
"4 (-87.66717414671852, 42.00799491993327) "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Import food inspection data\n",
"inspections = pd.read_csv('./data/inspections_data_18_22.csv')\n",
"inspections.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "3e073e3d",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Community Area Number \n",
" COMMUNITY AREA NAME \n",
" PERCENT OF HOUSING CROWDED \n",
" PERCENT HOUSEHOLDS BELOW POVERTY \n",
" PERCENT AGED 16+ UNEMPLOYED \n",
" PERCENT AGED 25+ WITHOUT HIGH SCHOOL DIPLOMA \n",
" PERCENT AGED UNDER 18 OR OVER 64 \n",
" PER CAPITA INCOME \n",
" HARDSHIP INDEX \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 1.0 \n",
" Rogers Park \n",
" 7.7 \n",
" 23.6 \n",
" 8.7 \n",
" 18.2 \n",
" 27.5 \n",
" 23939 \n",
" 39.0 \n",
" \n",
" \n",
" 1 \n",
" 2.0 \n",
" West Ridge \n",
" 7.8 \n",
" 17.2 \n",
" 8.8 \n",
" 20.8 \n",
" 38.5 \n",
" 23040 \n",
" 46.0 \n",
" \n",
" \n",
" 2 \n",
" 3.0 \n",
" Uptown \n",
" 3.8 \n",
" 24.0 \n",
" 8.9 \n",
" 11.8 \n",
" 22.2 \n",
" 35787 \n",
" 20.0 \n",
" \n",
" \n",
" 3 \n",
" 4.0 \n",
" Lincoln Square \n",
" 3.4 \n",
" 10.9 \n",
" 8.2 \n",
" 13.4 \n",
" 25.5 \n",
" 37524 \n",
" 17.0 \n",
" \n",
" \n",
" 4 \n",
" 5.0 \n",
" North Center \n",
" 0.3 \n",
" 7.5 \n",
" 5.2 \n",
" 4.5 \n",
" 26.2 \n",
" 57123 \n",
" 6.0 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Community Area Number COMMUNITY AREA NAME PERCENT OF HOUSING CROWDED \\\n",
"0 1.0 Rogers Park 7.7 \n",
"1 2.0 West Ridge 7.8 \n",
"2 3.0 Uptown 3.8 \n",
"3 4.0 Lincoln Square 3.4 \n",
"4 5.0 North Center 0.3 \n",
"\n",
" PERCENT HOUSEHOLDS BELOW POVERTY PERCENT AGED 16+ UNEMPLOYED \\\n",
"0 23.6 8.7 \n",
"1 17.2 8.8 \n",
"2 24.0 8.9 \n",
"3 10.9 8.2 \n",
"4 7.5 5.2 \n",
"\n",
" PERCENT AGED 25+ WITHOUT HIGH SCHOOL DIPLOMA \\\n",
"0 18.2 \n",
"1 20.8 \n",
"2 11.8 \n",
"3 13.4 \n",
"4 4.5 \n",
"\n",
" PERCENT AGED UNDER 18 OR OVER 64 PER CAPITA INCOME HARDSHIP INDEX \n",
"0 27.5 23939 39.0 \n",
"1 38.5 23040 46.0 \n",
"2 22.2 35787 20.0 \n",
"3 25.5 37524 17.0 \n",
"4 26.2 57123 6.0 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Import census data\n",
"census = pd.read_csv('./data/Census_Data_-_Selected_socioeconomic_indicators_in_Chicago__2008___2012.csv')\n",
"census.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "dcb912ec",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Overview of the data\n",
"# Chicago shapefile\n",
"fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n",
"chicomm.plot(ax=ax)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "868d5480",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Pie chart: risk level\n",
"inspections_by_risk = inspections.groupby('Risk').size()\n",
"plt.pie(inspections_by_risk,\n",
" labels=inspections_by_risk.index.to_list(),\n",
" radius=2);"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "7d6b1e8b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Pie chart: inspection type\n",
"inspections_by_type = inspections.groupby('Inspection Type').size()\n",
"plt.pie(inspections_by_type,\n",
" labels=inspections_by_type.index.to_list(),\n",
" radius=2);"
]
},
{
"cell_type": "markdown",
"id": "bcdcf192",
"metadata": {},
"source": [
"### 2. Data Preparation"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "f8de2388",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DISTNAME int64\n",
"DISTITLE object\n",
"geometry geometry\n",
"dtype: object"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Prepare for merging\n",
"chicomm = chicomm[['DISTNAME', 'DISTITLE', 'geometry']]\n",
"chicomm.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "49868a8c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Community Area Number float64\n",
"PERCENT OF HOUSING CROWDED float64\n",
"PERCENT HOUSEHOLDS BELOW POVERTY float64\n",
"PERCENT AGED 16+ UNEMPLOYED float64\n",
"PERCENT AGED 25+ WITHOUT HIGH SCHOOL DIPLOMA float64\n",
"PERCENT AGED UNDER 18 OR OVER 64 float64\n",
"PER CAPITA INCOME int64\n",
"HARDSHIP INDEX float64\n",
"dtype: object"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Census data for each community\n",
"census_comm = census[:77]\n",
"census_chi = census[77:]\n",
"\n",
"# Drop a useless column\n",
"census_comm = census_comm.drop(columns=['COMMUNITY AREA NAME'])\n",
"\n",
"# Check data type\n",
"census_comm.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "24825790",
"metadata": {},
"outputs": [],
"source": [
"# Convert data type for merging\n",
"census_comm['Community Area Number'] = census_comm['Community Area Number'].astype(int)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "c6c2a070",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" DISTNAME \n",
" DISTITLE \n",
" geometry \n",
" Community Area Number \n",
" PERCENT OF HOUSING CROWDED \n",
" PERCENT HOUSEHOLDS BELOW POVERTY \n",
" PERCENT AGED 16+ UNEMPLOYED \n",
" PERCENT AGED 25+ WITHOUT HIGH SCHOOL DIPLOMA \n",
