DATA

Data yang akan digunakan adalah data cash ratio dari salah satu bank milik pemerintah terbesar di Indonesia.

Data sudah tersedia di Github dan bisa diakses melalui link berikut :

latihan<-read.csv("https://raw.githubusercontent.com/rachmatdr08/ADW/main/cash%20ratio%20optimization.csv", sep = ",", header = TRUE)
knitr::kable(latihan)
periode cash_in_echannel cash_out_echannel cash_in_kantor cash_out_kantor cr_ketetapan_total_bkn_sum giro deposito kewajiban_lain tabungan rata_dpk_mingguan kas_kantor kas_echannel
2019-07-31 730300000 -1304400000 143672192131 -110610408930 3 9.867358e+11 8.048153e+11 14196848459 7.072647e+11 313574394799 1.928940e+09 2939100000
2019-08-01 732200000 -832150000 314413086450 -67109868151 3 8.962459e+11 8.125611e+11 12340617510 7.011995e+11 313574394799 2.492322e+11 2839150000
2019-08-02 1169800000 -621400000 1251294500 -1142331700 3 9.059714e+11 8.127225e+11 11820222539 6.922787e+11 313574394799 2.493411e+11 3387550000
2019-08-03 913450000 -424050000 0 0 3 9.057127e+11 8.127253e+11 11996399444 6.867224e+11 313574394799 2.493411e+11 3876950000
2019-08-04 775250000 -777950000 98833307801 -87292735001 3 9.788347e+11 8.124711e+11 12329618630 6.813438e+11 313574394799 2.608817e+11 3874250000
2019-08-05 1243150000 -1488550000 152801775688 -136200760988 3 1.128248e+12 8.245192e+11 12176771731 6.655014e+11 313574394799 2.774827e+11 3628850000
2019-08-06 558800000 -774800000 58247734212 -73306233312 3 1.095004e+12 8.152918e+11 13706725143 6.658978e+11 313574394799 2.624242e+11 3412850000
2019-08-07 488550000 -652400000 69084653482 -49415454882 3 1.039522e+12 8.152671e+11 13684684394 6.631276e+11 330677014006 2.820934e+11 3249000000
2019-08-08 722500000 -724300000 273956903571 -74224296371 3 1.149508e+12 8.320695e+11 12096037258 6.511642e+11 330677014006 4.818260e+11 3247200000
2019-08-09 856700000 -640350000 1582057703 -1529425203 3 1.153623e+12 8.320651e+11 12277099611 6.451139e+11 330677014006 4.818786e+11 3463550000
2019-08-10 446650000 -159850000 0 0 3 1.154781e+12 8.320703e+11 12441548135 6.419888e+11 330677014006 4.818786e+11 3750350000
2019-08-11 456050000 -586000000 158532502039 -81782613639 3 1.372998e+12 8.187254e+11 11806052276 6.386580e+11 330677014006 5.586285e+11 3620400000
2019-08-12 395800000 -637900000 37537234529 -108013322129 3 1.323620e+12 8.184413e+11 11098659136 6.370559e+11 330677014006 4.881524e+11 3378300000
2019-08-13 472450000 -634050000 46095553294 -90853080694 3 1.061385e+12 8.182477e+11 10881812071 6.346880e+11 330677014006 4.433949e+11 3216700000
2019-08-14 467900000 -500950000 54059181731 -62713495831 3 1.037825e+12 8.182889e+11 10889694083 6.356429e+11 330677014006 4.347406e+11 3183650000
2019-08-15 919900000 -571500000 195224893141 -102179794241 3 9.837789e+11 8.162578e+11 10887354624 6.378696e+11 312154173732 5.277857e+11 3532050000
2019-08-16 681200000 -311100000 53221500 0 3 9.880370e+11 8.162504e+11 11054725292 6.340924e+11 312154173732 5.278389e+11 3902150000
2019-08-17 0 0 0 0 3 9.937675e+11 8.162532e+11 11223721158 6.297599e+11 312154173732 5.278389e+11 3902150000
2019-08-18 675700000 -878050000 142092123691 -120074621891 3 9.578804e+11 8.051332e+11 11397831648 6.283202e+11 312154173732 5.498564e+11 3699800000
2019-08-19 644950000 -590000000 36121865493 -106409641893 3 9.921856e+11 8.051233e+11 11131402920 6.277193e+11 312154173732 4.795687e+11 3754750000
2019-08-20 522350000 -1242850000 88900731743 -120214312743 3 1.112208e+12 8.052191e+11 11027861034 6.267495e+11 312154173732 4.482551e+11 3034250000
2019-08-21 786350000 -762500000 155214061799 -82508994999 3 1.040370e+12 8.061443e+11 17133639730 6.278262e+11 312154173732 5.209601e+11 3058100000
2019-08-22 1330400000 -784750000 247438424136 -95619484236 3 8.891410e+11 8.088845e+11 10921149332 6.490358e+11 312154173732 6.727791e+11 3603750000
2019-08-23 632300000 -616650000 1474237000 -1328529100 3 8.963820e+11 8.088845e+11 11054156228 6.401313e+11 330016454304 6.729248e+11 3619400000
2019-08-24 620400000 -299750000 0 0 3 9.000979e+11 8.088877e+11 10080295596 6.348657e+11 330016454304 6.729248e+11 3940050000
2019-08-25 504600000 -714200000 36302697738 -84517246638 3 9.793772e+11 7.954337e+11 10576893878 6.310804e+11 330016454304 6.247102e+11 3730450000
2019-08-26 441900000 -550850000 106483332224 -119181814524 3 9.303479e+11 8.048572e+11 10477783669 6.282247e+11 330016454304 6.120118e+11 3621500000
2019-08-27 436500000 -1239200000 141107935592 -77011458692 3 8.374914e+11 8.057074e+11 13672188035 6.285104e+11 330016454304 6.761082e+11 2818800000
2019-08-28 876700000 -997050000 189671650108 -53551755908 3 1.794197e+12 8.057430e+11 11265177541 6.296049e+11 330016454304 8.122281e+11 2698450000
2019-08-29 1120150000 -765250000 114101890575 -59298805575 3 1.427416e+12 8.102433e+11 12661338427 6.336271e+11 330016454304 8.670312e+11 3053350000
2019-08-30 840400000 -523100000 18434839700 -18361128500 3 1.408774e+12 8.102528e+11 12760968678 6.283379e+11 330016454304 8.671049e+11 3370650000
2019-08-31 1515700000 -376150000 0 0 3 1.331284e+12 8.102565e+11 14288718104 6.724553e+11 306137256182 8.671049e+11 4510200000
2019-09-01 733800000 -869050000 126857363005 -125026555205 3 9.694843e+11 8.053625e+11 13257613853 6.574851e+11 306137256182 8.689357e+11 4374950000
2019-09-02 813750000 -1309400000 241315557003 -84493018603 3 8.302660e+11 7.939925e+11 10811853250 6.608067e+11 306137256182 1.025758e+12 3879300000
