From 57f904decf205988627f6437d45338750293a6f9 Mon Sep 17 00:00:00 2001 From: atishjainms <33656345+atishjainms@users.noreply.github.com> Date: Wed, 8 Aug 2018 20:36:33 +0530 Subject: [PATCH] Add files via upload Please chaznge directory as im committing data in a different folder --- resources/script/warddetails.ipynb | 3216 ++++++++++++++++++++++++++++ 1 file changed, 3216 insertions(+) create mode 100644 resources/script/warddetails.ipynb diff --git a/resources/script/warddetails.ipynb b/resources/script/warddetails.ipynb new file mode 100644 index 0000000..a838265 --- /dev/null +++ b/resources/script/warddetails.ipynb @@ -0,0 +1,3216 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "##import the required libraries\n", + "import pandas as pd\n", + "import geopandas as gp\n", + "from shapely.geometry import Point\n", + "from shapely.geometry.polygon import LinearRing\n", + "from shapely.geometry import Polygon\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "##load ward data from open city website\n", + "##kml to converted csv\n", + "wards = pd.read_csv('././bengaluru_india.imposm-geojson/convertcsv.csv')\n", + "wards = gp.GeoDataFrame(wards)\n", + "df = gp.read_file('./bengaluru_india.imposm-geojson/bengaluru_india_buildings.geojson')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "##convert coordinates to linear ring\n", + "def getLinearRing (coordinates): \n", + " z=[]\n", + " for i in np.array(coordinates.split(' ')):\n", + " z.append([float(j) for j in i.split(',')])\n", + " \n", + " return LinearRing(z)\n", + "def iscontainedinWard(geo):\n", + " for i,v in wards.iterrows():\n", + " poly=Polygon(v['Polygon/outerBoundaryIs/LinearRing/coordinates'])\n", + " if poly.contains(geo):\n", + " \n", + " return v['ExtendedData/Data/0/value']\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:7: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", + " import sys\n" + ] + } + ], + "source": [ + "##manipulate data\n", + "for i, v in wards.iterrows(): \n", + " \n", + " if v['Polygon/outerBoundaryIs/LinearRing/coordinates'] is np.nan:\n", + " \n", + " \n", + " wards['Polygon/outerBoundaryIs/LinearRing/coordinates'][i]=wards['MultiGeometry/Polygon/0/outerBoundaryIs/LinearRing/coordinates'][i]+\"\"\n", + "\n", + "wards['Polygon/outerBoundaryIs/LinearRing/coordinates']=wards['Polygon/outerBoundaryIs/LinearRing/coordinates'].apply(getLinearRing)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", + " \n" + ] + }, + { + "data": { + "text/html": [ + "
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namewards
697Cosmos MallDodda Nekkundi
898MalligeHoramavu
1030Garuda MallShantala Nagar
1055Gopalan MallJ P Nagar
1087Royal Meenakshi MallArakere
1409Park Square MallHudi
1448BWSSB MalleswaramMalleswaram
1524Orion MallSubramanya Nagar
1536Kemp Fort MallKonena Agrahara
1541The Forum MallLakkasandra
1569Gopalan Arcade MallRajarajeshwari Nagar
1594Gopalan MallJagajivanaramnagar
1836Esteem MallByatarayanapura
1891Soulspace Arena Total MallDodda Nekkundi
2231Garuda Swagat MallByrasandra
2325Gopalan Signature MallC V Raman Nagar
2328Inorbit MallGarudachar Playa
2442Gopalan Grand MallC V Raman Nagar
3252Family MallDodda Nekkundi
4250Grand Sigma MallVasanth Nagar
4253GT World MallVijayanagar
8635Central City MallBellanduru
123044ETA Namma MallBinnipete
230179Lido MallHalsoor
262283Mallige ApartmentsKadu Malleshwar Ward
581226Gopalan Innovation MallJ P Nagar
581626Orion East MallMaruthi Seva Nagar
586892Forum Value MallHagadur
\n", + "
" + ], + "text/plain": [ + " name wards\n", + "697 Cosmos Mall Dodda Nekkundi\n", + "898 Mallige Horamavu\n", + "1030 Garuda Mall Shantala Nagar\n", + "1055 Gopalan Mall J P Nagar\n", + "1087 Royal Meenakshi Mall Arakere\n", + "1409 Park Square Mall Hudi\n", + "1448 BWSSB Malleswaram Malleswaram\n", + "1524 Orion Mall Subramanya Nagar\n", + "1536 Kemp Fort Mall Konena Agrahara\n", + "1541 The Forum Mall Lakkasandra\n", + "1569 Gopalan Arcade Mall Rajarajeshwari Nagar\n", + "1594 Gopalan Mall Jagajivanaramnagar\n", + "1836 Esteem Mall Byatarayanapura\n", + "1891 Soulspace Arena Total Mall Dodda Nekkundi\n", + "2231 Garuda Swagat Mall Byrasandra\n", + "2325 Gopalan Signature Mall C V Raman Nagar\n", + "2328 Inorbit Mall Garudachar Playa\n", + "2442 Gopalan Grand Mall C V Raman Nagar\n", + "3252 