"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# The visualization represents the two largest population shares: the White and Black communities\n",
"# Plot both GeoDataFrames on the same map\n",
"fig, ax = plt.subplots(figsize=(10, 8))\n",
"\n",
"# Plot the first GeoDataFrame\n",
"race2014_.plot(ax=ax, column=\"pop_white0\", cmap='OrRd', legend=\"TRUE\", vmax=3000)\n",
"\n",
"# Plot the second GeoDataFrame\n",
"snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n",
"\n",
"# Add labels to the map\n",
"for idx, row in snf.iterrows():\n",
" centroid = row.geometry.centroid\n",
" ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n",
"\n",
"# add title to the map\n",
"plt.title('White Population of Detroit City, 2014')\n",
"plt.xlabel('Longitude')\n",
"plt.ylabel('Latitude')\n",
"\n",
"# Show the map\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "5882692b-06c4-4605-b5d6-19170ef69b13",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot both GeoDataFrames on the same map\n",
"fig, ax = plt.subplots(figsize=(10, 8))\n",
"\n",
"# Plot the first GeoDataFrame\n",
"race2014_.plot(ax=ax, column=\"pop_black0\", cmap='OrRd', legend=\"TRUE\", vmax=6000)\n",
"\n",
"# Plot the second GeoDataFrame\n",
"snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n",
"\n",
"# Add labels to the map\n",
"for idx, row in snf.iterrows():\n",
" centroid = row.geometry.centroid\n",
" ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n",
"\n",
"# add title to the map\n",
"plt.title('Black Population of Detroit City, 2014')\n",
"plt.xlabel('Longitude')\n",
"plt.ylabel('Latitude')\n",
"\n",
"# Show the map\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "a21389b6-9923-4401-899d-8acc00bcd8c8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2936"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# find the maximum value of column to find the scale\n",
"race2022_['pop_white0'].max()"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "aaf8d378-dfe1-48c7-b0b6-399855a17f60",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"5572"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# find the maximum value of column to find the scale\n",
"race2022_['pop_black0'].max()"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "66425d41-0cbd-430f-8685-58efcaa3e7fc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot both GeoDataFrames on the same map\n",
"fig, ax = plt.subplots(figsize=(10, 8))\n",
"\n",
"# Plot the first GeoDataFrame\n",
"race2022_.plot(ax=ax, column=\"pop_white0\", cmap='OrRd', legend=\"TRUE\", vmax=3000)\n",
"\n",
"# Plot the second GeoDataFrame\n",
"snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n",
"\n",
"# Add labels to the map\n",
"for idx, row in snf.iterrows():\n",
" centroid = row.geometry.centroid\n",
" ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n",
"\n",
"# add title to the map\n",
"plt.title('White Population of Detroit City, 2022')\n",
"plt.xlabel('Longitude')\n",
"plt.ylabel('Latitude')\n",
"\n",
"# Show the map\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "02f28737-6a90-4202-9cf8-835dfb9371ad",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot both GeoDataFrames on the same map\n",
"fig, ax = plt.subplots(figsize=(10, 8))\n",
"\n",
"# Plot the first GeoDataFrame\n",
"race2022_.plot(ax=ax, column=\"pop_black0\", cmap='OrRd', legend=\"TRUE\", vmax=6000)\n",
"\n",
"# Plot the second GeoDataFrame\n",
"snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n",
"\n",
"# Add labels to the map\n",
"for idx, row in snf.iterrows():\n",
" centroid = row.geometry.centroid\n",
" ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n",
"\n",
"# add title to the map\n",
"plt.title('Black Population of Detroit City, 2022')\n",
"plt.xlabel('Longitude')\n",
"plt.ylabel('Latitude')\n",
"\n",
"# Show the map\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "57c00a93-eb30-4a8f-9f7e-6a3bce2a2b47",
"metadata": {},
"source": [
"To identify the racial composition in each SNF neighborhood, spatial join between race data and SNF data are conducted."
