restart equity git
This commit is contained in:
554
california_enviroscreen/enviroscreen_to_postgis.ipynb
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554
california_enviroscreen/enviroscreen_to_postgis.ipynb
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{
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"metadata": {},
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"outputs": [],
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"source": [
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"## read california enviroscreen data gbd file and save to postgis\n",
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"## 2024-09-22"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"metadata": {},
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"outputs": [],
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"source": [
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"## set directory\n",
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"import os\n",
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"os.chdir('/home/dadams/Repos/california_equity_git/')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"# import libraries\n",
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"import pandas as pd\n",
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"import geopandas as gpd\n",
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"from sqlalchemy import create_engine\n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 18,
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"metadata": {},
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"outputs": [],
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"source": [
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"import geopandas as gpd\n",
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"\n",
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"# Read in data\n",
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"data = gpd.read_file('california_enviroscreen/calenviroscreen40gdb_F_2021.gdb')\n",
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"\n"
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]
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},
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||||
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||||
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|
||||
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|
||||
" <th>CIscore</th>\n",
|
||||
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|
||||
" <th>Ozone</th>\n",
|
||||
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||||
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|
||||
" <td>Santa Barbara</td>\n",
|
||||
" <td>Santa Maria</td>\n",
|
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||||
" <td>13173</td>\n",
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||||
" <td>37.030667</td>\n",
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||||
" <td>70.637922</td>\n",
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||||
" <td>0.035217</td>\n",
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||||
" <td>11.561917</td>\n",
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||||
" <td>7.624775</td>\n",
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||||
" <td>10.454263</td>\n",
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" <td>0.106088</td>\n",
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||||
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||||
" <td>Santa Barbara</td>\n",
|
||||
" <td>Santa Maria</td>\n",
|
||||
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||||
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" <tr>\n",
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||||
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||||
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|
||||
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|
||||
" <td>1.352330e+06</td>\n",
|
||||
" <td>Santa Barbara</td>\n",
|
||||
" <td>Santa Maria</td>\n",
|
||||
" <td>MULTIPOLYGON (((-38115.747 -341130.248, -38126...</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>3</th>\n",
|
||||
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|
||||
" <td>93455</td>\n",
|
||||
" <td>4496</td>\n",
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||||
" <td>6.639331</td>\n",
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||||
" <td>5.988401</td>\n",
