library(ggplot2)
padi <- read.csv("D:/kuliah/Data Mining/dataset/ProduksiPadiSumatra.csv", sep = "\t")
head(padi)
## Provinsi Tahun Produksi Luas.Panen Curah.hujan Kelembapan Suhu.rata.rata
## 1 Aceh 1993 1329536 323589 1627 82.00 26.06
## 2 Aceh 1994 1299699 329041 1521 82.12 26.92
## 3 Aceh 1995 1382905 339253 1476 82.72 26.27
## 4 Aceh 1996 1419128 348223 1557 83.00 26.08
## 5 Aceh 1997 1368074 337561 1339 82.46 26.31
## 6 Aceh 1998 1404580 365892 1465 82.60 26.84
padi_matrix <- data.matrix(padi[c("Luas.Panen", "Curah.hujan", "Kelembapan")])
padi_matrix
## Luas.Panen Curah.hujan Kelembapan
## [1,] 323589.00 1627.00 82.00
## [2,] 329041.00 1521.00 82.12
## [3,] 339253.00 1476.00 82.72
## [4,] 348223.00 1557.00 83.00
## [5,] 337561.00 1339.00 82.46
## [6,] 365892.00 1465.00 82.60
## [7,] 359817.00 1778.00 82.79
## [8,] 336765.00 1974.70 90.60
## [9,] 295212.00 1688.70 69.48
## [10,] 315131.00 1296.80 68.75
## [11,] 367636.00 1507.20 70.66
## [12,] 370966.00 1097.00 80.84
## [13,] 337893.00 710.50 79.50
## [14,] 320789.00 506.50 80.80
## [15,] 360717.00 1414.00 81.50
## [16,] 329109.00 1270.40 78.50
## [17,] 359375.00 1577.00 78.70
## [18,] 352281.00 1986.00 81.40
## [19,] 380686.00 1268.00 79.40
## [20,] 387803.00 1098.00 79.60
## [21,] 419183.00 1623.60 80.70
## [22,] 376137.00 2264.40 78.30
## [23,] 461060.00 1575.00 80.00
## [24,] 293067.00 1096.00 83.32
## [25,] 294483.00 1905.90 85.57
## [26,] 329515.78 1427.80 83.98
## [27,] 310012.46 1931.40 83.90
## [28,] 317869.41 1619.20 80.82
## [29,] 754569.00 2549.40 83.80
## [30,] 792534.00 2166.50 83.79
## [31,] 795183.00 2917.10 81.68
## [32,] 790051.00 2326.50 81.31
## [33,] 797545.00 1865.00 81.81
## [34,] 823749.00 2496.90 83.53
## [35,] 838626.00 3087.30 84.56
## [36,] 847610.00 1289.50 82.94
## [37,] 801948.00 3595.30 72.78
## [38,] 765161.00 1944.90 72.31
## [39,] 825188.00 3140.20 72.08
## [40,] 826091.00 2406.90 80.79
## [41,] 822073.00 776.70 83.80
## [42,] 705023.00 222.50 81.00
## [43,] 750232.00 2513.00 82.00
## [44,] 748540.00 2442.00 81.40
## [45,] 768407.00 2184.00 86.00
## [46,] 754674.00 1903.30 78.55
## [47,] 757547.00 2042.00 79.00
## [48,] 765099.00 3175.00 76.00
## [49,] 742968.00 2627.00 78.67
## [50,] 717318.00 2148.00 79.00
## [51,] 781769.00 975.90 86.90
## [52,] 423029.00 2384.00 82.00
## [53,] 415675.00 3190.00 84.00
## [54,] 408176.45 2431.00 80.00
## [55,] 413141.24 1401.60 86.53
## [56,] 388591.22 1648.30 83.76
## [57,] 394412.00 5110.00 89.77
## [58,] 382740.00 4869.50 75.22
## [59,] 400627.00 5022.00 87.68
## [60,] 430343.00 3866.00 87.29
## [61,] 395728.00 2945.10 87.97
## [62,] 412810.00 5522.00 87.39
## [63,] 432254.00 4327.50 80.89
## [64,] 396919.00 3040.60 86.01
## [65,] 376710.00 2811.00 71.08
## [66,] 424253.00 4241.20 71.28
## [67,] 411860.00 4927.20 71.91
## [68,] 422582.00 4584.20 78.50
## [69,] 426950.00 1533.60 78.00
## [70,] 417846.00 776.00 79.00
## [71,] 423655.00 4329.00 85.30
## [72,] 421902.00 2552.50 86.20
## [73,] 439542.00 4691.00 86.20
## [74,] 460497.00 5228.00 87.20
## [75,] 461709.00 4959.50 54.20
## [76,] 476422.00 4339.00 87.00
## [77,] 487820.00 4627.90 86.91
## [78,] 503198.00 2838.40 85.35
## [79,] 507545.00 3548.00 84.00
## [80,] 222482.00 4205.20 76.49
## [81,] 222021.00 4553.00 75.11
## [82,] 313050.82 327.33 82.71
## [83,] 311671.23 4757.50 87.73
## [84,] 295664.47 4072.70 85.22
## [85,] 146133.00 2738.40 86.37
## [86,] 146177.00 1991.30 84.90
## [87,] 152204.00 3099.90 85.02
## [88,] 150354.00 2259.50 84.26
## [89,] 137953.00 1510.40 83.82
## [90,] 126280.00 2233.00 84.26
## [91,] 155683.00 2045.30 84.59
## [92,] 141640.00 2478.20 84.60
## [93,] 132507.00 2441.70 70.79
## [94,] 129025.00 3123.80 71.73
## [95,] 132887.00 3822.80 72.92
## [96,] 145239.00 2540.10 83.70
## [97,] 134418.00 1996.30 83.93
## [98,] 136177.00 537.60 79.60
## [99,] 147167.00 3216.30 85.30
## [100,] 147796.00 3026.20 80.20
## [101,] 149423.00 3390.00 76.20
## [102,] 156088.00 3390.00 76.20
## [103,] 145242.00 2405.00 74.50
## [104,] 144015.00 2636.00 76.10
## [105,] 118518.00 2628.00 76.00
## [106,] 106037.00 2343.00 78.10
## [107,] 107546.00 2048.30 80.50
## [108,] 72151.00 2105.60 83.72
## [109,] 70016.00 2982.90 84.76
## [110,] 71448.08 1837.10 71.22
## [111,] 63142.04 1608.30 83.77
## [112,] 64733.13 2584.90 81.80
## [113,] 199431.00 1954.00 83.81
## [114,] 184029.00 1824.00 81.25
## [115,] 193666.00 2290.10 83.96
## [116,] 215975.00 2309.10 83.60
## [117,] 190608.00 1030.10 80.64
## [118,] 178766.00 2383.80 83.47
## [119,] 178307.00 2429.30 83.25
## [120,] 171395.00 840.30 84.85
## [121,] 164826.00 2515.20 72.40
## [122,] 165729.00 2044.50 70.77
## [123,] 159463.00 2508.10 71.28
## [124,] 156803.00 2561.00 82.74
## [125,] 154941.00 1015.70 84.80
## [126,] 140613.00 424.70 85.00
## [127,] 149888.00 2394.00 86.00
## [128,] 143034.00 2230.00 83.70
## [129,] 155802.00 2299.00 83.80
## [130,] 153897.00 3207.00 84.60
## [131,] 157441.00 2295.00 82.50
## [132,] 149369.00 1874.00 81.40
## [133,] 153243.00 2093.00 83.42
## [134,] 145990.00 1781.00 82.80
## [135,] 122214.00 1694.90 82.10
## [136,] 96588.00 1502.40 83.84
## [137,] 97690.00 2193.20 83.69
## [138,] 86202.68 2182.30 82.23
## [139,] 69536.06 1773.40 81.44
## [140,] 84772.93 2303.80 78.24
## [141,] 439895.00 2815.00 82.78
## [142,] 422109.00 1800.00 79.89
## [143,] 492448.00 2800.00 82.71
## [144,] 495958.00 2614.00 82.45
## [145,] 469670.00 1558.30 78.47
## [146,] 621829.00 2539.30 82.58
## [147,] 530692.00 2704.70 81.01
## [148,] 555427.00 2632.50 83.26
## [149,] 511928.00 2837.50 72.06
## [150,] 561724.00 2368.20 70.36
## [151,] 570010.00 2674.00 69.59
## [152,] 625013.00 2182.60 80.96
## [153,] 626849.00 1356.90 82.50
## [154,] 646927.00 1442.00 80.00
## [155,] 691467.00 2364.70 83.50
## [156,] 718797.00 2685.70 84.80
## [157,] 746465.00 2389.00 82.30
## [158,] 769478.00 3396.00 85.25
## [159,] 784820.00 2593.00 84.80
## [160,] 769725.00 3083.00 83.00
## [161,] 800036.00 3409.00 84.00
## [162,] 810900.00 1668.30 81.00
## [163,] 872737.00 1947.20 79.50
## [164,] 615184.00 3477.90 82.22
## [165,] 621903.00 2489.50 81.08
## [166,] 581574.61 2252.40 77.66
## [167,] 539316.52 1655.50 85.13
## [168,] 551320.76 2300.20 81.10
## [169,] 109807.00 4150.00 85.50
## [170,] 104747.00 2043.00 85.32
## [171,] 115914.00 4478.00 85.49
## [172,] 121929.00 3931.00 85.96
## [173,] 113915.00 1167.00 84.00
## [174,] 111158.00 4114.00 85.34
## [175,] 114788.00 3084.00 84.72
## [176,] 108751.00 3254.00 84.73
## [177,] 105212.00 3010.00 70.15
## [178,] 109519.00 3076.00 67.98
## [179,] 110550.00 3030.00 70.30
## [180,] 110929.00 3277.00 84.28
## [181,] 116818.00 3375.20 84.70
## [182,] 100991.00 2313.80 83.30
## [183,] 123853.00 3150.00 84.20
## [184,] 127506.00 3396.00 84.20
## [185,] 132975.00 3850.00 84.10
## [186,] 133629.00 3822.00 84.00
## [187,] 127934.00 2465.70 82.52
## [188,] 144448.00 2545.00 82.00
## [189,] 147680.00 3980.90 83.93
## [190,] 147572.00 3323.00 83.70
## [191,] 128833.00 2668.90 83.20
## [192,] 83449.00 3350.10 83.38
## [193,] 82429.00 3949.80 84.20
## [194,] 65891.16 3649.90 83.79
## [195,] 64406.86 1786.20 83.26
## [196,] 64137.28 4144.00 80.18
## [197,] 433078.00 2306.70 84.82
## [198,] 425940.00 2034.20 77.51
## [199,] 514363.00 3039.40 82.81
## [200,] 515192.00 1934.90 82.61
## [201,] 454087.00 1253.30 78.46
## [202,] 521575.00 2584.90 84.07
## [203,] 476899.00 2364.70 83.46
## [204,] 496879.00 1488.50 82.86
## [205,] 501119.00 2013.10 77.83
## [206,] 475461.00 2143.50 75.84
## [207,] 472635.00 1682.20 68.71
## [208,] 495519.00 2042.90 81.47
## [209,] 496538.00 1612.80 79.60
## [210,] 494102.00 560.30 74.60
## [211,] 524955.00 1941.40 75.90
## [212,] 506547.00 1940.10 79.00
## [213,] 570417.00 1789.00 79.10
## [214,] 590608.00 2710.00 82.30
## [215,] 606973.00 1568.00 77.80
## [216,] 641876.00 1685.00 79.20
## [217,] 638090.00 2456.70 81.00
## [218,] 648731.00 1682.50 79.90
## [219,] 707266.00 1628.10 78.90
## [220,] 390799.00 2317.60 79.40
## [221,] 396559.00 1825.10 77.04
## [222,] 511940.93 1385.80 76.05
## [223,] 464103.42 1706.40 78.03
## [224,] 545149.05 2211.30 75.80
padi2 <- data.frame(padi, padi_matrix)
padi2