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "f1fdf179-6b04-4c3a-9053-ef7378cfd66b",
"metadata": {},
"outputs": [],
"source": [
"#overlay the two geodataframes\n",
"snf_race14 = gpd.overlay(snf,race2014_, how=\"intersection\")"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "e184fd18-a39c-4bc2-920e-549e7a4856d9",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#plot the data to stacked bar chart\n",
"snf_race14_.plot(x=\"Proj_NAME\",\n",
" kind=\"bar\",\n",
" stacked=True,\n",
" ylim=(0,77000)) # set the scale to match with other data\n",
"\n",
"label =[\"White\",\"Black\",\"Asian\",\"Latino\",\"Other\"]\n",
"\n",
"# Add labels and title\n",
"plt.xlabel('SNF Neighborhoods')\n",
"plt.ylabel('Population')\n",
"plt.title('Population by Race in 2014')\n",
"plt.legend(label)\n",
"\n",
"# Save the data as an image file\n",
"plt.savefig('race2014.jpg')\n",
"\n",
"# Show plot\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "6ee0804d-fb9d-4374-a55f-ff09a3e96b17",
"metadata": {},
"outputs": [],
"source": [
"#overlay the two geodataframes\n",
"snf_race22 = gpd.overlay(snf,race2022_, how=\"intersection\")"
]
},
{
"cell_type": "code",
"execution_count": 65,
"id": "3c0d8378-d1cb-40f2-96e5-f9d893bf0578",
"metadata": {},
"outputs": [],
"source": [
"#aggregate each race population data based on SNF neighborhood\n",
"snf_race22_ = snf_race22.groupby(\"Proj_NAME\").agg({\"pop_white0\":'sum',\n",
" \"pop_black0\":'sum',\n",
" \"pop_asian0\":'sum',\n",
" \"pop_latino0\":'sum',\n",
" \"pop_other0\":'sum'}).reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 66,
"id": "0f53fca9-94ce-4c3d-a7a4-215ca3026603",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#plot the data to stacked bar chart\n",
"snf_race22_.plot(x=\"Proj_NAME\",\n",
" kind=\"bar\",\n",
" stacked=True,\n",
" ylim=(0,77000)) # set the scale to match with other data\n",
"\n",
"label =[\"White\",\"Black\",\"Asian\",\"Latino\",\"Other\"]\n",
"\n",
"# Add labels and title\n",
"plt.xlabel('SNF Neighborhood')\n",
"plt.ylabel('Population')\n",
"plt.title('Population by Race in 2022')\n",
"plt.legend(label)\n",
"\n",
"# Save the data as an image file\n",
"plt.savefig('race2022.jpg')\n",
"\n",
"# Show plot\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "e791f173-707f-4fbf-a0af-28b990584195",
"metadata": {
"jp-MarkdownHeadingCollapsed": true,
"tags": []
},
"source": [
"#### c. Household Income "
]
},
{
"cell_type": "code",
"execution_count": 67,
"id": "8522d614-dbb6-4cba-bd25-89d0f2ab9a6f",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
GEOID
\n",
"
geometry
\n",
"
Mean income (dollar)
\n",
"
Median income (dollar)
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
26163524800
\n",
"
POLYGON ((13450299.502 278352.151, 13449823.16...
\n",
"
31072
\n",
"
20881
\n",
"
\n",
"
\n",
"
1
\n",
"
26163521900
\n",
"
POLYGON ((13472055.602 310118.573, 13471825.55...
\n",
"
33846
\n",
"
19478
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" GEOID geometry \\\n",
"0 26163524800 POLYGON ((13450299.502 278352.151, 13449823.16... \n",
"1 26163521900 POLYGON ((13472055.602 310118.573, 13471825.55... \n",
"\n",
" Mean income (dollar) Median income (dollar) \n",
"0 31072 20881 \n",
"1 33846 19478 "
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#inspect the data\n",
"income2014_.head(2)"
]
},
{
"cell_type": "code",
"execution_count": 68,
"id": "7899d831-1b09-46dd-a7bf-1eec9be6fa74",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"8733"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# find the maximum value of the column to find the scale\n",
"# to avoid bias, value scale in 2014 data and in 2022 data should be the same\n",
"income2014_['Median income (dollar)'].min()"
]
},
{
"cell_type": "code",
"execution_count": 69,
"id": "f3423b84-a300-499a-adc2-b069b7f2403e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot both GeoDataFrames on the same map\n",
"fig, ax = plt.subplots(figsize=(10, 8))\n",
"\n",
"# Plot the first GeoDataFrame\n",
"income2014_.plot(ax=ax, column=\"Median income (dollar)\", cmap='Purples',\n",
" legend=\"TRUE\", vmax=120000)\n",
"\n",
"# Plot the second GeoDataFrame\n",
"snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n",
"\n",
"# Add labels to the map\n",
"for idx, row in snf.iterrows():\n",
" centroid = row.geometry.centroid\n",
" ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n",
"\n",
"# add title to the map\n",
"plt.title('Median Household Income of Detroit City, 2014')\n",
"plt.xlabel('Longitude')\n",
"plt.ylabel('Latitude')\n",
"\n",
"# Save the map as an image file\n",
"plt.savefig('income2014.jpg')\n",
"\n",
"# Show the map\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 70,
"id": "62f18fab-4be8-4ec5-9a91-1b654bfe0a36",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
GEOID
\n",
"
geometry
\n",
"
Mean income (dollar)
\n",
"
Median income (dollar)
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
26163500100
\n",
"
POLYGON ((13506896.601 347570.905, 13507023.94...
