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sahandha / eif

Extended Isolation Forest for Anomaly Detection
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It's showing wrong outliers in values in the df['anomaly_scores'] < (df['Mean'] - (2*df['Std']) & df['anomaly_scores'] > (df['Mean'] + (2*df['Std')] #27

Open Gaurav7004 opened 3 years ago

Gaurav7004 commented 3 years ago

I am facing an issue in calculation of anomaly score which is less than or greater than (mean +- 2 Standard Deviation). It is not taking all the points , always, I think the reason is it is calculating all the path distances randomly and therefore missing few of them and causing problems. eg : You can see in outlier_2SD and outlier_3SD that in bottom of 2SD that is 'mean + 2SD ' is showing 4 No's which should have Yes.

state_nm state_code district_nm district_code round hh women men rural_hh v14 v16 v21 v30 v31 v33 Constant outlier_2SD outlier_3SD 121 Meghalaya 17 East Khasi Hills 298 NFHS5 918 1066 131 54.700001 93.699997 14.6 10.6 22.700001   57.5 1 Yes Yes
94 Manipur 14 Ukhrul 279 NFHS5 865 711 106 85.900002 86.900002 11.1 12.3 6.6999998 41.400002 38.799999 1 Yes Yes
118 Meghalaya 17 West Khasi Hills 296 NFHS5 924 1197 178 85.699997 87.400002 30.299999 15.3 43.400002 72.800003 64 1 Yes Yes
119 Meghalaya 17 South West Khasi Hills 296 NFHS5 924 1203 196 100 85.900002 21.6 15.7 42.799999 82.300003 63.400002 1 Yes Yes
92 Manipur 14 Imphal West 277 NFHS5 885 893 129 38.599998 92.5 15.3 16.4 7.0999999 35.400002 93.400002 1 Yes No
93 Manipur 14 Imphal East 278 NFHS5 896 1021 161 59.799999 90 15.2 16.9 6.3000002 44.5 87.099998 1 Yes No
87 Manipur 14 Sepati 272 NFHS5 859 837 120 95.099998 81.900002 15.5 17.5 6.4000001 44.900002 64.900002 1 No No
122 Meghalaya 17 West Jaintia Hills 299 NFHS5 924 1172 155 90.5 80 19.9 17.5 31.4 70.400002 43.099998 1 No No
115 Meghalaya 17 North Garo Hills 294 NFHS5 923 1283 180 88.099998 86.099998 13.2 17.700001 8 70.400002 24.299999 1 No No
91 Manipur 14 Thoubal 276 NFHS5 893 1069 149 63.900002 85.400002 17.5 17.799999 2 54.200001 89.900002 1 No No
120 Meghalaya 17 Ribhoi 297 NFHS5 927 1238 145 90.5 89.5 20.299999 19.700001 34.200001 71.099998 61 1 No No
41 Bihar 10 Kishanganj 210 NFHS5 929 1116 111 90.599998 48 36.599998 21 12.2 43.299999 17.1 1 No No
96 Mizoram 15 Aizawl 281 NFHS5 876 894 115 21.4 98.900002 3.2 21 12 44.400002 68.5 1 No No
90 Manipur 14 Bishnupur 275 NFHS5 907 1043 140 64.199997 88.400002 20.9 21.6 8.6000004 42.400002 77.400002 1 No No
102 Mizoram 15 Saiha 287 NFHS5 891 890 134 55.400002 95.099998 11.8 21.700001 22.200001 43.900002 35.5 1 No No
88 Manipur 14 Tamenglong 273 NFHS5 882 839 133 85.199997 76.800003 19.9 22.200001 4 52.5 56.400002 1 No No
89 Manipur 14 Churachandpur 274 NFHS5 847 872 119 92.900002 84.199997 10.5 22.6 5 48.099998 61.299999 1 No No
95 Manipur 14 Chandel 280 NFHS5 847 757 105 87.800003 80.199997 22.299999 23.6 10.6 49.900002 66.599998 1 No No
116 Meghalaya 17 East Jantia Hills 294 NFHS5 924 1311 200 100 76 25.299999 24 44.099998 81.099998 58.599998 1 No No
42 Bihar 10 Purnia 211 NFHS5 904 973 133 88.699997 47.5 51.200001 24.299999 9.3999996 22 11.1 1 No No
43 Bihar 10 Katihar 212 NFHS5 892 945 107 91.300003 49.700001 49.400002 26.4 22.6 57.5 15.3 1 No No
10 J&K 1 Ganderbal 11 NFHS5 900 1202 158 83.400002 64 5.3000002 27.700001 7.1999998 36.099998 80.400002 1 No No
7 J&K 1 Baramula 8 NFHS5 908 1329 166 81.199997 67.900002 3.8 28.200001 11.9 55.900002 75.199997 1 No No
196 Gujarat 24 Kheda 483 NFHS5 890 1029 183 76.699997 70.900002 49.200001 28.700001 13.8 49.299999 61.200001 1 No No
99 Mizoram 15 Lawngtlai 284 NFHS5 923 975 153 83.300003 76 16 29.1 11.3 59.099998 33 1 No No
293 Lakshadweep 31 Lakshadweep 587 NFHS5 921 1234 135   96.5 1.3200001 30.139999 14.79 85.040001 88.309998 1 No No
140 Assam 18 Majuli 312 NFHS5 921 1052 146 100 83.400002 25.5 31.299999 25.1 85.599998 72.199997 1 No No
50 Bihar 10 Saran 219 NFHS5 945 1229 137 91.599998 65.599998 26.200001 31.4 18 36.700001 30.700001 1 No No
112 Meghalaya 17 South West Garo Hills 293 NFHS5 921 1161 140 100 82.599998 15.3 32.299999 24.200001 82.900002 28.5 1 No No
139 Assam 18 Jorhat 312 NFHS5 917 1019 148 76.599998 85.099998 24.9 32.299999 14.4 62.599998 67 1 No No
150 Assam 18 Kamrup 321 NFHS5 894 1021 138 90.599998 79.599998 21.9 32.299999 17.1 58.900002 46.900002 1 No No
84 Nagaland 13 Kiphire 269 NFHS5 922 799 125 78.599998 73.699997 22.5 32.700001 9.6999998 66.099998 5.8000002 1 No No
100 Mizoram 15 Lunglei 285 NFHS5 915 973 128 57.599998 91.599998 4.8000002 33 13 62.799999 56.700001 1 No No
117 Meghalaya 17 South Garo Hills 295 NFHS5 921 1088 143 90.5 88.599998 10.2 33.299999 20.299999 63.700001 33.299999 1 No No
8 J&K 1 Bandipore 9 NFHS5 904 1263 177 83.300003 66.599998 1.8 34.599998 12 61.099998 82.599998 1 No No
54 Bihar 10 Khagaria 223 NFHS5 909 1072 125 95.300003 51.799999 44.900002 34.900002 14.4 56.200001 17.4 1 No No