Family Mall Dodda Nekkundi\n", + "4250 Grand Sigma Mall Vasanth Nagar\n", + "4253 GT World Mall Vijayanagar\n", + "8635 Central City Mall Bellanduru\n", + "123044 ETA Namma Mall Binnipete\n", + "230179 Lido Mall Halsoor\n", + "262283 Mallige Apartments Kadu Malleshwar Ward\n", + "581226 Gopalan Innovation Mall J P Nagar\n", + "581626 Orion East Mall Maruthi Seva Nagar\n", + "586892 Forum Value Mall Hagadur" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "##example implementation\n", + "\n", + "df['geometry']=df['geometry'].centroid\n", + "malldataframe=df[df['name'].str.contains('Mall')]\n", + "\n", + "malldataframe['wards']=malldataframe['geometry'].apply(iscontainedinWard)\n", + "malldataframe[['name','wards']]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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idosm_idnametypegeometry
697698.041748510.0Cosmos MallretailPOINT (77.71787105160345 12.96606635041946)
898899.056434799.0MalligeyesPOINT (77.65666170574384 13.07189017178145)
10301031.0111997549.0Garuda MallretailPOINT (77.60968071766462 12.97007109187561)
10551056.0118923756.0Gopalan MallyesPOINT (77.59950143295035 12.91428613994868)
10871088.0121000806.0Royal Meenakshi MallpublicPOINT (77.59565690290087 12.87594149340591)
14091410.0124394941.0Park Square MallretailPOINT (77.73647783507333 12.98694261186407)
14481449.0128886906.0BWSSB MalleswaramyesPOINT (77.56688600866772 13.01028510385631)
15241525.0133117494.0Orion MallretailPOINT (77.55511598188271 13.01098349617161)
15361537.0133355000.0Kemp Fort MallretailPOINT (77.65671685326814 12.95872021593266)
15411542.0132687158.0The Forum MallmallPOINT (77.61130034290275 12.9346706115419)
15691570.0134100146.0Gopalan Arcade MallcommercialPOINT (77.51759353518021 12.93569216807884)
15941595.0138883155.0Gopalan MallretailPOINT (77.55345808766451 12.95851214833658)
18361837.0148852231.0Esteem MallyesPOINT (77.59339021054174 13.04908117460366)
18911892.0150582736.0Soulspace Arena Total MallyesPOINT (77.69360756272521 12.97979712918353)
22312232.0172899621.0Garuda Swagat MallcommercialPOINT (77.59135150922748 12.92895923734279)
23252326.0176675169.0Gopalan Signature MallyesPOINT (77.66162968870276 12.99294543111714)
23282329.0177929894.0Inorbit MallretailPOINT (77.72876413727096 12.97931524448842)
24422443.0182175832.0Gopalan Grand MallyesPOINT (77.66406914802289 12.99350757290806)
32523253.0259894704.0Family MallyesPOINT (77.71499154052557 12.95481656978928)
42504251.0323658584.0Grand Sigma MallretailPOINT (77.59478648623697 12.98824965717122)
42534254.0323810985.0GT World MallyesPOINT (77.55175988550685 12.97353995744344)
86358636.0343621794.0Central City MallmallPOINT (77.67531683013026 12.92623886912654)
123044123045.0346504152.0ETA Namma MallyesPOINT (77.56174853671577 12.96568666164553)
230179230180.0347060424.0Lido MallyesPOINT (77.62175079011129 12.97348793894735)
262283262284.0347135331.0Mallige ApartmentsyesPOINT (77.56854590724119 13.00212431320706)
581226581227.0376371720.0Gopalan Innovation MallyesPOINT (77.5995224486601 12.91432944931172)
581626581627.0385070464.0Orion East MallcommercialPOINT (77.63264610261426 13.0011874155505)
586892586893.0527188355.0Forum Value MallretailPOINT (77.74794294901857 12.95970351661158)
\n", + "
" + ], + "text/plain": [ + " id osm_id name type \\\n", + "697 698.0 41748510.0 Cosmos Mall retail \n", + "898 899.0 56434799.0 Mallige yes \n", + "1030 1031.0 111997549.0 Garuda Mall retail \n", + "1055 1056.0 118923756.0 Gopalan Mall yes \n", + "1087 1088.0 121000806.0 Royal Meenakshi Mall public \n", + "1409 1410.0 124394941.0 Park Square Mall retail \n", + "1448 1449.0 128886906.0 BWSSB Malleswaram yes \n", + "1524 1525.0 133117494.0 Orion Mall retail \n", + "1536 1537.0 133355000.0 Kemp Fort Mall retail \n", + "1541 1542.0 132687158.0 The Forum Mall mall \n", + "1569 1570.0 134100146.0 Gopalan Arcade Mall commercial \n", + "1594 1595.0 138883155.0 Gopalan Mall retail \n", + "1836 1837.0 148852231.0 Esteem Mall yes \n", + "1891 1892.0 150582736.0 Soulspace Arena Total Mall yes \n", + "2231 2232.0 172899621.0 Garuda Swagat Mall commercial \n", + "2325 2326.0 176675169.0 Gopalan Signature Mall yes \n", + "2328 2329.0 177929894.0 Inorbit Mall retail \n", + "2442 2443.0 182175832.0 Gopalan Grand Mall yes \n", + "3252 