\n",
"
57225
\n",
"
44960
\n",
"
\n",
"
\n",
"
1
\n",
"
26163500200
\n",
"
POLYGON ((13504095.532 346792.304, 13504079.97...
\n",
"
70939
\n",
"
51723
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" GEOID geometry \\\n",
"0 26163500100 POLYGON ((13506896.601 347570.905, 13507023.94... \n",
"1 26163500200 POLYGON ((13504095.532 346792.304, 13504079.97... \n",
"\n",
" Mean income (dollar) Median income (dollar) \n",
"0 57225 44960 \n",
"1 70939 51723 "
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#inspect the data\n",
"income2022_.head(2)"
]
},
{
"cell_type": "code",
"execution_count": 71,
"id": "b156375a-762d-4518-89ab-e78ac92e8c1f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"137987"
]
},
"execution_count": 71,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# find the maximum value of the column to find the scale\n",
"income2022_['Median income (dollar)'].max()"
]
},
{
"cell_type": "markdown",
"id": "8415fe8d-d555-49b4-98b0-7c70bb879f0f",
"metadata": {},
"source": [
"Because of inflation, 1 dollar in 2014 is similar to 1.24 dollar in 2022. Therefore, with the previous map has the maximum value in 120,000, the maximum value set in 2022 data is 148,000.(https://www.in2013dollars.com/us/inflation/2014?endYear=2022&amount=1)"
]
},
{
"cell_type": "code",
"execution_count": 72,
"id": "924cde88-1b9d-4497-ba2b-9ff30575dbb3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot both GeoDataFrames on the same map\n",
"fig, ax = plt.subplots(figsize=(10, 8))\n",
"\n",
"# Plot the first GeoDataFrame\n",
"income2022_.plot(ax=ax, column=\"Median income (dollar)\", cmap='Purples',\n",
" legend=\"TRUE\", vmax=148000)\n",
"\n",
"# Plot the second GeoDataFrame\n",
"snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n",
"\n",
"# Add labels to the map\n",
"for idx, row in snf.iterrows():\n",
" centroid = row.geometry.centroid\n",
" ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n",
"\n",
"# add title to the map\n",
"plt.title('Median Household Income of Detroit City, 2022')\n",
"plt.xlabel('Longitude')\n",
"plt.ylabel('Latitude')\n",
"\n",
"# Save the map as an image file\n",
"plt.savefig('income2022.jpg')\n",
"\n",
"# Show the map\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "67eb192a-1c04-43d6-8371-21aa17d6fb9c",
"metadata": {
"jp-MarkdownHeadingCollapsed": true,
"tags": []
},
"source": [
"#### d. Unemployment Rate "
]
},
{
"cell_type": "code",
"execution_count": 73,
"id": "1da2bc2b-7863-4436-a50c-b9566270dceb",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot both GeoDataFrames on the same map\n",
"fig, ax = plt.subplots(figsize=(10, 8))\n",
"\n",
"# Plot the first GeoDataFrame\n",
"employ2022_.plot(ax=ax, column=\"unemployment_rate\", cmap='Greens', legend=\"TRUE\",\n",
" vmax=0.6)\n",
"\n",
"# Plot the second GeoDataFrame\n",
"snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n",
"\n",
"# Add labels to the map\n",
"for idx, row in snf.iterrows():\n",
" centroid = row.geometry.centroid\n",
" ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n",
"\n",
"# add title to the map\n",
"plt.title('Unemployment Rate of Detroit City, 2022')\n",
"plt.xlabel('Longitude')\n",
"plt.ylabel('Latitude')\n",
"\n",
"# Save the map as an image file\n",
"plt.savefig('unemployment2022.jpg')\n",
"\n",
"# Show the map\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "5ea41601-ce82-46af-aac6-70045dd7de0b",
"metadata": {
"jp-MarkdownHeadingCollapsed": true,
"tags": []
},
"source": [
"#### e. Building Vacancy "
]
},
{
"cell_type": "code",
"execution_count": 83,
"id": "7280a4e0-3a35-464d-9c98-0061994c2556",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
GEOID10
\n",
"
Pct_VeryLi
\n",
"
geometry
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
26163524800
\n",
"
6.168080
\n",
"
POLYGON ((13451859.752 280937.886, 13451480.46...