" PERCENT AGED UNDER 18 OR OVER 64 \n",
" PER CAPITA INCOME \n",
" HARDSHIP INDEX \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 47 \n",
" Burnside \n",
" POLYGON ((-87.60020 41.73660, -87.59860 41.736... \n",
" 47 \n",
" 6.8 \n",
" 33.0 \n",
" 18.6 \n",
" 19.3 \n",
" 42.7 \n",
" 12515 \n",
" 79.0 \n",
" \n",
" \n",
" 1 \n",
" 54 \n",
" Riverdale \n",
" POLYGON ((-87.61220 41.68530, -87.61190 41.685... \n",
" 54 \n",
" 5.8 \n",
" 56.5 \n",
" 34.6 \n",
" 27.5 \n",
" 51.5 \n",
" 8201 \n",
" 98.0 \n",
" \n",
" \n",
" 2 \n",
" 1 \n",
" Rogers Park \n",
" POLYGON ((-87.67802 42.02298, -87.67771 42.023... \n",
" 1 \n",
" 7.7 \n",
" 23.6 \n",
" 8.7 \n",
" 18.2 \n",
" 27.5 \n",
" 23939 \n",
" 39.0 \n",
" \n",
" \n",
" 3 \n",
" 2 \n",
" West Ridge \n",
" POLYGON ((-87.70991 42.01177, -87.70920 42.011... \n",
" 2 \n",
" 7.8 \n",
" 17.2 \n",
" 8.8 \n",
" 20.8 \n",
" 38.5 \n",
" 23040 \n",
" 46.0 \n",
" \n",
" \n",
" 4 \n",
" 3 \n",
" Uptown \n",
" POLYGON ((-87.65520 41.97660, -87.65230 41.976... \n",
" 3 \n",
" 3.8 \n",
" 24.0 \n",
" 8.9 \n",
" 11.8 \n",
" 22.2 \n",
" 35787 \n",
" 20.0 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" DISTNAME DISTITLE geometry \\\n",
"0 47 Burnside POLYGON ((-87.60020 41.73660, -87.59860 41.736... \n",
"1 54 Riverdale POLYGON ((-87.61220 41.68530, -87.61190 41.685... \n",
"2 1 Rogers Park POLYGON ((-87.67802 42.02298, -87.67771 42.023... \n",
"3 2 West Ridge POLYGON ((-87.70991 42.01177, -87.70920 42.011... \n",
"4 3 Uptown POLYGON ((-87.65520 41.97660, -87.65230 41.976... \n",
"\n",
" Community Area Number PERCENT OF HOUSING CROWDED \\\n",
"0 47 6.8 \n",
"1 54 5.8 \n",
"2 1 7.7 \n",
"3 2 7.8 \n",
"4 3 3.8 \n",
"\n",
" PERCENT HOUSEHOLDS BELOW POVERTY PERCENT AGED 16+ UNEMPLOYED \\\n",
"0 33.0 18.6 \n",
"1 56.5 34.6 \n",
"2 23.6 8.7 \n",
"3 17.2 8.8 \n",
"4 24.0 8.9 \n",
"\n",
" PERCENT AGED 25+ WITHOUT HIGH SCHOOL DIPLOMA \\\n",
"0 19.3 \n",
"1 27.5 \n",
"2 18.2 \n",
"3 20.8 \n",
"4 11.8 \n",
"\n",
" PERCENT AGED UNDER 18 OR OVER 64 PER CAPITA INCOME HARDSHIP INDEX \n",
"0 42.7 12515 79.0 \n",
"1 51.5 8201 98.0 \n",
"2 27.5 23939 39.0 \n",
"3 38.5 23040 46.0 \n",
"4 22.2 35787 20.0 "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"chicomm = chicomm.merge(census_comm, left_on='DISTNAME', right_on='Community Area Number')\n",
"chicomm.head()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "7a944765",
"metadata": {},
"outputs": [],
"source": [
"# Reorganize inspection data\n",
"inspections = inspections.drop(columns=['Location'])\n",
"\n",
"inspections['Inspection Date'] = inspections['Inspection Date'].map(lambda x: datetime.strptime(x, \"%m/%d/%Y\"))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "b2b668eb",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 2018-01-02\n",
"1 2018-01-02\n",
"2 2018-01-02\n",
"3 2018-01-02\n",
"4 2018-01-02\n",
" ... \n",
"67141 2021-12-30\n",
"67142 2021-12-30\n",
"67143 2021-12-30\n",
"67144 2021-12-30\n",
"67145 2021-12-30\n",
"Name: Inspection Date, Length: 67146, dtype: datetime64[ns]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"inspections = gpd.GeoDataFrame(\n",
" inspections, geometry=gpd.points_from_xy(inspections.Longitude, inspections.Latitude))\n",
"\n",
"inspections = inspections.drop(columns=['Latitude', 'Longitude'])\n",
"inspections['Inspection Date']"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "cdd5db2b",
"metadata": {},
"outputs": [],
"source": [
"inspections['Inspection Date'] = inspections['Inspection Date'].astype(str)"
]
},
{
"cell_type": "markdown",
"id": "6fb1ee7d",
"metadata": {},
"source": [
"The module \"time\" in Python uses structures like above to record date and time. Attributes: tm_year, tm_mon, tm_mday, tm_hour, tm_min. tm_sec, tm_wday, tm_yday and tm_isdst. We only care about the date."
]
},
{
"cell_type": "markdown",
"id": "0f99d94c",
"metadata": {},
"source": [
"Now we need to organize the inspection data by inspection date. This step can be quite time consuming if we keep the geodataframe data structure. So we use list instead."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "3737502e",
"metadata": {},
"outputs": [],
"source": [
"inspections = inspections.set_crs('epsg:4269')\n",
"inspections_by_year = defaultdict(list)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "a18d2ec7",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"# For each row in the inspection dataset, we convert it to a list\n",
"for idx, row in inspections.iterrows():\n",
" inspections_by_year[row['Inspection Date'][:4]].append(row.tolist())"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "d4c701f3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys(['2018', '2019', '2020', '2021'])"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"inspections_by_year.keys()"
]
},
{
"cell_type": "markdown",
"id": "6df8a1f4",
"metadata": {},
"source": [
"Convert 2-D lists to geodataframes."