3253.0 259894704.0 Family Mall yes \n", + "4250 4251.0 323658584.0 Grand Sigma Mall retail \n", + "4253 4254.0 323810985.0 GT World Mall yes \n", + "8635 8636.0 343621794.0 Central City Mall mall \n", + "123044 123045.0 346504152.0 ETA Namma Mall yes \n", + "230179 230180.0 347060424.0 Lido Mall yes \n", + "262283 262284.0 347135331.0 Mallige Apartments yes \n", + "581226 581227.0 376371720.0 Gopalan Innovation Mall yes \n", + "581626 581627.0 385070464.0 Orion East Mall commercial \n", + "586892 586893.0 527188355.0 Forum Value Mall retail \n", + "\n", + " geometry \n", + "697 POINT (77.71787105160345 12.96606635041946) \n", + "898 POINT (77.65666170574384 13.07189017178145) \n", + "1030 POINT (77.60968071766462 12.97007109187561) \n", + "1055 POINT (77.59950143295035 12.91428613994868) \n", + "1087 POINT (77.59565690290087 12.87594149340591) \n", + "1409 POINT (77.73647783507333 12.98694261186407) \n", + "1448 POINT (77.56688600866772 13.01028510385631) \n", + "1524 POINT (77.55511598188271 13.01098349617161) \n", + "1536 POINT (77.65671685326814 12.95872021593266) \n", + "1541 POINT (77.61130034290275 12.9346706115419) \n", + "1569 POINT (77.51759353518021 12.93569216807884) \n", + "1594 POINT (77.55345808766451 12.95851214833658) \n", + "1836 POINT (77.59339021054174 13.04908117460366) \n", + "1891 POINT (77.69360756272521 12.97979712918353) \n", + "2231 POINT (77.59135150922748 12.92895923734279) \n", + "2325 POINT (77.66162968870276 12.99294543111714) \n", + "2328 POINT (77.72876413727096 12.97931524448842) \n", + "2442 POINT (77.66406914802289 12.99350757290806) \n", + "3252 POINT (77.71499154052557 12.95481656978928) \n", + "4250 POINT (77.59478648623697 12.98824965717122) \n", + "4253 POINT (77.55175988550685 12.97353995744344) \n", + "8635 POINT (77.67531683013026 12.92623886912654) \n", + "123044 POINT (77.56174853671577 12.96568666164553) \n", + "230179 POINT (77.62175079011129 12.97348793894735) \n", + "262283 POINT (77.56854590724119 13.00212431320706) \n", + "581226 POINT (77.5995224486601 12.91432944931172) \n", + "581626 POINT (77.63264610261426 13.0011874155505) \n", + "586892 POINT (77.74794294901857 12.95970351661158) " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[df['name'].str.contains('Mall')]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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2Ward 3Ward Name: Atturu<br>Zone: Yelahanka<br>Divisi...#poly-0F9D58-1-23AtturuWard NameYelahankaZoneYelahankaDivisionYelahanka...1.0LINEARRING Z (77.56862 13.127049 0, 77.5667530...NaNNaNNaNNaNNaNNaNNaNNaN
3Ward 4Ward Name: Yelahanka Satellite Town<br>Zone: Y...#poly-0F9D58-1-23Yelahanka Satellite TownWard NameYelahankaZoneYelahankaDivisionYelahanka...1.0LINEARRING Z (77.590945 13.098422 0, 77.58908 ...NaNNaNNaNNaNNaNNaNNaNNaN
4Ward 5Ward Name: Jakkuru<br>Zone: Yelahanka<br>Divis...#poly-0F9D58-1-18JakkuruWard NameYelahankaZoneByatarayanapuraDivisionByatarayanapura...1.0LINEARRING Z (77.64649799999999 13.085228 0, 7...NaNNaNNaNNaNNaNNaNNaNNaN
5Ward 6Ward Name: Thanisandra<br>Zone: Yelahanka<br>D...#poly-0F9D58-1-20ThanisandraWard NameYelahankaZoneByatarayanapuraDivisionByatarayanapura...1.0LINEARRING Z (77.63825 13.075206 0, 77.637863 ...NaNNaNNaNNaNNaNNaNNaNNaN
6Ward 7Ward Name: Byatarayanapura<br>Zone: Yelahanka<...#poly-0F9D58-1-20ByatarayanapuraWard NameYelahankaZoneByatarayanapuraDivisionByatarayanapura...1.0LINEARRING Z (77.60976700000001 13.066657 0, 7...NaNNaNNaNNaNNaNNaNNaNNaN
7Ward 8Ward Name: Kodigehalli<br>Zone: Yelahanka<br>D...#poly-0F9D58-1-18KodigehalliWard NameYelahankaZoneByatarayanapuraDivisionByatarayanapura...1.0LINEARRING Z (77.58709899999999 13.062247 0, 7...NaNNaNNaNNaNNaNNaNNaNNaN
8Ward 9Ward Name: Vidyaranyapura<br>Zone: Yelahanka<b...#poly-0F9D58-1-18VidyaranyapuraWard NameYelahankaZoneByatarayanapuraDivisionVidyaranyapura...1.0LINEARRING Z (77.565027 13.097713 0, 77.561158...NaNNaNNaNNaNNaNNaNNaNNaN
9Ward 10Ward Name: Dodda Bommasandra<br>Zone: Yelahank...#poly-0F9D58-1-20Dodda BommasandraWard NameYelahankaZoneByatarayanapuraDivisionVidyaranyapura...1.0LINEARRING Z (77.56925 13.054623 0, 77.569205 ...NaNNaNNaNNaNNaNNaNNaNNaN
10Ward 11Ward Name: Kuvempu Nagar<br>Zone: Yelahanka<br...#poly-0F9D58-1-20Kuvempu NagarWard NameYelahankaZoneByatarayanapuraDivisionVidyaranyapura...1.0LINEARRING Z (77.54331500000001 13.084929 0, 7...NaNNaNNaNNaNNaNNaNNaNNaN