\n",
"
\n",
"
\n",
"
1
\n",
"
26163521900
\n",
"
5.175601
\n",
"
POLYGON ((13473279.177 313045.760, 13473462.39...
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" GEOID10 Pct_VeryLi geometry\n",
"0 26163524800 6.168080 POLYGON ((13451859.752 280937.886, 13451480.46...\n",
"1 26163521900 5.175601 POLYGON ((13473279.177 313045.760, 13473462.39..."
]
},
"execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#inspect the data\n",
"vacant2014.head(2)"
]
},
{
"cell_type": "code",
"execution_count": 84,
"id": "47293fbb-1152-4ebc-a458-687276c3840e",
"metadata": {},
"outputs": [],
"source": [
"# rename ID column to match with other data\n",
"vacant2014 = vacant2014.rename(columns={'GEOID10': 'GEOID'})"
]
},
{
"cell_type": "code",
"execution_count": 85,
"id": "34bbf3cc-10de-4340-9054-3b4264f18579",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"38.8888888888889"
]
},
"execution_count": 85,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# find the maximum value of the column to find the scale\n",
"# to avoid bias, value scale in 2014 data and in 2022 data should be the same\n",
"vacant2014['Pct_VeryLi'].max()"
]
},
{
"cell_type": "code",
"execution_count": 86,
"id": "9c35ebe9-4f24-48ce-8256-d14e80332e3c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot both GeoDataFrames on the same map\n",
"fig, ax = plt.subplots(figsize=(10, 8))\n",
"\n",
"# Plot the first GeoDataFrame\n",
"vacant2014.plot(ax=ax, column='Pct_VeryLi', cmap=\"Blues\", legend=\"true\",\n",
" vmax=90)\n",
"\n",
"# Plot the second GeoDataFrame\n",
"snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n",
"\n",
"# Add labels to the map\n",
"for idx, row in snf.iterrows():\n",
" centroid = row.geometry.centroid\n",
" ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n",
"\n",
"# add title to the map\n",
"plt.title('Vacancy Index of Detroit City in 2014')\n",
"plt.xlabel('Longitude')\n",
"plt.ylabel('Latitude')\n",
"\n",
"\n",
"# Save the map as an image file\n",
"plt.savefig('vacancy2014.jpg')\n",
"\n",
"# Show the map\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 87,
"id": "daa0b064-ef33-4743-afed-5b67d11b9732",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot both GeoDataFrames on the same map\n",
"fig, ax = plt.subplots(figsize=(10, 8))\n",
"\n",
"# Plot the first GeoDataFrame\n",
"filtered_vacant23.plot(ax=ax, color='blue', legend='true')\n",
"\n",
"# Plot the second GeoDataFrame\n",
"snf.plot(ax=ax, color='none', edgecolor='red', label='Proj_NAME', legend=\"TRUE\")\n",
"\n",
"# Add labels to the map\n",
"for idx, row in snf.iterrows():\n",
" centroid = row.geometry.centroid\n",
" ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n",
"\n",
"# add title to the map\n",
"plt.title('Vacant Buildings of Detroit City in 2014')\n",
"plt.xlabel('Longitude')\n",
"plt.ylabel('Latitude')\n",
"\n",
"# Show the map\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "67ae595b-a41f-40be-b16c-102e2da1d125",
"metadata": {},
"source": [
"This map can not be compared with the vacancy index map in 2014. Therefore, some analysis should be taken to calculate the vacancy index in 2023. The general formula for vacancy index is total vacant buildings divided by total buildings in the same area which is census tract level in this case."
