diff --git a/fa24-team-a/Midpoint_update.md b/fa24-team-a/Midpoint_update.md new file mode 100644 index 00000000..e72753d0 --- /dev/null +++ b/fa24-team-a/Midpoint_update.md @@ -0,0 +1,8 @@ +# Project Midpoint Update + +The relevant notebooks are present in the _Population and Displacement_ folder with work on 3 submetrics - + +1. Population by Race and Ethnicity +2. Population by Age (% over 65) +3. Population in Poverty (poverty rate) + diff --git a/fa24-team-a/Population and Displacement/Population - % over 65.ipynb b/fa24-team-a/Population and Displacement/Population - % over 65.ipynb new file mode 100644 index 00000000..6d4f77c4 --- /dev/null +++ b/fa24-team-a/Population and Displacement/Population - % over 65.ipynb @@ -0,0 +1,2484 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "5ab6e735", + "metadata": {}, + "source": [ + "### Population and Displacement - % over 65\n", + "\n", + "This notebook investigates Population Displacement Metrics with a specific focus on the percentage of the population aged 65 and over. Using census data from 2014 to 2023, this analysis seeks to understand how the demographics of older adults have shifted over nearly a decade.\n", + "\n", + "*The primary objective of this analysis is to examine trends in the percentage of individuals aged 65 and older across different regions.*\n", + "\n", + "The dataset analyzed here consists of census data collected from 2014 to 2023, focusing on the population distribution by age. By examining these trends over time, we aim to gain a clearer understanding of how aging populations may be affected by demographic shifts and displacement risks." + ] + }, + { + "cell_type": "markdown", + "id": "6d2cf9f0", + "metadata": {}, + "source": [ + "#### Importing libraries and performing Exploratory Data Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "e60db1a3-4869-4145-bad1-81d31a354f7a", + "metadata": {}, + "outputs": [], + "source": [ + "a = ['0806.01', '0104.03', '0707.00', '0103.00', '9811.00', '1202.01', '9803.00', '0104.04', '0104.05', \n", + " '0801.00', '1203.01', '0711.01', '0913.00', '0105.00', '1101.05', '0102.06', '0813.01', '0813.02', \n", + " '0705.02', '0821.00', '0106.00', '0706.00', '0803.00', '0804.01', '0805.00', '0808.01', '0809.00', \n", + " '0814.00', '0815.00', '0817.00', '0818.00', '0819.00', '0820.00', '0901.00', '0902.00', '0903.00', \n", + " '0904.00', '0906.00', '0907.00', '0914.00', '0924.00', '0709.02', '0708.02', '0708.01', '0709.01']" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "25ab8096-4364-49c3-83a5-c430be6f8baa", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['0102.06', '0103.00', '0104.03', '0104.04', '0104.05', '0105.00', '0106.00', '0705.02', '0706.00', '0707.00', '0708.01', '0708.02', '0709.01', '0709.02', '0711.01', '0801.00', '0803.00', '0804.01', '0805.00', '0806.01', '0808.01', '0809.00', '0813.01', '0813.02', '0814.00', '0815.00', '0817.00', '0818.00', '0819.00', '0820.00', '0821.00', '0901.00', '0902.00', '0903.00', '0904.00', '0906.00', '0907.00', '0913.00', '0914.00', '0924.00', '1101.05', '1202.01', '1203.01', '9803.00', '9811.00']\n", + "45\n" + ] + } + ], + "source": [ + "sorted_a = sorted(a, key=float)\n", + "print(sorted_a)\n", + "print(len(a))" + ] + }, + { + "cell_type": "code", + "execution_count": 225, + "id": "8745de7a-e06c-4d0c-a59f-1f3685418b74", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "dccb8ba1-46a4-44d3-b5d3-f2d2f260d5b6", + "metadata": {}, + "outputs": [], + "source": [ + "df1 = pd.read_csv('Demographics(2023-2019).csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "7ec8ac66-872c-4f5d-a22a-990761261aa0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Label (Grouping)Boston city, Suffolk County, Massachusetts!!2023 EstimateBoston city, Suffolk County, Massachusetts!!2022 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2022 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2021 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2021 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2020 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2020 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2019 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2019 Statistical Significance
0SEX AND AGENaNNaNNaNNaNNaNNaNNaNNaNNaN
1Total population652,442649,768NaN654,281NaN(X)NaN694,295*
2Male48.1%48.5%NaN48.2%NaN(X)NaN47.8%NaN
3Female51.9%51.5%NaN51.8%NaN(X)NaN52.2%NaN
4Sex ratio (males per 100 females)92.894.1NaN92.9NaN(X)NaN91.7NaN
.................................
94Total housing units313,752307,836*307,025*(X)NaN303,791*
95CITIZEN, VOTING AGE POPULATIONNaNNaNNaNNaNNaNNaNNaNNaNNaN
96Citizen, 18 and over population478,610479,717NaN475,111NaN(X)NaN496,231*
97Male46.7%46.7%NaN47.1%NaN(X)NaN46.6%NaN
98Female53.3%53.3%NaN52.9%NaN(X)NaN53.4%NaN
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99 rows × 10 columns

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Label (Grouping)Boston city, Suffolk County, Massachusetts!!2023 EstimateBoston city, Suffolk County, Massachusetts!!2022 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2022 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2021 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2021 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2020 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2020 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2019 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2019 Statistical Significance
2465 years and over13.4%12.9%*12.7%*(X)NaN12.0%*
2965 years and over87,61083,638*83,078*(X)NaN83,656*
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" + ], + "text/plain": [ + " Label (Grouping) \\\n", + "24 65 years and over \n", + "29 65 years and over \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2023 Estimate \\\n", + "24 13.4% \n", + "29 87,610 \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2022 Estimate \\\n", + "24 12.9% \n", + "29 83,638 \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2023 - 2022 Statistical Significance \\\n", + "24 * \n", + "29 * \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2021 Estimate \\\n", + "24 12.7% \n", + "29 83,078 \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2023 - 2021 Statistical Significance \\\n", + "24 * \n", + "29 * \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2020 Estimate \\\n", + "24 (X) \n", + "29 (X) \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2023 - 2020 Statistical Significance \\\n", + "24 NaN \n", + "29 NaN \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2019 Estimate \\\n", + "24 12.0% \n", + "29 83,656 \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2023 - 2019 Statistical Significance \n", + "24 * \n", + "29 * " + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "over65_a" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "id": "8ad46e88-379d-4803-b89b-e5dd9591a568", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Label (Grouping)Boston city, Suffolk County, Massachusetts!!2023 EstimateBoston city, Suffolk County, Massachusetts!!2022 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2022 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2021 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2021 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2020 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2020 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2019 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2019 Statistical Significance
30Male43.5%43.5%NaN43.3%NaN(X)NaN41.6%*
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Label (Grouping)Boston city, Suffolk County, Massachusetts!!2023 EstimateBoston city, Suffolk County, Massachusetts!!2022 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2022 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2021 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2021 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2020 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2020 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2019 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2019 Statistical Significance
31Female56.5%56.5%NaN56.7%NaN(X)NaN58.4%*
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Label (Grouping)Boston city, Suffolk County, Massachusetts!!2023 EstimateBoston city, Suffolk County, Massachusetts!!2022 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2022 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2021 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2021 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2020 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2020 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2019 EstimateBoston city, Suffolk County, Massachusetts!!2023 - 2019 Statistical Significance
065 years and over13.4%12.9%*12.7%*(X)NaN12.0%*
165 years and over87,61083,638*83,078*(X)NaN83,656*
2Male43.5%43.5%NaN43.3%NaN(X)NaN41.6%*
3Female56.5%56.5%NaN56.7%NaN(X)NaN58.4%*
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" + ], + "text/plain": [ + " Label (Grouping) \\\n", + "0 65 years and over \n", + "1 65 years and over \n", + "2 Male \n", + "3 Female \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2023 Estimate \\\n", + "0 13.4% \n", + "1 87,610 \n", + "2 43.5% \n", + "3 56.5% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2022 Estimate \\\n", + "0 12.9% \n", + "1 83,638 \n", + "2 43.5% \n", + "3 56.5% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2023 - 2022 Statistical Significance \\\n", + "0 * \n", + "1 * \n", + "2 NaN \n", + "3 NaN \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2021 Estimate \\\n", + "0 12.7% \n", + "1 83,078 \n", + "2 43.3% \n", + "3 56.7% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2023 - 2021 Statistical Significance \\\n", + "0 * \n", + "1 * \n", + "2 NaN \n", + "3 NaN \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2020 Estimate \\\n", + "0 (X) \n", + "1 (X) \n", + "2 (X) \n", + "3 (X) \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2023 - 2020 Statistical Significance \\\n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2019 Estimate \\\n", + "0 12.0% \n", + "1 83,656 \n", + "2 41.6% \n", + "3 58.4% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2023 - 2019 Statistical Significance \n", + "0 * \n", + "1 * \n", + "2 * \n", + "3 * " + ] + }, + "execution_count": 149, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined_df1 = pd.concat([over65_a, row_30a, row_31a], ignore_index=True)\n", + "combined_df1" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "id": "e063f874-23de-44c1-8c18-0476e13fad03", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Label (Grouping)',\n", + " 'Boston city, Suffolk County, Massachusetts!!2023 Estimate',\n", + " 'Boston city, Suffolk County, Massachusetts!!2022 Estimate',\n", + " 'Boston city, Suffolk County, Massachusetts!!2023 - 2022 Statistical Significance',\n", + " 'Boston city, Suffolk County, Massachusetts!!2021 Estimate',\n", + " 'Boston city, Suffolk County, Massachusetts!!2023 - 2021 Statistical Significance',\n", + " 'Boston city, Suffolk County, Massachusetts!!2020 Estimate',\n", + " 'Boston city, Suffolk County, Massachusetts!!2023 - 2020 Statistical Significance',\n", + " 'Boston city, Suffolk County, Massachusetts!!2019 Estimate',\n", + " 'Boston city, Suffolk County, Massachusetts!!2023 - 2019 Statistical Significance'],\n", + " dtype='object')" + ] + }, + "execution_count": 151, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined_df1.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "id": "1d6352db-9b6e-4c69-863c-3d6407bfb541", + "metadata": {}, + "outputs": [], + "source": [ + "combined_df1 = combined_df1.drop(columns=['Boston city, Suffolk County, Massachusetts!!2023 - 2022 Statistical Significance',\n", + " 'Boston city, Suffolk County, Massachusetts!!2023 - 2021 Statistical Significance',\n", + " 'Boston city, Suffolk County, Massachusetts!!2020 Estimate',\n", + " 'Boston city, Suffolk County, Massachusetts!!2023 - 2020 Statistical Significance',\n", + " 'Boston city, Suffolk County, Massachusetts!!2023 - 2019 Statistical Significance'])" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "id": "00e58463-e510-477f-92ed-0990b78e4df9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Label (Grouping)Boston city, Suffolk County, Massachusetts!!2023 EstimateBoston city, Suffolk County, Massachusetts!!2022 EstimateBoston city, Suffolk County, Massachusetts!!2021 EstimateBoston city, Suffolk County, Massachusetts!!2019 Estimate
065 years and over13.4%12.9%12.7%12.0%
165 years and over87,61083,63883,07883,656
2Male43.5%43.5%43.3%41.6%
3Female56.5%56.5%56.7%58.4%
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" + ], + "text/plain": [ + " Label (Grouping) \\\n", + "0 65 years and over \n", + "1 65 years and over \n", + "2 Male \n", + "3 Female \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2023 Estimate \\\n", + "0 13.4% \n", + "1 87,610 \n", + "2 43.5% \n", + "3 56.5% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2022 Estimate \\\n", + "0 12.9% \n", + "1 83,638 \n", + "2 43.5% \n", + "3 56.5% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2021 Estimate \\\n", + "0 12.7% \n", + "1 83,078 \n", + "2 43.3% \n", + "3 56.7% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2019 Estimate \n", + "0 12.0% \n", + "1 83,656 \n", + "2 41.6% \n", + "3 58.4% " + ] + }, + "execution_count": 155, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined_df1" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "id": "70f7a17d-618a-46d6-96b7-abeb0153c8e3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " NaN 2023 2022 2021 2019\n", + "0 65 years and over 13.4% 12.9% 12.7% 12.0%\n", + "1 65 years and over 87,610 83,638 83,078 83,656\n", + "2 Male 43.5% 43.5% 43.3% 41.6%\n", + "3 Female 56.5% 56.5% 56.7% 58.4%\n" + ] + } + ], + "source": [ + "combined_df1.columns = combined_df1.columns.str.extract(r'(\\d{4})', expand=False)\n", + "print(combined_df1)" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "id": "a4be4e1b-3f5c-4c05-8947-bc8779bf88bf", + "metadata": {}, + "outputs": [], + "source": [ + "combined_df1.rename(columns={np.nan: 'Labels'}, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "id": "4398f0fa-9e62-4fa1-9aca-6f4864d37d0b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Labels2023202220212019
065 years and over13.4%12.9%12.7%12.0%
165 years and over87,61083,63883,07883,656
2Male43.5%43.5%43.3%41.6%
3Female56.5%56.5%56.7%58.4%
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" + ], + "text/plain": [ + " Labels 2023 2022 2021 2019\n", + "0 65 years and over 13.4% 12.9% 12.7% 12.0%\n", + "1 65 years and over 87,610 83,638 83,078 83,656\n", + "2 Male 43.5% 43.5% 43.3% 41.6%\n", + "3 Female 56.5% 56.5% 56.7% 58.4%" + ] + }, + "execution_count": 161, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined_df1" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "id": "94731a93-f0c6-4b2e-a139-bc2b2232abb5", + "metadata": {}, + "outputs": [], + "source": [ + "df2 = pd.read_csv('Demographics(2018-2014).csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "id": "c5a67b34-e741-4abb-b7ed-e1026bedb46d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Label (Grouping)Boston city, Suffolk County, Massachusetts!!2018 EstimateBoston city, Suffolk County, Massachusetts!!2017 EstimateBoston city, Suffolk County, Massachusetts!!2018 - 2017 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2016 EstimateBoston city, Suffolk County, Massachusetts!!2018 - 2016 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2015 EstimateBoston city, Suffolk County, Massachusetts!!2018 - 2015 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2014 EstimateBoston city, Suffolk County, Massachusetts!!2018 - 2014 Statistical Significance
0SEX AND AGENaNNaNNaNNaNNaNNaNNaNNaNNaN
1Total population695,926683,015*672,840*669,469*656,051*
2Male48.0%48.3%NaN48.0%NaN48.1%NaN48.2%NaN
3Female52.0%51.7%NaN52.0%NaN51.9%NaN51.8%NaN
4Sex ratio (males per 100 females)92.293.4NaN92.4NaN92.8NaN93.0NaN
.................................