11Ward 12Ward Name: Shettihalli<br>Zone: Dasarahalli <b...#poly-880E4F-1-18ShettihalliWard NameDasarahalliZoneDasarahalliDivisionShetty halli...1.0LINEARRING Z (77.525143 13.085648 0, 77.52432 ...NaNNaNNaNNaNNaNNaNNaNNaN
12Ward 13Ward Name: Mallasandra<br>Zone: Dasarahalli <b...#poly-880E4F-1-20MallasandraWard NameDasarahalliZoneDasarahalliDivisionShetty halli...1.0LINEARRING Z (77.51879599999999 13.059795 0, 7...NaNNaNNaNNaNNaNNaNNaNNaN
13Ward 14Ward Name: Bagalakunte<br>Zone: Dasarahalli <b...#poly-880E4F-1-20BagalakunteWard NameDasarahalliZoneDasarahalliDivisionT.Dasarahalli...1.0LINEARRING Z (77.497263 13.074848 0, 77.496726...NaNNaNNaNNaNNaNNaNNaNNaN
14Ward 15Ward Name: T Dasarahalli<br>Zone: Dasarahalli ...#poly-880E4F-1-20T DasarahalliWard NameDasarahalliZoneDasarahalliDivisionT.Dasarahalli...1.0LINEARRING Z (77.517073 13.047446 0, 77.516775...NaNNaNNaNNaNNaNNaNNaNNaN
15Ward 16Ward Name: Jalahalli<br>Zone: Rajarajeshwari N...#poly-E65100-1-23JalahalliWard NameRajarajeshwari NagarZoneYeshwanthpuraDivisionYeshwanthpura...1.0LINEARRING Z (77.548795 13.054913 0, 77.548312...NaNNaNNaNNaNNaNNaNNaNNaN
16Ward 17Ward Name: J P Park<br>Zone: Rajarajeshwari Na...#poly-E65100-1-20J P ParkWard NameRajarajeshwari NagarZoneYeshwanthpuraDivisionYeshwanthpura...1.0LINEARRING Z (77.55708300000001 13.042626 0, 7...NaNNaNNaNNaNNaNNaNNaNNaN
17Ward 18Ward Name: Radhakrishna Temple Ward<br>Zone: E...#poly-0288D1-1-23Radhakrishna Temple WardWard NameEastZoneHebbalDivisionHebbal...1.0LINEARRING Z (77.572788 13.041932 0, 77.572827...NaNNaNNaNNaNNaNNaNNaNNaN
18Ward 19Ward Name: Sanjaya Nagar<br>Zone: East<br>Divi...#poly-0288D1-1-20Sanjaya NagarWard NameEastZoneHebbalDivisionHebbal...1.0LINEARRING Z (77.583106 13.044549 0, 77.582916...NaNNaNNaNNaNNaNNaNNaNNaN
19Ward 20Ward Name: Ganga Nagar<br>Zone: East<br>Divisi...#poly-0288D1-1-18Ganga NagarWard NameEastZoneHebbalDivisionHebbal...1.0LINEARRING Z (77.59033100000001 13.042826 0, 7...NaNNaNNaNNaNNaNNaNNaNNaN
20Ward 21Ward Name: Hebbala<br>Zone: East<br>Division: ...#poly-0288D1-1-20HebbalaWard NameEastZoneHebbalDivisionHebbal...1.0LINEARRING Z (77.59269999999999 13.040079 0, 7...NaNNaNNaNNaNNaNNaNNaNNaN
21Ward 22Ward Name: Vishwanath Nagenahalli<br>Zone: Eas...#poly-0288D1-1-18Vishwanath NagenahalliWard NameEastZoneHebbalDivisionJ.C. Nagar...1.0LINEARRING Z (77.608214 13.040516 0, 77.608065...NaNNaNNaNNaNNaNNaNNaNNaN
22Ward 23Ward Name: Nagavara<br>Zone: East<br>Division:...#poly-0288D1-1-20NagavaraWard NameEastZoneSarvajna NagarDivisionHBR Layout...1.0LINEARRING Z (77.613674 13.042135 0, 77.613566...NaNNaNNaNNaNNaNNaNNaNNaN
23Ward 24Ward Name: HBR Layout<br>Zone: East<br>Divisio...#poly-0288D1-1-23HBR LayoutWard NameEastZoneSarvajna NagarDivisionHBR Layout...1.0LINEARRING Z (77.636681 13.042511 0, 77.636589...NaNNaNNaNNaNNaNNaNNaNNaN
24Ward 25Ward Name: Horamavu<br>Zone: Mahadevapura<br>D...#poly-9C27B0-1-23HoramavuWard NameMahadevapuraZoneK.R.PuramDivisionHoramaavu...1.0LINEARRING Z (77.64931199999999 13.078533 0, 7...NaNNaNNaNNaNNaNNaNNaNNaN
25Ward 26Ward Name: Ramamurthy Nagar<br>Zone: Mahadevap...#poly-9C27B0-1-20Ramamurthy NagarWard NameMahadevapuraZoneK.R.PuramDivisionHoramaavu...1.0LINEARRING Z (77.683357 13.051921 0, 77.682762...NaNNaNNaNNaNNaNNaNNaNNaN
26Ward 27Ward Name: Banasavadi<br>Zone: East<br>Divisio...#poly-0288D1-1-18BanasavadiWard NameEastZoneSarvajna NagarDivisionMaruthi Seva Nagar...1.0LINEARRING Z (77.66229300000001 13.012389 0, 7...NaNNaNNaNNaNNaNNaNNaNNaN
27Ward 28Ward Name: Kammanahalli<br>Zone: East<br>Divis...#poly-0288D1-1-18KammanahalliWard NameEastZoneSarvajna NagarDivisionMaruthi Seva Nagar...1.0LINEARRING Z (77.63852900000001 13.014081 0, 7...NaNNaNNaNNaNNaNNaNNaNNaN
28Ward 29Ward Name: Kacharkanahalli<br>Zone: East<br>Di...#poly-0288D1-1-23KacharkanahalliWard NameEastZoneSarvajna NagarDivisionMaruthi Seva Nagar...1.0LINEARRING Z (77.63992500000001 13.025694 0, 7...NaNNaNNaNNaNNaNNaNNaNNaN
29Ward 30Ward Name: Kadugondanahalli<br>Zone: East<br>D...#poly-0288D1-1-18KadugondanahalliWard NameEastZoneSarvajna NagarDivisionHBR Layout...1.0LINEARRING Z (77.623284 13.02134 0, 77.623023 ...NaNNaNNaNNaNNaNNaNNaNNaN
..................................................................
