Actividad 1

##Actividad 1 Paso. filtrar un barrio de interes y solo apartamentos

library(readxl)
datos = read_excel("C:/Users/asus/Desktop/Maestria/metodos y simulacion estadistica/Datos_Vivienda.xlsx")
head(datos)

Zona	piso	Estrato	precio_millon	Area_contruida	parqueaderos	Banos	Habitaciones	Tipo	Barrio	cordenada_longitud	Cordenada_latitud
Zona Sur	2	6	880	237	2	5	4	Casa	pance	-76.46300	3.43000
Zona Oeste	2	4	1200	800	3	6	7	Casa	miraflores	-76.46400	3.42800
Zona Sur	3	5	250	86	NA	2	3	Apartamento	multicentro	-76.46400	3.42900
Zona Sur	NA	6	1280	346	4	6	5	Apartamento	ciudad jardv<U+2260>n	-76.46400	3.43300
Zona Sur	2	6	1300	600	4	7	5	Casa	pance	-76.46438	3.43463
Zona Sur	3	6	513	160	2	4	4	Casa	pance	-76.46438	3.43463

ID=1:dim(datos)[1]
datos=data.frame(ID,datos)


pos=which(datos$Barrio=="pance")
datos_sub=datos[pos,]

require(RecordLinkage)

Pos2=which(jarowinkler("pance",datos$Barrio)>0.8 & datos$Tipo=="Apartamento")
datos_sub=datos[Pos2,]
head(datos_sub)

	ID	Zona	piso	Estrato	precio_millon	Area_contruida	parqueaderos	Banos	Habitaciones	Tipo	Barrio	cordenada_longitud	Cordenada_latitud
10	10	Zona Sur	6	6	690	150	2	5	4	Apartamento	pance	-76.46478	3.42783
19	19	Zona Sur	3	6	550	136	2	4	4	Apartamento	pance	-76.46554	3.42933
35	35	Zona Sur	NA	6	570	137	2	5	4	Apartamento	pance	-76.46851	3.42544
39	39	Zona Sur	4	6	510	148	2	3	3	Apartamento	pance	-76.46947	3.42527
44	44	Zona Sur	6	6	1200	211	2	3	3	Apartamento	pance	-76.47039	3.41435
46	46	Zona Sur	2	6	550	143	3	3	3	Apartamento	pance	-76.47112	3.42049

PASO 2 Exploración inicial

 ##tabla de indicadores importantes

Promedio_Area_construida=mean(datos_sub$Area_contruida,na.rm =TRUE)
Promedio_Estrato=mean(datos_sub$Estrato,na.rm =TRUE)
Promedio_precio_millon=mean(datos_sub$precio_millon,na.rm =TRUE)
mediana_precio=median(datos_sub$precio_millon,na.rm =TRUE)
cantidad_ofertas=length(datos_sub$Zona)

resultado=data.frame(Promedio_Area_construida,mediana_precio,Promedio_Estrato,Promedio_precio_millon,cantidad_ofertas)
resultado

Promedio_Area_construida	mediana_precio	Promedio_Estrato	Promedio_precio_millon	cantidad_ofertas
152.6554	600	5.92823	641.5455	209

PASO 3. Visualizacion en mapa interactivo

require(leaflet)

