Cara pengambilan data Inflow dan Outflow uang kartal di jawa timur secara online pada web site Bank Indonesia di alamat URL https://www.bi.go.id/id/statistik/ekonomi-keuangan/ssp/indikator-pengedaran-uang.aspx, dalam pengambilan data terdapat dua link alamat data, dua link alamat data tersebut di copy ke dua variabel, yaitu variabel datainflow dan variabel dataoutput. Untuk mendapatkan link alamat data dengan cara klik kanan Inflow.xls di website, terus klik pada copy link adrres, kemudian klik kana paste pada variabel di kode program RStudio.
Jenis file lain yang digunakan adalah file Excel. Sehingga menggunakan package {readxl} dengan fungsi read_excel() untuk import data dari file Excel. Argumen path = adalah lokasi dan nama file Excel yang akan kita gunakan.
library(readxl)
url <- "https://www.bi.go.id/id/statistik/ekonomi-keuangan/ssp/_layouts/download.aspx?SourceUrl=https://www.bi.go.id/id/statistik/ekonomi-keuangan/ssp/Indikator%20Pengedaran%20Uang/Inflow.xlsx"
destfile <- "Inflow.xlsx"
curl::curl_download(url, destfile)
Inflow <- read_excel(destfile)## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in O5 / R5C15: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in P5 / R5C16: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in Q5 / R5C17: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in R5 / R5C18: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in S5 / R5C19: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in T5 / R5C20: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in U5 / R5C21: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in V5 / R5C22: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in W5 / R5C23: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in X5 / R5C24: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in Y5 / R5C25: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in Z5 / R5C26: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AA5 / R5C27: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AB5 / R5C28: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AC5 / R5C29: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AD5 / R5C30: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AE5 / R5C31: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AF5 / R5C32: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AG5 / R5C33: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AH5 / R5C34: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AI5 / R5C35: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AJ5 / R5C36: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AK5 / R5C37: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AL5 / R5C38: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AM5 / R5C39: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AN5 / R5C40: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AO5 / R5C41: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AP5 / R5C42: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AQ5 / R5C43: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AR5 / R5C44: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AS5 / R5C45: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AT5 / R5C46: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AU5 / R5C47: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AV5 / R5C48: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AW5 / R5C49: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AX5 / R5C50: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AY5 / R5C51: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in AZ5 / R5C52: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BA5 / R5C53: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BB5 / R5C54: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BC5 / R5C55: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BD5 / R5C56: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BE5 / R5C57: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BF5 / R5C58: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BG5 / R5C59: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BH5 / R5C60: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BI5 / R5C61: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BJ5 / R5C62: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BK5 / R5C63: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BL5 / R5C64: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BM5 / R5C65: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BN5 / R5C66: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BO5 / R5C67: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BP5 / R5C68: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BQ5 / R5C69: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BR5 / R5C70: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BS5 / R5C71: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BT5 / R5C72: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BU5 / R5C73: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BV5 / R5C74: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BW5 / R5C75: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BX5 / R5C76: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BY5 / R5C77: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in BZ5 / R5C78: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CA5 / R5C79: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CB5 / R5C80: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CC5 / R5C81: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CD5 / R5C82: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CE5 / R5C83: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CF5 / R5C84: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CG5 / R5C85: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CH5 / R5C86: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CI5 / R5C87: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CJ5 / R5C88: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CK5 / R5C89: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CL5 / R5C90: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CM5 / R5C91: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CN5 / R5C92: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CO5 / R5C93: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CP5 / R5C94: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CQ5 / R5C95: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CR5 / R5C96: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CS5 / R5C97: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CT5 / R5C98: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CU5 / R5C99: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CV5 / R5C100: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CW5 / R5C101: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CX5 / R5C102: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CY5 / R5C103: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in CZ5 / R5C104: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DA5 / R5C105: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DB5 / R5C106: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DC5 / R5C107: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DD5 / R5C108: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DE5 / R5C109: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DF5 / R5C110: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DG5 / R5C111: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DH5 / R5C112: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DI5 / R5C113: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DJ5 / R5C114: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DK5 / R5C115: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DL5 / R5C116: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DM5 / R5C117: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DN5 / R5C118: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DO5 / R5C119: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DP5 / R5C120: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DQ5 / R5C121: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DR5 / R5C122: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DS5 / R5C123: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DT5 / R5C124: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DU5 / R5C125: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DV5 / R5C126: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DW5 / R5C127: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DX5 / R5C128: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DY5 / R5C129: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in DZ5 / R5C130: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in EA5 / R5C131: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in EB5 / R5C132: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in EC5 / R5C133: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in ED5 / R5C134: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in EE5 / R5C135: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in EF5 / R5C136: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in EG5 / R5C137: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in EH5 / R5C138: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in EI5 / R5C139: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in EJ5 / R5C140: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in EK5 / R5C141: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in EL5 / R5C142: got a date## New names:
## * `` -> ...2
## * `` -> ...3
## * `` -> ...4
## * `` -> ...5
## * `` -> ...6
## * ...View(Inflow)summary(Inflow)## Aliran Uang Masuk dari Perbankan ke Bank Indonesia / Deposits from Banks to Bank Indonesia
## Length:44
## Class :character
## Mode :character
##
##
##
##
## ...2 ...3 ...4 ...5
## Length:44 Min. : 0 Min. : 0 Min. : 0
## Class :character 1st Qu.: 1273 1st Qu.: 1201 1st Qu.: 3047
## Mode :character Median : 4293 Median : 5743 Median : 8647
## Mean : 19984 Mean : 24979 Mean : 29954
## 3rd Qu.: 10594 3rd Qu.: 14613 3rd Qu.: 21646
## Max. :293425 Max. :366257 Max. :436878
## NA's :3 NA's :3 NA's :3
## ...6 ...7 ...8 ...9
## Min. : 0 Min. : 0 Min. : 0 Min. : 0
## 1st Qu.: 2256 1st Qu.: 2593 1st Qu.: 2889 1st Qu.: 3618
## Median : 6794 Median : 6676 Median : 8211 Median : 8384
## Mean : 33234 Mean : 34907 Mean : 40004 Mean : 41479
## 3rd Qu.: 20807 3rd Qu.: 23008 3rd Qu.: 30965 3rd Qu.: 30797
## Max. :484225 Max. :509860 Max. :584603 Max. :603613
## NA's :3 NA's :3 NA's :3 NA's :3
## ...10 ...11 ...12 ...13
## Min. : 606.4 Min. : 541.9 Min. : 328.8 Min. : 265.3
## 1st Qu.: 4083.1 1st Qu.: 4389.7 1st Qu.: 3395.5 1st Qu.: 3270.1
## Median : 10248.7 Median : 10915.4 Median : 9148.1 Median : 7505.2
## Mean : 46615.5 Mean : 51133.8 Mean : 41163.8 Mean : 31518.8
## 3rd Qu.: 33865.6 3rd Qu.: 38115.7 3rd Qu.: 29399.5 3rd Qu.: 18891.8
## Max. :678558.8 Max. :745801.9 Max. :598748.7 Max. :458593.8
## NA's :3 NA's :3 NA's :3 NA's :3
## ...14 ...15 ...16 ...17
## Min. : 0.00 Min. : 0.00 Min. : 0.0 Min. : 0.00
## 1st Qu.: 84.22 1st Qu.: 42.57 1st Qu.: 87.2 1st Qu.: 76.37
## Median : 430.74 Median : 186.35 Median : 346.4 Median : 248.62
## Mean : 2503.71 Mean : 2172.49 Mean : 2656.7 Mean : 2176.75
## 3rd Qu.: 982.07 3rd Qu.: 681.99 3rd Qu.: 1150.1 3rd Qu.: 708.73
## Max. :40544.00 Max. :40575.00 Max. :40603.0 Max. :40634.00
## NA's :3 NA's :3 NA's :3 NA's :3
## ...18 ...19 ...20 ...21
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 79.42 1st Qu.: 77.05 1st Qu.: 99.36 1st Qu.: 64.59
## Median : 350.90 Median : 336.02 Median : 365.97 Median : 268.38
## Mean : 2320.39 Mean : 2250.62 Mean : 2433.55 Mean : 2054.29
## 3rd Qu.: 886.90 3rd Qu.: 849.92 3rd Qu.: 855.68 3rd Qu.: 744.70
## Max. :40664.00 Max. :40695.00 Max. :40725.00 Max. :40756.00
## NA's :3 NA's :3 NA's :3 NA's :3
## ...22 ...23 ...24 ...25
## Min. : 0.0 Min. : 0.0 Min. : 0.0 Min. : 0.00
## 1st Qu.: 243.1 1st Qu.: 100.8 1st Qu.: 111.6 1st Qu.: 55.57
## Median : 1013.7 Median : 386.3 Median : 379.3 Median : 292.86
## Mean : 5483.0 Mean : 2708.5 Mean : 2844.9 Mean : 2244.92
## 3rd Qu.: 3684.7 3rd Qu.: 1075.5 3rd Qu.: 1335.2 3rd Qu.: 708.27
## Max. :66037.9 Max. :40817.0 Max. :40848.0 Max. :40878.00
## NA's :3 NA's :3 NA's :3 NA's :3
## ...26 ...27 ...28 ...29
## Min. : 0.0 Min. : 0.0 Min. : 0.0 Min. : 0.00
## 1st Qu.: 214.8 1st Qu.: 151.7 1st Qu.: 