]
},
{
"cell_type": "code",
"execution_count": 91,
"id": "dc590683-edbd-4aa0-b990-7f15b5f4e10b",
"metadata": {},
"outputs": [],
"source": [
"# combine vacant 2023 data with census tract 2020 data\n",
"vacant2023_ = gpd.overlay(tract_detroit2020,vacant2023, how=\"intersection\")"
]
},
{
"cell_type": "code",
"execution_count": 92,
"id": "bb053a63-8396-4ab6-970e-f1e471b56642",
"metadata": {},
"outputs": [],
"source": [
"# calculate the total building structure for each census tract (GEOID) and assigned to new column\n",
"vacant2023_['totalstr'] = vacant2023_.groupby('GEOID')['property_1'].transform('count')"
]
},
{
"cell_type": "code",
"execution_count": 93,
"id": "082e7bca-edf1-4a9c-b5e4-85c6f40c4cd2",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot both GeoDataFrames on the same map\n",
"fig, ax = plt.subplots(figsize=(10, 8))\n",
"\n",
"# Plot the first GeoDataFrame\n",
"vacant23_final_.plot(ax=ax, column='index', cmap='Blues', legend='true',\n",
" vmax=90)\n",
"\n",
"# Plot the second GeoDataFrame\n",
"snf.plot(ax=ax, color='none', edgecolor='red', legend=\"TRUE\")\n",
"\n",
"# Add labels to the map\n",
"for idx, row in snf.iterrows():\n",
" centroid = row.geometry.centroid\n",
" ax.text(centroid.x, centroid.y, row['Proj_NAME'], fontsize=8, ha='center')\n",
"\n",
"# add title to the map\n",
"plt.title('Vacancy Index of Detroit City in 2022')\n",
"plt.xlabel('Longitude')\n",
"plt.ylabel('Latitude')\n",
"\n",
"# Save the map as an image file\n",
"plt.savefig('vacancy2022.jpg')\n",
"\n",
"# Show the map\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "774b1c21-3c77-41ee-895f-7ea10cb5802f",
"metadata": {
"jp-MarkdownHeadingCollapsed": true,
"tags": []
},
"source": [
"### 4. Regression Analysis "
]
},
{
"cell_type": "markdown",
"id": "dffed9be-e118-41e4-9467-145973dd5f92",
"metadata": {},
"source": [
"Regression analysis performed as additional analysis to identify the relationship between the variables. The result provides more understanding about the urban decay in Detroit not just in one variable but also the relationship between variables."
]
},
{
"cell_type": "code",
"execution_count": 168,
"id": "656d61a9-4563-4e83-8341-70a96e9d7d0e",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/cvmfs/cybergis.illinois.edu/software/conda/cybergisx/python3-0.8.0/lib/python3.8/site-packages/pandas/core/frame.py:9186: FutureWarning: Passing 'suffixes' which cause duplicate columns {'geometry_x'} in the result is deprecated and will raise a MergeError in a future version.\n",
" return merge(\n"
]
}
],
"source": [
"# combine all the variable data and drop geometry to simplify calculation\n",
"merged2014 = vacant2014.merge(pop2014_,on=\"GEOID\").merge(\n",
" race2014_,on=\"GEOID\").merge(\n",
" income2014_,on=\"GEOID\").merge(\n",
" employ2014_,on=\"GEOID\").drop(\n",
" columns=\"geometry\").drop(\n",
" columns=\"geometry_x\").drop(\n",
" columns=\"geometry_y\")"
]
},
{
"cell_type": "code",
"execution_count": 171,
"id": "149ead4e-1234-4137-a07d-96af8e229711",
"metadata": {},
"outputs": [
{
"data": {
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"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
GEOID
\n",
"
Pct_VeryLi
\n",
"
NAME
\n",
"
Population
\n",
"
pop_white0
\n",
"
pop_black0
\n",
"
pop_asian0
\n",
"
pop_other0
\n",
"
pop_latino0
\n",
"
p_white0
\n",
"
p_black0
\n",
"
p_asian0
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p_latino0
\n",
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p_other0
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"
Mean income (dollar)
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Median income (dollar)
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Employed
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LaborForce
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Unemployed
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unemployment_rate
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0
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26163524800