## Provinsi Tahun Produksi Luas.Panen Curah.hujan Kelembapan
## 1 Aceh 1993 1329536.0 323589.00 1627.00 82.00
## 2 Aceh 1994 1299699.0 329041.00 1521.00 82.12
## 3 Aceh 1995 1382905.0 339253.00 1476.00 82.72
## 4 Aceh 1996 1419128.0 348223.00 1557.00 83.00
## 5 Aceh 1997 1368074.0 337561.00 1339.00 82.46
## 6 Aceh 1998 1404580.0 365892.00 1465.00 82.60
## 7 Aceh 1999 1478712.0 359817.00 1778.00 82.79
## 8 Aceh 2000 1486909.0 336765.00 1974.70 90.60
## 9 Aceh 2001 1547499.0 295212.00 1688.70 69.48
## 10 Aceh 2002 1314165.0 315131.00 1296.80 68.75
## 11 Aceh 2003 1246614.0 367636.00 1507.20 70.66
## 12 Aceh 2004 1350748.0 370966.00 1097.00 80.84
## 13 Aceh 2005 1411650.0 337893.00 710.50 79.50
## 14 Aceh 2006 1552078.0 320789.00 506.50 80.80
## 15 Aceh 2007 1556858.0 360717.00 1414.00 81.50
## 16 Aceh 2008 1402287.0 329109.00 1270.40 78.50
## 17 Aceh 2009 1533369.0 359375.00 1577.00 78.70
## 18 Aceh 2010 1788738.0 352281.00 1986.00 81.40
## 19 Aceh 2011 1772962.0 380686.00 1268.00 79.40
## 20 Aceh 2012 1582393.0 387803.00 1098.00 79.60
## 21 Aceh 2013 2331046.0 419183.00 1623.60 80.70
## 22 Aceh 2014 1820062.0 376137.00 2264.40 78.30
## 23 Aceh 2015 1956940.0 461060.00 1575.00 80.00
## 24 Aceh 2016 2180754.0 293067.00 1096.00 83.32
## 25 Aceh 2017 2478922.0 294483.00 1905.90 85.57
## 26 Aceh 2018 1751996.9 329515.78 1427.80 83.98
## 27 Aceh 2019 1714437.6 310012.46 1931.40 83.90
## 28 Aceh 2020 1861567.1 317869.41 1619.20 80.82
## 29 Sumatera Utara 1993 2918152.0 754569.00 2549.40 83.80
## 30 Sumatera Utara 1994 3079960.0 792534.00 2166.50 83.79
## 31 Sumatera Utara 1995 3134533.0 795183.00 2917.10 81.68
## 32 Sumatera Utara 1996 3136760.0 790051.00 2326.50 81.31
## 33 Sumatera Utara 1997 3212208.0 797545.00 1865.00 81.81
## 34 Sumatera Utara 1998 3321049.0 823749.00 2496.90 83.53
## 35 Sumatera Utara 1999 3451430.0 838626.00 3087.30 84.56
## 36 Sumatera Utara 2000 3514253.0 847610.00 1289.50 82.94
## 37 Sumatera Utara 2001 3291515.0 801948.00 3595.30 72.78
## 38 Sumatera Utara 2002 3153305.0 765161.00 1944.90 72.31
## 39 Sumatera Utara 2003 3403075.0 825188.00 3140.20 72.08
## 40 Sumatera Utara 2004 3418782.0 826091.00 2406.90 80.79
## 41 Sumatera Utara 2005 3447394.0 822073.00 776.70 83.80
## 42 Sumatera Utara 2006 3007636.0 705023.00 222.50 81.00
## 43 Sumatera Utara 2007 3265834.0 750232.00 2513.00 82.00
## 44 Sumatera Utara 2008 3340794.0 748540.00 2442.00 81.40
## 45 Sumatera Utara 2009 3527899.0 768407.00 2184.00 86.00
## 46 Sumatera Utara 2010 3582302.0 754674.00 1903.30 78.55
## 47 Sumatera Utara 2011 3607403.0 757547.00 2042.00 79.00
## 48 Sumatera Utara 2012 3715514.0 765099.00 3175.00 76.00
## 49 Sumatera Utara 2013 3727249.0 742968.00 2627.00 78.67
## 50 Sumatera Utara 2014 3631039.0 717318.00 2148.00 79.00
## 51 Sumatera Utara 2015 4044829.0 781769.00 975.90 86.90
## 52 Sumatera Utara 2016 4387035.9 423029.00 2384.00 82.00
## 53 Sumatera Utara 2017 4669777.5 415675.00 3190.00 84.00
## 54 Sumatera Utara 2018 2108284.7 408176.45 2431.00 80.00
## 55 Sumatera Utara 2019 2078901.6 413141.24 1401.60 86.53
## 56 Sumatera Utara 2020 2076280.0 388591.22 1648.30 83.76
## 57 Sumatera Barat 1993 1806424.0 394412.00 5110.00 89.77
## 58 Sumatera Barat 1994 1747543.0 382740.00 4869.50 75.22
## 59 Sumatera Barat 1995 1829192.0 400627.00 5022.00 87.68
## 60 Sumatera Barat 1996 1971180.0 430343.00 3866.00 87.29
## 61 Sumatera Barat 1997 1787719.0 395728.00 2945.10 87.97
## 62 Sumatera Barat 1998 1807622.0 412810.00 5522.00 87.39
## 63 Sumatera Barat 1999 1897678.0 432254.00 4327.50 80.89
## 64 Sumatera Barat 2000 1759059.0 396919.00 3040.60 86.01
## 65 Sumatera Barat 2001 1668955.0 376710.00 2811.00 71.08
## 66 Sumatera Barat 2002 1875834.0 424253.00 4241.20 71.28
## 67 Sumatera Barat 2003 1823739.0 411860.00 4927.20 71.91
## 68 Sumatera Barat 2004 1875188.0 422582.00 4584.20 78.50
## 69 Sumatera Barat 2005 1907390.0 426950.00 1533.60 78.00
## 70 Sumatera Barat 2006 1889489.0 417846.00 776.00 79.00
## 71 Sumatera Barat 2007 1938120.0 423655.00 4329.00 85.30
## 72 Sumatera Barat 2008 1965634.0 421902.00 2552.50 86.20
## 73 Sumatera Barat 2009 2105790.0 439542.00 4691.00 86.20
## 74 Sumatera Barat 2010 2211248.0 460497.00 5228.00 87.20
## 75 Sumatera Barat 2011 2279602.0 461709.00 4959.50 54.20
## 76 Sumatera Barat 2012 2368390.0 476422.00 4339.00 87.00
## 77 Sumatera Barat 2013 2430384.0 487820.00 4627.90 86.91
## 78 Sumatera Barat 2014 2519020.0 503198.00 2838.40 85.35
## 79 Sumatera Barat 2015 2550609.0 507545.00 3548.00 84.00
## 80 Sumatera Barat 2016 2487929.0 222482.00 4205.20 76.49
## 81 Sumatera Barat 2017 2810425.0 222021.00 4553.00 75.11
## 82 Sumatera Barat 2018 1483076.5 313050.82 327.33 82.71
## 83 Sumatera Barat 2019 1482996.0 311671.23 4757.50 87.73
## 84 Sumatera Barat 2020 1450839.7 295664.47 4072.70 85.22
## 85 Riau 1993 436297.0 146133.00 2738.40 86.37
## 86 Riau 1994 445361.0 146177.00 1991.30 84.90
## 87 Riau 1995 458756.0 152204.00 3099.90 85.02
## 88 Riau 1996 461905.0 150354.00 2259.50 84.26
## 89 Riau 1997 416135.0 137953.00 1510.40 83.82
## 90 Riau 1998 370124.0 126280.00 2233.00 84.26
## 91 Riau 1999 461630.0 155683.00 2045.30 84.59
## 92 Riau 2000 431351.0 141640.00 2478.20 84.60
## 93 Riau 2001 413391.0 132507.00 2441.70 70.79
## 94 Riau 2002 396644.0 129025.00 3123.80 71.73
## 95 Riau 2003 414237.0 132887.00 3822.80 72.92
## 96 Riau 2004 454186.0 145239.00 2540.10 83.70
## 97 Riau 2005 424095.0 134418.00 1996.30 83.93
## 98 Riau 2006 42938.0 136177.00 537.60 79.60
## 99 Riau 2007 490087.0 147167.00 3216.30 85.30
## 100 Riau 2008 494260.0 147796.00 3026.20 80.20
## 101 Riau 2009 531429.0 149423.00 3390.00 76.20
## 102 Riau 2010 574864.0 156088.00 3390.00 76.20
## 103 Riau 2011 535788.0 145242.00 2405.00 74.50
## 104 Riau 2012 512152.0 144015.00 2636.00 76.10
## 105 Riau 2013 434144.0 118518.00 2628.00 76.00
## 106 Riau 2014 385475.0 106037.00 2343.00 78.10
## 107 Riau 2015 393917.0 107546.00 2048.30 80.50
## 108 Riau 2016 325826.0 72151.00 2105.60 83.72
## 109 Riau 2017 337421.0 70016.00 2982.90 84.76
## 110 Riau 2018 266375.5 71448.08 1837.10 71.22
## 111 Riau 2019 230874.0 63142.04 1608.30 83.77
## 112 Riau 2020 269344.0 64733.13 2584.90 81.80
## 113 Jambi 1993 607529.0 199431.00 1954.00 83.81
## 114 Jambi 1994 564722.0 184029.00 1824.00 81.25
## 115 Jambi 1995 593502.0 193666.00 2290.10 83.96
## 116 Jambi 1996 657650.0 215975.00 2309.10 83.60
## 117 Jambi 1997 572269.0 190608.00 1030.10 80.64
## 118 Jambi 1998 550277.0 178766.00 2383.80 83.47
## 119 Jambi 1999 553641.0 178307.00 2429.30 83.25
## 120 Jambi 2000 536779.0 171395.00 840.30 84.85
## 121 Jambi 2001 556564.0 164826.00 2515.20 72.40
## 122 Jambi 2002 561007.0 165729.00 2044.50 70.77
## 123 Jambi 2003 578346.0 159463.00 2508.10 71.28
## 124 Jambi 2004 579404.0 156803.00 2561.00 82.74
## 125 Jambi 2005 579635.0 154941.00 1015.70 84.80
## 126 Jambi 2006 544597.0 140613.00 424.70 85.00
## 127 Jambi 2007 58663.0 149888.00 2394.00 86.00
## 128 Jambi 2008 581704.0 143034.00 2230.00 83.70
## 129 Jambi 2009 644947.0 155802.00 2299.00 83.80
## 130 Jambi 2010 628828.0 153897.00 3207.00 84.60
## 131 Jambi 2011 646641.0 157441.00 2295.00 82.50
## 132 Jambi 2012 625164.0 149369.00 1874.00 81.40
## 133 Jambi 2013 664535.0 153243.00 2093.00 83.42
## 134 Jambi 2014 664720.0 145990.00 1781.00 82.80
## 135 Jambi 2015 541486.0 122214.00 1694.90 82.10
## 136 Jambi 2016 642095.0 96588.00 1502.40 83.84
## 137 Jambi 2017 678127.0 97690.00 2193.20 83.69
## 138 Jambi 2018 383045.7 86202.68 2182.30 82.23
## 139 Jambi 2019 309932.7 69536.06 1773.40 81.44
## 140 Jambi 2020 374376.3 84772.93 2303.80 78.24
## 141 Sumatera Selatan 1993 1409559.0 439895.00 2815.00 82.78
## 142 Sumatera Selatan 1994 1347611.0 422109.00 1800.00 79.89
## 143 Sumatera Selatan 1995 1557944.0 492448.00 2800.00 82.71
## 144 Sumatera Selatan 1996 1666591.0 495958.00 2614.00 82.45
## 145 Sumatera Selatan 1997 1577398.0 469670.00 1558.30 78.47
## 146 Sumatera Selatan 1998 1931505.0 621829.00 2539.30 82.58
## 147 Sumatera Selatan 1999 1789961.0 530692.00 2704.70 81.01
## 148 Sumatera Selatan 2000 1863643.0 555427.00 2632.50 83.26
## 149 Sumatera Selatan 2001 1723433.0 511928.00 2837.50 72.06
## 150 Sumatera Selatan 2002 1899849.0 561724.00 2368.20 70.36
## 151 Sumatera Selatan 2003 1977345.0 570010.00 2674.00 69.59
## 152 Sumatera Selatan 2004 2260794.0 625013.00 2182.60 80.96
## 153 Sumatera Selatan 2005 2320110.0 626849.00 1356.90 82.50
## 154 Sumatera Selatan 2006 2456251.0 646927.00 1442.00 80.00
## 155 Sumatera Selatan 2007 2753044.0 691467.00 2364.70 83.50
## 156 Sumatera Selatan 2008 2971286.0 718797.00 2685.70 84.80
## 157 Sumatera Selatan 2009 3125236.0 746465.00 2389.00 82.30
## 158 Sumatera Selatan 2010 3272451.0 769478.00 3396.00 85.25
## 159 Sumatera Selatan 2011 3384670.0 784820.00 2593.00 84.80
## 160 Sumatera Selatan 2012 3295247.0 769725.00 3083.00 83.00
## 161 Sumatera Selatan 2013 3676723.0 800036.00 3409.00 84.00
## 162 Sumatera Selatan 2014 3670435.0 810900.00 1668.30 81.00
## 163 Sumatera Selatan 2015 4247922.0 872737.00 1947.20 79.50
## 164 Sumatera Selatan 2016 4881089.0 615184.00 3477.90 82.22
## 165 