## Loading required package: leaflet

## Warning: package 'leaflet' was built under R version 4.1.2

datos$cordenada_longitud

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## [1170] -76.51239 -76.51250 -76.51256 -76.51263 -76.51270 -76.51273 -76.51273
## [1177] -76.51279 -76.51285 -76.51285 -76.51285 -76.51288 -76.51289 -76.51291
## [1184] -76.51294 -76.51300 -76.51300 -76.51300 -76.51300 -76.51300 -76.51300
## [1191] -76.51300 -76.51300 -76.51300 -76.51300 -76.51300 -76.51300 -76.51300
## [1198] -76.51300 -76.51301 -76.51302 -76.51305 -76.51311 -76.51315 -76.51319
## [1205] -76.51325 -76.51328 -76.51336 -76.51337 -76.51341 -76.51344 -76.51350
## [1212] -76.51350 -76.51360 -76.51360 -76.51360 -76.51367 -76.51368 -76.51372
## [1219] -76.51375 -76.51376 -76.51377 -76.51390 -76.51391 -76.51394 -76.51400
## [1226] -76.51400 -76.51400 -76.51400 -76.51400 -76.51400 -76.51400 -76.51400
## [1233] -76.51400 -76.51400 -76.51400 -76.51400 -76.51400 -76.51400 -76.51400
## [1240] -76.51400 -76.51400 -76.51408 -76.51408 -76.51408 -76.51408 -76.51411
## [1247] -76.51414 -76.51418 -76.51424 -76.51428 -76.51428 -76.51429 -76.51434
## [1254] -76.51434 -76.51434 -76.51434 -76.51434 -76.51434 -76.51437 -76.51437
## [1261] -76.51437 -76.51437 -76.51437 -76.51437 -76.51437 -76.51438 -76.51441
## [1268] -76.51441 -76.51445 -76.51448 -76.51450 -76.51453 -76.51456 -76.51463
## [1275] -76.51463 -76.51466 -76.51471 -76.51471 -76.51472 -76.51475 -76.51475
## [1282] -76.51475 -76.51476 -76.51482 -76.51482 -76.51485 -76.51486 -76.51487
## [1289] -76.51488 -76.51488 -76.51491 -76.51491 -76.51492 -76.51492 -76.51495
## [1296] -76.51496 -76.51498 -76.51500 -76.51500 -76.51500 -76.51500 -76.51500
## [1303] -76.51500 -76.51500 -76.51500 -76.51500 -76.51500 -76.51500 -76.51500
## [1310] -76.51500 -76.51500 -76.51500 -76.51500 -76.51500 -76.51500 -76.51500
## [1317] -76.51500 -76.51500 -76.51500 -76.51500 -76.51500 -76.51500 -76.51500
## [1324] -76.51500 -76.51503 -76.51511 -76.51511 -76.51512 -76.51514 -76.51514
## [1331] -76.51514 -76.51514 -76.51515 -76.51517 -76.51517 -76.51517 -76.51517
## [1338] -76.51518 -76.51521 -76.51521 -76.51521 -76.51523 -76.51524 -76.51524
## [1345] -76.51524 -76.51525 -76.51529 -76.51531 -76.51531 -76.51537 -76.51537
## [1352] -76.51538 -76.51539 -76.51540 -76.51540 -76.51541 -76.51544 -76.51544
## [1359] -76.51545 -76.51549 -76.51553 -76.51553 -76.51557 -76.51559 -76.51560
## [1366] -76.51563 -76.51563 -76.51566 -76.51566 -76.51566 -76.51566 -76.51566
## [1373] -76.51567 -76.51567 -76.51567 -76.51568 -76.51569 -76.51569 -76.51569
## [1380] -76.51572 -76.51573 -76.51574 -76.51574 -76.51578 -76.51579 -76.51581
## [1387] -76.51581 -76.51582 -76.51582 -76.51582 -76.51585 -76.51586 -76.51586
## [1394] -76.51588 -76.51590 -76.51591 -76.51592 -76.51593 -76.51593 -76.51593
## [1401] -76.51593 -76.51594 -76.51594 -76.51595 -76.51595 -76.51595 -76.51596
## [1408] -76.51598 -76.51599 -76.51600 -76.51600 -76.51600 -76.51600 -76.51600
## [1415] -76.51600 -76.51600 -76.51600 -76.51600 -76.51600 -76.51600 -76.51600
## [1422] -76.51600 -76.51600 -76.51600 -76.51600 -76.51600 -76.51600 -76.51600
## [1429] -76.51600 -76.51600 -76.51600 -76.51600 -76.51600 -76.51600 -76.51600
## [1436] -76.51600 -76.51600 -76.51600 -76.51600 -76.51600 -76.51600 -76.51600
## [1443] -76.51600 -76.51600 -76.51600 -76.51600 -76.51600 -76.51600 -76.51600
## [1450] -76.51600 -76.51600 -76.51600 -76.51600 -76.51600 -76.51600 -76.51600
## [1457] -76.51600 -76.51600 -76.51600 -76.51600 -76.51600 -76.51600 -76.51600
## [1464] -76.51600 -76.51600 -76.51600 -76.51600 -76.51600 -76.51600 -76.51600
## [1471] -76.51600 -76.51600 -76.51600 -76.51600 -76.51600 -76.51600 -76.51601
## [1478] -76.51601 -76.51602 -76.51602 -76.51602 -76.51602 -76.51604 -76.51604
## [1485] -76.51604 -76.51604 -76.51604 -76.51608 -76.51608 -76.51608 -76.51608
## [1492] -76.51608 -76.51610 -76.51611 -76.51611 -76.51613 -76.51613 -76.51615
## [1499] -76.51618 -76.51620 -76.51626 -76.51626 -76.51630 -76.51630 -76.51630
## [1506] -76.51633 -76.51634 -76.51634 -76.51634 -76.51637 -76.51641 -76.51643
## [1513] -76.51643 -76.51643 -76.51643 -76.51643 -76.51644 -76.51646 -76.51646
## [1520] -76.51649 -76.51649 -76.51649 -76.51650 -76.51650 -76.51650 -76.51650
## [1527] -76.51650 -76.51650 -76.51650 -76.51651 -76.51652 -76.51655 -76.51655
## [1534] -76.51655 -76.51658 -76.51658 -76.51658 -76.51659 -76.51659 -76.51659
## [1541] -76.51659 -76.51659 -76.51659 -76.51659 -76.51659 -76.51659 -76.51659
## [1548] -76.51659 -76.51659 -76.51659 -76.51659 -76.51659 -76.51659 -76.51659
## [1555] -76.51659 -76.51659 -76.51659 -76.51659 -76.51659 -76.51659 -76.51659
## [1562] -76.51659 -76.51659 -76.51659 -76.51659 -76.51659 -76.51659 -76.51659
## [1569] -76.51659 -76.51660 -76.51660 -76.51660 -76.51660 -76.51660 -76.51660
## [1576] -76.51660 -76.51660 -76.51660 -76.51661 -76.51661 -76.51662 -76.51663
## [1583] -76.51665 -76.51669 -76.51669 -76.51669 -76.51672 -76.51672 -76.51672
## [1590] -76.51673 -76.51673 -76.51674 -76.51677 -76.51677 -76.51678 -76.51679
## [1597] -76.51679 -76.51679 -76.51682 -76.51682 -76.51685 -76.51685 -76.51686
## [1604] -76.51686 -76.51686 -76.51686 -76.51686 -76.51686 -76.51687 -76.51687
## [1611] -76.51687 -76.51687 -76.51688 -76.51688 -76.51688 -76.51688 -76.51688
## [1618] -76.51688 -76.51688 -76.51688 -76.51689 -76.51689 -76.51689 -76.51689
## [1625] -76.51690 -76.51690 -76.51691 -76.51692 -76.51692 -76.51693 -76.51694
## [1632] -76.51694 -76.51694 -76.51694 -76.51694 -76.51694 -76.51696 -76.51697
## [1639] -76.51698 -76.51698 -76.51698 -76.51698 -76.51699 -76.51700 -76.51700
## [1646] -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700
## [1653] -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700
## [1660] -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700
## [1667] -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700
## [1674] -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700
## [1681] -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700
## [1688] -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700
## [1695] -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700
## [1702] -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700
## [1709] -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700
## [1716] -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700 -76.51700
## [1723] -76.51700 -76.51700 -76.51701 -76.51702 -76.51702 -76.51703 -76.51703
## [1730] -76.51703 -76.51703 -76.51704 -76.51707 -76.51707 -76.51708 -76.51709
## [1737] -76.51711 -76.51713 -76.51714 -76.51714 -76.51714 -76.51714 -76.51714
## [1744] -76.51714 -76.51715 -76.51716 -76.51718 -76.51720 -76.51720 -76.51720
## [1751] -76.51720 -76.51721 -76.51722 -76.51723 -76.51723 -76.51723 -76.51724
## [1758] -76.51724 -76.51725 -76.51727 -76.51729 -76.51730 -76.51730 -76.51730
## [1765] -76.51733 -76.51733 -76.51733 -76.51734 -76.51735 -76.51735 -76.51737
## [1772] -76.51738 -76.51740 -76.51742 -76.51743 -76.51743 -76.51743 -76.51745
## [1779] -76.51745 -76.51746 -76.51746 -76.51749 -76.51750 -76.51750 -76.51750
## [1786] -76.51752 -76.51752 -76.51754 -76.51754 -76.51754 -76.51755 -76.51756
## [1793] -76.51756 -76.51759 -76.51759 -76.51760 -76.51760 -76.51761 -76.51761
## [1800] -76.51763 -76.51767 -76.51768 -76.51771 -76.51771 -76.51771 -76.51771
## [1807] -76.51771 -76.51771 -76.51771 -76.51771 -76.51771 -76.51772 -76.51772
## [1814] -76.51772 -76.51772 -76.51772 -76.51772 -76.51772 -76.51776 -76.51777
## [1821] -76.51777 -76.51777 -76.51777 -76.51777 -76.51778 -76.51780 -76.51780
## [1828] -76.51783 -76.51785 -76.51785 -76.51785 -76.51787 -76.51788 -76.51789
## [1835] -76.51791 -76.51794 -76.51795 -76.51795 -76.51796 -76.51797 -76.51800
## [1842] -76.51800 -76.51800 -76.51800 -76.51800 -76.51800 -76.51800 -76.51800
## [1849] -76.51800 -76.51800 -76.51800 -76.51800 -76.51800 -76.51800 -76.51800
## [1856] -76.51800 -76.51800 -76.51800 -76.51800 -76.51800 -76.51800 -76.51800
## [1863] -76.51800 -76.51800 -76.51800 -76.51800 -76.51800 -76.51800 -76.51800
## [1870] -76.51800 -76.51800 -76.51800 -76.51800 -76.51800 -76.51800 -76.51800
## [1877] -76.51800 -76.51800 -76.51800 -76.51800 -76.51800 -76.51800 -76.51801
## [1884] -76.51801 -76.51801 -76.51801 -76.51803 -76.51803 -76.51803 -76.51803
## [1891] -76.51803 -76.51804 -76.51806 -76.51806 -76.51806 -76.51806 -76.51810
## [1898] -76.51810 -76.51811 -76.51812 -76.51812 -76.51813 -76.51814 -76.51815
## [1905] -76.51817 -76.51820 -76.51821 -76.51823 -76.51824 -76.51825 -76.51829
## [1912] -76.51830 -76.51830 -76.51832 -76.51833 -76.51834 -76.51835 -76.51836
## [1919] -76.51836 -76.51836 -76.51837 -76.51839 -76.51840 -76.51840 -76.51840
## [1926] -76.51840 -76.51840 -76.51840 -76.51840 -76.51840 -76.51840 -76.51841
## [1933] -76.51842 -76.51843 -76.51843 -76.51843 -76.51843 -76.51843 -76.51843
## [1940] -76.51846 -76.51846 -76.51847 -76.51847 -76.51847 -76.51847 -76.51847
## [1947] -76.51847 -76.51847 -76.51847 -76.51847 -76.51847 -76.51847 -76.51847
## [1954] -76.51849 -76.51849 -76.51852 -76.51853 -76.51854 -76.51855 -76.51856
## [1961] -76.51856 -76.51856 -76.51857 -76.51857 -76.51857 -76.51857 -76.51857
## [1968] -76.51857 -76.51858 -76.51858 -76.51858 -76.51859 -76.51859 -76.51862
## [1975] -76.51864 -76.51865 -76.51865 -76.51865 -76.51866 -76.51866 -76.51868
## [1982] -76.51868 -76.51868 -76.51868 -76.51868 -76.51870 -76.51871 -76.51872
## [1989] -76.51873 -76.51873 -76.51874 -76.51874 -76.51874 -76.51874 -76.51875
## [1996] -76.51875 -76.51875 -76.51875 -76.51875 -76.51875 -76.51875 -76.51875
## [2003] -76.51878 -76.51879 -76.51879 -76.51879 -76.51881 -76.51882 -76.51883
## [2010] -76.51883 -76.51883 -76.51883 -76.51884 -76.51884 -76.51884 -76.51884
## [2017] -76.51884 -76.51884 -76.51886 -76.51886 -76.51886 -76.51886 -76.51886
## [2024] -76.51888 -76.51888 -76.51888 -76.51888 -76.51889 -76.51889 -76.51889
## [2031] -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889
## [2038] -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889
## [2045] -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889
## [2052] -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889
## [2059] -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889
## [2066] -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889
## [2073] -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889
## [2080] -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889
## [2087] -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889
## [2094] -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889
## [2101] -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889
## [2108] -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889
## [2115] -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889
## [2122] -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889
## [2129] -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889 -76.51889
## [2136] -76.51890 -76.51891 -76.51891 -76.51892 -76.51892 -76.51892 -76.51892
## [2143] -76.51892 -76.51892 -76.51892 -76.51892 -76.51893 -76.51894 -76.51898
## [2150] -76.51898 -76.51899 -76.51899 -76.51899 -76.51900 -76.51900 -76.51900
## [2157] -76.51900 -76.51900 -76.51900 -76.51900 -76.51900 -76.51900 -76.51900
## [2164] -76.51900 -76.51900 -76.51900 -76.51900 -76.51900 -76.51900 -76.51900
## [2171] -76.51900 -76.51900 -76.51900 -76.51900 -76.51900 -76.51900 -76.51900
## [2178] -76.51900 -76.51900 -76.51900 -76.51900 -76.51900 -76.51900 -76.51900
## [2185] -76.51900 -76.51900 -76.51900 -76.51900 -76.51900 -76.51900 -76.51900
## [2192] -76.51900 -76.51900 -76.51900 -76.51900 -76.51900 -76.51900 -76.51900
## [2199] -76.51900 -76.51900 -76.51900 -76.51900 -76.51900 -76.51900 -76.51900
## [2206] -76.51900 -76.51900 -76.51900 -76.51900 -76.51900 -76.51900 -76.51900
## [2213] -76.51900 -76.51900 -76.51900 -76.51900 -76.51901 -76.51905 -76.51906
## [2220] -76.51907 -76.51907 -76.51908 -76.51909 -76.51909 -76.51909 -76.51911
## [2227] -76.51913 -76.51913 -76.51913 -76.51913 -76.51914 -76.51916 -76.51917
## [2234] -76.51917 -76.51917 -76.51918 -76.51922 -76.51923 -76.51923 -76.51923
## [2241] -76.51926 -76.51928 -76.51928 -76.51928 -76.51929 -76.51929 -76.51934
## [2248] -76.51935 -76.51935 -76.51938 -76.51938 -76.51939 -76.51939 -76.51939
## [2255] -76.51939 -76.51940 -76.51942 -76.51943 -76.51943 -76.51943 -76.51943
## [2262] -76.51943 -76.51943 -76.51944 -76.51945 -76.51949 -76.51952 -76.51952
## [2269] -76.51952 -76.51952 -76.51952 -76.51954 -76.51955 -76.51956 -76.51957
## [2276] -76.51957 -76.51957 -76.51958 -76.51958 -76.51959 -76.51959 -76.51959
## [2283] -76.51961 -76.51961 -76.51964 -76.51965 -76.51966 -76.51966 -76.51967
## [2290] -76.51968 -76.51968 -76.51969 -76.51969 -76.51972 -76.51972 -76.51972
## [2297] -76.51972 -76.51972 -76.51972 -76.51972 -76.51972 -76.51972 -76.51972
## [2304] -76.51972 -76.51972 -76.51972 -76.51972 -76.51972 -76.51972 -76.51972
## [2311] -76.51972 -76.51972 -76.51972 -76.51972 -76.51972 -76.51972 -76.51972
## [2318] -76.51972 -76.51972 -76.51972 -76.51972 -76.51972 -76.51972 -76.51974
## [2325] -76.51974 -76.51974 -76.51975 -76.51976 -76.51978 -76.51978 -76.51978
## [2332] -76.51978 -76.51978 -76.51978 -76.51979 -76.51979 -76.51979 -76.51979
## [2339] -76.51979 -76.51979 -76.51979 -76.51979 -76.51979 -76.51980 -76.51981
## [2346] -76.51982 -76.51985 -76.51986 -76.51986 -76.51987 -76.51991 -76.51991
## [2353] -76.51994 -76.51996 -76.51997 -76.51997 -76.51997 -76.52000 -76.52000
## [2360] -76.52000 -76.52000 -76.52000 -76.52000 -76.52000 -76.52000 -76.52000
## [2367] -76.52000 -76.52000 -76.52000 -76.52000 -76.52000 -76.52000 -76.52000
## [2374] -76.52000 -76.52000 -76.52000 -76.52000 -76.52000 -76.52000 -76.52000
## [2381] -76.52000 -76.52000 -76.52000 -76.52000 -76.52000 -76.52000 -76.52000
## [2388] -76.52000 -76.52000 -76.52000 -76.52000 -76.52000 -76.52000 -76.52000
## [2395] -76.52000 -76.52000 -76.52000 -76.52000 -76.52000 -76.52000 -76.52000
## [2402] -76.52000 -76.52000 -76.52000 -76.52000 -76.52000 -76.52001 -76.52002
## [2409] -76.52003 -76.52003 -76.52004 -76.52007 -76.52012 -76.52012 -76.52012
## [2416] -76.52013 -76.52016 -76.52016 -76.52016 -76.52017 -76.52019 -76.52019
## [2423] -76.52020 -76.52020 -76.52022 -76.52022 -76.52022 -76.52022 -76.52022
## [2430] -76.52022 -76.52022 -76.52023 -76.52023 -76.52023 -76.52023 -76.52023
## [2437] -76.52023 -76.52025 -76.52029 -76.52029 -76.52029 -76.52029 -76.52029
## [2444] -76.52029 -76.52030 -76.52030 -76.52031 -76.52032 -76.52032 -76.52032
## [2451] -76.52032 -76.52033 -76.52035 -76.52038 -76.52038 -76.52038 -76.52040
## [2458] -76.52041 -76.52042 -76.52042 -76.52043 -76.52043 -76.52044 -76.52046
## [2465] -76.52046 -76.52046 -76.52048 -76.52049 -76.52049 -76.52050 -76.52051
## [2472] -76.52055 -76.52055 -76.52055 -76.52055 -76.52055 -76.52058 -76.52059
## [2479] -76.52059 -76.52060 -76.52061 -76.52061 -76.52061 -76.52061 -76.52061
## [2486] -76.52061 -76.52061 -76.52061 -76.52061 -76.52061 -76.52062 -76.52064
## [2493] -76.52064 -76.52064 -76.52066 -76.52066 -76.52066 -76.52066 -76.52066
## [2500] -76.52066 -76.52066 -76.52066 -76.52067 -76.52068 -76.52071 -76.52072
## [2507] -76.52072 -76.52072 -76.52072 -76.52073 -76.52076 -76.52079 -76.52079
## [2514] -76.52079 -76.52080 -76.52080 -76.52081 -76.52081 -76.52081 -76.52084
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## [2535] -76.52090 -76.52091 -76.52093 -76.52093 -76.52094 -76.52094 -76.52094
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## [2549] -76.52098 -76.52100 -76.52100 -76.52100 -76.52100 -76.52100 -76.52100
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## [2605] -76.52100 -76.52100 -76.52100 -76.52100 -76.52100 -76.52100 -76.52100
## [2612] -76.52100 -76.52100 -76.52100 -76.52101 -76.52102 -76.52103 -76.52104
## [2619] -76.52105 -76.52106 -76.52106 -76.52106 -76.52106 -76.52108 -76.52109
## [2626] -76.52109 -76.52110 -76.52110 -76.52111 -76.52112 -76.52115 -76.52115
## [2633] -76.52115 -76.52115 -76.52115 -76.52116 -76.52116 -76.52116 -76.52116
## [2640] -76.52117 -76.52117 -76.52117 -76.52119 -76.52119 -76.52119 -76.52119
## [2647] -76.52119 -76.52122 -76.52122 -76.52123 -76.52123 -76.52123 -76.52123
## [2654] -76.52123 -76.52125 -76.52127 -76.52128 -76.52130 -76.52132 -76.52132
## [2661] -76.52132 -76.52133 -76.52134 -76.52136 -76.52136 -76.52136 -76.52136
## [2668] -76.52136 -76.52136 -76.52136 -76.52139 -76.52141 -76.52141 -76.52141
## [2675] -76.52142 -76.52142 -76.52143 -76.52144 -76.52145 -76.52145 -76.52146
## [2682] -76.52149 -76.52149 -76.52149 -76.52150 -76.52151 -76.52154 -76.52156
## [2689] -76.52156 -76.52156 -76.52157 -76.52158 -76.52158 -76.52158 -76.52158
## [2696] -76.52158 -76.52158 -76.52158 -76.52158 -76.52158 -76.52160 -76.52161
## [2703] -76.52162 -76.52162 -76.52163 -76.52163 -76.52167 -76.52167 -76.52167
## [2710] -76.52168 -76.52168 -76.52169 -76.52172 -76.52174 -76.52175 -76.52175
## [2717] -76.52175 -76.52175 -76.52179 -76.52179 -76.52179 -76.52179 -76.52180
## [2724] -76.52183 -76.52183 -76.52183 -76.52184 -76.52187 -76.52188 -76.52190
## [2731] -76.52191 -76.52192 -76.52193 -76.52193 -76.52193 -76.52193 -76.52196
## [2738] -76.52196 -76.52196 -76.52199 -76.52199 -76.52200 -76.52200 -76.52200
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## [2801] -76.52201 -76.52201 -76.52203 -76.52204 -76.52204 -76.52204 -76.52205
## [2808] -76.52206 -76.52207 -76.52207 -76.52207 -76.52209 -76.52210 -76.52211
## [2815] -76.52212 -76.52212 -76.52213 -76.52213 -76.52215 -76.52215 -76.52215
## [2822] -76.52215 -76.52216 -76.52216 -76.52216 -76.52216 -76.52216 -76.52218
## [2829] -76.52218 -76.52219 -76.52219 -76.52221 -76.52222 -76.52222 -76.52222
## [2836] -76.52222 -76.52222 -76.52222 -76.52222 -76.52224 -76.52224 -76.52225
## [2843] -76.52226 -76.52229 -76.52229 -76.52231 -76.52231 -76.52233 -76.52233
## [2850] -76.52235 -76.52235 -76.52235 -76.52235 -76.52235 -76.52236 -76.52237
## [2857] -76.52238 -76.52238 -76.52238 -76.52238 -76.52239 -76.52239 -76.52241
## [2864] -76.52242 -76.52247 -76.52247 -76.52247 -76.52248 -76.52248 -76.52248
## [2871] -76.52248 -76.52248 -76.52252 -76.52255 -76.52255 -76.52256 -76.52261
## [2878] -76.52261 -76.52261 -76.52262 -76.52262 -76.52262 -76.52262 -76.52262
## [2885] -76.52262 -76.52262 -76.52262 -76.52262 -76.52263 -76.52264 -76.52265
## [2892] -76.52266 -76.52266 -76.52267 -76.52267 -76.52269 -76.52269 -76.52274
## [2899] -76.52274 -76.52274 -76.52280 -76.52282 -76.52284 -76.52285 -76.52287
## [2906] -76.52287 -76.52287 -76.52293 -76.52294 -76.52295 -76.52295 -76.52295
## [2913] -76.52299 -76.52299 -76.52300 -76.52300 -76.52300 -76.52300 -76.52300
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## [2976] -76.52300 -76.52300 -76.52300 -76.52306 -76.52307 -76.52307 -76.52308