168Ward 169Ward Name: Byrasandra<br>Zone: South<br>Divisi...#poly-7CB342-1-18ByrasandraWard NameSouthZoneJayanagarDivisionJayanagar...1.0LINEARRING Z (77.595388 12.92846 0, 77.5934879...NaNNaNNaNNaNNaNNaNNaNNaN
169Ward 170Ward Name: Jayanagar East<br>Zone: South<br>Di...#poly-7CB342-1-18Jayanagar EastWard NameSouthZoneJayanagarDivisionJayanagar...1.0LINEARRING Z (77.60052 12.928349 0, 77.5986939...NaNNaNNaNNaNNaNNaNNaNNaN
170Ward 171Ward Name: Gurappanapalya<br>Zone: South<br>Di...#poly-7CB342-1-20GurappanapalyaWard NameSouthZoneJayanagarDivisionJayanagar...1.0LINEARRING Z (77.604924 12.927968 0, 77.604939...NaNNaNNaNNaNNaNNaNNaNNaN
171Ward 172Ward Name: Madivala<br>Zone: South<br>Division...#poly-7CB342-1-23MadivalaWard NameSouthZoneBTM LayoutDivisionBTM Layout...1.0LINEARRING Z (77.613991 12.923466 0, 77.61382 ...NaNNaNNaNNaNNaNNaNNaNNaN
172Ward 173Ward Name: Jakkasandra<br>Zone: South<br>Divis...#poly-7CB342-1-20JakkasandraWard NameSouthZoneBTM LayoutDivisionKoramangala...1.0LINEARRING Z (77.63919199999999 12.924147 0, 7...NaNNaNNaNNaNNaNNaNNaNNaN
173Ward 174Ward Name: HSR Layout<br>Zone: Bommanahalli <b...#poly-FFEA00-1-20HSR LayoutWard NameBommanahalliZoneBommanahalliDivisionBommanahalli...1.0LINEARRING Z (77.654662 12.897985 0, 77.65465 ...NaNNaNNaNNaNNaNNaNNaNNaN
174Ward 175Ward Name: Bommanahalli<br>Zone: Bommanahalli ...#poly-FFEA00-1-20BommanahalliWard NameBommanahalliZoneBommanahalliDivisionBommanahalli...1.0LINEARRING Z (77.631004 12.903641 0, 77.630681...NaNNaNNaNNaNNaNNaNNaNNaN
175Ward 176Ward Name: BTM Layout<br>Zone: South<br>Divisi...#poly-7CB342-1-20BTM LayoutWard NameSouthZoneBTM LayoutDivisionBTM Layout...1.0LINEARRING Z (77.622741 12.917306 0, 77.622739...NaNNaNNaNNaNNaNNaNNaNNaN
176Ward 177Ward Name: J P Nagar<br>Zone: South<br>Divisio...#poly-7CB342-1-18J P NagarWard NameSouthZoneJayanagarDivisionJ.P Nagar...1.0LINEARRING Z (77.59329099999999 12.916902 0, 7...NaNNaNNaNNaNNaNNaNNaNNaN
177Ward 178Ward Name: Sarakki<br>Zone: South<br>Division:...#poly-7CB342-1-18SarakkiWard NameSouthZoneJayanagarDivisionJ.P Nagar...1.0LINEARRING Z (77.58570400000001 12.910568 0, 7...NaNNaNNaNNaNNaNNaNNaNNaN
178Ward 179Ward Name: Shakambari Nagar<br>Zone: South<br>...#poly-7CB342-1-20Shakambari NagarWard NameSouthZoneJayanagarDivisionJ.P Nagar...1.0LINEARRING Z (77.576126 12.923512 0, 77.574813...NaNNaNNaNNaNNaNNaNNaNNaN
179Ward 180Ward Name: Banashankari Temple ward<br>Zone: S...#poly-7CB342-1-18Banashankari Temple wardWard NameSouthZonePadmanabh NagarDivisionBanashankari...1.0LINEARRING Z (77.568699 12.91815 0, 77.568578 ...NaNNaNNaNNaNNaNNaNNaNNaN
180Ward 181Ward Name: Kumaraswamy Layout<br>Zone: South<b...#poly-7CB342-1-18Kumaraswamy LayoutWard NameSouthZonePadmanabh NagarDivisionBanashankari...1.0LINEARRING Z (77.559856 12.895476 0, 77.559915...NaNNaNNaNNaNNaNNaNNaNNaN
181Ward 182Ward Name: Padmanabha Nagar<br>Zone: South<br>...#poly-7CB342-1-23Padmanabha NagarWard NameSouthZonePadmanabh NagarDivisionPadmanabh Nagar...1.0LINEARRING Z (77.56341999999999 12.919449 0, 7...NaNNaNNaNNaNNaNNaNNaNNaN
182Ward 183Ward Name: Chikkalsandra<br>Zone: South<br>Div...#poly-7CB342-1-23ChikkalsandraWard NameSouthZonePadmanabh NagarDivisionPadmanabh Nagar...1.0LINEARRING Z (77.55332300000001 12.92393 0, 77...NaNNaNNaNNaNNaNNaNNaNNaN
183Ward 184Ward Name: Uttarahalli<br>Zone: Bommanahalli <...#poly-FFEA00-1-23UttarahalliWard NameBommanahalliZoneBengaluru SouthDivisionUttarahalli...1.0LINEARRING Z (77.538974 12.920194 0, 77.538963...NaNNaNNaNNaNNaNNaNNaNNaN