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "62ea9a7a",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Inspection ID \n",
" DBA Name \n",
" AKA Name \n",
" License # \n",
" Facility Type \n",
" Risk \n",
" Address \n",
" City \n",
" State \n",
" Zip \n",
" Inspection Date \n",
" Inspection Type \n",
" Results \n",
" Violations \n",
" geometry \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 2356072 \n",
" ANNOYANCE PRODUCTIONS \n",
" THE ANNOYANCE THEATER \n",
" 2262292.0 \n",
" Restaurant \n",
" Risk 2 (Medium) \n",
" 851-853 W BELMONT AVE \n",
" CHICAGO \n",
" IL \n",
" 60657.0 \n",
" 2020-01-02 \n",
" Canvass \n",
" Pass w/ Conditions \n",
" 3. MANAGEMENT, FOOD EMPLOYEE AND CONDITIONAL E... \n",
" POINT (-87.65126 41.93984) \n",
" \n",
" \n",
" 1 \n",
" 2356070 \n",
" BE KIDS CAFE \n",
" BE KIDS CAFE \n",
" 2589026.0 \n",
" Restaurant \n",
" Risk 2 (Medium) \n",
" 2800 W NORTH AVE \n",
" CHICAGO \n",
" IL \n",
" 60647.0 \n",
" 2020-01-02 \n",
" License \n",
" Pass \n",
" NaN \n",
" POINT (-87.69709 41.91033) \n",
" \n",
" \n",
" 2 \n",
" 2356068 \n",
" BE KIDS CAFE \n",
" BE KIDS CAFE \n",
" 2589027.0 \n",
" Restaurant \n",
" Risk 2 (Medium) \n",
" 2800 W NORTH AVE \n",
" CHICAGO \n",
" IL \n",
" 60647.0 \n",
" 2020-01-02 \n",
" License Re-Inspection \n",
" Pass \n",
" NaN \n",
" POINT (-87.69709 41.91033) \n",
" \n",
" \n",
" 3 \n",
" 2356080 \n",
" BJ'S MARKET & BAKERY \n",
" BJ'S MARKET & BAKERY \n",
" 2708808.0 \n",
" Restaurant \n",
" Risk 1 (High) \n",
" 1737 E 95TH ST \n",
" CHICAGO \n",
" IL \n",
" 60617.0 \n",
" 2020-01-02 \n",
" License \n",
" Not Ready \n",
" NaN \n",
" POINT (-87.58107 41.72229) \n",
" \n",
" \n",
" 4 \n",
" 2356081 \n",
" CHICAGO'S PIZZA \n",
" CHICAGO'S PIZZA \n",
" 1696176.0 \n",
" Restaurant \n",
" Risk 1 (High) \n",
" 4520 W IRVING PARK RD \n",
" CHICAGO \n",
" IL \n",
" 60641.0 \n",
" 2020-01-02 \n",
" Canvass \n",
" Pass w/ Conditions \n",
" 3. MANAGEMENT, FOOD EMPLOYEE AND CONDITIONAL E... \n",
" POINT (-87.74148 41.95360) \n",
" \n",
" \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" \n",
" \n",
" 15118 \n",
" 2464201 \n",
" GUIDEPOST FIC B LLC \n",
" GUIDEPOST MONTESSORI WICKER PARK \n",
" 2548831.0 \n",
" Children's Services Facility \n",
" Risk 1 (High) \n",
" 1530 N DAMEN AVE \n",
" CHICAGO \n",
" IL \n",
" 60622.0 \n",
" 2020-12-31 \n",
" License \n",
" Pass \n",
" 63. REMOVAL OF SUSPENSION SIGN \n",
" POINT (-87.67758 41.90919) \n",
" \n",
" \n",
" 15119 \n",
" 2464197 \n",
" LA MALINCHE COFFEE HOUSE LLC \n",
" LA MALINCHE \n",
" 2766656.0 \n",
" Restaurant \n",
" Risk 1 (High) \n",
" 2110 S HALSTED ST \n",
" CHICAGO \n",
" IL \n",
" 60608.0 \n",
" 2020-12-31 \n",
" License Re-Inspection \n",
" Pass w/ Conditions \n",
" 3. MANAGEMENT, FOOD EMPLOYEE AND CONDITIONAL E... \n",
" POINT (-87.64667 41.85386) \n",
" \n",
" \n",
" 15120 \n",
" 2464111 \n",
" MUSE COFFEE STUDIO \n",
" MUSE COFFEE STUDIO \n",
" 2757627.0 \n",
" Restaurant \n",
" Risk 2 (Medium) \n",
" 747 S WESTERN AVE \n",
" CHICAGO \n",
" IL \n",
" 60612.0 \n",
" 2020-12-31 \n",
" License \n",
" Pass \n",
" NaN \n",
" POINT (-87.68603 41.87167) \n",
" \n",
" \n",
" 15121 \n",
" 2464202 \n",
" SHARKS FISH CHICKEN AND TONYS PHILLY STEAKS \n",
" SHARKS FISH CHICKEN AND TONYS PHILLY STEAKS \n",
" 2766769.0 \n",
" Restaurant \n",
" Risk 2 (Medium) \n",
" 344 E 95TH ST \n",
" CHICAGO \n",
" IL \n",
" 60619.0 \n",
" 2020-12-31 \n",
" License \n",
" Not Ready \n",
" NaN \n",
" POINT (-87.61479 41.72199) \n",
" \n",
" \n",
" 15122 \n",
" 2464191 \n",
" STERCH'S \n",
" STERCH'S \n",
" 1036.0 \n",
" TAVERN \n",
" Risk 3 (Low) \n",
" 2238 N LINCOLN AVE \n",
" CHICAGO \n",
" IL \n",
" 60614.0 \n",
" 2020-12-31 \n",
" Canvass \n",
" Out of Business \n",
" NaN \n",
