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wroscoe/sf supervisor districts with wrong projection.ipynb

Created November 22, 2016 20:05
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sf supervisor districts with wrong projection.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Problem: Shapefile coordinates are not given in latitude and longitude. \n",
"This notebook shows how to download the shapefiles of the San Francisco district and extract a shape of the frist district. \n",
"\n",
"The problem is that the coordinates are given in feet rather than latitute and longitude so its difficult to display the shapes on a map.\n",
"\n",
"Possible solutions:\n",
"* Convert the shapefile to use latitude, longitude coordiates.\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import urllib.request\n",
"import zipfile\n",
"from os.path import expanduser\n",
"\n",
"\n",
"#download ziped shapefiles\n",
"req = urllib.request.urlopen('http://sfgov.org/elections/sites/default/files/2012lines.zip')\n",
"data = req.read()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#extract zipfile\n",
"from io import BytesIO\n",
"BytesIO().write(data)\n",
"myzipfile = zipfile.ZipFile(zipdata)\n",
"myzipfile.extractall(home)\n",
"\n",
"home = expanduser(\"~\") #get home path\n",
"path = home+\"/2012lines/SF_BOS_20120702_nowater\" #sf supervisor districts"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>AREA</th>\n",
" <th>DISTRICT</th>\n",
" <th>MEMBERS</th>\n",
" <th>LOCKED</th>\n",
" <th>NAME</th>\n",
" <th>POP</th>\n",
" <th>LATPOP_D</th>\n",
" <th>WHIPOP_D</th>\n",
" <th>BLAPOP_D</th>\n",
" <th>AMIPOP_D</th>\n",
" <th>...</th>\n",
" <th>F_MMRVAP_D</th>\n",
" <th>F_TCVAP_09</th>\n",
" <th>F_LCVAP_09</th>\n",
" <th>F_WDCVAP_0</th>\n",
" <th>F_BDCVAP_0</th>\n",
" <th>F_ADCVAP_0</th>\n",
" <th>F_OCVAP_09</th>\n",
" <th>MULTIPLE_F</th>\n",
" <th>Shape_Leng</th>\n",
" <th>Shape_Area</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.36744520000e+001</td>\n",
" <td>02</td>\n",
" <td>1.00000e+000</td>\n",
" <td>b' '</td>\n",
" <td>b' '</td>\n",
" <td>6.95440000000e+004</td>\n",
" <td>3.93200000000e+003</td>\n",
" <td>5.25390000000e+004</td>\n",
" <td>1.25400000000e+003</td>\n",
" <td>2.50000000000e+002</td>\n",
" <td>...</td>\n",
" <td>4.53200000000e-003</td>\n",
" <td>8.34364000000e-001</td>\n",
" <td>5.11160000000e-002</td>\n",
" <td>7.94933000000e-001</td>\n",
" <td>1.79410000000e-002</td>\n",
" <td>1.23688000000e-001</td>\n",
" <td>1.23220000000e-002</td>\n",
" <td>02|69,544|-5%</td>\n",
" <td>1.20532734904e+005</td>\n",
" <td>1.48655412934e+008</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.98151910000e+001</td>\n",
" <td>01</td>\n",
" <td>1.00000e+000</td>\n",
" <td>b' '</td>\n",
" <td>b' '</td>\n",
" <td>6.97030000000e+004</td>\n",
" <td>4.75600000000e+003</td>\n",
" <td>3.01520000000e+004</td>\n",
" <td>1.45500000000e+003</td>\n",
" <td>2.85000000000e+002</td>\n",
" <td>...</td>\n",
" <td>6.73100000000e-003</td>\n",
" <td>8.03480000000e-001</td>\n",
" <td>5.77630000000e-002</td>\n",
" <td>4.75529000000e-001</td>\n",
" <td>3.33900000000e-002</td>\n",
" <td>4.15999000000e-001</td>\n",
" <td>1.73200000000e-002</td>\n",