184Ward 185Ward Name: Yelchenahalli<br>Zone: Bommanahalli...#poly-FFEA00-1-20YelchenahalliWard NameBommanahalliZoneBengaluru SouthDivisionUttarahalli...1.0LINEARRING Z (77.57250500000001 12.906574 0, 7...NaNNaNNaNNaNNaNNaNNaNNaN
185Ward 186Ward Name: Jaraganahalli<br>Zone: Bommanahalli...#poly-FFEA00-1-20JaraganahalliWard NameBommanahalliZoneBommanahalliDivisionArakere...1.0LINEARRING Z (77.585802 12.902765 0, 77.585759...NaNNaNNaNNaNNaNNaNNaNNaN
186Ward 187Ward Name: Puttenahalli<br>Zone: Bommanahalli ...#poly-FFEA00-1-20PuttenahalliWard NameBommanahalliZoneBommanahalliDivisionArakere...1.0LINEARRING Z (77.593981 12.891228 0, 77.594436...NaNNaNNaNNaNNaNNaNNaNNaN
187Ward 188Ward Name: Bilekhalli<br>Zone: Bommanahalli <b...#poly-FFEA00-1-18BilekhalliWard NameBommanahalliZoneBommanahalliDivisionArakere...1.0LINEARRING Z (77.619595 12.912553 0, 77.619546...NaNNaNNaNNaNNaNNaNNaNNaN
188Ward 189Ward Name: Hongasandra<br>Zone: Bommanahalli <...#poly-FFEA00-1-20HongasandraWard NameBommanahalliZoneBommanahalliDivisionBommanahalli...1.0LINEARRING Z (77.636163 12.895241 0, 77.636071...NaNNaNNaNNaNNaNNaNNaNNaN
189Ward 190Ward Name: Mangammanapalya<br>Zone: Bommanahal...#poly-FFEA00-1-18MangammanapalyaWard NameBommanahalliZoneBommanahalliDivisionBommanahalli...1.0LINEARRING Z (77.654662 12.897985 0, 77.654014...NaNNaNNaNNaNNaNNaNNaNNaN
190Ward 191Ward Name: Singasandra<br>Zone: Bommanahalli <...#poly-FFEA00-1-18SingasandraWard NameBommanahalliZoneBengaluru SouthDivisionBegur...1.0LINEARRING Z (77.6414 12.871631 0, 77.641414 1...NaNNaNNaNNaNNaNNaNNaNNaN
191Ward 192Ward Name: Begur<br>Zone: Bommanahalli <br>Div...#poly-FFEA00-1-20BegurWard NameBommanahalliZoneBengaluru SouthDivisionBegur...1.0LINEARRING Z (77.633152 12.889309 0, 77.633315...NaNNaNNaNNaNNaNNaNNaNNaN
192Ward 193Ward Name: Arakere<br>Zone: Bommanahalli <br>D...#poly-FFEA00-1-23ArakereWard NameBommanahalliZoneBommanahalliDivisionArakere...1.0LINEARRING Z (77.599946 12.867296 0, 77.599898...NaNNaNNaNNaNNaNNaNNaNNaN
193Ward 194Ward Name: Gottigere<br>Zone: Bommanahalli <br...#poly-FFEA00-1-20GottigereWard NameBommanahalliZoneBengaluru SouthDivisionKottanooru...1.0LINEARRING Z (77.589688 12.877196 0, 77.589685...NaNNaNNaNNaNNaNNaNNaNNaN
194Ward 195Ward Name: Konankunte<br>Zone: Bommanahalli <b...#poly-FFEA00-1-20KonankunteWard NameBommanahalliZoneBengaluru SouthDivisionKottanooru...1.0LINEARRING Z (77.57938799999999 12.896874 0, 7...NaNNaNNaNNaNNaNNaNNaNNaN
195Ward 196Ward Name: Anjanapura<br>Zone: Bommanahalli <b...#poly-FFEA00-1-20AnjanapuraWard NameBommanahalliZoneBengaluru SouthDivisionKottanooru...1.0LINEARRING Z (77.582044 12.860055 0, 77.578034...NaNNaNNaNNaNNaNNaNNaNNaN
196Ward 197Ward Name: Vasanthpura<br>Zone: Bommanahalli <...#poly-FFEA00-1-23VasanthpuraWard NameBommanahalliZoneBengaluru SouthDivisionUttarahalli...NaNLINEARRING Z (77.55322099999999 12.903474 0, 7...1.077.553221,12.903474,0.0 77.552745,12.901982,0....1.077.547414,12.918209,0.0 77.547032,12.918282,0....NaNNaNNaNNaN
197Ward 198Ward Name: Hemmigepura<br>Zone: Rajarajeswari ...#poly-E65100-1-20HemmigepuraWard NameRajarajeswari NagarZoneKengeriDivisionKengeri...NaNLINEARRING Z (77.49854000000001 12.925741 0, 7...1.077.49854,12.925741,0.0 77.498537,12.925744,0.0...1.077.507811,12.924825,0.0 77.505786,12.925142,0....1.077.510958,12.929548,0.0 77.510965,12.929739,0....NaNNaN
\n", + "

198 rows × 25 columns

\n", + "
" + ], + "text/plain": [ + " name description/__cdata \\\n", + "0 Ward 1 Ward Name: Kempegowda Ward
Zone: Yelahanka<... \n", + "1 Ward 2 Ward Name: Chowdeswari Ward
Zone: Yelahanka... \n", + "2 Ward 3 Ward Name: Atturu
Zone: Yelahanka
Divisi... \n", + "3 Ward 4 Ward Name: Yelahanka Satellite Town
