TP01c Informe
Miguel Allara
15/9/2021
TRABAJO PRACTICO Nº1
Informe: Poblacion por comunas en de la CIudad de Bs. As.
library (tidyverse)## -- Attaching packages --------------------------------------- tidyverse 1.3.1 --## v ggplot2 3.3.5 v purrr 0.3.4
## v tibble 3.1.4 v dplyr 1.0.7
## v tidyr 1.1.3 v stringr 1.4.0
## v readr 2.0.1 v forcats 0.5.1## -- Conflicts ------------------------------------------ tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()library (sf)## Linking to GEOS 3.9.0, GDAL 3.2.1, PROJ 7.2.1Cargar dataset test2
test2 <- st_read("https://cdn.buenosaires.gob.ar/datosabiertos/datasets/informacion-censal-por-radio/caba_radios_censales.geojson", stringsAsFactors = TRUE)## Reading layer `informacion_censal_por_radio_wgs84' from data source
## `https://cdn.buenosaires.gob.ar/datosabiertos/datasets/informacion-censal-por-radio/caba_radios_censales.geojson'
## using driver `GeoJSON'
## Simple feature collection with 3554 features and 15 fields
## Geometry type: MULTIPOLYGON
## Dimension: XY
## Bounding box: xmin: -58.53152 ymin: -34.70529 xmax: -58.33514 ymax: -34.52755
## Geodetic CRS: WGS 84Cargar dataset censo
censo <- read.csv("informacion-censal-por-radio-2010.csv", stringsAsFactors = TRUE)###Encabezados
head(censo)## WKT
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## 4 MULTIPOLYGON (((-58.3679211414675 -34.6051742616164,-58.3677246250643 -34.6069133278502,-58.3680128479479 -34.6069224254327,-58.3681551318853 -34.6069644387104,-58.3683805472332 -34.6069157006283,-58.368828936543 -34.6068254468133,-58.3690821472615 -34.606767174167,-58.3692202138962 -34.6067370008297,-58.3692508180986 -34.6065895647965,-58.3693658778096 -34.6065238757988,-58.3694388120307 -34.6065019589293,-58.3696631849498 -34.6065297869317,-58.3698444435866 -34.606552622271,-58.3698461651104 -34.6065527653209,-58.369846280498 -34.6065527749091,-58.3701924554836 -34.6067716916192,-58.3701942580999 -34.6067904624654,-58.3703036812934 -34.6071908112496,-58.3705822670259 -34.6073639186097,-58.3706240431428 -34.6073898739428,-58.3707576868857 -34.6075092242001,-58.3708238998349 -34.6075851742064,-58.3709272883214 -34.6076994695499,-58.3709177655179 -34.6078389041119,-58.3721779351042 -34.6079293558925,-58.3731847364087 -34.6079929179132,-58.3735179240341 -34.6080139373185,-58.3735152807714 -34.6079368903126,-58.3735708970457 -34.6079405226344,-58.3750016982011 -34.6072030816653,-58.3755796751361 -34.6069005268443,-58.3765022819359 -34.6064175727615,-58.3765142693366 -34.6061917982487,-58.3765288717204 -34.6058256682706,-58.3765698790309 -34.6047984760462,-58.3765793937739 -34.6046573507563,-58.3766539540579 -34.6035510240969,-58.3766587039103 -34.6034050360747,-58.3752163283306 -34.6033166128095,-58.3738497535086 -34.603232875776,-58.3725751605567 -34.6031547550013,-58.3724606131028 -34.603147205272,-58.3712742602673 -34.6030691361363,-58.3710940506202 -34.6030573103966,-58.3706149965323 -34.6030257514505,-58.3704725132662 -34.6030181787688,-58.3702634299368 -34.6030071046515,-58.3700744459009 -34.6029971018129,-58.3699311110221 -34.6029895278527,-58.3691828693047 -34.6029241655204,-58.369010841054 -34.6029084695901,-58.3681856739856 -34.6028332257345,-58.3680475302255 -34.6040560083767,-58.3679211414675 -34.6051742616164)))
## 5 MULTIPOLYGON (((-58.3851326494337 -34.6039115811284,-58.383711459096 -34.6038282015075,-58.3837106354159 -34.6039784882801,-58.3836200555909 -34.6051005840969,-58.3837354593592 -34.6051072083773,-58.3849010800801 -34.6051751427687,-58.3850386271316 -34.6051839631136,-58.3850425622164 -34.6050741023789,-58.3851326494337 -34.6039115811284)))
## 6 MULTIPOLYGON (((-58.3821336065038 -34.6050143267811,-58.3821258737033 -34.6051720740155,-58.3820780919728 -34.606140810754,-58.3822098512333 -34.606146743032,-58.3834501740498 -34.606224459209,-58.3835814172853 -34.6062358828317,-58.3836145402619 -34.6051683295188,-58.3836200555909 -34.6051005840969,-58.3837106354159 -34.6039784882801,-58.383711459096 -34.6038282015075,-58.3822055302283 -34.6037398196993,-58.382150026327 -34.6046808040886,-58.3821336065038 -34.6050143267811)))
## ID CO_FRAC_RA COMUNA FRACCION RADIO TOTAL_POB T_VARON T_MUJER T_VIVIENDA
## 1 1 1_1_1 1 1 1 336 212 124 82
## 2 2 1_12_1 1 12 1 341 184 157 365
## 3 3 1_12_10 1 12 10 296 162 134 629
## 4 4 1_12_11 1 12 11 528 294 234 375
## 5 5 1_12_2 1 12 2 229 101 128 445
## 6 6 1_12_3 1 12 3 723 374 349 744
## V_PARTICUL V_COLECTIV T_HOGAR H_CON_NBI H_SIN_NBI
## 1 80 2 65 19 46
## 2 361 4 116 25 91
## 3 627 2 101 1 100
## 4 370 5 136 7 129
## 5 445 0 129 16 113
## 6 739 5 314 104 210head(test2)## Simple feature collection with 6 features and 15 fields
## Geometry type: MULTIPOLYGON
## Dimension: XY
## Bounding box: xmin: -58.38652 ymin: -34.60801 xmax: -58.35114 ymax: -34.57821
## Geodetic CRS: WGS 84
## WKT
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## 2 MULTIPOLYGON (((-58.3865223305709 -34.6039930934744,-58.3863422007972 -34.6039824875315,-58.3851326494337 -34.6039115811284,-58.3850425622164 -34.6050741023789,-58.3850386271316 -34.6051839631136,-58.3864759318777 -34.6052759292113,-58.3864951041146 -34.6051737542898,-58.3865223305709 -34.6039930934744)))
## 3 MULTIPOLYGON (((-58.3793832787935 -34.6048381774772,-58.3780064642962 -34.6047443387825,-58.3780710188837 -34.6034915199651,-58.3766587039103 -34.6034050360747,-58.3766539540579 -34.6035510240969,-58.3765793937739 -34.6046573507563,-58.3765698790309 -34.6047984760462,-58.3765288717204 -34.6058256682706,-58.3765142693366 -34.6061917982487,-58.3765022819359 -34.6064175727615,-58.3767247081353 -34.6063011760997,-58.3775080537986 -34.6058899497881,-58.3779572468383 -34.6056541975237,-58.3793790356703 -34.604907895481,-58.3793832787935 -34.6048381774772)))
## 4 MULTIPOLYGON (((-58.3679211414675 -34.6051742616164,-58.3677246250643 -34.6069133278502,-58.3680128479479 -34.6069224254327,-58.3681551318853 -34.6069644387104,-58.3683805472332 -34.6069157006283,-58.368828936543 -34.6068254468133,-58.3690821472615 -34.606767174167,-58.3692202138962 -34.6067370008297,-58.3692508180986 -34.6065895647965,-58.3693658778096 -34.6065238757988,-58.3694388120307 -34.6065019589293,-58.3696631849498 -34.6065297869317,-58.3698444435866 -34.606552622271,-58.3698461651104 -34.6065527653209,-58.369846280498 -34.6065527749091,-58.3701924554836 -34.6067716916192,-58.3701942580999 -34.6067904624654,-58.3703036812934 -34.6071908112496,-58.3705822670259 -34.6073639186097,-58.3706240431428 -34.6073898739428,-58.3707576868857 -34.6075092242001,-58.3708238998349 -34.6075851742064,-58.3709272883214 -34.6076994695499,-58.3709177655179 -34.6078389041119,-58.3721779351042 -34.6079293558925,-58.3731847364087 -34.6079929179132,-58.3735179240341 -34.6080139373185,-58.3735152807714 -34.6079368903126,-58.3735708970457 -34.6079405226344,-58.3750016982011 -34.6072030816653,-58.3755796751361 -34.6069005268443,-58.3765022819359 -34.6064175727615,-58.3765142693366 -34.6061917982487,-58.3765288717204 -34.6058256682706,-58.3765698790309 -34.6047984760462,-58.3765793937739 -34.6046573507563,-58.3766539540579 -34.6035510240969,-58.3766587039103 -34.6034050360747,-58.3752163283306 -34.6033166128095,-58.3738497535086 -34.603232875776,-58.3725751605567 -34.6031547550013,-58.3724606131028 -34.603147205272,-58.3712742602673 -34.6030691361363,-58.3710940506202 -34.6030573103966,-58.3706149965323 -34.6030257514505,-58.3704725132662 -34.6030181787688,-58.3702634299368 -34.6030071046515,-58.3700744459009 -34.6029971018129,-58.3699311110221 -34.6029895278527,-58.3691828693047 -34.6029241655204,-58.369010841054 -34.6029084695901,-58.3681856739856 -34.6028332257345,-58.3680475302255 -34.6040560083767,-58.3679211414675 -34.6051742616164)))
## 5 MULTIPOLYGON (((-58.3851326494337 -34.6039115811284,-58.383711459096 -34.6038282015075,-58.3837106354159 -34.6039784882801,-58.3836200555909 -34.6051005840969,-58.3837354593592 -34.6051072083773,-58.3849010800801 -34.6051751427687,-58.3850386271316 -34.6051839631136,-58.3850425622164 -34.6050741023789,-58.3851326494337 -34.6039115811284)))
## 6 MULTIPOLYGON (((-58.3821336065038 -34.6050143267811,-58.3821258737033 -34.6051720740155,-58.3820780919728 -34.606140810754,-58.3822098512333 -34.606146743032,-58.3834501740498 -34.606224459209,-58.3835814172853 -34.6062358828317,-58.3836145402619 -34.6051683295188,-58.3836200555909 -34.6051005840969,-58.3837106354159 -34.6039784882801,-58.383711459096 -34.6038282015075,-58.3822055302283 -34.6037398196993,-58.382150026327 -34.6046808040886,-58.3821336065038 -34.6050143267811)))