Sumatera Selatan 2017 4807430.0 621903.00 2489.50 81.08
## 166 Sumatera Selatan 2018 2994191.8 581574.61 2252.40 77.66
## 167 Sumatera Selatan 2019 2603396.2 539316.52 1655.50 85.13
## 168 Sumatera Selatan 2020 2696877.5 551320.76 2300.20 81.10
## 169 Bengkulu 1993 356709.0 109807.00 4150.00 85.50
## 170 Bengkulu 1994 334232.0 104747.00 2043.00 85.32
## 171 Bengkulu 1995 377337.0 115914.00 4478.00 85.49
## 172 Bengkulu 1996 396977.0 121929.00 3931.00 85.96
## 173 Bengkulu 1997 382123.0 113915.00 1167.00 84.00
## 174 Bengkulu 1998 375533.0 111158.00 4114.00 85.34
## 175 Bengkulu 1999 381577.0 114788.00 3084.00 84.72
## 176 Bengkulu 2000 362979.0 108751.00 3254.00 84.73
## 177 Bengkulu 2001 376973.0 105212.00 3010.00 70.15
## 178 Bengkulu 2002 379818.0 109519.00 3076.00 67.98
## 179 Bengkulu 2003 413375.0 110550.00 3030.00 70.30
## 180 Bengkulu 2004 414741.0 110929.00 3277.00 84.28
## 181 Bengkulu 2005 441276.0 116818.00 3375.20 84.70
## 182 Bengkulu 2006 378377.0 100991.00 2313.80 83.30
## 183 Bengkulu 2007 470469.0 123853.00 3150.00 84.20
## 184 Bengkulu 2008 484900.0 127506.00 3396.00 84.20
## 185 Bengkulu 2009 510160.0 132975.00 3850.00 84.10
## 186 Bengkulu 2010 516869.0 133629.00 3822.00 84.00
## 187 Bengkulu 2011 502552.0 127934.00 2465.70 82.52
## 188 Bengkulu 2012 581910.0 144448.00 2545.00 82.00
## 189 Bengkulu 2013 622832.0 147680.00 3980.90 83.93
## 190 Bengkulu 2014 593194.0 147572.00 3323.00 83.70
## 191 Bengkulu 2015 578654.0 128833.00 2668.90 83.20
## 192 Bengkulu 2016 629224.0 83449.00 3350.10 83.38
## 193 Bengkulu 2017 714017.0 82429.00 3949.80 84.20
## 194 Bengkulu 2018 288810.5 65891.16 3649.90 83.79
## 195 Bengkulu 2019 296472.1 64406.86 1786.20 83.26
## 196 Bengkulu 2020 296925.2 64137.28 4144.00 80.18
## 197 Lampung 1993 1646900.0 433078.00 2306.70 84.82
## 198 Lampung 1994 1615751.0 425940.00 2034.20 77.51
## 199 Lampung 1995 1943709.0 514363.00 3039.40 82.81
## 200 Lampung 1996 1971740.0 515192.00 1934.90 82.61
## 201 Lampung 1997 1753656.0 454087.00 1253.30 78.46
## 202 Lampung 1998 1975700.0 521575.00 2584.90 84.07
## 203 Lampung 1999 1801422.0 476899.00 2364.70 83.46
## 204 Lampung 2000 1946406.0 496879.00 1488.50 82.86
## 205 Lampung 2001 1992726.0 501119.00 2013.10 77.83
## 206 Lampung 2002 1951109.0 475461.00 2143.50 75.84
## 207 Lampung 2003 1966293.0 472635.00 1682.20 68.71
## 208 Lampung 2004 2091996.0 495519.00 2042.90 81.47
## 209 Lampung 2005 2124144.0 496538.00 1612.80 79.60
## 210 Lampung 2006 2129914.0 494102.00 560.30 74.60
## 211 Lampung 2007 2308404.0 524955.00 1941.40 75.90
## 212 Lampung 2008 2341075.0 506547.00 1940.10 79.00
## 213 Lampung 2009 2673844.0 570417.00 1789.00 79.10
## 214 Lampung 2010 2807676.0 590608.00 2710.00 82.30
## 215 Lampung 2011 2940795.0 606973.00 1568.00 77.80
## 216 Lampung 2012 3101455.0 641876.00 1685.00 79.20
## 217 Lampung 2013 3207002.0 638090.00 2456.70 81.00
## 218 Lampung 2014 3320064.0 648731.00 1682.50 79.90
## 219 Lampung 2015 3641895.0 707266.00 1628.10 78.90
## 220 Lampung 2016 3831923.0 390799.00 2317.60 79.40
## 221 Lampung 2017 4090654.0 396559.00 1825.10 77.04
## 222 Lampung 2018 2488641.9 511940.93 1385.80 76.05
## 223 Lampung 2019 2164089.3 464103.42 1706.40 78.03
## 224 Lampung 2020 2604913.3 545149.05 2211.30 75.80
## Suhu.rata.rata Luas.Panen.1 Curah.hujan.1 Kelembapan.1
## 1 26.06 323589.00 1627.00 82.00
## 2 26.92 329041.00 1521.00 82.12
## 3 26.27 339253.00 1476.00 82.72
## 4 26.08 348223.00 1557.00 83.00
## 5 26.31 337561.00 1339.00 82.46
## 6 26.84 365892.00 1465.00 82.60
## 7 26.14 359817.00 1778.00 82.79
## 8 27.10 336765.00 1974.70 90.60
## 9 28.90 295212.00 1688.70 69.48
## 10 29.20 315131.00 1296.80 68.75
## 11 29.40 367636.00 1507.20 70.66
## 12 29.40 370966.00 1097.00 80.84
## 13 26.80 337893.00 710.50 79.50
## 14 26.73 320789.00 506.50 80.80
## 15 26.38 360717.00 1414.00 81.50
## 16 27.00 329109.00 1270.40 78.50
## 17 26.90 359375.00 1577.00 78.70
## 18 27.10 352281.00 1986.00 81.40
## 19 27.10 380686.00 1268.00 79.40
## 20 26.90 387803.00 1098.00 79.60
## 21 27.00 419183.00 1623.60 80.70
## 22 27.10 376137.00 2264.40 78.30
## 23 27.10 461060.00 1575.00 80.00
## 24 27.12 293067.00 1096.00 83.32
## 25 26.51 294483.00 1905.90 85.57
## 26 26.48 329515.78 1427.80 83.98
## 27 26.65 310012.46 1931.40 83.90
## 28 25.41 317869.41 1619.20 80.82
## 29 26.45 754569.00 2549.40 83.80
## 30 26.40 792534.00 2166.50 83.79
## 31 26.58 795183.00 2917.10 81.68
## 32 26.33 790051.00 2326.50 81.31
## 33 26.40 797545.00 1865.00 81.81
## 34 27.16 823749.00 2496.90 83.53
## 35 26.45 838626.00 3087.30 84.56
## 36 27.70 847610.00 1289.50 82.94
## 37 28.03 801948.00 3595.30 72.78
## 38 28.45 765161.00 1944.90 72.31
## 39 29.59 825188.00 3140.20 72.08
## 40 29.27 826091.00 2406.90 80.79
## 41 27.00 822073.00 776.70 83.80
## 42 27.80 705023.00 222.50 81.00
## 43 27.00 750232.00 2513.00 82.00
## 44 26.90 748540.00 2442.00 81.40
## 45 27.10 768407.00 2184.00 86.00
## 46 27.18 754674.00 1903.30 78.55
## 47 27.20 757547.00 2042.00 79.00
## 48 27.30 765099.00 3175.00 76.00
## 49 28.80 742968.00 2627.00 78.67
## 50 27.90 717318.00 2148.00 79.00
## 51 27.40 781769.00 975.90 86.90
## 52 27.65 423029.00 2384.00 82.00
## 53 27.50 415675.00 3190.00 84.00
## 54 26.41 408176.45 2431.00 80.00
## 55 27.03 413141.24 1401.60 86.53
## 56 25.79 388591.22 1648.30 83.76
## 57 24.70 394412.00 5110.00 89.77
## 58 24.49 382740.00 4869.50 75.22
## 59 24.82 400627.00 5022.00 87.68
## 60 24.52 430343.00 3866.00 87.29
## 61 24.69 395728.00 2945.10 87.97
## 62 25.04 412810.00 5522.00 87.39
## 63 22.48 432254.00 4327.50 80.89
## 64 25.86 396919.00 3040.60 86.01
## 65 28.17 376710.00 2811.00 71.08
## 66 28.19 424253.00 4241.20 71.28
## 67 29.17 411860.00 4927.20 71.91
## 68 29.02 422582.00 4584.20 78.50
## 69 25.90 426950.00 1533.60 78.00
## 70 26.05 417846.00 776.00 79.00
## 71 25.70 423655.00 4329.00 85.30
## 72 25.40 421902.00 2552.50 86.20
## 73 25.50 439542.00 4691.00 86.20
## 74 25.80 460497.00 5228.00 87.20
## 75 26.00 461709.00 4959.50 54.20
## 76 25.20 476422.00 4339.00 87.00
## 77 25.10 487820.00 4627.90 86.91
## 78 25.70 503198.00 2838.40 85.35
## 79 26.50 507545.00 3548.00 84.00
## 80 23.26 222482.00 4205.20 76.49
## 81 22.19 222021.00 4553.00 75.11
## 82 26.91 313050.82 327.33 82.71
## 83 25.61 311671.23 4757.50 87.73
## 84 26.26 295664.47 4072.70 85.22
## 85 26.00 146133.00 2738.40 86.37
## 86 26.10 146177.00 1991.30 84.90
## 87 26.17 152204.00 3099.90 85.02
## 88 25.94 150354.00 2259.50 84.26
## 89 26.26 137953.00 1510.40 83.82
## 90 26.73 126280.00 2233.00 84.26
## 91 26.08 155683.00 2045.30 84.59
## 92 25.98 141640.00 2478.20 84.60
## 93 29.05 132507.00 2441.70 70.79
## 94 28.20 129025.00 3123.80 71.73
## 95 29.64 132887.00 3822.80 72.92
## 96 29.85 145239.00 2540.10 83.70
## 97 26.58 134418.00 1996.30 83.93
## 98 27.70 136177.00 537.60 79.60
## 99 27.10 147167.00 3216.30 85.30
## 100 27.40 147796.00 3026.20 80.20
## 101 27.70 149423.00 3390.00 76.20
## 102 27.70 156088.00 3390.00 76.20
## 103 27.00 145242.00 2405.00 74.50
## 104 27.30 144015.00 2636.00 76.10
## 105 26.00 118518.00 2628.00 76.00
## 106 27.20 106037.00 2343.00 78.10
## 107 27.20 107546.00 2048.30 80.50
## 108 27.00 72151.00 2105.60 83.72
## 109 26.70 70016.00 2982.90 84.76
## 110 25.00 71448.08 1837.10 71.22
## 111 26.91 63142.04 1608.30 83.77
## 112 25.93 64733.13 2584.90 81.80
## 113 26.29 199431.00 1954.00 83.81
## 114 25.51 184029.00 1824.00 81.25
## 115 26.22 193666.00 2290.10 83.96
## 116 26.00 215975.00 2309.10 83.60
## 117 26.50 190608.00 1030.10 80.64
## 118 26.78 178766.00 2383.80 83.47
## 119 26.34 178307.00 2429.30 83.25
## 120 27.76 171395.00 840.30 84.85
## 121 28.12 164826.00 2515.20 72.40
## 122 28.82 165729.00 2044.50 70.77
## 123 29.39 159463.00 2508.10 71.28
## 124 28.95 156803.00 2561.00 82.74
## 125 26.80 154941.00 1015.70 84.80
## 126 26.77 140613.00 424.70 85.00
## 127 26.60 149888.00 2394.00 86.00
## 128 26.50 143034.00 2230.00 83.70
## 129 27.10 155802.00 2299.00 83.80
## 130 27.10 153897.00 3207.00 84.60
## 131 26.90 157441.00 2295.00 82.50
## 132 26.70 149369.00 1874.00 81.40
## 133 26.80 153243.00 2093.00 83.42
## 134 27.20 145990.00 1781.00 82.80
## 135 27.00 122214.00 1694.90 82.10
## 136 26.84 96588.00 1502.40 83.84
## 137 26.62 97690.00 2193.20 83.69
## 138 26.62 86202.68 2182.30 82.23
## 139 26.94 69536.06 1773.40 81.44
## 140 25.85 84772.93 2303.80 78.24
## 141 26.38 439895.00 2815.00 82.78
## 142 26.53 422109.00 1800.00 79.89
## 143 26.54 492448.00 2800.00 82.71
## 144 26.34 495958.00 2614.00 82.45
## 145 26.75 469670.00 1558.30 78.47
## 146 26.19 621829.00 2539.30 82.58
## 147 25.67 530692.00 2704.70 