diff --git a/3rd_question_on_june_2nd_task.ipynb b/3rd_question_on_june_2nd_task.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..64dc26f59467b3de6c24a3087d0297812155ac9a --- /dev/null +++ b/3rd_question_on_june_2nd_task.ipynb @@ -0,0 +1,2492 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import cufflinks as cf\n", + "cf.set_config_file(world_readable=True,offline=True, theme='space')\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "water=pd.read_csv(\"water.csv\",encoding='Latin-1')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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State NameDistrict NameBlock NamePanchayat NameVillage NameHabitation NameQuality ParameterYear
0ANDHRA PRADESHEAST GODAVARI(04)PRATHIPADU(10)GOKAVARAM(04)VANTHADA(014 )VANTHADA(0404410014010400)Salinity1/4/2009
1ANDHRA PRADESHEAST GODAVARI(04)PRATHIPADU(10)GOKAVARAM(04)PANDAVULAPALEM(022 )PANDAVULAPALEM(0404410022010400)Fluoride1/4/2009
2ANDHRA PRADESHEAST GODAVARI(04)PRATHIPADU(10)GAJJANAPUDI(06)G. KOTHURU(023 )G. KOTHURU(0404410023010600)Salinity1/4/2009
3ANDHRA PRADESHEAST GODAVARI(04)PRATHIPADU(10)GAJJANAPUDI(06)GAJJANAPUDI(029 )GAJJANAPUDI(0404410029010600)Salinity1/4/2009
4ANDHRA PRADESHEAST GODAVARI(04)PRATHIPADU(10)CHINTALURU(10)CHINTALURU(028 )CHINTALURU(0404410028011000)Salinity1/4/2009
5ANDHRA PRADESHEAST GODAVARI(04)PRATHIPADU(10)ELURU(16)P. JAGANNADHAPURAM(035 )P. JAGANNADHAPURAM(0404410035011600)Fluoride1/4/2009
6ANDHRA PRADESHEAST GODAVARI(04)RAMPACHODAVARAM(13)MANIWADA(08)REDAKONDA(020 )REDAKONDA(0403813020010800)Salinity1/4/2009
7ANDHRA PRADESHEAST GODAVARI(04)DEVIPATNAM(14)CHOPPAKONDA(08)NEREDUVALASA(028 )NEREDUVALASA(0403814028010800)Fluoride1/4/2009
8ANDHRA PRADESHEAST GODAVARI(04)KADIAM(31)KADIAPUSAVARAM(03)KADIAM(002 )KADIYAPU SAVARAM(0404131002010300)Salinity1/4/2009
9ANDHRA PRADESHEAST GODAVARI(04)KADIAM(31)KADIAPULANKA(04)KADIAM(002 )KADIAPULANKA(0404131002010400)Salinity1/4/2009
10ANDHRA PRADESHEAST GODAVARI(04)KADIAM(31)DHAMIREDDY PALLE(07)DHAMIREDDY PALLE(004 )DHAMIREDDY PALLE(0404131004010700)Salinity1/4/2009
11ANDHRA PRADESHEAST GODAVARI(04)KADIAM(31)VEERAVARAM(08)VEERAVARAM(005 )VEERAVARAM(0404131005010800)Salinity1/4/2009
12ANDHRA PRADESHEAST GODAVARI(04)KADIAM(31)MURAMUNDA(10)MURAMUNDA(006 )MURAMUNDA(0404131006011000)Salinity1/4/2009
13ANDHRA PRADESHEAST GODAVARI(04)RAMACHANDRAPURAM(39)ODURU(05)ODURU(005 )JUVVIPADU(0405139005020500)Salinity1/4/2009
14ANDHRA PRADESHWEST GODAVARI(05)ACHANTA(41)KANDARAVALLI(06)KANDARAVALLI(005 )KANDARAVALLI(0506141005010600)Salinity1/4/2009
15ANDHRA PRADESHWEST GODAVARI(05)BUTTAIGUDEM(02)BUTTAIGUDEM(10)BUTTAIGUDEM(025 )VEERANNAPALEM(0507302025071000)Salinity1/4/2009
16ANDHRA PRADESHWEST GODAVARI(05)CHINTALAPUDI(09)VENKATADRIGUDEM(08)VENKATDRI GUDEM(017 )GOLLAGUDEM(0507409017020800)Salinity1/4/2009
17ANDHRA PRADESHWEST GODAVARI(05)J.R.GUDEM(07)A.POLAVARAM(07)A.POLAVARAM(009 )CHINNAVARIGUDEM(0507307009020700)Salinity1/4/2009
18ANDHRA PRADESHWEST GODAVARI(05)IRAGAVARAM(31)ARJUNUDUPALEM(10)IRAGAVARAM(010 )ARJUNUDUPALEM(0506431010091000)Salinity1/4/2009
19ANDHRA PRADESHWEST GODAVARI(05)ELAMANCHILI(44)ELAMANCHILI(26)ELAMANCHILI(012 )KALAVAVODDU KAPULAPALEM(0505944012162600)Salinity1/4/2009
20ANDHRA PRADESHWEST GODAVARI(05)ELAMANCHILI(44)CHINCHINADA(29)CHINCHINADA(013 )MUDUNURUVARIGARUVU(0505944013032900)Salinity1/4/2009
21ANDHRA PRADESHWEST GODAVARI(05)PENUGONDA(40)SIDHANTAM(03)SIDHANTAM(003 )GHATALADIBBA(0506440003030300)Salinity1/4/2009
22ANDHRA PRADESHWEST GODAVARI(05)PENUGONDA(40)MULAPARRU(12)MULAPARRU(012 )MADDIGUNTACHERUVU(0506140012051200)Salinity1/4/2009
