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california-equity-git/initial_view/merge_cci_califequity_postgis.ipynb
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"## Title: Evaluating Equity and Impact\n",
"### Author: David P. Adams\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"ename": "ModuleNotFoundError",
"evalue": "No module named 'pandas'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[2], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m## set up the environment\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpyplot\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mplt\u001b[39;00m\n",
"\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'pandas'"
]
}
],
"source": [
"## set up the environment\n",
"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": 3,
"metadata": {},
"outputs": [],
"source": [
"## set directory\n",
"import os\n",
"os.chdir('/home/dadams/Repos/California Equity/calif_equity_analysis')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# read in the data\n",
"data = pd.read_csv('data_raw/cci_programs_data.csv', low_memory=False)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"\n",
"columns_data = pd.DataFrame(data.columns)\n",
"\n",
"# export the 'DataFrame' to a csv file\n",
"columns_data.to_csv('data_raw/columns.csv', index=False)\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# check the data types\n",
"data.dtypes\n",
"\n",
"# save the data types to a csv file\n",
"data.dtypes.to_csv('data_raw/data_types.csv', header = False)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Census Tract</th>\n",
" <th>Total Project Cost</th>\n",
" <th>Total Program GGRFFunding</th>\n",
" <th>Total Project GHGReductions</th>\n",
" <th>Annual Project GHGReductions</th>\n",
" <th>Project Count</th>\n",
" <th>Total GGRFDisadvantaged Community Funding</th>\n",
" <th>Funding Benefiting Disadvantaged Communities</th>\n",
" <th>Estimated Num Vehicles In Service</th>\n",
" <th>Funding Within Disadvantage Communities</th>\n",
" <th>...</th>\n",
" <th>Indirect Jobs Fte</th>\n",
" <th>Induced Jobs Fte</th>\n",
" <th>Compost Produced Tons</th>\n",
" <th>Compost Produced Tons Yr</th>\n",
" <th>Net Density DUA</th>\n",
" <th>Applicants Assisted</th>\n",
" <th>Invasive Cover 12 Months</th>\n",
" <th>Invasive Cover 36 Months</th>\n",
" <th>Project Acreage</th>\n",
" <th>Intermediary Admin Expenses Calc</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>1.193700e+05</td>\n",
" <td>1.414290e+05</td>\n",
" <td>1.414290e+05</td>\n",
" <td>1.414290e+05</td>\n",
" <td>141429.000000</td>\n",
" <td>141429.000000</td>\n",
" <td>5.518700e+04</td>\n",
" <td>55187.000000</td>\n",
" <td>141429.000000</td>\n",
" <td>5.518700e+04</td>\n",
" <td>...</td>\n",
" <td>141429.000000</td>\n",
" <td>141429.000000</td>\n",
" <td>141429.000000</td>\n",
" <td>141429.0</td>\n",
" <td>141429.000000</td>\n",
" <td>141429.000000</td>\n",
" <td>141429.000000</td>\n",
" <td>141429.000000</td>\n",
" <td>1.414290e+05</td>\n",
" <td>1.414290e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>6.053889e+09</td>\n",
" <td>9.206412e+05</td>\n",
" <td>7.791664e+04</td>\n",
" <td>7.717972e+02</td>\n",
" <td>0.205389</td>\n",
" <td>4.090872</td>\n",
" <td>2.736820e+04</td>\n",
" <td>110.217551</td>\n",
" <td>0.047331</td>\n",
" <td>2.030028e+04</td>\n",
" <td>...</td>\n",
" <td>0.064567</td>\n",
" <td>0.117056</td>\n",
" <td>0.440977</td>\n",