89Total housing units299,472293,538*288,716*286,120*274,459*
90CITIZEN, VOTING AGE POPULATIONNaNNaNNaNNaNNaNNaNNaNNaNNaN
91Citizen, 18 and over population496,326483,314*466,415*468,296*462,504*
92Male46.6%47.5%*47.3%NaN46.8%NaN47.0%NaN
93Female53.4%52.5%*52.7%NaN53.2%NaN53.0%NaN
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94 rows × 10 columns

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" + ], + "text/plain": [ + " Label (Grouping) \\\n", + "0 SEX AND AGE \n", + "1     Total population \n", + "2         Male \n", + "3         Female \n", + "4         Sex ratio (males per 100 females) \n", + ".. ... \n", + "89 Total housing units \n", + "90 CITIZEN, VOTING AGE POPULATION \n", + "91     Citizen, 18 and over population \n", + "92         Male \n", + "93         Female \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2018 Estimate \\\n", + "0 NaN \n", + "1 695,926 \n", + "2 48.0% \n", + "3 52.0% \n", + "4 92.2 \n", + ".. ... \n", + "89 299,472 \n", + "90 NaN \n", + "91 496,326 \n", + "92 46.6% \n", + "93 53.4% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2017 Estimate \\\n", + "0 NaN \n", + "1 683,015 \n", + "2 48.3% \n", + "3 51.7% \n", + "4 93.4 \n", + ".. ... \n", + "89 293,538 \n", + "90 NaN \n", + "91 483,314 \n", + "92 47.5% \n", + "93 52.5% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2018 - 2017 Statistical Significance \\\n", + "0 NaN \n", + "1 * \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + ".. ... \n", + "89 * \n", + "90 NaN \n", + "91 * \n", + "92 * \n", + "93 * \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2016 Estimate \\\n", + "0 NaN \n", + "1 672,840 \n", + "2 48.0% \n", + "3 52.0% \n", + "4 92.4 \n", + ".. ... \n", + "89 288,716 \n", + "90 NaN \n", + "91 466,415 \n", + "92 47.3% \n", + "93 52.7% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2018 - 2016 Statistical Significance \\\n", + "0 NaN \n", + "1 * \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + ".. ... \n", + "89 * \n", + "90 NaN \n", + "91 * \n", + "92 NaN \n", + "93 NaN \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2015 Estimate \\\n", + "0 NaN \n", + "1 669,469 \n", + "2 48.1% \n", + "3 51.9% \n", + "4 92.8 \n", + ".. ... \n", + "89 286,120 \n", + "90 NaN \n", + "91 468,296 \n", + "92 46.8% \n", + "93 53.2% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2018 - 2015 Statistical Significance \\\n", + "0 NaN \n", + "1 * \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + ".. ... \n", + "89 * \n", + "90 NaN \n", + "91 * \n", + "92 NaN \n", + "93 NaN \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2014 Estimate \\\n", + "0 NaN \n", + "1 656,051 \n", + "2 48.2% \n", + "3 51.8% \n", + "4 93.0 \n", + ".. ... \n", + "89 274,459 \n", + "90 NaN \n", + "91 462,504 \n", + "92 47.0% \n", + "93 53.0% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2018 - 2014 Statistical Significance \n", + "0 NaN \n", + "1 * \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + ".. ... \n", + "89 * \n", + "90 NaN \n", + "91 * \n", + "92 NaN \n", + "93 NaN \n", + "\n", + "[94 rows x 10 columns]" + ] + }, + "execution_count": 173, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "id": "aa6e12d5-fe02-44b5-b18c-99594fbdce10", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 SEX AND AGE\n", + "1 Total population\n", + "2 Male\n", + "3 Female\n", + "4 Sex ratio (males per 100 females)\n", + " ... \n", + "89 Total housing units\n", + "90 CITIZEN, VOTING AGE POPULATION\n", + "91 Citizen, 18 and over population\n", + "92 Male\n", + "93 Female\n", + "Name: Label (Grouping), Length: 94, dtype: object\n" + ] + } + ], + "source": [ + "df2[\"Label (Grouping)\"] = df2[\"Label (Grouping)\"].str.replace('\\xa0', ' ').str.strip()\n", + "print(df2[\"Label (Grouping)\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "id": "9f1f97a4-3ca7-495e-a1ca-c6dbdfa23e0e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Label (Grouping)Boston city, Suffolk County, Massachusetts!!2018 EstimateBoston city, Suffolk County, Massachusetts!!2017 EstimateBoston city, Suffolk County, Massachusetts!!2018 - 2017 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2016 EstimateBoston city, Suffolk County, Massachusetts!!2018 - 2016 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2015 EstimateBoston city, Suffolk County, Massachusetts!!2018 - 2015 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2014 EstimateBoston city, Suffolk County, Massachusetts!!2018 - 2014 Statistical Significance
2465 years and over11.8%11.7%NaN11.0%*10.6%*10.3%*
2965 years and over82,41479,984NaN74,266*70,871*67,857*
\n", + "
" + ], + "text/plain": [ + " Label (Grouping) \\\n", + "24 65 years and over \n", + "29 65 years and over \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2018 Estimate \\\n", + "24 11.8% \n", + "29 82,414 \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2017 Estimate \\\n", + "24 11.7% \n", + "29 79,984 \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2018 - 2017 Statistical Significance \\\n", + "24 NaN \n", + "29 NaN \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2016 Estimate \\\n", + "24 11.0% \n", + "29 74,266 \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2018 - 2016 Statistical Significance \\\n", + "24 * \n", + "29 * \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2015 Estimate \\\n", + "24 10.6% \n", + "29 70,871 \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2018 - 2015 Statistical Significance \\\n", + "24 * \n", + "29 * \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2014 Estimate \\\n", + "24 10.3% \n", + "29 67,857 \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2018 - 2014 Statistical Significance \n", + "24 * \n", + "29 * " + ] + }, + "execution_count": 177, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "over65_b = df2[df2[\"Label (Grouping)\"] == \"65 years and over\"]\n", + "over65_b" + ] + }, + { + "cell_type": "code", + "execution_count": 179, + "id": "7428e689-994d-4391-8a99-b7681e6dd6a4", + "metadata": {}, + "outputs": [], + "source": [ + "row_30b = df2.iloc[[30]]\n", + "row_31b = df2.iloc[[31]]" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "id": "386a1732-6f0c-4b4f-a523-cb5fc476985b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Label (Grouping)Boston city, Suffolk County, Massachusetts!!2018 EstimateBoston city, Suffolk County, Massachusetts!!2017 EstimateBoston city, Suffolk County, Massachusetts!!2018 - 2017 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2016 EstimateBoston city, Suffolk County, Massachusetts!!2018 - 2016 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2015 EstimateBoston city, Suffolk County, Massachusetts!!2018 - 2015 Statistical SignificanceBoston city, Suffolk County, Massachusetts!!2014 EstimateBoston city, Suffolk County, Massachusetts!!2018 - 2014 Statistical Significance
065 years and over11.8%11.7%NaN11.0%*10.6%*10.3%*
165 years and over82,41479,984NaN74,266*70,871*67,857*
2Male42.7%42.3%NaN41.4%NaN41.7%NaN41.8%NaN
3Female57.3%57.7%NaN58.6%NaN58.3%NaN58.2%NaN
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" + ], + "text/plain": [ + " Label (Grouping) \\\n", + "0 65 years and over \n", + "1 65 years and over \n", + "2 Male \n", + "3 Female \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2018 Estimate \\\n", + "0 11.8% \n", + "1 82,414 \n", + "2 42.7% \n", + "3 57.3% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2017 Estimate \\\n", + "0 11.7% \n", + "1 79,984 \n", + "2 42.3% \n", + "3 57.7% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2018 - 2017 Statistical Significance \\\n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2016 Estimate \\\n", + "0 11.0% \n", + "1 74,266 \n", + "2 41.4% \n", + "3 58.6% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2018 - 2016 Statistical Significance \\\n", + "0 * \n", + "1 * \n", + "2 NaN \n", + "3 NaN \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2015 Estimate \\\n", + "0 10.6% \n", + "1 70,871 \n", + "2 41.7% \n", + "3 58.3% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2018 - 2015 Statistical Significance \\\n", + "0 * \n", + "1 * \n", + "2 NaN \n", + "3 NaN \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2014 Estimate \\\n", + "0 10.3% \n", + "1 67,857 \n", + "2 41.8% \n", + "3 58.2% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2018 - 2014 Statistical Significance \n", + "0 * \n", + "1 * \n", + "2 NaN \n", + "3 NaN " + ] + }, + "execution_count": 181, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined_df2 = pd.concat([over65_b, row_30b, row_31b], ignore_index=True)\n", + "combined_df2" + ] + }, + { + "cell_type": "code", + "execution_count": 185, + "id": "5f175d77-3a2a-4e24-9bf3-6cdc26622bd0", + "metadata": {}, + "outputs": [], + "source": [ + "combined_df2 = combined_df2.drop(columns=['Boston city, Suffolk County, Massachusetts!!2018 - 2017 Statistical Significance',\n", + " 'Boston city, Suffolk County, Massachusetts!!2018 - 2016 Statistical Significance',\n", + " 'Boston city, Suffolk County, Massachusetts!!2018 - 2015 Statistical Significance',\n", + " 'Boston city, Suffolk County, Massachusetts!!2018 - 2014 Statistical Significance'])" + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "id": "87bf3358-0247-421b-b76e-1c57f4fed259", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Label (Grouping)Boston city, Suffolk County, Massachusetts!!2018 EstimateBoston city, Suffolk County, Massachusetts!!2017 EstimateBoston city, Suffolk County, Massachusetts!!2016 EstimateBoston city, Suffolk County, Massachusetts!!2015 EstimateBoston city, Suffolk County, Massachusetts!!2014 Estimate
065 years and over11.8%11.7%11.0%10.6%10.3%
165 years and over82,41479,98474,26670,87167,857
2Male42.7%42.3%41.4%41.7%41.8%
3Female57.3%57.7%58.6%58.3%58.2%
