Visualisasi dan Prediksi Data Inflow dan Outflow uang kartal di pulau Jawa
Akhmad Badawi, Prof.Dr.Suhartono, M.Kom
3/22/2022
Penjelasan
Visualisasi data merupakan perubahan pada bentuk data yang pada awalnya merupakan bentuk numerik dalam tabel menjadi bentuk grafik. Hal ini ditujukkan agar data dapat dibaca dengan lebih mudah. Grafik ini juga mempermudah dalam membandingkan data satu dengan data lainnya.
Visualisasi Dan Prediksi Data Inflow dan Outflow uang Kartal di Provinsi Jawa Tahun 2011-2021
Memasukkan data inflow dan outflow kedalam variabel
library(readxl)
inflow <- read_excel (path = "C:/COba/Inflow.xlsx")## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A13 / R13C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A14 / R14C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A15 / R15C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A16 / R16C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A17 / R17C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A18 / R18C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A19 / R19C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A20 / R20C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A21 / R21C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A22 / R22C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A23 / R23C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A24 / R24C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A25 / R25C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A26 / R26C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A27 / R27C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A28 / R28C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A29 / R29C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A30 / R30C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A31 / R31C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A32 / R32C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A33 / R33C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A34 / R34C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A35 / R35C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A36 / R36C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A37 / R37C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A38 / R38C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A39 / R39C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A40 / R40C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A41 / R41C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A42 / R42C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A43 / R43C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A44 / R44C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A45 / R45C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A46 / R46C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A47 / R47C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A48 / R48C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A49 / R49C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A50 / R50C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A51 / R51C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A52 / R52C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A53 / R53C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A54 / R54C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A55 / R55C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A56 / R56C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A57 / R57C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A58 / R58C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A59 / R59C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A60 / R60C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A61 / R61C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A62 / R62C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A63 / R63C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A64 / R64C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A65 / R65C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A66 / R66C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A67 / R67C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A68 / R68C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A69 / R69C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A70 / R70C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A71 / R71C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A72 / R72C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A73 / R73C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A74 / R74C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A75 / R75C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A76 / R76C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A77 / R77C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A78 / R78C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A79 / R79C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A80 / R80C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A81 / R81C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A82 / R82C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A83 / R83C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A84 / R84C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A85 / R85C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A86 / R86C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A87 / R87C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A88 / R88C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A89 / R89C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A90 / R90C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A91 / R91C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A92 / R92C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A93 / R93C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A94 / R94C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A95 / R95C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A96 / R96C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A97 / R97C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A98 / R98C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A99 / R99C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A100 / R100C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A101 / R101C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A102 / R102C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A103 / R103C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A104 / R104C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A105 / R105C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A106 / R106C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A107 / R107C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A108 / R108C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A109 / R109C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A110 / R110C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A111 / R111C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A112 / R112C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A113 / R113C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A114 / R114C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A115 / R115C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A116 / R116C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A117 / R117C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A118 / R118C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A119 / R119C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A120 / R120C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A121 / R121C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A122 / R122C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A123 / R123C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A124 / R124C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A125 / R125C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A126 / R126C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A127 / R127C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A128 / R128C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A129 / R129C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A130 / R130C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A131 / R131C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A132 / R132C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A133 / R133C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A134 / R134C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A135 / R135C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A136 / R136C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A137 / R137C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A138 / R138C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A139 / R139C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A140 / R140C1: got a dateOutflow <- read_excel (path = "C:/COba/Outflow.xlsx")## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A13 / R13C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A14 / R14C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A15 / R15C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A16 / R16C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A17 / R17C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A18 / R18C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A19 / R19C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A20 / R20C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A21 / R21C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A22 / R22C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A23 / R23C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A24 / R24C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A25 / R25C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A26 / R26C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A27 / R27C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A28 / R28C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A29 / R29C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A30 / R30C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A31 / R31C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A32 / R32C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A33 / R33C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A34 / R34C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A35 / R35C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A36 / R36C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A37 / R37C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A38 / R38C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A39 / R39C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A40 / R40C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A41 / R41C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A42 / R42C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A43 / R43C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A44 / R44C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A45 / R45C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A46 / R46C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A47 / R47C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A48 / R48C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A49 / R49C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A50 / R50C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A51 / R51C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A52 / R52C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A53 / R53C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A54 / R54C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A55 / R55C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A56 / R56C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A57 / R57C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A58 / R58C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A59 / R59C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A60 / R60C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A61 / R61C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A62 / R62C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A63 / R63C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A64 / R64C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A65 / R65C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A66 / R66C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A67 / R67C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A68 / R68C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A69 / R69C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A70 / R70C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A71 / R71C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A72 / R72C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A73 / R73C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A74 / R74C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A75 / R75C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A76 / R76C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A77 / R77C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A78 / R78C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A79 / R79C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A80 / R80C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A81 / R81C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A82 / R82C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A83 / R83C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A84 / R84C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A85 / R85C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A86 / R86C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A87 / R87C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A88 / R88C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A89 / R89C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A90 / R90C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A91 / R91C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A92 / R92C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A93 / R93C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A94 / R94C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A95 / R95C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A96 / R96C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A97 / R97C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A98 / R98C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A99 / R99C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A100 / R100C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A101 / R101C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A102 / R102C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A103 / R103C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A104 / R104C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A105 / R105C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A106 / R106C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A107 / R107C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A108 / R108C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A109 / R109C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A110 / R110C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A111 / R111C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A112 / R112C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A113 / R113C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A114 / R114C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A115 / R115C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A116 / R116C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A117 / R117C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A118 / R118C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A119 / R119C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A120 / R120C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A121 / R121C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A122 / R122C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A123 / R123C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A124 / R124C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A125 / R125C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A126 / R126C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A127 / R127C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A128 / R128C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A129 / R129C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A130 / R130C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A131 / R131C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A132 / R132C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A133 / R133C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A134 / R134C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A135 / R135C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A136 / R136C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A137 / R137C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A138 / R138C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A139 / R139C1: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting numeric in A140 / R140C1: got a dateinflow## # A tibble: 139 x 41
## Tahun Sumatera Aceh `Sumatera Utara` `Sumatera Barat` Riau `Kep. Riau`
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 2011 57900. 2308. 23238. 9385. 3012. 1426.
## 2 2012 65911. 2620. 25981. 11192. 4447. 2236.
## 3 2013 98369. 36337. 18120. 14056. 8933. 3378.
## 4 2014 86024. 4567. 30503. 14103. 6358. 2563.
## 5 2015 86549. 4710. 30254. 13309. 7156. 3218.
## 6 2016 97764. 5775. 34427. 14078. 8211. 4317.
## 7 2017 103748. 5514. 35617. 15312. 8553. 4412.
## 8 2018 117495. 5799. 41769. 15058. 10730. 5134.
## 9 2019 133762. 7509. 47112. 14750. 10915. 6077.
## 10 2020 109345. 6641. 36609. 10696. 9148. 6175.
## # ... with 129 more rows, and 34 more variables: Jambi <dbl>,
## # `Sumatera Selatan` <dbl>, Bengkulu <dbl>, Lampung <dbl>,
## # `Kep. Bangka Belitung` <dbl>, `DKI Jakarta` <dbl>, Jawa <dbl>,
## # `Jawa Barat` <dbl>, `Jawa Tengah` <dbl>, Yogyakarta <dbl>,
## # `Jawa Timur` <dbl>, Banten <dbl>, `Bali Nusra` <dbl>, Bali <dbl>,
## # `Nusa Tenggara Barat` <dbl>, `Nusa Tenggara Timur` <dbl>, Kalimantan <dbl>,
## # `Kalimantan Barat` <dbl>, `Kalimantan Tengah` <dbl>, ...Outflow## # A tibble: 139 x 41
## Tahun Sumatera Aceh `Sumatera Utara` `Sumatera Barat` Riau `Kep. Riau`
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 2011 80092. 6338. 22176. 5300. 12434. 5819.