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||||
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||||
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||||
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||||
" <td>10.653391</td>\n",
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||||
" <td>0.091384</td>\n",
|
||||
" <td>...</td>\n",
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||||
" <td>0.9342</td>\n",
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||||
" <td>0.7117</td>\n",
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||||
" <td>3.6699</td>\n",
|
||||
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||||
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|
||||
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|
||||
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|
||||
" <td>Santa Barbara</td>\n",
|
||||
" <td>Orcutt</td>\n",
|
||||
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|
||||
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|
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|
||||
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|
||||
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|
||||
" <td>4008</td>\n",
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||||
" <td>14.022852</td>\n",
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||||
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||||
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|
||||
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||||
" <td>7.663210</td>\n",
|
||||
" <td>10.690728</td>\n",
|
||||
" <td>0.050976</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>0.6986</td>\n",
|
||||
" <td>1.4721</td>\n",
|
||||
" <td>3.2685</td>\n",
|
||||
" <td>0.0</td>\n",
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||||
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|
||||
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|
||||
" <td>2.608422e+06</td>\n",
|
||||
" <td>Santa Barbara</td>\n",
|
||||
" <td>Orcutt</td>\n",
|
||||
" <td>MULTIPOLYGON (((-39465.107 -348499.262, -38244...</td>\n",
|
||||
" </tr>\n",
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||||
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|
||||
"</table>\n",
|
||||
"<p>5 rows × 68 columns</p>\n",
|
||||
"</div>"
|
||||
],
|
||||
"text/plain": [
|
||||
" Tract ZIP Population CIscore CIscoreP Ozone \\\n",
|
||||
"0 6.083002e+09 93454 4495 36.019653 69.162885 0.034190 \n",
|
||||
"1 6.083002e+09 93455 13173 37.030667 70.637922 0.035217 \n",
|
||||
"2 6.083002e+09 93454 2398 31.213140 61.069087 0.034190 \n",
|
||||
"3 6.083002e+09 93455 4496 6.639331 5.988401 0.036244 \n",
|
||||
"4 6.083002e+09 93455 4008 14.022852 23.121533 0.036244 \n",
|
||||
"\n",
|
||||
" Ozone_Pctl PM2_5 PM2_5_Pctl Diesel_PM ... African_American \\\n",
|
||||
"0 10.566273 7.567724 10.031114 0.154573 ... 0.4004 \n",
|
||||
"1 11.561917 7.624775 10.454263 0.106088 ... 2.5051 \n",
|
||||
"2 10.566273 7.548835 9.931549 0.190474 ... 0.9591 \n",
|
||||
"3 13.615432 7.660570 10.653391 0.091384 ... 0.9342 \n",
|
||||
"4 13.615432 7.663210 10.690728 0.050976 ... 0.6986 \n",
|
||||
"\n",
|
||||
" Native_American Asian_American Pacific_Islander Other_Multiple \\\n",
|
||||
"0 0.2670 8.2091 0.0 1.3126 \n",
|
||||
"1 0.0000 4.6990 0.0 0.9489 \n",
|
||||
"2 0.0000 0.5421 0.0 2.1685 \n",
|
||||
"3 0.7117 3.6699 0.0 2.5356 \n",
|
||||
"4 1.4721 3.2685 0.0 1.3723 \n",
|
||||
"\n",
|
||||
" Shape_Length Shape_Area County ApproxLoc \\\n",
|
||||
"0 6999.357622 2.847611e+06 Santa Barbara Santa Maria \n",
|
||||
"1 19100.578003 1.635292e+07 Santa Barbara Santa Maria \n",
|
||||
"2 4970.985933 1.352330e+06 Santa Barbara Santa Maria \n",
|
||||
"3 6558.956142 2.417717e+06 Santa Barbara Orcutt \n",
|
||||
"4 6570.368642 2.608422e+06 Santa Barbara Orcutt \n",
|
||||
"\n",
|
||||
" geometry \n",
|
||||
"0 MULTIPOLYGON (((-39795.070 -341919.191, -38126... \n",
|
||||
"1 MULTIPOLYGON (((-39795.070 -341919.191, -39803... \n",
|
||||
"2 MULTIPOLYGON (((-38115.747 -341130.248, -38126... \n",
|
||||
"3 MULTIPOLYGON (((-37341.662 -348530.437, -37252... \n",
|
||||
"4 MULTIPOLYGON (((-39465.107 -348499.262, -38244... \n",
|
||||
"\n",
|
||||
"[5 rows x 68 columns]"
|
||||
]
|
||||
},
|
||||
"execution_count": 19,
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||||
"metadata": {},
|
||||
"output_type": "execute_result"
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||||