141 Assam 18 Golaghat 313 NFHS5 919 1028 129 90.5 75.099998 20.700001 35.700001 25.299999 63.299999 65.699997 1 No No
203 Gujarat 24 Bharuch 488 NFHS5 856 919 124 68.300003 74 16.799999 35.700001 16.200001 72.199997 65.699997 1 No No
114 Meghalaya 17 East Garo Hills 294 NFHS5 919 1280 198 85.599998 86.699997 13.7 35.799999 22.1 79.199997 25.5 1 No No
155 Assam 18 Udalguri 326 NFHS5 916 1088 151 95.400002 70 32 36.200001 14.6 47.200001 49.799999 1 No No
135 Assam 18 Tinsukia 309 NFHS5 919 1062 155 81.099998 70.5 19.799999 36.5 17.6 72.199997 63.099998 1 No No
154 Assam 18 Darrang 325 NFHS5 918 1053 176 92.800003 75.599998 42.799999 36.5 18 51.200001 37.5 1 No No
82 Nagaland 13 Tuensang 267 NFHS5 924 987 142 81 77.800003 10.4 37.400002 7.9000001 51.700001 4.4000001 1 No No
177 Gujarat 24 BasKantha 469 NFHS5 889 1049 157 85.900002 63.700001 37.299999 37.5 25.1 58.700001 56.099998 1 No No
45 Bihar 10 Saharsa 214 NFHS5 907 960 110 92.300003 43.099998 51 37.599998 21.799999 38.700001 11.7 1 No No
98 Mizoram 15 Kolasib 283 NFHS5 918 926 145 45.400002 96.900002 13.7 37.900002 18.700001 73.900002 66 1 No No
145 Assam 18 Cachar 316 NFHS5 907 1110 152 81.199997 77.199997 29.9 38.200001 23.6 82.199997 32.700001 1 No No
80 Nagaland 13 Dimapur 265 NFHS5 912 1053 155 48.299999 86.599998 4.4000001 38.400002 7.3000002 36.700001 50.099998 1 No No
307 Kerala 32 Thiruvanthapuram 601 NFHS5 833 657 84 46.599998 98.5 6.1999998 38.5 18.6 33.900002 55.299999 1 No No
152 Assam 18 lbari 323 NFHS5 886 1011 145 88 83.900002 28.1 38.700001 18.799999 60.599998 55.900002 1 No No
103 Mizoram 15 Serchhip 288 NFHS5 915 917 134 50 99.699997 7.1999998 39.400002 17.299999 59.799999 60.299999 1 No No
38 Bihar 10 Madhubani 207 NFHS5 918 976 83 95.5 53.200001 39.200001 39.5 18.6 54.299999 34.900002 1 No No
48 Bihar 10 Gopalganj 217 NFHS5 912 1139 96 93.400002 63.299999 28 39.5 17.9 45.700001 27.9 1 No No
138 Assam 18 Sivasagar 311 NFHS5 919 1020 146 88 86.599998 27.9 39.5 22.1 80.099998 80.900002 1 No No
113 Meghalaya 17 West Garo Hills 293 NFHS5 923 1090 158 85.699997 89 10.4 39.900002 32 58.099998 48 1 No No
34 Bihar 10 Pashchim Champaran 203 NFHS5 934 1070 109 91.400002 52.5 39.099998 40.200001 21 38.900002 25.4 1 No No
110 Tripura 16 Ukoti 292 NFHS5 904 950 121 92.800003 76.400002 38 40.200001 5.4000001 21.9 24.6 1 No No
108 Tripura 16 South Tripura 290 NFHS5 888 866 96 90.800003 80.300003 46.200001 40.299999 13 28.299999 58.400002 1 No No
303 Kerala 32 Kottayam 597 NFHS5 867 659 100 71.900002 99.699997 1.6 40.299999 17.5 40.799999 55.099998 1 No No
194 Gujarat 24 Bhavgar 481 NFHS5 871 950 145 57.299999 74.199997 18 40.5 12.6 56.200001 70.900002 1 No No
35 Bihar 10 Purbi Champaran 204 NFHS5 934 1142 87 91.199997 50.200001 49.200001 40.799999 18.4 45.700001 21.700001 1 No No
37 Bihar 10 Sitamarhi 206 NFHS5 911 1004 116 93.199997 51.700001 46.799999 41 17.299999 52.200001 20.299999 1 No No
51 Bihar 10 Vaishali 220 NFHS5 925 1112 123 93.199997 62.400002 44.900002 41 18.5 47.400002 24.5 1 No No
143 Assam 18 Karbi Alog 314 NFHS5 919 1042 156 85.599998 78.800003 26.1 41.099998 23.6 74.599998 63.900002 1 No No
189 Gujarat 24 Devbhumi Dwarka 477 NFHS5 915 1170 198 69.099998 66.099998 11.6 41.099998 33.5 65.900002 76.599998 1 No No
101 Mizoram 15 Mamit 286 NFHS5 917 898 146 83.300003 89.599998 16.799999 41.299999 15.8 62.599998 52.5 1 No No
170 West Bengal 19 Puruliya 340 NFHS5 912 1050 138 87.900002 61 37 41.299999 21.200001 30.700001 57.799999 1 No No
151 Assam 18 Kamrup metropolitan 322 NFHS5 903 926 165 17.1 86 21.9 41.5 16.6 50.299999 68.900002 1 No No
228 Maharashtra 27 Parbhani 513 NFHS5 860 888 158 69.5 73.400002 48 41.5 17.4 48.299999 47.400002 1 No No
298 Kerala 32 Malappuram 592 NFHS5 905 1004 141 54.400002 99.199997 15.3 41.5 10.9 61.299999 90.400002 1 No No
3 Leh 1 Kargil 4 NFHS5 909 1201 166 88 77.199997 2.5 41.599998 9.1000004 55.400002 88 1 No No
179 Gujarat 24 Mahesa 471 NFHS5 839 883 136 73.800003 75.099998 32.299999 41.799999 20.9 76.400002 56.599998 1 No No
86 Nagaland 13 Peren 271 NFHS5 923 943 148 85.699997 77.599998 9.1000004 42 8.1999998 75.900002 14.5 1 No No
61 Bihar 10 Pat 230 NFHS5 897 942 143 57.200001 67.599998 26.6 42.299999 18.6 46.400002 17.9 1 No No
192 Gujarat 24 Jugadh 479 NFHS5 886 963 164 61.900002 82.800003 11.2 42.299999 26.5 69 72.5 1 No No
49 Bihar 10 Siwan 218 NFHS5 941 1256 95 95.599998 70.900002 21.299999 42.400002 9.3000002 40.200001 30.299999 1 No No
40 Bihar 10 Araria 209 NFHS5 947 1122 124 93.5 43.700001 52 42.799999 11 33.900002 25.799999 1 No No
71 Bihar 10 Arwal 240 NFHS5 966 1185 133 93.300003 62.5 37.5 42.799999 27.1 56 34.5 1 No No
75 Sikkim 11 East Sikkim 244 NFHS5 848 724 93 58.5 90.099998 9.3999996 42.799999 17 52.900002 43.799999 1 No No
142 Assam 18 West Karbi Alog 314 NFHS5 921 1065 146 92.800003 73.900002 21.299999 43.299999 23 80.5 46.700001 1 No No
133 Assam 18 Lakhimpur 307 NFHS5 916 957 140 90.5 83.900002 36.299999 43.599998 30.799999 80.300003 51.700001 1 No No
