Stats_week2
2023-09-04
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• A numeric summary of data for at least 10 columns of data
o For categorical columns, this should include unique values and counts
o For numeric columns, this includes min/max, central tendency, and some notion of distribution (e.g., quantiles)
o These summaries can be combined
# Importing the packages and reading the data set
library(readr)
library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.2 ✔ purrr 1.0.2
## ✔ forcats 1.0.0 ✔ stringr 1.5.0
## ✔ ggplot2 3.4.3 ✔ tibble 3.2.1
## ✔ lubridate 1.9.2 ✔ tidyr 1.3.0
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(dplyr)
my_data <- read_delim("C:/Users/user/Documents/Statistics/Telangana_2018_complete_weather_data.csv",delim=",")## Rows: 311157 Columns: 10
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (4): District, Mandal, Location, Date
## dbl (6): row_id, temp_min, temp_max, humidity_min, humidity_max, wind_speed
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.# finding the unique Districts using unique function
unique_districts= unique(my_data$District)
print(unique_districts)## [1] "Medchal-Malkajgiri" "Rangareddy"
## [3] "Hyderabad" "Vikarabad"
## [5] "Mahabubnagar" "Wanaparthy"
## [7] "Jogulamba-Gadwal" "Nagarkurnool"
## [9] "Yadadri-Bhongir" "Nalgonda"
## [11] "Suryapet" "Siddipet"
## [13] "Jangaon" "Mancherial"
## [15] "Warangal (U)" "Nirmal"
## [17] "Jayashankar-Bhupalpally" "Sangareddy"
## [19] "Kamareddy" "Adilabad"
## [21] "Warangal (R)" "Mahabubabad"
## [23] "Nizamabad" "Medak"
## [25] "Bhadradri-Kothagudem" "Jagtial"
## [27] "Khammam" "Peddapalli"
## [29] "Karimnagar" "Rajanna-Siricilla"
## [31] "Kumuram Bheem - Asifabad"# finding the unique mandals using unique function
unique_mandals= unique(my_data$Mandal)
print(unique_mandals)## [1] "Uppal" "Abdullapurmet" "Shaikpet"
## [4] "Balapur" "Saroornagar" "Kapra"
## [7] "Musheerabad" "Serilingampally" "Chevella"
## [10] "Pargi" "Tandur" "Kulkacherla"
## [13] "Kodangal" "Maddur" "Mahabubnagar (U)"
## [16] "Marikal" "Makthal" "Amarchintha"
## [19] "Gadwal" "Jadcherla" "Undavelli"
## [22] "Midjil" "Wanaparthy" "Kalwakurthy"
## [25] "Nagarkurnool" "Vangoor" "Achampet"
## [28] "Kollapur" "Balanagar" "Farooqnagar"
## [31] "Kothur" "Bibinagar" "Bhongir"
## [34] "Alair" "Mothkur" "Saligouraram"
## [37] "Thungaturthi" "Suryapet" "Narketpalle"
## [40] "Choutuppal" "Cheriyal" "Jangaon"
## [43] "Raghunathpalle" "Mancherial" "Dharmasagar"
## [46] "Luxettipet" "Hanamkonda" "Chinthapalle"
## [49] "Marriguda" "Khanapur" "Nirmal Rural"
## [52] "Kondamallapally" "Ghanpur (Mulug)" "Hasanparthy"
## [55] "Pedda Adesherlapalle" "Patancheruvu" "Kamareddy"
## [58] "Mulug" "Kandi" "Adilabad (Urban)"
## [61] "Peddavura" "Lingampet" "Anumula Haliya"
## [64] "Wardhannapet" "Nalgonda" "Nizamsagar"
## [67] "Narsimhulapet" "Zahirabad" "Kuravi"
## [70] "Madugulapally" "Banswada" "Peddavangara"
## [73] "Miryalaguda" "Narayankhed" "Bodhan"
## [76] "Mattampalle" "Ananthagiri" "Yedapalle"
## [79] "Narsapur" "Ramannapeta" "Mangapet"
## [82] "Ranjal" "Kowdipalle" "Nizamabad South"
## [85] "Bhadrachalam" "Manuguru" "Medak"
## [88] "Koratla" "Nandipet" "Ramayampet"
## [91] "Aswaraopeta" "Chegunta" "Makloor"
## [94] "Kataram" "Dubbak" "Siddipet (Urban)"
## [97] "Kusumanchi" "Mortad" "Thoguta"
## [100] "Bheemgal" "Khammam (Urban)" "Sirkonda"
## [103] "Gajwel" "Manoharabad" "Dichpalle"
## [106] "Domakonda" "Sultanabad" "Karimnagar_Rural"
## [109] "Huzurabad" "Husnabad" "Koheda"
## [112] "Ellanthakunta" "Yellareddipeta" "Siricilla"
## [115] "Vemulawada Rural" "Penuballi" "Madhira"
## [118] "Yellandu" "Narsampet" "Nekkonda"
## [121] "Ibrahimpatnam" "Kodimial" "Jagtial"
## [124] "Velgatoor" "Dharmapuri" "Amangal"
## [127] "Ichoda" "Adilabad Rural" "Bheempoor"
## [130] "Gadiguda" "Sirikonda" "Allapalli"
## [133] "Annapureddypalle" "Karakagudem" "Sujathanagar"
## [136] "Buggaram" "Kannaigudem" "Palimela"
## [139] "Tekumatla" "Rajoli" "Pedda Kodapgal"
## [142] "Ellandakunta" "Khammam (Rural)" "Lingapur"
## [145] "Penchikalpet" "Chinnagudur" "Gangavaram"
## [148] "Naspur" "Bachpalle" "Dundigal Gandimaisamma"
## [151] "Medipally" "Charakonda" "Adavidevulapalli"
## [154] "Narsapur G" "Soan" "Mendora"
## [157] "Gandipet" "Nandigama" "Mogdampalle"
## [160] "Komuravelli" "Revally" "Bandlaguda"
## [163] "Ameerpet" "Chityal" "Karimnagar"
## [166] "Bheemini" "Kulcharam" "Nirmal"
## [169] "Vailpur" "Dharmaram" "Kamanpur"
## [172] "Hayathnagar" "Jinnaram" "Sangareddy"
## [175] "Huzurnagar" "Veepanagandla" "Dilawarpur"
## [178] "Lokeswaram" "Chinthakani" "Chandampet"
## [181] "Asifabad" "Bazarhathnoor" "Bejjur"
## [184] "Kuntala" "Bellampally" "Kannepalli"
## [187] "Chennur" "Dahegaon" "Dandepalle"
## [190] "Gudihatnoor" "Inderavelly" "Jainoor"
## [193] "Jaipur" "Jannaram" "Kaddampeddur"
## [196] "Kagaznagar" "Kasipet" "Kerameri"
## [199] "Kotapally" "Kouthala" "Kubeer"
## [202] "Mamda" "Mandamarri" "Mudhole"
## [205] "Narnoor" "Nennal" "Neradigonda"
## [208] "Rebbena" "Sirpur_T" "Sirpur_U"
## [211] "Tamsi" "Tanur" "Utnur"
## [214] "Vemanpally" "Wankdi" "Kanagal"
## [217] "Yadagirigutta" "Vemulapalle" "Valigonda"
## [220] "Thirumalagiri" "Rajapet" "Pochampalle"
## [223] "Penpahad" "Nidamanur" "Noothankal"
## [226] "Neredcherla" "Narayanapur" "Nampalle"
## [229] "Nakrekal" "Nadigudem" "Munugode"
## [232] "Munagala" "Mothey" "Mellachervu"
## [235] "Turkapalle" "Kethepalle" "Kattangoor"
## [238] "Vemsoor" "Jajireddigudem" "Gurrampode"
## [241] "Gundlapalle" "Gundala" "Garidepalle"
## [244] "Damaracherla" "Chivvemla" "Chityala"
## [247] "Chilkur" "Chandur" "Yacharam"
## [250] "Bommalaramaram" "Athmakur (M)" "Atmakur_S"
## [253] "Atmakur" "Shayampet" "Bhupalpalle"
## [256] "Chennaraopeta" "Devaruppala" "Dornakal"
## [259] "Duggondi" "Eturunagaram" "Geesugonda"
## [262] "Ghanpur (Stn)" "Govindaraopet" "Bachannapeta"
## [265] "Gudur" "Khazipet" "Kesamudram"
## [268] "Kodakandla" "Kothaguda" "Lingalaghanpur"
## [271] "Mahabubabad" "Mogullapalle" "Nallabelly"
## [274] "Narmetta" "Palakurthi" "Parkal"
## [277] "Parvathagiri" "Raiparthy" "Sangem"
## [280] "Thorrur" "Zaffergadh" "Khilla Warangal"
## [283] "Shankarpalle" "Aswapuram" "Bayyaram"
## [286] "Bonakal" "Burgampadu" "Chandrugonda"
## [289] "Cherla" "Dummugudem" "Enkuru"
## [292] "Garla" "Vikarabad" "Julurpad"
## [295] "Kalluru" "Kamepalle" "Konijerla"
## [298] "Laxmidevipalli" "Mudigonda" "Mulakalapalle"
## [301] "Nelakondapalle" "Pinapaka" "Sathupalle"
## [304] "Singareni" "Tekulapalle" "Thallada"
## [307] "Tirumalayapalem" "Nawabpet" "Venkatapuram"
## [310] "Wazeed" "Wyra" "Kandukur"
## [313] "Dharur" "Ghatkesar" "Keesara"
## [316] "Maheshwaram" "Manchal" "Pudur"
## [319] "Shamirpet" "Gandeed" "Doma"
## [322] "Addakal" "Amrabad" "Balmoor"
## [325] "Bhoothpur" "Bijinapalle" "Bomraspeta"
## [328] "Chinna_chintha_kunta" "Damaragidda" "Devarakadara"
## [331] "Dhanwada" "Doulthabad" "Ghanpur"
## [334] "Ghattu" "Gopalpeta" "Hanwada"
## [337] "Itikyal" "Keshampet" "Kodair"
## [340] "Koilkonda" "Kondurg" "Kothakota"
## [343] "Kosgi" "Lingal" "Madgul"