" <td>01|69,703|-4.78%</td>\n",
" <td>1.23246830516e+005</td>\n",
" <td>1.25462836779e+008</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1.07301994000e+002</td>\n",
" <td>04</td>\n",
" <td>1.00000e+000</td>\n",
" <td>b' '</td>\n",
" <td>b' '</td>\n",
" <td>7.24980000000e+004</td>\n",
" <td>4.22400000000e+003</td>\n",
" <td>2.35210000000e+004</td>\n",
" <td>1.02400000000e+003</td>\n",
" <td>2.28000000000e+002</td>\n",
" <td>...</td>\n",
" <td>4.80100000000e-003</td>\n",
" <td>7.41041000000e-001</td>\n",
" <td>4.56970000000e-002</td>\n",
" <td>3.93102000000e-001</td>\n",
" <td>1.50030000000e-002</td>\n",
" <td>5.35794000000e-001</td>\n",
" <td>1.04050000000e-002</td>\n",
" <td>04|72,498|-0.96%</td>\n",
" <td>2.94404251019e+005</td>\n",
" <td>1.09130821541e+008</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1.50198300000e+001</td>\n",
" <td>07</td>\n",
" <td>1.00000e+000</td>\n",
" <td>b' '</td>\n",
" <td>b' '</td>\n",
" <td>7.27370000000e+004</td>\n",
" <td>7.39000000000e+003</td>\n",
" <td>3.40970000000e+004</td>\n",
" <td>2.72400000000e+003</td>\n",
" <td>2.91000000000e+002</td>\n",
" <td>...</td>\n",
" <td>7.29300000000e-003</td>\n",
" <td>7.61359000000e-001</td>\n",
" <td>8.77770000000e-002</td>\n",
" <td>5.22490000000e-001</td>\n",
" <td>4.43490000000e-002</td>\n",
" <td>3.30631000000e-001</td>\n",
" <td>1.47530000000e-002</td>\n",
" <td>07|72,737|-0.64%</td>\n",
" <td>1.37954055861e+005</td>\n",
" <td>2.16993282382e+008</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>3.51509600000e+000</td>\n",
" <td>08</td>\n",
" <td>1.00000e+000</td>\n",
" <td>b' '</td>\n",
" <td>b' '</td>\n",
" <td>7.57460000000e+004</td>\n",
" <td>1.07890000000e+004</td>\n",
" <td>5.00090000000e+004</td>\n",
" <td>2.46600000000e+003</td>\n",
" <td>4.70000000000e+002</td>\n",
" <td>...</td>\n",
" <td>5.91400000000e-003</td>\n",
" <td>8.74158000000e-001</td>\n",
" <td>1.01263000000e-001</td>\n",
" <td>7.46292000000e-001</td>\n",
" <td>3.37990000000e-002</td>\n",
" <td>1.08950000000e-001</td>\n",
" <td>9.69600000000e-003</td>\n",
" <td>08|75,746|3.47%</td>\n",
" <td>5.47569076817e+004</td>\n",
" <td>9.80354276902e+007</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>3.03228100000e+000</td>\n",
" <td>11</td>\n",
" <td>1.00000e+000</td>\n",
" <td>b' '</td>\n",
" <td>b' '</td>\n",
" <td>7.68180000000e+004</td>\n",
" <td>2.16630000000e+004</td>\n",
" <td>1.01130000000e+004</td>\n",
" <td>4.31500000000e+003</td>\n",
" <td>1.95000000000e+002</td>\n",
" <td>...</td>\n",
" <td>6.22800000000e-003</td>\n",
" <td>6.25335000000e-001</td>\n",
" <td>2.04051000000e-001</td>\n",
" <td>2.35131000000e-001</td>\n",
" <td>8.59340000000e-002</td>\n",
" <td>4.61249000000e-001</td>\n",
" <td>1.36350000000e-002</td>\n",
" <td>11|76,818|4.94%</td>\n",
" <td>5.34299624822e+004</td>\n",
" <td>8.46094434417e+007</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>3.18492000000e+000</td>\n",
" <td>09</td>\n",
" <td>1.00000e+000</td>\n",
" <td>b' '</td>\n",
" <td>b' '</td>\n",
" <td>7.67200000000e+004</td>\n",
" <td>2.93810000000e+004</td>\n",
" <td>2.37040000000e+004</td>\n",
" <td>3.18400000000e+003</td>\n",
" <td>4.07000000000e+002</td>\n",