" POINT (-87.64513 41.92270) \n",
" \n",
" \n",
"
\n",
"
15123 rows × 15 columns
\n",
"
"
],
"text/plain": [
" Inspection ID DBA Name \\\n",
"0 2356072 ANNOYANCE PRODUCTIONS \n",
"1 2356070 BE KIDS CAFE \n",
"2 2356068 BE KIDS CAFE \n",
"3 2356080 BJ'S MARKET & BAKERY \n",
"4 2356081 CHICAGO'S PIZZA \n",
"... ... ... \n",
"15118 2464201 GUIDEPOST FIC B LLC \n",
"15119 2464197 LA MALINCHE COFFEE HOUSE LLC \n",
"15120 2464111 MUSE COFFEE STUDIO \n",
"15121 2464202 SHARKS FISH CHICKEN AND TONYS PHILLY STEAKS \n",
"15122 2464191 STERCH'S \n",
"\n",
" AKA Name License # \\\n",
"0 THE ANNOYANCE THEATER 2262292.0 \n",
"1 BE KIDS CAFE 2589026.0 \n",
"2 BE KIDS CAFE 2589027.0 \n",
"3 BJ'S MARKET & BAKERY 2708808.0 \n",
"4 CHICAGO'S PIZZA 1696176.0 \n",
"... ... ... \n",
"15118 GUIDEPOST MONTESSORI WICKER PARK 2548831.0 \n",
"15119 LA MALINCHE 2766656.0 \n",
"15120 MUSE COFFEE STUDIO 2757627.0 \n",
"15121 SHARKS FISH CHICKEN AND TONYS PHILLY STEAKS 2766769.0 \n",
"15122 STERCH'S 1036.0 \n",
"\n",
" Facility Type Risk Address \\\n",
"0 Restaurant Risk 2 (Medium) 851-853 W BELMONT AVE \n",
"1 Restaurant Risk 2 (Medium) 2800 W NORTH AVE \n",
"2 Restaurant Risk 2 (Medium) 2800 W NORTH AVE \n",
"3 Restaurant Risk 1 (High) 1737 E 95TH ST \n",
"4 Restaurant Risk 1 (High) 4520 W IRVING PARK RD \n",
"... ... ... ... \n",
"15118 Children's Services Facility Risk 1 (High) 1530 N DAMEN AVE \n",
"15119 Restaurant Risk 1 (High) 2110 S HALSTED ST \n",
"15120 Restaurant Risk 2 (Medium) 747 S WESTERN AVE \n",
"15121 Restaurant Risk 2 (Medium) 344 E 95TH ST \n",
"15122 TAVERN Risk 3 (Low) 2238 N LINCOLN AVE \n",
"\n",
" City State Zip Inspection Date Inspection Type \\\n",
"0 CHICAGO IL 60657.0 2020-01-02 Canvass \n",
"1 CHICAGO IL 60647.0 2020-01-02 License \n",
"2 CHICAGO IL 60647.0 2020-01-02 License Re-Inspection \n",
"3 CHICAGO IL 60617.0 2020-01-02 License \n",
"4 CHICAGO IL 60641.0 2020-01-02 Canvass \n",
"... ... ... ... ... ... \n",
"15118 CHICAGO IL 60622.0 2020-12-31 License \n",
"15119 CHICAGO IL 60608.0 2020-12-31 License Re-Inspection \n",
"15120 CHICAGO IL 60612.0 2020-12-31 License \n",
"15121 CHICAGO IL 60619.0 2020-12-31 License \n",
"15122 CHICAGO IL 60614.0 2020-12-31 Canvass \n",
"\n",
" Results Violations \\\n",
"0 Pass w/ Conditions 3. MANAGEMENT, FOOD EMPLOYEE AND CONDITIONAL E... \n",
"1 Pass NaN \n",
"2 Pass NaN \n",
"3 Not Ready NaN \n",
"4 Pass w/ Conditions 3. MANAGEMENT, FOOD EMPLOYEE AND CONDITIONAL E... \n",
"... ... ... \n",
"15118 Pass 63. REMOVAL OF SUSPENSION SIGN \n",
"15119 Pass w/ Conditions 3. MANAGEMENT, FOOD EMPLOYEE AND CONDITIONAL E... \n",
"15120 Pass NaN \n",
"15121 Not Ready NaN \n",
"15122 Out of Business NaN \n",
"\n",
" geometry \n",
"0 POINT (-87.65126 41.93984) \n",
"1 POINT (-87.69709 41.91033) \n",
"2 POINT (-87.69709 41.91033) \n",
"3 POINT (-87.58107 41.72229) \n",
"4 POINT (-87.74148 41.95360) \n",
"... ... \n",
"15118 POINT (-87.67758 41.90919) \n",
"15119 POINT (-87.64667 41.85386) \n",
"15120 POINT (-87.68603 41.87167) \n",
"15121 POINT (-87.61479 41.72199) \n",
"15122 POINT (-87.64513 41.92270) \n",
"\n",
"[15123 rows x 15 columns]"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"for key in inspections_by_year:\n",
" inspections_by_year[key] = gpd.GeoDataFrame(inspections_by_year[key], columns=inspections.columns)\n",
" inspections_by_year[key] = inspections_by_year[key].set_crs('epsg:4269')\n",
" \n",
"inspections_by_year['2020']"
]
},
{
"cell_type": "markdown",
"id": "423e4eb5",
"metadata": {},
"source": [
"### 3. Dynamic Choropleth Maps"
]
},
{
"cell_type": "markdown",
"id": "04d21ca9",
"metadata": {},
"source": [
"There are several ways to make choropleth maps in python. In our project, we will look into choropleth maps in two modules: geopandas and plotly."