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" + ], + "text/plain": [ + " Label (Grouping) \\\n", + "0 65 years and over \n", + "1 65 years and over \n", + "2 Male \n", + "3 Female \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2018 Estimate \\\n", + "0 11.8% \n", + "1 82,414 \n", + "2 42.7% \n", + "3 57.3% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2017 Estimate \\\n", + "0 11.7% \n", + "1 79,984 \n", + "2 42.3% \n", + "3 57.7% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2016 Estimate \\\n", + "0 11.0% \n", + "1 74,266 \n", + "2 41.4% \n", + "3 58.6% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2015 Estimate \\\n", + "0 10.6% \n", + "1 70,871 \n", + "2 41.7% \n", + "3 58.3% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!2014 Estimate \n", + "0 10.3% \n", + "1 67,857 \n", + "2 41.8% \n", + "3 58.2% " + ] + }, + "execution_count": 187, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined_df2" + ] + }, + { + "cell_type": "code", + "execution_count": 207, + "id": "1a1f5617-c601-4c64-8312-ace24396a3c8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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NaN20182017201620152014
065 years and over11.8%11.7%11.0%10.6%10.3%
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" + ], + "text/plain": [ + " NaN 2018 2017 2016 2015 2014\n", + "0 65 years and over 11.8% 11.7% 11.0% 10.6% 10.3%\n", + "1 65 years and over 82,414 79,984 74,266 70,871 67,857\n", + "2 Male 42.7% 42.3% 41.4% 41.7% 41.8%\n", + "3 Female 57.3% 57.7% 58.6% 58.3% 58.2%" + ] + }, + "execution_count": 207, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined_df2.columns = combined_df2.columns.str.extract(r'(\\d{4})', expand=False)\n", + "combined_df2" + ] + }, + { + "cell_type": "code", + "execution_count": 215, + "id": "83ce9719-afde-427d-a12b-b391b55816db", + "metadata": {}, + "outputs": [], + "source": [ + "combined_df2.rename(columns={np.nan: 'Labels'}, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 217, + "id": "549c9a44-3cc6-4b00-81a6-ac2683276970", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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065 years and over11.8%11.7%11.0%10.6%10.3%
165 years and over82,41479,98474,26670,87167,857
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3Female57.3%57.7%58.6%58.3%58.2%
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" + ], + "text/plain": [ + " Labels 2018 2017 2016 2015 2014\n", + "0 65 years and over 11.8% 11.7% 11.0% 10.6% 10.3%\n", + "1 65 years and over 82,414 79,984 74,266 70,871 67,857\n", + "2 Male 42.7% 42.3% 41.4% 41.7% 41.8%\n", + "3 Female 57.3% 57.7% 58.6% 58.3% 58.2%" + ] + }, + "execution_count": 217, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined_df2" + ] + }, + { + "cell_type": "code", + "execution_count": 219, + "id": "8f4e30bf-0a40-4495-833f-e2b96fcb07bc", + "metadata": {}, + "outputs": [], + "source": [ + "combined_df2 = combined_df2.drop(columns=['Labels'])" + ] + }, + { + "cell_type": "code", + "execution_count": 243, + "id": "6db5cbf6-dea1-4d16-8370-a85c9d1a6c32", + "metadata": {}, + "outputs": [], + "source": [ + "over65 = pd.concat([combined_df1, combined_df2], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 245, + "id": "78038198-f2d7-47ce-b9c1-ad424e75e43d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Labels202320222021201920182017201620152014
065 years and over13.4%12.9%12.7%12.0%11.8%11.7%11.0%10.6%10.3%
165 years and over87,61083,63883,07883,65682,41479,98474,26670,87167,857
2Male43.5%43.5%43.3%41.6%42.7%42.3%41.4%41.7%41.8%
3Female56.5%56.5%56.7%58.4%57.3%57.7%58.6%58.3%58.2%
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" + ], + "text/plain": [ + " Labels 2023 2022 2021 2019 2018 2017 2016 \\\n", + "0 65 years and over 13.4% 12.9% 12.7% 12.0% 11.8% 11.7% 11.0% \n", + "1 65 years and over 87,610 83,638 83,078 83,656 82,414 79,984 74,266 \n", + "2 Male 43.5% 43.5% 43.3% 41.6% 42.7% 42.3% 41.4% \n", + "3 Female 56.5% 56.5% 56.7% 58.4% 57.3% 57.7% 58.6% \n", + "\n", + " 2015 2014 \n", + "0 10.6% 10.3% \n", + "1 70,871 67,857 \n", + "2 41.7% 41.8% \n", + "3 58.3% 58.2% " + ] + }, + "execution_count": 245, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "over65" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "id": "62fed11a-f636-44e5-b4d3-a73937e90866", + "metadata": {}, + "outputs": [], + "source": [ + "file_name = 'over65.csv'\n", + "over65.to_csv(file_name, index=False)" + ] + }, + { + "cell_type": "markdown", + "id": "42b9c1be", + "metadata": {}, + "source": [ + "#### Plotting the trends for total population over 65 along with a gender-wise distribution " + ] + }, + { + "cell_type": "code", + "execution_count": 253, + "id": "791ef26a-2d15-4751-a809-4091110f020a", + "metadata": {}, + "outputs": [], + "source": [ + "percentage_data = over65.iloc[[0, 2, 3]].copy()\n", + "\n", + "# Remove the '%' sign and convert to numeric values\n", + "for col in percentage_data.columns[1:]:\n", + " percentage_data[col] = percentage_data[col].str.rstrip('%').astype(float)\n", + "\n", + "# Set the labels as the index\n", + "percentage_data.set_index('Labels', inplace=True)\n", + "\n", + "# Transpose the dataframe for plotting\n", + "percentage_data = percentage_data.T" + ] + }, + { + "cell_type": "code", + "execution_count": 285, + "id": "1e39ea86-6f15-4739-adb1-395ae4f92ee2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Reordering the columns to display the years in ascending order\n", + "percentage_data = percentage_data.sort_index(ascending=True)\n", + "\n", + "# Plot for '65 years and over' (Total Population)\n", + "plt.figure(figsize=(8, 5))\n", + "sns.lineplot(data=percentage_data['65 years and over'], marker='o', color='green')\n", + "plt.title('Trend of Total Population 65 Years and Over (Percentage)')\n", + "plt.xlabel('Year')\n", + "plt.ylabel('Percentage (Total)')\n", + "plt.xticks(rotation=45)\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "last_two_columns = percentage_data.iloc[:, -2:]\n", + "\n", + "plt.figure(figsize=(8, 5))\n", + "for column in last_two_columns.columns:\n", + " plt.plot(last_two_columns.index, last_two_columns[column], marker='o', label=column)\n", + "\n", + "# Add titles and labels\n", + "plt.title('Trend for Last Two Columns')\n", + "plt.xlabel('Index')\n", + "plt.ylabel('Values')\n", + "plt.legend(title='Columns')\n", + "plt.grid(True)\n", + "plt.xticks(rotation=45)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4c530edb-869d-404e-b317-4ed32033c0a4", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/fa24-team-a/Population and Displacement/Population - Race.ipynb b/fa24-team-a/Population and Displacement/Population - Race.ipynb new file mode 100644 index 00000000..8496449c --- /dev/null +++ b/fa24-team-a/Population and Displacement/Population - Race.ipynb @@ -0,0 +1,1924 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "f8359f74", + "metadata": {}, + "source": [ + "## Population and Displacement - Race ethnicity (% of different populations)\n", + "\n", + "In this analysis, we explore Population Displacement Metrics with a focus on changes in demographics over time across various racial and ethnic groups. Using census data from 2014 to 2023, this notebook examines Population by Race and Ethnicity: Understanding the percentage distribution of different racial and ethnic populations helps identify groups disproportionately affected by housing, socioeconomic, and policy changes over time.\n", + "\n", + "\n", + "*The primary objective of this analysis is to identify the trends in population changes across various racial/ethnic groups.*\n", + "\n", + "\n", + "The dataset used in this analysis is derived from census data collected from 2014 to 2023. This dataset includes key demographic metrics, enabling a comprehensive view of population displacement trends over nearly a decade." + ] + }, + { + "cell_type": "markdown", + "id": "e62344b5", + "metadata": {}, + "source": [ + "#### Importing libraries and performing Exploratory Data Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "8745de7a-e06c-4d0c-a59f-1f3685418b74", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 273, + "id": "dccb8ba1-46a4-44d3-b5d3-f2d2f260d5b6", + "metadata": {}, + "outputs": [], + "source": [ + "df1 = pd.read_csv('Demographics(2023-2019).csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 275, + "id": "af139386-1cc4-4618-9f02-fa73f618b62c", + "metadata": {}, + "outputs": [], + "source": [ + "df2 = pd.read_csv('Demographics(2018-2014).csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 277, + "id": "9d735d1e-5cdc-46a8-9ab3-535f3ad1ff5e", + "metadata": {}, + "outputs": [], + "source": [ + "df1[\"Label (Grouping)\"] = df1[\"Label (Grouping)\"].str.replace('\\xa0', ' ').str.strip()\n", + "df2[\"Label (Grouping)\"] = df2[\"Label (Grouping)\"].str.replace('\\xa0', ' ').str.strip()\n", + "\n", + "df1 = df1.drop(columns=['Boston city, Suffolk County, Massachusetts!!2023 - 2022 Statistical Significance',\n", + " 'Boston city, Suffolk County, Massachusetts!!2023 - 2021 Statistical Significance',\n", + " 'Boston city, Suffolk County, Massachusetts!!2020 Estimate',\n", + " 'Boston city, Suffolk County, Massachusetts!!2023 - 2020 Statistical Significance',\n", + " 'Boston city, Suffolk County, Massachusetts!!2023 - 2019 Statistical Significance'])\n", + "\n", + "df2 = df2.drop(columns=['Boston city, Suffolk County, Massachusetts!!2018 - 2017 Statistical Significance',\n", + " 'Boston city, Suffolk County, Massachusetts!!2018 - 2016 Statistical Significance',\n", + " 'Boston city, Suffolk County, Massachusetts!!2018 - 2015 Statistical Significance',\n", + " 'Boston city, Suffolk County, Massachusetts!!2018 - 2014 Statistical Significance'])\n", + "\n", + "df1.columns = df1.columns.str.extract(r'(\\d{4})', expand=False)\n", + "df2.columns = df2.columns.str.extract(r'(\\d{4})', expand=False)\n", + "\n", + "df1.rename(columns={np.nan: 'Labels'}, inplace=True)\n", + "df2.rename(columns={np.nan: 'Labels'}, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 281, + "id": "4487c3ae-56e2-4271-8266-dac8e7b0daaf", + "metadata": {}, + "outputs": [], + "source": [ + "df2_race = df2.drop(columns=['Labels'])" + ] + }, + { + "cell_type": "code", + "execution_count": 447, + "id": "fa8a4050-1a6b-44ed-9b02-2d2b29e50350", + "metadata": {}, + "outputs": [], + "source": [ + "race = pd.concat([df1, df2_race], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 285, + "id": "49204bed-ccf7-49cc-b674-1eab673956bc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Labels202320222021201920182017201620152014
0SEX AND AGENaNNaNNaNNaNNaNNaNNaNNaNNaN
1Total population652,442649,768654,281694,295695,926683,015672,840669,469656,051
2Male48.1%48.5%48.2%47.8%48.0%48.3%48.0%48.1%48.2%
3Female51.9%51.5%51.8%52.2%52.0%51.7%52.0%51.9%51.8%
4Sex ratio (males per 100 females)92.894.192.991.792.293.492.492.893.0
.................................