" <td>...</td>\n",
" <td>6.32400000000e-003</td>\n",
" <td>6.58029000000e-001</td>\n",
" <td>2.46435000000e-001</td>\n",
" <td>4.70941000000e-001</td>\n",
" <td>4.85500000000e-002</td>\n",
" <td>2.22288000000e-001</td>\n",
" <td>1.17860000000e-002</td>\n",
" <td>09|76,720|4.8%</td>\n",
" <td>5.62472687447e+004</td>\n",
" <td>8.88076275241e+007</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>3.18732590000e+001</td>\n",
" <td>10</td>\n",
" <td>1.00000e+000</td>\n",
" <td>b' '</td>\n",
" <td>b' '</td>\n",
" <td>7.25660000000e+004</td>\n",
" <td>1.56680000000e+004</td>\n",
" <td>1.22990000000e+004</td>\n",
" <td>1.57110000000e+004</td>\n",
" <td>2.52000000000e+002</td>\n",
" <td>...</td>\n",
" <td>1.15080000000e-002</td>\n",
" <td>6.06358000000e-001</td>\n",
" <td>1.33383000000e-001</td>\n",
" <td>2.50926000000e-001</td>\n",
" <td>2.73676000000e-001</td>\n",
" <td>3.12516000000e-001</td>\n",
" <td>2.94990000000e-002</td>\n",
" <td>10|72,566|-0.87%</td>\n",
" <td>1.60367903731e+005</td>\n",
" <td>2.36620399613e+008</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>2.94279170000e+001</td>\n",
" <td>06</td>\n",
" <td>1.00000e+000</td>\n",
" <td>b' '</td>\n",
" <td>b' '</td>\n",
" <td>7.39090000000e+004</td>\n",
" <td>1.19610000000e+004</td>\n",
" <td>2.86060000000e+004</td>\n",
" <td>7.69900000000e+003</td>\n",
" <td>7.08000000000e+002</td>\n",
" <td>...</td>\n",
" <td>1.12010000000e-002</td>\n",
" <td>5.61028000000e-001</td>\n",
" <td>9.75040000000e-002</td>\n",
" <td>4.88340000000e-001</td>\n",
" <td>1.29169000000e-001</td>\n",
" <td>2.55637000000e-001</td>\n",
" <td>2.93500000000e-002</td>\n",
" <td>06|73,909|0.96%</td>\n",
" <td>1.83575576487e+005</td>\n",
" <td>1.05359626261e+008</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>2.33206900000e+000</td>\n",
" <td>03</td>\n",
" <td>1.00000e+000</td>\n",
" <td>b' '</td>\n",
" <td>b' '</td>\n",
" <td>7.03940000000e+004</td>\n",
" <td>4.81900000000e+003</td>\n",
" <td>2.97350000000e+004</td>\n",
" <td>1.87200000000e+003</td>\n",
" <td>2.84000000000e+002</td>\n",
" <td>...</td>\n",
" <td>6.27900000000e-003</td>\n",
" <td>7.31113000000e-001</td>\n",
" <td>5.07130000000e-002</td>\n",
" <td>5.18731000000e-001</td>\n",
" <td>3.19430000000e-002</td>\n",
" <td>3.85497000000e-001</td>\n",
" <td>1.31150000000e-002</td>\n",
" <td>03|70,394|-3.84%</td>\n",
" <td>3.92961407457e+004</td>\n",
" <td>5.27712131584e+007</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>2.58376900000e+000</td>\n",
" <td>05</td>\n",
" <td>1.00000e+000</td>\n",
" <td>b' '</td>\n",
" <td>b' '</td>\n",
" <td>7.46000000000e+004</td>\n",
" <td>7.19100000000e+003</td>\n",
" <td>4.26760000000e+004</td>\n",
" <td>8.20600000000e+003</td>\n",
" <td>4.64000000000e+002</td>\n",
" <td>...</td>\n",
" <td>9.10400000000e-003</td>\n",
" <td>8.03351000000e-001</td>\n",
" <td>6.70950000000e-002</td>\n",
" <td>6.43351000000e-001</td>\n",
" <td>1.38528000000e-001</td>\n",
" <td>1.37327000000e-001</td>\n",
" <td>1.36990000000e-002</td>\n",
" <td>05|74,600|1.91%</td>\n",
" <td>6.45124573092e+004</td>\n",
" <td>7.21219236944e+007</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>11 rows × 56 columns</p>\n",