136 Assam 18 Dibrugarh 310 NFHS5 920 1086 161 81.099998 76.599998 23 43.599998 28.9 76.5 75.599998 1 No No
182 Gujarat 24 Gandhigar 473 NFHS5 862 919 151 58.5 81.800003 32.599998 43.599998 16.9 59.799999 71 1 No No
214 Maharashtra 27 Jalgaon 499 NFHS5 842 881 155 69.5 76.5 28 43.599998 9.3999996 47 58.400002 1 No No
137 Assam 18 Charaideo 311 NFHS5 922 1117 166 92.800003 71.900002 22.6 43.900002 22 69.5 64.5 1 No No
106 Tripura 16 Sepahijala 289 NFHS5 888 892 121 90.800003 79.599998 51.900002 44.200001 9.8000002 39.599998 52.799999 1 No No
63 Bihar 10 Buxar 232 NFHS5 975 1295 158 91.099998 68.099998 30.799999 44.599998 31.4 67.300003 27.4 1 No No
183 Gujarat 24 Botad 474 NFHS5 866 1032 149 68.900002 71.800003 13 44.599998 17.4 64.099998 82.699997 1 No No
270 Karnataka 29 Haveri 564 NFHS5 875 1060 141 78.900002 71.5 16.5 44.599998 20.799999 55.799999 58.700001 1 No No
144 Assam 18 Dima Hasao 315 NFHS5 918 1001 149 71.699997 87.699997 16.5 44.900002 18.299999 66.599998 46.900002 1 No No
134 Assam 18 Dhemaji 308 NFHS5 918 989 148 92.800003 81.5 32 45 28.200001 67 62.200001 1 No No
68 Bihar 10 wada 237 NFHS5 963 1239 121 91 62.099998 43.299999 45.099998 13.5 45.700001 31.6 1 No No
70 Bihar 10 Jehabad 239 NFHS5 949 1072 156 88.5 63.200001 41.599998 45.299999 40.700001 61.5 17.4 1 No No
148 Assam 18 Bongaigaon 319 NFHS5 916 1092 169 85.599998 75.800003 41.700001 45.299999 23.4 65.099998 33.900002 1 No No
28 Himachal Pradesh 2 Una 29 NFHS5 860 876 104 90.599998 92.5 1.6 45.900002 14.8 71.400002 71.699997 1 No No
230 Maharashtra 27 Aurangabad 515 NFHS5 875 1011 147 57.099998 83.099998 35.799999 46 11.8 44.400002 57.200001 1 No No
11 J&K 1 Pulwama 12 NFHS5 906 1155 151 85.900002 76.599998 0.5 46.099998 4.3000002 55.099998 96.199997 1 No No
53 Bihar 10 Begusarai 222 NFHS5 966 1170 165 79.900002 62.299999 49.5 46.200001 17.4 53.099998 21.6 1 No No
294 Kerala 32 Kasaragod 588 NFHS5 922 945 116 61.900002 95.900002 4.6999998 46.599998 23.9 69.099998 91.199997 1 No No
85 Nagaland 13 Kohima 270 NFHS5 923 817 132 54.700001 95.199997 1 46.700001 11.6 51.5 28.299999 1 No No
55 Bihar 10 Bhagalpur 224 NFHS5 966 1154 179 79.900002 65.599998 42.400002 46.799999 31.200001 39.900002 27.6 1 No No
129 Assam 18 gaon 305 NFHS5 922 1122 169 88.199997 78.400002 42.599998 46.799999 16.6 73.699997 59.400002 1 No No
273 Karnataka 29 Davagere 567 NFHS5 840 973 133 68.599998 76 19.1 46.900002 16.200001 45 63.099998 1 No No
81 Nagaland 13 Phek 266 NFHS5 919 931 154 85.800003 85.800003 6.5 47.099998 11.3 63.099998 9.5 1 No No
153 Assam 18 Baksa 324 NFHS5 921 1175 156 97.599998 74.800003 24.9 47.299999 24.799999 76.199997 56 1 No No
127 Assam 18 Barpeta 303 NFHS5 914 1163 159 90.699997 74.800003 40.099998 47.400002 18.4 55.099998 43.599998 1 No No
44 Bihar 10 Madhepura 213 NFHS5 931 1055 127 95.800003 47.599998 52 47.599998 29.9 60.799999 20.9 1 No No
69 Bihar 10 Jamui 238 NFHS5 979 1172 119 91.099998 48.700001 51.900002 47.700001 18.4 64.400002 37.900002 1 No No
17 J&K 1 Kishtwar 18 NFHS5 895 1158 152 93 71.300003 7.1999998 47.799999 3.0999999 45.599998 76.400002 1 No No
62 Bihar 10 Bhojpur 231 NFHS5 974 1213 181 86.699997 64.099998 31.200001 47.900002 17.5 45 33.5 1 No No
175 West Bengal 19 Purba Medinipur 345 NFHS5 873 957 131 88.300003 77 57.599998 48.099998 20.6 50 56.799999 1 No No
130 Assam 18 Hojai 305 NFHS5 896 1027 148 74.300003 83.199997 30.9 48.200001 21.700001 73.5 51.299999 1 No No
107 Tripura 16 Gomati 290 NFHS5 889 851 109 80.800003 77.199997 42.799999 48.700001 13.1 40.200001 40.599998 1 No No
46 Bihar 10 Darbhanga 215 NFHS5 913 1053 100 91.599998 49.400002 45.099998 48.799999 21.5 50.200001 24.9 1 No No
210 Dadar Nagar & Daman & Diu 25 Daman 495 NFHS5 851 733 152 18 85.900002 22.799999 48.900002 20.700001 61.400002 70.5 1 No No
229 Maharashtra 27 Jal 514 NFHS5 863 937 145 81.800003 71.800003 35 48.900002 15.7 43.299999 58.400002 1 No No
57 Bihar 10 Munger 226 NFHS5 972 1100 157 71.099998 69.5 34.700001 49 23.299999 65.300003 36.799999 1 No No
200 Gujarat 24 Vadodara 486 NFHS5 855 894 167 37.200001 84.599998 22.799999 49.099998 17.5 44.5 65.900002 1 No No
312 Telanga 99 Komaram Bheem Asifabad 532 NFHS5 897 934 136 83.800003 51.700001 25 49.099998 12.5 33 68.800003 1 No No
195 Gujarat 24 And 482 NFHS5 870 914 163 69.900002 75.900002 28 49.200001 23.9 74.5 64.199997 1 No No
166 West Bengal 19 dia 336 NFHS5 919 1034 146 71.5 76.199997 39.900002 49.299999 20.9 61.599998 71.199997 1 No No
15 J&K 1 Doda 16 NFHS5 877 1000 141 92.900002 69.199997 11 49.400002 10.8 58.599998 74.300003 1 No No
147 Assam 18 Hailakandi 318 NFHS5 905 1057 130 93 82.199997 32.900002 49.5 26.1 94.699997 43.099998 1 No No
97 Mizoram 15 Champhai 282 NFHS5 902 806 150 62.099998 97.699997 11 49.599998 24.9 70 63.400002 1 No No
265 Karnataka 29 Raichur 559 NFHS5 891 1177 166 74.199997 54.299999 21.9 49.599998 19.200001 54.099998 67.5 1 No No