]
},
{
"cell_type": "markdown",
"id": "06aff37a",
"metadata": {},
"source": [
"#### 3.1 Choropleth maps in geopandas"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "739ee6e7",
"metadata": {},
"outputs": [],
"source": [
"# Spatial join\n",
"total_inspections = gpd.sjoin(inspections, chicomm[['DISTITLE', 'geometry']], op='within')\n",
"high_risk = gpd.sjoin(inspections[inspections['Risk']=='Risk 1 (High)'], chicomm[['DISTITLE', 'geometry']], op='within')\n",
"\n",
"total_inspections_comm = total_inspections.groupby('DISTITLE').size()\n",
"high_risk_comm = high_risk.groupby('DISTITLE').size()\n",
"\n",
"total_inspections_comm = total_inspections_comm.to_frame(name='Number of Total Inspections')\n",
"high_risk_comm = high_risk_comm.to_frame(name='Number of High Risk')\n",
"\n",
"chicomm_sjoin = chicomm.merge(total_inspections_comm, left_on='DISTITLE', right_on='DISTITLE')\n",
"chicomm_sjoin = chicomm_sjoin.merge(high_risk_comm, left_on='DISTITLE', right_on='DISTITLE')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6334e395",
"metadata": {},
"outputs": [],
"source": [
"# High risk rate\n",
"chicomm_sjoin['Rate of High Risk'] = chicomm_sjoin.apply(lambda x: x['Number of High Risk']/x['Number of Total Inspections'], axis=1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0e6e3887",
"metadata": {},
"outputs": [],
"source": [
"chicomm_sjoin.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ad6ff039",
"metadata": {},
"outputs": [],
"source": [
"fig, ax = plt.subplots(1, 3, figsize=(15, 10))\n",
"\n",
"ax[0].set_title('Total Inspections')\n",
"ax[1].set_title('Number of High Risk')\n",
"ax[2].set_title('Rate of High Risk')\n",
"\n",
"chicomm.boundary.plot(ax=ax[0], color='black')\n",
"chicomm.boundary.plot(ax=ax[1], color='black')\n",
"chicomm.boundary.plot(ax=ax[2], color='black')\n",
"\n",
"chicomm_sjoin.plot(column='Number of Total Inspections',\n",
" ax=ax[0],\n",
" cmap='Blues',\n",
" legend=True,\n",
" scheme='FisherJenks',\n",
" k=5)\n",
"\n",
"chicomm_sjoin.plot(column='Number of High Risk',\n",
" ax=ax[1],\n",
" cmap='Reds',\n",
" legend=True,\n",
" scheme='FisherJenks',\n",
" k=5)\n",
"\n",
"chicomm_sjoin.plot(column='Rate of High Risk',\n",
" ax=ax[2],\n",
" cmap='Reds',\n",
" legend=True,\n",
" scheme='FisherJenks',\n",
" k=5);"
]
},
{
"cell_type": "markdown",
"id": "de9722ac",
"metadata": {},
"source": [
"#### 3.2 Choropleth maps in plotly"
]
},
{
"cell_type": "markdown",
"id": "5cd106fd",
"metadata": {},
"source": [
"First, let's take a look at an example of choropleth maps in plotly.express.\n",
"\n",
"Overview: The plotly.express module (usually imported as px) contains functions that can create entire figures at once, and is referred to as Plotly Express or PX. Plotly Express is a built-in part of the plotly library, and is the recommended starting point for creating most common figures. More details: https://plotly.com/python/plotly-express/\n",
"\n",
"We can use API plotly.express.choropleth to make choropleth maps:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1fefe24b",
"metadata": {},
"outputs": [],
"source": [
"# chicomm_sjoin = chicomm_sjoin.set_index('DISTITLE')\n",
"\n",
"fig = px.choropleth(chicomm_sjoin,\n",
" geojson=chicomm_sjoin.geometry,\n",
" locations=chicomm_sjoin.index,\n",
" color='Rate of High Risk',\n",
" color_continuous_scale=\"Reds\",\n",
" projection=\"mercator\")\n",
"\n",
"fig.update_geos(fitbounds=\"locations\", visible=False)\n",
"\n",
"fig.update_layout(\n",
" title_text='Rate of High Risk'\n",
")\n",
"fig.update(layout=dict(title=dict(x=0.5)))\n",
"fig.update_layout(\n",
" coloraxis_colorbar={'title':''})\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "73486a10",
"metadata": {},
"outputs": [],
"source": [
"inspections_by_year.keys()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5f02e8cb",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"# Organize data of 13 (4) years \n",
"merged_data = gpd.GeoDataFrame()\n",
"for key in sorted(inspections_by_year):\n",
" curr_data = inspections_by_year[key]\n",
" total = gpd.sjoin(curr_data, chicomm[['DISTITLE', 'geometry']], op='within')\n",
" high_risk = gpd.sjoin(curr_data[inspections['Risk']=='Risk 1 (High)'], chicomm[['DISTITLE', 'geometry']], op='within')\n",
"\n",
" total_comm = total.groupby('DISTITLE').size()\n",
" high_risk_comm = high_risk.groupby('DISTITLE').size()\n",
"\n",
" total_comm = total_comm.to_frame(name='Number of Total Inspections')\n",
" high_risk_comm = high_risk_comm.to_frame(name='Number of High Risk')\n",
"\n",
" curr_data_sjoin = chicomm.merge(total_comm, left_on='DISTITLE', right_on='DISTITLE')\n",
" curr_data_sjoin = curr_data_sjoin.merge(high_risk_comm, left_on='DISTITLE', right_on='DISTITLE')\n",
"\n",
" curr_data_sjoin['Rate of High Risk'] = curr_data_sjoin.apply(lambda x: x['Number of High Risk']/x['Number of Total Inspections'], axis=1)\n",
" curr_data_sjoin['Year'] = key\n",
" merged_data = merged_data.append(curr_data_sjoin)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3c042b0c",
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"merged_data.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ae164aba",
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"# Dynamic map with timeline\n",
"# merged_data = merged_data.set_index('DISTITLE')\n",
"fig = px.choropleth(merged_data,\n",
" geojson=merged_data.geometry,\n",
" locations=merged_data.index,\n",
" color='Rate of High Risk',\n",
" color_continuous_scale=\"Reds\",\n",
" animation_frame='Year',\n",
" projection=\"mercator\")\n",
"\n",
"fig.update_geos(fitbounds=\"locations\", visible=False)\n",
"\n",
"fig.update_layout(\n",
" title_text='Rate of High Risk'\n",
")\n",