2019-09-03 494000000 -664400000 33864869571 -76043087771 3 8.276508e+11 7.935085e+11 10799201787 6.577966e+11 306137256182 9.835801e+11 3708900000
2019-09-04 532150000 -665850000 219732285652 -56105321752 3 7.604385e+11 7.970437e+11 10655452022 6.616337e+11 306137256182 1.147207e+12 3575200000
2019-09-05 836550000 -729850000 157725038146 -84772473146 3 8.733230e+11 7.928385e+11 12268104507 6.569591e+11 306137256182 1.220160e+12 3681900000
2019-09-06 859650000 -635900000 1696475300 -1545198500 3 8.846025e+11 7.928388e+11 12448304325 6.508682e+11 306137256182 1.220311e+12 3905650000
2019-09-07 946450000 -284250000 0 0 3 8.872428e+11 7.928393e+11 12528921295 6.458228e+11 324547245831 1.220311e+12 4567850000
2019-09-08 562000000 -1276550000 132102757055 -92078625055 3 9.068089e+11 7.927381e+11 12840176251 6.437293e+11 324547245831 1.260335e+12 3853300000
2019-09-09 612200000 -790850000 68245220064 -112313609764 3 1.081178e+12 7.947384e+11 13150056147 6.468426e+11 324547245831 1.216267e+12 3674650000
2019-09-10 610850000 -633100000 115764094767 -89200064267 3 1.130728e+12 7.947613e+11 13164612565 6.459661e+11 324547245831 1.242831e+12 3652400000
2019-09-11 484650000 -614050000 177939193777 -72791049577 3 9.471441e+11 9.369626e+11 12018346362 6.499633e+11 324547245831 1.347979e+12 3523000000
2019-09-12 471000000 -778700000 212960274010 -80443188910 3 8.944979e+11 9.119581e+11 11885786260 6.505838e+11 324547245831 1.480496e+12 3215300000
2019-09-13 886100000 -621750000 0 0 3 9.075275e+11 9.119618e+11 12040211491 6.462831e+11 324547245831 1.480496e+12 3479650000
2019-09-14 877850000 -280300000 0 0 3 9.113311e+11 9.119652e+11 12174729841 6.428818e+11 324547245831 1.480496e+12 4077200000
2019-09-15 527150000 -601200000 93941314190 -119670285790 3 9.060401e+11 9.119094e+11 10848044352 6.407654e+11 299382571114 1.454767e+12 4003150000
2019-09-16 621400000 -670500000 62578568919 -109125149019 3 7.964800e+11 9.226056e+11 10798698940 6.399562e+11 299382571114 1.408220e+12 3954050000
2019-09-17 644300000 -1439800000 52807829169 -83408373769 3 8.244539e+11 9.231576e+11 11313043070 6.351801e+11 299382571114 1.377620e+12 3158550000
2019-09-18 559750000 -844350000 237208896228 -48349657728 3 8.542680e+11 9.230026e+11 11322513028 6.322297e+11 299382571114 1.566479e+12 2873950000
2019-09-19 765800000 -684450000 271293701114 -283973976514 3 9.095699e+11 9.231629e+11 19504309906 6.314530e+11 299382571114 1.553799e+12 2955300000
2019-09-20 1050050000 -784650000 0 0 3 9.630650e+11 9.231581e+11 19685750873 6.273848e+11 299382571114 1.553799e+12 3220700000
2019-09-21 465850000 -397250000 0 0 3 9.673639e+11 9.231602e+11 19789813479 6.239181e+11 299382571114 1.553799e+12 3289300000
2019-09-22 630100000 -617900000 67260679656 -130602720856 3 9.786178e+11 9.220936e+11 11809594222 6.210085e+11 299382571114 1.490457e+12 3301500000
2019-09-23 438300000 -519650000 130397462063 -119314501663 3 8.678234e+11 8.765736e+11 12123946838 6.281315e+11 309160297915 1.501540e+12 3220150000
2019-09-24 719950000 -828750000 90173322377 -71028828574 3 7.311568e+11 8.766246e+11 11041062891 6.510159e+11 309160297915 1.520684e+12 3111350000
2019-09-25 389350000 -868450000 179622009493 -63600967393 3 8.634877e+11 8.665857e+11 10787415093 6.528178e+11 309160297915 1.636705e+12 2632250000
2019-09-26 1755800000 -827600000 60428540026 -69346707726 3 1.575263e+12 8.654361e+11 11994627933 6.491256e+11 309160297915 1.627787e+12 3560450000
2019-09-27 690850000 -1140950000 1202193500 -1158618700 3 1.589504e+12 8.653400e+11 11959253912 6.420627e+11 309160297915 1.627831e+12 3110350000
2019-09-28 780300000 -266250000 150010000 0 3 1.593994e+12 8.654021e+11 12151962630 6.373818e+11 309160297915 1.627981e+12 3624400000
2019-09-29 880550000 -1408750000 159229291790 -101541646190 3 1.427683e+12 8.665367e+11 12093795490 6.472946e+11 309160297915 1.685668e+12 3096200000
2019-09-30 857750000 -1195100000 178041213944 -133188250144 3 7.765078e+11 8.644588e+11 13971241645 6.870303e+11 308423062861 1.730521e+12 2758850000
2019-10-01 738300000 -827950000 76355106652 -65741684452 3 8.168650e+11 8.638229e+11 11757135331 6.770239e+11 308423062861 1.741135e+12 2669200000
2019-10-02 1029900000 -818900000 130368537381 -72383749551 3 7.398495e+11 7.765574e+11 11894218550 6.670075e+11 308423062861 1.799119e+12 2880200000
2019-10-03 509750000 -871600000 440022535784 -163820556884 3 6.448042e+11 7.788298e+11 10916513279 6.708726e+11 308423062861 2.075321e+12 2518350000
2019-10-04 712600000 -551550000 0 0 3 6.556488e+11 7.788312e+11 11065699533 6.637445e+11 308423062861 2.075321e+12 2679400000
2019-10-05 811250000 -351350000 0 0 3 6.601374e+11 7.789098e+11 10923707233 6.587224e+11 308423062861 2.075321e+12 3139300000
2019-10-06 1248000000 -950300000 165774225599 -88142522699 3 9.582190e+11 7.802248e+11 12180329508 6.555299e+11 308423062861 2.152953e+12 3437000000
2019-10-07 1043400000 -791100000 86487947267 -81054789167 3 9.665834e+11 7.813562e+11 12207785327 6.550463e+11 345024867054 2.158386e+12 3689300000
2019-10-08 669650000 -802450000 112939650323 -137701113923 3 9.291695e+11 7.810573e+11 10833704090 6.475581e+11 345024867054 2.133625e+12 3556500000
2019-10-09 419800000 -716750000 112294984030 -58653823230 3 8.411302e+11 7.810580e+11 10527940640 6.477036e+11 345024867054 2.187266e+12 3259550000
2019-10-10 667050000 -968750000 113056969204 -60146616904 3 7.177827e+11 9.103752e+11 10800426706 6.516182e+11 345024867054 2.240176e+12 2957850000