36 Bihar 10 Sheohar 205 NFHS5 944 886 104 95.699997 52.5 34.599998 49.700001 24.700001 58.700001 25.299999 1 No No
105 Tripura 16 Khowai 289 NFHS5 908 872 137 88.300003 80.5 28.299999 49.900002 8.6999998 34.700001 41.5 1 No No
79 Nagaland 13 Wokha 264 NFHS5 921 789 124 78.599998 91.599998 3.2 50.099998 10.8 58.099998 34.700001 1 No No
59 Bihar 10 Sheikhpura 228 NFHS5 958 1160 132 82.300003 55 46.099998 50.299999 26.200001 58.599998 28.4 1 No No
213 Maharashtra 27 Dhule 498 NFHS5 838 883 137 74.300003 68.800003 40.5 50.299999 19.1 48.400002 63.200001 1 No No
21 J&K 1 Samba 22 NFHS5 901 1121 150 83.5 84.800003 6.3000002 50.400002 7.1999998 63.599998 96.199997 1 No No
58 Bihar 10 Lakhisarai 227 NFHS5 969 1222 147 86.599998 57.900002 56.099998 50.400002 19.799999 53.400002 28 1 No No
310 Andaman & Nicobar 35 South Andaman 640 NFHS5 868 844 134 41.599998 86.699997 17.1 50.5 31.200001 88.199997 85.900002 1 No No
191 Gujarat 24 Gir Somth 479 NFHS5 900 1158 185 74.099998 73.099998 9.8999996 51.099998 24 48.599998 80.699997 1 No No
27 Himachal Pradesh 2 Hamirpur 28 NFHS5 881 797 87 93 94.800003 3.5 51.400002 17.299999 32.700001 59.400002 1 No No
19 J&K 1 Resai 20 NFHS5 915 1100 140 90.400002 68.199997 9.6000004 51.700001 8 56 75.900002 1 No No
169 West Bengal 19 Bankura 339 NFHS5 889 997 133 90.199997 68.300003 45.700001 51.900002 12.4 43.599998 75.699997 1 No No
193 Gujarat 24 Amreli 480 NFHS5 870 936 127 75.199997 77.199997 10.5 51.900002 30 75.400002 92.599998 1 No No
299 Kerala 32 Palakkad 593 NFHS5 912 881 113 76.199997 94.400002 14.1 51.900002 14.6 56.599998 68.400002 1 No No
23 Himachal Pradesh 2 Kangra 24 NFHS5 887 930 123 95.199997 94.400002 1.5 52 15.8 52.200001 56.299999 1 No No
9 J&K 1 Srigar 10 NFHS5 889 1030 138 2 78.400002 1.7 52.200001 9.6999998 78.699997 85.099998 1 No No
209 Dadar Nagar & Daman & Diu 25 Diu 494 NFHS5 911 978 101 55.400002 90.800003 2.3 52.200001 35.400002 82.599998 90.699997 1 No No
60 Bihar 10 landa 229 NFHS5 962 1151 146 84 56.099998 42 52.400002 27.799999 54.099998 29.299999 1 No No
67 Bihar 10 Gaya 236 NFHS5 963 1153 147 86.699997 59.400002 42.799999 52.5 29.5 51.900002 25.1 1 No No
77 Nagaland 13 Mokokchung 262 NFHS5 921 892 118 71.400002 94 6 52.5 11.4 70.300003 18.200001 1 No No
16 J&K 1 Ramban 17 NFHS5 911 1192 182 95.199997 62.200001 5.5 52.599998 15.6 62.299999 79.199997 1 No No
198 Gujarat 24 Panch Mahals 484 NFHS5 908 1101 196 83.199997 71.699997 34.099998 52.599998 29.200001 68.099998 88.699997 1 No No
178 Gujarat 24 Patan 470 NFHS5 904 1011 169 78.5 71.099998 35.400002 52.900002 37.5 77.300003 79.800003 1 No No
285 Karnataka 29 Gulbarga 579 NFHS5 909 1147 167 66.800003 68.199997 29.799999 53 32.299999 70.099998 53.599998 1 No No
12 J&K 1 Shupiyan 13 NFHS5 912 1135 148 92.800003 80.800003 2.0999999 53.099998 8.6999998 49.799999 86.800003 1 No No
125 Assam 18 Dhubri 301 NFHS5 912 1017 128 88.199997 69.5 50.799999 53.200001 22.6 76.699997 37.599998 1 No No
4 J&K 1 Punch 5 NFHS5 918 1182 168 92.900002 79.300003 5.4000001 53.299999 15.1 70 86.400002 1 No No
109 Tripura 16 Dhalai 291 NFHS5 920 979 130 90.5 71.599998 38.900002 53.299999 3.9000001 50.799999 52 1 No No
66 Bihar 10 Aurangabad 235 NFHS5 970 1269 161 91.400002 67.599998 27.299999 53.5 26.6 52.799999 29.299999 1 No No
186 Gujarat 24 Rajkot 476 NFHS5 882 979 159 39 84.699997 12.1 53.5 48.099998 86.199997 93.5 1 No No
52 Bihar 10 Samastipur 221 NFHS5 923 1061 118 95.599998 54.299999 49.799999 53.799999 20.6 59.400002 23.5 1 No No
104 Tripura 16 West Tripura 289 NFHS5 903 865 151 36.200001 86.199997 37.099998 53.900002 9.3999996 42.099998 61.200001 1 No No
165 West Bengal 19 Paschim Barddhaman 335 NFHS5 912 1190 184 18.9 73.5 31.799999 54 13.7 25.799999 70.400002 1 No No
231 Maharashtra 27 shik 516 NFHS5 860 1023 155 59.200001 80 29.6 54 10.7 55.700001 66.400002 1 No No
311 Telanga 99 Adilabad 532 NFHS5 913 965 156 76.099998 64.800003 21.4 54.099998 12 32.599998 74.800003 1 No No
2 Leh 1 Leh (ladakh) 3 NFHS5 909 1154 141 67.099998 76.400002 2.5 54.200001 15.8 62 69.599998 1 No No
295 Kerala 32 Kannur 589 NFHS5 919 950 101 35.599998 99.099998 5.4000001 54.200001 16.799999 77 78.300003 1 No No
111 Tripura 16 North Tripura 292 NFHS5 909 1039 125 76.599998 83.099998 34.200001 54.400002 13.5 62.200001 67.099998 1 No No
305 Kerala 32 Pathamthitta 599 NFHS5 854 625 92 88.800003 99.699997 0 54.400002 16.200001 63.099998 83.900002 1 No No
161 West Bengal 19 Maldah 332 NFHS5 911 1113 150 85.599998 72.300003 49.099998 54.700001 18.9 46.5 82.800003 1 No No
291 Goa 30 North Goa 585 NFHS5 925 975 148 40.799999 92.400002 7.5 54.799999 33.200001 82.099998 91.300003 1 No No
146 Assam 18 Karimganj 317 NFHS5 917 1170 160 90.5 80.699997 27.700001 54.900002 31 84.5 42.799999 1 No No
14 J&K 1 Kulgam 15 NFHS5 912 1190 139 81.099998 70.900002 3.7 55 5.6999998 63.299999 92.199997 1 No No
126 Assam 18 Goalpara 302 NFHS5 917 1158 164 85.699997 74.099998 41.799999 55.099998 19.299999 68.099998 44.099998 1 No No