Zone: Y... \n", + "4 Ward 5 Ward Name: Jakkuru
Zone: Yelahanka
Divis... \n", + "5 Ward 6 Ward Name: Thanisandra
Zone: Yelahanka
D... \n", + "6 Ward 7 Ward Name: Byatarayanapura
Zone: Yelahanka<... \n", + "7 Ward 8 Ward Name: Kodigehalli
Zone: Yelahanka
D... \n", + "8 Ward 9 Ward Name: Vidyaranyapura
Zone: YelahankaZone: Yelahank... \n", + "10 Ward 11 Ward Name: Kuvempu Nagar
Zone: YelahankaZone: Dasarahalli Zone: Dasarahalli Zone: Dasarahalli Zone: Dasarahalli ... \n", + "15 Ward 16 Ward Name: Jalahalli
Zone: Rajarajeshwari N... \n", + "16 Ward 17 Ward Name: J P Park
Zone: Rajarajeshwari Na... \n", + "17 Ward 18 Ward Name: Radhakrishna Temple Ward
Zone: E... \n", + "18 Ward 19 Ward Name: Sanjaya Nagar
Zone: East
Divi... \n", + "19 Ward 20 Ward Name: Ganga Nagar
Zone: East
Divisi... \n", + "20 Ward 21 Ward Name: Hebbala
Zone: East
Division: ... \n", + "21 Ward 22 Ward Name: Vishwanath Nagenahalli
Zone: Eas... \n", + "22 Ward 23 Ward Name: Nagavara
Zone: East
Division:... \n", + "23 Ward 24 Ward Name: HBR Layout
Zone: East
Divisio... \n", + "24 Ward 25 Ward Name: Horamavu
Zone: Mahadevapura
D... \n", + "25 Ward 26 Ward Name: Ramamurthy Nagar
Zone: Mahadevap... \n", + "26 Ward 27 Ward Name: Banasavadi
Zone: East
Divisio... \n", + "27 Ward 28 Ward Name: Kammanahalli
Zone: East
Divis... \n", + "28 Ward 29 Ward Name: Kacharkanahalli
Zone: East
Di... \n", + "29 Ward 30 Ward Name: Kadugondanahalli
Zone: East
D... \n", + ".. ... ... \n", + "168 Ward 169 Ward Name: Byrasandra
Zone: South
Divisi... \n", + "169 Ward 170 Ward Name: Jayanagar East
Zone: South
Di... \n", + "170 Ward 171 Ward Name: Gurappanapalya
Zone: South
Di... \n", + "171 Ward 172 Ward Name: Madivala
Zone: South
Division... \n", + "172 Ward 173 Ward Name: Jakkasandra
Zone: South
Divis... \n", + "173 Ward 174 Ward Name: HSR Layout
Zone: Bommanahalli Zone: Bommanahalli ... \n", + "175 Ward 176 Ward Name: BTM Layout
Zone: South
Divisi... \n", + "176 Ward 177 Ward Name: J P Nagar
Zone: South
Divisio... \n", + "177 Ward 178 Ward Name: Sarakki
Zone: South
Division:... \n", + "178 Ward 179 Ward Name: Shakambari Nagar
Zone: South
... \n", + "179 Ward 180 Ward Name: Banashankari Temple ward
Zone: S... \n", + "180 Ward 181 Ward Name: Kumaraswamy Layout
Zone: SouthZone: South
... \n", + "182 Ward 183 Ward Name: Chikkalsandra
Zone: South
Div... \n", + "183 Ward 184 Ward Name: Uttarahalli
Zone: Bommanahalli <... \n", + "184 Ward 185 Ward Name: Yelchenahalli
Zone: Bommanahalli... \n", + "185 Ward 186 Ward Name: Jaraganahalli
Zone: Bommanahalli... \n", + "186 Ward 187 Ward Name: Puttenahalli
Zone: Bommanahalli ... \n", + "187 Ward 188 Ward Name: Bilekhalli
Zone: Bommanahalli Zone: Bommanahalli <... \n", + "189 Ward 190 Ward Name: Mangammanapalya
Zone: Bommanahal... \n", + "190 Ward 191 Ward Name: Singasandra
Zone: Bommanahalli <... \n", + "191 Ward 192 Ward Name: Begur
Zone: Bommanahalli 
Div... \n", + "192 Ward 193 Ward Name: Arakere
Zone: Bommanahalli 
D... \n", + "193 Ward 194 Ward Name: Gottigere
Zone: Bommanahalli Zone: Bommanahalli Zone: Bommanahalli Zone: Bommanahalli <... \n", + "197 Ward 198 Ward Name: Hemmigepura