2019-10-11 1010100000 -646400000 0 0 3 7.280343e+11 9.103332e+11 10965105646 6.461531e+11 345024867054 2.240176e+12 3321550000
2019-10-12 581550000 -275350000 0 0 3 7.318288e+11 9.102288e+11 10761204500 6.417106e+11 345024867054 2.240176e+12 3627750000
2019-10-13 583050000 -709700000 82848667399 -98776611399 3 9.396478e+11 7.777295e+11 10438461795 6.432508e+11 345024867054 2.224248e+12 3501100000
2019-10-14 707600000 -726900000 121879038609 -145571335509 3 7.903114e+11 7.789676e+11 10696506012 6.523694e+11 345024867054 2.200556e+12 3481800000
2019-10-15 467600000 -787000000 86987682914 -98271365814 3 8.377894e+11 7.794197e+11 10664078197 6.480413e+11 281825275881 2.189272e+12 3162400000
2019-10-16 485650000 -802400000 79306467713 -63624297446 3 8.079157e+11 7.799795e+11 10757227666 6.464062e+11 281825275881 2.204955e+12 2845650000
2019-10-17 708650000 -706850000 179392607338 -61983420538 3 5.556055e+11 9.522094e+11 10896834676 6.463667e+11 281825275881 2.322364e+12 2847450000
2019-10-18 659100000 -621150000 0 0 3 5.803144e+11 9.522047e+11 10957446149 6.418569e+11 281825275881 2.322364e+12 2885400000
2019-10-19 687850000 -401250000 0 0 3 5.932369e+11 9.522053e+11 10803584502 6.377496e+11 281825275881 2.322364e+12 3172000000
2019-10-20 570200000 -762300000 122558662313 -135092144813 3 1.131575e+12 7.841215e+11 16315851498 6.327926e+11 279219758666 2.309830e+12 2979900000
2019-10-21 557100000 -547050000 92026198858 -89249905658 3 1.186739e+12 7.841187e+11 10419495485 6.255697e+11 279219758666 2.312607e+12 2989950000
2019-10-22 724800000 -617400000 110445902665 -77625030032 3 1.139553e+12 7.842457e+11 10479261675 6.215207e+11 279219758666 2.345427e+12 3097350000
2019-10-23 534350000 -573650000 107170042843 -37043964243 3 1.103056e+12 7.820699e+11 10998801219 6.249341e+11 289816171411 2.415554e+12 3058050000
2019-10-24 599950000 -849250000 210802883615 -138360170615 3 5.887755e+11 1.222723e+12 10253775042 6.475429e+11 289816171411 2.487996e+12 2808750000
2019-10-25 804050000 -420500000 0 0 3 6.128792e+11 1.222723e+12 10441193067 6.395677e+11 289816171411 2.487996e+12 3192300000
2019-10-26 1014050000 -331600000 0 0 3 6.144708e+11 1.222723e+12 10493798024 6.345063e+11 289816171411 2.487996e+12 3874750000
2019-10-27 680700000 -693500000 180408277980 -129199180380 3 1.268172e+12 7.865685e+11 10456339343 6.369749e+11 289816171411 2.539205e+12 3861950000
2019-10-28 614800000 -987700000 111207658445 -80379770145 3 1.250377e+12 7.865883e+11 13950629441 6.367440e+11 289816171411 2.570033e+12 3489050000
2019-10-29 530100000 -619850000 60740091934 -59074470734 3 2.223887e+12 7.861238e+11 13587944050 6.355967e+11 289816171411 2.571699e+12 3399300000
2019-10-30 560400000 -883450000 133633383503 -59485459603 3 2.154069e+12 7.858673e+11 14091036385 6.371499e+11 289816171411 2.645847e+12 3076250000
2019-10-31 754750000 -1078200000 284348630427 -114541560360 3 7.096426e+11 1.345492e+12 15610473181 6.962081e+11 293637984108 2.815654e+12 2752800000
2019-11-01 1041650000 -548050000 0 0 3 7.246296e+11 1.345488e+12 15763268170 6.834665e+11 293637984108 2.815654e+12 3246400000
2019-11-02 932350000 -422700000 0 0 3 7.282830e+11 1.345638e+12 15352742310 6.757760e+11 293637984108 2.815654e+12 3756050000
2019-11-03 821150000 -1505550000 125160315580 -98746593480 3 1.318282e+12 7.326008e+11 13957801954 6.562746e+11 293637984108 2.842068e+12 3071650000
2019-11-04 591450000 -662200000 149131436376 -92716028876 3 1.209031e+12 7.923890e+11 13486042480 6.535578e+11 293637984108 2.898483e+12 3000900000
2019-11-05 507400000 -696500000 61788122832 -75478914832 3 1.182419e+12 7.695803e+11 14920679856 6.480402e+11 293637984108 2.884792e+12 2811800000
2019-11-06 578700000 -639200000 87152363160 -78985111460 3 1.133759e+12 7.691113e+11 12841024218 6.466460e+11 293637984108 2.892959e+12 2751300000
2019-11-07 592400000 -640300000 166210859373 -115268371773 3 6.890262e+11 1.174331e+12 11425986323 6.489517e+11 353099450117 2.943902e+12 2703400000
2019-11-08 993400000 -482450000 0 0 3 6.944504e+11 1.174333e+12 11590375766 6.438072e+11 353099450117 2.943902e+12 3214350000
2019-11-09 677700000 -284700000 0 0 3 6.905869e+11 1.174333e+12 11771342032 6.390283e+11 353099450117 2.943902e+12 3607350000
2019-11-10 685050000 -746400000 110522988698 -106374486598 3 1.124459e+12 7.675822e+11 11741775749 6.340041e+11 353099450117 2.948050e+12 3546000000
2019-11-11 702250000 -642400000 87895001771 -128507695771 3 1.115096e+12 7.475578e+11 11854794532 6.331038e+11 353099450117 2.907438e+12 3605850000
2019-11-12 825400000 -1368500000 88120375309 -75378220409 3 1.151914e+12 7.739035e+11 11571497184 6.277086e+11 353099450117 2.920180e+12 3062750000
2019-11-13 641200000 -600550000 71766051458 -54768980158 3 1.096599e+12 7.742703e+11 11001458944 6.272545e+11 353099450117 2.937177e+12 3103400000
2019-11-14 551050000 -668400000 178412171277 -61626098577 3 5.955820e+11 1.230662e+12 11313411951 6.322894e+11 353099450117 3.053963e+12 2986050000
2019-11-15 558500000 -614750000 0 0 3 6.068233e+11 1.230718e+12 11426123154 6.273228e+11 336932974893 3.053963e+12 2929800000
2019-11-16 1044950000 -338850000 0 0 3 6.110779e+11 1.230714e+12 11614647950 6.236391e+11 336932974893 3.053963e+12 3635900000
2019-11-17 826000000 -1021800000 84981087644 -109823241244 3 8.505996e+11 7.753871e+11 11606768176 6.206625e+11 336932974893 3.029121e+12 3440100000
2019-11-18 575550000 -534800000 60600714568 -95809021668 3 8.809546e+11 7.749091e+11 11912349944 6.260306e+11 336932974893 2.993913e+12 3480850000