## [346] "Maganoor" "Maldakal" "Manopad"
## [349] "Narayanpet" "Narva" "Pebbair"
## [352] "Peddakothapalle" "Peddamandadi" "Tadoor"
## [355] "Thalakondapally" "Telkapalle" "Thimmajipeta"
## [358] "Uppunuthala" "Utkoor" "Waddepalle"
## [361] "Alladurg" "Andhole" "Saidabad"
## [364] "Chinnakodur" "Hathanoora" "Doultabad"
## [367] "Tirumalagiri" "Havelighanpur" "Jagadevpur"
## [370] "Ramchandrapuram" "Kondapur" "Jharasangam"
## [373] "Kalher" "Kangti" "Kohir"
## [376] "Manoor" "Mirdoddi" "Sadasivpet"
## [379] "Munipalli" "Nanganur" "Nizampet"
## [382] "Nyalkal" "Raikode" "Regode"
## [385] "Shankarampet_A" "Shankarampet_ R" "Shivampet"
## [388] "Tekmal" "Wargal" "Yeldurthy"
## [391] "Mominpet" "Bantwaram" "Marpalle"
## [394] "Basheerabad" "Malkajgiri" "Basar"
## [397] "Pembi" "Kukatpally" "Peddemul"
## [400] "Qutballapur" "Yelal" "Bejjanki"
## [403] "Bheemadevarapalle" "Boinpalle" "Chandurthi"
## [406] "Chigurumamidi" "Choppadandi" "Elgaid"
## [409] "Elkathurthi" "Gambhiraopeta" "Gangadhara"
## [412] "Gollapalle" "Julapalle" "Ramagiri"
## [415] "Kathlapur" "Shankarapatnam" "Konaraopeta"
## [418] "Manakondur" "Mallapur" "Malial"
## [421] "Manthani" "Medipalle" "Metpalle"
## [424] "Mustabad" "Mutharam_Mahadevpur" "Mutharam Manthani"
## [427] "Odela" "Pegadapalle" "Raikal"
## [430] "Ramadugu" "V Saidapur" "Sarangapur"
## [433] "Srirampur" "Thimmapur" "Veenavanka"
## [436] "Yerrupalem" "Palwancha" "Neredugommu"
## [439] "Addagudur" "Inole" "Chilpur"
## [442] "Machareddy" "Balkonda" "Bhiknur"
## [445] "Bibipet" "Tadwai" "Sadasivanagar"
## [448] "Tirumalagiri Sagar" "Birkoor" "Dharpalle"
## [451] "Gandhari" "Jakranpalle" "Jukkal"
## [454] "Kotgiri" "Madnur" "Nagireddypet"
## [457] "Navipet" "Mugpal" "Pitlam"
## [460] "Varni" "Yellareddy" "Marredpally"
## [463] "Secunderabad" "Himayatnagar" "Khairatabad"
## [466] "Asifnagar" "Amberpet" "Bahadurpura"
## [469] "Golkonda" "Nampally" "Charminar"
## [472] "Gannervaram" "Musapet" "Aiza"
## [475] "Kadthal" "Rajapur" "Choudergudem"
## [478] "Mahabubnagar Rural" "Urkonda" "Pangal"
## [481] "Pentlavelli" "Chinnambavi" "Veldanda"
## [484] "Padra" "Madanapur" "Akkannapeta"
## [487] "Rajampet" "Armur" "Bichkunda"
## [490] "Indalwai" "Kammarpalle" "Rudrangi"
## [493] "Yergatla" "Ramareddy" "Rudrur"
## [496] "Bhainsa" "Boath" "Jainath"
## [499] "Kaddam Peddur" "Laxmanchanda" "Hajipur"
## [502] "Talamadugu" "Mavala" "Bheemaram"
## [505] "Dastuarabad" "Jammikunta" "Kamalapur"
## [508] "Kothapalle" "Mahadevpur" "Malhalrrao"
## [511] "Peddapalli" "Antargoan" "Palakurthy"
## [514] "Ramagundam" "Beerpur" "Thangallapalle"
## [517] "Vemulawada" "Veernapalle" "Jagitial Rural"
## [520] "Rajendranagar" "Rayapole" "Markook"
## [523] "Gummadidala" "Devarakonda" "Kodad"
## [526] "Chinthalapalem" "Palakeedu" "Thipparthi"
## [529] "Mootakondur" "Thripuraram" "Dammapeta"
## [532] "Raghunadhapalem" "Damera" "Velair"
## [535] "Maripeda" "Danthalapalle" "Nellikudur"
## [538] "Venkatapur" "Regonda" "Tadvai"
## [541] "Warangal" "Shamshabad" "Shabad"
## [544] "Moinabad" "Medchal" "Kotepally"
## [547] "Kondapak" "Papannapet" "Chilpched"
## [550] "Siddipet (Rural)" "Tupran" "Narsingi"
## [553] "Pulkal" "Chunchupally" "Chintalamanepally"
## [556] "Tiryani" "Alwal" "Bela"
## [559] "Kotapalle" "Krishna" "Tharigoppula"
## [562] "Alampur" "Kaloor_Timmanadoddi" "Nasurullabad"
## [565] "Mupkal" "Nizamabad North" "Nizamabad Rural"
## [568] "Ameenapur" "Nagalgidda" "Sirgapoor"
## [571] "Watpalle" "Maddirala" "Nagaram"
## [574] "Srirangapur" "Bela " "Boath "
## [577] "Jainad" "Jainad " "Talamadugu "
## [580] "Dammapeta " "Shaikpet " "Velgatoor "
## [583] "Mahadevpur " "Malharrao " "Mutharam Mahadevpur"
## [586] "Regonda " "Tadvai " "Venkatapur "
## [589] "Aiza " "Kaloor Timmanadoddi" "Bhiknoor"
## [592] "Bichkunda " "Jammikunta " "Karimnagar Rural"
## [595] "Manakondur " "Khammam_Urban " "Raghunadhapalem "
## [598] "Kagaznagar " "Tiryani " "Kesamudram "
## [601] "Nellikudur " "Chinna Chintha Kunta" "Chennur "
## [604] "Jaipur " "Papannapet " "Ghatkeshar"
## [607] "Medchel " "Quthbullapur" "Veldanda "
## [610] "Thripuraram " "Bhainsa " "Laxmanchanda "
## [613] "Sarangapur " "Armur " "Kammarpalle "
## [616] "Peddapalle" "Ramagundam " "Moinabad "
## [619] "Rajendranagar " "Serilingampally " "Shabad "
## [622] "Gummadidala " "Pulkal " "Zahirabad "
## [625] "Kondapak " "Mattampalle " "Thungathurthi"
## [628] "Chinnambavi " "Pangal "# finding the unique Locations using unique function
unique_locations= unique(my_data$Location)
print(unique_locations)## [1] "Moulali "
## [2] "Turkayamjal"
## [3] "Jubileehills "
## [4] "Airport "
## [5] "Viratnagar DMRL"
## [6] "Mamidipalle "
## [7] "Malkaram "
## [8] "Musheerabad "
## [9] "Bandlaguda "
## [10] "Madhapur "
## [11] "Dharmasagar "
## [12] "Pargi "
## [13] "Tandur "
## [14] "Puttapahad "
## [15] "Kodangal "
## [16] "Maddur "
## [17] "Mahabubnagar "
## [18] "Marikal "
## [19] "Makthal "
## [20] "Amarchintha "
## [21] "Gadwal "
## [22] "Jadcherla "
## [23] "Pullur "
## [24] "Midjil "
## [25] "Wanaparthy "
## [26] "Kalwakurthy "
## [27] "Nagarkurnool "
## [28] "Kistampalle "
## [29] "Achampet "
## [30] "Kollapur "
## [31] "Balanagar "
## [32] "Shadnagar "
## [33] "Kothur "
## [34] "Bibinagar "
## [35] "Bhongir "
## [36] "Alair "
## [37] "Mothkur "
## [38] "Saligouraram "
## [39] "Thungaturthi "
## [40] "Balaram Thanda H/o Suryapet"
## [41] "Narkatpalle "
## [42] "Choutuppal "
## [43] "Mustyala"
## [44] "Vadlakonda "
## [45] "Raghunathpalle "
## [46] "Patha Mancherial "
## [47] "Shantapur "
## [48] "Mulugu Road "
## [49] "Godkondla "
## [50] "Marriguda "
## [51] "Nasarlapalle "
## [52] "Patha Yellapur"
## [53] "Akkapur "
## [54] "Kondamallapally "
## [55] "Chelpur "
## [56] "Chinthagattu "
## [57] "Kodandapuram "
## [58] "Pashamylaram "
## [59] "Patha Rajampet"
## [60] "Mulug "
## [61] "Kandi "
## [62] "Adilabad "
## [63] "Chalakurthi "
## [64] "Lingampet "
## [65] "Halia "
## [66] "Wardhannapet "
## [67] "Nalgonda "
## [68] "Hasanpally"
## [69] "Peddanagaram "
## [70] "Zahirabad "
## [71] "Ayyagaripalle "
## [72] "Madugulapally "
## [73] "Kollur"
## [74] "Waddekothapalle "
## [75] "Miryalaguda "
## [76] "Narayankhed "
## [77] "Bellal"
## [78] "Mattampalle "
## [79] "Shantinagar H/o Ananthagiri"
## [80] "Janakampet "
## [81] "Narsapur "
## [82] "Ramannapeta "
## [83] "Mangapet "
## [84] "Ranjal "
## [85] "Kowdipalle "
## [86] "Nizamabad "
## [87] "Bhadrachalam (Sub Collector Office)"
## [88] "Manuguru "
## [89] "Medak "
## [90] "Koratla "
## [91] "Ch_Kondur "
## [92] "Ramayampet "
## [93] "Aswaraopeta "
## [94] "Chegunta "
## [95] "Lakmapoor "
## [96] "Kataram "
## [97] "Habshipur "
## [98] "Siddipet "
## [99] "Kusumanchi "
## [100] "Mortad "
## [101] "Tukkapur "
## [102] "Bheemgal "
## [103] "Khammam "
## [104] "Sirikonda "
## [105] "Kodakondla "
## [106] "Manoharbad "
## [107] "Dichpalle "
## [108] "Domakonda "
## [109] "Suglampalli "
## [110] "Durshed "
## [111] "Bornapalli"
## [112] "Husnabad "
## [113] "Shanigaram "
## [114] "Ellanthakunta "
## [115] "Yellareddipeta "
## [116] "Peddur "
## [117] "Mallaram "
## [118] "Penuballi "
## [119] "Madhira "
## [120] "Yellandu "
## [121] "Laknepalle "
## [122] "Nekkonda "
## [123] "Godhuru "
## [124] "Pudur "
## [125] "Jagtial "
## [126] "Endapally-Rajarampalli "
## [127] "Dharmapuri "
## [128] "Amangal "
## [129] "Ichoda "
## [130] "Pippaldhari "
## [131] "Arli (T) "
## [132] "Lokari "
## [133] "Sirikonda (Tahsil Office)"
## [134] "Allapalli (Tahsil Office)"
## [135] "Pentlam "
## [136] "Karkagudem "
## [137] "Sujathanagar "
## [138] "Kannaigudem "
## [139] "Sarvaipet "
## [140] "Tekumatla "
## [141] "Rajoli "
## [142] "Pedda Kodapgal "
## [143] "Mallial "
## [144] "Pallegudem "
## [145] "Lingapur (PHC)"
## [146] "Elkapalle"
## [147] "Chinnagudur "
## [148] "Ganagavarm "
## [149] "Naspur "
## [150] "Bachpalle "
## [151] "D.P Pally "
## [152] "Medipally(Tahsil Office)"
## [153] "Srisingandal "
## [154] "Mulkacharla "
## [155] "Narsapur_G "
## [156] "Soan IB"
## [157] "Mendora "
## [158] "Manikonda "
## [159] "Nandigama (PHC)"
## [160] "Mogdampalle "
## [161] "Komuravelli "
## [162] "Revally "
## [163] "Bandlaguda(Tahsil Office)"
## [164] "Maitrivanam "
## [165] "Chityal (Tahsil Office)"
## [166] "Karimnagar (Collectorate)"
## [167] "Bheemini "
## [168] "Kulcharam "
## [169] "Vishwanathpet (Nirmal)"
## [170] "Vailpur "
## [171] "Bommireddypalle "
## [172] "Kamanpur "
## [173] "Hayathnagar "
## [174] "Jinnaram "
## [175] "Sangareddy (Collectorate)"
## [176] "Huzurnagar "
## [177] "Veepanagandla "
## [178] "Dilawarpur "
## [179] "Lokeswaram "
## [180] "Chinthakani "
## [181] "Chandampet "
## [182] "Asifabad "
## [183] "Bazarhathnoor "
## [184] "Bejjur "
## [185] "Kuntala "
## [186] "Bellampally "
## [187] "Kannepalli "
## [188] "Chennur "
## [189] "Dahegaon "
## [190] "Velganoor "
## [191] "Gudihatnoor "
## [192] "Heerapur "
## [193] "Jainoor "
## [194] "Jaipur "
## [195] "Jannaram "
## [196] "Kaddam Peddur "
## [197] "Kagaznagar "
## [198] "Kondapur "
## [199] "Kerameri "
## [200] "Kotapally "
## [201] "Kouthala "
## [202] "Kubeer "
## [203] "Mamda "
## [204] "Andugulapet "
## [205] "Edbid "
## [206] "Narnoor "
## [207] "Nennal "
## [208] "Neradigonda "
## [209] "Rebbena "
## [210] "Sirpur_T "
## [211] "Sirpur_U "
## [212] "Tamsi "
## [213] "Tanur "
## [214] "Utnur X Road"
## [215] "Neelwai "
## [216] "Wankdi "
## [217] "Kanagal "
## [218] "Yadagirigutta "
## [219] "Vemulapalle "
## [220] "Valigonda "
## [221] "Thirumalagiri "
## [222] "Rajapet "
## [223] "Pochampalle "
## [224] "Penpahad "
## [225] "Nidamanur "
## [226] "Nuthankal "
## [227] "Narsaiahgudem H/o Dirsencherla"
## [228] "Narayanapur "
## [229] "Nampalle "
## [230] "Nakrekal "
## [231] "Nadigudem "
## [232] "Gudapur "
## [233] "Munagala "
## [234] "Mamillagudem "
## [235] "Mellacheruvu"
## [236] "Turkapalle "
## [237] "Kethepalle "
## [238] "Kattangoor "
## [239] "Vemsoor "
## [240] "Jajireddigudem "
## [241] "Gurrampode "
## [242] "Dindi "
## [243] "Gundala "
## [244] "Garidepalle "
## [245] "Damaracherla "
## [246] "Chendupatla "
## [247] "Chityala "
## [248] "Chilkur "
## [249] "Chandur "
## [250] "Yacharam "
## [251] "Bommalaramaram "
## [252] "Athmakur (M) "
## [253] "Atmakur"
## [254] "Atmakur "
## [255] "Shayampet "
## [256] "Bhupalpalle "
## [257] "Chennaraopeta "
## [258] "Chityal "
## [259] "Devaruppala "
## [260] "Dornakal "
## [261] "Duggondi "
## [262] "Eturnagaram(Tahsil Office)"
## [263] "Geesugonda "
## [264] "Ghanpur (Stn) "
## [265] "Govindaraopet "
## [266] "Bachannapeta "
## [267] "Rebarthi "
## [268] "Gudur "
## [269] "Khazipet "
## [270] "Kesamudram "
## [271] "Mangalavaripeta "
## [272] "Kodakandla "
## [273] "Kothagudem "
## [274] "Lingalaghanpur "
## [275] "Mahabubabad "
## [276] "Mogullapalle "
## [277] "Nallabelly "
## [278] "Narmetta "
## [279] "Palakurthi "
## [280] "Parkal (Tahsil Office)"
## [281] "Parvathagiri "
## [282] "Raiparthy "
## [283] "Sangem "
## [284] "Thorrur "
## [285] "Zaffergadh "
## [286] "Urus "
## [287] "Shankarpalle "
## [288] "Aswapuram "
## [289] "Bayyaram "
## [290] "Ravinoothala "
## [291] "Burgampadu "
## [292] "Maddukuru "
## [293] "Satyanarayanapur "
## [294] "Dummugudem "
## [295] "Enkuru "
## [296] "Garla "
## [297] "Gundala (Police Station)"
## [298] "Madgul Chittempalle "
## [299] "Julurpad "
## [300] "Kalluru "
## [301] "Lingala "
## [302] "Peddagopati "
## [303] "Laxmidevipalli"
## [304] "Mudigonda "
## [305] "Mulakalapalle "
## [306] "Nelakondapalle "
## [307] "E Bayyaram "
## [308] "Sathupalle "
## [309] "Karepalle (Gate) "
## [310] "Tekulapalle "
## [311] "Thallada "
## [312] "Tirumalayapalem "
## [313] "Nawabpet "
## [314] "Alubaka(Z)"
## [315] "Wazeed "
## [316] "Wyra "
## [317] "Kandukur "
## [318] "Dharur "
## [319] "Singapur "
## [320] "Keesara "
## [321] "Maheshwaram "
## [322] "Arutla "
## [323] "Manneguda "
## [324] "Devaranjel "
## [325] "Salkaripet "
## [326] "Doma "
## [327] "Addakal "
## [328] "Amrabad "
## [329] "Kondanagolu "
## [330] "Bhoothpur "
## [331] "Bijinapalle "
## [332] "Bomraspeta "
## [333] "Chinna_Chintha_Kunta "
## [334] "Damaragidda "
## [335] "Devarakadara "
## [336] "Dhanwada "
## [337] "Doulthabad "
## [338] "Ghanpur "
## [339] "Ghattu "
## [340] "Gopalpeta "
## [341] "Hanwada "
## [342] "Keshampet "
## [343] "Kodair "
## [344] "Parpalli "
## [345] "Kondurg "
## [346] "Kanaipalle "
## [347] "Kosgi "
## [348] "Lingal "
## [349] "Madgul "
## [350] "Maganoor "
## [351] "Maldakal "
## [352] "Jallapur"
## [353] "Narayanpet "
## [354] "Narva "
## [355] "Pebbair "
## [356] "Peddakothapally "
## [357] "Peddamandadi "
## [358] "Yengampalli "
## [359] "Veljala "
## [360] "Telkapalle "
## [361] "Thimmajipeta "
## [362] "Uppununthala "
## [363] "Utkoor "
## [364] "Waddepalle "
## [365] "Alladurg "
## [366] "Ananthasagar "
## [367] "Asmanghad "
## [368] "Rudraram(Gitam)"
## [369] "Peddakodur "
## [370] "Hathnoora "
## [371] "Doulatabad "
## [372] "Tirumalagiri "
## [373] "Vadi "
## [374] "Munigadapa"
## [375] "BHEL Factory"
## [376] "Jharasangam "
## [377] "Kalher "
## [378] "Kangti "
## [379] "Kohir "
## [380] "Manoor "
## [381] "Mirdoddi "
## [382] "Sadasivpet "
## [383] "Munipalli "
## [384] "Nanganur "
## [385] "Narlapur "
## [386] "Nyalkal "
## [387] "Raikode "
## [388] "Regode "
## [389] "Shankarampet_A "
## [390] "Shankarampet_R "
## [391] "Shivampet "
## [392] "Tekmal "
## [393] "Rampur "
## [394] "Gouraram "
## [395] "Yeldurthy "
## [396] "Mominpet "
## [397] "Bantwaram "
## [398] "Marpalle "
## [399] "Basheerabad "
## [400] "Malkajgiri "
## [401] "Basar "
## [402] "Pembi "
## [403] "Peddemul "
## [404] "Qutballapur "
## [405] "Yelal "
## [406] "Bejjanki "
## [407] "Bheemadevarapalle "
## [408] "Boinpalle "
## [409] "Marrigadda "
## [410] "Chigurumamidi "
## [411] "Arnakonda "
## [412] "Elgaid "
## [413] "Elkathurthi "
## [414] "Gambhiraopeta "
## [415] "Gangadhara "
## [416] "Gollapalle P.S"
## [417] "Julapalle "
## [418] "Kalwacherla "
## [419] "Kathlapur "
## [420] "Tadikal "
## [421] "Koheda "
## [422] "Nizambad "
## [423] "Kondapalkala "
## [424] "Mallapur "
## [425] "Malial "
## [426] "Manthani "
## [427] "Medipalle "
## [428] "Metpalle "
## [429] "Mustabad "
## [430] "Mutharam_Mahadevpur "