113.0 1st Qu.: 85.78
## Median : 813.4 Median : 523.7 Median : 431.3 Median : 374.47
## Mean : 3796.4 Mean : 3022.8 Mean : 2738.0 Mean : 2658.48
## 3rd Qu.: 2584.8 3rd Qu.: 1726.8 3rd Qu.: 1190.8 3rd Qu.: 1257.54
## Max. :40909.0 Max. :40940.0 Max. :40969.0 Max. :41000.00
## NA's :3 NA's :3 NA's :3 NA's :3
## ...30 ...31 ...32 ...33
## Min. : 0.00 Min. : 0.0 Min. : 0.0 Min. : 0.0
## 1st Qu.: 71.78 1st Qu.: 74.4 1st Qu.: 141.0 1st Qu.: 207.9
## Median : 411.92 Median : 314.1 Median : 412.8 Median : 802.8
## Mean : 2947.96 Mean : 2596.0 Mean : 3077.2 Mean : 4178.3
## 3rd Qu.: 1222.99 3rd Qu.: 980.5 3rd Qu.: 1522.0 3rd Qu.: 2413.1
## Max. :41030.00 Max. :41061.0 Max. :41091.0 Max. :47206.7
## NA's :3 NA's :3 NA's :3 NA's :3
## ...34 ...35 ...36 ...37
## Min. : 0.0 Min. : 0.00 Min. : 0.0 Min. : 0.00
## 1st Qu.: 172.9 1st Qu.: 96.89 1st Qu.: 134.4 1st Qu.: 28.99
## Median : 494.6 Median : 402.05 Median : 389.6 Median : 283.14
## Mean : 3590.6 Mean : 2779.17 Mean : 3216.9 Mean : 2349.91
## 3rd Qu.: 1882.7 3rd Qu.: 1038.16 3rd Qu.: 1354.5 3rd Qu.: 795.65
## Max. :41153.0 Max. :41183.00 Max. :41214.0 Max. :41244.00
## NA's :3 NA's :3 NA's :3 NA's :3
## ...38 ...39 ...40 ...41
## Min. : 0.0 Min. : 0.0 Min. : 0.0 Min. : 0.0
## 1st Qu.: 385.7 1st Qu.: 225.3 1st Qu.: 156.4 1st Qu.: 138.7
## Median : 1296.6 Median : 583.4 Median : 554.6 Median : 604.0
## Mean : 4957.9 Mean : 3284.1 Mean : 2941.8 Mean : 3061.6
## 3rd Qu.: 3866.6 3rd Qu.: 2045.2 3rd Qu.: 1692.1 3rd Qu.: 1863.1
## Max. :57550.1 Max. :41306.0 Max. :41334.0 Max. :41365.0
## NA's :3 NA's :3 NA's :3 NA's :3
## ...42 ...43 ...44 ...45
## Min. : 0.0 Min. : 0.0 Min. : 0.0 Min. : 0.0
## 1st Qu.: 154.9 1st Qu.: 99.6 1st Qu.: 111.5 1st Qu.: 628.6
## Median : 606.8 Median : 577.5 Median : 535.9 Median : 1935.8
## Mean : 3014.6 Mean : 2893.6 Mean : 2919.0 Mean : 6759.4
## 3rd Qu.: 1729.2 3rd Qu.: 1664.9 3rd Qu.: 1516.8 3rd Qu.: 5765.6
## Max. :41395.0 Max. :41426.0 Max. :41456.0 Max. :84912.8
## NA's :3 NA's :3 NA's :3 NA's :3
## ...46 ...47 ...48 ...49
## Min. : 0.0 Min. : 0.0 Min. : 0.0 Min. : 0.00
## 1st Qu.: 142.0 1st Qu.: 160.7 1st Qu.: 103.0 1st Qu.: 52.93
## Median : 437.5 Median : 526.9 Median : 470.8 Median : 305.78
## Mean : 3190.4 Mean : 3382.2 Mean : 3201.3 Mean : 2428.38
## 3rd Qu.: 1427.1 3rd Qu.: 1722.5 3rd Qu.: 1529.5 3rd Qu.: 888.61
## Max. :41518.0 Max. :41548.0 Max. :41579.0 Max. :41609.00
## NA's :3 NA's :3 NA's :3 NA's :3
## ...50 ...51 ...52 ...53
## Min. : 0.0 Min. : 0.0 Min. : 0.0 Min. : 0.0
## 1st Qu.: 423.8 1st Qu.: 225.3 1st Qu.: 173.1 1st Qu.: 194.9
## Median : 1290.6 Median : 691.5 Median : 420.5 Median : 568.9
## Mean : 5339.8 Mean : 3715.0 Mean : 3099.3 Mean : 3305.0
## 3rd Qu.: 3758.5 3rd Qu.: 2271.3 3rd Qu.: 1704.4 3rd Qu.: 1851.6
## Max. :62714.1 Max. :41671.0 Max. :41699.0 Max. :41730.0
## NA's :3 NA's :3 NA's :3 NA's :3
## ...54 ...55 ...56 ...57
## Min. : 0.0 Min. : 0.0 Min. : 0.00 Min. : 0.0
## 1st Qu.: 111.1 1st Qu.: 128.4 1st Qu.: 60.21 1st Qu.: 491.8
## Median : 451.0 Median : 559.1 Median : 317.55 Median : 1726.8
## Mean : 3026.3 Mean : 3313.7 Mean : 2220.81 Mean : 8037.0
## 3rd Qu.: 1491.0 3rd Qu.: 1783.0 3rd Qu.: 1109.09 3rd Qu.: 5723.8
## Max. :41760.0 Max. :41791.0 Max. :41821.00 Max. :103220.6
## NA's :3 NA's :3 NA's :3 NA's :3
## ...58 ...59 ...60 ...61
## Min. : 0.0 Min. : 0.0 Min. : 0.0 Min. : 0.00
## 1st Qu.: 204.4 1st Qu.: 192.0 1st Qu.: 147.3 1st Qu.: 75.86
## Median : 493.1 Median : 498.1 Median : 397.4 Median : 414.15
## Mean : 3537.0 Mean : 3724.3 Mean : 3353.0 Mean : 2749.42
## 3rd Qu.: 2130.0 3rd Qu.: 2133.0 3rd Qu.: 1653.8 3rd Qu.: 1120.28
## Max. :41883.0 Max. :41913.0 Max. :41944.0 Max. :41974.00
## NA's :3 NA's :3 NA's :3 NA's :3
## ...62 ...63 ...64 ...65
## Min. : 0.0 Min. : 0.0 Min. : 0.0 Min. : 0.0
## 1st Qu.: 527.5 1st Qu.: 221.8 1st Qu.: 235.8 1st Qu.: 136.8
## Median : 1360.2 Median : 508.3 Median : 450.8 Median : 340.0
## Mean : 5991.3 Mean : 3331.8 Mean : 3438.4 Mean : 3296.4
## 3rd Qu.: 4313.0 3rd Qu.: 2013.1 3rd Qu.: 2167.4 3rd Qu.: 1883.7
## Max. :72249.5 Max. :42036.0 Max. :42064.0 Max. :42095.0
## NA's :3 NA's :3 NA's :3 NA's :3
## ...66 ...67 ...68 ...69
## Min. : 0.0 Min. : 0.0 Min. : 0.0 Min. : 0.0
## 1st Qu.: 149.8 1st Qu.: 144.0 1st Qu.: 561.9 1st Qu.: 229.4
## Median : 391.8 Median : 464.4 Median : 1218.5 Median : 599.0
## Mean : 3358.0 Mean : 3495.7 Mean : 6392.2 Mean : 4579.7
## 3rd Qu.: 1769.5 3rd Qu.: 1968.0 3rd Qu.: 4316.3 3rd Qu.: 2697.4
## Max. :42125.0 Max. :42156.0 Max. :78495.5 Max. :51869.8
## NA's :3 NA's :3 NA's :3 NA's :3
## ...70 ...71 ...72 ...73
## Min. : 0.0 Min. : 0.0 Min. : 0.0 Min. : 0.00
## 1st Qu.: 164.2 1st Qu.: 160.9 1st Qu.: 133.5 1st Qu.: 80.52
## Median : 433.1 Median : 492.5 Median : 466.7 Median : 386.89
## Mean : 3411.5 Mean : 3617.6 Mean : 3463.7 Mean : 2823.94
## 3rd Qu.: 2013.4 3rd Qu.: 2009.2 3rd Qu.: 1718.8 3rd Qu.: 1372.44
## Max. :42248.0 Max. :42278.0 Max. :42309.0 Max. :42339.00
## NA's :3 NA's :3 NA's :3 NA's :3
## ...74 ...75 ...76 ...77
## Min. : 0.0 Min. : 0.0 Min. : 0.0 Min. : 0.0
## 1st Qu.: 661.9 1st Qu.: 293.3 1st Qu.: 227.9 1st Qu.: 179.8
## Median : 1446.8 Median : 757.6 Median : 638.7 Median : 423.8
## Mean : 6289.3 Mean : 4263.6 Mean : 3659.2 Mean : 3309.9
## 3rd Qu.: 4181.4 3rd Qu.: 2924.4 3rd Qu.: 2402.4 3rd Qu.: 1868.8
## Max. :76688.7 Max. :47139.2 Max. :42430.0 Max. :42461.0
## NA's :3 NA's :3 NA's :3 NA's :3
## ...78 ...79 ...80 ...81
## Min. : 0.0 Min. : 0.0 Min. : 0.0 Min. : 0.0
## 1st Qu.: 208.3 1st Qu.: 150.5 1st Qu.: 605.5 1st Qu.: 206.4
## Median : 486.9 Median : 450.3 Median : 1722.0 Median : 599.7
## Mean : 3946.3 Mean : 3123.1 Mean : 8469.2 Mean : 4131.5
## 3rd Qu.: 2227.6 3rd Qu.: 1809.2 3rd Qu.: 6049.1 3rd Qu.: 2581.9
## Max. :43016.9 Max. :42522.0 Max. :108979.5 Max. :45129.2
## NA's :3 NA's :3 NA's :3 NA's :3
## ...82 ...83 ...84 ...85
## Min. : 0.0 Min. : 0.0 Min. : 0.0 Min. : 0.0
## 1st Qu.: 250.3 1st Qu.: 207.3 1st Qu.: 136.7 1st Qu.: 168.0
## Median : 563.7 Median : 609.4 Median : 665.2 Median : 637.3
## Mean : 4039.3 Mean : 3933.5 Mean : 3752.8 Mean : 3486.5
## 3rd Qu.: 2608.2 3rd Qu.: 2231.7 3rd Qu.: 2171.8 3rd Qu.: 2127.4
## Max. :43960.3 Max. :42644.0 Max. :42675.0 Max. :42705.0
## NA's :3 NA's :3 NA's :3 NA's :3
## ...86 ...87 ...88 ...89
## Min. : 0.0 Min. : 0.0 Min. : 0.0 Min. : 0.0
## 1st Qu.: 571.9 1st Qu.: 296.4 1st Qu.: 287.9 1st Qu.: 202.9
## Median : 1247.4 Median : 690.3 Median : 655.0 Median : 671.5
## Mean : 5983.6 Mean : 3925.3 Mean : 3994.4 Mean : 3628.1
## 3rd Qu.: 4297.7 3rd Qu.: 2750.6 3rd Qu.: 2567.2 3rd Qu.: 2445.6
## Max. :71452.7 Max. :42767.0 Max. :43028.9 Max. :42826.0
## NA's :3 NA's :3 NA's :3 NA's :3
## ...90 ...91 ...92 ...93
## Min. : 0.0 Min. : 0.00 Min. : 0.0 Min. : 0.0
## 1st Qu.: 208.9 1st Qu.: 90.58 1st Qu.: 663.1 1st Qu.: 300.8
## Median : 675.7 Median : 336.05 Median : 2114.7 Median : 662.8
## Mean : 3989.9 Mean : 2627.43 Mean : 9390.7 Mean : 4510.1
## 3rd Qu.: 2651.6 3rd Qu.: 1362.30 3rd Qu.: 5829.5 3rd Qu.: 2888.5
## Max. :42978.1 Max. :42887.00 Max. :121754.7 Max. :50578.0
## NA's :3 NA's :3 NA's :3 NA's :3
## ...94 ...95 ...96 ...97
## Min. : 0.0 Min. : 0.0 Min. : 0.0 Min. : 0.0
## 1st Qu.: 305.8 1st Qu.: 288.4 1st Qu.: 243.9 1st Qu.: 135.3
## Median : 627.7 Median : 558.7 Median : 591.2 Median : 510.4
## Mean : 4347.4 Mean : 4229.5 Mean : 4101.3 Mean : 3259.0
## 3rd Qu.: 2729.2 3rd Qu.: 2628.8 3rd Qu.: 2706.1 3rd Qu.: 1669.2
## Max. :48161.3 Max. :46336.0 Max. :44595.1 Max. :43070.0
## NA's :3 NA's :3 NA's :3 NA's :3
## ...98 ...99 ...100 ...101
## Min. : 0 Min. : 0.0 Min. : 0.0 Min. : 0.0
## 1st Qu.: 779 1st Qu.: 327.7 1st Qu.: 224.9 1st Qu.: 218.3
## Median : 1703 Median : 821.4 Median : 697.7 Median : 652.4
## Mean : 7227 Mean : 4144.8 Mean : 3911.6 Mean : 4297.9
## 3rd Qu.: 5425 3rd Qu.: 2665.1 3rd Qu.: 2494.5 3rd Qu.: 2776.4
## Max. :89213 Max. :44776.9 Max. :43160.0 Max. :47606.2
## NA's :3 NA's :3 NA's :3 NA's :3
## ...102 ...103 ...104 ...105
## Min. : 0.0 Min. : 57.52 Min. : 26.96 Min. : 37.81
## 1st Qu.: 223.6 1st Qu.: 673.64 1st Qu.: 405.78 1st Qu.: 292.10
## Median : 539.4 Median : 1738.46 Median : 1234.03 Median : 826.88
## Mean : 3774.4 Mean : 8141.31 Mean : 6510.45 Mean : 4529.15
## 3rd Qu.: 2292.8 3rd Qu.: 5954.23 3rd Qu.: 4501.89 3rd Qu.: 2963.45
## Max. :43221.0 Max. :103356.60 Max. :79552.42 Max. :50536.61
## NA's :3 NA's :3 NA's :3 NA's :3
## ...106 ...107 ...108 ...109
## Min. : 41.83 Min. : 36.47 Min. : 30.25 Min. : 18.23
## 1st Qu.: 368.53 1st Qu.: 308.45 1st Qu.: 261.47 1st Qu.: 150.60
## Median : 758.17 Median : 831.57 Median : 743.65 Median : 465.18
## Mean : 4542.14 Mean : 4731.29 Mean : 4252.01 Mean : 3167.75
## 3rd Qu.: 3165.36 3rd Qu.: 3165.94 3rd Qu.: 2680.22 3rd Qu.: 1799.66
## Max. :50960.36 Max. :53589.61 Max. :46381.47 Max. :43435.00
## NA's :3 NA's :3 NA's :3 NA's :3
## ...110 ...111 ...112 ...113
## Min. : 76.83 Min. : 29.95 Min. : 33.56 Min. : 30.11
## 1st Qu.: 853.91 1st Qu.: 390.28 1st Qu.: 334.75 1st Qu.: 340.23
## Median : 1790.67 Median : 817.43 Median : 710.25 Median : 732.17
## Mean : 7705.98 Mean : 4611.81 Mean : 4348.24 Mean : 4564.41
## 3rd Qu.: 6198.74 3rd Qu.: 3059.89 3rd Qu.: 2926.86 3rd Qu.: 3287.45
## Max. :95980.71 Max. :51979.01 Max. :48296.24 Max. :51559.91
## NA's :3 NA's :3 NA's :3 NA's :3
## ...114 ...115 ...116 ...117
## Min. : 