94Total housing units313,752307,836307,025303,791NaNNaNNaNNaNNaN
95CITIZEN, VOTING AGE POPULATIONNaNNaNNaNNaNNaNNaNNaNNaNNaN
96Citizen, 18 and over population478,610479,717475,111496,231NaNNaNNaNNaNNaN
97Male46.7%46.7%47.1%46.6%NaNNaNNaNNaNNaN
98Female53.3%53.3%52.9%53.4%NaNNaNNaNNaNNaN
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99 rows × 10 columns

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" + ], + "text/plain": [ + " Labels 2023 2022 2021 2019 \\\n", + "0 SEX AND AGE NaN NaN NaN NaN \n", + "1 Total population 652,442 649,768 654,281 694,295 \n", + "2 Male 48.1% 48.5% 48.2% 47.8% \n", + "3 Female 51.9% 51.5% 51.8% 52.2% \n", + "4 Sex ratio (males per 100 females) 92.8 94.1 92.9 91.7 \n", + ".. ... ... ... ... ... \n", + "94 Total housing units 313,752 307,836 307,025 303,791 \n", + "95 CITIZEN, VOTING AGE POPULATION NaN NaN NaN NaN \n", + "96 Citizen, 18 and over population 478,610 479,717 475,111 496,231 \n", + "97 Male 46.7% 46.7% 47.1% 46.6% \n", + "98 Female 53.3% 53.3% 52.9% 53.4% \n", + "\n", + " 2018 2017 2016 2015 2014 \n", + "0 NaN NaN NaN NaN NaN \n", + "1 695,926 683,015 672,840 669,469 656,051 \n", + "2 48.0% 48.3% 48.0% 48.1% 48.2% \n", + "3 52.0% 51.7% 52.0% 51.9% 51.8% \n", + "4 92.2 93.4 92.4 92.8 93.0 \n", + ".. ... ... ... ... ... \n", + "94 NaN NaN NaN NaN NaN \n", + "95 NaN NaN NaN NaN NaN \n", + "96 NaN NaN NaN NaN NaN \n", + "97 NaN NaN NaN NaN NaN \n", + "98 NaN NaN NaN NaN NaN \n", + "\n", + "[99 rows x 10 columns]" + ] + }, + "execution_count": 285, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "race" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "id": "2a32044f-a198-44e5-8fe7-32f5f5a86870", + "metadata": {}, + "outputs": [], + "source": [ + "r1 = race.iloc[34:37]" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "id": "aca93106-1963-4c7a-b6ef-62ba0146ea80", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Labels202320222021201920182017201620152014
34Total population652,442649,768654,281694,295695,926683,015672,840669,469656,051
35One race85.8%84.5%83.0%93.7%94.2%95.9%94.3%95.5%95.2%
36Two or More Races14.2%15.5%17.0%6.3%5.8%4.1%5.7%4.5%4.8%
\n", + "
" + ], + "text/plain": [ + " Labels 2023 2022 2021 2019 2018 2017 \\\n", + "34 Total population 652,442 649,768 654,281 694,295 695,926 683,015 \n", + "35 One race 85.8% 84.5% 83.0% 93.7% 94.2% 95.9% \n", + "36 Two or More Races 14.2% 15.5% 17.0% 6.3% 5.8% 4.1% \n", + "\n", + " 2016 2015 2014 \n", + "34 672,840 669,469 656,051 \n", + "35 94.3% 95.5% 95.2% \n", + "36 5.7% 4.5% 4.8% " + ] + }, + "execution_count": 141, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "r1" + ] + }, + { + "cell_type": "markdown", + "id": "81442210", + "metadata": {}, + "source": [ + "#### Plotting trend of population on race" + ] + }, + { + "cell_type": "code", + "execution_count": 487, + "id": "8ad46e88-379d-4803-b89b-e5dd9591a568", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g1 = r1.iloc[[1, 2]].copy()\n", + "\n", + "# Remove the '%' sign and convert to numeric values\n", + "for col in g1.columns[1:]:\n", + " g1[col] = g1[col].str.rstrip('%').astype(float)\n", + "\n", + "# Set the labels as the index\n", + "g1.set_index('Labels', inplace=True)\n", + "\n", + "# Transpose the dataframe for plotting\n", + "g1 = g1.T\n", + "\n", + "g1 = g1.sort_index(ascending=True)\n", + "\n", + "# Plot the trends using seaborn and matplotlib\n", + "plt.figure(figsize=(10, 6))\n", + "sns.lineplot(data=g1, markers=True, dashes=False)\n", + "\n", + "# Add plot labels and title\n", + "plt.title('Trend of Population on Race')\n", + "plt.xlabel('Year')\n", + "plt.ylabel('Percentage (Total)')\n", + "plt.xticks(rotation=45)\n", + "plt.legend(title='Category')\n", + "plt.grid(True)\n", + "\n", + "# Display the plot\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 207, + "id": "428584da-f0f8-4b11-8f64-787f4074f5b7", + "metadata": {}, + "outputs": [], + "source": [ + "r2 = race.iloc[38:41]" + ] + }, + { + "cell_type": "code", + "execution_count": 209, + "id": "5ab8c2d3-076d-4df4-baca-271229b60684", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Labels202320222021201920182017201620152014
38White46.1%45.2%45.6%53.2%52.5%52.8%53.2%52.7%53.0%
39Black or African American20.3%21.2%20.0%24.9%24.5%25.9%25.8%25.3%24.5%
40American Indian and Alaska Native0.2%0.6%0.2%0.3%0.3%0.3%0.3%0.2%0.4%
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" + ], + "text/plain": [ + " Labels 2023 2022 2021 2019 2018 \\\n", + "38 White 46.1% 45.2% 45.6% 53.2% 52.5% \n", + "39 Black or African American 20.3% 21.2% 20.0% 24.9% 24.5% \n", + "40 American Indian and Alaska Native 0.2% 0.6% 0.2% 0.3% 0.3% \n", + "\n", + " 2017 2016 2015 2014 \n", + "38 52.8% 53.2% 52.7% 53.0% \n", + "39 25.9% 25.8% 25.3% 24.5% \n", + "40 0.3% 0.3% 0.2% 0.4% " + ] + }, + "execution_count": 209, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "r2" + ] + }, + { + "cell_type": "markdown", + "id": "4b8f1289", + "metadata": {}, + "source": [ + "#### Plotting trend of particular population race over the years" + ] + }, + { + "cell_type": "code", + "execution_count": 451, + "id": "72856aea-e5e9-4cd8-815a-89f1dfa61103", + "metadata": {}, + "outputs": [], + "source": [ + "asian1 = df1.iloc[49:56]\n", + "asian2 = df2.iloc[46:53]" + ] + }, + { + "cell_type": "code", + "execution_count": 453, + "id": "684fc2a4-d73a-47fc-b552-028e8f4eb578", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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2Filipino0.5%0.2%0.3%0.3%0.3%0.3%0.2%0.2%0.2%
3Japanese0.1%0.0%0.3%0.2%0.2%0.3%0.2%0.1%0.2%
4Korean0.7%0.8%0.6%0.5%0.4%0.5%0.4%0.7%0.4%
5Vietnamese1.8%1.6%1.7%1.2%1.6%1.8%1.7%2.0%1.8%
6Other Asian1.1%1.1%0.7%0.5%0.7%0.6%0.7%0.5%1.0%
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" + ], + "text/plain": [ + " Labels 2023 2022 2021 2019 2018 2017 2016 2015 2014\n", + "0 Asian Indian 1.7% 1.7% 1.3% 1.7% 1.5% 1.4% 1.8% 1.2% 1.1%\n", + "1 Chinese 4.5% 4.4% 4.7% 5.3% 4.7% 4.7% 4.8% 4.9% 4.9%\n", + "2 Filipino 0.5% 0.2% 0.3% 0.3% 0.3% 0.3% 0.2% 0.2% 0.2%\n", + "3 Japanese 0.1% 0.0% 0.3% 0.2% 0.2% 0.3% 0.2% 0.1% 0.2%\n", + "4 Korean 0.7% 0.8% 0.6% 0.5% 0.4% 0.5% 0.4% 0.7% 0.4%\n", + "5 Vietnamese 1.8% 1.6% 1.7% 1.2% 1.6% 1.8% 1.7% 2.0% 1.8%\n", + "6 Other Asian 1.1% 1.1% 0.7% 0.5% 0.7% 0.6% 0.7% 0.5% 1.0%" + ] + }, + "execution_count": 453, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "asian = pd.merge(asian1, asian2, on='Labels')\n", + "asian" + ] + }, + { + "cell_type": "code", + "execution_count": 455, + "id": "461bde29-1de7-44f6-aaf8-e3cf14916045", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/9x/vzd90kdj3r31m970q9mvrq6w0000gn/T/ipykernel_10256/4127604266.py:3: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " other2['Labels'] = other2['Labels'].replace('Some other race', 'Some Other Race')\n" + ] + } + ], + "source": [ + "other1 = df1.iloc[[61]]\n", + "other2 = df2.iloc[[58]]\n", + "other2['Labels'] = other2['Labels'].replace('Some other race', 'Some Other Race')" + ] + }, + { + "cell_type": "code", + "execution_count": 457, + "id": "a18d5732-c86b-4384-94bd-f826bb9a3744", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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0White46.1%45.2%45.6%53.2%52.5%52.8%53.2%52.7%53.0%
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2American Indian and Alaska Native0.2%0.6%0.2%0.3%0.3%0.3%0.3%0.2%0.4%
3Asian Indian1.7%1.7%1.3%1.7%1.5%1.4%1.8%1.2%1.1%
4Chinese4.5%4.4%4.7%5.3%4.7%4.7%4.8%4.9%4.9%
5Filipino0.5%0.2%0.3%0.3%0.3%0.3%0.2%0.2%0.2%
6Japanese0.1%0.0%0.3%0.2%0.2%0.3%0.2%0.1%0.2%
7Korean0.7%0.8%0.6%0.5%0.4%0.5%0.4%0.7%0.4%
8Vietnamese1.8%1.6%1.7%1.2%1.6%1.8%1.7%2.0%1.8%
9Other Asian1.1%1.1%0.7%0.5%0.7%0.6%0.7%0.5%1.0%
10Some Other Race8.6%7.6%7.5%5.4%7.3%7.2%5.2%7.8%7.5%
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" + ], + "text/plain": [ + " Labels 2023 2022 2021 2019 2018 \\\n", + "0 White 46.1% 45.2% 45.6% 53.2% 52.5% \n", + "1 Black or African American 20.3% 21.2% 20.0% 24.9% 24.5% \n", + "2 American Indian and Alaska Native 0.2% 0.6% 0.2% 0.3% 0.3% \n", + "3 Asian Indian 1.7% 1.7% 1.3% 1.7% 1.5% \n", + "4 Chinese 4.5% 4.4% 4.7% 5.3% 4.7% \n", + "5 Filipino 0.5% 0.2% 0.3% 0.3% 0.3% \n", + "6 Japanese 0.1% 0.0% 0.3% 0.2% 0.2% \n", + "7 Korean 0.7% 0.8% 0.6% 0.5% 0.4% \n", + "8 Vietnamese 1.8% 1.6% 1.7% 1.2% 1.6% \n", + "9 Other Asian 1.1% 1.1% 0.7% 0.5% 0.7% \n", + "10 Some Other Race 8.6% 7.6% 7.5% 5.4% 7.3% \n", + "\n", + " 2017 2016 2015 2014 \n", + "0 52.8% 53.2% 52.7% 53.0% \n", + "1 25.9% 25.8% 25.3% 24.5% \n", + "2 0.3% 0.3% 0.2% 0.4% \n", + "3 1.4% 1.8% 1.2% 1.1% \n", + "4 4.7% 4.8% 4.9% 4.9% \n", + "5 0.3% 0.2% 0.2% 0.2% \n", + "6 0.3% 0.2% 0.1% 0.2% \n", + "7 0.5% 0.4% 0.7% 0.4% \n", + "8 1.8% 1.7% 2.0% 1.8% \n", + "9 0.6% 0.7% 0.5% 1.0% \n", + "10 7.2% 5.2% 7.8% 7.5% " + ] + }, + "execution_count": 461, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "one_race" + ] + }, + { + "cell_type": "code", + "execution_count": 489, + "id": "4d8903f5-0304-4af0-978b-7e9bd5071dc8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g2 = one_race.copy()\n", + "\n", + "# Remove the '%' sign and convert to numeric values\n", + "for col in g2.columns[1:]:\n", + " g2[col] = g2[col].str.rstrip('%').astype(float)\n", + "\n", + "# Set the labels as the index\n", + "g2.set_index('Labels', inplace=True)\n", + "\n", + "# Transpose the dataframe for plotting\n", + "g2 = g2.T\n", + "\n", + "g2 = g2.sort_index(ascending=True)\n", + "\n", + "\n", + "# Plot the trends using seaborn and matplotlib\n", + "plt.figure(figsize=(10, 6))\n", + "sns.lineplot(data=g2, markers=True, dashes=False)\n", + "\n", + "# Add plot labels and title\n", + "plt.title('Trend of One Race Population')\n", + "plt.xlabel('Year')\n", + "plt.ylabel('Percentage (Total)')\n", + "plt.xticks(rotation=45)\n", + "plt.legend(title='Category')\n", + "plt.grid(True)\n", + "\n", + "# Display the plot\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 525, + "id": "d432c4af-bb3d-4fa0-818c-ffea15c85614", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20, 6))\n", + "sns.barplot(data=g2)\n", + "\n", + "plt.title('Barplot of kinds of One Race')\n", + "plt.ylabel('Values')\n", + "plt.xticks(rotation=20)\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "0926e558", + "metadata": {}, + "source": [ + "#### Plotting the trend of Asian Population" + ] + }, + { + "cell_type": "code", + "execution_count": 493, + "id": "ec9932ec-b925-44c5-a34e-f0a45c2b2d57", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Labels202320222021201920182017201620152014
0White and Black or African American1.4%1.2%1.0%3.6%3.1%2.4%3.7%2.2%2.5%
1White and American Indian and Alaska Native0.4%0.2%0.3%0.3%0.2%0.2%0.2%0.3%0.3%
2White and Asian1.0%1.0%1.0%0.9%0.9%0.7%0.6%0.7%0.6%
3Black or African American and American Indian ...0.3%0.3%0.3%0.1%0.2%0.3%0.1%0.1%0.1%