## [431] "Mutharam Manthani "
## [432] "Odela "
## [433] "Pegadapalle "
## [434] "Raikal "
## [435] "Gundi "
## [436] "V Saidapur "
## [437] "Sarangapur "
## [438] "Srirampur "
## [439] "Nustullapur "
## [440] "Veenavanka "
## [441] "Yerrupalem "
## [442] "Yanambailu "
## [443] "Golankonda "
## [444] "Kothapalli "
## [445] "Nemmani "
## [446] "Addagudur "
## [447] "Junuthla "
## [448] "Inole "
## [449] "Kolkonda "
## [450] "Malkapur "
## [451] "Padamatikeshvapur "
## [452] "Lachapet "
## [453] "Balkonda "
## [454] "Bhiknur "
## [455] "Bibipet "
## [456] "Tadwai "
## [457] "Sadasivanagar "
## [458] "Azmapur "
## [459] "Nellikal "
## [460] "Birkoor "
## [461] "Dharpalle "
## [462] "Gandhari "
## [463] "Jakranpalle "
## [464] "Jukkal "
## [465] "Kotgiri "
## [466] "Menoor"
## [467] "Nagireddypet"
## [468] "Navipet "
## [469] "Manchippa "
## [470] "Pitlam "
## [471] "Thumpalle "
## [472] "Yedapalle "
## [473] "Machapur"
## [474] "Gorrekunta "
## [475] "West Maredpally "
## [476] "Mondamarket "
## [477] "Narayanaguda "
## [478] "Srinagarcolony "
## [479] "Asifnagar "
## [480] "Amberpet "
## [481] "Chandulal Baradari (Opp. Zoo Park)"
## [482] "Golkonda "
## [483] "Nampally "
## [484] "Qutballapur(GHMC Office)"
## [485] "Kapra (GHMC Office)"
## [486] "L.B.Nagar (GHMC Office)"
## [487] "Sardarmahal (GHMC Office)"
## [488] "Khasimpet "
## [489] "Janampeta "
## [490] "Thothinonidoddi "
## [491] "Kadthal "
## [492] "Mudwin "
## [493] "Rajapur "
## [494] "Udithyal "
## [495] "Kondareddipalle "
## [496] "Manganur "
## [497] "Dudyal "
## [498] "Oddemanu "
## [499] "Mogalgidda "
## [500] "Solipur "
## [501] "Bhichupalli (MPP School)"
## [502] "Yellikal"
## [503] "Dyagadoddi "
## [504] "Alwalpad "
## [505] "Thotapalle "
## [506] "Sangam "
## [507] "Thommidirekula "
## [508] "Serivenkatapur "
## [509] "Edira "
## [510] "Gundmal "
## [511] "Wiliyamkonda H/O Miraspalle "
## [512] "Arkapalle "
## [513] "Machanpalle "
## [514] "Burdipad "
## [515] "Undavelli "
## [516] "Urkonda "
## [517] "Peddamudnur "
## [518] "Kothapalle "
## [519] "Thoodukurthy "
## [520] "Kotakonda "
## [521] "Chinnajatram "
## [522] "Kolloor "
## [523] "Remaddula "
## [524] "Chukkapur "
## [525] "Bijwar "
## [526] "Jatprole "
## [527] "Velgonda "
## [528] "Bollampalle "
## [529] "Venkatapur "
## [530] "Ainole "
## [531] "Vankeshwar "
## [532] "Palem (ARS)"
## [533] "Donur "
## [534] "Mogalamadka "
## [535] "Jaklair "
## [536] "Chennapuraopalle "
## [537] "Madanapur (ARS)"
## [538] "Chinna Thandrapadu "
## [539] "Kummera "
## [540] "Katkur "
## [541] "Vellatur "
## [542] "Kothhamunugara "
## [543] "Argonda "
## [544] "Alur "
## [545] "Issapalle "
## [546] "Macherla "
## [547] "Magidi "
## [548] "Pulkal "
## [549] "Saloora "
## [550] "Gannaram "
## [551] "Ramalakshmanpalle "
## [552] "Sarvapur "
## [553] "Konasamandar "
## [554] "Manal "
## [555] "Issaipet "
## [556] "Dongli "
## [557] "Somoor "
## [558] "Madanpalle "
## [559] "Donkeshwar "
## [560] "Chimanpalle "
## [561] "Chinna Mavandhi "
## [562] "Yergatla "
## [563] "Koratpalle "
## [564] "Maqdumpur "
## [565] "Ramareddy "
## [566] "Rudrur (ARS)"
## [567] "Wanalpahad "
## [568] "Sonala "
## [569] "Lingapur "
## [570] "Bhoraj "
## [571] "Waddyal "
## [572] "Abdullapur "
## [573] "Ponkal "
## [574] "Hajipur "
## [575] "Ryali "
## [576] "Mujgi "
## [577] "Beervelli "
## [578] "Bharampur "
## [579] "Jankapur "
## [580] "Tandra "
## [581] "Ramnagar (ARS)"
## [582] "Bheemaram "
## [583] "Buttapur"
## [584] "Mudhole (ARS)"
## [585] "Indurthy "
## [586] "Vedurughattu "
## [587] "Jaina "
## [588] "Nerella "
## [589] "Kandikatkoor "
## [590] "Peddalingapuram "
## [591] "Gajasingaram "
## [592] "Burgupalle "
## [593] "Gandipalle "
## [594] "Thangula "
## [595] "Marripalligudem "
## [596] "Kamalapur "
## [597] "Kothaghat "
## [598] "Thiramalapur "
## [599] "Samudrala "
## [600] "Marthanpeta "
## [601] "Ailapur "
## [602] "Kaleswaram "
## [603] "Tadicherla "
## [604] "Raghavapeta "
## [605] "Maddutla "
## [606] "Gattududdenapalle "
## [607] "Veldi "
## [608] "Mannnegudem "
## [609] "Govindaram "
## [610] "Jaggasagar "
## [611] "Avunoor "
## [612] "Regulagudem "
## [613] "Palthem "
## [614] "Allipur "
## [615] "Akena Palli "
## [616] "Easalathakkallapally "
## [617] "Ramagundam "
## [618] "Kolvai "
## [619] "Kanukula "
## [620] "Renikunta "
## [621] "Gullakota "
## [622] "Maredupalle "
## [623] "Vattemla "
## [624] "Veernapalli "
## [625] "Rudrangi "
## [626] "Peddampet "
## [627] "Polasa (ARS)"
## [628] "Jammikunta (ARS)"
## [629] "Chinthakunta (ARS)"
## [630] "Kunaram (ARS)"
## [631] "Rajendranagar (ARS)"
## [632] "Begumpet "
## [633] "Pothareddipet "
## [634] "Cheekode "
## [635] "Kanduwada "
## [636] "Chatlapalli "
## [637] "Angadi Kistapur"
## [638] "Nallapalle "
## [639] "Bejgaon "
## [640] "Thummadam "
## [641] "Venkiryal "
## [642] "Maryala "
## [643] "Pullemla "
## [644] "Thimmapuram "
## [645] "Mudhigonda "
## [646] "Padamatipalli "
## [647] "Keethavarigudem H/o Rainigudem"
## [648] "Sharajpeta "
## [649] "Singarajpalli "
## [650] "Aithipamula "
## [651] "Shivannagudem "
## [652] "Edulur "
## [653] "Gondriyala "
## [654] "Thogarrai "
## [655] "Raghunadhapalem "
## [656] "Dondapadu "
## [657] "Urlugunda "
## [658] "Paladugu "
## [659] "P.Domalapalle "
## [660] "Velugu Palle "
## [661] "Medlavai "
## [662] "Alangapuram "
## [663] "Cheedella "
## [664] "Pamukunta "
## [665] "Yellanki "
## [666] "Mamidala "
## [667] "Pajjur "
## [668] "Verkat Palle "
## [669] "Tadikamalla "
## [670] "Mootakondur "
## [671] "Narketpalle "
## [672] "Pulicherla "
## [673] "Kamareddi Gudem "
## [674] "Nandanam "
## [675] "Gaddipalle (ARS)"
## [676] "Yerkaram "
## [677] "Jangaon "
## [678] "Nagula Vancha "
## [679] "Nagupalle "
## [680] "Naidupeta "
## [681] "Manchukonda "
## [682] "Konijerla "
## [683] "Banapuram "
## [684] "Pammi "
## [685] "Gangaram "
## [686] "Bachodu "
## [687] "Siripuram "
## [688] "Sadasivunipalem "
## [689] "Madhira (ARS)"
## [690] "Wyra (ARS)"
## [691] "Raghunathapalem "
## [692] "Ammanagal "
## [693] "Damera "
## [694] "Peddapendyala "
## [695] "Velair "
## [696] "Perumandla Sankeesa "
## [697] "Thatikonda "
## [698] "Kondaparthy "
## [699] "Naagaram "
## [700] "Mallur "
## [701] "Maripeda "
## [702] "Medapalle "
## [703] "Danthalapalle "
## [704] "Munugalvedu "
## [705] "Enugal "
## [706] "Kothapallegori "
## [707] "Mallala (ARS)"
## [708] "Kapulakanaparthy "
## [709] "Velturlapalli "
## [710] "Kunoor "
## [711] "Kasimdevpeta "
## [712] "Medaram "
## [713] "Vavilala "
## [714] "Kasibugga"
## [715] "Upparagudem "
## [716] "Kommulavancha "
## [717] "Redlawada "
## [718] "Pulakurthi "
## [719] "Mallampalli "
## [720] "Shapur Nagar "
## [721] "Yerraram "
## [722] "Pedda Shapur "
## [723] "Chandanavally "
## [724] "Abdullapurmet "
## [725] "Reddy Palle "
## [726] "Dandumailaram "
## [727] "Mangalpalle "
## [728] "Meerkhanpet "
## [729] "Rachulur "
## [730] "Chowdapur "
## [731] "Mujahidpur "
## [732] "Ameerpet "
## [733] "Mankhal "
## [734] "Bodakonda "
## [735] "Proddatur "
## [736] "Bandamadharam "
## [737] "Kethireddipalli "
## [738] "Rapole "
## [739] "Kotepally "
## [740] "Peddaumanthal "
## [741] "Tallapally "
## [742] "Nagaram(Thorrimamidi) "
## [743] "Kesavaram "
## [744] "Aliyabad "
## [745] "Mohammadabad "
## [746] "Nallavelli "
## [747] "Dhavalapur "
## [748] "Tandur(A) (ARS)"
## [749] "Nagapur "
## [750] "Pallepahad "
## [751] "Thimmareddipalle "
## [752] "Bujarampet "
## [753] "Digwal "
## [754] "Pathur "
## [755] "Algole "
## [756] "Gajwel (Tahsil Office)"
## [757] "Gunegal(CRIDA)"
## [758] "Satwar "
## [759] "Kamkole "
## [760] "Pochatpalli "
## [761] "Chitkul "
## [762] "Raghavapur "
## [763] "Islampur "
## [764] "Mangalparthy "
## [765] "Almaipet "
## [766] "Shivanooru "
## [767] "Nathinoipalle "
## [768] "Kothapet "
## [769] "Lakshmipur "
## [770] "Venkatraopet "
## [771] "Sardhana "
## [772] "Lingaipalle "
## [773] "Bodaget "
## [774] "Lakshmisagar "
## [775] "Gundla Machanur "
## [776] "Chippalturthi "
## [777] "Dongal Dharmaram "
## [778] "Ramaram "
## [779] "Kallakal "
## [780] "Kurnavalli "
## [781] "Gowraram "
## [782] "Garimellapadu "
## [783] "Thimmaraopeta "
## [784] "Kakarvai "
## [785] "Ravindranagar "
## [786] "Okulam "
## [787] "Ginnedari "
## [788] "Bhojannapet "
## [789] "Gubbagurthy "
## [790] "Chillepalle (Riverbank)"
## [791] "Bollaram "
## [792] "Theldevarapalli "
## [793] "Central University (Near South Complex)"
## [794] "Mangrud (Near River)"
## [795] "Dhevulawada "
## [796] "Borampally(River Bank)"
## [797] "Venkatraopet (GP Building)"
## [798] "Adavisomanpalle (River Bank)"
## [799] "Bhadrachalam (Godavari Bank)"
## [800] "Peru (River Bank)"
## [801] "Padra(Tahsil Office)"
## [802] "Krishna "
## [803] "Bapanmodu Thanda- (River Bank)"
## [804] "Kaldurki"
## [805] "Navandgi (Near Shivalayam)"
## [806] "Jangaon"
## [807] "Ganaanka Bhavan"
## [808] "Tharigoppula "
## [809] "Alampur (Tahsil Office)"
## [810] "Kaloor_Timmanadoddi "
## [811] "Nasurullabad"
## [812] "Mupkal "
## [813] "Nizamabad_North "
## [814] "Palda "
## [815] "Kishtareddipet "
## [816] "Mukthapur"
## [817] "Sirgapoor "
## [818] "Watpalle "
## [819] "Reddiguda "
## [820] "Nagaram "
## [821] "Srirangapur "
## [822] "Adilabad"
## [823] "Pippaldhari"
## [824] "Bazarhathnoor"
## [825] "Bela "
## [826] "Arli (T)"
## [827] "Sonala"
## [828] "Pochara"
## [829] "Lokari"
## [830] "Gudihatnoor"
## [831] "Ichoda"
## [832] "Heerapur"
## [833] "Bhoraj"
## [834] "Jainad "
## [835] "Narnoor"
## [836] "Neradigonda"
## [837] "Bharampur"
## [838] "Talamadugu "
## [839] "Tamsi"
## [840] "Pentlam"
## [841] "Aswapuram"
## [842] "Aswaraopeta"
## [843] "Burgampadu"
## [844] "Maddukuru"
## [845] "Satyanarayanapur"
## [846] "Garimellapadu"
## [847] "Malkaram"
## [848] "Nagupalle"
## [849] "Naidupeta"
## [850] "Ankampalem "
## [851] "Mandalapally"
## [852] "Dummugudem"
## [853] "Julurpad"
## [854] "Karkagudem"
## [855] "Manuguru"
## [856] "Mulakalapalle"
## [857] "Sitarampatnam "
## [858] "Yanambailu"
## [859] "E Bayyaram"
## [860] "Sujathanagar"
## [861] "Tekulapalle"
## [862] "Yellandu"
## [863] "Amberpet"
## [864] "Maitrivanam"
## [865] "Asifnagar"
## [866] "Kandikal Gate"
## [867] "Golkonda"
## [868] "Narayanaguda"
## [869] "Srinagarcolony"
## [870] "West Maredpally"
## [871] "Musheerabad"
## [872] "Nampally"
## [873] "Asmanghad"
## [874] "Mondamarket"
## [875] "Jubileehills"
## [876] "Shaikpet "
## [877] "Tirumalagiri"
## [878] "Kolvai"
## [879] "Sirikonda"
## [880] "Dharmapuri"
## [881] "Jaina"
## [882] "Nerella"
## [883] "Godhuru"
## [884] "Jagtial"
## [885] "Kathlapur"
## [886] "Pudur"
## [887] "Thiramalapur"
## [888] "Ailapur"
## [889] "Koratla"
## [890] "Maddutla"
## [891] "Malial"
## [892] "Mallapur"
## [893] "Raghavapeta"
## [894] "Govindaram"
## [895] "Mannnegudem"
## [896] "Medipalle"
## [897] "Jaggasagar"
## [898] "Metpalle"
## [899] "Pegadapalle"
## [900] "Allipur"
## [901] "Raikal"
## [902] "Sarangapur"
## [903] "Endapally Rajarampalli"
## [904] "Gullakota"
## [905] "Velgatoor "
## [906] "Bachannapeta"
## [907] "Padamatikeshvapur"
## [908] "Malkapur"
## [909] "Devaruppala"
## [910] "Kolkonda"
## [911] "Ghanpur (Stn)"
## [912] "Thatikonda"
## [913] "Gundala"
## [914] "Vadlakonda"
## [915] "Kodakandla"
## [916] "Lingalaghanpur"
## [917] "Narmetta"
## [918] "Gudur"
## [919] "Palakurthi"
## [920] "Vavilala"
## [921] "Raghunathpalle"
## [922] "Tharigoppula"
## [923] "Kunoor"
## [924] "Zaffergadh"
## [925] "Bhupalpalle"
## [926] "Eturnagaram (Tahsil Office)"
## [927] "Chelpur"
## [928] "Govindaraopet"
## [929] "Kannaigudem"
## [930] "Kataram"
## [931] "Regulagudem"
## [932] "Kaleswaram"
## [933] "Peddampet"
## [934] "Mahadevpur "
## [935] "Mallaram"
## [936] "Tadicherla"
## [937] "Koyyur "
## [938] "Mallur"
## [939] "Mangapet"
## [940] "Mogullapalle"
## [941] "Kasimdevpeta"
## [942] "Mallampalli"
## [943] "Mulug"
## [944] "Mutharam Mahadevpur"
## [945] "Sarvaipet"
## [946] "Kothapallegori"
## [947] "Regonda "
## [948] "Medaram"
## [949] "Bhoopalpally Tadvai Hubs"
## [950] "Tadvai "
## [951] "Tekumatla"
## [952] "Velturlapalli"
## [953] "Venkatapur"
## [954] "Laxmidevipeta "
## [955] "Wazeed"
## [956] "Chinna Thandrapadu"
## [957] "Thothinonidoddi"
## [958] "Aiza "
## [959] "Alwalpad"
## [960] "Dharur"
## [961] "Dyagadoddi"
## [962] "Gadwal"
## [963] "Ghattu"
## [964] "Kodandapuram"
## [965] "Kaloor Timmanadoddi"
## [966] "Burdipad"
## [967] "Maldakal"
## [968] "Rajoli"
## [969] "Pullur"
## [970] "Undavelli"
## [971] "Waddepalle"
## [972] "Bhiknoor"
## [973] "Bibipet"
## [974] "Pulkal"
## [975] "Bhichkonda "
## [976] "Birkoor"
## [977] "Domakonda"
## [978] "Gandhari"
## [979] "Ramalakshmanpalle"
## [980] "Sarvapur"
## [981] "Jukkal"
## [982] "Lingampet"
## [983] "Issaipet"
## [984] "Lachapet"
## [985] "Dongli"
## [986] "Somoor"
## [987] "Maqdumpur"
## [988] "Pedda Kodapgal"
## [989] "Pitlam"
## [990] "Argonda"
## [991] "Ramareddy"
## [992] "Sadasivanagar"
## [993] "Tadwai"
## [994] "Chigurumamidi"
## [995] "Indurthy"
## [996] "Arnakonda"
## [997] "Vedurughattu"
## [998] "Mallial"
## [999] "Burgupalle"
## [1000] "Gangadhara"
## [1001] "Khasimpet"
## [1002] "Thangula"
## [1003] "Jammikunta "
## [1004] "Durshed"
## [1005] "Gattududdenapalle"
## [1006] "Kondapalkala"
## [1007] "Veldi"
## [1008] "Edulaguttapalli"
## [1009] "Gundi"
## [1010] "Kothaghat"
## [1011] "Tadikal"
## [1012] "Nustullapur"
## [1013] "Renikunta"
## [1014] "V Saidapur"
## [1015] "Veenavanka"
## [1016] "Ravinoothala"
## [1017] "Chinthakani"
## [1018] "Nagula Vancha"
## [1019] "Enkuru"
## [1020] "Thimmaraopeta"
## [1021] "Kalluru"
## [1022] "Lingala"
## [1023] "Pallegudem"
## [1024] "Prakash Nagar(Khammam)"
## [1025] "Khanapur P.S"
## [1026] "Gubbagurthy"
## [1027] "Konijerla"
## [1028] "Peddagopati"
## [1029] "Kusumanchi"
## [1030] "Madhira"
## [1031] "Siripuram"
## [1032] "Banapuram"
## [1033] "Mudigonda"
## [1034] "Pammi"
## [1035] "Nelakondapalle"
## [1036] "Gowraram"
## [1037] "Penuballi"
## [1038] "Manchukonda"
## [1039] "Raghunathapalem"
## [1040] "Pangidi"
## [1041] "Gangaram"
## [1042] "Sadasivunipalem"
## [1043] "Sathupalle"
## [1044] "Karepalle (Gate)"
## [1045] "Kurnavalli"
## [1046] "Thallada"
## [1047] "Bachodu"
## [1048] "Kakarvai"