313 Telanga 99 Mancherial 532 NFHS5 890 846 118 57.299999 69.5 14 55.299999 9.5 33 64.699997 1 No No
181 Gujarat 24 SabarKantha 472 NFHS5 892 1018 152 83.900002 74.5 27 55.5 21.799999 64 73.199997 1 No No
76 Nagaland 13 Mon 261 NFHS5 899 832 123 85.400002 78.199997 3 55.599998 11.2 79.800003 9.6999998 1 No No
149 Assam 18 Chirang 320 NFHS5 912 1076 148 93.099998 71.5 30.9 55.599998 34.200001 75.300003 56.5 1 No No
174 West Bengal 19 Paschim Medinipur 344 NFHS5 910 1002 137 88.099998 70.900002 55.700001 55.599998 23.5 49.299999 63.099998 1 No No
199 Gujarat 24 Dahod 485 NFHS5 899 1221 158 90.400002 56.099998 29.9 55.599998 31.6 79.300003 70.900002 1 No No
47 Bihar 10 Muzaffarpur 216 NFHS5 914 1095 94 91.5 63 32.900002 55.700001 20.799999 57.900002 28.200001 1 No No
56 Bihar 10 Banka 225 NFHS5 979 1098 147 95.5 55.700001 49.400002 55.700001 21.700001 50 31.700001 1 No No
65 Bihar 10 Rohtas 234 NFHS5 975 1302 148 84.400002 76.5 30.299999 55.700001 38.599998 59.099998 34.200001 1 No No
321 Telanga 99 Medak 535 NFHS5 881 883 128 92.900002 57.700001 31.799999 55.700001 9.1000004 51.400002 68.5 1 No No
237 Maharashtra 27 Pune 521 NFHS5 786 832 140 41.599998 89 24 55.900002 23.5 35.700001 68.599998 1 No No
132 Assam 18 Biswath 306 NFHS5 901 1000 135 95.300003 69.199997 25.299999 56.099998 29.9 73.5 46.5 1 No No
5 J&K 1 Rajouri 6 NFHS5 917 1183 181 92.800003 79.400002 12.2 56.200001 6.4000001 53.700001 71.900002 1 No No
39 Bihar 10 Supaul 208 NFHS5 945 1153 112 95.699997 42.099998 55.900002 56.200001 26.1 44.5 30.9 1 No No
83 Nagaland 13 Longleng 268 NFHS5 924 873 132 85.699997 82 11 56.299999 9.3999996 55 15.4 1 No No
180 Gujarat 24 Aravali 472 NFHS5 901 1078 187 88 71.900002 27 56.299999 30 75.599998 73.800003 1 No No
317 Telanga 99 Karimgar 534 NFHS5 874 853 114 69.300003 70.300003 11.9 56.400002 14.5 24.299999 69.599998 1 No No
0 J&K 1 Kupwara 1 NFHS5 904 1233 175 88.099998 76 3.0999999 56.5 8.8999996 64.599998 89.199997 1 No No
78 Nagaland 13 Zunheboto 263 NFHS5 924 778 103 81 87.099998 4 56.5 14.8 70.400002 11.2 1 No No
319 Telanga 99 Jagitial 534 NFHS5 898 885 99 78.599998 62.400002 28.4 56.5 17.299999 24 81.900002 1 No No
128 Assam 18 Morigaon 304 NFHS5 915 1071 136 93 78.699997 39.099998 56.700001 27 66.400002 42 1 No No
239 Maharashtra 27 Bid 523 NFHS5 877 864 146 81.5 76.300003 43.700001 56.700001 14.5 48.5 56.799999 1 No No
245 Maharashtra 27 Sindhudurg 529 NFHS5 861 722 115 89.300003 92.099998 5 56.799999 26.799999 63.799999 73.400002 1 No No
315 Telanga 99 Nizamabad 533 NFHS5 891 891 107 72.099998 63.099998 23.700001 56.799999 8.6000004 60.400002 78.5 1 No No
316 Telanga 99 Kamareddy 533 NFHS5 899 857 134 88.199997 58.599998 30.799999 56.799999 9.3999996 44.400002 79.5 1 No No
304 Kerala 32 Alappuzha 598 NFHS5 886 685 111 45.200001 99.699997 3.8 56.900002 11 40.900002 65.699997 1 No No
20 J&K 1 Jammu 21 NFHS5 889 1050 125 51.099998 91.5 5.3000002 57.099998 6.8000002 73.099998 95.400002 1 No No
233 Maharashtra 27 Thane 517 NFHS5 755 756 91 16 90.5 18.4 57.099998 24.700001 56.900002 70.199997 1 No No
308 Andaman & Nicobar 35 Nicobars 638 NFHS5 882 764 125 100 87.5 11.4 57.200001 40.400002 49.400002 71.699997 1 No No
13 J&K 1 Antgar 14 NFHS5 906 1102 125 74.599998 74.699997 2.5 57.299999 18.799999 72 80.900002 1 No No
335 Telanga 99 Warangal Rural 540 NFHS5 904 830 123 92.699997 60.099998 22.9 57.5 16.299999 53.5 70.400002 1 No No
1 J&K 1 Badgam 2 NFHS5 911 1200 172 88.599998 74.099998 1.5 57.700001 13.7 55.400002 66.5 1 No No
267 Karnataka 29 Gadag 561 NFHS5 892 1136 193 64.800003 70.699997 27.700001 57.700001 25.4 70 68.699997 1 No No
123 Assam 18 Kokrajhar 300 NFHS5 897 1052 144 94.699997 73.699997 36.200001 58 18.700001 51.299999 36.900002 1 No No
184 Gujarat 24 Ahmedabad 474 NFHS5 906 1010 155 14.6 81.5 17.5 58.200001 36.200001 76.5 77.800003 1 No No
164 West Bengal 19 Purba Barddhaman 335 NFHS5 915 1088 163 85.800003 73.199997 50.400002 58.5 16 36 80.5 1 No No
297 Kerala 32 Kozhikode 591 NFHS5 888 825 107 33.900002 99.099998 4.1999998 58.5 14.4 71.5 91.800003 1 No No
314 Telanga 99 Nirmal 532 NFHS5 899 851 107 79.099998 58.599998 23.299999 58.5 9.1999998 39.400002 69.699997 1 No No
187 Gujarat 24 Morbi 476 NFHS5 902 1119 182 62.200001 82.400002 8.8999996 58.700001 44.400002 82 75.099998 1 No No
234 Maharashtra 27 Mumbai Suburban 518 NFHS5 635 552 64 0 91.599998 10 58.700001 20.4 48.200001 72.199997 1 No No
131 Assam 18 Sonitpur 306 NFHS5 909 1067 148 88.5 76.900002 24 58.900002 20.5 72 45.5 1 No No
160 West Bengal 19 Dakshin Dijpur 331 NFHS5 920 1137 163 85.800003 74.300003 45.599998 59 16 68.300003 76.400002 1 No No
197 Gujarat 24 Mahisagar 484 NFHS5 899 1017 168 90.900002 70.900002 30.700001 59.099998 44.299999 83.099998 76.599998 1 No No
318 Telanga 99 Rajan Sircilla 534 NFHS5 907 901 125 78.800003 64.699997 13.2 59.299999 18.9 60 67.099998 1 No No
323 Telanga 99 Siddipet 535 NFHS5 883 832 116 86.099998 71 19 59.400002 11.6 46.700001 62.599998 1 No No