23ANDHRA PRADESHWEST GODAVARI(05)PENUGONDA(40)CHINAMALLAM(14)CHINAMALLAM(014 )TALLAPALEM(0506140014061400)Salinity1/4/2009
24ANDHRA PRADESHWEST GODAVARI(05)PENUMANTRA(39)VELGALAVARIPALEM(05)PENUMANTRA(005 )VELAGALAVARIPALEM(0506639005060500)Salinity1/4/2009
25ANDHRA PRADESHWEST GODAVARI(05)PENUMANTRA(39)BATLAMAGATURU(09)BATLAMAGATURU(008 )BATLAMAGATURU(0506639008010900)Salinity1/4/2009
26ANDHRA PRADESHWEST GODAVARI(05)PENUMANTRA(39)GARUVUPALEM(18)PENUMANTRA(005 )GARUVUPALEM(0506639005021800)Salinity1/4/2009
27ANDHRA PRADESHWEST GODAVARI(05)POLAVARAM(03)CHEGONDAPALLI(05)CHEGONAPALLI(013 )CHEGONDAPALLI(0507303013010500)Salinity1/4/2009
28ANDHRA PRADESHWEST GODAVARI(05)PEDAVEGI(21)NADUPALLI(18)NADUPALLI(016 )NADUPALLI(0506921016011800)Salinity1/4/2009
29ANDHRA PRADESHWEST GODAVARI(05)TANUKU(28)YERRAI CHERUVU(09)VELPURU(010 )YERRAI CHERUVU(0506528010030900)Salinity1/4/2009
30ANDHRA PRADESHWEST GODAVARI(05)PEDAPADU(22)SAKALA KOTHAPALLI(21)SAKALA KOTHAPALLI(025 )KADIMIKUNTA(0506922025022100)Salinity1/4/2009
31ANDHRA PRADESHWEST GODAVARI(05)PODURU(42)GUMMALURU(14)GUMMALURU(012 )RAVIGOPPU(0506142012061400)Salinity1/4/2009
32ANDHRA PRADESHWEST GODAVARI(05)K.KOTA(11)ANKALAMPADU(07)ANKALAMPADU(012 )ANKALAMPADU(0507411012010700)Salinity1/4/2009
33ANDHRA PRADESHWEST GODAVARI(05)K.KOTA(11)K.S.RAMA VARAM(08)K.S.RAMA VARAM(013 )JANGAM COLONY(0507411013050800)Salinity1/4/2009
34ANDHRA PRADESHWEST GODAVARI(05)BHIMAVARAM(36)GUTLAPADU(10)LOSARI GUTALA PADU(012 )GUTLAPADU(0506236012021000)Salinity1/4/2009
35ANDHRA PRADESHWEST GODAVARI(05)BHIMAVARAM(36)VEMPA(23)VEMPA(016 )VEMPA(0505936016012300)Fluoride1/4/2009
36ANDHRA PRADESHWEST GODAVARI(05)BHIMAVARAM(36)VEMPA(23)VEMPA(016 )HARIJANAVADA(0505936016022300)Fluoride1/4/2009
37ANDHRA PRADESHWEST GODAVARI(05)BHIMAVARAM(36)VEMPA(23)VEMPA(016 )KOTTAMALAPALLI(0505936016032300)Fluoride1/4/2009
38ANDHRA PRADESHWEST GODAVARI(05)BHIMAVARAM(36)VEMPA(23)VEMPA(016 )SETTIBALIJI PETA(0505936016042300)Fluoride1/4/2009
39ANDHRA PRADESHKRISHNA(06)PAMIDIMUKKALA(29)GURAZADA(01)GURAZADA(001 )GURAZADA(0608429001010100)Salinity1/4/2009
40ANDHRA PRADESHKRISHNA(06)PAMIDIMUKKALA(29)GURAZADA(01)GURAZADA(001 )GUDEM(0608429001010102)Salinity1/4/2009
41ANDHRA PRADESHKRISHNA(06)PAMIDIMUKKALA(29)GURAZADA(01)GURAZADA(001 )S.T COLONY(0608429001010103)Fluoride1/4/2009
42ANDHRA PRADESHKRISHNA(06)PAMIDIMUKKALA(29)TADANKI(04)TADANKI(004 )B.C,S.C&S.T COLONY(0608429004010405)Salinity1/4/2009
43ANDHRA PRADESHKRISHNA(06)MACHILIPATNAM(37)TALLAPALEM(03)THALLAPALEM(003 )BEACH AREA(0608837003160300)Salinity1/4/2009
44ANDHRA PRADESHKRISHNA(06)MACHILIPATNAM(37)MANGINAPUDI(05)MANGINAPUDI(005 )MANGINAPUDI(0608937005010500)Salinity1/4/2009
45ANDHRA PRADESHKRISHNA(06)MACHILIPATNAM(37)CHIRIVELLAPALEM(06)MANGINAPUDI(005 )MARRIDIBBA(0608937005030600)Salinity1/4/2009
46ANDHRA PRADESHKRISHNA(06)MACHILIPATNAM(37)POTHIREDDIPALEM(12)POTHEPALLI(012 )CHEEKATIVANIPALEM(0608937012041200)Salinity1/4/2009
47ANDHRA PRADESHKRISHNA(06)PEDANA(44)LANKALAKALAVAGUNTA(03)LANKALAKALAVAGUNTA(003 )BODAGUNTA(0608844003020300)Salinity1/4/2009
48ANDHRA PRADESHKRISHNA(06)PEDANA(44)LANKALAKALAVAGUNTA(03)LANKALAKALAVAGUNTA(003 )REDDIPALEM(0608844003030300)Salinity1/4/2009
\n", + "