" <td>0.0</td>\n",
" <td>0.082260</td>\n",
" <td>0.019642</td>\n",
" <td>0.010656</td>\n",
" <td>0.010578</td>\n",
" <td>9.771087e+00</td>\n",
" <td>1.911114e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>2.641870e+07</td>\n",
" <td>3.736191e+07</td>\n",
" <td>1.011645e+06</td>\n",
" <td>2.371604e+04</td>\n",
" <td>3.361723</td>\n",
" <td>18.381861</td>\n",
" <td>6.327936e+05</td>\n",
" <td>1738.772195</td>\n",
" <td>1.972262</td>\n",
" <td>5.590536e+05</td>\n",
" <td>...</td>\n",
" <td>1.444316</td>\n",
" <td>2.261146</td>\n",
" <td>45.712955</td>\n",
" <td>0.0</td>\n",
" <td>4.382593</td>\n",
" <td>1.406914</td>\n",
" <td>0.758250</td>\n",
" <td>0.757677</td>\n",
" <td>3.669526e+03</td>\n",
" <td>1.196317e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>6.001400e+09</td>\n",
" <td>0.000000e+00</td>\n",
" <td>0.000000e+00</td>\n",
" <td>-2.785930e+05</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000e+00</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000e+00</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000e+00</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>6.037271e+09</td>\n",
" <td>4.000000e+03</td>\n",
" <td>3.500000e+03</td>\n",
" <td>8.000000e+00</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000e+00</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000e+00</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000e+00</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>6.059022e+09</td>\n",
" <td>8.000000e+03</td>\n",
" <td>7.500000e+03</td>\n",
" <td>1.500000e+01</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000e+00</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000e+00</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000e+00</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>6.073016e+09</td>\n",
" <td>2.150000e+04</td>\n",
" <td>1.900000e+04</td>\n",
" <td>4.000000e+01</td>\n",
" <td>0.000000</td>\n",
" <td>3.000000</td>\n",
" <td>5.500000e+03</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.500000e+03</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000e+00</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>6.115041e+09</td>\n",
" <td>5.767700e+09</td>\n",
" <td>1.412670e+08</td>\n",
" <td>4.748924e+06</td>\n",
" <td>336.000000</td>\n",
" <td>2072.000000</td>\n",
" <td>6.443700e+07</td>\n",
" <td>102348.000000</td>\n",
" <td>503.000000</td>\n",
" <td>6.443700e+07</td>\n",
" <td>...</td>\n",
" <td>110.170000</td>\n",
" <td>151.000000</td>\n",
" <td>10365.000000</td>\n",
" <td>0.0</td>\n",
" <td>706.000000</td>\n",
" <td>320.000000</td>\n",
" <td>85.000000</td>\n",
" <td>85.000000</td>\n",
" <td>1.380000e+06</td>\n",
" <td>2.000000e+07</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>8 rows × 82 columns</p>\n",
"</div>"
],
"text/plain": [
" Census Tract Total Project Cost Total Program GGRFFunding \\\n",
"count 1.193700e+05 1.414290e+05 1.414290e+05 \n",
"mean 6.053889e+09 9.206412e+05 7.791664e+04 \n",
"std 2.641870e+07 3.736191e+07 1.011645e+06 \n",
"min 6.001400e+09 0.000000e+00 0.000000e+00 \n",
"25% 6.037271e+09 4.000000e+03 3.500000e+03 \n",
"50% 6.059022e+09 8.000000e+03 7.500000e+03 \n",
"75% 6.073016e+09 2.150000e+04 1.900000e+04 \n",
"max 6.115041e+09 5.767700e+09 1.412670e+08 \n",
"\n",
" Total Project GHGReductions Annual Project GHGReductions \\\n",
"count 1.414290e+05 141429.000000 \n",
"mean 7.717972e+02 0.205389 \n",
"std 2.371604e+04 3.361723 \n",