## ID CO_FRAC_RA COMUNA FRACCION RADIO TOTAL_POB T_VARON T_MUJER T_VIVIENDA
## 1 1 1_1_1 1 1 1 336 212 124 82
## 2 2 1_12_1 1 12 1 341 184 157 365
## 3 3 1_12_10 1 12 10 296 162 134 629
## 4 4 1_12_11 1 12 11 528 294 234 375
## 5 5 1_12_2 1 12 2 229 101 128 445
## 6 6 1_12_3 1 12 3 723 374 349 744
## V_PARTICUL V_COLECTIV T_HOGAR H_CON_NBI H_SIN_NBI
## 1 80 2 65 19 46
## 2 361 4 116 25 91
## 3 627 2 101 1 100
## 4 370 5 136 7 129
## 5 445 0 129 16 113
## 6 739 5 314 104 210
## geometry
## 1 MULTIPOLYGON (((-58.37249 -...
## 2 MULTIPOLYGON (((-58.38652 -...
## 3 MULTIPOLYGON (((-58.37938 -...
## 4 MULTIPOLYGON (((-58.36792 -...
## 5 MULTIPOLYGON (((-58.38513 -...
## 6 MULTIPOLYGON (((-58.38213 -...###Resumen estadistico
summary(censo)## WKT
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## MULTIPOLYGON (((-58.3575421159863 -34.6347848773512,-58.3570733614394 -34.6356297810047,-58.3575734363753 -34.6358252897074,-58.3576393520781 -34.6358513332488,-58.3583904888207 -34.636146987363,-58.3597118042625 -34.6366669295713,-58.3598727623787 -34.6367322787195,-58.3602231585536 -34.6361536115647,-58.3603656517072 -34.6359209773119,-58.3590813246693 -34.6353994537907,-58.3588846847019 -34.6353216080328,-58.3589986719793 -34.6351291636348,-58.3592660978529 -34.6346727563723,-58.3593708641904 -34.634494177469,-58.358570953467 -34.6341696839494,-58.3585004410077 -34.6341411016855,-58.3580127314009 -34.6339432129079,-58.3578917328261 -34.6341547355172,-58.3575421159863 -34.6347848773512))) : 1
## MULTIPOLYGON (((-58.3579073836394 -34.636953500262,-58.3577144047826 -34.6368757966299,-58.357250264209 -34.636692784791,-58.3571748096635 -34.6366630002768,-58.3571176652659 -34.6366404148946,-58.3566212507069 -34.6364446258303,-58.356180404354 -34.6372391259449,-58.356102898008 -34.6374222463445,-58.3560146926544 -34.6375411189679,-58.3566312336212 -34.6382408180468,-58.3568743428451 -34.63851533991,-58.356938561856 -34.6385878564061,-58.3580225376212 -34.6392269101987,-58.3583225872559 -34.6392250234145,-58.3584769964896 -34.6389492646123,-58.3584739782253 -34.6389489078272,-58.3588508130999 -34.638365971525,-58.3589781880352 -34.6381688201866,-58.3592578471528 -34.637749819129,-58.3593825854154 -34.6375473128284,-58.3595106526581 -34.6373395273522,-58.3597458022153 -34.6369420374264,-58.3598727623787 -34.6367322787195,-58.3597118042625 -34.6366669295713,-58.3583904888207 -34.636146987363,-58.35828990668 -34.6363149348129,-58.3579917421271 -34.6368142725248,-58.3579073836394 -34.636953500262))) : 1
## (Other) :3548
## ID CO_FRAC_RA COMUNA FRACCION
## Min. : 1.0 1_1_1 : 1 Min. : 1.000 Min. : 1.00
## 1st Qu.: 889.2 1_10_1 : 1 1st Qu.: 4.000 1st Qu.: 6.00
## Median :1777.5 1_10_10: 1 Median : 8.000 Median :12.00
## Mean :1777.5 1_10_11: 1 Mean : 8.008 Mean :12.38
## 3rd Qu.:2665.8 1_10_12: 1 3rd