" + ], + "text/plain": [ + " State Name District Name Block Name \\\n", + "0 ANDHRA PRADESH EAST GODAVARI(04) PRATHIPADU(10) \n", + "1 ANDHRA PRADESH EAST GODAVARI(04) PRATHIPADU(10) \n", + "2 ANDHRA PRADESH EAST GODAVARI(04) PRATHIPADU(10) \n", + "3 ANDHRA PRADESH EAST GODAVARI(04) PRATHIPADU(10) \n", + "4 ANDHRA PRADESH EAST GODAVARI(04) PRATHIPADU(10) \n", + "5 ANDHRA PRADESH EAST GODAVARI(04) PRATHIPADU(10) \n", + "6 ANDHRA PRADESH EAST GODAVARI(04) RAMPACHODAVARAM(13) \n", + "7 ANDHRA PRADESH EAST GODAVARI(04) DEVIPATNAM(14) \n", + "8 ANDHRA PRADESH EAST GODAVARI(04) KADIAM(31) \n", + "9 ANDHRA PRADESH EAST GODAVARI(04) KADIAM(31) \n", + "10 ANDHRA PRADESH EAST GODAVARI(04) KADIAM(31) \n", + "11 ANDHRA PRADESH EAST GODAVARI(04) KADIAM(31) \n", + "12 ANDHRA PRADESH EAST GODAVARI(04) KADIAM(31) \n", + "13 ANDHRA PRADESH EAST GODAVARI(04) RAMACHANDRAPURAM(39) \n", + "14 ANDHRA PRADESH WEST GODAVARI(05) ACHANTA(41) \n", + "15 ANDHRA PRADESH WEST GODAVARI(05) BUTTAIGUDEM(02) \n", + "16 ANDHRA PRADESH WEST GODAVARI(05) CHINTALAPUDI(09) \n", + "17 ANDHRA PRADESH WEST GODAVARI(05) J.R.GUDEM(07) \n", + "18 ANDHRA PRADESH WEST GODAVARI(05) IRAGAVARAM(31) \n", + "19 ANDHRA PRADESH WEST GODAVARI(05) ELAMANCHILI(44) \n", + "20 ANDHRA PRADESH WEST GODAVARI(05) ELAMANCHILI(44) \n", + "21 ANDHRA PRADESH WEST GODAVARI(05) PENUGONDA(40) \n", + "22 ANDHRA PRADESH WEST GODAVARI(05) PENUGONDA(40) \n", + "23 ANDHRA PRADESH WEST GODAVARI(05) PENUGONDA(40) \n", + "24 ANDHRA PRADESH WEST GODAVARI(05) PENUMANTRA(39) \n", + "25 ANDHRA PRADESH WEST GODAVARI(05) PENUMANTRA(39) \n", + "26 ANDHRA PRADESH WEST GODAVARI(05) PENUMANTRA(39) \n", + "27 ANDHRA PRADESH WEST GODAVARI(05) POLAVARAM(03) \n", + "28 ANDHRA PRADESH WEST GODAVARI(05) PEDAVEGI(21) \n", + "29 ANDHRA PRADESH WEST GODAVARI(05) TANUKU(28) \n", + "30 ANDHRA PRADESH WEST GODAVARI(05) PEDAPADU(22) \n", + "31 ANDHRA PRADESH WEST GODAVARI(05) PODURU(42) \n", + "32 ANDHRA PRADESH WEST GODAVARI(05) K.KOTA(11) \n", + "33 ANDHRA PRADESH WEST GODAVARI(05) K.KOTA(11) \n", + "34 ANDHRA PRADESH WEST GODAVARI(05) BHIMAVARAM(36) \n", + "35 ANDHRA PRADESH WEST GODAVARI(05) BHIMAVARAM(36) \n", + "36 ANDHRA PRADESH WEST GODAVARI(05) BHIMAVARAM(36) \n", + "37 ANDHRA PRADESH WEST GODAVARI(05) BHIMAVARAM(36) \n", + "38 ANDHRA PRADESH WEST GODAVARI(05) BHIMAVARAM(36) \n", + "39 ANDHRA PRADESH KRISHNA(06) PAMIDIMUKKALA(29) \n", + "40 ANDHRA PRADESH KRISHNA(06) PAMIDIMUKKALA(29) \n", + "41 ANDHRA PRADESH KRISHNA(06) PAMIDIMUKKALA(29) \n", + "42 ANDHRA PRADESH KRISHNA(06) PAMIDIMUKKALA(29) \n", + "43 ANDHRA PRADESH KRISHNA(06) MACHILIPATNAM(37) \n", + "44 ANDHRA PRADESH KRISHNA(06) MACHILIPATNAM(37) \n", + "45 ANDHRA PRADESH KRISHNA(06) MACHILIPATNAM(37) \n", + "46 ANDHRA PRADESH KRISHNA(06) MACHILIPATNAM(37) \n", + "47 ANDHRA PRADESH KRISHNA(06) PEDANA(44) \n", + "48 ANDHRA PRADESH KRISHNA(06) PEDANA(44) \n", + "\n", + " Panchayat Name Village Name \\\n", + "0 GOKAVARAM(04) VANTHADA(014 ) \n", + "1 GOKAVARAM(04) PANDAVULAPALEM(022 ) \n", + "2 GAJJANAPUDI(06) G. KOTHURU(023 ) \n", + "3 GAJJANAPUDI(06) GAJJANAPUDI(029 ) \n", + "4 CHINTALURU(10) CHINTALURU(028 ) \n", + "5 ELURU(16) P. JAGANNADHAPURAM(035 ) \n", + "6 MANIWADA(08) REDAKONDA(020 ) \n", + "7 CHOPPAKONDA(08) NEREDUVALASA(028 ) \n", + "8 KADIAPUSAVARAM(03) KADIAM(002 ) \n", + "9 KADIAPULANKA(04) KADIAM(002 ) \n", + "10 DHAMIREDDY PALLE(07) DHAMIREDDY PALLE(004 ) \n", + "11 VEERAVARAM(08) VEERAVARAM(005 ) \n", + "12 MURAMUNDA(10) MURAMUNDA(006 ) \n", + "13 ODURU(05) ODURU(005 ) \n", + "14 KANDARAVALLI(06) KANDARAVALLI(005 ) \n", + "15 BUTTAIGUDEM(10) BUTTAIGUDEM(025 ) \n", + "16 VENKATADRIGUDEM(08) VENKATDRI GUDEM(017 ) \n", + "17 A.POLAVARAM(07) A.POLAVARAM(009 ) \n", + "18 ARJUNUDUPALEM(10) IRAGAVARAM(010 ) \n", + "19 ELAMANCHILI(26) ELAMANCHILI(012 ) \n", + "20 CHINCHINADA(29) CHINCHINADA(013 ) \n", + "21 SIDHANTAM(03) SIDHANTAM(003 ) \n", + "22 MULAPARRU(12) MULAPARRU(012 ) \n", + "23 CHINAMALLAM(14) CHINAMALLAM(014 ) \n", + "24 