}
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||||
],
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"source": [
|
||||
"# show data\n",
|
||||
"data.head()\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 20,
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"metadata": {},
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"outputs": [],
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"source": [
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"from sqlalchemy import create_engine\n",
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"\n",
|
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"# Connect to the database\n",
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"engine = create_engine('postgresql://postgres:MandyLinkToby3@localhost:5432/calif_equity')\n",
|
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"\n",
|
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"# Save the GeoDataFrame as a PostGIS table\n",
|
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"data.to_postgis('calenviroscreen', con=engine, if_exists='replace', index=False)\n"
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]
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},
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{
|
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"cell_type": "code",
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"execution_count": 21,
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"metadata": {},
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"outputs": [
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|
||||
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|
||||
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|
||||
" <th>Tract</th>\n",
|
||||
" <th>ZIP</th>\n",
|
||||
" <th>Population</th>\n",
|
||||
" <th>CIscore</th>\n",
|
||||
" <th>CIscoreP</th>\n",
|
||||
" <th>Ozone</th>\n",
|
||||
" <th>Ozone_Pctl</th>\n",
|
||||
" <th>PM2_5</th>\n",
|
||||
" <th>PM2_5_Pctl</th>\n",
|
||||
" <th>Diesel_PM</th>\n",
|
||||
" <th>...</th>\n",
|
||||
" <th>African_American</th>\n",
|
||||
" <th>Native_American</th>\n",
|
||||
" <th>Asian_American</th>\n",
|
||||
" <th>Pacific_Islander</th>\n",
|
||||
" <th>Other_Multiple</th>\n",
|
||||
" <th>Shape_Length</th>\n",
|
||||
" <th>Shape_Area</th>\n",
|
||||
" <th>County</th>\n",
|
||||
" <th>ApproxLoc</th>\n",
|
||||
" <th>geometry</th>\n",
|
||||
" </tr>\n",
|
||||
" </thead>\n",
|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
" <td>10.031114</td>\n",
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||||
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|
||||
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|
||||
" <td>0.4004</td>\n",
|
||||
" <td>0.2670</td>\n",
|
||||
" <td>8.2091</td>\n",
|
||||
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|
||||
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|
||||
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|
||||
" <td>2.847611e+06</td>\n",
|
||||
" <td>Santa Barbara</td>\n",
|
||||
" <td>Santa Maria</td>\n",
|
||||
" <td>0106000020EE0C00000100000001030000000100000009...</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
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|
||||
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||||
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||||
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|
||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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|
||||
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|
||||
" <td>0.0000</td>\n",
|
||||
" <td>4.6990</td>\n",
|
||||
" <td>0.0</td>\n",
|
||||
" <td>0.9489</td>\n",
|
||||
" <td>19100.578003</td>\n",
|
||||
" <td>1.635292e+07</td>\n",
|
||||
" <td>Santa Barbara</td>\n",
|
||||
" <td>Santa Maria</td>\n",
|
||||
" <td>0106000020EE0C00000100000001030000000100000013...</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>2</th>\n",
|
||||
" <td>6.083002e+09</td>\n",
|
||||
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|
||||
" <td>2398</td>\n",
|
||||
" <td>31.213140</td>\n",
|
||||
" <td>61.069087</td>\n",
|
||||
" <td>0.034190</td>\n",
|
||||
" <td>10.566273</td>\n",
|
||||
" <td>7.548835</td>\n",
|
||||
" <td>9.931549</td>\n",
|
||||
" <td>0.190474</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>0.9591</td>\n",
|
||||
" <td>0.0000</td>\n",
|
||||