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" + ], + "text/plain": [ + " Labels 2023 2022 2021 2019 \\\n", + "0 White and Black or African American 1.4% 1.2% 1.0% 3.6% \n", + "1 White and American Indian and Alaska Native 0.4% 0.2% 0.3% 0.3% \n", + "2 White and Asian 1.0% 1.0% 1.0% 0.9% \n", + "3 Black or African American and American Indian ... 0.3% 0.3% 0.3% 0.1% \n", + "\n", + " 2018 2017 2016 2015 2014 \n", + "0 3.1% 2.4% 3.7% 2.2% 2.5% \n", + "1 0.2% 0.2% 0.2% 0.3% 0.3% \n", + "2 0.9% 0.7% 0.6% 0.7% 0.6% \n", + "3 0.2% 0.3% 0.1% 0.1% 0.1% " + ] + }, + "execution_count": 505, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "two_or_more = pd.merge(two_or_more1, two_or_more2, on='Labels')\n", + "two_or_more" + ] + }, + { + "cell_type": "code", + "execution_count": 507, + "id": "5aa96373-e6af-4a75-a434-21fa712a8c4d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g4 = two_or_more.copy()\n", + "\n", + "# Remove the '%' sign and convert to numeric values\n", + "for col in g4.columns[1:]:\n", + " g4[col] = g4[col].str.rstrip('%').astype(float)\n", + "\n", + "# Set the labels as the index\n", + "g4.set_index('Labels', inplace=True)\n", + "\n", + "# Transpose the dataframe for plotting\n", + "g4 = g4.T\n", + "\n", + "g4 = g4.sort_index(ascending=True)\n", + "\n", + "\n", + "# Plot the trends using seaborn and matplotlib\n", + "plt.figure(figsize=(10, 6))\n", + "sns.lineplot(data=g4, markers=True, dashes=False)\n", + "\n", + "# Add plot labels and title\n", + "plt.title('Trend of Two or More Race Kind Population')\n", + "plt.xlabel('Year')\n", + "plt.ylabel('Percentage (Total)')\n", + "plt.xticks(rotation=45)\n", + "plt.legend(title='Category')\n", + "plt.grid(True)\n", + "\n", + "# Display the plot\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 477, + "id": "f4a61fab-c7f0-46ef-ae38-bcde5912abf0", + "metadata": {}, + "outputs": [], + "source": [ + "one_and_more1 = df1.iloc[71:77]" + ] + }, + { + "cell_type": "code", + "execution_count": 479, + "id": "a3cd4bb9-13c7-4d8e-9d0c-50884ddd4d75", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/9x/vzd90kdj3r31m970q9mvrq6w0000gn/T/ipykernel_10256/3090201655.py:2: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " one_and_more2['Labels'] = one_and_more2['Labels'].replace('Some other race', 'Some Other Race')\n" + ] + } + ], + "source": [ + "one_and_more2 = df2.iloc[66:72]\n", + "one_and_more2['Labels'] = one_and_more2['Labels'].replace('Some other race', 'Some Other Race')" + ] + }, + { + "cell_type": "code", + "execution_count": 483, + "id": "9f22c3e9-b029-4c01-af72-f689bcb9b6f6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Labels202320222021201920182017201620152014
0White56.6%55.8%58.0%58.6%57.4%56.5%58.3%56.5%57.2%
1Black or African American26.6%28.8%28.8%29.4%28.6%28.8%30.2%28.3%27.6%
2American Indian and Alaska Native1.4%1.5%1.5%0.9%0.9%0.9%0.9%0.8%0.8%
3Asian12.1%11.2%11.0%11.1%10.8%10.6%10.8%10.5%10.8%
4Native Hawaiian and Other Pacific Islander0.3%0.1%0.1%0.3%0.1%0.1%0.1%0.1%0.3%
5Some Other Race19.3%20.0%21.3%6.3%8.4%7.5%5.7%8.6%8.5%
\n", + "
" + ], + "text/plain": [ + " Labels 2023 2022 2021 2019 \\\n", + "0 White 56.6% 55.8% 58.0% 58.6% \n", + "1 Black or African American 26.6% 28.8% 28.8% 29.4% \n", + "2 American Indian and Alaska Native 1.4% 1.5% 1.5% 0.9% \n", + "3 Asian 12.1% 11.2% 11.0% 11.1% \n", + "4 Native Hawaiian and Other Pacific Islander 0.3% 0.1% 0.1% 0.3% \n", + "5 Some Other Race 19.3% 20.0% 21.3% 6.3% \n", + "\n", + " 2018 2017 2016 2015 2014 \n", + "0 57.4% 56.5% 58.3% 56.5% 57.2% \n", + "1 28.6% 28.8% 30.2% 28.3% 27.6% \n", + "2 0.9% 0.9% 0.9% 0.8% 0.8% \n", + "3 10.8% 10.6% 10.8% 10.5% 10.8% \n", + "4 0.1% 0.1% 0.1% 0.1% 0.3% \n", + "5 8.4% 7.5% 5.7% 8.6% 8.5% " + ] + }, + "execution_count": 483, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "one_and_more = pd.merge(one_and_more1, one_and_more2, on='Labels')\n", + "one_and_more" + ] + }, + { + "cell_type": "code", + "execution_count": 509, + "id": "5ebdd6bf-a3d9-4be3-ae5d-39a1944ff5a3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Labels202320222021201920182017201620152014
0Mexican1.4%1.3%1.1%1.3%1.3%1.0%1.1%1.0%1.0%
1Puerto Rican4.4%4.0%4.6%4.8%4.7%6.2%4.8%5.6%5.0%
2Cuban0.3%0.2%0.3%0.7%0.5%0.4%0.4%0.4%0.3%
3Other Hispanic or Latino13.3%14.5%14.4%12.9%13.5%12.9%12.8%12.5%12.3%
\n", + "
" + ], + "text/plain": [ + " Labels 2023 2022 2021 2019 2018 2017 2016 \\\n", + "0 Mexican 1.4% 1.3% 1.1% 1.3% 1.3% 1.0% 1.1% \n", + "1 Puerto Rican 4.4% 4.0% 4.6% 4.8% 4.7% 6.2% 4.8% \n", + "2 Cuban 0.3% 0.2% 0.3% 0.7% 0.5% 0.4% 0.4% \n", + "3 Other Hispanic or Latino 13.3% 14.5% 14.4% 12.9% 13.5% 12.9% 12.8% \n", + "\n", + " 2015 2014 \n", + "0 1.0% 1.0% \n", + "1 5.6% 5.0% \n", + "2 0.4% 0.3% \n", + "3 12.5% 12.3% " + ] + }, + "execution_count": 521, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "latino = pd.merge(latino1, latino2, on='Labels')\n", + "latino" + ] + }, + { + "cell_type": "code", + "execution_count": 523, + "id": "6bb0ca1e-166d-471d-94bf-9c6c797acc0e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g6 = latino.copy()\n", + "\n", + "# Remove the '%' sign and convert to numeric values\n", + "for col in g6.columns[1:]:\n", + " g6[col] = g6[col].str.rstrip('%').astype(float)\n", + "\n", + "# Set the labels as the index\n", + "g6.set_index('Labels', inplace=True)\n", + "\n", + "# Transpose the dataframe for plotting\n", + "g6 = g6.T\n", + "\n", + "g6 = g6.sort_index(ascending=True)\n", + "\n", + "\n", + "# Plot the trends using seaborn and matplotlib\n", + "plt.figure(figsize=(10, 6))\n", + "sns.lineplot(data=g6, markers=True, dashes=False)\n", + "\n", + "# Add plot labels and title\n", + "plt.title('Trend of Latino Population')\n", + "plt.xlabel('Year')\n", + "plt.ylabel('Percentage (Total)')\n", + "plt.xticks(rotation=45)\n", + "plt.legend(title='Category')\n", + "plt.grid(True)\n", + "\n", + "# Display the plot\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b81b04ea-f99a-4016-b7d8-0ccaea465a77", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/fa24-team-a/Population and Displacement/poverty_analysis.ipynb b/fa24-team-a/Population and Displacement/poverty_analysis.ipynb new file mode 100644 index 00000000..f566e83e --- /dev/null +++ b/fa24-team-a/Population and Displacement/poverty_analysis.ipynb @@ -0,0 +1,1161 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 141, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import seaborn as sns\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import geopandas as gpd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Importing dataset for 2013-2023 and combining the dataset to visualize the trends. Combined_df used for the merged datasets" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "metadata": {}, + "outputs": [], + "source": [ + "import glob\n", + "\n", + "# path to the files \n", + "path = \"poverty_*.csv\"\n", + "files = glob.glob(path)\n", + "\n", + "# Extract year from filename and add it as a column\n", + "df_list = []\n", + "for file in files:\n", + " year = int(file.split('_')[-1].split('.')[0]) \n", + " df = pd.read_csv(file)\n", + " df['year'] = year\n", + " df_list.append(df)\n", + "\n", + "combined_df = pd.concat(df_list, ignore_index=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 655 entries, 0 to 654\n", + "Data columns (total 8 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Label (Grouping) 655 non-null object\n", + " 1 Boston city, Suffolk County, Massachusetts!!Total!!Estimate 583 non-null object\n", + " 2 Boston city, Suffolk County, Massachusetts!!Total!!Margin of Error 583 non-null object\n", + " 3 Boston city, Suffolk County, Massachusetts!!Below poverty level!!Estimate 583 non-null object\n", + " 4 Boston city, Suffolk County, Massachusetts!!Below poverty level!!Margin of Error 583 non-null object\n", + " 5 Boston city, Suffolk County, Massachusetts!!Percent below poverty level!!Estimate 583 non-null object\n", + " 6 Boston city, Suffolk County, Massachusetts!!Percent below poverty level!!Margin of Error 583 non-null object\n", + " 7 year 655 non-null int64 \n", + "dtypes: int64(1), object(7)\n", + "memory usage: 41.1+ KB\n", + "None\n" + ] + } + ], + "source": [ + "print(combined_df.info())" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Label (Grouping)Boston city, Suffolk County, Massachusetts!!Total!!EstimateBoston city, Suffolk County, Massachusetts!!Total!!Margin of ErrorBoston city, Suffolk County, Massachusetts!!Below poverty level!!EstimateBoston city, Suffolk County, Massachusetts!!Below poverty level!!Margin of ErrorBoston city, Suffolk County, Massachusetts!!Percent below poverty level!!EstimateBoston city, Suffolk County, Massachusetts!!Percent below poverty level!!Margin of Erroryear
0Population for whom poverty status is determined651,689±5,184111,442±8,13817.1%±1.22019
1AGENaNNaNNaNNaNNaNNaN2019
2Under 18 years104,108±3,21025,043±4,67624.1%±4.42019
3Under 5 years31,264±2,0405,210±1,75916.7%±5.52019
45 to 17 years72,844±2,63619,833±3,97327.2%±5.32019
\n", + "
" + ], + "text/plain": [ + " Label (Grouping) \\\n", + "0 Population for whom poverty status is determined \n", + "1     AGE \n", + "2         Under 18 years \n", + "3             Under 5 years \n", + "4             5 to 17 years \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!Total!!Estimate \\\n", + "0 651,689 \n", + "1 NaN \n", + "2 104,108 \n", + "3 31,264 \n", + "4 72,844 \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!Total!!Margin of Error \\\n", + "0 ±5,184 \n", + "1 NaN \n", + "2 ±3,210 \n", + "3 ±2,040 \n", + "4 ±2,636 \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!Below poverty level!!Estimate \\\n", + "0 111,442 \n", + "1 NaN \n", + "2 25,043 \n", + "3 5,210 \n", + "4 19,833 \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!Below poverty level!!Margin of Error \\\n", + "0 ±8,138 \n", + "1 NaN \n", + "2 ±4,676 \n", + "3 ±1,759 \n", + "4 ±3,973 \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!Percent below poverty level!!Estimate \\\n", + "0 17.1% \n", + "1 NaN \n", + "2 24.1% \n", + "3 16.7% \n", + "4 27.2% \n", + "\n", + " Boston city, Suffolk County, Massachusetts!!Percent below poverty level!!Margin of Error \\\n", + "0 ±1.2 \n", + "1 NaN \n", + "2 ±4.4 \n", + "3 ±5.5 \n", + "4 ±5.3 \n", + "\n", + " year \n", + "0 2019 \n", + "1 2019 \n", + "2 2019 \n", + "3 2019 \n", + "4 2019 " + ] + }, + "execution_count": 148, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2019 2018 2021 2023 2022 2013 2015 2014 2016 2017]\n" + ] + } + ], + "source": [ + "print(combined_df['year'].unique())" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2013 2014 2015 2016 2017 2018 2019 2021 2022 2023]\n", + "Index(['Label (Grouping)',\n", + " 'Boston city, Suffolk County, Massachusetts!!Total!!Estimate',\n", + " 'Boston city, Suffolk County, Massachusetts!!Total!!Margin of Error',\n", + " 'Boston city, Suffolk County, Massachusetts!!Below poverty level!!Estimate',\n", + " 'Boston city, Suffolk County, Massachusetts!!Below poverty level!!Margin of Error',\n", + " 'Boston city, Suffolk County, Massachusetts!!Percent below poverty level!!Estimate',\n", + " 'Boston city, Suffolk County, Massachusetts!!Percent below poverty level!!Margin of Error',\n", + " 'year'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "# Sort the DataFrame by the 'year' column\n", + "combined_df.sort_values(by='year', inplace=True)\n", + "\n", + "# Reset the index \n", + "combined_df.reset_index(drop=True, inplace=True)\n", + "print(combined_df['year'].unique())\n", + "\n", + "print(combined_df.