2019-11-19 457250000 -642200000 90640876797 -91574262197 3 8.936126e+11 7.749545e+11 11580719628 6.226903e+11 336932974893 2.992979e+12 3295900000
2019-11-20 656500000 -1106300000 124106624307 -98654474207 3 8.620296e+11 7.742577e+11 11702098535 6.278053e+11 336932974893 3.018431e+12 2846100000
2019-11-21 766250000 -572250000 177865131610 -103063222510 3 7.957339e+11 7.795173e+11 11696573850 6.365883e+11 336932974893 3.093233e+12 3040100000
2019-11-22 1122750000 -480300000 0 0 3 7.938713e+11 7.795173e+11 11745935045 6.311096e+11 336932974893 3.093233e+12 3682550000
2019-11-23 729300000 -279600000 0 0 3 7.982158e+11 7.795173e+11 11877668574 6.270851e+11 314892271387 3.093233e+12 4132250000
2019-11-24 883000000 -1302850000 137715627530 -103748465530 3 8.168810e+11 7.293214e+11 11313416859 6.442493e+11 314892271387 3.127200e+12 3712400000
2019-11-25 511200000 -689850000 124020348092 -97441092292 3 9.075324e+11 7.294372e+11 11147924603 6.406927e+11 314892271387 3.153780e+12 3533750000
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2020-07-22 298050000 -426350000 98363078347 -84661679712 3 4.559803e+11 8.164907e+11 11924063649 6.873865e+11 263456796384 9.396595e+12 1957800000
2020-07-23 504700000 -627850000 179847105618 -55859245418 3 4.689857e+11 8.199628e+11 11864496588 7.052971e+11 254411463022 9.520583e+12 1834650000
2020-07-24 1111300000 -461300000 0 0 3 4.766825e+11 8.199653e+11 11490018429 6.976998e+11 254411463022 9.520583e+12 2484650000
2020-07-25 848200000 -230150000 0 0 3 4.850100e+11 8.199653e+11 11574257475 6.910477e+11 254411463022 9.520583e+12 3102700000
2020-07-26 1191100000 -717150000 89054530316 -113014155016 3 4.377354e+11 8.038585e+11 11219040241 6.962898e+11 254411463022 9.496624e+12 3576650000
2020-07-27 343800000 -606950000 100167842143 -85310553743 3 4.633515e+11 8.087793e+11 11143130709 6.926920e+11 254411463022 9.511481e+12 3313500000
2020-07-28 731600000 -1018550000 89686440275 -56694111675 3 1.391750e+12 8.159205e+11 11518449000 7.003763e+11 254411463022 9.544473e+12 3026550000
2020-07-29 998350000 -1040100000 571842324296 -273920449896 3 7.447611e+11 8.208495e+11 13836524579 7.050447e+11 254411463022 9.842395e+12 2984800000
2020-07-30 294450000 -218100000 23039942000 -23020342000 3 7.518635e+11 8.208465e+11 13857135934 7.013021e+11 254411463022 9.842415e+12 3061150000
2020-07-31 760950000 -336850000 0 0 3 6.757550e+11 8.208555e+11 14151397048 7.408491e+11 254723024967 9.842415e+12 3485250000
2020-08-01 1222200000 -237050000 0 0 3 6.785877e+11 8.208566e+11 14220945503 7.318754e+11 254723024967 9.842415e+12 4470400000
2020-08-02 816600000 -732300000 179118441451 -140258096851 3 6.689153e+11 8.216378e+11 13619317629 7.169760e+11 254723024967 9.881275e+12 4554700000
2020-08-03 795950000 -788050000 56663143197 -89415397097 3 6.390509e+11 8.238647e+11 11833721649 7.154608e+11 254723024967 9.848523e+12 4562600000
2020-08-04 574600000 -1464200000 85469170653 -73318991653 3 5.256984e+11 8.314802e+11 11499821174 7.026569e+11 254723024967 9.860673e+12 3673000000
2020-08-05 401550000 -819200000 91253943038 -80228744338 3 4.802608e+11 8.369771e+11 11801171007 7.088414e+11 254723024967 9.871698e+12 3255350000
2020-08-06 443500000 -1608050000 251272385533 -66430440633 3 1.164832e+12 8.661627e+11 11672935448 7.082346e+11 254723024967 1.005654e+13 2090800000
2020-08-07 545900000 -583900000 0 0 3 1.163643e+12 8.661629e+11 11753148819 7.028080e+11 272445939039 1.005654e+13 2052800000
2020-08-08 3744400000 -987600000 0 0 3 4.678342e+12 3.464395e+12 47590591384 2.794601e+12 272445939039 1.005654e+13 4809600000
2020-08-09 1112100000 -772800000 103545538909 -77623406909 3 6.954301e+11 8.545826e+11 14952316229 7.457382e+11 272445939039 1.008246e+13 5148900000
2020-08-10 690350000 -576450000 78895558372 -82119984272 3 5.911866e+11 8.541310e+11 14965898354 7.432187e+11 272445939039 1.007924e+13 5262800000
2020-08-11 406300000 -663050000 65966796616 -58763086316 3 5.833115e+11 8.485777e+11 15175651625 7.368794e+11 272445939039 1.008644e+13 5006050000
2020-08-12 517900000 -509100000 98259983581 -45126797081 3 5.921835e+11 8.495150e+11 15458183762 7.317987e+11 272445939039 1.013957e+13 5014850000
2020-08-13 963000000 -735000000 353763083169 -59018371569 3 4.865750e+11 8.499911e+11 15488520712 7.341846e+11 272445939039 1.043432e+13 5242850000
2020-08-14 1203000000 -676800000 0 0 3 4.917700e+11 8.499990e+11 15581615583 7.287925e+11 272445939039 1.043432e+13 5769050000
2020-08-15 1059800000 -288650000 0 0 3 5.000184e+11 8.499994e+11 15680437119 7.238516e+11 281582649652 1.043432e+13 6540200000
2020-08-16 497250000 -333400000 0 0 3 4.985943e+11 8.500275e+11 15770022049 7.187451e+11 281582649652 1.043432e+13 6704050000
2020-08-17 1310650000 -2063950000 141164482448 -154071365148 3 5.502858e+11 8.522762e+11 16897366983 7.191576e+11 281582649652 1.042141e+13 5950750000
2020-08-18 1068550000 -1432400000 254329982793 -99811254693 3 5.255792e+11 8.482870e+11 18490377619 7.199065e+11 281582649652 1.057593e+13 5586900000
2020-08-19 1840500000 -408100000 0 0 3 5.398479e+11 8.482722e+11 18235875691 7.158342e+11 281582649652 1.057593e+13 7019300000
2020-08-20 1682300000 -518250000 0 0 3 5.897436e+11 8.482493e+11 18365865703 7.120740e+11 281582649652 1.057593e+13 8183350000
2020-08-21 1197500000 -523850000 0 0 3 5.954272e+11 8.482634e+11 18470564754 7.078930e+11 281582649652 1.057593e+13 8857000000
2020-08-22 465350000 -251700000 0 0 3 6.029900e+11 8.482637e+11 18604854450 7.043044e+11 281582649652 1.057593e+13 9070650000