81.01
## 148 25.32 555427.00 2632.50 83.26
## 149 28.83 511928.00 2837.50 72.06
## 150 28.23 561724.00 2368.20 70.36
## 151 29.64 570010.00 2674.00 69.59
## 152 28.70 625013.00 2182.60 80.96
## 153 27.10 626849.00 1356.90 82.50
## 154 27.10 646927.00 1442.00 80.00
## 155 27.00 691467.00 2364.70 83.50
## 156 26.90 718797.00 2685.70 84.80
## 157 27.40 746465.00 2389.00 82.30
## 158 27.08 769478.00 3396.00 85.25
## 159 27.30 784820.00 2593.00 84.80
## 160 27.40 769725.00 3083.00 83.00
## 161 27.30 800036.00 3409.00 84.00
## 162 26.00 810900.00 1668.30 81.00
## 163 27.70 872737.00 1947.20 79.50
## 164 27.31 615184.00 3477.90 82.22
## 165 26.75 621903.00 2489.50 81.08
## 166 27.00 581574.61 2252.40 77.66
## 167 27.60 539316.52 1655.50 85.13
## 168 26.14 551320.76 2300.20 81.10
## 169 25.95 109807.00 4150.00 85.50
## 170 25.68 104747.00 2043.00 85.32
## 171 26.12 115914.00 4478.00 85.49
## 172 25.66 121929.00 3931.00 85.96
## 173 25.84 113915.00 1167.00 84.00
## 174 26.40 111158.00 4114.00 85.34
## 175 25.81 114788.00 3084.00 84.72
## 176 24.22 108751.00 3254.00 84.73
## 177 26.80 105212.00 3010.00 70.15
## 178 28.50 109519.00 3076.00 67.98
## 179 29.50 110550.00 3030.00 70.30
## 180 29.70 110929.00 3277.00 84.28
## 181 25.70 116818.00 3375.20 84.70
## 182 26.10 100991.00 2313.80 83.30
## 183 26.40 123853.00 3150.00 84.20
## 184 26.30 127506.00 3396.00 84.20
## 185 26.50 132975.00 3850.00 84.10
## 186 26.80 133629.00 3822.00 84.00
## 187 26.35 127934.00 2465.70 82.52
## 188 26.90 144448.00 2545.00 82.00
## 189 26.70 147680.00 3980.90 83.93
## 190 26.90 147572.00 3323.00 83.70
## 191 27.00 128833.00 2668.90 83.20
## 192 26.77 83449.00 3350.10 83.38
## 193 26.52 82429.00 3949.80 84.20
## 194 26.64 65891.16 3649.90 83.79
## 195 26.56 64406.86 1786.20 83.26
## 196 25.84 64137.28 4144.00 80.18
## 197 26.41 433078.00 2306.70 84.82
## 198 25.73 425940.00 2034.20 77.51
## 199 26.43 514363.00 3039.40 82.81
## 200 26.27 515192.00 1934.90 82.61
## 201 26.68 454087.00 1253.30 78.46
## 202 26.95 521575.00 2584.90 84.07
## 203 26.24 476899.00 2364.70 83.46
## 204 28.20 496879.00 1488.50 82.86
## 205 26.71 501119.00 2013.10 77.83
## 206 27.50 475461.00 2143.50 75.84
## 207 29.67 472635.00 1682.20 68.71
## 208 29.66 495519.00 2042.90 81.47
## 209 26.59 496538.00 1612.80 79.60
## 210 26.18 494102.00 560.30 74.60
## 211 27.60 524955.00 1941.40 75.90
## 212 26.40 506547.00 1940.10 79.00
## 213 26.70 570417.00 1789.00 79.10
## 214 26.70 590608.00 2710.00 82.30
## 215 26.80 606973.00 1568.00 77.80
## 216 26.80 641876.00 1685.00 79.20
## 217 26.70 638090.00 2456.70 81.00
## 218 25.80 648731.00 1682.50 79.90
## 219 27.10 707266.00 1628.10 78.90
## 220 26.45 390799.00 2317.60 79.40
## 221 26.36 396559.00 1825.10 77.04
## 222 25.50 511940.93 1385.80 76.05
## 223 27.23 464103.42 1706.40 78.03
## 224 24.58 545149.05 2211.30 75.80
padi2$Produksi <- padi$Produksi / 1000000
padi2
## Provinsi Tahun Produksi Luas.Panen Curah.hujan Kelembapan
## 1 Aceh 1993 1.3295360 323589.00 1627.00 82.00
## 2 Aceh 1994 1.2996990 329041.00 1521.00 82.12
## 3 Aceh 1995 1.3829050 339253.00 1476.00 82.72
## 4 Aceh 1996 1.4191280 348223.00 1557.00 83.00
## 5 Aceh 1997 1.3680740 337561.00 1339.00 82.46
## 6 Aceh 1998 1.4045800 365892.00 1465.00 82.60
## 7 Aceh 1999 1.4787120 359817.00 1778.00 82.79
## 8 Aceh 2000 1.4869090 336765.00 1974.70 90.60
## 9 Aceh 2001 1.5474990 295212.00 1688.70 69.48
## 10 Aceh 2002 1.3141650 315131.00 1296.80 68.75
## 11 Aceh 2003 1.2466140 367636.00 1507.20 70.66
## 12 Aceh 2004 1.3507480 370966.00 1097.00 80.84
## 13 Aceh 2005 1.4116500 337893.00 710.50 79.50
## 14 Aceh 2006 1.5520780 320789.00 506.50 80.80
## 15 Aceh 2007 1.5568580 360717.00 1414.00 81.50
## 16 Aceh 2008 1.4022870 329109.00 1270.40 78.50
## 17 Aceh 2009 1.5333690 359375.00 1577.00 78.70
## 18 Aceh 2010 1.7887380 352281.00 1986.00 81.40
## 19 Aceh 2011 1.7729620 380686.00 1268.00 79.40
## 20 Aceh 2012 1.5823930 387803.00 1098.00 79.60
## 21 Aceh 2013 2.3310460 419183.00 1623.60 80.70
## 22 Aceh 2014 1.8200620 376137.00 2264.40 78.30
## 23 Aceh 2015 1.9569400 461060.00 1575.00 80.00
## 24 Aceh 2016 2.1807540 293067.00 1096.00 83.32
## 25 Aceh 2017 2.4789220 294483.00 1905.90 85.57
## 26 Aceh 2018 1.7519969 329515.78 1427.80 83.98
## 27 Aceh 2019 1.7144376 310012.46 1931.40 83.90
## 28 Aceh 2020 1.8615671 317869.41 1619.20 80.82
## 29 Sumatera Utara 1993 2.9181520 754569.00 2549.40 83.80
## 30 Sumatera Utara 1994 3.0799600 792534.00 2166.50 83.79
## 31 Sumatera Utara 1995 3.1345330 795183.00 2917.10 81.68
## 32 Sumatera Utara 1996 3.1367600 790051.00 2326.50 81.31
## 33 Sumatera Utara 1997 3.2122080 797545.00 1865.00 81.81
## 34 Sumatera Utara 1998 3.3210490 823749.00 2496.90 83.53
## 35 Sumatera Utara 1999 3.4514300 838626.00 3087.30 84.56
## 36 Sumatera Utara 2000 3.5142530 847610.00 1289.50 82.94
## 37 Sumatera Utara 2001 3.2915150 801948.00 3595.30 72.78
## 38 Sumatera Utara 2002 3.1533050 765161.00 1944.90 72.31
## 39 Sumatera Utara 2003 3.4030750 825188.00 3140.20 72.08
## 40 Sumatera Utara 2004 3.4187820 826091.00 2406.90 80.79
## 41 Sumatera Utara 2005 3.4473940 822073.00 776.70 83.80
## 42 Sumatera Utara 2006 3.0076360 705023.00 222.50 81.00
## 43 Sumatera Utara 2007 3.2658340 750232.00 2513.00 82.00
## 44 Sumatera Utara 2008 3.3407940 748540.00 2442.00 81.40
## 45 Sumatera Utara 2009 3.5278990 768407.00 2184.00 86.00
## 46 Sumatera Utara 2010 3.5823020 754674.00 1903.30 78.55
## 47 Sumatera Utara 2011 3.6074030 757547.00 2042.00 79.00
## 48 Sumatera Utara 2012 3.7155140 765099.00 3175.00 76.00
## 49 Sumatera Utara 2013 3.7272490 742968.00 2627.00 78.67
## 50 Sumatera Utara 2014 3.6310390 717318.00 2148.00 79.00
## 51 Sumatera Utara 2015 4.0448290 781769.00 975.90 86.90
## 52 Sumatera Utara 2016 4.3870359 423029.00 2384.00 82.00
## 53 Sumatera Utara 2017 4.6697775 415675.00 3190.00 84.00
## 54 Sumatera Utara 2018 2.1082847 408176.45 2431.00 80.00
## 55 Sumatera Utara 2019 2.0789016 413141.24 1401.60 86.53
## 56 Sumatera Utara 2020 2.0762800 388591.22 1648.30 83.76
## 57 Sumatera Barat 1993 1.8064240 394412.00 5110.00 89.77
## 58 Sumatera Barat 1994 1.7475430 382740.00 4869.50 75.22
## 59 Sumatera Barat 1995 1.8291920 400627.00 5022.00 87.68
## 60 Sumatera Barat 1996 1.9711800 430343.00 3866.00 87.29
## 61 Sumatera Barat 1997 1.7877190 395728.00 2945.10 87.97
## 62 Sumatera Barat 1998 1.8076220 412810.00 5522.00 87.39
## 63 Sumatera Barat 1999 1.8976780 432254.00 4327.50 80.89
## 64 Sumatera Barat 2000 1.7590590 396919.00 3040.60 86.01
## 65 Sumatera Barat 2001 1.6689550 376710.00 2811.00 71.08
## 66 Sumatera Barat 2002 1.8758340 424253.00 4241.20 71.28
## 67 Sumatera Barat 2003 1.8237390 411860.00 4927.20 71.91
## 68 Sumatera Barat 2004 1.8751880 422582.00 4584.20 78.50
## 69 Sumatera Barat 2005 1.9073900 426950.00 1533.60 78.00
## 70 Sumatera Barat 2006 1.8894890 417846.00 776.00 79.00
## 71 Sumatera Barat 2007 1.9381200 423655.00 4329.00 85.30
## 72 Sumatera Barat 2008 1.9656340 421902.00 2552.50 86.20
## 73 Sumatera Barat 2009 2.1057900 439542.00 4691.00 86.20
## 74 Sumatera Barat 2010 2.2112480 460497.00 5228.00 87.20
## 75 Sumatera Barat 2011 2.2796020 461709.00 4959.50 54.20
## 76 Sumatera Barat 2012 2.3683900 476422.00 4339.00 87.00
## 77 Sumatera Barat 2013 2.4303840 487820.00 4627.90 86.91
## 78 Sumatera Barat 2014 2.5190200 503198.00 2838.40 85.35
## 79 Sumatera Barat 2015 2.5506090 507545.00 3548.00 84.00
## 80 Sumatera Barat 2016 2.4879290 222482.00 4205.20 76.49
## 81 Sumatera Barat 2017 2.8104250 222021.00 4553.00 75.11
## 82 Sumatera Barat 2018 1.4830765 313050.82 327.33 82.71
## 83 Sumatera Barat 2019 1.4829960 311671.23 4757.50 87.73
## 84 Sumatera Barat 2020 1.4508397 295664.47 4072.70 85.22
## 85 Riau 1993 0.4362970 146133.00 2738.40 86.37
## 86 Riau 1994 0.4453610 146177.00 1991.30 84.90
## 87 Riau 1995 0.4587560 152204.00 3099.90 85.02
## 88 Riau 1996 0.4619050 150354.00 2259.50 84.26
## 89 Riau 1997 0.4161350 137953.00 1510.40 83.82
## 90 Riau 1998 0.3701240 126280.00 2233.00 84.26
## 91 Riau 1999 0.4616300 155683.00 2045.30 84.59
## 92 Riau 2000 0.4313510 141640.00 2478.20 84.60
## 93 Riau 2001 0.4133910 132507.00 2441.70 70.79
## 94 Riau 2002 0.3966440 129025.00 3123.80 71.73
## 95 Riau 2003 0.4142370 132887.00 3822.80 72.92
## 96 Riau 2004 0.4541860 145239.00 2540.10 83.70
## 97 Riau 2005 0.4240950 134418.00 1996.30 83.93
## 98 Riau 2006 0.0429380 136177.00 537.60 79.60
## 99 Riau 2007 0.4900870 147167.00 3216.30 85.30
## 100 Riau 2008 0.4942600 147796.00 3026.20 80.20
## 101 Riau 2009 0.5314290 149423.00 3390.00 76.20
## 102 Riau 2010 0.5748640 156088.00 3390.00 76.20
## 103 Riau 2011 