"fig.update(layout=dict(title=dict(x=0.5)))\n",
"fig.update_layout(\n",
" coloraxis_colorbar={'title':''})\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"id": "ce9ca81f",
"metadata": {},
"source": [
"### 4. Correlation Analysis"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7fc378f8",
"metadata": {},
"outputs": [],
"source": [
"seaborn.pairplot(chicomm_sjoin,\n",
" x_vars=['PERCENT OF HOUSING CROWDED',\n",
" 'PERCENT HOUSEHOLDS BELOW POVERTY',\n",
" 'PER CAPITA INCOME ',\n",
" 'PERCENT AGED 16+ UNEMPLOYED',\n",
" 'PERCENT AGED 25+ WITHOUT HIGH SCHOOL DIPLOMA'],\n",
" y_vars='Rate of High Risk',\n",
" kind='reg',\n",
" height=5\n",
" );"
]
},
{
"cell_type": "markdown",
"id": "219d736a",
"metadata": {},
"source": [
"### 5. Spatial Autocorrelation"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6398d57b",
"metadata": {},
"outputs": [],
"source": [
"w_queen = libpysal.weights.Queen.from_dataframe(chicomm_sjoin[['Rate of High Risk', 'geometry']])\n",
"w_rook = libpysal.weights.Rook.from_dataframe(chicomm_sjoin[['Rate of High Risk', 'geometry']])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "378fd190",
"metadata": {},
"outputs": [],
"source": [
"fig, axes = plt.subplots(1, 2, figsize=(20,10))\n",
"\n",
"chicomm_sjoin.boundary.plot(ax=axes[0], ls=':', color='black')\n",
"w_rook.plot(chicomm_sjoin, ax=axes[0], \n",
" edge_kws=dict(color='r', linestyle=':', linewidth=1),\n",
" node_kws=dict(marker=''))\n",
"\n",
"chicomm_sjoin.boundary.plot(ax=axes[1], ls=':', color='black')\n",
"w_queen.plot(chicomm_sjoin, ax=axes[1], \n",
" edge_kws=dict(color='r', linestyle=':', linewidth=1),\n",
" node_kws=dict(marker=''))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4aa82903",
"metadata": {},
"outputs": [],
"source": [
"y = chicomm_sjoin['Rate of High Risk']\n",
"\n",
"mi_rook = esda.moran.Moran(y, w_rook)\n",
"mi_queen = esda.moran.Moran(y, w_queen)\n",
"print(f\"Moran's I with Rook's case contiguity: {round(mi_rook.I, 3)}, p-value: {round(mi_rook.p_norm, 3)}\")\n",
"print(f\"Moran's I with Queen's case contiguity: {round(mi_queen.I, 3)}, p-value: {round(mi_queen.p_norm, 3)}\")"
]
},
{
"cell_type": "markdown",
"id": "c22d9565",
"metadata": {},
"source": [
"### 6. Demographic Analysis"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ffc38737",
"metadata": {},
"outputs": [],
"source": [
"# Plot relevant inspection and demographic data \n",
"fig, ax = plt.subplots(1, 4, figsize=(15, 10))\n",
"ax[0].set_title('Total Inspections')\n",
"ax[1].set_title('Rate of High Risk')\n",
"ax[2].set_title('Per Capita Income')\n",
"ax[3].set_title('Hardship Index')\n",
"\n",
"chicomm.boundary.plot(ax=ax[0], color='black')\n",
"chicomm.boundary.plot(ax=ax[1], color='black')\n",
"chicomm.boundary.plot(ax=ax[2], color='black')\n",
"chicomm.boundary.plot(ax=ax[3], color='black')\n",
"\n",
"chicomm_sjoin.plot(column='Number of Total Inspections',\n",
" ax=ax[0],\n",
" cmap='Blues',\n",
" legend=False,\n",
" scheme='FisherJenks',\n",
" k=5)\n",
"\n",
"chicomm_sjoin.plot(column='Rate of High Risk',\n",
" ax=ax[1],\n",
" cmap='Reds',\n",
" legend=False,\n",
" scheme='FisherJenks',\n",
" k=5);\n",
"chicomm_sjoin.plot(column='PER CAPITA INCOME ',\n",
" ax=ax[2],\n",
" cmap='Purples',\n",
" legend=False,\n",
" scheme='FisherJenks',\n",
" k=5);\n",
"chicomm_sjoin.plot(column='HARDSHIP INDEX',\n",
" ax=ax[3],\n",
" cmap='Greens',\n",
" legend=False,\n",
" scheme='FisherJenks',\n",
" k=5);"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "95714758",
"metadata": {},
"outputs": [],
"source": [
"#Calculate Correlation Coefficient Matrix with relevant columns\n",
"demographics = chicomm_sjoin.copy()\n",
"for col in demographics.columns:\n",
" if col != 'PER CAPITA INCOME ' and col != 'HARDSHIP INDEX' and col != 'Number of Total Inspections' and col != 'Rate of High Risk':\n",
" demographics = demographics.drop([col], axis=1)\n",
" \n",
"demo_corr_pearson = demographics.corr(method='pearson')\n",
"\n",
"# Positive correlation between Per Capita Income and Number of Total Inspections\n",
"# Negative correlation between Hardship index and Number of Total Inspections."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cd63d4d2",
"metadata": {},
"outputs": [],
"source": [
"demo_corr_pearson"
]
},
{
"cell_type": "markdown",
"id": "58d2b020",
"metadata": {},
"source": [
"# Network and Spatial Analysis\n",
"#### Author: Nathan Seiler"
]
},
{
"cell_type": "markdown",
"id": "333c216f",
"metadata": {},
"source": [
"## 7. Create a sample network graph"
]
},
{
"cell_type": "markdown",
"id": "cf28ec89",
"metadata": {},
"source": [
"#### Grab and store coordinates of Chicago Department of Public Health"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fef6dcc4",
"metadata": {},
"outputs": [],
"source": [
"cdph_lexingtonSt_coord = (41.87542275191835, -87.68051207654261)"
]
},
{
"cell_type": "markdown",
"id": "aa10e81e",
"metadata": {},
"source": [
"*Source: Google Maps*"
]
},
{
"cell_type": "markdown",
"id": "fb4fdf3f",
"metadata": {},
"source": [
"#### The Lexington Street location is the only one listed on their [site](https://www.chicago.gov/city/en/depts/cdph/provdrs/healthy_restaurants.html) for health inspections, so let's assume that all health inspectors leave from this one location."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "05576fa9",
"metadata": {},
"outputs": [],
"source": [
"near_west_side = ox.graph_from_place('Near West Side, Chicago, Illinois', network_type = 'drive', simplify = True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ef11bd62",
"metadata": {},
"outputs": [],
"source": [
"origin_node = ox.get_nearest_node(near_west_side, cdph_lexingtonSt_coord)\n",
"#picking a random coordinate of an inspection in the Near West Side\n",
