{
"cells": [
{
"cell_type": "markdown",
"id": "91cca9bc-04a8-4bd9-a8e4-b9324c5b963e",
"metadata": {
"tags": []
},
"source": [
"# Project Code"
]
},
{
"cell_type": "markdown",
"id": "a402e4d3-231e-4fe0-9504-95e12adcaf24",
"metadata": {
"tags": []
},
"source": [
"## Obesity Rate Mapping and Statistics"
]
},
{
"cell_type": "code",
"execution_count": 97,
"id": "05742658-c18f-438d-aed3-1586920054eb",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
Make this Notebook Trusted to load map: File -> Trust Notebook
"
],
"text/plain": [
""
]
},
"execution_count": 97,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"import folium\n",
"\n",
"county_geo = \"counties.geojson\"\n",
"county_poverty= \"ChiefKeef2.csv\"\n",
"county_data = pd.read_csv(county_poverty)\n",
"#county_data['NAME'] = county_data['NAME'].astype('str')\n",
"#county_data['x'] = county_data['x'].astype('int')\n",
"m = folium.Map(location=[48, -102], zoom_start=3)\n",
"folium.Choropleth(\n",
" geo_data=county_geo,\n",
" name=\"choropleth\",\n",
" data=county_data,\n",
" columns=['NAME', 'x'],\n",
" key_on=\"feature.properties.NAME\",\n",
" fill_color=\"YlOrRd\",\n",
" fill_opacity=0.7,\n",
" line_opacity=0.2,\n",
" legend_name=\"Obesity Rate\",\n",
").add_to(m)\n",
"folium.LayerControl().add_to(m)\n",
"m"
]
},
{
"cell_type": "markdown",
"id": "197b1c9d-cc8c-496d-bb06-3fb5848408e6",
"metadata": {},
"source": [
"## Poverty Rate Mapping and Statistics"
]
},
{
"cell_type": "code",
"execution_count": 98,
"id": "111a97c8-4c83-4cb6-951b-80eb8bc1df4e",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Make this Notebook Trusted to load map: File -> Trust Notebook
"
],
"text/plain": [
""
]
},
"execution_count": 98,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"import folium\n",
"\n",
"county_geo = \"counties.geojson\"\n",
"county_poverty= \"ChiefKeef2.csv\"\n",
"county_data = pd.read_csv(county_poverty)\n",
"#county_data['NAME'] = county_data['NAME'].astype('str')\n",
"#county_data['x'] = county_data['x'].astype('int')\n",
"m = folium.Map(location=[48, -102], zoom_start=3)\n",
"folium.Choropleth(\n",
" geo_data=county_geo,\n",
" name=\"choropleth\",\n",
" data=county_data,\n",
" columns=['NAME', 'y'],\n",
" key_on=\"feature.properties.NAME\",\n",
" fill_color=\"YlOrRd\",\n",
" fill_opacity=0.7,\n",
" line_opacity=0.2,\n",
" legend_name=\"Poverty Rate\",\n",
").add_to(m)\n",
"folium.LayerControl().add_to(m)\n",
"m"
]
},
{
"cell_type": "markdown",
"id": "36118b4b-822b-4015-a4d7-f2a0cb207ac9",
"metadata": {},
"source": [
"## Scatter Plot"
]
},
{
"cell_type": "code",
"execution_count": 94,
"id": "ae19684c-7b25-461e-9cd3-b5427987aed7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 94,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import csv\n",
"%matplotlib inline\n",
"import os\n",
"from matplotlib import pyplot as plt\n",
"import pandas as pd\n",
"import seaborn as sb\n",
"\n",
"Data_Points = pd.read_csv(\"CountyObesityPovertyDolla.csv\")\n",
"features = Data_Points[[\"x\",\"y\"]]\n",
"plt.scatter(features['x'], features['y'])\n",
"plt.xlabel('Obesity Percentage')\n",
"plt.ylabel('Poverty Percentage')\n",
"plt.title('Obesity vs. Poverty by US County')\n",
"plt.gcf().set_size_inches((26,26))\n",
"Data_Points.corr(method='pearson')\n",
"sb.regplot(x = \"x\", y = \"y\", ci = None, data = Data_Points)"
]
},
{
"cell_type": "markdown",
"id": "3c3a0bc1-88ef-489c-a898-bb927f0cf081",
"metadata": {},
"source": [
"## Pearson Correlation Coefficient between Obesity and Poverty"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "459ed0ae-8ba7-4348-a106-5b52828bfb1b",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" x | \n",
" y | \n",
"
\n",
" \n",
" \n",
" \n",
" x | \n",
" 1.000000 | \n",
" 0.284595 | \n",
"
\n",
" \n",
" y | \n",
" 0.284595 | \n",
" 1.000000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" x y\n",
"x 1.000000 0.284595\n",
"y 0.284595 1.000000"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"Data_Points = pd.read_csv(\"CountyObesityPovertyDolla.csv\")\n",
"Data_Points.corr(method='pearson')"
]
},
{
"cell_type": "markdown",
"id": "d19e3d9e-cd11-4579-9571-f4bb88822933",
"metadata": {},
"source": [
"## Numerical Measures of Obesity and Poverty by County"
]