VELGALAVARIPALEM(05) PENUMANTRA(005 ) \n", + "25 BATLAMAGATURU(09) BATLAMAGATURU(008 ) \n", + "26 GARUVUPALEM(18) PENUMANTRA(005 ) \n", + "27 CHEGONDAPALLI(05) CHEGONAPALLI(013 ) \n", + "28 NADUPALLI(18) NADUPALLI(016 ) \n", + "29 YERRAI CHERUVU(09) VELPURU(010 ) \n", + "30 SAKALA KOTHAPALLI(21) SAKALA KOTHAPALLI(025 ) \n", + "31 GUMMALURU(14) GUMMALURU(012 ) \n", + "32 ANKALAMPADU(07) ANKALAMPADU(012 ) \n", + "33 K.S.RAMA VARAM(08) K.S.RAMA VARAM(013 ) \n", + "34 GUTLAPADU(10) LOSARI GUTALA PADU(012 ) \n", + "35 VEMPA(23) VEMPA(016 ) \n", + "36 VEMPA(23) VEMPA(016 ) \n", + "37 VEMPA(23) VEMPA(016 ) \n", + "38 VEMPA(23) VEMPA(016 ) \n", + "39 GURAZADA(01) GURAZADA(001 ) \n", + "40 GURAZADA(01) GURAZADA(001 ) \n", + "41 GURAZADA(01) GURAZADA(001 ) \n", + "42 TADANKI(04) TADANKI(004 ) \n", + "43 TALLAPALEM(03) THALLAPALEM(003 ) \n", + "44 MANGINAPUDI(05) MANGINAPUDI(005 ) \n", + "45 CHIRIVELLAPALEM(06) MANGINAPUDI(005 ) \n", + "46 POTHIREDDIPALEM(12) POTHEPALLI(012 ) \n", + "47 LANKALAKALAVAGUNTA(03) LANKALAKALAVAGUNTA(003 ) \n", + "48 LANKALAKALAVAGUNTA(03) LANKALAKALAVAGUNTA(003 ) \n", + "\n", + " Habitation Name Quality Parameter Year \n", + "0 VANTHADA(0404410014010400) Salinity 1/4/2009 \n", + "1 PANDAVULAPALEM(0404410022010400) Fluoride 1/4/2009 \n", + "2 G. KOTHURU(0404410023010600) Salinity 1/4/2009 \n", + "3 GAJJANAPUDI(0404410029010600) Salinity 1/4/2009 \n", + "4 CHINTALURU(0404410028011000) Salinity 1/4/2009 \n", + "5 P. JAGANNADHAPURAM(0404410035011600) Fluoride 1/4/2009 \n", + "6 REDAKONDA(0403813020010800) Salinity 1/4/2009 \n", + "7 NEREDUVALASA(0403814028010800) Fluoride 1/4/2009 \n", + "8 KADIYAPU SAVARAM(0404131002010300) Salinity 1/4/2009 \n", + "9 KADIAPULANKA(0404131002010400) Salinity 1/4/2009 \n", + "10 DHAMIREDDY PALLE(0404131004010700) Salinity 1/4/2009 \n", + "11 VEERAVARAM(0404131005010800) Salinity 1/4/2009 \n", + "12 MURAMUNDA(0404131006011000) Salinity 1/4/2009 \n", + "13 JUVVIPADU(0405139005020500) Salinity 1/4/2009 \n", + "14 KANDARAVALLI(0506141005010600) Salinity 1/4/2009 \n", + "15 VEERANNAPALEM(0507302025071000) Salinity 1/4/2009 \n", + "16 GOLLAGUDEM(0507409017020800) Salinity 1/4/2009 \n", + "17 CHINNAVARIGUDEM(0507307009020700) Salinity 1/4/2009 \n", + "18 ARJUNUDUPALEM(0506431010091000) Salinity 1/4/2009 \n", + "19 KALAVAVODDU KAPULAPALEM(0505944012162600) Salinity 1/4/2009 \n", + "20 MUDUNURUVARIGARUVU(0505944013032900) Salinity 1/4/2009 \n", + "21 GHATALADIBBA(0506440003030300) Salinity 1/4/2009 \n", + "22 MADDIGUNTACHERUVU(0506140012051200) Salinity 1/4/2009 \n", + "23 TALLAPALEM(0506140014061400) Salinity 1/4/2009 \n", + "24 VELAGALAVARIPALEM(0506639005060500) Salinity 1/4/2009 \n", + "25 BATLAMAGATURU(0506639008010900) Salinity 1/4/2009 \n", + "26 GARUVUPALEM(0506639005021800) Salinity 1/4/2009 \n", + "27 CHEGONDAPALLI(0507303013010500) Salinity 1/4/2009 \n", + "28 NADUPALLI(0506921016011800) Salinity 1/4/2009 \n", + "29 YERRAI CHERUVU(0506528010030900) Salinity 1/4/2009 \n", + "30 KADIMIKUNTA(0506922025022100) Salinity 1/4/2009 \n", + "31 RAVIGOPPU(0506142012061400) Salinity 1/4/2009 \n", + "32 ANKALAMPADU(0507411012010700) Salinity 1/4/2009 \n", + "33 JANGAM COLONY(0507411013050800) Salinity 1/4/2009 \n", + "34 GUTLAPADU(0506236012021000) Salinity 1/4/2009 \n", + "35 VEMPA(0505936016012300) Fluoride 1/4/2009 \n", + "36 HARIJANAVADA(0505936016022300) Fluoride 1/4/2009 \n", + "37 KOTTAMALAPALLI(0505936016032300) Fluoride 1/4/2009 \n", + "38 SETTIBALIJI PETA(0505936016042300) Fluoride 1/4/2009 \n", + "39 GURAZADA(0608429001010100) Salinity 1/4/2009 \n", + "40 GUDEM(0608429001010102) Salinity 