"destination_node = ox.get_nearest_node(near_west_side, (42.01219,-87.67472))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "195433ae",
"metadata": {},
"outputs": [],
"source": [
"a_star_route = nx.astar_path(near_west_side, origin_node, destination_node, weight=\"length\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9a8fbcd4",
"metadata": {},
"outputs": [],
"source": [
"near_west_side = ox.add_edge_speeds(near_west_side)\n",
"\n",
"# calculate travel time (seconds) for all edges\n",
"near_west_side = ox.add_edge_travel_times(near_west_side)\n",
"\n",
"edges = ox.graph_to_gdfs(near_west_side, nodes=False)\n",
"edges['highway'] = edges['highway'].astype(str)\n",
"edges.groupby('highway')[['length', 'speed_kph', 'travel_time']].mean().round(1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f92f12db",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"fig, ax = ox.plot_graph_route(near_west_side, a_star_route, route_linewidth=5, node_size=5, bgcolor='k', route_alpha=1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2e87c85d",
"metadata": {},
"outputs": [],
"source": [
"dijstra_route_time=nx.dijkstra_path(near_west_side, origin_node, destination_node, weight=\"travel_time\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "405f6d88",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"fig, ax = ox.plot_graph_routes(near_west_side, routes=[a_star_route,dijstra_route_time], route_colors=['r', 'y'], bgcolor='k', route_alpha=1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "977eec76",
"metadata": {},
"outputs": [],
"source": [
"from shapely.geometry import Point, LineString, Polygon\n",
"from descartes import PolygonPatch\n",
"\n",
"\n",
"trip_times = [2*60, 3*60, 5*60] #in seconds\n",
"\n",
"iso_colors = ox.plot.get_colors(n=len(trip_times), cmap='plasma', start=0, return_hex=True)\n",
"\n",
"isochrone_polys = []\n",
"\n",
"\n",
"for trip_time in sorted(trip_times, reverse=True):\n",
" subgraph = nx.ego_graph(near_west_side, origin_node, radius=trip_time, distance='travel_time')\n",
" node_points = [Point((data['x'], data['y'])) for node, data in subgraph.nodes(data=True)]\n",
" bounding_poly = gpd.GeoSeries(node_points).unary_union.convex_hull\n",
" isochrone_polys.append(bounding_poly)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a5f10df4",
"metadata": {},
"outputs": [],
"source": [
"node_colors = {}\n",
"for trip_time, color in zip(sorted(trip_times, reverse=True), iso_colors):\n",
" subgraph = nx.ego_graph(near_west_side, origin_node, radius=trip_time, distance='travel_time')\n",
" for node in subgraph.nodes():\n",
" node_colors[node] = color\n",
" \n",
"nc = [node_colors[node] if node in node_colors else 'none' for node in near_west_side.nodes()]\n",
"fig, ax = ox.plot_graph(near_west_side, node_color=nc, node_alpha=0.8,\n",
" edge_linewidth=0.2, edge_color='#999999')"
]
},
{
"cell_type": "markdown",
"id": "7cfcccd9",
"metadata": {},
"source": [
"### Let's try a larger network"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ababd049",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"%%time\n",
"\n",
"chicago = ox.graph_from_place('Chicago, Illinois', network_type='drive', simplify=True)\n",
"ox.plot_graph(chicago)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "938da292",
"metadata": {},
"outputs": [],
"source": [
"chicago = ox.add_edge_speeds(chicago)\n",
"\n",
"# calculate travel time (seconds) for all edges\n",
"chicago = ox.add_edge_travel_times(chicago)\n",
"\n",
"edges = ox.graph_to_gdfs(chicago, nodes=False)\n",
"edges['highway'] = edges['highway'].astype(str)\n",
"edges.groupby('highway')[['length', 'speed_kph', 'travel_time']].mean().round(1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "afea8092",
"metadata": {},
"outputs": [],
"source": [
"from shapely.geometry import Point, LineString, Polygon\n",
"from descartes import PolygonPatch\n",
"\n",
"\n",
"trip_times = [5*60, 15*60, 30*60] #in seconds\n",
"\n",
"iso_colors = ox.plot.get_colors(n=len(trip_times), cmap='plasma', start=0, return_hex=True)\n",
"\n",
"isochrone_polys = []\n",
"\n",
"\n",
"for trip_time in sorted(trip_times, reverse=True):\n",
" subgraph = nx.ego_graph(chicago, origin_node, radius=trip_time, distance='travel_time')\n",
" node_points = [Point((data['x'], data['y'])) for node, data in subgraph.nodes(data=True)]\n",
" bounding_poly = gpd.GeoSeries(node_points).unary_union.convex_hull\n",
" isochrone_polys.append(bounding_poly)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dc8420be",
"metadata": {},
"outputs": [],
"source": [
"node_colors = {}\n",
"for trip_time, color in zip(sorted(trip_times, reverse=True), iso_colors):\n",
" subgraph = nx.ego_graph(chicago, origin_node, radius=trip_time, distance='travel_time')\n",
" for node in subgraph.nodes():\n",
" node_colors[node] = color\n",
" \n",
"nc = [node_colors[node] if node in node_colors else 'none' for node in chicago.nodes()]\n",
"fig, ax = ox.plot_graph(chicago, node_color=nc, node_alpha=0.8,\n",
" edge_linewidth=0.2, edge_color='#999999',figsize = (12,12))"
]
},
{
"cell_type": "markdown",
"id": "6c6e71c5",
"metadata": {},
"source": [
"## 8. Spatial Optimization using the P-median Problem"
]
},
{
"cell_type": "markdown",
"id": "1aa667ca",
"metadata": {},
"source": [
"Let's say we would like to place a number *P* of facilities while minimizing the total weighted distance of servicing all demands. Each node has an associated weight that represents the amount of demand at that nodes, we will use population because a health department is an important community resource. \n",
"\n",
"**Objective function:** Minimizing demand-weighted summed over all facilities and demand nodes.\n",
"\n",