## 2 2012 85235. 6378. 22495. 6434. 13014. 6966.
## 3 2013 103288. 23278. 19235. 6511. 15460. 8747.
## 4 2014 102338. 8630. 26391. 7060. 15158. 10122.
## 5 2015 109186. 9637. 27877. 7471. 15789. 9803.
## 6 2016 121992. 11311. 31959. 9198. 17645. 10068.
## 7 2017 133606. 11760. 35243. 10754. 18128. 10749.
## 8 2018 135676. 11450. 36908. 8447. 17926. 12597.
## 9 2019 153484. 13087. 44051. 9465. 19277. 12644.
## 10 2020 140589. 12874. 39758. 8763. 19139. 8461.
## # ... with 129 more rows, and 34 more variables: Jambi <dbl>,
## # `Sumatera Selatan` <dbl>, Bengkulu <dbl>, Lampung <dbl>,
## # `Kep. Bangka Belitung` <dbl>, `DKI Jakarta` <dbl>, Jawa <dbl>,
## # `Jawa Barat` <dbl>, `Jawa Tengah` <dbl>, Yogyakarta <dbl>,
## # `Jawa Timur` <dbl>, Banten <dbl>, `Bali Nusra` <dbl>, Bali <dbl>,
## # `Nusa Tenggara Barat` <dbl>, `Nusa Tenggara Timur` <dbl>, Kalimantan <dbl>,
## # `Kalimantan Barat` <dbl>, `Kalimantan Tengah` <dbl>, ...Visualisasi data inflow dan outflow menggunakan plot
plot(inflow$Jawa, type = "l", col = "blue")
plot(Outflow$Jawa, type = "l", col = "red")
plot(inflow$Jawa, type = "l", col = "blue")
lines(Outflow$Jawa, type = "l", col = "red")
legend("top",c("Inflow","Outflow"),fill=c("blue","red"))
Pengambilan data inflow dan outflow perbulan
inflowbulan <- inflow[c(12:139),c(1:19)]
Outflowbulan <- Outflow[c(12:139),c(1:19)]
inflowbulan## # A tibble: 128 x 19
## Tahun Sumatera Aceh `Sumatera Utara` `Sumatera Barat` Riau `Kep. Riau`
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 40544 4164. 124. 2068. 545. 94.2 84.2
## 2 40575 3338. 115. 1826. 450. 96.4 45.3
## 3 40603 4878. 154. 2028. 849. 288. 87.2
## 4 40634 3157. 122. 1429. 539. 160. 106.
## 5 40664 3821. 123. 1539. 692. 195. 79.4
## 6 40695 3686. 151. 1637. 592. 101. 79.4
## 7 40725 4370. 107. 1791. 800. 143. 121.
## 8 40756 3668. 184. 1256. 586. 134. 64.6
## 9 40787 12875. 606. 4172. 2176. 1014. 370.
## 10 40817 4777. 158. 1941. 787. 341. 127.
## # ... with 118 more rows, and 12 more variables: Jambi <dbl>,
## # `Sumatera Selatan` <dbl>, Bengkulu <dbl>, Lampung <dbl>,
## # `Kep. Bangka Belitung` <dbl>, `DKI Jakarta` <dbl>, Jawa <dbl>,
## # `Jawa Barat` <dbl>, `Jawa Tengah` <dbl>, Yogyakarta <dbl>,
## # `Jawa Timur` <dbl>, Banten <dbl>Outflowbulan## # A tibble: 128 x 19
## Tahun Sumatera Aceh `Sumatera Utara` `Sumatera Barat` Riau `Kep. Riau`
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 40544 3442. 350. 941. 307. 478. 189.