},
{
"cell_type": "code",
"execution_count": 93,
"id": "33271f6a-96a0-4001-822d-ee117d1c9d7c",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" x | \n",
" y | \n",
"
\n",
" \n",
" \n",
" \n",
" count | \n",
" 3142.000000 | \n",
" 3142.000000 | \n",
"
\n",
" \n",
" mean | \n",
" 0.334324 | \n",
" 0.159874 | \n",
"
\n",
" \n",
" std | \n",
" 0.059250 | \n",
" 0.065577 | \n",
"
\n",
" \n",
" min | \n",
" 0.110003 | \n",
" 0.024293 | \n",
"
\n",
" \n",
" 25% | \n",
" 0.296368 | \n",
" 0.113497 | \n",
"
\n",
" \n",
" 50% | \n",
" 0.337007 | \n",
" 0.151912 | \n",
"
\n",
" \n",
" 75% | \n",
" 0.373015 | \n",
" 0.193960 | \n",
"
\n",
" \n",
" max | \n",
" 0.589038 | \n",
" 0.519579 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" x y\n",
"count 3142.000000 3142.000000\n",
"mean 0.334324 0.159874\n",
"std 0.059250 0.065577\n",
"min 0.110003 0.024293\n",
"25% 0.296368 0.113497\n",
"50% 0.337007 0.151912\n",
"75% 0.373015 0.193960\n",
"max 0.589038 0.519579"
]
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"Data_Points = pd.read_csv(\"CountyObesityPovertyDolla.csv\")\n",
"Data_Points[[\"x\",\"y\"]].describe()"
]
},
{
"cell_type": "code",
"execution_count": 101,
"id": "655301cb-0e30-42cb-9d62-9992065950c0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 101,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import csv\n",
"%matplotlib inline\n",
"import os\n",
"from matplotlib import pyplot as plt\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import seaborn as sb\n",
"\n",
"Data_Points = pd.read_csv(\"ObesityPoverty.csv\")\n",
"features = Data_Points[[\"X\",\"Y\"]]\n",
"plt.scatter(features['X'], features['Y'])\n",
"plt.xlabel('Obesity Percentage')\n",
"plt.ylabel('Poverty Percentage')\n",
"plt.title('Obesity vs. Poverty by US State with Linear Regression')\n",
"sb.regplot(x = \"X\", y = \"Y\", ci = None, data = Data_Points)\n",
"\n",
"\n",
"\n",
"\n",
"#Alternate Regression Code\n",
"#b, a = np.polyfit(features['X'], features['Y'], deg=1)\n",
"#xseq = np.linspace(25, 40, num=50)\n",
"#plt.plot(xseq, a + b * xseq, color=\"k\", lw=2.5);"
]
},
{
"cell_type": "code",
"execution_count": 90,
"id": "e1ba0b28-9df8-4eb0-9c8c-57d193b928ac",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" X | \n",
" Y | \n",
"
\n",
" \n",
" \n",
" \n",
" X | \n",
" 1.000000 | \n",
" 0.463095 | \n",
"
\n",
" \n",
" Y | \n",
" 0.463095 | \n",
" 1.000000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" X Y\n",
"X 1.000000 0.463095\n",
"Y 0.463095 1.000000"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"Data_Points2 = pd.read_csv(\"ObesityPoverty.csv\")\n",
"Data_Points2.corr(method='pearson')"
]
},
{
"cell_type": "code",
"execution_count": 89,
"id": "ae31a7b4-7d7b-469f-9be8-c39e21e01342",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" X | \n",
" Y | \n",
"
\n",
" \n",
" \n",
" \n",
" count | \n",
" 51.000000 | \n",
" 51.000000 | \n",
"
\n",
" \n",
" mean | \n",
" 33.762745 | \n",
" 8.545098 | \n",
"
\n",
" \n",
" std | \n",
" 4.056795 | \n",
" 2.318389 | \n",
"
\n",
" \n",
" min | \n",
" 24.300000 | \n",
" 4.700000 | \n",
"
\n",
" \n",
" 25% | \n",
" 31.000000 | \n",
" 6.700000 | \n",
"
\n",
" \n",
" 50% | \n",
" 33.600000 | \n",
" 7.700000 | \n",
"
\n",
" \n",
" 75% | \n",
" 37.200000 | \n",
" 10.050000 | \n",
"
\n",
" \n",
" max | \n",
" 41.000000 | \n",
" 14.500000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" X Y\n",
"count 51.000000 51.000000\n",
"mean 33.762745 8.545098\n",
"std 4.056795 2.318389\n",
"min 24.300000 4.700000\n",
"25% 31.000000 6.700000\n",
"50% 33.600000 7.700000\n",
"75% 37.200000 10.050000\n",
"max 41.000000 14.500000"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"Data_Points = pd.read_csv(\"ObesityPoverty.csv\")\n",
"Data_Points[[\"X\",\"Y\"]].describe()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ee5ca86b-cd30-478d-bb70-f2946d08efe9",
"metadata": {},
"outputs": [],
"source": [
"#.26846 Results of the pearson correlation indicated that there is a significant small positive relationshi between X and Y, (r(3140) = .285, p < .001)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3-0.8.0",
"language": "python",
"name": "python3-0.8.0"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}