2020-08-23 640550000 -2544000000 111094029859 -210129089959 3 5.161784e+11 8.268223e+11 17556105924 7.040213e+11 289845107741 1.047690e+13 7167200000
2020-08-24 548200000 -2312800000 51492643471 -104904416171 3 6.570255e+11 8.179292e+11 16551828866 7.249970e+11 289845107741 1.042348e+13 5402600000
2020-08-25 370450000 -873150000 62702338353 -79211591453 3 7.584774e+11 8.162503e+11 16328498357 7.336645e+11 289845107741 1.040698e+13 4899900000
2020-08-26 379700000 -627350000 59535357448 -58585436348 3 8.834477e+11 8.358971e+11 14597141518 7.333463e+11 289845107741 1.040793e+13 4652250000
2020-08-28 1090600000 -492950000 159800500 0 3 1.668962e+12 8.274348e+11 19397407967 7.425506e+11 289845107741 1.040808e+13 5249900000
2020-08-29 1399550000 -376650000 0 0 3 1.668196e+12 8.274382e+11 19492219857 7.381180e+11 289845107741 1.040808e+13 6272800000
2020-08-30 1028350000 -1675750000 170395546498 -94568606898 3 1.184614e+12 8.183928e+11 16741854039 7.384901e+11 289845107741 1.048391e+13 5625400000
2020-08-31 842150000 -1258250000 152875227128 -112244586328 3 1.067104e+12 8.188631e+11 16511527328 7.748441e+11 266537608901 1.052454e+13 5209300000
2020-09-01 589300000 -1131200000 75949559580 -31571560780 3 1.017939e+12 8.157672e+11 15518611733 7.761852e+11 266537608901 1.056892e+13 4667400000
2020-09-02 1009100000 -530550000 116203707567 -45353662467 3 9.969016e+11 8.048071e+11 15674285533 7.763280e+11 266537608901 1.063977e+13 5145950000
2020-09-03 1114400000 -903350000 270246029861 -55680834961 3 8.817417e+11 8.043094e+11 13245593260 7.774914e+11 266537608901 1.085434e+13 5357000000
2020-09-04 868050000 -603600000 0 0 3 8.904465e+11 8.043108e+11 13316711832 7.708528e+11 266537608901 1.085434e+13 5621450000
2020-09-05 892900000 -346850000 0 0 3 8.997901e+11 8.008120e+11 13319033523 7.668416e+11 266537608901 1.085434e+13 6167500000
2020-09-06 406050000 -695800000 116023782951 -118023921751 3 9.068326e+11 7.926044e+11 13377517499 7.702865e+11 266537608901 1.085234e+13 5877750000
2020-09-07 1259250000 -601300000 84393630429 -90856314929 3 8.422778e+11 7.961744e+11 14700132494 7.723609e+11 337434722442 1.084587e+13 6535700000
2020-09-08 401050000 -937100000 71139290278 -64872067678 3 8.306663e+11 8.030279e+11 14009690854 7.646091e+11 337434722442 1.085214e+13 5999650000
2020-09-09 500200000 -593950000 77263063212 -63997086712 3 8.262536e+11 8.035348e+11 13156632125 7.623345e+11 337434722442 1.086541e+13 5905900000
2020-09-10 427850000 -948100000 198570205699 -65162942999 3 8.052103e+11 8.023915e+11 12759754446 7.578765e+11 337434722442 1.099881e+13 5385650000
2020-09-11 816400000 -524500000 0 0 3 8.192550e+11 8.027203e+11 12549548899 7.533241e+11 337434722442 1.099881e+13 5677550000
2020-09-12 1542700000 -297700000 0 0 3 8.271374e+11 8.027174e+11 12367438379 7.504246e+11 337434722442 1.099881e+13 6922550000
2020-09-13 837750000 -2015600000 95773188109 -101650703009 3 8.058949e+11 7.943931e+11 12513516496 7.560634e+11 337434722442 1.099294e+13 5744700000
2020-09-14 549200000 -579500000 70694320576 -87218173376 3 7.289578e+11 7.936969e+11 12711927935 7.575045e+11 337434722442 1.097641e+13 5714400000
2020-09-15 414500000 -718800000 58433262925 -62425168525 3 7.279558e+11 7.879067e+11 12705303588 7.580477e+11 318143252366 1.097242e+13 5410100000
2020-09-16 947350000 -652500000 83044951321 -65509159421 3 7.022568e+11 8.165789e+11 12639703993 7.670312e+11 318143252366 1.098996e+13 5704950000
2020-09-17 440600000 -692050000 257824794591 -123878155191 3 5.601648e+11 8.429915e+11 12637612919 7.569353e+11 318143252366 1.112390e+13 5453500000
2020-09-18 821950000 -410600000 0 0 3 5.820412e+11 8.429918e+11 12684324619 7.535592e+11 318143252366 1.112390e+13 5864850000
2020-09-19 834550000 -224700000 0 0 3 5.936029e+11 8.431025e+11 12329027254 7.507707e+11 318143252366 1.112390e+13 6474700000
2020-09-20 577600000 -1217050000 114401620877 -133070470877 3 5.614274e+11 8.448639e+11 12301364338 7.482076e+11 318143252366 1.110523e+13 5835250000
2020-09-21 770800000 -478800000 80762967393 -109403856393 3 5.652148e+11 8.455501e+11 14158283969 7.232650e+11 318143252366 1.107659e+13 6127250000
2020-09-22 314700000 -522850000 64809039945 -66169689445 3 6.385536e+11 8.263773e+11 14267111173 7.175270e+11 318143252366 1.107523e+13 5919100000
2020-09-23 340200000 -501550000 74287435507 -47579722107 3 6.367058e+11 7.963468e+11 14666529131 7.121085e+11 297868367696 1.110194e+13 5757750000
2020-09-24 496300000 -1452050000 192706614389 -57285466689 3 6.573341e+11 7.984146e+11 12379626745 7.398965e+11 297868367696 1.123736e+13 4802000000
2020-09-25 601600000 -560600000 0 0 3 6.685368e+11 7.984156e+11 12493453927 7.305835e+11 297868367696 1.123736e+13 4843000000
2020-09-26 469200000 -226400000 0 0 3 6.770562e+11 7.984164e+11 12342669161 7.260305e+11 297868367696 1.123736e+13 5085800000
2020-09-27 527250000 -618750000 64667201317 -78298332917 3 8.005756e+11 7.979421e+11 12262976766 7.243814e+11 297868367696 1.122373e+13 4994300000
2020-09-28 743800000 -556200000 126434533665 -82033742865 3 1.531154e+12 7.961238e+11 15211954037 7.234264e+11 297868367696 1.126813e+13 5181900000
2020-09-29 1009250000 -772100000 154862731069 -74431200069 3 8.638740e+11 7.731039e+11 13205390941 7.201773e+11 297868367696 1.134856e+13 5419050000
2020-09-30 686100000 -833250000 148781749516 -88607002216 3 7.373418e+11 7.743742e+11 13115276268 7.540607e+11 275947601179 1.140874e+13 5271900000