## 2 40575 3989. 193. 990. 228. 400. 268.
## 3 40603 4229. 230. 1209. 347. 621. 209.
## 4 40634 6721. 529. 1653. 336. 1006. 364.
## 5 40664 5787. 523. 1465. 328. 1000. 448.
## 6 40695 7395. 406. 2167. 399. 1366. 516.
## 7 40725 7154. 958. 1695. 449. 815. 584.
## 8 40756 16043. 1046. 4104. 1376. 2729. 1312.
## 9 40787 1915. 124. 824. 148. 154. 99.2
## 10 40817 5174. 634. 1392. 299. 830. 270.
## # ... with 118 more rows, and 12 more variables: Jambi <dbl>,
## # `Sumatera Selatan` <dbl>, Bengkulu <dbl>, Lampung <dbl>,
## # `Kep. Bangka Belitung` <dbl>, `DKI Jakarta` <dbl>, Jawa <dbl>,
## # `Jawa Barat` <dbl>, `Jawa Tengah` <dbl>, Yogyakarta <dbl>,
## # `Jawa Timur` <dbl>, Banten <dbl>Visualisasi data inflow dan outflow perbulan
plot(inflowbulan$Jawa,type = "l", col = "blue")
lines(Outflowbulan$Jawa,col="red")
legend("top",c("Inflow","Outflow"),fill = c("blue","red"))
Time Series dan Log pada Provinsi Aceh
Jawatimeseries <- inflowbulan$Jawa
plot.ts(Jawatimeseries , type = "l", col = "Blue")
library(TTR)
JawaSMA3 <- SMA(inflowbulan$Jawa,n=3)
plot.ts(JawaSMA3 )
JawaSMA3 <- SMA(inflowbulan$Jawa,n=8)
plot.ts(JawaSMA3 )
Inflow dan Outflow Time Series
Inflow
Jawainflowtimeseries <- ts(inflowbulan$Jawa, frequency=12, start=c(2011,1))
Jawainflowtimeseries## Jan Feb Mar Apr May Jun Jul
## 2011 7736.029 6667.138 10318.468 7825.809 8165.996 7441.701 9051.462
## 2012 17028.473 12388.568 11157.282 10774.882 12898.384 10223.099 13209.504
## 2013 15467.171 8909.603 6933.609 7405.869 7174.923 6750.378 7214.708
## 2014 25816.625 17444.745 13789.397 15194.010 13392.218 15421.705 7520.287
## 2015 28718.397 15106.953 15813.192 15075.893 16489.581 16556.075 33590.730
## 2016 31066.112 20269.959 16688.511 15674.541 19584.511 13431.940 47694.019
## 2017 29683.697 18481.911 19920.745 17265.203 19407.406 10145.679 58175.244
## 2018 37022.912 20189.505 19181.027 22227.670 18505.103 44831.458 36842.198
## 2019 38494.706 21594.536 21107.984 21739.533 16932.440 59688.189 28688.971
## 2020 42809.029 22340.044 17779.305 19204.049 18570.296 31388.323 17568.665
## 2021 43441.026 20649.214 20113.050 16790.744 37406.216 21883.221 11098.180
## Aug Sep Oct Nov Dec
## 2011 6073.047 28449.576 11368.474 12199.359 8619.618
## 2012 18787.711 17881.652 11598.595 15009.388 9524.805
## 2013 17502.711 15567.160 16524.159 15126.007 10422.017
## 2014 45221.678 16929.366 18165.268 16161.697 12245.621
## 2015 25341.161 15774.799 17703.164 16878.224 13092.341
## 2016 22447.935 19321.126 19811.395 18117.953 17498.630
## 2017 23686.998 22657.154 21887.705 20811.475 15485.568
## 2018 23402.319 23428.024 25144.139 21265.698 14870.783
## 2019 25579.740 23248.212 25976.929 23176.785 18395.994
## 2020 20531.737 20393.013 14950.098 22993.789 10916.104
## 2021 16434.700Outflow
JawaOutflowtimeseries <- ts(Outflowbulan$Jawa, frequency=12, start=c(2011,1))