"</div>"
],
"text/plain": [
"0 AREA DISTRICT MEMBERS LOCKED \\\n",
"0 1.36744520000e+001 02 1.00000e+000 b' ' \n",
"1 1.98151910000e+001 01 1.00000e+000 b' ' \n",
"2 1.07301994000e+002 04 1.00000e+000 b' ' \n",
"3 1.50198300000e+001 07 1.00000e+000 b' ' \n",
"4 3.51509600000e+000 08 1.00000e+000 b' ' \n",
"5 3.03228100000e+000 11 1.00000e+000 b' ' \n",
"6 3.18492000000e+000 09 1.00000e+000 b' ' \n",
"7 3.18732590000e+001 10 1.00000e+000 b' ' \n",
"8 2.94279170000e+001 06 1.00000e+000 b' ' \n",
"9 2.33206900000e+000 03 1.00000e+000 b' ' \n",
"10 2.58376900000e+000 05 1.00000e+000 b' ' \n",
"\n",
"0 NAME POP \\\n",
"0 b' ' 6.95440000000e+004 \n",
"1 b' ' 6.97030000000e+004 \n",
"2 b' ' 7.24980000000e+004 \n",
"3 b' ' 7.27370000000e+004 \n",
"4 b' ' 7.57460000000e+004 \n",
"5 b' ' 7.68180000000e+004 \n",
"6 b' ' 7.67200000000e+004 \n",
"7 b' ' 7.25660000000e+004 \n",
"8 b' ' 7.39090000000e+004 \n",
"9 b' ' 7.03940000000e+004 \n",
"10 b' ' 7.46000000000e+004 \n",
"\n",
"0 LATPOP_D WHIPOP_D BLAPOP_D \\\n",
"0 3.93200000000e+003 5.25390000000e+004 1.25400000000e+003 \n",
"1 4.75600000000e+003 3.01520000000e+004 1.45500000000e+003 \n",
"2 4.22400000000e+003 2.35210000000e+004 1.02400000000e+003 \n",
"3 7.39000000000e+003 3.40970000000e+004 2.72400000000e+003 \n",
"4 1.07890000000e+004 5.00090000000e+004 2.46600000000e+003 \n",
"5 2.16630000000e+004 1.01130000000e+004 4.31500000000e+003 \n",
"6 2.93810000000e+004 2.37040000000e+004 3.18400000000e+003 \n",
"7 1.56680000000e+004 1.22990000000e+004 1.57110000000e+004 \n",
"8 1.19610000000e+004 2.86060000000e+004 7.69900000000e+003 \n",
"9 4.81900000000e+003 2.97350000000e+004 1.87200000000e+003 \n",
"10 7.19100000000e+003 4.26760000000e+004 8.20600000000e+003 \n",
"\n",
"0 AMIPOP_D ... F_MMRVAP_D \\\n",
"0 2.50000000000e+002 ... 4.53200000000e-003 \n",
"1 2.85000000000e+002 ... 6.73100000000e-003 \n",
"2 2.28000000000e+002 ... 4.80100000000e-003 \n",
"3 2.91000000000e+002 ... 7.29300000000e-003 \n",
"4 4.70000000000e+002 ... 5.91400000000e-003 \n",
"5 1.95000000000e+002 ... 6.22800000000e-003 \n",
"6 4.07000000000e+002 ... 6.32400000000e-003 \n",
"7 2.52000000000e+002 ... 1.15080000000e-002 \n",
"8 7.08000000000e+002 ... 1.12010000000e-002 \n",
"9 2.84000000000e+002 ... 6.27900000000e-003 \n",
"10 4.64000000000e+002 ... 9.10400000000e-003 \n",
"\n",
"0 F_TCVAP_09 F_LCVAP_09 F_WDCVAP_0 \\\n",
"0 8.34364000000e-001 5.11160000000e-002 7.94933000000e-001 \n",
"1 8.03480000000e-001 5.77630000000e-002 4.75529000000e-001 \n",
"2 7.41041000000e-001 4.56970000000e-002 3.93102000000e-001 \n",
"3 7.61359000000e-001 8.77770000000e-002 5.22490000000e-001 \n",
"4 8.74158000000e-001 1.01263000000e-001 7.46292000000e-001 \n",
"5 6.25335000000e-001 2.04051000000e-001 2.35131000000e-001 \n",
"6 6.58029000000e-001 2.46435000000e-001 4.70941000000e-001 \n",
"7 6.06358000000e-001 1.33383000000e-001 2.50926000000e-001 \n",
"8 5.61028000000e-001 9.75040000000e-002 4.88340000000e-001 \n",
"9 7.31113000000e-001 5.07130000000e-002 5.18731000000e-001 \n",
"10 8.03351000000e-001 6.70950000000e-002 6.43351000000e-001 \n",
"\n",
"0 F_BDCVAP_0 F_ADCVAP_0 F_OCVAP_09 \\\n",
"0 1.79410000000e-002 1.23688000000e-001 1.23220000000e-002 \n",