Qu.:12.000 3rd Qu.:18.00
## Max. :3554.0 1_10_13: 1 Max. :15.000 Max. :31.00
## (Other):3548
## RADIO TOTAL_POB T_VARON T_MUJER
## Min. : 1.000 Min. : 0.0 Min. : 0.0 Min. : 0.0
## 1st Qu.: 3.000 1st Qu.: 646.2 1st Qu.: 294.0 1st Qu.: 350.2
## Median : 6.000 Median : 786.0 Median : 360.0 Median : 425.0
## Mean : 5.839 Mean : 813.2 Mean : 374.1 Mean : 439.1
## 3rd Qu.: 8.000 3rd Qu.: 928.0 3rd Qu.: 428.0 3rd Qu.: 504.0
## Max. :23.000 Max. :3945.0 Max. :2012.0 Max. :1933.0
##
## T_VIVIENDA V_PARTICUL V_COLECTIV T_HOGAR
## Min. : 0.0 Min. : 0.0 Min. : 0.0000 Min. : 0.0
## 1st Qu.: 311.2 1st Qu.: 311.0 1st Qu.: 0.0000 1st Qu.: 259.0
## Median : 377.0 Median : 377.0 Median : 0.0000 Median : 310.0
## Mean : 401.4 Mean : 400.8 Mean : 0.5253 Mean : 323.6
## 3rd Qu.: 462.0 3rd Qu.: 461.0 3rd Qu.: 1.0000 3rd Qu.: 371.0
## Max. :1405.0 Max. :1405.0 Max. :14.0000 Max. :1093.0
##
## H_CON_NBI H_SIN_NBI
## Min. : 0.00 Min. : 0.0
## 1st Qu.: 2.00 1st Qu.: 242.0
## Median : 6.00 Median : 295.0
## Mean : 19.35 Mean : 304.3
## 3rd Qu.: 23.00 3rd Qu.: 352.0
## Max. :403.00 Max. :1052.0
## summary(test2)## WKT
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## MULTIPOLYGON (((-58.3570733614394 -34.6356297810047,-58.3569305441401 -34.6355739512332,-58.355716823499 -34.6350949900595,-58.3556094384728 -34.6350503873535,-58.3551575695759 -34.6358672693509,-58.3547332779161 -34.6366342428114,-58.3547317533074 -34.6366332933805,-58.3546347161041 -34.6368005315529,-58.3560125052859 -34.6375386365439,-58.3560146926544 -34.6375411189679,-58.356102898008 -34.6374222463445,-58.356180404354 -34.6372391259449,-58.3566212507069 -34.6364446258303,-58.3571176652659 -34.6366404148946,-58.3571748096635 -34.6366630002768,-58.357250264209 -34.636692784791,-58.3577144047826 -34.6368757966299,-58.3579073836394 -34.636953500262,-58.3579917421271 -34.6368142725248,-58.35828990668 -34.6363149348129,-58.3583904888207 -34.636146987363,-58.3576393520781 -34.6358513332488,-58.3575734363753 -34.6358252897074,-58.3570733614394 -34.6356297810047))) : 1
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## MULTIPOLYGON (((-58.3575421159863 -34.6347848773512,-58.3570733614394 -34.6356297810047,-58.3575734363753 -34.6358252897074,-58.3576393520781 -34.6358513332488,-58.3583904888207 -34.636146987363,-58.3597118042625 -34.6366669295713,-58.3598727623787 -34.6367322787195,-58.3602231585536 -34.6361536115647,-58.3603656517072 -34.6359209773119,-58.3590813246693 -34.6353994537907,-58.3588846847019 -34.6353216080328,-58.3589986719793 -34.6351291636348,-58.3592660978529 -34.6346727563723,-58.3593708641904 -34.634494177469,-58.358570953467 -34.6341696839494,-58.3585004410077 -34.6341411016855,-58.3580127314009 -34.6339432129079,-58.3578917328261 -34.6341547355172,-58.3575421159863 -34.6347848773512))) : 1