JawaOutflowtimeseries## Jan Feb Mar Apr May Jun Jul
## 2011 1112.635 2303.732 3427.143 5426.773 5168.128 6644.230 8652.016
## 2012 2481.729 4502.215 8513.322 8540.194 8156.738 12344.619 10751.535
## 2013 2472.675 3459.360 5716.005 5020.176 6920.211 6887.922 15174.259
## 2014 6018.881 6803.947 10579.216 8701.562 10949.481 10422.343 38991.821
## 2015 4566.619 7893.909 9052.432 16385.658 10528.770 19010.084 39043.703
## 2016 4735.810 9870.504 11431.063 13997.717 17735.442 49948.089 11266.324
## 2017 5700.932 10853.701 17818.668 15726.178 20163.640 60007.387 5374.681
## 2018 5662.920 15128.213 23063.982 17547.217 41598.033 43488.426 9314.122
## 2019 5544.332 14851.505 21553.009 24112.168 71927.751 4444.298 18868.323
## 2020 8950.893 14285.377 21427.704 22752.771 37980.453 7331.345 23260.368
## 2021 4466.391 11987.831 16624.374 38785.780 33995.417 10934.446 18782.307
## Aug Sep Oct Nov Dec
## 2011 26308.881 2440.014 5599.104 4496.652 11932.101
## 2012 21307.199 3847.182 7977.717 7439.436 15500.694
## 2013 9118.390 7189.696 10726.250 8920.807 17363.407
## 2014 4120.905 9930.333 12294.958 10629.317 17626.340
## 2015 6974.044 13208.167 10835.207 11471.111 22597.819
## 2016 8618.371 15479.341 11176.454 13454.249 22854.454
## 2017 19549.206 12820.000 13122.239 21648.480 26119.548
## 2018 21551.737 13601.588 15639.314 18958.862 27570.994
## 2019 21965.442 14743.601 17047.522 21211.050 35688.350
## 2020 15951.824 17079.589 30708.989 14908.993 36724.821
## 2021 7763.459Visualiasasi Prediksi
Inflow
plot.ts(Jawainflowtimeseries)
Outflow
plot.ts(JawaOutflowtimeseries)
Jawaintimeseriescomponents <- decompose(Jawainflowtimeseries)
Jawaintimeseriescomponents$seasonal## Jan Feb Mar Apr May Jun
## 2011 10860.9057 -2408.1069 -4194.4039 -3930.2869 -4175.3746 3039.7953
## 2012 10860.9057 -2408.1069 -4194.4039 -3930.2869 -4175.3746 3039.7953
## 2013 10860.9057 -2408.1069 -4194.4039 -3930.2869 -4175.3746 3039.7953
## 2014 10860.9057 -2408.1069 -4194.4039 -3930.2869 -4175.3746 3039.7953
## 2015 10860.9057 -2408.1069 -4194.4039 -3930.2869 -4175.3746 3039.7953
## 2016 10860.9057 -2408.1069 -4194.4039 -3930.2869 -4175.3746 3039.7953
## 2017 10860.9057 -2408.1069 -4194.4039 -3930.2869 -4175.3746 3039.7953
## 2018 10860.9057 -2408.1069 -4194.4039 -3930.2869 -4175.3746 3039.7953
## 2019 10860.9057 -2408.1069 -4194.4039 -3930.2869 -4175.3746 3039.7953
## 2020 10860.9057 -2408.1069 -4194.4039 -3930.2869 -4175.3746 3039.7953
## 2021 10860.9057 -2408.1069 -4194.4039 -3930.2869 -4175.3746 3039.7953
## Jul Aug Sep Oct Nov Dec
## 2011 6655.8297 3350.7251 759.1602 -1371.0201 -1669.1635 -6918.0600
## 2012 6655.8297 3350.7251 759.1602 -1371.0201 -1669.1635 -6918.0600
## 2013 6655.8297 3350.7251 759.1602 -1371.0201 -1669.1635 -6918.0600