36.98 Min. : 62.63 Min. : 38.65 Min. : 63.4
## 1st Qu.: 279.92 1st Qu.: 977.38 1st Qu.: 352.19 1st Qu.: 384.9
## Median : 570.91 Median : 2467.55 Median : 984.16 Median : 942.0
## Mean : 3893.32 Mean : 10462.41 Mean : 5411.19 Mean : 4966.4
## 3rd Qu.: 2304.56 3rd Qu.: 7840.89 3rd Qu.: 3904.59 3rd Qu.: 3573.6
## Max. :43586.00 Max. :137104.77 Max. :63753.24 Max. :56706.1
## NA's :3 NA's :3 NA's :3 NA's :3
## ...118 ...119 ...120 ...121
## Min. : 55.21 Min. : 43.58 Min. : 46.27 Min. : 24.76
## 1st Qu.: 344.56 1st Qu.: 356.29 1st Qu.: 298.37 1st Qu.: 154.83
## Median : 854.40 Median : 825.62 Median : 750.21 Median : 503.16
## Mean : 4721.43 Mean : 5053.07 Mean : 4587.95 Mean : 3528.86
## 3rd Qu.: 3295.29 3rd Qu.: 3637.19 3rd Qu.: 3117.52 3rd Qu.: 1782.62
## Max. :53606.70 Max. :58059.53 Max. :51571.88 Max. :43800.00
## NA's :3 NA's :3 NA's :3 NA's :3
## ...122 ...123 ...124 ...125
## Min. : 122.4 Min. : 30.29 Min. : 15.33 Min. : 20.89
## 1st Qu.: 860.0 1st Qu.: 396.18 1st Qu.: 289.23 1st Qu.: 281.42
## Median : 1840.2 Median : 914.82 Median : 646.97 Median : 524.91
## Mean : 8341.5 Mean : 4887.63 Mean : 3884.80 Mean : 3867.24
## 3rd Qu.: 6476.7 3rd Qu.: 3406.58 3rd Qu.: 2399.30 3rd Qu.: 2110.12
## Max. :104615.9 Max. :55865.86 Max. :43891.00 Max. :43922.00
## NA's :3 NA's :3 NA's :3 NA's :3
## ...126 ...127 ...128 ...129
## Min. : 18.4 Min. : 40.43 Min. : 16.72 Min. : 17.67
## 1st Qu.: 224.0 1st Qu.: 500.45 1st Qu.: 247.99 1st Qu.: 342.46
## Median : 489.2 Median : 1253.25 Median : 720.94 Median : 643.18
## Mean : 3831.2 Mean : 6122.11 Mean : 4013.49 Mean : 4191.45
## 3rd Qu.: 2380.1 3rd Qu.: 4344.05 3rd Qu.: 2852.97 3rd Qu.: 2370.71
## Max. :43952.0 Max. :73651.99 Max. :44013.00 Max. :45716.09
## NA's :3 NA's :3 NA's :3 NA's :3
## ...130 ...131 ...132 ...133
## Min. : 11.77 Min. : 11.72 Min. : 13.7 Min. : 9.44
## 1st Qu.: 283.72 1st Qu.: 231.15 1st Qu.: 320.2 1st Qu.: 130.13
## Median : 653.43 Median : 524.48 Median : 676.2 Median : 272.93
## Mean : 4211.77 Mean : 3374.46 Mean : 4500.4 Mean : 2766.12
## 3rd Qu.: 2391.48 3rd Qu.: 1908.75 3rd Qu.: 2827.0 3rd Qu.: 1182.87
## Max. :45739.01 Max. :44105.00 Max. :49622.1 Max. :44166.00
## NA's :3 NA's :3 NA's :3 NA's :3
## ...134 ...135 ...136 ...137
## Min. : 28.33 Min. : 9.32 Min. : 13.09 Min. : 31.67
## 1st Qu.: 909.04 1st Qu.: 403.63 1st Qu.: 303.99 1st Qu.: 226.88
## Median : 1911.27 Median : 857.41 Median : 774.68 Median : 604.95
## Mean : 8602.87 Mean : 4533.19 Mean : 4323.53 Mean : 3948.98
## 3rd Qu.: 7298.69 3rd Qu.: 3575.86 3rd Qu.: 3272.75 3rd Qu.: 2543.69
## Max. :108420.21 Max. :49614.93 Max. :47317.41 Max. :44287.00
## NA's :3 NA's :3 NA's :3 NA's :3
## ...138 ...139 ...140 ...141
## Min. : 102.2 Min. : 27.27 Min. : 35.1 Min. : 18.35
## 1st Qu.: 659.2 1st Qu.: 334.27 1st Qu.: 227.1 1st Qu.: 289.11
## Median : 1360.5 Median : 747.64 Median : 454.3 Median : 644.62
## Mean : 6991.4 Mean : 4747.66 Mean : 3245.6 Mean : 3720.72
## 3rd Qu.: 4948.1 3rd Qu.: 3638.77 3rd Qu.: 2368.2 3rd Qu.: 2461.19
## Max. :86598.0 Max. :54265.65 Max. :44378.0 Max. :44409.00
## NA's :3 NA's :3 NA's :3 NA's :3