"min -2.785930e+05 0.000000 \n",
"25% 8.000000e+00 0.000000 \n",
"50% 1.500000e+01 0.000000 \n",
"75% 4.000000e+01 0.000000 \n",
"max 4.748924e+06 336.000000 \n",
"\n",
" Project Count Total GGRFDisadvantaged Community Funding \\\n",
"count 141429.000000 5.518700e+04 \n",
"mean 4.090872 2.736820e+04 \n",
"std 18.381861 6.327936e+05 \n",
"min 0.000000 0.000000e+00 \n",
"25% 1.000000 0.000000e+00 \n",
"50% 1.000000 0.000000e+00 \n",
"75% 3.000000 5.500000e+03 \n",
"max 2072.000000 6.443700e+07 \n",
"\n",
" Funding Benefiting Disadvantaged Communities \\\n",
"count 55187.000000 \n",
"mean 110.217551 \n",
"std 1738.772195 \n",
"min 0.000000 \n",
"25% 0.000000 \n",
"50% 0.000000 \n",
"75% 0.000000 \n",
"max 102348.000000 \n",
"\n",
" Estimated Num Vehicles In Service \\\n",
"count 141429.000000 \n",
"mean 0.047331 \n",
"std 1.972262 \n",
"min 0.000000 \n",
"25% 0.000000 \n",
"50% 0.000000 \n",
"75% 0.000000 \n",
"max 503.000000 \n",
"\n",
" Funding Within Disadvantage Communities ... Indirect Jobs Fte \\\n",
"count 5.518700e+04 ... 141429.000000 \n",
"mean 2.030028e+04 ... 0.064567 \n",
"std 5.590536e+05 ... 1.444316 \n",
"min 0.000000e+00 ... 0.000000 \n",
"25% 0.000000e+00 ... 0.000000 \n",
"50% 0.000000e+00 ... 0.000000 \n",
"75% 1.500000e+03 ... 0.000000 \n",
"max 6.443700e+07 ... 110.170000 \n",
"\n",
" Induced Jobs Fte Compost Produced Tons Compost Produced Tons Yr \\\n",
"count 141429.000000 141429.000000 141429.0 \n",
"mean 0.117056 0.440977 0.0 \n",
"std 2.261146 45.712955 0.0 \n",
"min 0.000000 0.000000 0.0 \n",
"25% 0.000000 0.000000 0.0 \n",
"50% 0.000000 0.000000 0.0 \n",
"75% 0.000000 0.000000 0.0 \n",
"max 151.000000 10365.000000 0.0 \n",
"\n",
" Net Density DUA Applicants Assisted Invasive Cover 12 Months \\\n",
"count 141429.000000 141429.000000 141429.000000 \n",
"mean 0.082260 0.019642 0.010656 \n",
"std 4.382593 1.406914 0.758250 \n",
"min 0.000000 0.000000 0.000000 \n",
"25% 0.000000 0.000000 0.000000 \n",
"50% 0.000000 0.000000 0.000000 \n",
"75% 0.000000 0.000000 0.000000 \n",
"max 706.000000 320.000000 85.000000 \n",
"\n",
" Invasive Cover 36 Months Project Acreage \\\n",
"count 141429.000000 1.414290e+05 \n",
"mean 0.010578 9.771087e+00 \n",
"std 0.757677 3.669526e+03 \n",
"min 0.000000 0.000000e+00 \n",
"25% 0.000000 0.000000e+00 \n",
"50% 0.000000 0.000000e+00 \n",
"75% 0.000000 0.000000e+00 \n",
"max 85.000000 1.380000e+06 \n",
"\n",
" Intermediary Admin Expenses Calc \n",
"count 1.414290e+05 \n",
"mean 1.911114e+03 \n",
"std 1.196317e+05 \n",
"min 0.000000e+00 \n",
"25% 0.000000e+00 \n",
"50% 0.000000e+00 \n",
"75% 0.000000e+00 \n",
"max 2.000000e+07 \n",
"\n",
"[8 rows x 82 columns]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# describe the data\n",
"data.describe()\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Tract ZIP County ApproxLoc TotPop19 CIscore \\\n",
"0 6.083002e+09 93454 Santa Barbara Santa Maria 4495 36.019653 \n",
"1 6.083002e+09 93455 Santa Barbara Santa Maria 13173 37.030667 \n",
"2 6.083002e+09 93454 Santa Barbara Santa Maria 2398 31.213140 \n",
"3 6.083002e+09 93455 Santa Barbara Orcutt 4496 6.639331 \n",
"4 6.083002e+09 93455 Santa Barbara Orcutt 4008 14.022852 \n",
"\n",
" CIscoreP Ozone OzoneP PM2_5 ... Elderly65 Hispanic \\\n",
"0 69.162885 0.034190 10.566273 7.567724 ... 12.5028 68.9210 \n",
"1 70.637922 0.035217 11.561917 7.624775 ... 5.3519 78.6229 \n",
"2 61.069087 0.034190 10.566273 7.548835 ... 12.8857 65.7214 \n",