"**Decision variables:** where to put the facilities and which demand nodes are serviced by which facility location \n",
"\n",
"**Constraints:**\n",
"- Each node is serviced by 1 facility\n",
"- A node can be serviced by a facility at a certain location only if there is a facility.\n",
"- We must place p facilities\n",
"- Each node is either a facility or not. "
]
},
{
"attachments": {
"p_median_problem.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "417d3729",
"metadata": {},
"source": [
"![p_median_problem.png](attachment:p_median_problem.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a2f6a31c",
"metadata": {},
"outputs": [],
"source": [
"il = gpd.read_file('./data/chicago_comm_pop/chicago_comm_pop.shp')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8689cc9a",
"metadata": {},
"outputs": [],
"source": [
"il.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5adfb1ee",
"metadata": {},
"outputs": [],
"source": [
"#create demand and potential facility nodes\n",
"demand = np.arange(0,77,1)\n",
"facilities = np.arange(0,77,1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b8868863",
"metadata": {},
"outputs": [],
"source": [
"#create a distance matrix\n",
"coords = list(zip(il.centroid.x,il.centroid.y))\n",
"d = cdist(coords,coords) "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b3633c09",
"metadata": {},
"outputs": [],
"source": [
"#here we use demand as the total population\n",
"h = il.Total_Pop.values"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "73d575e3",
"metadata": {},
"outputs": [],
"source": [
"# declare facilities variables\n",
"X = LpVariable.dicts('X_%s',(facilities),cat='Binary')\n",
"\n",
"# declare demand-facility pair variables\n",
"Y = LpVariable.dicts('Y_%s_%s', (demand,facilities),cat='Binary')"
]
},
{
"cell_type": "markdown",
"id": "7b6e08c6",
"metadata": {},
"source": [
"let's assume that we want to have 5 departments - change *p* if you want to build more or less"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "38390ecc",
"metadata": {},
"outputs": [],
"source": [
"p = 5\n",
"\n",
"prob = LpProblem('P_Median', LpMinimize)"
]
},
{
"cell_type": "markdown",
"id": "565a12a2",
"metadata": {},
"source": [
"Objective function: Minimizing demand-distance weighted summed over all facilities and demand nodes \n",
"\n",
"h_i: demand at *i*; *d_ij*: distance between *i* and *j*"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "08cd8a74",
"metadata": {},
"outputs": [],
"source": [
"prob += sum(sum(h[i] * d[i][j] * Y[i][j] for j in facilities) for i in demand)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "314caeb4",
"metadata": {},
"outputs": [],
"source": [
"prob += sum([X[j] for j in facilities]) == p"
]
},
{
"cell_type": "markdown",
"id": "80c1db27",
"metadata": {},
"source": [
"This constraint implies that a demand node *i* can only be serviced by one facility"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3eed559c",
"metadata": {},
"outputs": [],
"source": [
"for i in demand: \n",
" prob += sum(Y[i][j] for j in facilities) == 1"
]
},
{
"cell_type": "markdown",
"id": "6dc775b1",
"metadata": {},
"source": [
"This constraint implies that that demand node *i* can be serviced by a facility at *j* only if there is a facility at *j*. It implicitly removes situation when node *i* is served by *j* but there is no facility at *j*. "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dba1df91",
"metadata": {},
"outputs": [],
"source": [
"for i in demand:\n",
" for j in facilities: \n",
" prob += Y[i][j] <= X[j]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "79e86cce",
"metadata": {},
"outputs": [],
"source": [
"%%time\n",
"\n",
"prob.solve()\n",
"\n",
"print(\"Status:\", LpStatus[prob.status])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "afe575d1",
"metadata": {},
"outputs": [],
"source": [
"print(\"Objective: \",value(prob.objective))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bcdd9685",
"metadata": {},
"outputs": [],
"source": [
"rslt=[]\n",
"for v in prob.variables():\n",
" subV = v.name.split('_')\n",
" \n",
" if subV[0] == \"X\" and v.varValue == 1: \n",
" rslt.append(int(subV[1]))\n",
" print('Facility Node: ', subV[1])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0feed825",
"metadata": {},
"outputs": [],
"source": [
"fac_loc = il.iloc[rslt,:]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0db64bf3",
"metadata": {},
"outputs": [],
"source": [
"fig, ax = plt.subplots(figsize=(12,12))\n",
"\n",
"il.centroid.plot(ax=ax,markersize=il.Total_Pop/500) # marker size is proportional to the population\n",
"fac_loc.centroid.plot(ax=ax,color=\"red\",markersize=200,marker=\"*\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4729f03b",
"metadata": {},
"outputs": [],
"source": [
"from shapely.geometry import LineString, MultiLineString\n",
"lines = []\n",
"for v in prob.variables():\n",
" subV = v.name.split('_')\n",
" if subV[0] == \"Y\" and v.varValue == 1: \n",
" left, right = (int(subV[1]), int(subV[2]))\n",
" line = LineString([il.iloc[left,:].geometry.centroid, il.iloc[right,:].geometry.centroid])\n",
" lines.append(line)\n",
"gdf_lines = gpd.GeoDataFrame(geometry=lines)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2aba7129",
"metadata": {},
"outputs": [],
"source": [
"fig, ax = plt.subplots(figsize=(12,12))\n",
"\n",
"il.plot(ax=ax,column=\"Total_Pop\") # markersize is proportional to the population\n",
"il.centroid.plot(ax=ax,color=\"black\")\n",
"gdf_lines.plot(ax=ax,color=\"white\")\n",
"fac_loc.centroid.plot(ax=ax,color=\"red\",markersize=500,marker=\"*\",zorder=2)\n",
"plt.axis('off')"
]
}
],
"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": "3.8.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}