## [2983] -76.52308 -76.52310 -76.52312 -76.52312 -76.52312 -76.52312 -76.52316
## [2990] -76.52316 -76.52317 -76.52317 -76.52319 -76.52321 -76.52321 -76.52321
## [2997] -76.52322 -76.52322 -76.52323 -76.52323 -76.52325 -76.52325 -76.52327
## [3004] -76.52328 -76.52329 -76.52329 -76.52329 -76.52329 -76.52329 -76.52329
## [3011] -76.52329 -76.52330 -76.52330 -76.52330 -76.52332 -76.52334 -76.52334
## [3018] -76.52334 -76.52336 -76.52336 -76.52338 -76.52340 -76.52340 -76.52341
## [3025] -76.52344 -76.52344 -76.52344 -76.52344 -76.52345 -76.52345 -76.52346
## [3032] -76.52347 -76.52347 -76.52347 -76.52347 -76.52347 -76.52347 -76.52348
## [3039] -76.52348 -76.52348 -76.52348 -76.52349 -76.52350 -76.52350 -76.52351
## [3046] -76.52351 -76.52351 -76.52352 -76.52352 -76.52352 -76.52353 -76.52353
## [3053] -76.52353 -76.52353 -76.52353 -76.52353 -76.52353 -76.52353 -76.52353
## [3060] -76.52353 -76.52353 -76.52353 -76.52353 -76.52353 -76.52353 -76.52353
## [3067] -76.52353 -76.52353 -76.52353 -76.52353 -76.52353 -76.52353 -76.52353
## [3074] -76.52353 -76.52353 -76.52353 -76.52353 -76.52353 -76.52353 -76.52353
## [3081] -76.52353 -76.52353 -76.52354 -76.52355 -76.52355 -76.52355 -76.52355
## [3088] -76.52355 -76.52357 -76.52360 -76.52361 -76.52363 -76.52364 -76.52364
## [3095] -76.52368 -76.52370 -76.52375 -76.52375 -76.52375 -76.52375 -76.52377
## [3102] -76.52380 -76.52381 -76.52381 -76.52381 -76.52381 -76.52382 -76.52383
## [3109] -76.52386 -76.52390 -76.52390 -76.52392 -76.52392 -76.52394 -76.52398
## [3116] -76.52400 -76.52400 -76.52400 -76.52400 -76.52400 -76.52400 -76.52400
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## [3130] -76.52400 -76.52400 -76.52400 -76.52400 -76.52400 -76.52400 -76.52400
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## [3151] -76.52400 -76.52400 -76.52400 -76.52400 -76.52400 -76.52400 -76.52400
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## [3165] -76.52400 -76.52400 -76.52400 -76.52400 -76.52400 -76.52400 -76.52400
## [3172] -76.52404 -76.52404 -76.52406 -76.52406 -76.52407 -76.52407 -76.52408
## [3179] -76.52408 -76.52411 -76.52413 -76.52419 -76.52419 -76.52424 -76.52425
## [3186] -76.52428 -76.52430 -76.52431 -76.52432 -76.52435 -76.52437 -76.52441
## [3193] -76.52441 -76.52441 -76.52444 -76.52448 -76.52450 -76.52450 -76.52454
## [3200] -76.52455 -76.52456 -76.52458 -76.52458 -76.52458 -76.52458 -76.52463
## [3207] -76.52465 -76.52467 -76.52467 -76.52467 -76.52473 -76.52473 -76.52473
## [3214] -76.52474 -76.52474 -76.52474 -76.52474 -76.52475 -76.52477 -76.52479
## [3221] -76.52483 -76.52483 -76.52484 -76.52484 -76.52490 -76.52493 -76.52500
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## [3256] -76.52500 -76.52500 -76.52505 -76.52507 -76.52510 -76.52510 -76.52510
## [3263] -76.52513 -76.52514 -76.52515 -76.52515 -76.52525 -76.52526 -76.52527
## [3270] -76.52527 -76.52534 -76.52542 -76.52545 -76.52549 -76.52549 -76.52550
## [3277] -76.52553 -76.52557 -76.52561 -76.52561 -76.52561 -76.52563 -76.52563
## [3284] -76.52566 -76.52566 -76.52566 -76.52566 -76.52566 -76.52567 -76.52567
## [3291] -76.52569 -76.52569 -76.52569 -76.52569 -76.52570 -76.52573 -76.52574
## [3298] -76.52574 -76.52574 -76.52574 -76.52577 -76.52579 -76.52579 -76.52579
## [3305] -76.52581 -76.52583 -76.52586 -76.52588 -76.52588 -76.52588 -76.52588
## [3312] -76.52588 -76.52592 -76.52592 -76.52592 -76.52592 -76.52592 -76.52593
## [3319] -76.52596 -76.52598 -76.52599 -76.52599 -76.52600 -76.52600 -76.52600
## [3326] -76.52600 -76.52600 -76.52600 -76.52600 -76.52600 -76.52600 -76.52600
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## [3410] -76.52600 -76.52604 -76.52604 -76.52604 -76.52604 -76.52605 -76.52605
## [3417] -76.52606 -76.52607 -76.52610 -76.52612 -76.52613 -76.52613 -76.52616
## [3424] -76.52616 -76.52616 -76.52616 -76.52616 -76.52616 -76.52616 -76.52616
## [3431] -76.52616 -76.52616 -76.52618 -76.52618 -76.52621 -76.52621 -76.52621
## [3438] -76.52623 -76.52628 -76.52628 -76.52629 -76.52629 -76.52629 -76.52629
## [3445] -76.52630 -76.52634 -76.52634 -76.52634 -76.52636 -76.52636 -76.52638
## [3452] -76.52639 -76.52640 -76.52643 -76.52643 -76.52644 -76.52645 -76.52645
## [3459] -76.52646 -76.52646 -76.52647 -76.52647 -76.52647 -76.52647 -76.52648
## [3466] -76.52649 -76.52650 -76.52653 -76.52654 -76.52656 -76.52656 -76.52656
## [3473] -76.52658 -76.52659 -76.52659 -76.52659 -76.52660 -76.52660 -76.52662
## [3480] -76.52664 -76.52664 -76.52664 -76.52665 -76.52669 -76.52670 -76.52670
## [3487] -76.52670 -76.52673 -76.52673 -76.52673 -76.52673 -76.52675 -76.52678
## [3494] -76.52679 -76.52680 -76.52681 -76.52682 -76.52682 -76.52683 -76.52685
## [3501] -76.52686 -76.52686 -76.52690 -76.52692 -76.52694 -76.52700 -76.52700
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## [3564] -76.52707 -76.52707 -76.52707 -76.52707 -76.52707 -76.52707 -76.52708
## [3571] -76.52708 -76.52708 -76.52708 -76.52711 -76.52712 -76.52712 -76.52713
## [3578] -76.52714 -76.52714 -76.52715 -76.52716 -76.52716 -76.52717 -76.52718
## [3585] -76.52719 -76.52720 -76.52720 -76.52720 -76.52720 -76.52720 -76.52720
## [3592] -76.52720 -76.52721 -76.52721 -76.52722 -76.52722 -76.52724 -76.52724
## [3599] -76.52724 -76.52725 -76.52725 -76.52726 -76.52726 -76.52731 -76.52733
## [3606] -76.52733 -76.52733 -76.52733 -76.52733 -76.52734 -76.52734 -76.52734
## [3613] -76.52734 -76.52734 -76.52734 -76.52734 -76.52739 -76.52740 -76.52741
## [3620] -76.52741 -76.52742 -76.52742 -76.52742 -76.52742 -76.52744 -76.52744
## [3627] -76.52745 -76.52748 -76.52749 -76.52750 -76.52750 -76.52750 -76.52752
## [3634] -76.52753 -76.52753 -76.52754 -76.52754 -76.52755 -76.52756 -76.52757
## [3641] -76.52759 -76.52759 -76.52760 -76.52760 -76.52760 -76.52763 -76.52767
## [3648] -76.52767 -76.52767 -76.52768 -76.52769 -76.52772 -76.52776 -76.52778
## [3655] -76.52779 -76.52779 -76.52780 -76.52780 -76.52781 -76.52782 -76.52785
## [3662] -76.52786 -76.52786 -76.52786 -76.52786 -76.52786 -76.52787 -76.52788
## [3669] -76.52789 -76.52789 -76.52790 -76.52791 -76.52792 -76.52792 -76.52793
## [3676] -76.52793 -76.52793 -76.52793 -76.52794 -76.52795 -76.52797 -76.52797
## [3683] -76.52797 -76.52798 -76.52800 -76.52800 -76.52800 -76.52800 -76.52800
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## [3739] -76.52800 -76.52800 -76.52800 -76.52802 -76.52804 -76.52804 -76.52805