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6.168080
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Census Tract 5248, Wayne County, Michigan
\n",
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3135
\n",
"
48
\n",
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2912
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0
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36
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139
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0.015311004784689
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0.928867623604466
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0
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0.0443381180223286
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0.0114832535885167
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20881
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640
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923
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0.306609
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\n",
"
\n",
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1
\n",
"
26163521900
\n",
"
5.175601
\n",
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Census Tract 5219, Wayne County, Michigan
\n",
"
3044
\n",
"
1036
\n",
"
1608
\n",
"
51
\n",
"
126
\n",
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223
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0.340341655716163
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0.528252299605782
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0.016754270696452
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0.0732588699080158
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0.0413929040735874
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33846
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19478
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1209
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1540
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0.214935
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" GEOID Pct_VeryLi NAME \\\n",
"0 26163524800 6.168080 Census Tract 5248, Wayne County, Michigan \n",
"1 26163521900 5.175601 Census Tract 5219, Wayne County, Michigan \n",
"\n",
" Population pop_white0 pop_black0 pop_asian0 pop_other0 pop_latino0 \\\n",
"0 3135 48 2912 0 36 139 \n",
"1 3044 1036 1608 51 126 223 \n",
"\n",
" p_white0 p_black0 p_asian0 \\\n",
"0 0.015311004784689 0.928867623604466 0 \n",
"1 0.340341655716163 0.528252299605782 0.016754270696452 \n",
"\n",
" p_latino0 p_other0 Mean income (dollar) \\\n",
"0 0.0443381180223286 0.0114832535885167 31072 \n",
"1 0.0732588699080158 0.0413929040735874 33846 \n",
"\n",
" Median income (dollar) Employed LaborForce Unemployed unemployment_rate \n",
"0 20881 640 923 283 0.306609 \n",
"1 19478 1209 1540 331 0.214935 "
]
},
"execution_count": 171,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# inspect the result\n",
"merged2014.head(2)"
]
},
{
"cell_type": "code",
"execution_count": 172,
"id": "60468615-b031-4016-9cfe-d3db50c39eff",
"metadata": {},
"outputs": [],
"source": [
"# Check for NaN or infinity values\n",
"if merged2014.isnull().values.any() or not merged2014.isfinite().all().all():\n",
" # Handle NaN or infinity values\n",
" merged2014.fillna(0, inplace=True) # Replace NaN with 0\n",
" merged2014 = merged2014.replace([np.inf, -np.inf], 0) # Replace infinity with 0"
]
},
{
"cell_type": "code",
"execution_count": 173,
"id": "e648e575-d41a-4e59-a737-871336cf3fca",
"metadata": {},
"outputs": [],
"source": [
"def perform_multiple_regression(data, column_names_):\n",
" results = {}\n",
" for column_name in column_names:\n",
" x = data['Pct_VeryLi'].values.reshape((-1, 1))\n",
" y = data[column_name]\n",
" model = LinearRegression()\n",
" model.fit(x, y)\n",
" r_squared = model.score(x, y)\n",
" results[column_name] = {'coefficients': model.coef_,\n",
" 'r_squared': r_squared}\n",