Eksplorasi Data

library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
glimpse(latihan)
## Rows: 425
## Columns: 13
## $ periode                    <chr> "2019-07-31", "2019-08-01", "2019-08-02"...
## $ cash_in_echannel           <dbl> 730300000, 732200000, 1169800000, 913450...
## $ cash_out_echannel          <dbl> -1304400000, -832150000, -621400000, -42...
## $ cash_in_kantor             <dbl> 143672192131, 314413086450, 1251294500, ...
## $ cash_out_kantor            <dbl> -110610408930, -67109868151, -1142331700...
## $ cr_ketetapan_total_bkn_sum <dbl> 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3...
## $ giro                       <dbl> 9.867358e+11, 8.962459e+11, 9.059714e+11...
## $ deposito                   <dbl> 804815274664, 812561062808, 812722521246...
## $ kewajiban_lain             <dbl> 14196848459, 12340617510, 11820222539, 1...
## $ tabungan                   <dbl> 707264699464, 701199530872, 692278704326...
## $ rata_dpk_mingguan          <dbl> 313574394799, 313574394799, 313574394799...
## $ kas_kantor                 <dbl> 1928940301, 249232158600, 249341121400, ...
## $ kas_echannel               <dbl> 2939100000, 2839150000, 3387550000, 3876...
range(latihan$periode)
## [1] "2019-07-31" "2020-09-30"

pada output di atas terlihat bahwa data tersebut merupakan data harian dengan range waktu 31 Juli 2019 sd 30 September 2020, dengan 13 variabel.

head(latihan)
##      periode cash_in_echannel cash_out_echannel cash_in_kantor cash_out_kantor
## 1 2019-07-31        730300000       -1304400000   143672192131   -110610408930
## 2 2019-08-01        732200000        -832150000   314413086450    -67109868151
## 3 2019-08-02       1169800000        -621400000     1251294500     -1142331700
## 4 2019-08-03        913450000        -424050000              0               0
## 5 2019-08-04        775250000        -777950000    98833307801    -87292735001
## 6 2019-08-05       1243150000       -1488550000   152801775688   -136200760988
##   cr_ketetapan_total_bkn_sum         giro     deposito kewajiban_lain
## 1                          3 9.867358e+11 804815274664    14196848459
## 2                          3 8.962459e+11 812561062808    12340617510
## 3                          3 9.059714e+11 812722521246    11820222539
## 4                          3 9.057127e+11 812725257672    11996399444
## 5                          3 9.788347e+11 812471056629    12329618630
## 6                          3 1.128248e+12 824519164731    12176771731
##       tabungan rata_dpk_mingguan   kas_kantor kas_echannel
## 1 707264699464      313574394799   1928940301   2939100000
## 2 701199530872      313574394799 249232158600   2839150000
## 3 692278704326      313574394799 249341121400   3387550000
## 4 686722378756      313574394799 249341121400   3876950000
## 5 681343849771      313574394799 260881694200   3874250000
## 6 665501430551      313574394799 277482708900   3628850000
tail(latihan)
##        periode cash_in_echannel cash_out_echannel cash_in_kantor
## 420 2020-09-25        601600000        -560600000              0
## 421 2020-09-26        469200000        -226400000              0
## 422 2020-09-27        527250000        -618750000    64667201317
## 423 2020-09-28        743800000        -556200000   126434533665
## 424 2020-09-29       1009250000        -772100000   154862731069
## 425 2020-09-30        686100000        -833250000   148781749516
##     cash_out_kantor cr_ketetapan_total_bkn_sum         giro     deposito
## 420               0                          3 6.685368e+11 798415577721
## 421               0                          3 6.770562e+11 798416432584
## 422    -78298332917                          3 8.005756e+11 797942061047
## 423    -82033742865                          3 1.531154e+12 796123764879
## 424    -74431200069                          3 8.638740e+11 773103906776
## 425    -88607002216                          3 7.373418e+11 774374225520
##     kewajiban_lain     tabungan rata_dpk_mingguan   kas_kantor kas_echannel
## 420    12493453927 730583527257      297868367696 1.123736e+13   4843000000
## 421    12342669161 726030477409      297868367696 1.123736e+13   5085800000
## 422    12262976766 724381420596      297868367696 1.122373e+13   4994300000
## 423    15211954037 723426405873      297868367696 1.126813e+13   5181900000
## 424    13205390941 720177260490      297868367696 1.134856e+13   5419050000
## 425    13115276268 754060706354      275947601179 1.140874e+13   5271900000

Fungsi head() dan tail() akan menunjukkan 6 record data teratas dan terakhir dari data frame. Dengan cara ini, kita bisa lebih memahami bagaimana data tersebut terlihat dalam bentuk tabel.