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": {}, + "outputs": [], + "source": [ + "combined_df.columns = [\n", + " \"label\", \"total_estimate\", \"total_margin_error\", \n", + " \"below_poverty_estimate\", \"below_poverty_margin_error\",\n", + " \"percent_below_poverty_estimate\", \"percent_below_poverty_margin_error\", \"year\"\n", + "]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Worked full-time, year-round in the past 12 months' 'SEX'\n", + " '65 years and over' '18 to 64 years' 'Related children under 18 years'\n", + " 'Under 18 years' 'AGE' 'Population for whom poverty status is determined'\n", + " 'Worked part-time or part-year in the past 12 months' 'Did not work'\n", + " 'All Individuals below:' '50 percent of poverty level' 'Male'\n", + " '125 percent of poverty level' '185 percent of poverty level'\n", + " '200 percent of poverty level'\n", + " 'Unrelated individuals for whom poverty status is determined' 'Female'\n", + " 'Mean income deficit for unrelated individuals (dollars)'\n", + " 'Worked less than full-time, year-round in the past 12 months'\n", + " 'PERCENT IMPUTED' 'Poverty status for individuals'\n", + " '150 percent of poverty level' 'Population 16 years and over' 'One race'\n", + " 'WORK EXPERIENCE' 'Unemployed' 'Employed'\n", + " 'Civilian labor force 16 years and over' 'EMPLOYMENT STATUS'\n", + " \"Bachelor's degree or higher\" \"Some college, associate's degree\"\n", + " 'High school graduate (includes equivalency)'\n", + " 'RACE AND HISPANIC OR LATINO ORIGIN' 'Population 25 years and over'\n", + " 'EDUCATIONAL ATTAINMENT' 'White alone, not Hispanic or Latino'\n", + " 'Hispanic or Latino origin (of any race)' 'Two or more races'\n", + " 'Some other race' 'Native Hawaiian and Other Pacific Islander' 'Asian'\n", + " 'American Indian and Alaska Native' 'Black or African American' 'White'\n", + " 'Less than high school graduate' '75 years and over' '65 to 74 years'\n", + " '15 years' '45 to 54 years' '55 to 64 years' 'Some other race alone'\n", + " 'Native Hawaiian and Other Pacific Islander alone' 'Asian alone'\n", + " 'American Indian and Alaska Native alone'\n", + " 'Black or African American alone' 'White alone' '60 years and over'\n", + " '35 to 64 years' '18 to 34 years'\n", + " 'Related children of householder under 18 years' '5 to 17 years'\n", + " 'Under 5 years' '35 to 44 years' '25 to 34 years' '18 to 24 years'\n", + " '16 to 17 years'\n", + " 'UNRELATED INDIVIDUALS FOR WHOM POVERTY STATUS IS DETERMINED'\n", + " '400 percent of poverty level' '300 percent of poverty level'\n", + " '500 percent of poverty level'\n", + " 'ALL INDIVIDUALS WITH INCOME BELOW THE FOLLOWING POVERTY RATIOS'\n", + " 'Population in housing units for whom poverty status is determined']\n" + ] + } + ], + "source": [ + "def clean_string_columns(df):\n", + " for col in df.select_dtypes(include=['object']).columns:\n", + " df[col] = df[col].str.replace('\\xa0', '', regex=False).str.strip()\n", + " return df\n", + "\n", + "# Clean the entire DataFrame\n", + "combined_df = clean_string_columns(combined_df)\n", + "\n", + "# Verify the cleaned data\n", + "print(combined_df['label'].unique())" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " label total_estimate \\\n", + "0 Worked full-time, year-round in the past 12 mo... 225,670 \n", + "1 SEX NaN \n", + "2 65 years and over 65,127 \n", + "3 18 to 64 years 432,336 \n", + "4 Related children under 18 years 104,877 \n", + "\n", + " total_margin_error below_poverty_estimate below_poverty_margin_error \\\n", + "0 ±5,704 4,245 ±1,703 \n", + "1 NaN NaN NaN \n", + "2 ±1,930 11,903 ±1,440 \n", + "3 ±3,386 86,576 ±5,543 \n", + "4 ±2,588 31,272 ±4,001 \n", + "\n", + " percent_below_poverty_estimate percent_below_poverty_margin_error year \n", + "0 1.9% ±0.7 2013 \n", + "1 NaN NaN 2013 \n", + "2 18.3% ±2.2 2013 \n", + "3 20.0% ±1.2 2013 \n", + "4 29.8% ±3.7 2013 \n" + ] + } + ], + "source": [ + "print(combined_df.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualizing total population vs below poverty line population over the years" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Population Trend DataFrame:\n", + " year total_population below_poverty_population\n", + "7 2013 602704.0 130115.0\n", + "76 2014 612873.0 138625.0\n", + "142 2015 626152.0 128385.0\n", + "188 2016 628333.0 131871.0\n", + "286 2017 642003.0 119925.0\n", + "370 2018 653169.0 118946.0\n", + "380 2019 651689.0 111442.0\n", + "495 2021 610081.0 114198.0\n", + "576 2022 608933.0 103901.0\n", + "586 2023 608599.0 95207.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/nz/yglwkh0d003_mjjfnfrm07y40000gn/T/ipykernel_1331/1741151318.py:15: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " total_population['total_estimate'] = total_population['total_estimate'].str.replace(',', '').astype(float)\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# total population vs bpl population over the years\n", + "total_population = combined_df[\n", + " combined_df['label'] == \"Population for whom poverty status is determined\"\n", + "]\n", + "\n", + "# Step 2: Extract below poverty estimates for all years directly\n", + "below_poverty_population = combined_df[\n", + " combined_df['label'] == \"Population for whom poverty status is determined\"\n", + "][['year', 'below_poverty_estimate']].copy()\n", + "\n", + "# Clean the below poverty estimate values\n", + "below_poverty_population['below_poverty_estimate'] = below_poverty_population['below_poverty_estimate'].str.replace(',', '').astype(float)\n", + "\n", + "# Step 3: Extract the total estimates\n", + "total_population['total_estimate'] = total_population['total_estimate'].str.replace(',', '').astype(float)\n", + "\n", + "# Create DataFrame for plotting\n", + "population_trend = pd.DataFrame({\n", + " 'year': total_population['year'],\n", + " 'total_population': total_population['total_estimate'],\n", + " 'below_poverty_population': below_poverty_population['below_poverty_estimate']\n", + "})\n", + "\n", + "# Check the Population Trend DataFrame\n", + "print(\"Population Trend DataFrame:\")\n", + "print(population_trend)\n", + "\n", + "# Step 4: Plotting the data\n", + "plt.figure(figsize=(12, 8))\n", + "\n", + "# Plot total population\n", + "sns.lineplot(data=population_trend, x='year', y='total_population', label='Total Population', marker='o')\n", + "\n", + "# Plot below poverty population\n", + "sns.lineplot(data=population_trend, x='year', y='below_poverty_population', label='Below Poverty Population', marker='o')\n", + "\n", + "# Add labels and title\n", + "plt.title(\"Population Trends: Total vs. Below Poverty (2013-2023)\")\n", + "plt.xlabel(\"Year\")\n", + "plt.ylabel(\"Population\")\n", + "plt.legend()\n", + "plt.xticks(rotation=45)\n", + "plt.grid()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Percentage Below Poverty Line in 2013: 21.59%\n", + "Percentage Below Poverty Line in 2023: 15.64%\n", + "Change in Percentage from 2013 to 2023: -5.94%\n" + ] + } + ], + "source": [ + "total_population_2013 = population_trend.loc[population_trend['year'] == 2013, 'total_population'].values[0]\n", + "below_poverty_population_2013 = population_trend.loc[population_trend['year'] == 2013, 'below_poverty_population'].values[0]\n", + "\n", + "total_population_2023 = population_trend.loc[population_trend['year'] == 2023, 'total_population'].values[0]\n", + "below_poverty_population_2023 = population_trend.loc[population_trend['year'] == 2023, 'below_poverty_population'].values[0]\n", + "\n", + "# Step 2: Calculate percentages\n", + "percentage_below_poverty_2013 = (below_poverty_population_2013 / total_population_2013) * 100\n", + "percentage_below_poverty_2023 = (below_poverty_population_2023 / total_population_2023) * 100\n", + "\n", + "# Step 3: Calculate the difference\n", + "percentage_change = percentage_below_poverty_2023 - percentage_below_poverty_2013\n", + "\n", + "# Step 4: Print the results\n", + "print(f\"Percentage Below Poverty Line in 2013: {percentage_below_poverty_2013:.2f}%\")\n", + "print(f\"Percentage Below Poverty Line in 2023: {percentage_below_poverty_2023:.2f}%\")\n", + "print(f\"Change in Percentage from 2013 to 2023: {percentage_change:.2f}%\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Poverty Rate trends based on age groups" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/nz/yglwkh0d003_mjjfnfrm07y40000gn/T/ipykernel_1331/3506857466.py:15: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " age_groups['percent_below_poverty_estimate'] = age_groups['percent_below_poverty_estimate'].str.replace('%', '').astype(float)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# age groups\n", + "desired_age_groups = [\n", + " \"Under 18 years\", \n", + " \"Under 5 years\", \n", + " \"5 to 17 years\", \n", + " \"18 to 64 years\", \n", + " \"60 years and over\", \n", + " \"65 and over\" \n", + "]\n", + "\n", + "# Step 2: Filter for the desired age groups\n", + "age_groups = combined_df[combined_df['label'].isin(desired_age_groups)]\n", + "\n", + "# Clean and convert the percent below poverty estimate to float for sorting\n", + "age_groups['percent_below_poverty_estimate'] = age_groups['percent_below_poverty_estimate'].str.replace('%', '').astype(float)\n", + "\n", + "# Step 3: Remove data for the year 2020\n", + "age_groups = age_groups[age_groups['year'] != 2020]\n", + "\n", + "# Sort the age groups by percent below poverty rate in ascending order\n", + "sorted_age_groups = age_groups.sort_values(by='percent_below_poverty_estimate')\n", + "\n", + "# Step 4: Plotting the data\n", + "plt.figure(figsize=(12, 8))\n", + "sns.lineplot(data=sorted_age_groups, \n", + " x=\"year\", \n", + " y=\"percent_below_poverty_estimate\", \n", + " hue=\"label\", \n", + " marker=\"o\")\n", + "\n", + "plt.title(\"Poverty Rate Trends by Age Group (2013-2023)\")\n", + "plt.xlabel(\"Year\")\n", + "plt.ylabel(\"Percent Below Poverty Level\")\n", + "\n", + "# Sort y-axis for better visualization\n", + "plt.ylim(sorted_age_groups['percent_below_poverty_estimate'].min() - 5, \n", + " sorted_age_groups['percent_below_poverty_estimate'].max() + 5)\n", + "\n", + "plt.legend(title=\"Age Group\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Poverty trends based on gender" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# males vs females \n", + "male_data = combined_df[combined_df['label'] == 'Male']\n", + "female_data = combined_df[combined_df['label'] == 'Female']\n", + "\n", + "# Step 2: Calculate Percentages Over the Years\n", + "# Create a list to hold results\n", + "results = []\n", + "\n", + "# Function to clean and convert estimates to float\n", + "def clean_and_convert(series):\n", + " return series.str.replace(',', '').astype(float)\n", + "\n", + "# Calculate for Males\n", + "for year in male_data['year'].unique():\n", + " total_population = clean_and_convert(male_data[male_data['year'] == year]['total_estimate']).sum()\n", + " below_poverty_population = clean_and_convert(male_data[male_data['year'] == year]['below_poverty_estimate']).sum()\n", + " percentage = (below_poverty_population / total_population) * 100 if total_population > 0 else 0\n", + " results.append({'year': year, 'gender': 'Male', 'percentage_below_poverty': percentage})\n", + "\n", + "# Calculate for Females\n", + "for year in female_data['year'].unique():\n", + " total_population = clean_and_convert(female_data[female_data['year'] == year]['total_estimate']).sum()\n", + " below_poverty_population = clean_and_convert(female_data[female_data['year'] == year]['below_poverty_estimate']).sum()\n", + " percentage = (below_poverty_population / total_population) * 100 if total_population > 0 else 0\n", + " results.append({'year': year, 'gender': 'Female', 'percentage_below_poverty': percentage})\n", + "\n", + "# Convert results to DataFrame\n", + "percentages_df = pd.DataFrame(results)\n", + "\n", + "# Step 3: Visualize the Trends\n", + "plt.figure(figsize=(12, 8))\n", + "sns.lineplot(data=percentages_df, x='year', y='percentage_below_poverty', hue='gender', marker='o')\n", + "plt.title(\"Percentage Below Poverty Line Estimates by Gender (2013-2023)\")\n", + "plt.xlabel(\"Year\")\n", + "plt.ylabel(\"Percentage Below Poverty Line\")\n", + "plt.xticks(rotation=45)\n", + "plt.grid()\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Poverty trends based on race" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/nz/yglwkh0d003_mjjfnfrm07y40000gn/T/ipykernel_1331/704273983.py:22: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " race_df['below_poverty_estimate'] = clean_and_convert(race_df['below_poverty_estimate'])\n", + "/var/folders/nz/yglwkh0d003_mjjfnfrm07y40000gn/T/ipykernel_1331/704273983.py:23: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " race_df['total_estimate'] = clean_and_convert(race_df['total_estimate'])\n", + "/var/folders/nz/yglwkh0d003_mjjfnfrm07y40000gn/T/ipykernel_1331/704273983.py:26: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " race_df.dropna(subset=['below_poverty_estimate', 'total_estimate'], inplace=True)\n", + "/var/folders/nz/yglwkh0d003_mjjfnfrm07y40000gn/T/ipykernel_1331/704273983.py:29: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " race_df['percent_below_poverty'] = (race_df['below_poverty_estimate'] / race_df['total_estimate']) * 100\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# race\n", + "race_categories = [\n", + " 'White alone, not Hispanic or Latino',\n", + " 'Black or African American',\n", + " 'Asian',\n", + " 'Hispanic or Latino origin (of any race)',\n", + " 'American Indian and Alaska Native',\n", + " 'Native Hawaiian and Other Pacific Islander',\n", + " 'Some other race alone',\n", + " 'Two or more races'\n", + "]\n", + "\n", + "race_df = combined_df[combined_df['label'].isin(race_categories)]\n", + "\n", + "# Step 2: Clean and Convert Data\n", + "# Function to clean and convert to float, ignoring errors\n", + "def clean_and_convert(column):\n", + " # Replace non-numeric values with NaN, remove commas, and convert to float\n", + " column = column.str.replace(',', '', regex=False) # Remove commas\n", + " return pd.to_numeric(column, errors='coerce') # Convert to float, coercing errors to NaN\n", + "\n", + "race_df['below_poverty_estimate'] = clean_and_convert(race_df['below_poverty_estimate'])\n", + "race_df['total_estimate'] = clean_and_convert(race_df['total_estimate'])\n", + "\n", + "# Drop rows with NaN values in either column after conversion\n", + "race_df.dropna(subset=['below_poverty_estimate', 'total_estimate'], inplace=True)\n", + "\n", + "# Step 3: Calculate Percentages\n", + "race_df['percent_below_poverty'] = (race_df['below_poverty_estimate'] / race_df['total_estimate']) * 100\n", + "\n", + "# Group by year and race category\n", + "race_trend = race_df.groupby(['year', 'label'])['percent_below_poverty'].mean().reset_index()\n", + "\n", + "# Step 4: Plotting the Trends\n", + "plt.figure(figsize=(12, 8))\n", + "sns.lineplot(data=race_trend, x='year', y='percent_below_poverty', hue='label', marker='o')\n", + "\n", + "# Add labels and title\n", + "plt.title(\"Trends of Below Poverty Line Percentage by Race and Hispanic/Latino (2013-2023)\")\n", + "plt.xlabel(\"Year\")\n", + "plt.ylabel(\"Percentage Below Poverty Line\")\n", + "plt.legend(title='Race/Ethnicity', bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "plt.xticks(rotation=45)\n", + "plt.grid()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Poverty trends based on education" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/nz/yglwkh0d003_mjjfnfrm07y40000gn/T/ipykernel_1331/351462635.py:18: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " education_df['below_poverty_estimate'] = clean_and_convert(education_df['below_poverty_estimate'])\n", + "/var/folders/nz/yglwkh0d003_mjjfnfrm07y40000gn/T/ipykernel_1331/351462635.py:19: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " education_df['total_estimate'] = clean_and_convert(education_df['total_estimate'])\n", + "/var/folders/nz/yglwkh0d003_mjjfnfrm07y40000gn/T/ipykernel_1331/351462635.py:22: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " education_df.dropna(subset=['below_poverty_estimate', 'total_estimate'], inplace=True)\n", + "/var/folders/nz/yglwkh0d003_mjjfnfrm07y40000gn/T/ipykernel_1331/351462635.py:25: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " education_df['percent_below_poverty'] = (education_df['below_poverty_estimate'] / education_df['total_estimate']) * 100\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# education \n", + "education_categories = [\n", + " \"Less than high school graduate\",\n", + " \"High school graduate (includes equivalency)\",\n", + " \"Some college, associate's degree\",\n", + " \"Bachelor's degree or higher\",\n", + "]\n", + "\n", + "# Filter combined_df for these categories\n", + "education_df = combined_df[combined_df['label'].isin(education_categories)]\n", + "\n", + "# Step 2: Clean and Convert Data\n", + "# Function to clean and convert to float, ignoring errors\n", + "def clean_and_convert(column):\n", + " column = column.str.replace(',', '', regex=False) # Remove commas\n", + " return pd.to_numeric(column, errors='coerce') # Convert to float, coercing errors to NaN\n", + "\n", + "education_df['below_poverty_estimate'] = clean_and_convert(education_df['below_poverty_estimate'])\n", + "education_df['total_estimate'] = clean_and_convert(education_df['total_estimate'])\n", + "\n", + "# Drop rows with NaN values in either column after conversion\n", + "education_df.dropna(subset=['below_poverty_estimate', 'total_estimate'], inplace=True)\n", + "\n", + "# Step 3: Calculate Percentages\n", + "education_df['percent_below_poverty'] = (education_df['below_poverty_estimate'] / education_df['total_estimate']) * 100\n", + "\n", + "# Group by year and educational attainment category\n", + "education_trend = education_df.groupby(['year', 'label'])['percent_below_poverty'].mean().reset_index()\n", + "\n", + "# Step 4: Plotting the Trends\n", + "plt.figure(figsize=(12, 8))\n", + "sns.lineplot(data=education_trend, x='year', y='percent_below_poverty', hue='label', marker='o')\n", + "\n", + "# Add labels and title\n", + "plt.title(\"Trends of Below Poverty Line Percentage by Educational Attainment (2013-2023)\")\n", + "plt.xlabel(\"Year\")\n", + "plt.ylabel(\"Percentage Below Poverty Line\")\n", + "plt.legend(title='Educational Attainment', bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "plt.xticks(rotation=45)\n", + "plt.grid()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Poverty trends based on employment" + ] + }, + { + "cell_type": "code", + "execution_count": 178, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Year Employment Status Below Poverty Estimate \\\n", + "0 2013 Employed 32,911 \n", + "1 2013 Unemployed 12,083 \n", + "2 2014 Employed 31,656 \n", + "3 2014 Unemployed 10,946 \n", + "4 2015 Employed 31,646 \n", + "5 2015 Unemployed 9,836 \n", + "6 2016 Employed 30,044 \n", + "7 2016 Unemployed 10,076 \n", + "8 2017 Employed 29,260 \n", + "9 2017 Unemployed 9,349 \n", + "10 2018 Employed 26,890 \n", + "11 2018 Unemployed 8,339 \n", + "12 2019 Employed 25,315 \n", + "13 2019 Unemployed 5,504 \n", + "14 2021 Employed 24,490 \n", + "15 2021 Unemployed 9,565 \n", + "16 2022 Employed 23,039 \n", + "17 2022 Unemployed 8,114 \n", + "18 2023 Employed 28,399 \n", + "19 2023 Unemployed 5,891 \n", + "\n", + " Percent Below Poverty Estimate \n", + "0 9.9% \n", + "1 41.9% \n", + "2 9.6% \n", + "3 38.2% \n", + "4 9.0% \n", + "5 41.6% \n", + "6 8.5% \n", + "7 40.8% \n", + "8 7.9% \n", + "9 40.6% \n", + "10 7.3% \n", + "11 34.3% \n", + "12 6.5% \n", + "13 33.4% \n", + "14 7.1% \n", + "15 33.7% \n", + "16 6.4% \n", + "17 45.8% \n", + "18 7.6% \n", + "19 36.7% \n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Filter for employed and unemployed categories\n", + "employment_data = combined_df[\n", + " combined_df['label'].isin(['Employed', 'Unemployed'])\n", + "]\n", + "\n", + "# Create a list to hold rows for the summary DataFrame\n", + "employment_summary_rows = []\n", + "\n", + "# Loop through unique years in the filtered employment data\n", + "for year in employment_data['year'].unique():\n", + " yearly_data = employment_data[employment_data['year'] == year]\n", + "\n", + " # Extract data for Employed\n", + " employed_row = yearly_data[yearly_data['label'] == 'Employed']\n", + " if not employed_row.empty:\n", + " employment_summary_rows.append({\n", + " 'Year': year,\n", + " 'Employment Status': 'Employed',\n", + " 'Below Poverty Estimate': employed_row['below_poverty_estimate'].values[0],\n", + " 'Percent Below Poverty Estimate': employed_row['percent_below_poverty_estimate'].values[0]\n", + " })\n", + "\n", + " # Extract data for Unemployed\n", + " unemployed_row = yearly_data[yearly_data['label'] == 'Unemployed']\n", + " if not unemployed_row.empty:\n", + " employment_summary_rows.append({\n", + " 'Year': year,\n", + " 'Employment Status': 'Unemployed',\n", + " 'Below Poverty Estimate': unemployed_row['below_poverty_estimate'].values[0],\n", + " 'Percent Below Poverty Estimate': unemployed_row['percent_below_poverty_estimate'].values[0]\n", + " })\n", + "\n", + "# Create a DataFrame from the list of rows\n", + "employment_summary = pd.DataFrame(employment_summary_rows)\n", + "\n", + "# Display the employment summary\n", + "print(employment_summary)\n", + "\n", + "employment_summary['Below Poverty Estimate'] = employment_summary['Below Poverty Estimate'].str.replace(',', '').astype(int)\n", + "\n", + "# Set the style of seaborn\n", + "sns.set(style='whitegrid')\n", + "\n", + "# Create a bar plot\n", + "plt.figure(figsize=(12, 6))\n", + "sns.barplot(data=employment_summary, \n", + " x='Year', \n", + " y='Below Poverty Estimate', \n", + " hue='Employment Status')\n", + "\n", + "# Customize the plot\n", + "plt.title('Below Poverty Line Estimates by Employment Status (Employed vs Unemployed)')\n", + "plt.xlabel('Year')\n", + "plt.ylabel('Below Poverty Estimate')\n", + "plt.xticks(rotation=45)\n", + "plt.legend(title='Employment Status')\n", + "plt.tight_layout()\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Poverty trends based on work experience" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/nz/yglwkh0d003_mjjfnfrm07y40000gn/T/ipykernel_1331/598544425.py:1: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " work_experience_data['percent_below_poverty_estimate'] = work_experience_data['percent_below_poverty_estimate'].astype(str)\n", + "/var/folders/nz/yglwkh0d003_mjjfnfrm07y40000gn/T/ipykernel_1331/598544425.