" return results"
]
},
{
"cell_type": "code",
"execution_count": 174,
"id": "65cb2d0b-84d9-4b0e-a26d-aa177ebaba75",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Regression results for Population:\n",
"Coefficients: [-41.91430194]\n",
"R-squared: 0.13795103164124733\n",
"\n",
"Regression results for pop_white0:\n",
"Coefficients: [-10.91458876]\n",
"R-squared: 0.10650780198934451\n",
"\n",
"Regression results for pop_black0:\n",
"Coefficients: [-16.38741764]\n",
"R-squared: 0.021675102306864424\n",
"\n",
"Regression results for Median income (dollar):\n",
"Coefficients: [-519.73528442]\n",
"R-squared: 0.195814968084439\n",
"\n",
"Regression results for unemployment_rate:\n",
"Coefficients: [0.0049863]\n",
"R-squared: 0.24572543576762762\n",
"\n"
]
}
],
"source": [
"# list column names to be read and their output names\n",
"column_names = ['Population',\n",
" 'pop_white0',\n",
" 'pop_black0',\n",
" 'Median income (dollar)',\n",
" 'unemployment_rate']\n",
"\n",
"results = perform_multiple_regression(merged2014, column_names)\n",
"\n",
"# Print the results\n",
"for column_name, result in results.items():\n",
" print(f\"Regression results for {column_name}:\")\n",
" print(\"Coefficients:\", result['coefficients'])\n",
" print(\"R-squared:\", result['r_squared'])\n",
" print()"
]
},
{
"cell_type": "code",
"execution_count": 120,
"id": "b4d96961-cfe9-4f7c-936f-981245181283",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/cvmfs/cybergis.illinois.edu/software/conda/cybergisx/python3-0.8.0/lib/python3.8/site-packages/pandas/core/frame.py:9186: FutureWarning: Passing 'suffixes' which cause duplicate columns {'geometry_x'} in the result is deprecated and will raise a MergeError in a future version.\n",
" return merge(\n"
]
}
],
"source": [
"# combine all the variable data and drop geometry to simplify calculation\n",
"merged2022 = vacant23_final_.merge(pop2022_,on=\"GEOID\").merge(\n",
" race2022_,on=\"GEOID\").merge(\n",
" income2022_,on=\"GEOID\").merge(\n",
" employ2022_,on=\"GEOID\").drop(\n",
" columns=\"geometry\").drop(\n",
" columns=\"geometry_x\").drop(\n",
" columns=\"geometry_y\")"
]
},
{
"cell_type": "code",
"execution_count": 121,
"id": "26a588dd-ee44-40a6-ba0c-5ac69f8b6d0d",
"metadata": {},
"outputs": [
{
"data": {
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"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
GEOID
\n",
"
totalvacant
\n",
"
totalstr
\n",
"
index
\n",
"
NAME
\n",
"
Population
\n",
"
pop_white0
\n",
"
pop_black0
\n",
"
pop_asian0
\n",
"
pop_other0
\n",
"
...
\n",
"
p_black0
\n",
"
p_asian0
\n",
"
p_latino0
\n",
"
p_other0
\n",
"
Mean income (dollar)
\n",
"
Median income (dollar)
\n",
"
Employed
\n",
"
LaborForce
\n",
"
Unemployed
\n",
"
unemployment_rate
\n",
"
\n",
" \n",
" \n",
"
\n",
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0
\n",
"
26163500100
\n",
"
152
\n",
"
1642
\n",
"
9.257004
\n",
"
Census Tract 5001; Wayne County; Michigan
\n",
"
3622
\n",
"
122
\n",
"
3354
\n",
"
0
\n",
"
128
\n",
"
...
\n",
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0.926007730535616
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0
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"
0.00496963003865268
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0.0353395913859746
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57225
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44960
\n",
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1339
\n",
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1626
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287
\n",
"
0.176507
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"
\n",
"
\n",
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1
\n",
"
26163500200
\n",
"
166
\n",
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1297
\n",
"
12.798766
\n",
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Census Tract 5002; Wayne County; Michigan
\n",
"
2549
\n",
"
71
\n",
"
2369
\n",
"
0
\n",
"
55
\n",
"
...