64 Bihar 10 Kaimur (Bhabua) 233 NFHS5 973 1167 146 95.599998 66 27.1 59.700001 45.099998 62.599998 25.6 1 No No
281 Karnataka 29 Dakshi Kanda 575 NFHS5 867 987 149 53.5 92.699997 4.9000001 60.200001 34.799999 67.900002 82 1 No No
244 Maharashtra 27 Ratgiri 528 NFHS5 869 807 127 83 87.199997 4.4000001 60.5 22 57.5 78.599998 1 No No
306 Kerala 32 Kollam 600 NFHS5 859 753 78 55.900002 98.199997 1.8 60.5 15.1 62 79.300003 1 No No
124 Assam 18 South Salmara Mancachar 301 NFHS5 912 1085 162 95.199997 63.5 44.700001 60.799999 26.700001 71.800003 35.299999 1 No No
159 West Bengal 19 Uttar Dijpur 330 NFHS5 922 1129 157 88.099998 65.400002 30.299999 60.900002 10.3 50.599998 70.099998 1 No No
72 Sikkim 11 North Sikkim 241 NFHS5 882 768 112 90.800003 81.400002 16 61 28.6 50.400002 59.400002 1 No No
167 West Bengal 19 North Twenty Four Parga 337 NFHS5 924 1055 148 42.900002 85.5 33.599998 61 21.9 66.5 89.900002 1 No No
212 Maharashtra 27 ndurbar 497 NFHS5 897 1040 171 82.900002 57.700001 24 61.200001 11.8 50.299999 58.200001 1 No No
168 West Bengal 19 Hugli 338 NFHS5 892 1020 136 62.799999 77.400002 40.799999 61.299999 13.3 59.700001 72.199997 1 No No
300 Kerala 32 Thrissur 594 NFHS5 852 715 66 33.099998 99.400002 1 61.5 10.1 59.700001 82.400002 1 No No
301 Kerala 32 Erkulam 595 NFHS5 857 747 115 31.700001 99.300003 2.9000001 61.5 12.9 79.900002 82.199997 1 No No
322 Telanga 99 Sangareddy 535 NFHS5 892 911 119 63.799999 63.599998 30.6 61.700001 10.2 47.5 66.400002 1 No No
206 Gujarat 24 Valsad 491 NFHS5 882 1031 159 63.599998 82.900002 19.4 61.900002 52.700001 70.5 92.5 1 No No
271 Karnataka 29 Bellary 565 NFHS5 883 1103 156 61.400002 64.400002 22.200001 62.299999 33.5 54.799999 56.400002 1 No No
176 Gujarat 24 Kachchh 468 NFHS5 922 1026 181 64.300003 75.599998 19 62.5 36.099998 85.800003 84.199997 1 No No
263 Karnataka 29 Bijapur 557 NFHS5 887 1091 149 76.400002 66.599998 39.200001 62.700001 23.799999 62.099998 56.400002 1 No No
266 Karnataka 29 Koppal 560 NFHS5 872 1017 171 83.800003 59.799999 27.1 63.200001 15.6 59 50.700001 1 No No
286 Karnataka 29 Yadgir 580 NFHS5 904 1242 171 81.099998 48.099998 33.200001 63.700001 23.1 65 63.599998 1 No No
18 J&K 1 Udhampur 19 NFHS5 908 1148 150 80.800003 77.300003 6.0999999 63.900002 9 57.799999 69.800003 1 No No
211 Dadar Nagar & Daman & Diu 26 Dadar & Nagar 496 NFHS5 914 1002 174 52.099998 72.800003 30 64.300003 26.4 71.199997 90.900002 1 No No
338 Telanga 99 Jayashankar Bhupalapally 540 NFHS5 897 852 124 93.099998 58.900002 24.9 64.300003 13.5 47.099998 72.699997 1 No No
336 Telanga 99 Warangal Urban 540 NFHS5 888 900 138 31.299999 76.900002 22.700001 64.400002 27.799999 49.400002 71.300003 1 No No
247 Maharashtra 27 Sangli 531 NFHS5 898 966 152 74.400002 90.300003 27 64.699997 27.6 56.200001 80.099998 1 No No
320 Telanga 99 Peddapalli 534 NFHS5 892 861 142 62.400002 73.699997 13.6 64.800003 16.9 44.5 77.900002 1 No No
162 West Bengal 19 Murshidabad 333 NFHS5 917 1144 159 81.099998 67.599998 55.400002 64.900002 6.4000001 60.900002 66.900002 1 No No
205 Gujarat 24 vsari 490 NFHS5 893 991 162 69.300003 84.099998 15.7 65.099998 62.799999 87.5 94.699997 1 No No
22 Himachal Pradesh 2 Chamba 23 NFHS5 907 931 109 93.099998 84.099998 3.8 65.199997 31.799999 71.699997 62.700001 1 No No
262 Karnataka 29 Bagalkot 556 NFHS5 881 1138 182 68.900002 69.699997 38.700001 65.300003 15.8 51.099998 76.199997 1 No No
30 Himachal Pradesh 2 Solan 31 NFHS5 883 855 148 83.800003 91 13.3 65.5 21.799999 71.599998 88.199997 1 No No
207 Gujarat 24 Surat 492 NFHS5 902 986 195 21.799999 84.199997 13.1 65.599998 39.799999 83.599998 93.400002 1 No No
185 Gujarat 24 Surendragar 475 NFHS5 869 931 143 72.5 75.099998 19.5 65.699997 25.1 75.5 57.5 1 No No
268 Karnataka 29 Dharwad 562 NFHS5 864 1051 156 45.700001 81.800003 17.799999 65.699997 29.700001 79.5 85.199997 1 No No
232 Maharashtra 27 Palghar 517 NFHS5 890 941 131 49 77.599998 14.6 66 21.6 53 86.300003 1 No No
24 Himachal Pradesh 2 Lahul & spiti 25 NFHS5 875 698 113 100 86.199997 11.2 66.300003 16.4 46.400002 65.599998 1 No No
251 Andhra Pradesh 28 East Godavari 545 NFHS5 888 824 105 74.800003 77.900002 26 66.300003 12.5 32.400002 51 1 No No
188 Gujarat 24 Jamgar 477 NFHS5 920 1042 165 47.5 83.099998 6.8000002 66.5 60.799999 92.199997 73.800003 1 No No
156 West Bengal 19 Darjiling 327 NFHS5 898 1058 163 60.099998 77 21.200001 67 11.8 49.200001 79.199997 1 No No
202 Gujarat 24 rmada 487 NFHS5 904 1021 155 90.400002 67.300003 29.5 67 45 75.599998 83.400002 1 No No
201 Gujarat 24 Chhota Udaipur 486 NFHS5 896 1035 173 93.099998 53.200001 27.5 67.300003 64.199997 91.199997 81.199997 1 No No
226 Maharashtra 27 nded 511 NFHS5 908 1026 164 74.800003 71.900002 32.200001 67.300003 15.3 49.900002 53.5 1 No No
238 Maharashtra 27 Ahmadgar 522 NFHS5 883 993 139 81.5 86.199997 26.9 67.400002 19.5 31.700001 76.599998 1 No No
25 Himachal Pradesh 2 Kullu 26 NFHS5 883 892 128 90.800003 87.400002 8.6999998 67.5 16.799999 69.699997 60 1 No No