Zone: Rajarajeswari ... \n", + "\n", + " styleUrl ExtendedData/Data/0/value ExtendedData/Data/0/_name \\\n", + "0 #poly-0F9D58-1-23 Kempegowda Ward Ward Name \n", + "1 #poly-0F9D58-1-23 Chowdeswari Ward Ward Name \n", + "2 #poly-0F9D58-1-23 Atturu Ward Name \n", + "3 #poly-0F9D58-1-23 Yelahanka Satellite Town Ward Name \n", + "4 #poly-0F9D58-1-18 Jakkuru Ward Name \n", + "5 #poly-0F9D58-1-20 Thanisandra Ward Name \n", + "6 #poly-0F9D58-1-20 Byatarayanapura Ward Name \n", + "7 #poly-0F9D58-1-18 Kodigehalli Ward Name \n", + "8 #poly-0F9D58-1-18 Vidyaranyapura Ward Name \n", + "9 #poly-0F9D58-1-20 Dodda Bommasandra Ward Name \n", + "10 #poly-0F9D58-1-20 Kuvempu Nagar Ward Name \n", + "11 #poly-880E4F-1-18 Shettihalli Ward Name \n", + "12 #poly-880E4F-1-20 Mallasandra Ward Name \n", + "13 #poly-880E4F-1-20 Bagalakunte Ward Name \n", + "14 #poly-880E4F-1-20 T Dasarahalli Ward Name \n", + "15 #poly-E65100-1-23 Jalahalli Ward Name \n", + "16 #poly-E65100-1-20 J P Park Ward Name \n", + "17 #poly-0288D1-1-23 Radhakrishna Temple Ward Ward Name \n", + "18 #poly-0288D1-1-20 Sanjaya Nagar Ward Name \n", + "19 #poly-0288D1-1-18 Ganga Nagar Ward Name \n", + "20 #poly-0288D1-1-20 Hebbala Ward Name \n", + "21 #poly-0288D1-1-18 Vishwanath Nagenahalli Ward Name \n", + "22 #poly-0288D1-1-20 Nagavara Ward Name \n", + "23 #poly-0288D1-1-23 HBR Layout Ward Name \n", + "24 #poly-9C27B0-1-23 Horamavu Ward Name \n", + "25 #poly-9C27B0-1-20 Ramamurthy Nagar Ward Name \n", + "26 #poly-0288D1-1-18 Banasavadi Ward Name \n", + "27 #poly-0288D1-1-18 Kammanahalli Ward Name \n", + "28 #poly-0288D1-1-23 Kacharkanahalli Ward Name \n", + "29 #poly-0288D1-1-18 Kadugondanahalli Ward Name \n", + ".. ... ... ... \n", + "168 #poly-7CB342-1-18 Byrasandra Ward Name \n", + "169 #poly-7CB342-1-18 Jayanagar East Ward Name \n", + "170 #poly-7CB342-1-20 Gurappanapalya Ward Name \n", + "171 #poly-7CB342-1-23 Madivala Ward Name \n", + "172 #poly-7CB342-1-20 Jakkasandra Ward Name \n", + "173 #poly-FFEA00-1-20 HSR Layout Ward Name \n", + "174 #poly-FFEA00-1-20 Bommanahalli Ward Name \n", + "175 #poly-7CB342-1-20 BTM Layout Ward Name \n", + "176 #poly-7CB342-1-18 J P Nagar Ward Name \n", + "177 #poly-7CB342-1-18 Sarakki Ward Name \n", + "178 #poly-7CB342-1-20 Shakambari Nagar Ward Name \n", + "179 #poly-7CB342-1-18 Banashankari Temple ward Ward Name \n", + "180 #poly-7CB342-1-18 Kumaraswamy Layout Ward Name \n", + "181 #poly-7CB342-1-23 Padmanabha Nagar Ward Name \n", + "182 #poly-7CB342-1-23 Chikkalsandra Ward Name \n", + "183 #poly-FFEA00-1-23 Uttarahalli Ward Name \n", + "184 #poly-FFEA00-1-20 Yelchenahalli Ward Name \n", + "185 #poly-FFEA00-1-20 Jaraganahalli Ward Name \n", + "186 #poly-FFEA00-1-20 Puttenahalli Ward Name \n", + "187 #poly-FFEA00-1-18 Bilekhalli Ward Name \n", + "188 #poly-FFEA00-1-20 Hongasandra Ward Name \n", + "189 #poly-FFEA00-1-18 Mangammanapalya Ward Name \n", + "190 #poly-FFEA00-1-18 Singasandra Ward Name \n", + "191 #poly-FFEA00-1-20 Begur Ward Name \n", + "192 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\n", + "25 Mahadevapura Zone \n", + "26 East Zone \n", + "27 East Zone \n", + "28 East Zone \n", + "29 East Zone \n", + ".. ... ... \n", + "168 South Zone \n", + "169 South Zone \n", + "170 South Zone \n", + "171 South Zone \n", + "172 South Zone \n", + "173 Bommanahalli Zone \n", + "174 Bommanahalli Zone \n", + "175 South Zone \n", + "176 South Zone \n", + "177 South Zone \n", + "178 South Zone \n", + "179 South Zone \n", + "180 South Zone \n", + "181 South Zone \n", + "182 South Zone \n", + "183 Bommanahalli Zone \n", + "184 Bommanahalli Zone \n", + "185 Bommanahalli Zone \n", + "186 Bommanahalli Zone \n", + "187 Bommanahalli Zone \n", + "188 Bommanahalli Zone \n", + "189 Bommanahalli Zone \n", + "190 Bommanahalli Zone \n", + "191 Bommanahalli Zone \n", + "192 Bommanahalli Zone \n", + "193 Bommanahalli Zone \n", + "194 Bommanahalli Zone \n", + "195 Bommanahalli Zone \n", + "196 Bommanahalli Zone \n", + "197 Rajarajeswari Nagar Zone \n", + "\n", + " ExtendedData/Data/2/value 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