## [1049] "Tirumalayapalem"
## [1050] "Vemsoor"
## [1051] "Wyra"
## [1052] "Yerrupalem"
## [1053] "Asifabad"
## [1054] "Bejjur"
## [1055] "Ravindranagar"
## [1056] "Dahegaon"
## [1057] "Jainoor"
## [1058] "Kagaznagar"
## [1059] "Jambuga "
## [1060] "Kerameri"
## [1061] "Kouthala"
## [1062] "Okulam"
## [1063] "Rebbena"
## [1064] "Sirpur_T"
## [1065] "Sirpur_U"
## [1066] "Ginnedari"
## [1067] "Tiryani "
## [1068] "Wankdi"
## [1069] "Bayyaram"
## [1070] "Chinnagudur"
## [1071] "Danthalapalle"
## [1072] "Dornakal"
## [1073] "Perumandla Sankeesa"
## [1074] "Ganagavarm"
## [1075] "Garla"
## [1076] "Kesamudram"
## [1077] "Inugurthy "
## [1078] "Kothagudem"
## [1079] "Ayyagaripalle"
## [1080] "Upparagudem"
## [1081] "Ammanagal"
## [1082] "Mahabubabad"
## [1083] "Maripeda"
## [1084] "Kommulavancha"
## [1085] "Peddanagaram"
## [1086] "Munugalvedu"
## [1087] "Nellikudur "
## [1088] "Waddekothapalle"
## [1089] "Thorrur"
## [1090] "Addakal"
## [1091] "Balanagar"
## [1092] "Udithyal"
## [1093] "Bhoothpur"
## [1094] "Kothhamunugara"
## [1095] "Chinna Chintha Kunta"
## [1096] "Oddemanu"
## [1097] "Damaragidda"
## [1098] "Mogalamadka"
## [1099] "Devarakadara"
## [1100] "Dhanwada"
## [1101] "Mohammadabad"
## [1102] "Salkaripet"
## [1103] "Hanwada"
## [1104] "Jadcherla"
## [1105] "Parpalli"
## [1106] "Serivenkatapur"
## [1107] "Gundmal"
## [1108] "Kosgi"
## [1109] "Krishna"
## [1110] "Maddur"
## [1111] "Maganoor"
## [1112] "Mahabubnagar"
## [1113] "Machanpalle"
## [1114] "Jaklair"
## [1115] "Makthal"
## [1116] "Marikal"
## [1117] "Donur"
## [1118] "Kothapalle"
## [1119] "Midjil"
## [1120] "Janampeta"
## [1121] "Chinnajatram"
## [1122] "Kotakonda"
## [1123] "Narayanpet"
## [1124] "Narva"
## [1125] "Kolloor"
## [1126] "Nawabpet"
## [1127] "Rajapur"
## [1128] "Bijwar"
## [1129] "Utkoor"
## [1130] "Bellampally"
## [1131] "Bheemaram"
## [1132] "Bheemini"
## [1133] "Chennur"
## [1134] "Kommera "
## [1135] "Lingapur"
## [1136] "Velganoor"
## [1137] "Hajipur"
## [1138] "Ryali"
## [1139] "Jaipur"
## [1140] "Kundaram "
## [1141] "Jannaram"
## [1142] "Kawal Tiger Reserve - Jannaram"
## [1143] "Jankapur"
## [1144] "Kannepalli"
## [1145] "Kondapur"
## [1146] "Dhevulawada"
## [1147] "Borampally (River Bank)"
## [1148] "Kotapally"
## [1149] "Shantapur"
## [1150] "Patha Mancherial"
## [1151] "Andugulapet"
## [1152] "Naspur"
## [1153] "Nennal"
## [1154] "Tandur"
## [1155] "Neelwai"
## [1156] "Alladurg"
## [1157] "Chegunta"
## [1158] "Chitkul"
## [1159] "Nagapur"
## [1160] "Sardhana"
## [1161] "Vadi"
## [1162] "Bujarampet"
## [1163] "Kowdipalle"
## [1164] "Kulcharam"
## [1165] "Kallakal"
## [1166] "Manoharbad"
## [1167] "Medak"
## [1168] "Pathur"
## [1169] "Chippalturthi"
## [1170] "Narsapur"
## [1171] "Nathinoipalle"
## [1172] "Shivanooru"
## [1173] "Narlapur"
## [1174] "Lingaipalle"
## [1175] "Pochatpalli"
## [1176] "Minipur "
## [1177] "Dongal Dharmaram"
## [1178] "Lakshmipur"
## [1179] "Ramayampet"
## [1180] "Regode"
## [1181] "Shankarampet_R"
## [1182] "Shankarampet_A"
## [1183] "Kothapet"
## [1184] "Shivampet"
## [1185] "Bodaget"
## [1186] "Tekmal"
## [1187] "Islampur"
## [1188] "Mangalparthy"
## [1189] "Yeldurthy"
## [1190] "Bollaram"
## [1191] "Bachpalle"
## [1192] "D.P Pally"
## [1193] "Dulapally"
## [1194] "Bhagghyanagar Nandanavanam"
## [1195] "Singapur"
## [1196] "Ghanpur(NTPC)"
## [1197] "Keesara"
## [1198] "Malkajgiri"
## [1199] "Bandamadharam"
## [1200] "Medchal "
## [1201] "Medipally (Tahsil Office)"
## [1202] "Qutballapur"
## [1203] "Qutballapur (GHMC Office)"
## [1204] "Shapur Nagar"
## [1205] "Jeedimetla "
## [1206] "Aliyabad"
## [1207] "Devaranjel"
## [1208] "Kesavaram"
## [1209] "Bandlaguda"
## [1210] "Moulali"
## [1211] "Achampet"
## [1212] "Ainole"
## [1213] "Amarabad Tiger Reserve - Farahabad"
## [1214] "Amrabad"
## [1215] "Kondanagolu"
## [1216] "Kondareddipalle"
## [1217] "Bijinapalle"
## [1218] "Manganur"
## [1219] "Srisingandal"
## [1220] "Kalwakurthy"
## [1221] "Thotapalle"
## [1222] "Kodair"
## [1223] "Kollapur"
## [1224] "Lingal"
## [1225] "Kummera"
## [1226] "Nagarkurnool"
## [1227] "Peddamudnur"
## [1228] "Thoodukurthy"
## [1229] "Padra (Tahsil Office)"
## [1230] "Vankeshwar"
## [1231] "Chennapuraopalle"
## [1232] "Peddakothapally"
## [1233] "Jatprole"
## [1234] "Yengampalli"
## [1235] "Alair"
## [1236] "Telkapalle"
## [1237] "Thimmajipeta"
## [1238] "Uppununthala"
## [1239] "Vellatur"
## [1240] "Urkonda"
## [1241] "Kistampalle"
## [1242] "Bollampalle"
## [1243] "Veldanda "
## [1244] "Mulkacharla"
## [1245] "Halia"
## [1246] "Ibrahimpet"
## [1247] "Yacharam"
## [1248] "Bapanmodu Thanda (River Bank)"
## [1249] "Chandampet"
## [1250] "Theldevarapalli"
## [1251] "Chandur"
## [1252] "Pullemla"
## [1253] "Godkondla"
## [1254] "Nasarlapalle"
## [1255] "Chityala"
## [1256] "Damaracherla"
## [1257] "Thimmapuram"
## [1258] "Mudhigonda"
## [1259] "Padamatipalli"
## [1260] "Dindi"
## [1261] "Singarajpalli"
## [1262] "Yerraram"
## [1263] "Gurrampode"
## [1264] "Junuthla"
## [1265] "Kanagal"
## [1266] "Aithipamula"
## [1267] "Edulur"
## [1268] "Kattangoor"
## [1269] "Kethepalle"
## [1270] "Kondamallapally"
## [1271] "Madugulapally"
## [1272] "Marriguda"
## [1273] "Shivannagudem"
## [1274] "Miryalaguda"
## [1275] "Tadikamalla"
## [1276] "Gudapur"
## [1277] "Nakrekal"
## [1278] "Nalgonda"
## [1279] "P.Domalapalle"
## [1280] "Velugu Palle"
## [1281] "Medlavai"
## [1282] "Nampalle"
## [1283] "Narkatpalle"
## [1284] "Narketpalle"
## [1285] "Nemmani"
## [1286] "Kothapalli"
## [1287] "Nidamanur"
## [1288] "Thummadam"
## [1289] "Azmapur"
## [1290] "Ghanpur"
## [1291] "Chalakurthi"
## [1292] "Pulicherla"
## [1293] "Saligouraram"
## [1294] "Mamidala"
## [1295] "Pajjur"
## [1296] "Kamareddi Gudem"
## [1297] "Matur "
## [1298] "Nellikal"
## [1299] "Vemulapalle"
## [1300] "Basar"
## [1301] "Wanalpahad"
## [1302] "Bhainsa "
## [1303] "Dilawarpur"
## [1304] "Kaddam Peddur"
## [1305] "Kubeer"
## [1306] "Kuntala"
## [1307] "Waddyal"
## [1308] "Laxmanchanda "
## [1309] "Abdullapur"
## [1310] "Lokeswaram"
## [1311] "Mamda"
## [1312] "Ponkal"
## [1313] "Tandra"
## [1314] "Edbid"
## [1315] "Narsapur_G"
## [1316] "Akkapur"
## [1317] "Mujgi"
## [1318] "Pembi"
## [1319] "Beervelli"
## [1320] "Jam"
## [1321] "Tanur"
## [1322] "Alur"
## [1323] "Issapalle"
## [1324] "Macherla"
## [1325] "Magidi"
## [1326] "Perkit"
## [1327] "Balkonda"
## [1328] "Bheemgal"
## [1329] "Chinna Mavandhi"
## [1330] "Saloora"
## [1331] "Dharpalle"
## [1332] "Dichpalle"
## [1333] "Koratpalle"
## [1334] "Gannaram"
## [1335] "Jakranpalle"
## [1336] "Konasamandar"
## [1337] "Kammarpalle "
## [1338] "Kotgiri"
## [1339] "Lakmapoor"
## [1340] "Madanpalle"
## [1341] "Mendora"
## [1342] "Mortad"
## [1343] "Manchippa"
## [1344] "Mupkal"
## [1345] "Ch_Kondur"
## [1346] "Tondakur"
## [1347] "Navipet"
## [1348] "Nizamabad_North"
## [1349] "Palda"
## [1350] "Nizamabad"
## [1351] "Ranjal"
## [1352] "Chimanpalle"
## [1353] "Thumpalle"
## [1354] "Vailpur"
## [1355] "Janakampet"
## [1356] "Yedapalle"
## [1357] "Yergatla"
## [1358] "Akena Palli"
## [1359] "Bommireddypalle"
## [1360] "Elgaid"
## [1361] "Julapalle"
## [1362] "Kamanpur"
## [1363] "Manthani"