0.5357880 145242.00 2405.00 74.50
## 104 Riau 2012 0.5121520 144015.00 2636.00 76.10
## 105 Riau 2013 0.4341440 118518.00 2628.00 76.00
## 106 Riau 2014 0.3854750 106037.00 2343.00 78.10
## 107 Riau 2015 0.3939170 107546.00 2048.30 80.50
## 108 Riau 2016 0.3258260 72151.00 2105.60 83.72
## 109 Riau 2017 0.3374210 70016.00 2982.90 84.76
## 110 Riau 2018 0.2663755 71448.08 1837.10 71.22
## 111 Riau 2019 0.2308740 63142.04 1608.30 83.77
## 112 Riau 2020 0.2693441 64733.13 2584.90 81.80
## 113 Jambi 1993 0.6075290 199431.00 1954.00 83.81
## 114 Jambi 1994 0.5647220 184029.00 1824.00 81.25
## 115 Jambi 1995 0.5935020 193666.00 2290.10 83.96
## 116 Jambi 1996 0.6576500 215975.00 2309.10 83.60
## 117 Jambi 1997 0.5722690 190608.00 1030.10 80.64
## 118 Jambi 1998 0.5502770 178766.00 2383.80 83.47
## 119 Jambi 1999 0.5536410 178307.00 2429.30 83.25
## 120 Jambi 2000 0.5367790 171395.00 840.30 84.85
## 121 Jambi 2001 0.5565640 164826.00 2515.20 72.40
## 122 Jambi 2002 0.5610070 165729.00 2044.50 70.77
## 123 Jambi 2003 0.5783460 159463.00 2508.10 71.28
## 124 Jambi 2004 0.5794040 156803.00 2561.00 82.74
## 125 Jambi 2005 0.5796350 154941.00 1015.70 84.80
## 126 Jambi 2006 0.5445970 140613.00 424.70 85.00
## 127 Jambi 2007 0.0586630 149888.00 2394.00 86.00
## 128 Jambi 2008 0.5817040 143034.00 2230.00 83.70
## 129 Jambi 2009 0.6449470 155802.00 2299.00 83.80
## 130 Jambi 2010 0.6288280 153897.00 3207.00 84.60
## 131 Jambi 2011 0.6466410 157441.00 2295.00 82.50
## 132 Jambi 2012 0.6251640 149369.00 1874.00 81.40
## 133 Jambi 2013 0.6645350 153243.00 2093.00 83.42
## 134 Jambi 2014 0.6647200 145990.00 1781.00 82.80
## 135 Jambi 2015 0.5414860 122214.00 1694.90 82.10
## 136 Jambi 2016 0.6420950 96588.00 1502.40 83.84
## 137 Jambi 2017 0.6781270 97690.00 2193.20 83.69
## 138 Jambi 2018 0.3830457 86202.68 2182.30 82.23
## 139 Jambi 2019 0.3099327 69536.06 1773.40 81.44
## 140 Jambi 2020 0.3743763 84772.93 2303.80 78.24
## 141 Sumatera Selatan 1993 1.4095590 439895.00 2815.00 82.78
## 142 Sumatera Selatan 1994 1.3476110 422109.00 1800.00 79.89
## 143 Sumatera Selatan 1995 1.5579440 492448.00 2800.00 82.71
## 144 Sumatera Selatan 1996 1.6665910 495958.00 2614.00 82.45
## 145 Sumatera Selatan 1997 1.5773980 469670.00 1558.30 78.47
## 146 Sumatera Selatan 1998 1.9315050 621829.00 2539.30 82.58
## 147 Sumatera Selatan 1999 1.7899610 530692.00 2704.70 81.01
## 148 Sumatera Selatan 2000 1.8636430 555427.00 2632.50 83.26
## 149 Sumatera Selatan 2001 1.7234330 511928.00 2837.50 72.06
## 150 Sumatera Selatan 2002 1.8998490 561724.00 2368.20 70.36
## 151 Sumatera Selatan 2003 1.9773450 570010.00 2674.00 69.59
## 152 Sumatera Selatan 2004 2.2607940 625013.00 2182.60 80.96
## 153 Sumatera Selatan 2005 2.3201100 626849.00 1356.90 82.50
## 154 Sumatera Selatan 2006 2.4562510 646927.00 1442.00 80.00
## 155 Sumatera Selatan 2007 2.7530440 691467.00 2364.70 83.50
## 156 Sumatera Selatan 2008 2.9712860 718797.00 2685.70 84.80
## 157 Sumatera Selatan 2009 3.1252360 746465.00 2389.00 82.30
## 158 Sumatera Selatan 2010 3.2724510 769478.00 3396.00 85.25
## 159 Sumatera Selatan 2011 3.3846700 784820.00 2593.00 84.80
## 160 Sumatera Selatan 2012 3.2952470 769725.00 3083.00 83.00
## 161 Sumatera Selatan 2013 3.6767230 800036.00 3409.00 84.00
## 162 Sumatera Selatan 2014 3.6704350 810900.00 1668.30 81.00
## 163 Sumatera Selatan 2015 4.2479220 872737.00 1947.20 79.50
## 164 Sumatera Selatan 2016 4.8810890 615184.00 3477.90 82.22
## 165 Sumatera Selatan 2017 4.8074300 621903.00 2489.50 81.08
## 166 Sumatera Selatan 2018 2.9941918 581574.61 2252.40 77.66
## 167 Sumatera Selatan 2019 2.6033962 539316.52 1655.50 85.13
## 168 Sumatera Selatan 2020 2.6968775 551320.76 2300.20 81.10
## 169 Bengkulu 1993 0.3567090 109807.00 4150.00 85.50
## 170 Bengkulu 1994 0.3342320 104747.00 2043.00 85.32
## 171 Bengkulu 1995 0.3773370 115914.00 4478.00 85.49
## 172 Bengkulu 1996 0.3969770 121929.00 3931.00 85.96
## 173 Bengkulu 1997 0.3821230 113915.00 1167.00 84.00
## 174 Bengkulu 1998 0.3755330 111158.00 4114.00 85.34
## 175 Bengkulu 1999 0.3815770 114788.00 3084.00 84.72
## 176 Bengkulu 2000 0.3629790 108751.00 3254.00 84.73
## 177 Bengkulu 2001 0.3769730 105212.00 3010.00 70.15
## 178 Bengkulu 2002 0.3798180 109519.00 3076.00 67.98
## 179 Bengkulu 2003 0.4133750 110550.00 3030.00 70.30
## 180 Bengkulu 2004 0.4147410 110929.00 3277.00 84.28
## 181 Bengkulu 2005 0.4412760 116818.00 3375.20 84.70
## 182 Bengkulu 2006 0.3783770 100991.00 2313.80 83.30
## 183 Bengkulu 2007 0.4704690 123853.00 3150.00 84.20
## 184 Bengkulu 2008 0.4849000 127506.00 3396.00 84.20
## 185 Bengkulu 2009 0.5101600 132975.00 3850.00 84.10
## 186 Bengkulu 2010 0.5168690 133629.00 3822.00 84.00
## 187 Bengkulu 2011 0.5025520 127934.00 2465.70 82.52
## 188 Bengkulu 2012 0.5819100 144448.00 2545.00 82.00
## 189 Bengkulu 2013 0.6228320 147680.00 3980.90 83.93
## 190 Bengkulu 2014 0.5931940 147572.00 3323.00 83.70
## 191 Bengkulu 2015 0.5786540 128833.00 2668.90 83.20
## 192 Bengkulu 2016 0.6292240 83449.00 3350.10 83.38
## 193 Bengkulu 2017 0.7140170 82429.00 3949.80 84.20
## 194 Bengkulu 2018 0.2888105 65891.16 3649.90 83.79
## 195 Bengkulu 2019 0.2964721 64406.86 1786.20 83.26
## 196 Bengkulu 2020 0.2969252 64137.28 4144.00 80.18
## 197 Lampung 1993 1.6469000 433078.00 2306.70 84.82
## 198 Lampung 1994 1.6157510 425940.00 2034.20 77.51
## 199 Lampung 1995 1.9437090 514363.00 3039.40 82.81
## 200 Lampung 1996 1.9717400 515192.00 1934.90 82.61
## 201 Lampung 1997 1.7536560 454087.00 1253.30 78.46
## 202 Lampung 1998 1.9757000 521575.00 2584.90 84.07
## 203 Lampung 1999 1.8014220 476899.00 2364.70 83.46
## 204 Lampung 2000 1.9464060 496879.00 1488.50 82.86
## 205 Lampung 2001 1.9927260 501119.00 2013.10 77.83
## 206 Lampung 2002 1.9511090 475461.00 2143.50 75.84
## 207 Lampung 2003 1.9662930 472635.00 1682.20 68.71
## 208 Lampung 2004 2.0919960 495519.00 2042.90 81.47
## 209 Lampung 2005 2.1241440 496538.00 1612.80 79.60
## 210 Lampung 2006 2.1299140 494102.00 560.30 74.60
## 211 Lampung 2007 2.3084040 524955.00 1941.40 75.90
## 212 Lampung 2008 2.3410750 506547.00 1940.10 79.00
## 213 Lampung 2009 2.6738440 570417.00 1789.00 79.10
## 214 Lampung 2010 2.8076760 590608.00 2710.00 82.30
## 215 Lampung 2011 2.9407950 606973.00 1568.00 77.80
## 216 Lampung 2012 3.1014550 641876.00 1685.00 79.20
## 217 Lampung 2013 3.2070020 638090.00 2456.70 81.00
## 218 Lampung 2014 3.3200640 648731.00 1682.50 79.90
## 219 Lampung 2015 3.6418950 707266.00 1628.10 78.90
## 220 Lampung 2016 3.8319230 390799.00 2317.60 79.40
## 221 Lampung 2017 4.0906540 396559.00 1825.10 77.04
## 222 Lampung 2018 2.4886419 511940.93 1385.80 76.05
## 223 Lampung 2019 2.1640893 464103.42 1706.40 78.03
## 224 Lampung 2020 2.6049133 545149.05 2211.30 75.80
## Suhu.rata.rata Luas.Panen.1 Curah.hujan.1 Kelembapan.1
## 1 26.06 323589.00 1627.00 82.00
## 2 26.92 329041.00 1521.00 82.12
## 3 26.27 339253.00 1476.00 82.72
## 4 26.08 348223.00 1557.00 83.00
## 5 26.31 337561.00 1339.00 82.46
## 6 26.84 365892.00 1465.00 82.60
## 7 26.14 359817.00 1778.00 82.79
## 8 27.10 336765.00 1974.70 90.60
## 9 28.90 295212.00 1688.70 69.48
## 10 29.20 315131.00 1296.80 68.75
## 11 29.40 367636.00 1507.20 70.66
## 12 29.40 370966.00 1097.00 80.84
## 13 26.80 337893.00 710.50 79.50
## 14 26.73 320789.00 506.50 80.80
## 15 26.38 360717.00 1414.00 81.50
## 16 27.00 329109.00 1270.40 78.50
## 17 26.90 359375.00 1577.00 78.70
## 18 27.10 352281.00 1986.00 81.40
## 19 27.10 380686.00 1268.00 79.40
## 20 26.90 387803.00 1098.00 79.60
## 21 27.00 419183.00 1623.60 80.70
## 22 27.10 376137.00 2264.40 78.30
## 23 27.10 461060.00 1575.00 80.00
## 24 27.12 293067.00 1096.00 83.32
## 25 26.51 294483.00 1905.90 85.57
## 26 26.48 329515.78 1427.80 83.98
## 27 26.65 310012.46 1931.40 83.90
## 28 25.41 317869.41 1619.20 80.82
## 29 26.45 754569.00 2549.40 83.80
## 30 26.40 792534.00 2166.50 83.79
## 31 26.58 795183.00 2917.10 81.68
## 32 26.33 790051.00 2326.50 81.31
## 33 26.40 797545.00 1865.00 81.81
## 34 27.16 823749.00 2496.90 83.53
## 35 26.45 838626.00 3087.30 84.56
## 36 27.70 847610.00 1289.50 82.94
## 37 28.03 801948.00 3595.30 72.78
## 38 28.45 765161.00 1944.90 72.31
## 39 29.59 825188.00 3140.20 72.08
## 40 29.27 826091.00 2406.90 80.79
## 41 27.00 822073.00 776.70 83.80
## 42 27.80 705023.00 222.50 81.00
## 43 27.00 750232.00 2513.00 82.00
## 44 26.90 748540.00 2442.00 81.40
## 45 27.10 768407.00 2184.00 86.00
## 46 27.18 754674.00 1903.30 78.55
## 47 27.20 757547.00 2042.00 79.00
## 48 27.30 765099.00 3175.00 76.00
## 49 28.80 742968.00 2627.00 78.67
## 50 27.90 717318.00 2148.00 79.00
## 51 27.40 781769.00 975.90 86.90