"3 5.988401 0.036244 13.615432 7.660570 ... 14.4128 22.9537 \n",
"4 23.121533 0.036244 13.615432 7.663210 ... 18.8872 33.4082 \n",
"\n",
" White AfricanAm NativeAm OtherMult Shape_Leng Shape_Area \\\n",
"0 20.8899 0.4004 0.2670 1.3126 6999.357689 2.847611e+06 \n",
"1 13.2240 2.5051 0.0000 0.9489 19100.578232 1.635292e+07 \n",
"2 30.6088 0.9591 0.0000 2.1685 4970.985897 1.352329e+06 \n",
"3 69.1948 0.9342 0.7117 2.5356 6558.956012 2.417717e+06 \n",
"4 59.7804 0.6986 1.4721 1.3723 6570.368730 2.608422e+06 \n",
"\n",
" AAPI geometry \n",
"0 8.2091 POLYGON ((-39795.070 -341919.191, -38126.384 -... \n",
"1 4.6990 POLYGON ((-39795.070 -341919.191, -39803.632 -... \n",
"2 0.5421 POLYGON ((-38115.747 -341130.248, -38126.384 -... \n",
"3 3.6699 POLYGON ((-37341.662 -348530.437, -37252.307 -... \n",
"4 3.2685 POLYGON ((-39465.107 -348499.262, -38244.305 -... \n",
"\n",
"[5 rows x 67 columns]\n"
]
}
],
"source": [
"import geopandas as gpd\n",
"\n",
"# Read the shapefile\n",
"calenviroscreen = gpd.read_file(\"california_enviroscreen/calif_enviroscreen_shape/CES4 Final Shapefile.shp\")\n",
"\n",
"# Check the first few rows\n",
"print(calenviroscreen.head())\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# Convert Census Tract columns to string and ensure they have the same format\n",
"data['Census Tract'] = data['Census Tract'].astype(str).str.zfill(11)\n",
"calenviroscreen['Tract'] = calenviroscreen['Tract'].astype(str).str.zfill(11)\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# Merge the datasets\n",
"merged_data = calenviroscreen.merge(data, left_on='Tract', right_on='Census Tract', how='inner')\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"\n",
"# Or as a CSV if you're not saving spatial data\n",
"merged_data.drop(columns='geometry').to_csv('merged_california_climate_investment.csv', index=False)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"import geopandas as gpd\n",
"# Ensure merged_data is a GeoDataFrame\n",
"if not isinstance(merged_data, gpd.GeoDataFrame):\n",
" merged_data = gpd.GeoDataFrame(merged_data)\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"EPSG:3310\n"
]
}
],
"source": [
"# Check CRS\n",
"print(merged_data.crs)\n",
"\n",
"# Set CRS if necessary\n",
"if merged_data.crs is None:\n",
" merged_data.set_crs(epsg=4326, inplace=True) # Or use the appropriate EPSG code\n"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"geometry\n"
]
}
],
"source": [
"print(merged_data.geometry.name)\n"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Tract ZIP County_x ApproxLoc TotPop19 CIscore \\\n",
"0 6083002103.0 93454 Santa Barbara Santa Maria 4495 36.019653 \n",
"1 6083002103.0 93454 Santa Barbara Santa Maria 4495 36.019653 \n",
"2 6083002103.0 93454 Santa Barbara Santa Maria 4495 36.019653 \n",
"3 6083002103.0 93454 Santa Barbara Santa Maria 4495 36.019653 \n",
"4 6083002103.0 93454 Santa Barbara Santa Maria 4495 36.019653 \n",
"\n",
" CIscoreP Ozone OzoneP PM2_5 ... Net Density DUA \\\n",
"0 69.162885 0.03419 10.566273 7.567724 ... 0.0 \n",
"1 69.162885 0.03419 10.566273 7.567724 ... 0.0 \n",
"2 69.162885 0.03419 10.566273 7.567724 ... 0.0 \n",
"3 69.162885 0.03419 10.566273 7.567724 ... 0.0 \n",
"4 69.162885 0.03419 10.566273 7.567724 ... 0.0 \n",
"\n",
" Applicants Assisted Invasive Cover 12 Months Invasive Cover 36 Months \\\n",
"0 0 0 0 \n",
"1 0 0 0 \n",
"2 0 0 0 \n",
"3 0 0 0 \n",
"4 0 0 0 \n",
"\n",