1/4/2009 \n", + "41 S.T COLONY(0608429001010103) Fluoride 1/4/2009 \n", + "42 B.C,S.C&S.T COLONY(0608429004010405) Salinity 1/4/2009 \n", + "43 BEACH AREA(0608837003160300) Salinity 1/4/2009 \n", + "44 MANGINAPUDI(0608937005010500) Salinity 1/4/2009 \n", + "45 MARRIDIBBA(0608937005030600) Salinity 1/4/2009 \n", + "46 CHEEKATIVANIPALEM(0608937012041200) Salinity 1/4/2009 \n", + "47 BODAGUNTA(0608844003020300) Salinity 1/4/2009 \n", + "48 REDDIPALEM(0608844003030300) Salinity 1/4/2009 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "water" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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State NameDistrict NameBlock Name...Village NameHabitation NameYear
countuniquetopfreqcountuniquetopfreqcountunique...topfreqcountuniquetopfreqcountuniquetopfreq
Quality Parameter
Fluoride81ANDHRA PRADESH883WEST GODAVARI(05)484...VEMPA(016 )488P. JAGANNADHAPURAM(0404410035011600)1811/4/20098
Salinity411ANDHRA PRADESH41413WEST GODAVARI(05)214122...MANGINAPUDI(005 )24141ARJUNUDUPALEM(0506431010091000)14111/4/200941
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State NameDistrict NameBlock NamePanchayat NameVillage NameHabitation NameQuality ParameterYear
0ANDHRA PRADESHEAST GODAVARI(04)PRATHIPADU(10)GOKAVARAM(04)VANTHADA(014 )VANTHADA(0404410014010400)Salinity1/4/2009
2ANDHRA PRADESHEAST GODAVARI(04)PRATHIPADU(10)GAJJANAPUDI(06)G. KOTHURU(023 )G. KOTHURU(0404410023010600)Salinity1/4/2009
3ANDHRA PRADESHEAST GODAVARI(04)PRATHIPADU(10)GAJJANAPUDI(06)GAJJANAPUDI(029 )GAJJANAPUDI(0404410029010600)Salinity1/4/2009
4ANDHRA PRADESHEAST GODAVARI(04)PRATHIPADU(10)CHINTALURU(10)CHINTALURU(028 )CHINTALURU(0404410028011000)Salinity1/4/2009
6ANDHRA PRADESHEAST GODAVARI(04)RAMPACHODAVARAM(13)MANIWADA(08)REDAKONDA(020 )REDAKONDA(0403813020010800)Salinity1/4/2009
8ANDHRA PRADESHEAST GODAVARI(04)KADIAM(31)KADIAPUSAVARAM(03)KADIAM(002 )KADIYAPU SAVARAM(0404131002010300)Salinity1/4/2009
9ANDHRA PRADESHEAST GODAVARI(04)KADIAM(31)KADIAPULANKA(04)KADIAM(002 )KADIAPULANKA(0404131002010400)Salinity1/4/2009
10ANDHRA PRADESHEAST GODAVARI(04)KADIAM(31)DHAMIREDDY PALLE(07)DHAMIREDDY PALLE(004 )DHAMIREDDY PALLE(0404131004010700)Salinity1/4/2009
11ANDHRA PRADESHEAST GODAVARI(04)KADIAM(31)VEERAVARAM(08)VEERAVARAM(005 )VEERAVARAM(0404131005010800)Salinity1/4/2009
12ANDHRA PRADESHEAST GODAVARI(04)KADIAM(31)MURAMUNDA(10)MURAMUNDA(006 )MURAMUNDA(0404131006011000)Salinity1/4/2009
13ANDHRA PRADESHEAST GODAVARI(04)RAMACHANDRAPURAM(39)ODURU(05)ODURU(005 )JUVVIPADU(0405139005020500)Salinity1/4/2009
14ANDHRA PRADESHWEST GODAVARI(05)ACHANTA(41)KANDARAVALLI(06)KANDARAVALLI(005 )KANDARAVALLI(0506141005010600)Salinity1/4/2009
15ANDHRA PRADESHWEST GODAVARI(05)BUTTAIGUDEM(02)BUTTAIGUDEM(10)BUTTAIGUDEM(025 )VEERANNAPALEM(0507302025071000)Salinity1/4/2009
16ANDHRA PRADESHWEST GODAVARI(05)CHINTALAPUDI(09)VENKATADRIGUDEM(08)VENKATDRI GUDEM(017 )GOLLAGUDEM(0507409017020800)Salinity1/4/2009
17ANDHRA PRADESHWEST GODAVARI(05)J.R.GUDEM(07)A.POLAVARAM(07)A.POLAVARAM(009 )CHINNAVARIGUDEM(0507307009020700)Salinity1/4/2009
18ANDHRA PRADESHWEST GODAVARI(05)IRAGAVARAM(31)ARJUNUDUPALEM(10)IRAGAVARAM(010 )ARJUNUDUPALEM(0506431010091000)Salinity1/4/2009
19ANDHRA PRADESHWEST GODAVARI(05)ELAMANCHILI(44)ELAMANCHILI(26)ELAMANCHILI(012 )KALAVAVODDU KAPULAPALEM(0505944012162600)Salinity1/4/2009
20ANDHRA PRADESHWEST GODAVARI(05)ELAMANCHILI(44)CHINCHINADA(29)CHINCHINADA(013 )MUDUNURUVARIGARUVU(0505944013032900)Salinity1/4/2009
21ANDHRA PRADESHWEST GODAVARI(05)PENUGONDA(40)SIDHANTAM(03)SIDHANTAM(003 )GHATALADIBBA(0506440003030300)Salinity1/4/2009