## MULTIPOLYGON (((-58.3579073836394 -34.636953500262,-58.3577144047826 -34.6368757966299,-58.357250264209 -34.636692784791,-58.3571748096635 -34.6366630002768,-58.3571176652659 -34.6366404148946,-58.3566212507069 -34.6364446258303,-58.356180404354 -34.6372391259449,-58.356102898008 -34.6374222463445,-58.3560146926544 -34.6375411189679,-58.3566312336212 -34.6382408180468,-58.3568743428451 -34.63851533991,-58.356938561856 -34.6385878564061,-58.3580225376212 -34.6392269101987,-58.3583225872559 -34.6392250234145,-58.3584769964896 -34.6389492646123,-58.3584739782253 -34.6389489078272,-58.3588508130999 -34.638365971525,-58.3589781880352 -34.6381688201866,-58.3592578471528 -34.637749819129,-58.3593825854154 -34.6375473128284,-58.3595106526581 -34.6373395273522,-58.3597458022153 -34.6369420374264,-58.3598727623787 -34.6367322787195,-58.3597118042625 -34.6366669295713,-58.3583904888207 -34.636146987363,-58.35828990668 -34.6363149348129,-58.3579917421271 -34.6368142725248,-58.3579073836394 -34.636953500262))) : 1
## (Other) :3548
## ID CO_FRAC_RA COMUNA FRACCION RADIO
## 1 : 1 1_1_1 : 1 1 : 330 3 : 175 1 : 351
## 10 : 1 1_10_1 : 1 13 : 306 7 : 165 2 : 349
## 100 : 1 1_10_10: 1 14 : 294 2 : 160 3 : 347
## 1000 : 1 1_10_11: 1 3 : 254 4 : 159 4 : 346
## 1001 : 1 1_10_12: 1 4 : 252 9 : 159 5 : 345
## 1002 : 1 1_10_13: 1 7 : 250 13 : 157 6 : 342
## (Other):3548 (Other):3548 (Other):1868 (Other):2579 (Other):1474
## TOTAL_POB T_VARON T_MUJER T_VIVIENDA V_PARTICUL
## 726 : 16 371 : 27 419 : 24 324 : 22 324 : 22
## 720 : 13 377 : 24 442 : 23 316 : 19 333 : 22
## 735 : 13 324 : 22 426 : 21 341 : 19 361 : 22
## 753 : 12 356 : 21 402 : 19 347 : 19 329 : 20
## 801 : 12 331 : 20 406 : 19 309 : 18 341 : 20
## 822 : 12 349 : 20 418 : 19 312 : 18 359 : 20
## (Other):3476 (Other):3420 (Other):3429 (Other):3439 (Other):3428
## V_COLECTIV T_HOGAR H_CON_NBI H_SIN_NBI
## 0 :2435 297 : 29 1 : 418 290 : 27
## 1 : 734 267 : 25 2 : 408 281 : 26
## 2 : 228 290 : 25 0 : 295 309 : 26
## 3 : 80 320 : 25 3 : 269 244 : 24
## 4 : 33 249 : 24 4 : 199 269 : 24
## 5 : 13 293 : 24 5 : 161 279 : 23
## (Other): 31 (Other):3402 (Other):1804 (Other):3404
## geometry
## MULTIPOLYGON :3554
## epsg:4326 : 0
## +proj=long...: 0
##
##
##
## ###FILTRAR Y AGRUPAR
censo.agrupado <- censo %>%
group_by(COMUNA) %>%
summarise(HOG.TOTAL = sum(T_HOGAR), POB.TOTAL = sum(TOTAL_POB), H_NBI = sum(H_CON_NBI))###GRAFICOS
ggplot()+
geom_bar(data= censo.agrupado, aes (x= COMUNA, weight=POB.TOTAL))+
labs(title = "Analisis censo 2010")
ggplot(censo.agrupado)+
geom_bar(aes(x=reorder(COMUNA, POB.TOTAL), weight=POB.TOTAL, fill=H_NBI))+
labs(title="Censo 2010:Poblacion por comuna, con indice de NBI ",
fill="NBI",
x="Comunas",
y="Poblacion",
caption="Fuente:https://data.buenosaires.gob.ar/dataset/informacion-censal-por-radio")
ggplot () +
geom_sf (data = test2, aes (fill = COMUNA))