## 2014 6655.8297 3350.7251 759.1602 -1371.0201 -1669.1635 -6918.0600
## 2015 6655.8297 3350.7251 759.1602 -1371.0201 -1669.1635 -6918.0600
## 2016 6655.8297 3350.7251 759.1602 -1371.0201 -1669.1635 -6918.0600
## 2017 6655.8297 3350.7251 759.1602 -1371.0201 -1669.1635 -6918.0600
## 2018 6655.8297 3350.7251 759.1602 -1371.0201 -1669.1635 -6918.0600
## 2019 6655.8297 3350.7251 759.1602 -1371.0201 -1669.1635 -6918.0600
## 2020 6655.8297 3350.7251 759.1602 -1371.0201 -1669.1635 -6918.0600
## 2021 6655.8297 3350.7251JawaOuttimeseriescomponents <- decompose(JawaOutflowtimeseries)
JawaOuttimeseriescomponents$seasonal## Jan Feb Mar Apr May Jun
## 2011 -10934.7964 -5996.1956 -1104.4499 -885.3375 9303.1942 7798.4295
## 2012 -10934.7964 -5996.1956 -1104.4499 -885.3375 9303.1942 7798.4295
## 2013 -10934.7964 -5996.1956 -1104.4499 -885.3375 9303.1942 7798.4295
## 2014 -10934.7964 -5996.1956 -1104.4499 -885.3375 9303.1942 7798.4295
## 2015 -10934.7964 -5996.1956 -1104.4499 -885.3375 9303.1942 7798.4295
## 2016 -10934.7964 -5996.1956 -1104.4499 -885.3375 9303.1942 7798.4295
## 2017 -10934.7964 -5996.1956 -1104.4499 -885.3375 9303.1942 7798.4295
## 2018 -10934.7964 -5996.1956 -1104.4499 -885.3375 9303.1942 7798.4295
## 2019 -10934.7964 -5996.1956 -1104.4499 -885.3375 9303.1942 7798.4295
## 2020 -10934.7964 -5996.1956 -1104.4499 -885.3375 9303.1942 7798.4295
## 2021 -10934.7964 -5996.1956 -1104.4499 -885.3375 9303.1942 7798.4295
## Jul Aug Sep Oct Nov Dec
## 2011 2875.6325 298.1929 -4309.7947 -2024.9547 -2482.9440 7463.0235
## 2012 2875.6325 298.1929 -4309.7947 -2024.9547 -2482.9440 7463.0235
## 2013 2875.6325 298.1929 -4309.7947 -2024.9547 -2482.9440 7463.0235
## 2014 2875.6325 298.1929 -4309.7947 -2024.9547 -2482.9440 7463.0235
## 2015 2875.6325 298.1929 -4309.7947 -2024.9547 -2482.9440 7463.0235
## 2016 2875.6325 298.1929 -4309.7947 -2024.9547 -2482.9440 7463.0235
## 2017 2875.6325 298.1929 -4309.7947 -2024.9547 -2482.9440 7463.0235
## 2018 2875.6325 298.1929 -4309.7947 -2024.9547 -2482.9440 7463.0235
## 2019 2875.6325 298.1929 -4309.7947 -2024.9547 -2482.9440 7463.0235
## 2020 2875.6325 298.1929 -4309.7947 -2024.9547 -2482.9440 7463.0235
## 2021 2875.6325 298.1929plot(JawaOuttimeseriescomponents$random ,type = "l", col = "red")
plot(Jawaintimeseriescomponents$random ,type = "l", col = "red")
lines(JawaOuttimeseriescomponents$random,col="green")
legend("top",c("inflow","Outflow"),fill=c("red","green"))
plot(Jawaintimeseriescomponents$trend,type = "l", col = "blue")
lines(JawaOuttimeseriescomponents$trend,col="green")
legend("top",c("Inflow","Outflow"),fill=c("blue","green"))
plot(Jawaintimeseriescomponents$figure ,type = "l", col = "blue")
lines(JawaOuttimeseriescomponents$figure,col="green")
legend("top",c("Inflow","Outflow"),fill=c("blue","green"))