" <td>0.5421</td>\n",
|
||||
" <td>0.0</td>\n",
|
||||
" <td>2.1685</td>\n",
|
||||
" <td>4970.985933</td>\n",
|
||||
" <td>1.352330e+06</td>\n",
|
||||
" <td>Santa Barbara</td>\n",
|
||||
" <td>Santa Maria</td>\n",
|
||||
" <td>0106000020EE0C00000100000001030000000100000006...</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>3</th>\n",
|
||||
" <td>6.083002e+09</td>\n",
|
||||
" <td>93455</td>\n",
|
||||
" <td>4496</td>\n",
|
||||
" <td>6.639331</td>\n",
|
||||
" <td>5.988401</td>\n",
|
||||
" <td>0.036244</td>\n",
|
||||
" <td>13.615432</td>\n",
|
||||
" <td>7.660570</td>\n",
|
||||
" <td>10.653391</td>\n",
|
||||
" <td>0.091384</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>0.9342</td>\n",
|
||||
" <td>0.7117</td>\n",
|
||||
" <td>3.6699</td>\n",
|
||||
" <td>0.0</td>\n",
|
||||
" <td>2.5356</td>\n",
|
||||
" <td>6558.956142</td>\n",
|
||||
" <td>2.417717e+06</td>\n",
|
||||
" <td>Santa Barbara</td>\n",
|
||||
" <td>Orcutt</td>\n",
|
||||
" <td>0106000020EE0C0000010000000103000000010000000D...</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4</th>\n",
|
||||
" <td>6.083002e+09</td>\n",
|
||||
" <td>93455</td>\n",
|
||||
" <td>4008</td>\n",
|
||||
" <td>14.022852</td>\n",
|
||||
" <td>23.121533</td>\n",
|
||||
" <td>0.036244</td>\n",
|
||||
" <td>13.615432</td>\n",
|
||||
" <td>7.663210</td>\n",
|
||||
" <td>10.690728</td>\n",
|
||||
" <td>0.050976</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>0.6986</td>\n",
|
||||
" <td>1.4721</td>\n",
|
||||
" <td>3.2685</td>\n",
|
||||
" <td>0.0</td>\n",
|
||||
" <td>1.3723</td>\n",
|
||||
" <td>6570.368642</td>\n",
|
||||
" <td>2.608422e+06</td>\n",
|
||||
" <td>Santa Barbara</td>\n",
|
||||
" <td>Orcutt</td>\n",
|
||||
" <td>0106000020EE0C00000100000001030000000100000007...</td>\n",
|
||||
" </tr>\n",
|
||||
" </tbody>\n",
|
||||
"</table>\n",
|
||||
"<p>5 rows × 68 columns</p>\n",
|
||||
"</div>"
|
||||
],
|
||||
"text/plain": [
|
||||
" Tract ZIP Population CIscore CIscoreP Ozone \\\n",
|
||||
"0 6.083002e+09 93454 4495 36.019653 69.162885 0.034190 \n",
|
||||
"1 6.083002e+09 93455 13173 37.030667 70.637922 0.035217 \n",
|
||||
"2 6.083002e+09 93454 2398 31.213140 61.069087 0.034190 \n",
|
||||
"3 6.083002e+09 93455 4496 6.639331 5.988401 0.036244 \n",
|
||||
"4 6.083002e+09 93455 4008 14.022852 23.121533 0.036244 \n",
|
||||
"\n",
|
||||
" Ozone_Pctl PM2_5 PM2_5_Pctl Diesel_PM ... African_American \\\n",
|
||||
"0 10.566273 7.567724 10.031114 0.154573 ... 0.4004 \n",
|
||||
"1 11.561917 7.624775 10.454263 0.106088 ... 2.5051 \n",
|
||||
"2 10.566273 7.548835 9.931549 0.190474 ... 0.9591 \n",
|
||||
"3 13.615432 7.660570 10.653391 0.091384 ... 0.9342 \n",
|
||||
"4 13.615432 7.663210 10.690728 0.050976 ... 0.6986 \n",
|
||||
"\n",
|
||||
" Native_American Asian_American Pacific_Islander Other_Multiple \\\n",
|
||||
"0 0.2670 8.2091 0.0 1.3126 \n",
|
||||
"1 0.0000 4.6990 0.0 0.9489 \n",
|
||||
"2 0.0000 0.5421 0.0 2.1685 \n",
|
||||
"3 0.7117 3.6699 0.0 2.5356 \n",
|
||||
"4 1.4721 3.2685 0.0 1.3723 \n",
|
||||
"\n",
|
||||
" Shape_Length Shape_Area County ApproxLoc \\\n",
|
||||
"0 6999.357622 2.847611e+06 Santa Barbara Santa Maria \n",
|
||||
"1 19100.578003 1.635292e+07 Santa Barbara Santa Maria \n",
|
||||
"2 4970.985933 1.352330e+06 Santa Barbara Santa Maria \n",
|
||||
"3 6558.956142 2.417717e+06 Santa Barbara Orcutt \n",
|
||||
"4 6570.368642 2.608422e+06 Santa Barbara Orcutt \n",
|
||||
"\n",
|
||||
" geometry \n",
|
||||
"0 0106000020EE0C00000100000001030000000100000009... \n",
|
||||
"1 0106000020EE0C00000100000001030000000100000013... \n",
|
||||
"2 0106000020EE0C00000100000001030000000100000006... \n",
|
||||
"3 0106000020EE0C0000010000000103000000010000000D... \n",
|
||||
"4 0106000020EE0C00000100000001030000000100000007... \n",
|
||||
"\n",
|
||||
"[5 rows x 68 columns]"
|
||||
]
|
||||
},
|
||||
"execution_count": 21,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"# verify data\n",
|
||||
"sql = 'SELECT * FROM calenviroscreen LIMIT 5;'\n",
|
||||
"pd.read_sql(sql, engine)"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 23,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# close connection\n",
|
||||
"engine.dispose()\n",
|
||||
"\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": []
|
||||
}
|
||||
],
|
||||
"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": "3.9.19"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 2
|
||||
}
|
||||
Reference in New Issue
Block a user