74 Sikkim 11 South Sikkim 243 NFHS5 880 745 114 86 90.5 9.8999996 67.599998 24.299999 67.199997 84.5 1 No No
259 Andhra Pradesh 28 Antapur 553 NFHS5 882 868 146 71.400002 63.599998 37.299999 67.599998 21.9 36.400002 66.599998 1 No No
158 West Bengal 19 Koch Bihar 329 NFHS5 920 1095 157 90.400002 79.199997 46.700001 67.699997 18.299999 49.700001 77.300003 1 No No
250 Andhra Pradesh 28 Visakhapatm 544 NFHS5 869 818 112 53.599998 69.5 25.4 67.699997 15.2 35.299999 58.599998 1 No No
292 Goa 30 South Goa 586 NFHS5 931 1055 165 36.099998 93.800003 3.9000001 67.800003 19.700001 89.400002 96 1 No No
302 Kerala 32 Idukki 596 NFHS5 857 710 121 95.199997 94.400002 7.0999999 67.800003 22.299999 64.300003 74.300003 1 No No
173 West Bengal 19 South Twenty Four Parga 343 NFHS5 917 1089 148 74.099998 85.599998 41.900002 67.900002 17.700001 54.5 87.5 1 No No
217 Maharashtra 27 Washim 502 NFHS5 903 986 196 83.400002 78 27.700001 68.300003 14.2 37.900002 60 1 No No
171 West Bengal 19 Haora 341 NFHS5 916 1067 153 36.099998 80.5 30.4 68.400002 20.5 56.599998 82.699997 1 No No
257 Andhra Pradesh 28 Y.S.R. 551 NFHS5 910 1017 140 66.900002 63.799999 25.6 68.400002 29.5 14.6 82.800003 1 No No
190 Gujarat 24 Porbandar 478 NFHS5 917 1018 169 52.799999 84.300003 10 68.5 59.099998 81 92.099998 1 No No
264 Karnataka 29 Bidar 558 NFHS5 914 1181 172 74.400002 73.800003 19.200001 68.5 40.700001 81.900002 55.299999 1 No No
255 Andhra Pradesh 28 Prakasam 549 NFHS5 821 689 95 81.699997 62.799999 37.299999 68.699997 25.4 18.9 73.400002 1 No No
260 Andhra Pradesh 28 Chittoor 554 NFHS5 865 828 121 72.300003 69.300003 28.1 68.900002 21.299999 29.1 65.300003 1 No No
204 Gujarat 24 The Dangs 489 NFHS5 897 901 130 88.300003 68.900002 30.200001 69.099998 39.299999 76.5 90.199997 1 No No
246 Maharashtra 27 Kolhapur 530 NFHS5 887 986 150 69.699997 90.699997 21 69.199997 27.9 52.400002 81.800003 1 No No
269 Karnataka 29 Uttara Kanda 563 NFHS5 897 1000 164 71.699997 84.300003 11.6 69.300003 42.5 63.799999 57.900002 1 No No
296 Kerala 32 Wayad 590 NFHS5 919 813 128 95.5 93.699997 8.3999996 69.5 11.8 68.5 94.199997 1 No No
326 Telanga 99 Ranga Reddy 537 NFHS5 852 935 104 45.099998 72.099998 29 69.699997 18.700001 53.400002 75.099998 1 No No
325 Telanga 99 Vikarabad 537 NFHS5 880 929 132 86 59.299999 39.799999 69.800003 8.6000004 36.5 54.799999 1 No No
258 Andhra Pradesh 28 Kurnool 552 NFHS5 870 908 139 72.400002 57 36.900002 70 20.700001 22.200001 74.300003 1 No No
324 Telanga 99 Hyderabad 536 NFHS5 703 642 84 0 83.599998 10.6 70 18.5 58.200001 69.900002 1 No No
157 West Bengal 19 Jalpaiguri 328 NFHS5 919 1101 149 73.900002 73.599998 18.700001 70.099998 15.1 61.099998 88.400002 1 No No
328 Telanga 99 Mahabubgar 538 NFHS5 907 1006 137 78.900002 59.599998 23.4 70.099998 31.4 48.299999 62.599998 1 No No
29 Himachal Pradesh 2 Bilaspur 30 NFHS5 898 896 117 92.900002 91.199997 10 70.300003 25 49.799999 81.400002 1 No No
337 Telanga 99 Jangoan 540 NFHS5 888 843 108 88.199997 65.5 20.299999 70.400002 19.5 33.900002 65.400002 1 No No
261 Karnataka 29 Belgaum 555 NFHS5 907 1147 179 74.099998 74 32.799999 70.599998 29.4 66.400002 63.700001 1 No No
73 Sikkim 11 West Sikkim 242 NFHS5 906 1034 150 95.099998 85.699997 14.1 70.800003 19.799999 69.099998 70.400002 1 No No
236 Maharashtra 27 Raigarh 520 NFHS5 905 918 172 64.599998 79.199997 16 70.900002 22.4 64.699997 83.099998 1 No No
249 Andhra Pradesh 28 Viziagaram 543 NFHS5 902 853 134 78.400002 58.299999 33.700001 71.199997 21.1 36.400002 71.400002 1 No No
26 Himachal Pradesh 2 Mandi 27 NFHS5 902 878 112 93.199997 94 6.3000002 71.300003 14.2 44.799999 70.300003 1 No No
275 Karnataka 29 Udupi 569 NFHS5 894 1065 145 72.5 90.300003 4.4000001 71.300003 42.299999 84.5 59.400002 1 No No
172 West Bengal 19 Kolkata 342 NFHS5 879 921 138 0 87.599998 16.700001 71.699997 17.9 57 71.699997 1 No No
235 Maharashtra 27 Mumbai 519 NFHS5 826 779 127 0 94.300003 4.5 71.699997 19.200001 77.800003 87.099998 1 No No
248 Andhra Pradesh 28 Sri Potti Sriramulu Nellore 542 NFHS5 865 922 132 71.5 70.5 23.799999 71.699997 19.700001 21.700001 73 1 No No
287 Karnataka 29 Kolar 581 NFHS5 883 990 164 70 78.300003 26.700001 71.900002 44.5 71.699997 90.900002 1 No No
256 Andhra Pradesh 28 Srikakulam 550 NFHS5 874 780 100 83.199997 64.300003 25.4 72.199997 16 45.799999 78.400002 1 No No
282 Karnataka 29 Kodagu 576 NFHS5 898 885 139 86 88.5 12.8 72.300003 42 70.800003 74.400002 1 No No
327 Telanga 99 MedchalMalkajgiri 537 NFHS5 778 825 107 10.3 79.5 10.2 72.400002 25.4 57.900002 69.599998 1 No No
272 Karnataka 29 Chitradurga 566 NFHS5 909 953 134 80.599998 75.599998 20.700001 72.5 63.400002 87 79.300003 1 No No
6 J&K 1 Kathua 7 NFHS5 903 1064 149 85.900002 87.699997 1.4 72.699997 28.700001 74.5 31.6 1 No No
216 Maharashtra 27 Akola 501 NFHS5 926 1098 202 60 87.5 13.5 72.800003 33.799999 59.5 76.300003 1 No No
243 Maharashtra 27 Satara 527 NFHS5 896 978 149 80.699997 87.199997 18.1 72.800003 26.799999 68.099998 81.699997 1 No No