## [3746] -76.52805 -76.52810 -76.52810 -76.52810 -76.52811 -76.52812 -76.52812
## [3753] -76.52814 -76.52817 -76.52818 -76.52818 -76.52819 -76.52821 -76.52824
## [3760] -76.52824 -76.52824 -76.52825 -76.52827 -76.52827 -76.52828 -76.52830
## [3767] -76.52830 -76.52830 -76.52830 -76.52830 -76.52831 -76.52832 -76.52833
## [3774] -76.52833 -76.52834 -76.52835 -76.52836 -76.52836 -76.52840 -76.52840
## [3781] -76.52842 -76.52842 -76.52843 -76.52844 -76.52844 -76.52846 -76.52846
## [3788] -76.52848 -76.52850 -76.52850 -76.52851 -76.52853 -76.52853 -76.52854
## [3795] -76.52857 -76.52857 -76.52858 -76.52859 -76.52860 -76.52862 -76.52862
## [3802] -76.52862 -76.52862 -76.52865 -76.52867 -76.52869 -76.52870 -76.52870
## [3809] -76.52870 -76.52870 -76.52870 -76.52872 -76.52872 -76.52872 -76.52875
## [3816] -76.52875 -76.52875 -76.52876 -76.52879 -76.52879 -76.52882 -76.52882
## [3823] -76.52883 -76.52883 -76.52887 -76.52887 -76.52888 -76.52892 -76.52894
## [3830] -76.52894 -76.52894 -76.52895 -76.52895 -76.52896 -76.52896 -76.52896
## [3837] -76.52896 -76.52896 -76.52897 -76.52897 -76.52897 -76.52897 -76.52897
## [3844] -76.52897 -76.52897 -76.52897 -76.52897 -76.52897 -76.52898 -76.52898
## [3851] -76.52900 -76.52900 -76.52900 -76.52900 -76.52900 -76.52900 -76.52900
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## [3998] -76.52905 -76.52905 -76.52905 -76.52905 -76.52905 -76.52905 -76.52905
## [4005] -76.52907 -76.52908 -76.52909 -76.52909 -76.52910 -76.52910 -76.52911
## [4012] -76.52911 -76.52912 -76.52913 -76.52913 -76.52914 -76.52914 -76.52917
## [4019] -76.52917 -76.52918 -76.52921 -76.52921 -76.52921 -76.52921 -76.52922
## [4026] -76.52922 -76.52923 -76.52924 -76.52924 -76.52924 -76.52924 -76.52925
## [4033] -76.52928 -76.52928 -76.52930 -76.52930 -76.52934 -76.52934 -76.52934
## [4040] -76.52934 -76.52935 -76.52935 -76.52939 -76.52939 -76.52940 -76.52941
## [4047] -76.52943 -76.52943 -76.52944 -76.52944 -76.52944 -76.52944 -76.52946
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## [4061] -76.52953 -76.52954 -76.52956 -76.52956 -76.52956 -76.52956 -76.52956
## [4068] -76.52956 -76.52958 -76.52959 -76.52959 -76.52960 -76.52961 -76.52961
## [4075] -76.52962 -76.52964 -76.52964 -76.52964 -76.52964 -76.52964 -76.52964
## [4082] -76.52965 -76.52966 -76.52966 -76.52967 -76.52967 -76.52967 -76.52967
## [4089] -76.52967 -76.52967 -76.52967 -76.52969 -76.52973 -76.52973 -76.52975
## [4096] -76.52975 -76.52977 -76.52977 -76.52977 -76.52978 -76.52979 -76.52982
## [4103] -76.52982 -76.52983 -76.52983 -76.52983 -76.52984 -76.52984 -76.52985
## [4110] -76.52986 -76.52987 -76.52988 -76.52988 -76.52989 -76.52989 -76.52991
## [4117] -76.52991 -76.52991 -76.52991 -76.52991 -76.52991 -76.52991 -76.52994
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## [4215] -76.53012 -76.53012 -76.53012 -76.53014 -76.53015 -76.53016 -76.53016
## [4222] -76.53016 -76.53017 -76.53017 -76.53018 -76.53019 -76.53020 -76.53020
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## [4236] -76.53025 -76.53025 -76.53026 -76.53026 -76.53026 -76.53026 -76.53026
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## [4257] -76.53026 -76.53027 -76.53032 -76.53033 -76.53033 -76.53037 -76.53040
## [4264] -76.53042 -76.53042 -76.53043 -76.53044 -76.53044 -76.53045 -76.53047
## [4271] -76.53049 -76.53051 -76.53053 -76.53053 -76.53057 -76.53057 -76.53058
## [4278] -76.53058 -76.53059 -76.53059 -76.53061 -76.53063 -76.53063 -76.53063
## [4285] -76.53063 -76.53068 -76.53068 -76.53070 -76.53071 -76.53072 -76.53074
## [4292] -76.53075 -76.53075 -76.53075 -76.53076 -76.53076 -76.53076 -76.53076
## [4299] -76.53076 -76.53076 -76.53076 -76.53077 -76.53077 -76.53080 -76.53081
## [4306] -76.53083 -76.53085 -76.53085 -76.53085 -76.53086 -76.53087 -76.53088
## [4313] -76.53088 -76.53088 -76.53089 -76.53089 -76.53090 -76.53090 -76.53091
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## [4334] -76.53100 -76.53100 -76.53100 -76.53100 -76.53100 -76.53100 -76.53100
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## [4376] -76.53101 -76.53101 -76.53102 -76.53102 -76.53102 -76.53102 -76.53104
## [4383] -76.53104 -76.53104 -76.53104 -76.53105 -76.53107 -76.53108 -76.53108
## [4390] -76.53108 -76.53108 -76.53108 -76.53110 -76.53111 -76.53111 -76.53111
## [4397] -76.53112 -76.53112 -76.53117 -76.53117 -76.53119 -76.53119 -76.53119
## [4404] -76.53120 -76.53121 -76.53123 -76.53123 -76.53123 -76.53124 -76.53124
## [4411] -76.53126 -76.53128 -76.53132 -76.53132 -76.53133 -76.53133 -76.53134
## [4418] -76.53134 -76.53134 -76.53134 -76.53136 -76.53136 -76.53138 -76.53138
## [4425] -76.53144 -76.53144 -76.53145 -76.53146 -76.53149 -76.53152 -76.53152
## [4432] -76.53154 -76.53156 -76.53160 -76.53161 -76.53161 -76.53161 -76.53161
## [4439] -76.53161 -76.53161 -76.53161 -76.53162 -76.53162 -76.53162 -76.53162
## [4446] -76.53163 -76.53165 -76.53165 -76.53165 -76.53168 -76.53175 -76.53175
## [4453] -76.53175 -76.53175 -76.53175 -76.53175 -76.53175 -76.53176 -76.53179
## [4460] -76.53179 -76.53179 -76.53180 -76.53180 -76.53181 -76.53181 -76.53183
## [4467] -76.53184 -76.53184 -76.53185 -76.53187 -76.53188 -76.53188 -76.53188
## [4474] -76.53188 -76.53190 -76.53190 -76.53191 -76.53191 -76.53195 -76.53197
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## [4495] -76.53198 -76.53198 -76.53198 -76.53198 -76.53198 -76.53198 -76.53198
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## [4670] -76.53210 -76.53211 -76.53212 -76.53214 -76.53214 -76.53216 -76.53217
## [4677] -76.53218 -76.53218 -76.53218 -76.53218 -76.53218 -76.53218 -76.53220
## [4684] -76.53222 -76.53225 -76.53226 -76.53226 -76.53230 -76.53231 -76.53232
## [4691] -76.53233 -76.53233 -76.53234 -76.53235 -76.53236 -76.53236 -76.53236
## [4698] -76.53236 -76.53238 -76.53239 -76.53239 -76.53243 -76.53245 -76.53246
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## [4712] -76.53250 -76.53251 -76.53251 -76.53252 -76.53252 -76.53252 -76.53252
## [4719] -76.53253 -76.53256 -76.53256 -76.53259 -76.53260 -76.53260 -76.53260
## [4726] -76.53262 -76.53263 -76.53269 -76.53270 -76.53270 -76.53271 -76.53271
## [4733] -76.53273 -76.53273 -76.53274 -76.53274 -76.53274 -76.53276 -76.53276
## [4740] -76.53277 -76.53277 -76.53277 -76.53277 -76.53277 -76.53278 -76.53278
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## [4754] -76.53279 -76.53280 -76.53281 -76.53282 -76.53282 -76.53282 -76.53285
## [4761] -76.53285 -76.53287 -76.53287 -76.53287 -76.53287 -76.53288 -76.53291
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## [4831] -76.53307 -76.53316 -76.53318 -76.53321 -76.53323 -76.53325 -76.53325