## 52 27.65 423029.00 2384.00 82.00
## 53 27.50 415675.00 3190.00 84.00
## 54 26.41 408176.45 2431.00 80.00
## 55 27.03 413141.24 1401.60 86.53
## 56 25.79 388591.22 1648.30 83.76
## 57 24.70 394412.00 5110.00 89.77
## 58 24.49 382740.00 4869.50 75.22
## 59 24.82 400627.00 5022.00 87.68
## 60 24.52 430343.00 3866.00 87.29
## 61 24.69 395728.00 2945.10 87.97
## 62 25.04 412810.00 5522.00 87.39
## 63 22.48 432254.00 4327.50 80.89
## 64 25.86 396919.00 3040.60 86.01
## 65 28.17 376710.00 2811.00 71.08
## 66 28.19 424253.00 4241.20 71.28
## 67 29.17 411860.00 4927.20 71.91
## 68 29.02 422582.00 4584.20 78.50
## 69 25.90 426950.00 1533.60 78.00
## 70 26.05 417846.00 776.00 79.00
## 71 25.70 423655.00 4329.00 85.30
## 72 25.40 421902.00 2552.50 86.20
## 73 25.50 439542.00 4691.00 86.20
## 74 25.80 460497.00 5228.00 87.20
## 75 26.00 461709.00 4959.50 54.20
## 76 25.20 476422.00 4339.00 87.00
## 77 25.10 487820.00 4627.90 86.91
## 78 25.70 503198.00 2838.40 85.35
## 79 26.50 507545.00 3548.00 84.00
## 80 23.26 222482.00 4205.20 76.49
## 81 22.19 222021.00 4553.00 75.11
## 82 26.91 313050.82 327.33 82.71
## 83 25.61 311671.23 4757.50 87.73
## 84 26.26 295664.47 4072.70 85.22
## 85 26.00 146133.00 2738.40 86.37
## 86 26.10 146177.00 1991.30 84.90
## 87 26.17 152204.00 3099.90 85.02
## 88 25.94 150354.00 2259.50 84.26
## 89 26.26 137953.00 1510.40 83.82
## 90 26.73 126280.00 2233.00 84.26
## 91 26.08 155683.00 2045.30 84.59
## 92 25.98 141640.00 2478.20 84.60
## 93 29.05 132507.00 2441.70 70.79
## 94 28.20 129025.00 3123.80 71.73
## 95 29.64 132887.00 3822.80 72.92
## 96 29.85 145239.00 2540.10 83.70
## 97 26.58 134418.00 1996.30 83.93
## 98 27.70 136177.00 537.60 79.60
## 99 27.10 147167.00 3216.30 85.30
## 100 27.40 147796.00 3026.20 80.20
## 101 27.70 149423.00 3390.00 76.20
## 102 27.70 156088.00 3390.00 76.20
## 103 27.00 145242.00 2405.00 74.50
## 104 27.30 144015.00 2636.00 76.10
## 105 26.00 118518.00 2628.00 76.00
## 106 27.20 106037.00 2343.00 78.10
## 107 27.20 107546.00 2048.30 80.50
## 108 27.00 72151.00 2105.60 83.72
## 109 26.70 70016.00 2982.90 84.76
## 110 25.00 71448.08 1837.10 71.22
## 111 26.91 63142.04 1608.30 83.77
## 112 25.93 64733.13 2584.90 81.80
## 113 26.29 199431.00 1954.00 83.81
## 114 25.51 184029.00 1824.00 81.25
## 115 26.22 193666.00 2290.10 83.96
## 116 26.00 215975.00 2309.10 83.60
## 117 26.50 190608.00 1030.10 80.64
## 118 26.78 178766.00 2383.80 83.47
## 119 26.34 178307.00 2429.30 83.25
## 120 27.76 171395.00 840.30 84.85
## 121 28.12 164826.00 2515.20 72.40
## 122 28.82 165729.00 2044.50 70.77
## 123 29.39 159463.00 2508.10 71.28
## 124 28.95 156803.00 2561.00 82.74
## 125 26.80 154941.00 1015.70 84.80
## 126 26.77 140613.00 424.70 85.00
## 127 26.60 149888.00 2394.00 86.00
## 128 26.50 143034.00 2230.00 83.70
## 129 27.10 155802.00 2299.00 83.80
## 130 27.10 153897.00 3207.00 84.60
## 131 26.90 157441.00 2295.00 82.50
## 132 26.70 149369.00 1874.00 81.40
## 133 26.80 153243.00 2093.00 83.42
## 134 27.20 145990.00 1781.00 82.80
## 135 27.00 122214.00 1694.90 82.10
## 136 26.84 96588.00 1502.40 83.84
## 137 26.62 97690.00 2193.20 83.69
## 138 26.62 86202.68 2182.30 82.23
## 139 26.94 69536.06 1773.40 81.44
## 140 25.85 84772.93 2303.80 78.24
## 141 26.38 439895.00 2815.00 82.78
## 142 26.53 422109.00 1800.00 79.89
## 143 26.54 492448.00 2800.00 82.71
## 144 26.34 495958.00 2614.00 82.45
## 145 26.75 469670.00 1558.30 78.47
## 146 26.19 621829.00 2539.30 82.58
## 147 25.67 530692.00 2704.70 81.01
## 148 25.32 555427.00 2632.50 83.26
## 149 28.83 511928.00 2837.50 72.06
## 150 28.23 561724.00 2368.20 70.36
## 151 29.64 570010.00 2674.00 69.59
## 152 28.70 625013.00 2182.60 80.96
## 153 27.10 626849.00 1356.90 82.50
## 154 27.10 646927.00 1442.00 80.00
## 155 27.00 691467.00 2364.70 83.50
## 156 26.90 718797.00 2685.70 84.80
## 157 27.40 746465.00 2389.00 82.30
## 158 27.08 769478.00 3396.00 85.25
## 159 27.30 784820.00 2593.00 84.80
## 160 27.40 769725.00 3083.00 83.00
## 161 27.30 800036.00 3409.00 84.00
## 162 26.00 810900.00 1668.30 81.00
## 163 27.70 872737.00 1947.20 79.50
## 164 27.31 615184.00 3477.90 82.22
## 165 26.75 621903.00 2489.50 81.08
## 166 27.00 581574.61 2252.40 77.66
## 167 27.60 539316.52 1655.50 85.13
## 168 26.14 551320.76 2300.20 81.10
## 169 25.95 109807.00 4150.00 85.50
## 170 25.68 104747.00 2043.00 85.32
## 171 26.12 115914.00 4478.00 85.49
## 172 25.66 121929.00 3931.00 85.96
## 173 25.84 113915.00 1167.00 84.00
## 174 26.40 111158.00 4114.00 85.34
## 175 25.81 114788.00 3084.00 84.72
## 176 24.22 108751.00 3254.00 84.73
## 177 26.80 105212.00 3010.00 70.15
## 178 28.50 109519.00 3076.00 67.98
## 179 29.50 110550.00 3030.00 70.30
## 180 29.70 110929.00 3277.00 84.28
## 181 25.70 116818.00 3375.20 84.70
## 182 26.10 100991.00 2313.80 83.30
## 183 26.40 123853.00 3150.00 84.20
## 184 26.30 127506.00 3396.00 84.20
## 185 26.50 132975.00 3850.00 84.10
## 186 26.80 133629.00 3822.00 84.00
## 187 26.35 127934.00 2465.70 82.52
## 188 26.90 144448.00 2545.00 82.00
## 189 26.70 147680.00 3980.90 83.93
## 190 26.90 147572.00 3323.00 83.70
## 191 27.00 128833.00 2668.90 83.20
## 192 26.77 83449.00 3350.10 83.38
## 193 26.52 82429.00 3949.80 84.20
## 194 26.64 65891.16 3649.90 83.79
## 195 26.56 64406.86 1786.20 83.26
## 196 25.84 64137.28 4144.00 80.18
## 197 26.41 433078.00 2306.70 84.82
## 198 25.73 425940.00 2034.20 77.51
## 199 26.43 514363.00 3039.40 82.81
## 200 26.27 515192.00 1934.90 82.61
## 201 26.68 454087.00 1253.30 78.46
## 202 26.95 521575.00 2584.90 84.07
## 203 26.24 476899.00 2364.70 83.46
## 204 28.20 496879.00 1488.50 82.86
## 205 26.71 501119.00 2013.10 77.83
## 206 27.50 475461.00 2143.50 75.84
## 207 29.67 472635.00 1682.20 68.71
## 208 29.66 495519.00 2042.90 81.47
## 209 26.59 496538.00 1612.80 79.60
## 210 26.18 494102.00 560.30 74.60
## 211 27.60 524955.00 1941.40 75.90
## 212 26.40 506547.00 1940.10 79.00
## 213 26.70 570417.00 1789.00 79.10
## 214 26.70 590608.00 2710.00 82.30
## 215 26.80 606973.00 1568.00 77.80
## 216 26.80 641876.00 1685.00 79.20
## 217 26.70 638090.00 2456.70 81.00
## 218 25.80 648731.00 1682.50 79.90
## 219 27.10 707266.00 1628.10 78.90
## 220 26.45 390799.00 2317.60 79.40
## 221 26.36 396559.00 1825.10 77.04
## 222 25.50 511940.93 1385.80 76.05
## 223 27.23 464103.42 1706.40 78.03
## 224 24.58 545149.05 2211.30 75.80
Luas.Panen <- unique(padi2[c("Luas.Panen","Luas.Panen.1")])
Curah.hujan <- unique(padi2[c("Curah.hujan","Curah.hujan.1")])
Kelembapan <- unique(padi2[c("Kelembapan","Kelembapan.1")])
Luas.Panen
## Luas.Panen Luas.Panen.1
## 1 323589.00 323589.00
## 2 329041.00 329041.00
## 3 339253.00 339253.00
## 4 348223.00 348223.00
## 5 337561.00 337561.00
## 6 365892.00 365892.00
## 7 359817.00 359817.00
## 8 336765.00 336765.00
## 9 295212.00 295212.00
## 10 315131.00 315131.00
## 11 367636.00 367636.00
## 12 370966.00 370966.00
## 13 337893.00 337893.00
## 14 320789.00 320789.00
## 15 360717.00 360717.00
## 16 329109.00 329109.00
## 17 359375.00 359375.00
## 18 352281.00 352281.00
## 19 380686.00 380686.00
## 20 387803.00 387803.00
## 21 419183.00 419183.00
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## 23 461060.00 461060.00
## 24 293067.00 293067.00
## 25 294483.00 294483.00
## 26 329515.78 329515.78
## 27 310012.46 310012.46
## 28 317869.41 317869.41
## 29 754569.00 754569.00
## 30 792534.00 792534.00
## 31 795183.00 795183.00
## 32 790051.00 790051.00
## 33 797545.00 797545.00
## 34 823749.00 823749.00
## 35 838626.00 838626.00
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## 38 765161.00 765161.00
## 39 825188.00 825188.00
## 40 826091.00 826091.00
## 41 822073.00 822073.00
## 42 705023.00 705023.00
## 43 750232.00 750232.00
## 44 748540.00 748540.00
## 45 768407.00 768407.00
## 46 754674.00 754674.00
## 47 757547.00 757547.00
## 48 765099.00 765099.00
## 49 742968.00 742968.00
## 50 717318.00 717318.00
## 51 781769.00 781769.00
## 52 423029.00 423029.00
## 53 415675.00 415675.00
## 54 408176.45 408176.45
## 55 413141.24 413141.24
## 56 388591.22 388591.22
## 57 394412.00 394412.00
## 58 382740.00 382740.00
## 59 400627.00 400627.00
## 60 430343.00 430343.00
## 61 395728.00 395728.00
## 62 412810.00 412810.00
## 63 432254.00 432254.00
## 64 396919.00 396919.00
## 65 376710.00 376710.00
## 66 424253.00 424253.00
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## 68 422582.00 422582.00