" Project Acreage IS IAE Intermediary Admin Expenses Calc \\\n",
"0 0 False 0 \n",
"1 0 False 0 \n",
"2 0 False 0 \n",
"3 0 False 0 \n",
"4 0 False 0 \n",
"\n",
" PRIMARY_FUNDING_RECIPIENT_TYPE TRIBAL AFFILIATION PROJECT PARTNERS \n",
"0 None None None \n",
"1 None None None \n",
"2 None None None \n",
"3 None None None \n",
"4 None None None \n",
"\n",
"[5 rows x 194 columns]\n",
"Data uploaded and spatial index created successfully.\n"
]
}
],
"source": [
"import geopandas as gpd\n",
"from sqlalchemy import create_engine, text\n",
"\n",
"# Step 1: Load your merged GeoDataFrame (assuming it already exists as 'merged_data')\n",
"# If it's not a GeoDataFrame, convert it to one\n",
"if not isinstance(merged_data, gpd.GeoDataFrame):\n",
" merged_data = gpd.GeoDataFrame(merged_data)\n",
"\n",
"# Step 2: Set CRS to EPSG:3110 (California Albers) if not already set\n",
"if merged_data.crs is None or merged_data.crs.to_string() != 'EPSG:3110':\n",
" merged_data = merged_data.to_crs(epsg=3110)\n",
"\n",
"# Step 3: Confirm geometry column is named 'geometry'\n",
"geometry_col = 'geometry'\n",
"\n",
"# Step 4: Create a connection to your PostGIS database\n",
"engine = create_engine('postgresql://postgres:MandyLinkToby3@192.168.0.74:5432/calif_equity')\n",
"\n",
"# Step 5: Push the data to PostGIS, replacing the existing table if it exists\n",
"# The `to_postgis()` function automatically recognizes the geometry column\n",
"merged_data.to_postgis('california_climate_investment', engine, if_exists='replace')\n",
"\n",
"# Step 6: Verify data upload by querying the table (select the first 5 rows)\n",
"gdf = gpd.read_postgis(f\"SELECT * FROM california_climate_investment LIMIT 5\", engine, geom_col=geometry_col)\n",
"print(gdf.head())\n",
"\n",
"# Step 7: Create a spatial index on the geometry column (using SQLAlchemy's text() function)\n",
"with engine.connect() as conn:\n",
" conn.execute(text(f\"\"\"\n",
" CREATE INDEX IF NOT EXISTS california_climate_investment_geom_idx\n",
" ON california_climate_investment\n",
" USING GIST ({geometry_col});\n",
" \"\"\"))\n",
"\n",
"print(\"Data uploaded and spatial index created successfully.\")\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x1000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"# Plot the Census tracts\n",
"merged_data.plot(figsize=(10, 10), edgecolor='black')\n",
"\n",
"# Add title and labels\n",
"plt.title('Census Tracts')\n",
"plt.xlabel('Longitude')\n",
"plt.ylabel('Latitude')\n",
"\n",
"# Show the plot\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"# save the dbf file as a csv\n",
"merged_data.drop(columns='geometry').to_csv('data_merged/merged_california_climate_investment.csv', index=False)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(119356, 194)"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# data shape and columns\n",
"merged_data.shape\n"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AB1550Choice\n",
"Disadvantaged Community 3500\n",
"Low-income Community 587\n",
"0 111\n",
"DAC 81\n",
"1/2 Mile Buffer Zone 74\n",
"Low-income 26\n",
"Name: count, dtype: int64"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# summarize AB1550Choice\n",
"merged_data['AB1550Choice'].value_counts()\n",
"\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "spatial_modeling",
"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": "3.12.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}