22ANDHRA PRADESHWEST GODAVARI(05)PENUGONDA(40)MULAPARRU(12)MULAPARRU(012 )MADDIGUNTACHERUVU(0506140012051200)Salinity1/4/2009
23ANDHRA PRADESHWEST GODAVARI(05)PENUGONDA(40)CHINAMALLAM(14)CHINAMALLAM(014 )TALLAPALEM(0506140014061400)Salinity1/4/2009
24ANDHRA PRADESHWEST GODAVARI(05)PENUMANTRA(39)VELGALAVARIPALEM(05)PENUMANTRA(005 )VELAGALAVARIPALEM(0506639005060500)Salinity1/4/2009
25ANDHRA PRADESHWEST GODAVARI(05)PENUMANTRA(39)BATLAMAGATURU(09)BATLAMAGATURU(008 )BATLAMAGATURU(0506639008010900)Salinity1/4/2009
26ANDHRA PRADESHWEST GODAVARI(05)PENUMANTRA(39)GARUVUPALEM(18)PENUMANTRA(005 )GARUVUPALEM(0506639005021800)Salinity1/4/2009
27ANDHRA PRADESHWEST GODAVARI(05)POLAVARAM(03)CHEGONDAPALLI(05)CHEGONAPALLI(013 )CHEGONDAPALLI(0507303013010500)Salinity1/4/2009
28ANDHRA PRADESHWEST GODAVARI(05)PEDAVEGI(21)NADUPALLI(18)NADUPALLI(016 )NADUPALLI(0506921016011800)Salinity1/4/2009
29ANDHRA PRADESHWEST GODAVARI(05)TANUKU(28)YERRAI CHERUVU(09)VELPURU(010 )YERRAI CHERUVU(0506528010030900)Salinity1/4/2009
30ANDHRA PRADESHWEST GODAVARI(05)PEDAPADU(22)SAKALA KOTHAPALLI(21)SAKALA KOTHAPALLI(025 )KADIMIKUNTA(0506922025022100)Salinity1/4/2009
31ANDHRA PRADESHWEST GODAVARI(05)PODURU(42)GUMMALURU(14)GUMMALURU(012 )RAVIGOPPU(0506142012061400)Salinity1/4/2009
32ANDHRA PRADESHWEST GODAVARI(05)K.KOTA(11)ANKALAMPADU(07)ANKALAMPADU(012 )ANKALAMPADU(0507411012010700)Salinity1/4/2009
33ANDHRA PRADESHWEST GODAVARI(05)K.KOTA(11)K.S.RAMA VARAM(08)K.S.RAMA VARAM(013 )JANGAM COLONY(0507411013050800)Salinity1/4/2009
34ANDHRA PRADESHWEST GODAVARI(05)BHIMAVARAM(36)GUTLAPADU(10)LOSARI GUTALA PADU(012 )GUTLAPADU(0506236012021000)Salinity1/4/2009
39ANDHRA PRADESHKRISHNA(06)PAMIDIMUKKALA(29)GURAZADA(01)GURAZADA(001 )GURAZADA(0608429001010100)Salinity1/4/2009
40ANDHRA PRADESHKRISHNA(06)PAMIDIMUKKALA(29)GURAZADA(01)GURAZADA(001 )GUDEM(0608429001010102)Salinity1/4/2009
42ANDHRA PRADESHKRISHNA(06)PAMIDIMUKKALA(29)TADANKI(04)TADANKI(004 )B.C,S.C&S.T COLONY(0608429004010405)Salinity1/4/2009
43ANDHRA PRADESHKRISHNA(06)MACHILIPATNAM(37)TALLAPALEM(03)THALLAPALEM(003 )BEACH AREA(0608837003160300)Salinity1/4/2009
44ANDHRA PRADESHKRISHNA(06)MACHILIPATNAM(37)MANGINAPUDI(05)MANGINAPUDI(005 )MANGINAPUDI(0608937005010500)Salinity1/4/2009
45ANDHRA PRADESHKRISHNA(06)MACHILIPATNAM(37)CHIRIVELLAPALEM(06)MANGINAPUDI(005 )MARRIDIBBA(0608937005030600)Salinity1/4/2009
46ANDHRA PRADESHKRISHNA(06)MACHILIPATNAM(37)POTHIREDDIPALEM(12)POTHEPALLI(012 )CHEEKATIVANIPALEM(0608937012041200)Salinity1/4/2009
47ANDHRA PRADESHKRISHNA(06)PEDANA(44)LANKALAKALAVAGUNTA(03)LANKALAKALAVAGUNTA(003 )BODAGUNTA(0608844003020300)Salinity1/4/2009
48ANDHRA PRADESHKRISHNA(06)PEDANA(44)LANKALAKALAVAGUNTA(03)LANKALAKALAVAGUNTA(003 )REDDIPALEM(0608844003030300)Salinity1/4/2009
\n", + "
" + ], + "text/plain": [ + " State Name District Name Block Name \\\n", + "0 ANDHRA PRADESH EAST GODAVARI(04) PRATHIPADU(10) \n", + "2 ANDHRA PRADESH EAST GODAVARI(04) PRATHIPADU(10) \n", + "3 ANDHRA PRADESH EAST GODAVARI(04) PRATHIPADU(10) \n", + "4 ANDHRA PRADESH EAST GODAVARI(04) PRATHIPADU(10) \n", + "6 ANDHRA PRADESH EAST GODAVARI(04) RAMPACHODAVARAM(13) \n", + "8 ANDHRA PRADESH EAST GODAVARI(04) KADIAM(31) \n", + "9 ANDHRA PRADESH EAST GODAVARI(04) KADIAM(31) \n", + "10 ANDHRA PRADESH EAST GODAVARI(04) KADIAM(31) \n", + "11 ANDHRA PRADESH EAST GODAVARI(04) KADIAM(31) \n", + "12 ANDHRA PRADESH EAST GODAVARI(04) KADIAM(31) \n", + "13 ANDHRA PRADESH EAST GODAVARI(04) RAMACHANDRAPURAM(39) \n", + "14 ANDHRA PRADESH WEST GODAVARI(05) ACHANTA(41) \n", + "15 ANDHRA PRADESH WEST GODAVARI(05) BUTTAIGUDEM(02) \n", + "16 ANDHRA