227 Maharashtra 27 Hingoli 512 NFHS5 907 1121 173 86.099998 76.5 37.099998 72.900002 11.3 41.5 66.599998 1 No No
289 Karnataka 29 Bangalore 583 NFHS5 837 840 125 9.8999996 87.300003 14.5 73 54.700001 90.699997 74.599998 1 No No
309 Andaman & Nicobar 35 North & middle Andaman 639 NFHS5 874 789 108 97.699997 84 15.4 73.099998 23.200001 83.199997 79.199997 1 No No
254 Andhra Pradesh 28 Guntur 548 NFHS5 851 807 93 67.199997 68.5 35.400002 73.199997 16.6 28.200001 62.5 1 No No
163 West Bengal 19 Birbhum 334 NFHS5 922 1161 168 88.099998 70.800003 49.900002 73.900002 21.6 48.099998 78.400002 1 No No
340 Telanga 99 Bhadradri Kothagudem 541 NFHS5 893 945 136 69.400002 68.699997 20.799999 74 18.299999 51.299999 70.099998 1 No No
242 Maharashtra 27 Solapur 526 NFHS5 912 1003 153 67.199997 76.400002 40.299999 74.199997 35.099998 54.400002 81.900002 1 No No
208 Gujarat 24 Tapi 493 NFHS5 904 991 144 90.800003 72 25.299999 74.400002 41.299999 71.5 91 1 No No
31 Himachal Pradesh 2 Sirmaur 32 NFHS5 906 1044 167 88.300003 84.900002 5 74.5 24.9 76.5 85.199997 1 No No
339 Telanga 99 Mahabubabad 540 NFHS5 888 903 121 90.5 58 28.299999 74.699997 16.299999 59.5 67.699997 1 No No
331 Telanga 99 Jogulamba Gadwal 538 NFHS5 890 975 125 91 45 34.599998 74.900002 24.700001 43.299999 72.900002 1 No No
333 Telanga 99 Yadadri Bhuvagiri 539 NFHS5 896 947 155 83.599998 68.400002 21.6 75 20.6 58.5 67.199997 1 No No
221 Maharashtra 27 Bhandara 506 NFHS5 918 920 152 81.199997 89.099998 1.5 75.599998 30.5 51.599998 79 1 No No
225 Maharashtra 27 Yavatmal 510 NFHS5 913 1001 177 78.800003 80.800003 11.7 75.699997 22.4 62.200001 66.900002 1 No No
329 Telanga 99 Waparthy 538 NFHS5 902 965 146 83.599998 52.099998 32.599998 75.699997 22.299999 36.599998 62.799999 1 No No
277 Karnataka 29 Tumkur 571 NFHS5 906 912 129 78.900002 81.900002 24.799999 75.800003 59.400002 76.099998 80.400002 1 No No
32 Himachal Pradesh 2 Shimla 33 NFHS5 904 864 126 76.800003 93.400002 6.0999999 76 29.1 76.900002 85.300003 1 No No
223 Maharashtra 27 Gadchiroli 508 NFHS5 921 915 164 88.400002 79.400002 10.1 76 32.700001 58.299999 86.800003 1 No No
341 Telanga 99 Khammam 541 NFHS5 893 906 132 79.300003 66.300003 35 76.199997 25.799999 54.900002 76.300003 1 No No
278 Karnataka 29 Bangalore Rural 572 NFHS5 891 956 142 73.599998 83.800003 14.1 76.300003 46.599998 85.800003 90.900002 1 No No
274 Karnataka 29 Shimoga 568 NFHS5 902 1033 161 64.199997 79.800003 11.1 76.400002 42 74.699997 79.400002 1 No No
330 Telanga 99 garkurnool 538 NFHS5 896 915 136 90.599998 57.099998 32.099998 76.5 27.1 58.299999 75.099998 1 No No
33 Himachal Pradesh 2 Kinur 34 NFHS5 912 707 143 100 89.099998 27.9 76.699997 19.299999 67.699997 75.300003 1 No No
241 Maharashtra 27 Osmabad 525 NFHS5 919 916 147 83.5 83.699997 36.599998 77.099998 28.5 58.099998 89.199997 1 No No
240 Maharashtra 27 Latur 524 NFHS5 906 1006 160 74.099998 83.300003 31 77.199997 18.6 72.5 72.599998 1 No No
252 Andhra Pradesh 28 West Godavari 546 NFHS5 884 841 122 80.5 77 22.1 77.199997 12.5 28.799999 62.700001 1 No No
332 Telanga 99 lgonda 539 NFHS5 887 879 129 76.300003 62.599998 28.200001 77.199997 23.6 62.799999 65.699997 1 No No
283 Karnataka 29 Mysore 577 NFHS5 857 951 134 61.099998 78.900002 17.5 77.300003 37.599998 78.599998 85.699997 1 No No
288 Karnataka 29 Chikkaballapura 582 NFHS5 883 881 144 78.400002 76.300003 27.1 77.400002 49.700001 79.5 90.5 1 No No
280 Karnataka 29 Hassan 574 NFHS5 905 979 136 79.5 82 16.200001 77.5 57.099998 82.199997 75.800003 1 No No
290 Karnataka 29 Ramagara 584 NFHS5 878 814 108 76.800003 82.699997 11.8 77.5 34.099998 82.900002 88.699997 1 No No
218 Maharashtra 27 Amravati 503 NFHS5 913 1060 180 65 87.800003 9.8000002 77.699997 20 52.799999 71.699997 1 No No
222 Maharashtra 27 Gondiya 507 NFHS5 915 938 167 83.800003 87.5 6.5 77.800003 36.400002 61.700001 66.199997 1 Yes No
334 Telanga 99 Suryapet 539 NFHS5 893 851 125 84.199997 63.5 29.5 77.900002 16.6 36.900002 70.400002 1 Yes No
215 Maharashtra 27 Bulda 500 NFHS5 931 1055 189 78.599998 79.900002 24.1 78.099998 33.5 67.900002 72.699997 1 No No
219 Maharashtra 27 Wardha 504 NFHS5 909 925 158 67 93 9 78.099998 36.5 52.799999 70.400002 1 No No
224 Maharashtra 27 Chandrapur 509 NFHS5 922 965 175 64.599998 87.800003 9 78.099998 39.099998 57.400002 68.5 1 No No
253 Andhra Pradesh 28 Krish 547 NFHS5 865 820 119 60.5 76.900002 25.299999 78.099998 16.1 27.700001 73.300003 1 No No
279 Karnataka 29 Mandya 573 NFHS5 873 844 127 84.300003 78.300003 13.1 78.5 44.599998 77.300003 90.099998 1 Yes Yes
284 Karnataka 29 Chamarajagar 578 NFHS5 890 957 136 82.900002 72.400002 19.299999 79.400002 54.799999 83.5 84.099998 1 Yes Yes
276 Karnataka 29 Chikmagalur 570 NFHS5 885 945 143 79.400002 82.900002 19.5 79.599998 42.799999 74.400002 74.300003 1 Yes Yes
220 Maharashtra 27 gpur 505 NFHS5 917 1063 169 31.200001 94.599998 7.0999999 81.199997 39.5 62.400002 71.400002 1 Yes Yes