From 9effb1cbb2233bac129660387036389448f15a3c Mon Sep 17 00:00:00 2001 From: Raphael Bitton Date: Mon, 10 Mar 2025 11:36:55 -0500 Subject: [PATCH] Added some maps and wrote most of the paper --- chicagostats.ipynb | 218 +++++++++++++++++++++++++++++------------ chicagostatsreport.odt | Bin 117891 -> 156654 bytes 2 files changed, 154 insertions(+), 64 deletions(-) diff --git a/chicagostats.ipynb b/chicagostats.ipynb index e7b7580..8641f5d 100644 --- a/chicagostats.ipynb +++ b/chicagostats.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 174, + "execution_count": 2, "metadata": { "id": "7dZbT3ijl0Qh" }, @@ -159,7 +159,7 @@ }, { "cell_type": "code", - "execution_count": 175, + "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -188,7 +188,7 @@ }, { "cell_type": "code", - "execution_count": 176, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -312,7 +312,7 @@ } ], "conversionMethod": "pd.DataFrame", - "ref": "1595e936-c706-4225-8cc0-4ce240d2ea60", + "ref": "6992c2d2-8f25-4be5-a329-00123cc1f341", "rows": [ [ "0", @@ -691,7 +691,7 @@ } ], "conversionMethod": "pd.DataFrame", - "ref": "ad35a001-c73b-4529-bda2-bb9feb5ee16c", + "ref": "ce4727a3-68c0-4c0b-b25e-1516365b66e5", "rows": [ [ "0", @@ -1590,7 +1590,7 @@ } ], "conversionMethod": "pd.DataFrame", - "ref": "2a817aa7-1e0e-4553-bfba-69ff0046e02f", + "ref": "b68a29c5-7cad-4934-a15f-e63a65e2d390", "rows": [ [ "0", @@ -2756,7 +2756,7 @@ } ], "conversionMethod": "pd.DataFrame", - "ref": "940cd9d9-0da4-4e81-8b3c-1cf7b6f0b347", + "ref": "153e97dd-f834-448d-8e72-057747559ba1", "rows": [ [ "0", @@ -3159,7 +3159,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": { "id": "TBBTbXx8eiSw" }, @@ -3185,7 +3185,7 @@ } ], "conversionMethod": "pd.DataFrame", - "ref": "24f31df6-b4ba-44ff-b90c-da8d44eaa9a6", + "ref": "4e9bacce-bcb9-42eb-94ac-c0b31c790bd2", "rows": [ [ "0", @@ -3335,9 +3335,8 @@ "10 BATTERY 60649" ] }, - "execution_count": 218, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ @@ -3361,7 +3360,7 @@ }, { "cell_type": "code", - "execution_count": 183, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -3385,7 +3384,7 @@ } ], "conversionMethod": "pd.DataFrame", - "ref": "762f03d2-f88f-4383-a526-396e9d1b3e42", + "ref": "6de06fed-716d-4f98-a525-8363755684c7", "rows": [ [ "61", @@ -3559,7 +3558,7 @@ }, { "cell_type": "code", - "execution_count": 193, + "execution_count": 12, "metadata": { "id": "Lzm91TQxeiSw" }, @@ -3580,7 +3579,7 @@ } ], "conversionMethod": "pd.DataFrame", - "ref": "25d33c18-0a5e-4981-829f-cddafea6ef56", + "ref": "d0f5cf75-21fd-4563-9bcd-06d7550d982a", "rows": [ [ "BATTERY", @@ -3738,7 +3737,7 @@ } ], "conversionMethod": "pd.DataFrame", - "ref": "a8e7e053-1540-477a-96ac-6e15203d71cc", + "ref": "1ba85941-1bd7-4aa1-b3e2-b23c6e7e84f4", "rows": [ [ "0", @@ -3895,7 +3894,7 @@ "source": [ "crimes = crimes_zip[crimes_zip[\"Primary Type\"].isin([\"ASSAULT\", \"BATTERY\", \"CRIMINAL SEXUAL ASSAULT\", \n", " \"SEX OFFENSE\", \"HOMICIDE\", \"ROBBERY\", \"CRIM SEXUAL ASSAULT\", \"KIDNAPPING\", \n", - " \"INTIMIDATION\", \"STALKING\", \"HUMAN TRAFFICKING\"])].drop(columns=\"Arrest\")\n", + " \"INTIMIDATION\", \"STALKING\", \"HUMAN TRAFFICKING\"])]\n", "\n", "type_counts = crimes[\"Primary Type\"].value_counts().to_frame()\n", "zip_freqs = crimes[\"ZIP\"].astype(str).value_counts().to_frame()\n", @@ -3917,7 +3916,7 @@ }, { "cell_type": "code", - "execution_count": 190, + "execution_count": 13, "metadata": { "id": "GaIopai0eiSw" }, @@ -3943,7 +3942,7 @@ } ], "conversionMethod": "pd.DataFrame", - "ref": "9a123164-f8d1-44a6-83d7-039233619369", + "ref": "bb30dc52-7d37-46a4-9035-97c84ab42cb5", "rows": [ [ "0", @@ -4093,7 +4092,7 @@ "9 60614 253.0" ] }, - "execution_count": 190, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -4125,7 +4124,7 @@ }, { "cell_type": "code", - "execution_count": 219, + "execution_count": 14, "metadata": { "id": "etMcpFA6eiSw" }, @@ -4156,7 +4155,7 @@ } ], "conversionMethod": "pd.DataFrame", - "ref": "027d0d88-5215-4c95-8ad2-8ffa1b5f06ff", + "ref": "4d8d5381-cdfd-4355-b066-cdcd703b90a6", "rows": [ [ "0", @@ -4363,7 +4362,7 @@ } ], "conversionMethod": "pd.DataFrame", - "ref": "c5c2e44f-248b-4d36-9e50-0be877cb5cbd", + "ref": "662caa7c-d30c-462d-b464-340f0dce967c", "rows": [ [ "count", @@ -4501,7 +4500,7 @@ "max 388.000000 " ] }, - "execution_count": 219, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -4525,33 +4524,7 @@ }, { "cell_type": "code", - "execution_count": 205, - "metadata": { - "id": "86XH7FSneiSx" - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(crime_vs_income[\"Average Total Annual Income (Thousands of US Dollars)\"], crime_vs_income[\"Number of Violent Crimes per Thousand Residents\"])\n", - "plt.xlabel(\"Average Total Annual Income (Thousands of US Dollars)\", fontsize=12)\n", - "plt.ylabel(\"Number of Violent Crimes per Thousand Residents\", fontsize=12)\n", - "plt.title(\"Income vs Crime in Chicago (2019)\")\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 213, + "execution_count": 15, "metadata": { "id": "1DB_24FQeiSx" }, @@ -4577,7 +4550,32 @@ }, { "cell_type": "code", - "execution_count": 220, + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(population[\"Population\"], bins=10)\n", + "plt.xlabel(\"Population per Zipcode (Thousands)\")\n", + "plt.ylabel(\"Number of ZIP Codes\")\n", + "plt.title(\"Population Distribution in Chicago by ZIP Codes (2019)\")\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": { "id": "5rW0P_lyeiSx" }, @@ -4601,6 +4599,90 @@ "plt.show()\n" ] }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "id": "woCiUovleiSx" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "crime_heatmap = zipcodes.merge(crime_vs_income, left_on='ZIP', right_on='Zip Code')\n", + "fig, ax = plt.subplots(1, 1, figsize=(5, 5)) \n", + "crime_heatmap.plot(column='Number of Violent Crimes per Thousand Residents', ax=ax, legend=True,\n", + " legend_kwds={'label': \"Violent Crimes per Thousand Residents\",\n", + " 'orientation': \"horizontal\"})\n", + "ax.set_title('Chicago Crime Heatmap by ZIP Code (2019)')\n", + "ax.set_axis_off()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "population_heatmap = zipcodes.merge(population, left_on='ZIP', right_on='ZIP')\n", + "fig, ax = plt.subplots(1, 1, figsize=(5, 5)) \n", + "population_heatmap.plot(column='Population', ax=ax, legend=True,\n", + " legend_kwds={'label': \"Population\",\n", + " 'orientation': \"horizontal\"})\n", + "ax.set_title('Chicago Population Heatmap by ZIP Code (2019)')\n", + "ax.set_axis_off()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "income_heatmap = zipcodes.merge(income, left_on='ZIP', right_on='ZIP')\n", + "\n", + "fig, ax = plt.subplots(1, 1, figsize=(5, 5)) \n", + "income_heatmap.plot(column='Average Total Income (USD)', ax=ax, legend=True,\n", + " legend_kwds={'label': \"Average Total Income (Thousands of USD)\",\n", + " 'orientation': \"horizontal\"})\n", + "ax.set_title('Chicago Income Heatmap by ZIP Code (2019)')\n", + "ax.set_axis_off()\n", + "plt.show()\n" + ] + }, { "cell_type": "markdown", "metadata": { @@ -4614,19 +4696,27 @@ "cell_type": "code", "execution_count": null, "metadata": { - "id": "TxHEC0qneiSx" + "id": "86XH7FSneiSx" }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "woCiUovleiSx" - }, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(crime_vs_income[\"Average Total Annual Income (Thousands of US Dollars)\"], crime_vs_income[\"Number of Violent Crimes per Thousand Residents\"])\n", + "plt.xlabel(\"Average Total Annual Income (Thousands of US Dollars)\", fontsize=12)\n", + "plt.ylabel(\"Number of Violent Crimes per Thousand Residents\", fontsize=12)\n", + "plt.title(\"Income vs Crime in Chicago (2019)\")\n", + "plt.show()\n" + ] }, { "cell_type": "code", diff --git a/chicagostatsreport.odt b/chicagostatsreport.odt index 47fdbd0f0805af483f6e3e6ec7ea1adf557cf2a0..f60a0df99274ff40094d8491effc120eb3c05189 100644 GIT binary patch delta 49373 zcma%iV{~9$(`9TM9ox3;jyg6vwtZt89lK+9Y&#v>w(ZRG&iBk(-^`Dh`Ejf6y8G^3 zwd%)NXH}gOln#A43>&Wl89!pjM4waup6%Tb@QAZ| zZq-OeUPfwe-`iM-+uI}%i-OStdSM(Og=ef(uFGqpi1`9%1Ts`?IaZ=@`JNE*2cXyb zf&HU`k1NX;o2ClKjhiZ3em{`moPP%h%UBss$Z~$l!&MX;ZV9|&kTXx*V64|R=sdTw 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