PRADESH WEST GODAVARI(05) CHINTALAPUDI(09) \n", + "17 ANDHRA PRADESH WEST GODAVARI(05) J.R.GUDEM(07) \n", + "18 ANDHRA PRADESH WEST GODAVARI(05) IRAGAVARAM(31) \n", + "19 ANDHRA PRADESH WEST GODAVARI(05) ELAMANCHILI(44) \n", + "20 ANDHRA PRADESH WEST GODAVARI(05) ELAMANCHILI(44) \n", + "21 ANDHRA PRADESH WEST GODAVARI(05) PENUGONDA(40) \n", + "22 ANDHRA PRADESH WEST GODAVARI(05) PENUGONDA(40) \n", + "23 ANDHRA PRADESH WEST GODAVARI(05) PENUGONDA(40) \n", + "24 ANDHRA PRADESH WEST GODAVARI(05) PENUMANTRA(39) \n", + "25 ANDHRA PRADESH WEST GODAVARI(05) PENUMANTRA(39) \n", + "26 ANDHRA PRADESH WEST GODAVARI(05) PENUMANTRA(39) \n", + "27 ANDHRA PRADESH WEST GODAVARI(05) POLAVARAM(03) \n", + "28 ANDHRA PRADESH WEST GODAVARI(05) PEDAVEGI(21) \n", + "29 ANDHRA PRADESH WEST GODAVARI(05) TANUKU(28) \n", + "30 ANDHRA PRADESH WEST GODAVARI(05) PEDAPADU(22) \n", + "31 ANDHRA PRADESH WEST GODAVARI(05) PODURU(42) \n", + "32 ANDHRA PRADESH WEST GODAVARI(05) K.KOTA(11) \n", + "33 ANDHRA PRADESH WEST GODAVARI(05) K.KOTA(11) \n", + "34 ANDHRA PRADESH WEST GODAVARI(05) BHIMAVARAM(36) \n", + "39 ANDHRA PRADESH KRISHNA(06) PAMIDIMUKKALA(29) \n", + "40 ANDHRA PRADESH KRISHNA(06) PAMIDIMUKKALA(29) \n", + "42 ANDHRA PRADESH KRISHNA(06) PAMIDIMUKKALA(29) \n", + "43 ANDHRA PRADESH KRISHNA(06) MACHILIPATNAM(37) \n", + "44 ANDHRA PRADESH KRISHNA(06) MACHILIPATNAM(37) \n", + "45 ANDHRA PRADESH KRISHNA(06) MACHILIPATNAM(37) \n", + "46 ANDHRA PRADESH KRISHNA(06) MACHILIPATNAM(37) \n", + "47 ANDHRA PRADESH KRISHNA(06) PEDANA(44) \n", + "48 ANDHRA PRADESH KRISHNA(06) PEDANA(44) \n", + "\n", + " Panchayat Name Village Name \\\n", + "0 GOKAVARAM(04) VANTHADA(014 ) \n", + "2 GAJJANAPUDI(06) G. KOTHURU(023 ) \n", + "3 GAJJANAPUDI(06) GAJJANAPUDI(029 ) \n", + "4 CHINTALURU(10) CHINTALURU(028 ) \n", + "6 MANIWADA(08) REDAKONDA(020 ) \n", + "8 KADIAPUSAVARAM(03) KADIAM(002 ) \n", + "9 KADIAPULANKA(04) KADIAM(002 ) \n", + "10 DHAMIREDDY PALLE(07) DHAMIREDDY PALLE(004 ) \n", + "11 VEERAVARAM(08) VEERAVARAM(005 ) \n", + "12 MURAMUNDA(10) MURAMUNDA(006 ) \n", + "13 ODURU(05) ODURU(005 ) \n", + "14 KANDARAVALLI(06) KANDARAVALLI(005 ) \n", + "15 BUTTAIGUDEM(10) BUTTAIGUDEM(025 ) \n", + "16 VENKATADRIGUDEM(08) VENKATDRI GUDEM(017 ) \n", + "17 A.POLAVARAM(07) A.POLAVARAM(009 ) \n", + "18 ARJUNUDUPALEM(10) IRAGAVARAM(010 ) \n", + "19 ELAMANCHILI(26) ELAMANCHILI(012 ) \n", + "20 CHINCHINADA(29) CHINCHINADA(013 ) \n", + "21 SIDHANTAM(03) SIDHANTAM(003 ) \n", + "22 MULAPARRU(12) MULAPARRU(012 ) \n", + "23 CHINAMALLAM(14) CHINAMALLAM(014 ) \n", + "24 VELGALAVARIPALEM(05) PENUMANTRA(005 ) \n", + "25 BATLAMAGATURU(09) BATLAMAGATURU(008 ) \n", + "26 GARUVUPALEM(18) PENUMANTRA(005 ) \n", + "27 CHEGONDAPALLI(05) CHEGONAPALLI(013 ) \n", + "28 NADUPALLI(18) NADUPALLI(016 ) \n", + "29 YERRAI CHERUVU(09) VELPURU(010 ) \n", + "30 SAKALA KOTHAPALLI(21) SAKALA KOTHAPALLI(025 ) \n", + "31 GUMMALURU(14) GUMMALURU(012 ) \n", + "32 ANKALAMPADU(07) ANKALAMPADU(012 ) \n", + "33 K.S.RAMA VARAM(08) K.S.RAMA VARAM(013 ) \n", + "34 GUTLAPADU(10) LOSARI GUTALA PADU(012 ) \n", + "39 GURAZADA(01) GURAZADA(001 ) \n", + "40 GURAZADA(01) GURAZADA(001 ) \n", + "42 TADANKI(04) TADANKI(004 ) \n", + "43 TALLAPALEM(03) THALLAPALEM(003 ) \n", + "44 MANGINAPUDI(05) MANGINAPUDI(005 ) \n", + "45 CHIRIVELLAPALEM(06) MANGINAPUDI(005 ) \n", + "46 POTHIREDDIPALEM(12) POTHEPALLI(012 ) \n", + "47 LANKALAKALAVAGUNTA(03) LANKALAKALAVAGUNTA(003 ) \n", + "48 LANKALAKALAVAGUNTA(03) LANKALAKALAVAGUNTA(003 ) \n", + "\n", + " Habitation Name Quality Parameter Year \n", + "0 VANTHADA(0404410014010400) Salinity 1/4/2009 \n", + "2 