## [4838] -76.53325 -76.53326 -76.53326 -76.53326 -76.53329 -76.53333 -76.53333
## [4845] -76.53335 -76.53336 -76.53336 -76.53336 -76.53336 -76.53338 -76.53339
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## [4978] -76.53410 -76.53411 -76.53411 -76.53411 -76.53413 -76.53413 -76.53415
## [4985] -76.53417 -76.53419 -76.53419 -76.53424 -76.53426 -76.53428 -76.53429
## [4992] -76.53432 -76.53432 -76.53434 -76.53435 -76.53436 -76.53436 -76.53437
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## [5104] -76.53467 -76.53470 -76.53470 -76.53471 -76.53471 -76.53471 -76.53471
## [5111] -76.53476 -76.53478 -76.53478 -76.53479 -76.53480 -76.53480 -76.53481
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## [5125] -76.53489 -76.53489 -76.53490 -76.53493 -76.53494 -76.53497 -76.53497
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## [5181] -76.53501 -76.53501 -76.53503 -76.53504 -76.53504 -76.53504 -76.53504
## [5188] -76.53504 -76.53504 -76.53504 -76.53504 -76.53505 -76.53507 -76.53508
## [5195] -76.53509 -76.53510 -76.53510 -76.53510 -76.53512 -76.53513 -76.53513
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## [5790] -76.53831 -76.53831 -76.53831 -76.53831 -76.53832 -76.53833 -76.53834
## [5797] -76.53835 -76.53835 -76.53836 -76.53836 -76.53836 -76.53836 -76.53836
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## [5888] -76.53907 -76.53909 -76.53911 -76.53911 -76.53914 -76.53915 -76.53915
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## [7897] -76.55293 -76.55293 -76.55293 -76.55293 -76.55295 -76.55299 -76.55300
## [7904] -76.55300 -76.55300 -76.55300 -76.55300 -76.55300 -76.55300 -76.55300
## [7911] -76.55300 -76.55300 -76.55300 -76.55300 -76.55300 -76.55300 -76.55300
## [7918] -76.55300 -76.55300 -76.55300 -76.55300 -76.55300 -76.55300 -76.55300
## [7925] -76.55300 -76.55300 -76.55300 -76.55300 -76.55300 -76.55300 -76.55300
## [7932] -76.55300 -76.55300 -76.55300 -76.55300 -76.55300 -76.55300 -76.55300
## [7939] -76.55300 -76.55300 -76.55300 -76.55300 -76.55300 -76.55300 -76.55300
## [7946] -76.55300 -76.55300 -76.55300 -76.55300 -76.55302 -76.55303 -76.55307
## [7953] -76.55308 -76.55310 -76.55314 -76.55318 -76.55320 -76.55320 -76.55325
## [7960] -76.55325 -76.55325 -76.55325 -76.55327 -76.55329 -76.55329 -76.55330
## [7967] -76.55331 -76.55332 -76.55341 -76.55341 -76.55341 -76.55341 -76.55341
## [7974] -76.55341 -76.55342 -76.55345 -76.55345 -76.55347 -76.55348 -76.55350
## [7981] -76.55352 -76.55352 -76.55359 -76.55359 -76.55359 -76.55359 -76.55363
## [7988] -76.55365 -76.55368 -76.55372 -76.55378 -76.55381 -76.55385 -76.55385
## [7995] -76.55387 -76.55389 -76.55392 -76.55394 -76.55396 -76.55396 -76.55396
## [8002] -76.55396 -76.55398 -76.55400 -76.55400 -76.55400 -76.55400 -76.55400
## [8009] -76.55400 -76.55400 -76.55400 -76.55400 -76.55400 -76.55400 -76.55400
## [8016] -76.55400 -76.55400 -76.55400 -76.55400 -76.55400 -76.55400 -76.55400
## [8023] -76.55400 -76.55400 -76.55400 -76.55400 -76.55400 -76.55400 -76.55400
## [8030] -76.55400 -76.55400 -76.55402 -76.55402 -76.55402 -76.55404 -76.55408
## [8037] -76.55409 -76.55410 -76.55413 -76.55415 -76.55417 -76.55424 -76.55425
## [8044] -76.55426 -76.55426 -76.55428 -76.55428 -76.55428 -76.55433 -76.55435
## [8051] -76.55443 -76.55445 -76.55447 -76.55447 -76.55447 -76.55447 -76.55447
## [8058] -76.55447 -76.55450 -76.55450 -76.55451 -76.55452 -76.55458 -76.55459
## [8065] -76.55463 -76.55463 -76.55463 -76.55463 -76.55471 -76.55473 -76.55475
## [8072] -76.55478 -76.55481 -76.55481 -76.55481 -76.55486 -76.55488 -76.55488
## [8079] -76.55492 -76.55493 -76.55497 -76.55500 -76.55500 -76.55500 -76.55500
## [8086] -76.55500 -76.55500 -76.55500 -76.55500 -76.55500 -76.55500 -76.55500
## [8093] -76.55500 -76.55500 -76.55500 -76.55500 -76.55500 -76.55500 -76.55500
## [8100] -76.55500 -76.55500 -76.55500 -76.55501 -76.55502 -76.55502 -76.55514
## [8107] -76.55516 -76.55520 -76.55520 -76.55522 -76.55524 -76.55527 -76.55527
## [8114] -76.55527 -76.55533 -76.55534 -76.55537 -76.55538 -76.55540 -76.55540
## [8121] -76.55542 -76.55544 -76.55559 -76.55561 -76.55563 -76.55563 -76.55563
## [8128] -76.55563 -76.55569 -76.55569 -76.55570 -76.55573 -76.55574 -76.55576
## [8135] -76.55579 -76.55579 -76.55580 -76.55582 -76.55587 -76.55589 -76.55589
## [8142] -76.55589 -76.55589 -76.55589 -76.55591 -76.55600 -76.55600 -76.55600
## [8149] -76.55600 -76.55600 -76.55600 -76.55600 -76.55600 -76.55600 -76.55600
## [8156] -76.55600 -76.55600 -76.55600 -76.55600 -76.55600 -76.55600 -76.55600
## [8163] -76.55600 -76.55600 -76.55600 -76.55600 -76.55600 -76.55604 -76.55608
## [8170] -76.55609 -76.55621 -76.55624 -76.55633 -76.55633 -76.55651 -76.55651
## [8177] -76.55656 -76.55667 -76.55668 -76.55671 -76.55679 -76.55689 -76.55689
## [8184] -76.55693 -76.55700 -76.55700 -76.55700 -76.55700 -76.55700 -76.55700
## [8191] -76.55700 -76.55700 -76.55700 -76.55700 -76.55700 -76.55700 -76.55700
## [8198] -76.55700 -76.55700 -76.55703 -76.55708 -76.55725 -76.55726 -76.55744
## [8205] -76.55756 -76.55760 -76.55764 -76.55770 -76.55771 -76.55771 -76.55782
## [8212] -76.55782 -76.55791 -76.55800 -76.55800 -76.55804 -76.55810 -76.55831
## [8219] -76.55849 -76.55859 -76.55860 -76.55888 -76.55894 -76.55894 -76.55894
## [8226] -76.55900 -76.55900 -76.55900 -76.55900 -76.55900 -76.55900 -76.55900
## [8233] -76.55900 -76.55900 -76.55915 -76.55917 -76.55934 -76.55943 -76.55943
## [8240] -76.55952 -76.55952 -76.55964 -76.55964 -76.55968 -76.55978 -76.55993
## [8247] -76.56000 -76.56000 -76.56000 -76.56000 -76.56000 -76.56001 -76.56001
## [8254] -76.56001 -76.56001 -76.56001 -76.56001 -76.56001 -76.56001 -76.56001
## [8261] -76.56001 -76.56001 -76.56004 -76.56043 -76.56100 -76.56100 -76.56100
## [8268] -76.56100 -76.56100 -76.56107 -76.56113 -76.56123 -76.56124 -76.56200
## [8275] -76.56200 -76.56200 -76.56200 -76.56213 -76.56246 -76.56295 -76.56300
## [8282] -76.56300 -76.56300 -76.56314 -76.56387 -76.56400 -76.56400 -76.56400
## [8289] -76.56409 -76.56458 -76.56464 -76.56464 -76.56475 -76.56493 -76.56498
## [8296] -76.56500 -76.56500 -76.56500 -76.56500 -76.56500 -76.56521 -76.56525
## [8303] -76.56572 -76.56637 -76.56706 -76.56784 -76.56800 -76.57000 -76.57049
## [8310] -76.57076 -76.57100 -76.57600 -76.57941 -76.57941 -76.58530 -76.58732
## [8317] -76.58744 -76.58876 -76.58915        NA        NA        NA