## [1364] "Mutharam Manthani"
## [1365] "Odela"
## [1366] "Easalathakkallapally"
## [1367] "Maredupalle"
## [1368] "Rangampally"
## [1369] "Bhojannapet"
## [1370] "Palthem"
## [1371] "Kalwacherla"
## [1372] "Ramagundam"
## [1373] "Malyala"
## [1374] "Srirampur"
## [1375] "Kanukula"
## [1376] "Suglampalli"
## [1377] "Boinpalle"
## [1378] "Marrigadda"
## [1379] "Ellanthakunta"
## [1380] "Kandikatkoor"
## [1381] "Peddalingapuram"
## [1382] "Gajasingaram"
## [1383] "Gambhiraopeta"
## [1384] "Marthanpeta"
## [1385] "Nizambad"
## [1386] "Avunoor"
## [1387] "Mustabad"
## [1388] "Manal"
## [1389] "Rudrangi"
## [1390] "Peddur"
## [1391] "Veernapalli"
## [1392] "Vattemla"
## [1393] "Yellareddipeta"
## [1394] "Abdullapurmet"
## [1395] "Amangal"
## [1396] "Airport"
## [1397] "Gurramguda"
## [1398] "Mamidipalle"
## [1399] "Dharmasagar"
## [1400] "Kanduwada"
## [1401] "Edira"
## [1402] "Mogalgidda"
## [1403] "Shadnagar"
## [1404] "Manikonda"
## [1405] "Hayathnagar"
## [1406] "Vanasthalipuram"
## [1407] "Dandumailaram"
## [1408] "Eliminedu"
## [1409] "Mangalpalle"
## [1410] "Kadthal"
## [1411] "Mudwin"
## [1412] "Kandukur"
## [1413] "Meerkhanpet"
## [1414] "Rachulur"
## [1415] "Keshampet"
## [1416] "Sangam"
## [1417] "Thommidirekula"
## [1418] "Kondurg"
## [1419] "Kothur"
## [1420] "Arkapalle"
## [1421] "Madgul"
## [1422] "Ameerpet"
## [1423] "Maheshwaram"
## [1424] "Mankhal"
## [1425] "Arutla"
## [1426] "Bodakonda"
## [1427] "Chilkur Mrugvani"
## [1428] "Kethireddipalli"
## [1429] "Reddy Palle"
## [1430] "Moinabad "
## [1431] "Sivaramapalle "
## [1432] "Madhapur"
## [1433] "Guchibowli "
## [1434] "Chandanavally"
## [1435] "Tallapally"
## [1436] "Shabad "
## [1437] "Pedda Shapur"
## [1438] "Proddatur"
## [1439] "Shankarpalle"
## [1440] "Chukkapur"
## [1441] "Veljala"
## [1442] "Nallavelli"
## [1443] "Kishtareddipet"
## [1444] "Almaipet"
## [1445] "Ananthasagar"
## [1446] "Nallapalle"
## [1447] "Gummadidala "
## [1448] "Gundla Machanur"
## [1449] "Hathnoora"
## [1450] "Jharasangam"
## [1451] "Jinnaram"
## [1452] "Kalher"
## [1453] "Kandi"
## [1454] "Kangti"
## [1455] "Digwal"
## [1456] "Kohir"
## [1457] "Manoor"
## [1458] "Mogdampalle"
## [1459] "Kamkole"
## [1460] "Munipalli"
## [1461] "Narayankhed"
## [1462] "Nyalkal"
## [1463] "Pashamylaram"
## [1464] "Lakshmisagar"
## [1465] "Raikode"
## [1466] "Sadasivpet"
## [1467] "Sirgapoor"
## [1468] "Watpalle"
## [1469] "Algole"
## [1470] "Satwar"
## [1471] "Zahirabad"
## [1472] "Malchelma "
## [1473] "Gandipalle"
## [1474] "Katkur"
## [1475] "Bejjanki"
## [1476] "Chityal"
## [1477] "Peddakodur"
## [1478] "Doulatabad"
## [1479] "Cheekode"
## [1480] "Habshipur"
## [1481] "Pothareddipet"
## [1482] "Bejgaon"
## [1483] "Kodakondla"
## [1484] "Husnabad"
## [1485] "Chatlapalli"
## [1486] "Koheda"
## [1487] "Samudrala"
## [1488] "Shanigaram"
## [1489] "Komuravelli"
## [1490] "Thimmareddipalle"
## [1491] "Kondapak "
## [1492] "Rebarthi"
## [1493] "Mirdoddi"
## [1494] "Mulugu FRIC"
## [1495] "Nanganur"
## [1496] "Begumpet"
## [1497] "Ramaram"
## [1498] "Raghavapur"
## [1499] "Siddipet"
## [1500] "Pallepahad"
## [1501] "Rampur"
## [1502] "Tukkapur"
## [1503] "Venkatraopet"
## [1504] "Gouraram"
## [1505] "Gondriyala"
## [1506] "Chilkur"
## [1507] "Dondapadu"
## [1508] "Chendupatla"
## [1509] "Thirumalagiri"
## [1510] "Garidepalle"
## [1511] "Huzurnagar"
## [1512] "Arvapalli H/o Jajireddigudem"
## [1513] "Thogarrai"
## [1514] "Reddiguda"
## [1515] "Mattampalle"
## [1516] "Raghunadhapalem"
## [1517] "Peddaveedu"
## [1518] "Mamillagudem"
## [1519] "Urlugunda"
## [1520] "Munagala"
## [1521] "Nadigudem"
## [1522] "Nagaram"
## [1523] "Nuthankal"
## [1524] "Alangapuram"
## [1525] "Cheedella"
## [1526] "Penpahad"
## [1527] "Yerkaram"
## [1528] "Thungathurthi"
## [1529] "Bantwaram"
## [1530] "Nagaram(Thorrimamidi)"
## [1531] "Basheerabad"
## [1532] "Bomraspeta"
## [1533] "Dudyal"
## [1534] "Doma"
## [1535] "Doulthabad"
## [1536] "Kodangal"
## [1537] "Kotepally"
## [1538] "Chowdapur"
## [1539] "Mujahidpur"
## [1540] "Puttapahad"
## [1541] "Marpalle"
## [1542] "Mominpet"
## [1543] "Pargi"
## [1544] "Rapole"
## [1545] "Peddemul"
## [1546] "Manneguda"
## [1547] "Peddaumanthal"
## [1548] "Madgul Chittempalle"
## [1549] "Dhavalapur"
## [1550] "Yelal"
## [1551] "Amarchintha"
## [1552] "Velgonda"
## [1553] "Peddadagada "
## [1554] "Solipur"
## [1555] "Gopalpeta"
## [1556] "Kanaipalle"
## [1557] "Wiliyamkonda H/O Miraspalle"
## [1558] "Remaddula"
## [1559] "Pangal "
## [1560] "Pebbair"
## [1561] "Peddamandadi"
## [1562] "Revally"
## [1563] "Srirangapur"
## [1564] "Veepanagandla"
## [1565] "Wanaparthy"
## [1566] "Chennaraopeta"
## [1567] "Damera"
## [1568] "Pulakurthi"
## [1569] "Duggondi"
## [1570] "Geesugonda"
## [1571] "Gorrekunta"
## [1572] "Mangalavaripeta"
## [1573] "Medapalle"
## [1574] "Nallabelly"
## [1575] "Laknepalle"
## [1576] "Nekkonda"
## [1577] "Redlawada"
## [1578] "Enugal"
## [1579] "Parvathagiri"
## [1580] "Raiparthy"
## [1581] "Kapulakanaparthy"
## [1582] "Sangem"
## [1583] "Shayampet"
## [1584] "Wardhannapet"
## [1585] "Bheemadevarapalle"
## [1586] "Peddapendyala"
## [1587] "Elkathurthi"
## [1588] "Mulugu Road"
## [1589] "Chinthagattu"
## [1590] "Naagaram"
## [1591] "Inole"
## [1592] "Kondaparthy"
## [1593] "Kamalapur"
## [1594] "Marripalligudem"
## [1595] "Khazipet"
## [1596] "Urus"
## [1597] "Velair"
## [1598] "Addagudur"
## [1599] "Golankonda"
## [1600] "Sharajpeta"
## [1601] "Athmakur (M)"
## [1602] "Bhongir"
## [1603] "Nandanam"
## [1604] "Bibinagar"
## [1605] "Venkiryal"
## [1606] "Bommalaramaram"
## [1607] "Maryala"
## [1608] "Choutuppal"
## [1609] "Mootakondur"
## [1610] "Mothkur"
## [1611] "Paladugu"
## [1612] "Narayanapur"
## [1613] "Pochampalle"
## [1614] "Pamukunta"
## [1615] "Rajapet"
## [1616] "Ramannapeta"
## [1617] "Yellanki"
## [1618] "Turkapalle"
## [1619] "Valigonda"
## [1620] "Verkat Palle"
## [1621] "Yadagirigutta"# counting Districts,Location,Mandal using count function
my_data %>%
count(District,Location,Mandal)## # A tibble: 1,678 × 4
## District Location Mandal n
## <chr> <chr> <chr> <int>
## 1 Adilabad "Adilabad" "Adilabad (Urban)" 92
## 2 Adilabad "Adilabad " "Adilabad (Urban)" 275
## 3 Adilabad "Arli (T)" "Bheempoor" 92
## 4 Adilabad "Arli (T) " "Bheempoor" 275
## 5 Adilabad "Bazarhathnoor" "Bazarhathnoor" 92
## 6 Adilabad "Bazarhathnoor " "Bazarhathnoor" 274
## 7 Adilabad "Bela " "Bela " 27
## 8 Adilabad "Bharampur" "Talamadugu" 92
## 9 Adilabad "Bharampur " "Talamadugu" 274
## 10 Adilabad "Bhoraj" "Jainad" 92
## # ℹ 1,668 more rows#finding the min value in all the columns
my_data %>%
summarise(min_temp_min=min(temp_min),min_temp_max=min(temp_max),min_humidity_min=min(humidity_min)
, min_humidity_max=min(humidity_max),min_wind_speed=min( wind_speed))## # A tibble: 1 × 5
## min_temp_min min_temp_max min_humidity_min min_humidity_max min_wind_speed
## <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 2.7 16.7 0.1 4 0#finding the max value in all the columns
my_data %>%
summarise(max_temp_min=max(temp_min),max_temp_max=max(temp_max),max_humidity_min=max(humidity_min)