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " work_experience_data['percent_below_poverty_estimate'] = (\n", + "/var/folders/nz/yglwkh0d003_mjjfnfrm07y40000gn/T/ipykernel_1331/598544425.py:13: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " work_experience_data['percent_below_poverty_estimate'] = pd.to_numeric(\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "work_experience_data['percent_below_poverty_estimate'] = work_experience_data['percent_below_poverty_estimate'].astype(str)\n", + "\n", + "# Remove percentage sign and any extra characters, then convert to float\n", + "work_experience_data['percent_below_poverty_estimate'] = (\n", + " work_experience_data['percent_below_poverty_estimate']\n", + " .str.replace('%', '', regex=False) # Remove percentage sign\n", + " .str.replace('(', '', regex=False) # Remove left parentheses if any\n", + " .str.replace(')', '', regex=False) # Remove right parentheses if any\n", + " .str.replace(' ', '', regex=False) # Remove any extra spaces\n", + ")\n", + "\n", + "# Convert to float, coerce errors to NaN\n", + "work_experience_data['percent_below_poverty_estimate'] = pd.to_numeric(\n", + " work_experience_data['percent_below_poverty_estimate'], errors='coerce'\n", + ")\n", + "\n", + "pivot_data = work_experience_data.pivot_table(\n", + " index='year', \n", + " columns='label', \n", + " values='percent_below_poverty_estimate'\n", + ")\n", + "\n", + "pivot_data.reset_index(inplace=True)\n", + "\n", + "# Set the style of seaborn\n", + "sns.set(style='whitegrid')\n", + "\n", + "# Plot the data\n", + "plt.figure(figsize=(12, 6))\n", + "\n", + "# Melt the pivot table for easier plotting\n", + "melted_data = pivot_data.melt(id_vars='year', var_name='Work Experience', value_name='Percent Below Poverty Estimate')\n", + "\n", + "# Create a line plot\n", + "sns.lineplot(data=melted_data, x='year', y='Percent Below Poverty Estimate', hue='Work Experience', marker='o')\n", + "\n", + "# Add titles and labels\n", + "plt.title('Percentage of Population Below Poverty Line by Work Experience (2013-2023)', fontsize=16)\n", + "plt.xlabel('Year', fontsize=14)\n", + "plt.ylabel('Percent Below Poverty Estimate', fontsize=14)\n", + "plt.legend(title='Work Experience', fontsize=12)\n", + "plt.xticks(rotation=45) # Rotate x-axis labels for better visibility\n", + "plt.tight_layout() # Adjust layout to prevent clipping of labels\n", + "\n", + "# Show the plot\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 183, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Create a heatmap from the pivot table\n", + "plt.figure(figsize=(12, 8))\n", + "sns.heatmap(pivot_data.set_index('year'), annot=True, fmt='.1f', cmap='coolwarm', cbar_kws={'label': 'Percent Below Poverty Estimate'})\n", + "plt.title('Heatmap of Percentage Below Poverty Line by Work Experience (2013-2023)', fontsize=16)\n", + "plt.xlabel('Work Experience', fontsize=14)\n", + "plt.ylabel('Year', fontsize=14)\n", + "plt.xticks(rotation=45) # Rotate x-axis labels for better visibility\n", + "plt.tight_layout() # Adjust layout to prevent clipping of labels\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/fa24-team-a/Population and Displacement/requirements.txt b/fa24-team-a/Population and Displacement/requirements.txt new file mode 100644 index 00000000..6115f915 --- /dev/null +++ b/fa24-team-a/Population and Displacement/requirements.txt @@ -0,0 +1,6 @@ +geopandas==1.0.1 +graphviz==0.20.3 +matplotlib==3.9.2 +numpy==2.1.1 +pandas==2.2.3 +seaborn==0.13.2 diff --git a/fa24-team-a/census_tracts/Boston_census_tract.geojson b/fa24-team-a/census_tracts/Boston_census_tract.geojson new file mode 100644 index 00000000..e7cd961e --- /dev/null +++ b/fa24-team-a/census_tracts/Boston_census_tract.geojson @@ -0,0 +1,214 @@ +{ +"type": "FeatureCollection", +"name": "2020_Census_Tracts_in_Boston", +"crs": { "type": "name", "properties": { "name": "urn:ogc:def:crs:OGC:1.3:CRS84" } }, +"features": [ +{ 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9","SHORTNAME":"D9","DISTRICT":9,"Councilor":"Liz Breadon","Webpage":"https://www.boston.gov/departments/city-council","Bio":"https://bit.ly/2Fszgn5","Image":"https://boston.maps.arcgis.com/sharing/rest/content/items/9829db36da5649ceaf3e71a8702bf1b1/data","GlobalID":"3577fad7-bf8d-44ea-815c-28e3dd2b9eee","CreationDate":"Mon, 05 Mar 2018 15:35:07 GMT","Creator":"143525_boston","EditDate":"Wed, 23 Aug 2023 13:15:50 GMT","Editor":"133970_boston","IMG_RESIZE":null,"electionballot":"https://www.boston.gov/sites/default/files/file/2023/10/CCDISTRICT-9-ENGLISH-SPANISH-SPECIMEN-BALLOT.pdf"}}]} \ No newline at end of file diff --git a/fa24-team-a/census_tracts/census_tracts.ipynb b/fa24-team-a/census_tracts/census_tracts.ipynb new file mode 100644 index 00000000..2c582da8 --- /dev/null +++ b/fa24-team-a/census_tracts/census_tracts.ipynb @@ -0,0 +1,353 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import geopandas as gpd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loading geojson files for both Boston and the Districts" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "boston = gpd.read_file(\"Boston_census_tract.geojson\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 207 entries, 0 to 206\n", + "Data columns (total 14 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 geoid20 207 non-null object \n", + " 1 countyfp20 207 non-null object \n", + " 2 namelsad20 207 non-null object \n", + " 3 statefp20 207 non-null object \n", + " 4 tractce20 207 non-null object \n", + " 5 intptlat20 207 non-null object \n", + " 6 name20 207 non-null object \n", + " 7 funcstat20 207 non-null object \n", + " 8 intptlon20 207 non-null object \n", + " 9 mtfcc20 207 non-null object \n", + " 10 aland20 207 non-null int32 \n", + " 11 awater20 207 non-null int32 \n", + " 12 objectid 207 non-null int32 \n", + " 13 geometry 207 non-null geometry\n", + "dtypes: geometry(1), int32(3), object(10)\n", + "memory usage: 20.3+ KB\n" + ] + } + ], + "source": [ + "boston.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "boston.plot(figsize=(10, 8))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 9 entries, 0 to 8\n", + "Data columns (total 16 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 OBJECTID_12 9 non-null int32 \n", + " 1 LONGNAME 9 non-null object \n", + " 2 SHORTNAME 9 non-null object \n", + " 3 DISTRICT 9 non-null int32 \n", + " 4 Councilor 9 non-null object \n", + " 5 Webpage 9 non-null object \n", + " 6 Bio 9 non-null object \n", + " 7 Image 9 non-null object \n", + " 8 GlobalID 9 non-null object \n", + " 9 CreationDate 9 non-null object \n", + " 10 Creator 9 non-null object \n", + " 11 EditDate 9 non-null object \n", + " 12 Editor 9 non-null object \n", + " 13 IMG_RESIZE 0 non-null object \n", + " 14 electionballot 9 non-null object \n", + " 15 geometry 9 non-null geometry\n", + "dtypes: geometry(1), int32(2), object(13)\n", + "memory usage: 1.2+ KB\n" + ] + } + ], + "source": [ + "districts = gpd.read_file(\"Districts_census_tract.geojson\")\n", + "districts.info()" + ] + }, + { + "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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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "districts.plot(figsize=(10, 8))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# Filtering out data that is only in district 7 \n", + "district_7 = districts[districts['DISTRICT'] == 7]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Looking for intersections between boston city and district 7" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "intersection = gpd.sjoin(boston, district_7, how='inner', predicate='intersects')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Index: 45 entries, 6 to 205\n", + "Data columns (total 30 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 geoid20 45 non-null object \n", + " 1 countyfp20 45 non-null object \n", + " 2 namelsad20 45 non-null object \n", + " 3 statefp20 45 non-null object \n", + " 4 tractce20 45 non-null object \n", + " 5 intptlat20 45 non-null object \n", + " 6 name20 45 non-null object \n", + " 7 funcstat20 45 non-null object \n", + " 8 intptlon20 45 non-null object \n", + " 9 mtfcc20 45 non-null object \n", + " 10 aland20 45 non-null int32 \n", + " 11 awater20 45 non-null int32 \n", + " 12 objectid 45 non-null int32 \n", + " 13 geometry 45 non-null geometry\n", + " 14 index_right 45 non-null int64 \n", + " 15 OBJECTID_12 45 non-null int32 \n", + " 16 LONGNAME 45 non-null object \n", + " 17 SHORTNAME 45 non-null object \n", + " 18 DISTRICT 45 non-null int32 \n", + " 19 Councilor 45 non-null object \n", + " 20 Webpage 45 non-null object \n", + " 21 Bio 45 non-null object \n", + " 22 Image 45 non-null object \n", + " 23 GlobalID 45 non-null object \n", + " 24 CreationDate 45 non-null object \n", + " 25 Creator 45 non-null object \n", + " 26 EditDate 45 non-null object \n", + " 27 Editor 45 non-null object \n", + " 28 IMG_RESIZE 0 non-null object \n", + " 29 electionballot 45 non-null object \n", + "dtypes: geometry(1), int32(5), int64(1), object(23)\n", + "memory usage: 10.0+ KB\n" + ] + } + ], + "source": [ + "intersection.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# Looking for unique values in the intersection\n", + "geoid20_intersections = intersection['geoid20'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['25025080601' '25025010403' '25025070700' '25025010300' '25025981100'\n", + " '25025120201' '25025980300' '25025010404' '25025010405' '25025080100'\n", + " '25025120301' '25025071101' '25025091300' '25025010500' '25025110105'\n", + " '25025010206' '25025081301' '25025081302' '25025070502' '25025082100'\n", + " '25025010600' '25025070600' '25025080300' '25025080401' '25025080500'\n", + " '25025080801' '25025080900' '25025081400' '25025081500' '25025081700'\n", + " '25025081800' '25025081900' '25025082000' '25025090100' '25025090200'\n", + " '25025090300' '25025090400' '25025090600' '25025090700' '25025091400'\n", + " '25025092400' '25025070902' '25025070802' '25025070801' '25025070901']\n" + ] + } + ], + "source": [ + "print(geoid20_intersections)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Modifying the census tracts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The instructions given for modification are:\n", + "\n", + "**GEOID** for boston city, suffolk county is in the form - **25025XXXXXX**\n", + "- the last **6** digits denoted by **XXXXXX** is the census tract\n", + "- for filtering census data, the tracts are in this form - **X.XX** (for eg: 203.04)\n", + "- to get the census tract for usage, add a decimal after **2** digits from right" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['0806.01', '0104.03', '0707.00', '0103.00', '9811.00', '1202.01', '9803.00', '0104.04', '0104.05', '0801.00', '1203.01', '0711.01', '0913.00', '0105.00', '1101.05', '0102.06', '0813.01', '0813.02', '0705.02', '0821.00', '0106.00', '0706.00', '0803.00', '0804.01', '0805.00', '0808.01', '0809.00', '0814.00', '0815.00', '0817.00', '0818.00', '0819.00', '0820.00', '0901.00', '0902.00', '0903.00', '0904.00', '0906.00', '0907.00', '0914.00', '0924.00', '0709.02', '0708.02', '0708.01', '0709.01']\n" + ] + } + ], + "source": [ + "# Function to transform GEOID to census tract\n", + "def geoid_to_tract(geoid):\n", + " tract = geoid[-6:] # Extracting the last 6 digits\n", + " formatted_tract = f\"{tract[:-2]}.{tract[-2:]}\" # Insert a decimal after 4th digit\n", + " return formatted_tract\n", + "\n", + "tracts_for_filtering = [geoid_to_tract(geoid) for geoid in geoid20_intersections]\n", + "print(tracts_for_filtering)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.11" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}