leaflet()%>% addCircleMarkers(lng = datos_sub$cordenada_longitud,lat = datos_sub$Cordenada_latitud,radius = 0.3, color = "green", label = datos_sub$ID)%>%addTiles()

pASO 4. EXPLORACIÓN BIVARIADA ENTRE PRECIO Y AREA

require(ggplot2)

## Loading required package: ggplot2

## Warning: package 'ggplot2' was built under R version 4.1.2

require(plotly)

## Loading required package: plotly

## Warning: package 'plotly' was built under R version 4.1.2

## 
## Attaching package: 'plotly'

## The following object is masked from 'package:ggplot2':
## 
##     last_plot

## The following object is masked from 'package:stats':
## 
##     filter

## The following object is masked from 'package:graphics':
## 
##     layout

g1=ggplot(data = datos_sub,aes(y=precio_millon,x=Area_contruida)) + geom_point() + geom_smooth()
ggplotly(g1)

## `geom_smooth()` using method = 'loess' and formula 'y ~ x'

pos3=which(datos_sub$Area_contruida<400)
datos_sub2=datos_sub[pos3,]

g2=ggplot(data = datos_sub2,aes(y=precio_millon,x=Area_contruida)) + geom_point() + geom_smooth()
ggplotly(g2)

## `geom_smooth()` using method = 'loess' and formula 'y ~ x'