Karena ada beberapa missing data (bernilai 0), kita konversi terlebih dahulu ke bentuk NA agar daat dibersihkan.

latihan[latihan == 0] <- NA
tail(latihan)
##        periode cash_in_echannel cash_out_echannel cash_in_kantor
## 420 2020-09-25        601600000        -560600000             NA
## 421 2020-09-26        469200000        -226400000             NA
## 422 2020-09-27        527250000        -618750000    64667201317
## 423 2020-09-28        743800000        -556200000   126434533665
## 424 2020-09-29       1009250000        -772100000   154862731069
## 425 2020-09-30        686100000        -833250000   148781749516
##     cash_out_kantor cr_ketetapan_total_bkn_sum         giro     deposito
## 420              NA                          3 6.685368e+11 798415577721
## 421              NA                          3 6.770562e+11 798416432584
## 422    -78298332917                          3 8.005756e+11 797942061047
## 423    -82033742865                          3 1.531154e+12 796123764879
## 424    -74431200069                          3 8.638740e+11 773103906776
## 425    -88607002216                          3 7.373418e+11 774374225520
##     kewajiban_lain     tabungan rata_dpk_mingguan   kas_kantor kas_echannel
## 420    12493453927 730583527257      297868367696 1.123736e+13   4843000000
## 421    12342669161 726030477409      297868367696 1.123736e+13   5085800000
## 422    12262976766 724381420596      297868367696 1.122373e+13   4994300000
## 423    15211954037 723426405873      297868367696 1.126813e+13   5181900000
## 424    13205390941 720177260490      297868367696 1.134856e+13   5419050000
## 425    13115276268 754060706354      275947601179 1.140874e+13   5271900000

Kali ini kita akan melihat pola salah satu variabel cash in kantor atau total kas yang masuk di kantor setiap harinya.

datacashinkantor<-na.omit(latihan$cash_in_kantor)
datacashinkantor
##   [1] 143672192131 314413086450   1251294500  98833307801 152801775688
##   [6]  58247734212  69084653482 273956903571   1582057703 158532502039
##  [11]  37537234529  46095553294  54059181731 195224893141     53221500
##  [16] 142092123691  36121865493  88900731743 155214061799 247438424136
##  [21]   1474237000  36302697738 106483332224 141107935592 189671650108
##  [26] 114101890575  18434839700 126857363005 241315557003  33864869571
##  [31] 219732285652 157725038146   1696475300 132102757055  68245220064
##  [36] 115764094767 177939193777 212960274010  93941314190  62578568919
##  [41]  52807829169 237208896228 271293701114  67260679656 130397462063
##  [46]  90173322377 179622009493  60428540026   1202193500    150010000
##  [51] 159229291790 178041213944  76355106652 130368537381 440022535784
##  [56] 165774225599  86487947267 112939650323 112294984030 113056969204
##  [61]  82848667399 121879038609  86987682914  79306467713 179392607338
##  [66] 122558662313  92026198858 110445902665 107170042843 210802883615
##  [71] 180408277980 111207658445  60740091934 133633383503 284348630427
##  [76] 125160315580 149131436376  61788122832  87152363160 166210859373
##  [81] 110522988698  87895001771  88120375309  71766051458 178412171277
##  [86]  84981087644  60600714568  90640876797 124106624307 177865131610
##  [91] 137715627530 124020348092  72643483230  94476556434 363969641353
##  [96]  17427686500 120971526809 119105601300 145551663712  97556118362
## [101] 238783285643    158994300 122777167812  28553354582  76714012193
## [106]  92920925390 246395363230    192812700 109471966681  67736398612
## [111]  73282305209  76271680477 656925500445    220000000  89273258409
## [116]   1877817000 237486262610  82906644696   2362354900     88721000
## [121]  57129513895  78721738675 105667992458 236451927813 105620905467
## [126] 140597593853  53799711333 103450878093 188862568143  57637699847
## [131] 107981960914  80020267953  98949665142 204134659746  89483728450
## [136] 100148988271 122800130599  80087291624 178676498330  60973623160
## [141] 161784129830  88783607514  70479124911 327085322353     11300000
## [146] 155759706182 149039582799  97150579946  90524818701 239336618402
## [151]   1511294100  83475881375  34826287958  91780541007  86079722151
## [156] 202697541593   1743660400  89012059568  57465114456 100718782450
## [161]  89786004224 222706271384    138998300  86259856255  94683678895
## [166]  90100942423  99926698980 247982555431  13998789300 204480946295
## [171] 108506695439 122813494331 142426479923 243539756951    603049900
## [176]  44427345944  61291344021  38714588848  71357931462 229678719469
## [181]    538827800 101859124012  58461039643  59144614852  69005534621
## [186] 193094315587 165807905474 146831364706 124814516640 286689486972
## [191]  80599574434  85260520288 117304523864 114779347123 251063676973
## [196] 151537228669 137065804959  80738296800 379143442805  64137438213
## [201]  29765770859 101154566250  56269366429 251091423618  88550188926
## [206]  86310620361  55003955125  81471144863 183986038972  85089039355
## [211]  47461177680  52363486468 280552158128 182747424256 172198173592
## [216] 140401499626 310881587756  75188463862 180685955559  82162309161
## [221] 107028295904 331842856883  80048780717 365528067692 343749743042
## [226]   8536924340   2230843000  96616229592  29246737979  31475789559
## [231] 117897256618  14207461400 163330051367 346496337186  77834195857
## [236] 232354903922  73128939732  40561224667  34253354714  64951096980
## [241] 197082598572  89500718349  66746094061  76048179453  78031158797
## [246] 181913942897  86907612907  65738829063  71371766873 146156909658
## [251] 100668582045 179761448218 109361489828  99605620638 256272658650
## [256] 227148501946 139320959730  65656002084  91079826013 218623681647
## [261]  99774437581  89311690469  78457857033  78872106864 182605812367
## [266] 120765133382  87453495046  70008562875  98363078347 179847105618
## [271]  89054530316 100167842143  89686440275 571842324296  23039942000
## [276] 179118441451  56663143197  85469170653  91253943038 251272385533
## [281] 103545538909  78895558372  65966796616  98259983581 353763083169
## [286] 141164482448 254329982793 111094029859  51492643471  62702338353
## [291]  59535357448    159800500 170395546498 152875227128  75949559580
## [296] 116203707567 270246029861 116023782951  84393630429  71139290278
## [301]  77263063212 198570205699  95773188109  70694320576  58433262925
## [306]  83044951321 257824794591 114401620877  80762967393  64809039945
## [311]  74287435507 192706614389  64667201317 126434533665 154862731069
## [316] 148781749516
## attr(,"na.action")
##   [1]   4  11  18  25  32  39  45  46  52  53  66  67  73  74  80  81  87  88
##  [19]  94  95 101 102 108 109 115 116 123 130 137 143 147 154 157 158 164 165
##  [37] 171 172 178 179 186 193 200 207 214 221 228 234 235 238 241 242 248 249
##  [55] 254 255 256 262 263 269 270 275 276 277 281 283 284 290 291 295 298 299
##  [73] 305 306 311 312 318 319 325 330 331 337 338 344 345 351 352 358 359 365
##  [91] 366 372 373 379 380 381 384 385 386 387 393 399 400 406 407 413 414 420
## [109] 421
## attr(,"class")
## [1] "omit"