G. KOTHURU(0404410023010600) Salinity 1/4/2009 \n", + "3 GAJJANAPUDI(0404410029010600) Salinity 1/4/2009 \n", + "4 CHINTALURU(0404410028011000) Salinity 1/4/2009 \n", + "6 REDAKONDA(0403813020010800) Salinity 1/4/2009 \n", + "8 KADIYAPU SAVARAM(0404131002010300) Salinity 1/4/2009 \n", + "9 KADIAPULANKA(0404131002010400) Salinity 1/4/2009 \n", + "10 DHAMIREDDY PALLE(0404131004010700) Salinity 1/4/2009 \n", + "11 VEERAVARAM(0404131005010800) Salinity 1/4/2009 \n", + "12 MURAMUNDA(0404131006011000) Salinity 1/4/2009 \n", + "13 JUVVIPADU(0405139005020500) Salinity 1/4/2009 \n", + "14 KANDARAVALLI(0506141005010600) Salinity 1/4/2009 \n", + "15 VEERANNAPALEM(0507302025071000) Salinity 1/4/2009 \n", + "16 GOLLAGUDEM(0507409017020800) Salinity 1/4/2009 \n", + "17 CHINNAVARIGUDEM(0507307009020700) Salinity 1/4/2009 \n", + "18 ARJUNUDUPALEM(0506431010091000) Salinity 1/4/2009 \n", + "19 KALAVAVODDU KAPULAPALEM(0505944012162600) Salinity 1/4/2009 \n", + "20 MUDUNURUVARIGARUVU(0505944013032900) Salinity 1/4/2009 \n", + "21 GHATALADIBBA(0506440003030300) Salinity 1/4/2009 \n", + "22 MADDIGUNTACHERUVU(0506140012051200) Salinity 1/4/2009 \n", + "23 TALLAPALEM(0506140014061400) Salinity 1/4/2009 \n", + "24 VELAGALAVARIPALEM(0506639005060500) Salinity 1/4/2009 \n", + "25 BATLAMAGATURU(0506639008010900) Salinity 1/4/2009 \n", + "26 GARUVUPALEM(0506639005021800) Salinity 1/4/2009 \n", + "27 CHEGONDAPALLI(0507303013010500) Salinity 1/4/2009 \n", + "28 NADUPALLI(0506921016011800) Salinity 1/4/2009 \n", + "29 YERRAI CHERUVU(0506528010030900) Salinity 1/4/2009 \n", + "30 KADIMIKUNTA(0506922025022100) Salinity 1/4/2009 \n", + "31 RAVIGOPPU(0506142012061400) Salinity 1/4/2009 \n", + "32 ANKALAMPADU(0507411012010700) Salinity 1/4/2009 \n", + "33 JANGAM COLONY(0507411013050800) Salinity 1/4/2009 \n", + "34 GUTLAPADU(0506236012021000) Salinity 1/4/2009 \n", + "39 GURAZADA(0608429001010100) Salinity 1/4/2009 \n", + "40 GUDEM(0608429001010102) Salinity 1/4/2009 \n", + "42 B.C,S.C&S.T COLONY(0608429004010405) Salinity 1/4/2009 \n", + "43 BEACH AREA(0608837003160300) Salinity 1/4/2009 \n", + "44 MANGINAPUDI(0608937005010500) Salinity 1/4/2009 \n", + "45 MARRIDIBBA(0608937005030600) Salinity 1/4/2009 \n", + "46 CHEEKATIVANIPALEM(0608937012041200) Salinity 1/4/2009 \n", + "47 BODAGUNTA(0608844003020300) Salinity 1/4/2009 \n", + "48 REDDIPALEM(0608844003030300) Salinity 1/4/2009 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "water2" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "water2=water[water['Quality Parameter']==\"Fluoride\"].min()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "State Name ANDHRA PRADESH\n", + "District Name EAST GODAVARI(04)\n", + "Block Name BHIMAVARAM(36)\n", + "Panchayat Name CHOPPAKONDA(08)\n", + "Village Name GURAZADA(001 )\n", + "Habitation Name HARIJANAVADA(0505936016022300)\n", + "Quality Parameter Fluoride\n", + "Year 1/4/2009\n", + "dtype: object" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "water2" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": true + }, + "data": [ + { + "marker": { + "color": "rgba(255, 153, 51, 0.6)", + "line": { + "color": "rgba(255, 153, 51, 1.0)", + "width": 1 + } + }, + "name": "State Name", + "orientation": "v", + "text": "", + "type": "bar", + "uid": "3287bd5c-1ef6-4b78-8357-3ede14cf25c7", + "x": [ + "Fluoride", + "Salinity" + ], + "y": [ + "ANDHRA PRADESHANDHRA PRADESHANDHRA PRADESHANDHRA PRADESHANDHRA PRADESHANDHRA PRADESHANDHRA PRADESHANDHRA PRADESH", + "ANDHRA PRADESHANDHRA PRADESHANDHRA PRADESHANDHRA 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