, max_humidity_max=max(humidity_max),max_wind_speed=max( wind_speed))## # A tibble: 1 × 5
## max_temp_min max_temp_max max_humidity_min max_humidity_max max_wind_speed
## <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 87.6 45.4 99.9 100 69#finding the median value in all the columns
my_data %>%
summarise(median_temp_min=median(temp_min),median_temp_max=median(temp_max),median_humidity_min=median(humidity_min)
, median_humidity_max=median(humidity_max),median_wind_speed=median( wind_speed))## # A tibble: 1 × 5
## median_temp_min median_temp_max median_humidity_min median_humidity_max
## <dbl> <dbl> <dbl> <dbl>
## 1 22.5 34 38.5 85.7
## # ℹ 1 more variable: median_wind_speed <dbl>#finding the mean value in all the columns
my_data %>%
summarise(mean_temp_min=mean(temp_min),mean_temp_max=mean(temp_max),mean_humidity_min=mean(humidity_min)
, mean_humidity_max=mean(humidity_max),mean_wind_speed=mean( wind_speed))## # A tibble: 1 × 5
## mean_temp_min mean_temp_max mean_humidity_min mean_humidity_max
## <dbl> <dbl> <dbl> <dbl>
## 1 21.6 34.1 41.4 83.0
## # ℹ 1 more variable: mean_wind_speed <dbl>#finding the 25th percentile value in all the columns
my_data %>%
summarise(QUANT_temp_min=quantile(temp_min,0.25),QUANT_temp_max=quantile(temp_max,0.25)
,QUANT_humidity_min=quantile(humidity_min,0.25) ,QUANT_humidity_max=quantile(humidity_max,0.25)
,QUANT_wind_speed=quantile( wind_speed,0.25))## # A tibble: 1 × 5
## QUANT_temp_min QUANT_temp_max QUANT_humidity_min QUANT_humidity_max
## <dbl> <dbl> <dbl> <dbl>
## 1 18.6 31.4 26.2 73.6
## # ℹ 1 more variable: QUANT_wind_speed <dbl>#finding the 75th percentile value in all the columns
my_data %>%
summarise(QUANT_temp_min=quantile(temp_min,0.75),QUANT_temp_max=quantile(temp_max,0.75)
,QUANT_humidity_min=quantile(humidity_min,0.75) ,QUANT_humidity_max=quantile(humidity_max,0.75)
,QUANT_wind_speed=quantile( wind_speed,0.75))## # A tibble: 1 × 5
## QUANT_temp_min QUANT_temp_max QUANT_humidity_min QUANT_humidity_max
## <dbl> <dbl> <dbl> <dbl>
## 1 24.8 36.8 53.7 96.2
## # ℹ 1 more variable: QUANT_wind_speed <dbl>• Use of aggregation functions (other than the ones used from the first bullet, above)
o I.e., use these explore something interesting about your data
#finding the InterQuartile Range in all the columns
my_data %>%
summarise(IQR_temp_min=IQR(temp_min),IQR_temp_max=IQR(temp_max),IQR_humidity_min=IQR(humidity_min)
, IQR_humidity_max=IQR(humidity_max),IQR_wind_speed=IQR( wind_speed))## # A tibble: 1 × 5
## IQR_temp_min IQR_temp_max IQR_humidity_min IQR_humidity_max IQR_wind_speed
## <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 6.2 5.4 27.5 22.6 7.4#finding the standarad Deviation value in all the columns
my_data %>%
summarise(sd_temp_min=sd(temp_min),sd_temp_max=sd(temp_max),sd_humidity_min=sd(humidity_min)
, sd_humidity_max=sd(humidity_max),sd_wind_speed=sd( wind_speed))## # A tibble: 1 × 5
## sd_temp_min sd_temp_max sd_humidity_min sd_humidity_max sd_wind_speed
## <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 4.50 4.05 19.4 14.7 6.04#finding the variance in all the columns
my_data %>%
summarise(var_temp_min=var(temp_min),var_temp_max=var(temp_max),var_humidity_min=var(humidity_min)
, var_humidity_max=var(humidity_max),var_wind_speed=var( wind_speed))## # A tibble: 1 × 5
## var_temp_min var_temp_max var_humidity_min var_humidity_max var_wind_speed
## <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 20.2 16.4 375. 215. 36.4#finding the median absolute deviation in all the columns
my_data %>%
summarise(mad_temp_min=mad(temp_min),mad_temp_max=mad(temp_max),mad_humidity_min=mad(humidity_min)
, mad_humidity_max=mad(humidity_max),mad_wind_speed=mad( wind_speed))## # A tibble: 1 × 5
## mad_temp_min mad_temp_max mad_humidity_min mad_humidity_max mad_wind_speed
## <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 4.30 4.00 19.9 16.2 5.34#finding the sum of values in all the columns
my_data %>%
summarise(sum_temp_min=sum(temp_min),sum_temp_max=sum(temp_max),sum_humidity_min=sum(humidity_min)
, sum_humidity_max=sum(humidity_max),sum_wind_speed=sum( wind_speed))## # A tibble: 1 × 5
## sum_temp_min sum_temp_max sum_humidity_min sum_humidity_max sum_wind_speed
## <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 6726858. 10617922. 12885333. 25812910. 3080499.• A visual summary of at least 5 columns of your data
o This should include distributions at least
o In addition, you should consider trends, correlations, and interactions between variables
o Use different channels (e.g., color) to show how categorical variables interact with continuous variables
# plotting the bar graph
ggplot(data=my_data)+
geom_bar(mapping=aes(x=District))+
theme(axis.text.x = element_text(angle = 45, hjust = 1))
# Plotting the same above bar graph adding aesthetics
ggplot(data=my_data)+
geom_bar(mapping=aes(x=District,color=District,fill=District))+
theme(axis.text.x = element_text(angle = 30, hjust = 1))
# plotting the scatterplot graph
ggplot(data=my_data)+
geom_point(mapping=aes(x=temp_max,y=humidity_max))
# plotting the boxplot
ggplot(data=my_data)+
geom_boxplot(mapping=aes(x=District,y=wind_speed))+
theme(axis.text.x = element_text(angle = 45, hjust = 1))
# plot the line graph
ggplot(data=my_data)+
geom_line(mapping=aes(x=temp_min,y=humidity_min))
# plot the frequency polygon which represents the same information as Histogram
ggplot(data=my_data)+
geom_freqpoly(mapping=aes(x=wind_speed),binwidth=5)
• A set of at least 5 novel questions to investigate informed by the following:
o column summaries (i.e., the above bullet)
o data documentation
o your project’s goals/purpose
#• How this weather data is useful for irrigation systems and agriculture practice?
Temperature and humidity data help farmers to understand the current weather conditions. This information can be used to adjust irrigation schedules. For example, during hot and dry periods, farmers may need to increase irrigation frequency to maintain soil moisture levels.
#• How can the weather data be used to improve the lives of communities to extreme weather events?
Weather data can be used to establish early warning systems for extreme weather events such as floods, and heatwaves. These systems can provide communities with advance notice, allowing them to take protective measures and evacuate if necessary
#• How does the average temperature, humidity, and wind speed vary across districts, mandals, and locations?
This Data set information could be useful for understanding the different climatic conditions in different parts of the region and for planning infrastructure and agriculture accordingly.
#• Are there distinct seasonal patterns in temperature or humidity data?
By using weather data, we can determine seasonal patterns. we can group the data by month or season and calculate the average temperature and humidity for each group. Plotting this data can give the seasonal trends.
#• How does wind speed correlate with temperature and humidity?
By using weather data, we can calculate the correlation between wind speed and temperature/humidity. we can create scatter plots to visualize this correlation.