Membentuk Data Time Series

Untuk membuat pola data time series, digunakan fungsi ‘ts’ dari package ‘stats’ untuk membentuk objek Time Series.

datacashin.ts <- ts(datacashinkantor)
datacashin.ts
## Time Series:
## Start = 1 
## End = 316 
## Frequency = 1 
##   [1] 143672192131 314413086450   1251294500  98833307801 152801775688
##   [6]  58247734212  69084653482 273956903571   1582057703 158532502039
##  [11]  37537234529  46095553294  54059181731 195224893141     53221500
##  [16] 142092123691  36121865493  88900731743 155214061799 247438424136
##  [21]   1474237000  36302697738 106483332224 141107935592 189671650108
##  [26] 114101890575  18434839700 126857363005 241315557003  33864869571
##  [31] 219732285652 157725038146   1696475300 132102757055  68245220064
##  [36] 115764094767 177939193777 212960274010  93941314190  62578568919
##  [41]  52807829169 237208896228 271293701114  67260679656 130397462063
##  [46]  90173322377 179622009493  60428540026   1202193500    150010000
##  [51] 159229291790 178041213944  76355106652 130368537381 440022535784
##  [56] 165774225599  86487947267 112939650323 112294984030 113056969204
##  [61]  82848667399 121879038609  86987682914  79306467713 179392607338
##  [66] 122558662313  92026198858 110445902665 107170042843 210802883615
##  [71] 180408277980 111207658445  60740091934 133633383503 284348630427
##  [76] 125160315580 149131436376  61788122832  87152363160 166210859373
##  [81] 110522988698  87895001771  88120375309  71766051458 178412171277
##  [86]  84981087644  60600714568  90640876797 124106624307 177865131610
##  [91] 137715627530 124020348092  72643483230  94476556434 363969641353
##  [96]  17427686500 120971526809 119105601300 145551663712  97556118362
## [101] 238783285643    158994300 122777167812  28553354582  76714012193
## [106]  92920925390 246395363230    192812700 109471966681  67736398612
## [111]  73282305209  76271680477 656925500445    220000000  89273258409
## [116]   1877817000 237486262610  82906644696   2362354900     88721000
## [121]  57129513895  78721738675 105667992458 236451927813 105620905467
## [126] 140597593853  53799711333 103450878093 188862568143  57637699847
## [131] 107981960914  80020267953  98949665142 204134659746  89483728450
## [136] 100148988271 122800130599  80087291624 178676498330  60973623160
## [141] 161784129830  88783607514  70479124911 327085322353     11300000
## [146] 155759706182 149039582799  97150579946  90524818701 239336618402
## [151]   1511294100  83475881375  34826287958  91780541007  86079722151
## [156] 202697541593   1743660400  89012059568  57465114456 100718782450
## [161]  89786004224 222706271384    138998300  86259856255  94683678895
## [166]  90100942423  99926698980 247982555431  13998789300 204480946295
## [171] 108506695439 122813494331 142426479923 243539756951    603049900
## [176]  44427345944  61291344021  38714588848  71357931462 229678719469
## [181]    538827800 101859124012  58461039643  59144614852  69005534621
## [186] 193094315587 165807905474 146831364706 124814516640 286689486972
## [191]  80599574434  85260520288 117304523864 114779347123 251063676973
## [196] 151537228669 137065804959  80738296800 379143442805  64137438213
## [201]  29765770859 101154566250  56269366429 251091423618  88550188926
## [206]  86310620361  55003955125  81471144863 183986038972  85089039355
## [211]  47461177680  52363486468 280552158128 182747424256 172198173592
## [216] 140401499626 310881587756  75188463862 180685955559  82162309161
## [221] 107028295904 331842856883  80048780717 365528067692 343749743042
## [226]   8536924340   2230843000  96616229592  29246737979  31475789559
## [231] 117897256618  14207461400 163330051367 346496337186  77834195857
## [236] 232354903922  73128939732  40561224667  34253354714  64951096980
## [241] 197082598572  89500718349  66746094061  76048179453  78031158797
## [246] 181913942897  86907612907  65738829063  71371766873 146156909658
## [251] 100668582045 179761448218 109361489828  99605620638 256272658650
## [256] 227148501946 139320959730  65656002084  91079826013 218623681647
## [261]  99774437581  89311690469  78457857033  78872106864 182605812367
## [266] 120765133382  87453495046  70008562875  98363078347 179847105618
## [271]  89054530316 100167842143  89686440275 571842324296  23039942000
## [276] 179118441451  56663143197  85469170653  91253943038 251272385533
## [281] 103545538909  78895558372  65966796616  98259983581 353763083169
## [286] 141164482448 254329982793 111094029859  51492643471  62702338353
## [291]  59535357448    159800500 170395546498 152875227128  75949559580
## [296] 116203707567 270246029861 116023782951  84393630429  71139290278
## [301]  77263063212 198570205699  95773188109  70694320576  58433262925
## [306]  83044951321 257824794591 114401620877  80762967393  64809039945
## [311]  74287435507 192706614389  64667201317 126434533665 154862731069
## [316] 148781749516

Plot Data

ts.plot(datacashin.ts, xlab="Periode waktu", ylab="Total kas masuk melalui kantor", main="Plot data time series")
points(datacashin.ts)

Berdasarkan plot data, data cash in kantor merupakan jenis data yang berpola konstan dan menyebar di sekitar nilai 100 miliar per harinya selama lebih dari 1 tahun amatan.

Menyimpan Plot

Kemudian untuk menyimpan hasil plot di penyimpanan lokal, digunakan perintah sebagai berikut :

setwd("D:\\Materi Kuliah\\Pasca IPB\\Semester 2\\Analisis Deret Waktu\\Pertemuan 1")

png(file="plot konstan.png", width=600, height=400)
ts.plot(datacashin.ts, xlab="Periode waktu", ylab="Total kas masuk melalui kantor", main="Plot data time series")
points(datacashin.ts)
dev.off()
## png 
##   2