"1 3.33900000000e-002 4.15999000000e-001 1.73200000000e-002 \n",
"2 1.50030000000e-002 5.35794000000e-001 1.04050000000e-002 \n",
"3 4.43490000000e-002 3.30631000000e-001 1.47530000000e-002 \n",
"4 3.37990000000e-002 1.08950000000e-001 9.69600000000e-003 \n",
"5 8.59340000000e-002 4.61249000000e-001 1.36350000000e-002 \n",
"6 4.85500000000e-002 2.22288000000e-001 1.17860000000e-002 \n",
"7 2.73676000000e-001 3.12516000000e-001 2.94990000000e-002 \n",
"8 1.29169000000e-001 2.55637000000e-001 2.93500000000e-002 \n",
"9 3.19430000000e-002 3.85497000000e-001 1.31150000000e-002 \n",
"10 1.38528000000e-001 1.37327000000e-001 1.36990000000e-002 \n",
"\n",
"0 MULTIPLE_F Shape_Leng Shape_Area \n",
"0 02|69,544|-5% 1.20532734904e+005 1.48655412934e+008 \n",
"1 01|69,703|-4.78% 1.23246830516e+005 1.25462836779e+008 \n",
"2 04|72,498|-0.96% 2.94404251019e+005 1.09130821541e+008 \n",
"3 07|72,737|-0.64% 1.37954055861e+005 2.16993282382e+008 \n",
"4 08|75,746|3.47% 5.47569076817e+004 9.80354276902e+007 \n",
"5 11|76,818|4.94% 5.34299624822e+004 8.46094434417e+007 \n",
"6 09|76,720|4.8% 5.62472687447e+004 8.88076275241e+007 \n",
"7 10|72,566|-0.87% 1.60367903731e+005 2.36620399613e+008 \n",
"8 06|73,909|0.96% 1.83575576487e+005 1.05359626261e+008 \n",
"9 03|70,394|-3.84% 3.92961407457e+004 5.27712131584e+007 \n",
"10 05|74,600|1.91% 6.45124573092e+004 7.21219236944e+007 \n",
"\n",
"[11 rows x 56 columns]"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import shapefile\n",
"import pandas as pd\n",
"\n",
"sf = shapefile.Reader(path) #open shapefile\n",
"\n",
"#create table of the shape records\n",
"fields = pd.DataFrame(sf.fields)\n",
"fields = fields.ix[1:, 0]\n",
"\n",
"shapes = sf.shapeRecords()\n",
"records = [ i.record for i in shapes]\n",
"record_index = pd.DataFrame(records, columns = fields)\n",
"record_index\n"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"'PROJCS[\"NAD_1983_StatePlane_California_III_FIPS_0403_Feet\",GEOGCS[\"GCS_North_American_1983\",DATUM[\"D_North_American_1983\",SPHEROID[\"GRS_1980\",6378137.0,298.257222101]],PRIMEM[\"Greenwich\",0.0],UNIT[\"Degree\",0.0174532925199433]],PROJECTION[\"Lambert_Conformal_Conic\"],PARAMETER[\"False_Easting\",6561666.666666666],PARAMETER[\"False_Northing\",1640416.666666667],PARAMETER[\"Central_Meridian\",-120.5],PARAMETER[\"Standard_Parallel_1\",37.06666666666667],PARAMETER[\"Standard_Parallel_2\",38.43333333333333],PARAMETER[\"Latitude_Of_Origin\",36.5],UNIT[\"Foot_US\",0.3048006096012192]]'"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Read the projection file.\n",
"open(home+\"/2012lines/SF_BOS_20120702_nowater.prj\").read()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"s = shapes[0] #read the first shape"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" ...]"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#for this first shape, read the points into a list\n",
"points = [[i[0], i[1]] for i in s.shape.points]\n",
"points = points + [points[:][0]] #ensure the first point is the same as the last.\n",
"points"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
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