## 69 426950.00 426950.00
## 70 417846.00 417846.00
## 71 423655.00 423655.00
## 72 421902.00 421902.00
## 73 439542.00 439542.00
## 74 460497.00 460497.00
## 75 461709.00 461709.00
## 76 476422.00 476422.00
## 77 487820.00 487820.00
## 78 503198.00 503198.00
## 79 507545.00 507545.00
## 80 222482.00 222482.00
## 81 222021.00 222021.00
## 82 313050.82 313050.82
## 83 311671.23 311671.23
## 84 295664.47 295664.47
## 85 146133.00 146133.00
## 86 146177.00 146177.00
## 87 152204.00 152204.00
## 88 150354.00 150354.00
## 89 137953.00 137953.00
## 90 126280.00 126280.00
## 91 155683.00 155683.00
## 92 141640.00 141640.00
## 93 132507.00 132507.00
## 94 129025.00 129025.00
## 95 132887.00 132887.00
## 96 145239.00 145239.00
## 97 134418.00 134418.00
## 98 136177.00 136177.00
## 99 147167.00 147167.00
## 100 147796.00 147796.00
## 101 149423.00 149423.00
## 102 156088.00 156088.00
## 103 145242.00 145242.00
## 104 144015.00 144015.00
## 105 118518.00 118518.00
## 106 106037.00 106037.00
## 107 107546.00 107546.00
## 108 72151.00 72151.00
## 109 70016.00 70016.00
## 110 71448.08 71448.08
## 111 63142.04 63142.04
## 112 64733.13 64733.13
## 113 199431.00 199431.00
## 114 184029.00 184029.00
## 115 193666.00 193666.00
## 116 215975.00 215975.00
## 117 190608.00 190608.00
## 118 178766.00 178766.00
## 119 178307.00 178307.00
## 120 171395.00 171395.00
## 121 164826.00 164826.00
## 122 165729.00 165729.00
## 123 159463.00 159463.00
## 124 156803.00 156803.00
## 125 154941.00 154941.00
## 126 140613.00 140613.00
## 127 149888.00 149888.00
## 128 143034.00 143034.00
## 129 155802.00 155802.00
## 130 153897.00 153897.00
## 131 157441.00 157441.00
## 132 149369.00 149369.00
## 133 153243.00 153243.00
## 134 145990.00 145990.00
## 135 122214.00 122214.00
## 136 96588.00 96588.00
## 137 97690.00 97690.00
## 138 86202.68 86202.68
## 139 69536.06 69536.06
## 140 84772.93 84772.93
## 141 439895.00 439895.00
## 142 422109.00 422109.00
## 143 492448.00 492448.00
## 144 495958.00 495958.00
## 145 469670.00 469670.00
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## 147 530692.00 530692.00
## 148 555427.00 555427.00
## 149 511928.00 511928.00
## 150 561724.00 561724.00
## 151 570010.00 570010.00
## 152 625013.00 625013.00
## 153 626849.00 626849.00
## 154 646927.00 646927.00
## 155 691467.00 691467.00
## 156 718797.00 718797.00
## 157 746465.00 746465.00
## 158 769478.00 769478.00
## 159 784820.00 784820.00
## 160 769725.00 769725.00
## 161 800036.00 800036.00
## 162 810900.00 810900.00
## 163 872737.00 872737.00
## 164 615184.00 615184.00
## 165 621903.00 621903.00
## 166 581574.61 581574.61
## 167 539316.52 539316.52
## 168 551320.76 551320.76
## 169 109807.00 109807.00
## 170 104747.00 104747.00
## 171 115914.00 115914.00
## 172 121929.00 121929.00
## 173 113915.00 113915.00
## 174 111158.00 111158.00
## 175 114788.00 114788.00
## 176 108751.00 108751.00
## 177 105212.00 105212.00
## 178 109519.00 109519.00
## 179 110550.00 110550.00
## 180 110929.00 110929.00
## 181 116818.00 116818.00
## 182 100991.00 100991.00
## 183 123853.00 123853.00
## 184 127506.00 127506.00
## 185 132975.00 132975.00
## 186 133629.00 133629.00
## 187 127934.00 127934.00
## 188 144448.00 144448.00
## 189 147680.00 147680.00
## 190 147572.00 147572.00
## 191 128833.00 128833.00
## 192 83449.00 83449.00
## 193 82429.00 82429.00
## 194 65891.16 65891.16
## 195 64406.86 64406.86
## 196 64137.28 64137.28
## 197 433078.00 433078.00
## 198 425940.00 425940.00
## 199 514363.00 514363.00
## 200 515192.00 515192.00
## 201 454087.00 454087.00
## 202 521575.00 521575.00
## 203 476899.00 476899.00
## 204 496879.00 496879.00
## 205 501119.00 501119.00
## 206 475461.00 475461.00
## 207 472635.00 472635.00
## 208 495519.00 495519.00
## 209 496538.00 496538.00
## 210 494102.00 494102.00
## 211 524955.00 524955.00
## 212 506547.00 506547.00
## 213 570417.00 570417.00
## 214 590608.00 590608.00
## 215 606973.00 606973.00
## 216 641876.00 641876.00
## 217 638090.00 638090.00
## 218 648731.00 648731.00
## 219 707266.00 707266.00
## 220 390799.00 390799.00
## 221 396559.00 396559.00
## 222 511940.93 511940.93
## 223 464103.42 464103.42
## 224 545149.05 545149.05
Curah.hujan
## Curah.hujan Curah.hujan.1
## 1 1627.00 1627.00
## 2 1521.00 1521.00
## 3 1476.00 1476.00
## 4 1557.00 1557.00
## 5 1339.00 1339.00
## 6 1465.00 1465.00
## 7 1778.00 1778.00
## 8 1974.70 1974.70
## 9 1688.70 1688.70
## 10 1296.80 1296.80
## 11 1507.20 1507.20
## 12 1097.00 1097.00
## 13 710.50 710.50
## 14 506.50 506.50
## 15 1414.00 1414.00
## 16 1270.40 1270.40
## 17 1577.00 1577.00
## 18 1986.00 1986.00
## 19 1268.00 1268.00
## 20 1098.00 1098.00
## 21 1623.60 1623.60
## 22 2264.40 2264.40
## 23 1575.00 1575.00
## 24 1096.00 1096.00
## 25 1905.90 1905.90
## 26 1427.80 1427.80
## 27 1931.40 1931.40
## 28 1619.20 1619.20
## 29 2549.40 2549.40
## 30 2166.50 2166.50
## 31 2917.10 2917.10
## 32 2326.50 2326.50
## 33 1865.00 1865.00
## 34 2496.90 2496.90
## 35 3087.30 3087.30
## 36 1289.50 1289.50
## 37 3595.30 3595.30
## 38 1944.90 1944.90
## 39 3140.20 3140.20
## 40 2406.90 2406.90
## 41 776.70 776.70
## 42 222.50 222.50
## 43 2513.00 2513.00
## 44 2442.00 2442.00
## 45 2184.00 2184.00
## 46 1903.30 1903.30
## 47 2042.00 2042.00
## 48 3175.00 3175.00
## 49 2627.00 2627.00
## 50 2148.00 2148.00
## 51 975.90 975.90
## 52 2384.00 2384.00
## 53 3190.00 3190.00
## 54 2431.00 2431.00
## 55 1401.60 1401.60
## 56 1648.30 1648.30
## 57 5110.00 5110.00
## 58 4869.50 4869.50
## 59 5022.00 5022.00
## 60 3866.00 3866.00
## 61 2945.10 2945.10
## 62 5522.00 5522.00
## 63 4327.50 4327.50
## 64 3040.60 3040.60
## 65 2811.00 2811.00
## 66 4241.20 4241.20
## 67 4927.20 4927.20
## 68 4584.20 4584.20
## 69 1533.60 1533.60
## 70 776.00 776.00
## 71 4329.00 4329.00
## 72 2552.50 2552.50
## 73 4691.00 4691.00
## 74 5228.00 5228.00
## 75 4959.50 4959.50
## 76 4339.00 4339.00
## 77 4627.90 4627.90
## 78 2838.40 2838.40
## 79 3548.00 3548.00
## 80 4205.20 4205.20
## 81 4553.00 4553.00
## 82 327.33 327.33
## 83 4757.50 4757.50
## 84 4072.70 4072.70
## 85 2738.40 2738.40
## 86 1991.30 1991.30
## 87 3099.90 3099.90
## 88 2259.50 2259.50
## 89 1510.40 1510.40
## 90 2233.00 2233.00
## 91 2045.30 2045.30
## 92 2478.20 2478.20
## 93 2441.70 2441.70
## 94 3123.80 3123.80
## 95 3822.80 3822.80
## 96 2540.10 2540.10
## 97 1996.30 1996.30
## 98 537.60 537.60
## 99 3216.30 3216.30
## 100 3026.20 3026.20
## 101 3390.00 3390.00
## 103 2405.00 2405.00
## 104 2636.00 2636.00
## 105 2628.00 2628.00
## 106 2343.00 2343.00
## 107 2048.30 2048.30
## 108 2105.60 2105.60
## 109 2982.90 2982.90
## 110 1837.10 1837.10
## 111 1608.30 1608.30
## 112 2584.90 2584.90
## 113 1954.00 1954.00
## 114 1824.00 1824.00
## 115 2290.10 2290.10
## 116 2309.10 2309.10
## 117 1030.10 1030.10
## 118 2383.80 2383.80
## 119 2429.30 2429.30
## 120 840.30 840.30
## 121 2515.20 2515.20
## 122 2044.50 2044.50
## 123 2508.10 2508.10
## 124 2561.00 2561.00
## 125 1015.70 1015.70
## 126 424.70 424.70
## 127 2394.00 2394.00
## 128 2230.00 2230.00
## 129 2299.00 2299.00
## 130 3207.00 3207.00
## 131 2295.00 2295.00
## 132 1874.00 1874.00
## 133 2093.00 2093.00
## 134 1781.00 1781.00
## 135 1694.90 1694.90
## 136 1502.40 1502.40
## 137 2193.20 2193.20
## 138 2182.30 2182.30
## 139 1773.40 1773.40
## 140 2303.80 2303.80
## 141 2815.00 2815.00
## 142 1800.00 1800.00
## 143 2800.00 2800.00
## 144 2614.00 2614.00
## 145 1558.30 1558.30
## 146 2539.30 2539.30
## 147 2704.70 2704.70
## 148 2632.50 2632.50
## 149 2837.50 2837.50
## 150 2368.20 2368.20
## 151 2674.00 2674.00
## 152 2182.60 2182.60
## 153 1356.90 1356.90
## 154 1442.00 1442.00
## 155 2364.70 2364.70
## 156 2685.70 2685.70
## 157 2389.00 2389.00
## 158 3396.00 3396.00
## 159 2593.00 2593.00
## 160 3083.00 3083.00
## 161 3409.00 3409.00
## 162 1668.30 1668.30
## 163 1947.20 1947.20
## 164 3477.90 3477.90
## 165 2489.50 2489.50
## 166 2252.40 2252.40
## 167 1655.50 1655.50
## 168 2300.20 2300.20
## 169 4150.00 4150.00
## 170 2043.00 2043.00
## 171 4478.00 4478.00
## 172 3931.00 3931.00
## 173 1167.00 1167.00
## 174 4114.00 4114.00
## 175 3084.00 3084.00
## 176 3254.00 3254.00
## 177 3010.00 3010.00
## 178 3076.00 3076.00
## 179 3030.00 3030.00
## 180 3277.00 3277.00
## 181 3375.20 3375.20
## 182 2313.80 2313.80
## 183 3150.00 3150.00
## 185 3850.00 3850.00
## 186 3822.00 3822.00
## 187 2465.70 2465.70
## 188 2545.00 2545.00
## 189 3980.90 3980.90
## 190 3323.00 3323.00
## 191 2668.90 2668.90
## 192 3350.10 3350.10
## 193 3949.80 3949.80
## 194 3649.90 3649.90
## 195 1786.20 1786.20
## 196 4144.00 4144.00
## 197 2306.70 2306.70
## 198 2034.20 2034.20
## 199 3039.40 3039.40
## 200 1934.90 1934.90
## 201 1253.30 1253.30
## 204 1488.50 1488.50
## 205 2013.10 2013.10
## 206 2143.50 2143.50
## 207 1682.20 1682.20
## 208 2042.90 2042.90
## 209 1612.80 1612.80
## 210 560.30 560.30
## 211 1941.40 1941.40
## 212 1940.10 1940.10
## 213 1789.00 1789.00
## 214 2710.00 2710.00
## 215 1568.00 1568.00
## 216 1685.00 1685.00
## 217 2456.70 2456.70
## 218 1682.50 1682.50
## 219 1628.10 1628.10
## 220 2317.60 2317.60
## 221 1825.10 1825.10
## 222 1385.80 1385.80
## 223 1706.40 1706.40
## 224 2211.30 2211.30
Kelembapan