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0.929384072185171
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0
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0.0211847783444488
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0.0215770890545312
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70939
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51723
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1089
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1507
\n",
"
418
\n",
"
0.277372
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" \n",
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2 rows × 22 columns
\n",
"
"
],
"text/plain": [
" GEOID totalvacant totalstr index \\\n",
"0 26163500100 152 1642 9.257004 \n",
"1 26163500200 166 1297 12.798766 \n",
"\n",
" NAME Population pop_white0 \\\n",
"0 Census Tract 5001; Wayne County; Michigan 3622 122 \n",
"1 Census Tract 5002; Wayne County; Michigan 2549 71 \n",
"\n",
" pop_black0 pop_asian0 pop_other0 ... p_black0 p_asian0 \\\n",
"0 3354 0 128 ... 0.926007730535616 0 \n",
"1 2369 0 55 ... 0.929384072185171 0 \n",
"\n",
" p_latino0 p_other0 Mean income (dollar) \\\n",
"0 0.00496963003865268 0.0353395913859746 57225 \n",
"1 0.0211847783444488 0.0215770890545312 70939 \n",
"\n",
" Median income (dollar) Employed LaborForce Unemployed unemployment_rate \n",
"0 44960 1339 1626 287 0.176507 \n",
"1 51723 1089 1507 418 0.277372 \n",
"\n",
"[2 rows x 22 columns]"
]
},
"execution_count": 121,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# inspect the result\n",
"merged2022.head(2)"
]
},
{
"cell_type": "code",
"execution_count": 122,
"id": "faa1ecc8-2c3d-458c-8aa8-5c6e79393f25",
"metadata": {},
"outputs": [],
"source": [
"def perform_multiple_regression2(data, column_names):\n",
" results = {}\n",
" for column_name in column_names:\n",
" X = data['index'].values.reshape((-1, 1))\n",
" y = data[column_name]\n",
" model = LinearRegression()\n",
" model.fit(X, y)\n",
" r_squared = model.score(X, y)\n",
" results[column_name] = {'coefficients': model.coef_,\n",
" 'r_squared': r_squared}\n",
" return results"
]
},
{
"cell_type": "code",
"execution_count": 123,
"id": "17cb4618-f21a-469b-bdca-7f961e8c52f2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Regression results for Population:\n",
"Coefficients: [-28.93274234]\n",
"R-squared: 0.3092073140052549\n",
"\n",
"Regression results for pop_white0:\n",
"Coefficients: [-0.89283868]\n",
"R-squared: 0.0025944159798840793\n",
"\n",
"Regression results for pop_black0:\n",
"Coefficients: [-28.52947575]\n",
"R-squared: 0.3072055994482461\n",
"\n",
"Regression results for Median income (dollar):\n",
"Coefficients: [-334.69516267]\n",
"R-squared: 0.14918416075012864\n",
"\n",
"Regression results for unemployment_rate:\n",
"Coefficients: [0.00061087]\n",
"R-squared: 0.020586971056143155\n",
"\n"
]
}
],
"source": [
"# use the function for merged2022 data\n",
"results = perform_multiple_regression2(merged2022, column_names)\n",
"\n",
"# Print the results\n",
"for column_name, result in results.items():\n",
" print(f\"Regression results for {column_name}:\")\n",
" print(\"Coefficients:\", result['coefficients'])\n",
" print(\"R-squared:\", result['r_squared'])\n",
" print()"
]
},
{
"cell_type": "markdown",
"id": "d41c7016-2df2-4983-b260-fc1faa7ef6dd",
"metadata": {
"jp-MarkdownHeadingCollapsed": true,
"tags": []
},
"source": [
"### 5. Conclusion "
]
},
{
"cell_type": "markdown",
"id": "a521a7e6-83e0-47ba-91da-ad84412fcb48",
"metadata": {},
"source": [
"The changes are found in demographic, economic, and physical aspects in Detroit City as well as in SNF Neighborhoods. Total population is relatively decrease in entire Detroit City but some SNF neighborhoods exhibit a slight increase in population which are Warrendale, Livernois, and Campau. In racial composition, Black residents appeared to dominate and the increase in black communities occurs nearly in entire neighborhoods, while white residents tend to decrease except in Campau, Islandview, and Livernois. The median household income is increasing nearly in whole Detroit City. Of the ten SNF neighborhoods, the most significant increase can be found in the Jefferson neighborhood.\n",
"\n",
"Conversely, the unemployment rate appeared to decrease in 2022 where a lower unemployment rate indicates that fewer people are without jobs. No particular neighborhood shows a noticeable or significant change in this variable. In physical aspect, the vacancy index has significantly increased from 2014 to 2022 in entire parts of Detroit City. The most visible rise can be found in the center and east parts of Detroit where more than 50% of their structures are vacant. Islandview and Jefferson's neighborhood are two noticeable places in this variable.\n",
"\n",
"The additional analysis, regression, showed that all variables have lower significance to building vacancy. However, the direction of the relationship between population, white race, black race, and median household income is found to be negative with building vacancy, while the unemployment rate has a positive relationship."
]
}
],
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