## Kelembapan Kelembapan.1
## 1 82.00 82.00
## 2 82.12 82.12
## 3 82.72 82.72
## 4 83.00 83.00
## 5 82.46 82.46
## 6 82.60 82.60
## 7 82.79 82.79
## 8 90.60 90.60
## 9 69.48 69.48
## 10 68.75 68.75
## 11 70.66 70.66
## 12 80.84 80.84
## 13 79.50 79.50
## 14 80.80 80.80
## 15 81.50 81.50
## 16 78.50 78.50
## 17 78.70 78.70
## 18 81.40 81.40
## 19 79.40 79.40
## 20 79.60 79.60
## 21 80.70 80.70
## 22 78.30 78.30
## 23 80.00 80.00
## 24 83.32 83.32
## 25 85.57 85.57
## 26 83.98 83.98
## 27 83.90 83.90
## 28 80.82 80.82
## 29 83.80 83.80
## 30 83.79 83.79
## 31 81.68 81.68
## 32 81.31 81.31
## 33 81.81 81.81
## 34 83.53 83.53
## 35 84.56 84.56
## 36 82.94 82.94
## 37 72.78 72.78
## 38 72.31 72.31
## 39 72.08 72.08
## 40 80.79 80.79
## 42 81.00 81.00
## 45 86.00 86.00
## 46 78.55 78.55
## 47 79.00 79.00
## 48 76.00 76.00
## 49 78.67 78.67
## 51 86.90 86.90
## 53 84.00 84.00
## 55 86.53 86.53
## 56 83.76 83.76
## 57 89.77 89.77
## 58 75.22 75.22
## 59 87.68 87.68
## 60 87.29 87.29
## 61 87.97 87.97
## 62 87.39 87.39
## 63 80.89 80.89
## 64 86.01 86.01
## 65 71.08 71.08
## 66 71.28 71.28
## 67 71.91 71.91
## 69 78.00 78.00
## 71 85.30 85.30
## 72 86.20 86.20
## 74 87.20 87.20
## 75 54.20 54.20
## 76 87.00 87.00
## 77 86.91 86.91
## 78 85.35 85.35
## 80 76.49 76.49
## 81 75.11 75.11
## 82 82.71 82.71
## 83 87.73 87.73
## 84 85.22 85.22
## 85 86.37 86.37
## 86 84.90 84.90
## 87 85.02 85.02
## 88 84.26 84.26
## 89 83.82 83.82
## 91 84.59 84.59
## 92 84.60 84.60
## 93 70.79 70.79
## 94 71.73 71.73
## 95 72.92 72.92
## 96 83.70 83.70
## 97 83.93 83.93
## 100 80.20 80.20
## 101 76.20 76.20
## 103 74.50 74.50
## 104 76.10 76.10
## 106 78.10 78.10
## 107 80.50 80.50
## 108 83.72 83.72
## 109 84.76 84.76
## 110 71.22 71.22
## 111 83.77 83.77
## 112 81.80 81.80
## 113 83.81 83.81
## 114 81.25 81.25
## 115 83.96 83.96
## 116 83.60 83.60
## 117 80.64 80.64
## 118 83.47 83.47
## 119 83.25 83.25
## 120 84.85 84.85
## 121 72.40 72.40
## 122 70.77 70.77
## 124 82.74 82.74
## 125 84.80 84.80
## 126 85.00 85.00
## 131 82.50 82.50
## 133 83.42 83.42
## 134 82.80 82.80
## 135 82.10 82.10
## 136 83.84 83.84
## 137 83.69 83.69
## 138 82.23 82.23
## 139 81.44 81.44
## 140 78.24 78.24
## 141 82.78 82.78
## 142 79.89 79.89
## 144 82.45 82.45
## 145 78.47 78.47
## 146 82.58 82.58
## 147 81.01 81.01
## 148 83.26 83.26
## 149 72.06 72.06
## 150 70.36 70.36
## 151 69.59 69.59
## 152 80.96 80.96
## 155 83.50 83.50
## 157 82.30 82.30
## 158 85.25 85.25
## 164 82.22 82.22
## 165 81.08 81.08
## 166 77.66 77.66
## 167 85.13 85.13
## 168 81.10 81.10
## 169 85.50 85.50
## 170 85.32 85.32
## 171 85.49 85.49
## 172 85.96 85.96
## 174 85.34 85.34
## 175 84.72 84.72
## 176 84.73 84.73
## 177 70.15 70.15
## 178 67.98 67.98
## 179 70.30 70.30
## 180 84.28 84.28
## 181 84.70 84.70
## 182 83.30 83.30
## 183 84.20 84.20
## 185 84.10 84.10
## 187 82.52 82.52
## 191 83.20 83.20
## 192 83.38 83.38
## 196 80.18 80.18
## 197 84.82 84.82
## 198 77.51 77.51
## 199 82.81 82.81
## 200 82.61 82.61
## 201 78.46 78.46
## 202 84.07 84.07
## 203 83.46 83.46
## 204 82.86 82.86
## 205 77.83 77.83
## 206 75.84 75.84
## 207 68.71 68.71
## 208 81.47 81.47
## 210 74.60 74.60
## 211 75.90 75.90
## 213 79.10 79.10
## 215 77.80 77.80
## 216 79.20 79.20
## 218 79.90 79.90
## 219 78.90 78.90
## 221 77.04 77.04
## 222 76.05 76.05
## 223 78.03 78.03
## 224 75.80 75.80
set.seed(100)
field_yang_digunakan = c("Tahun", "Produksi", "Luas.Panen.1", "Curah.hujan.1","Kelembapan.1")
segmentasi <- kmeans(x=padi2[field_yang_digunakan], centers=5, nstart=25)
segmentasi
## K-means clustering with 5 clusters of sizes 20, 33, 47, 86, 38
##
## Cluster means:
## Tahun Produksi Luas.Panen.1 Curah.hujan.1 Kelembapan.1
## 1 2009.800 2.7569096 594480.7 2208.910 79.62750
## 2 2006.242 3.3930856 777078.7 2301.785 81.23485
## 3 2004.915 2.0945769 462008.4 2722.470 80.25191
## 4 2006.733 0.5191461 131680.2 2605.994 81.40081
## 5 2006.421 1.7381922 349534.1 2030.243 81.23421
##
## Clustering vector:
## [1] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 3 5 3 5 5 5 5 5 2 2 2 2 2 2 2 2 2
## [38] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 3 3 3 3 5 5 5 5 3 5 3 3 5 5 3 3 3 3 3 3 3 3 3
## [75] 3 3 3 3 3 4 4 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [112] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 1 1 1
## [149] 3 1 1 1 1 1 2 2 2 2 2 2 2 2 2 1 1 1 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [186] 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1 1 1 1 1 1 2 5 5 3
## [223] 3 1
##
## Within cluster sum of squares by cluster:
## [1] 29277980038 60238349720 65156344033 113002443927 42743881493
## (between_SS / total_SS = 97.4 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss" "tot.withinss"
## [6] "betweenss" "size" "iter" "ifault"
padi2$cluster <- segmentasi$cluster
str(padi2)
## 'data.frame': 224 obs. of 11 variables:
## $ Provinsi : chr "Aceh" "Aceh" "Aceh" "Aceh" ...
## $ Tahun : int 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 ...
## $ Produksi : num 1.33 1.3 1.38 1.42 1.37 ...
## $ Luas.Panen : num 323589 329041 339253 348223 337561 ...
## $ Curah.hujan : num 1627 1521 1476 1557 1339 ...
## $ Kelembapan : num 82 82.1 82.7 83 82.5 ...
## $ Suhu.rata.rata: num 26.1 26.9 26.3 26.1 26.3 ...
## $ Luas.Panen.1 : num 323589 329041 339253 348223 337561 ...
## $ Curah.hujan.1 : num 1627 1521 1476 1557 1339 ...
## $ Kelembapan.1 : num 82 82.1 82.7 83 82.5 ...
## $ cluster : int 5 5 5 5 5 5 5 5 5 5 ...
which(padi2$cluster == 1)
## [1] 146 147 148 150 151 152 153 154 164 165 166 167 168 213 214 215 216 217 218
## [20] 224
padi[which(padi2$cluster == 1),]
## Provinsi Tahun Produksi Luas.Panen Curah.hujan Kelembapan
## 146 Sumatera Selatan 1998 1931505 621829.0 2539.3 82.58
## 147 Sumatera Selatan 1999 1789961 530692.0 2704.7 81.01
## 148 Sumatera Selatan 2000 1863643 555427.0 2632.5 83.26
## 150 Sumatera Selatan 2002 1899849 561724.0 2368.2 70.36
## 151 Sumatera Selatan 2003 1977345 570010.0 2674.0 69.59
## 152 Sumatera Selatan 2004 2260794 625013.0 2182.6 80.96
## 153 Sumatera Selatan 2005 2320110 626849.0 1356.9 82.50
## 154 Sumatera Selatan 2006 2456251 646927.0 1442.0 80.00
## 164 Sumatera Selatan 2016 4881089 615184.0 3477.9 82.22
## 165 Sumatera Selatan 2017 4807430 621903.0 2489.5 81.08
## 166 Sumatera Selatan 2018 2994192 581574.6 2252.4 77.66
## 167 Sumatera Selatan 2019 2603396 539316.5 1655.5 85.13
## 168 Sumatera Selatan 2020 2696877 551320.8 2300.2 81.10
## 213 Lampung 2009 2673844 570417.0 1789.0 79.10
## 214 Lampung 2010 2807676 590608.0 2710.0 82.30
## 215 Lampung 2011 2940795 606973.0 1568.0 77.80
## 216 Lampung 2012 3101455 641876.0 1685.0 79.20
## 217 Lampung 2013 3207002 638090.0 2456.7 81.00
## 218 Lampung 2014 3320064 648731.0 1682.5 79.90
## 224 Lampung 2020 2604913 545149.1 2211.3 75.80
## Suhu.rata.rata
## 146 26.19
## 147 25.67
## 148 25.32
## 150 28.23
## 151 29.64
## 152 28.70
## 153 27.10
## 154 27.10
## 164 27.31
## 165 26.75
## 166 27.00
## 167 27.60
## 168 26.14
## 213 26.70
## 214 26.70
## 215 26.80
## 216 26.80
## 217 26.70
## 218 25.80
## 224 24.58
padi[which(padi2$cluster == 2),]
## Provinsi Tahun Produksi Luas.Panen Curah.hujan Kelembapan
## 29 Sumatera Utara 1993 2918152 754569 2549.4 83.80
## 30 Sumatera Utara 1994 3079960 792534 2166.5 83.79
## 31 Sumatera Utara 1995 3134533 795183 2917.1 81.68
## 32 Sumatera Utara 1996 3136760 790051 2326.5 81.31
## 33 Sumatera Utara 1997 3212208 797545 1865.0 81.81
## 34 Sumatera Utara 1998 3321049 823749 2496.9 83.53
## 35 Sumatera Utara 1999 3451430 838626 3087.3 84.56
## 36 Sumatera Utara 2000 3514253 847610 1289.5 82.94
## 37 Sumatera Utara 2001 3291515 801948 3595.3 72.78
## 38 Sumatera Utara 2002 3153305 765161 1944.9 72.31
## 39 Sumatera Utara 2003 3403075 825188 3140.2 72.08
## 40 Sumatera Utara 2004 3418782 826091 2406.9 80.79
## 41 Sumatera Utara 2005 3447394 822073 776.7 83.80
## 42 Sumatera Utara 2006 3007636 705023 222.5 81.00
## 43 Sumatera Utara 2007 3265834 750232 2513.0 82.00
## 44 Sumatera Utara 2008 3340794 748540 2442.0 81.40
## 45 Sumatera Utara 2009 3527899 768407 2184.0 86.00
## 46 Sumatera Utara 2010 3582302 754674 1903.3 78.55
## 47 Sumatera Utara 2011 3607403 757547 2042.0 79.00
## 48 Sumatera Utara 2012 3715514 765099 3175.0 76.00
## 49 Sumatera Utara 2013 3727249 742968 2627.0 78.67
## 50 Sumatera Utara 2014 3631039 717318 2148.0 79.00
## 51 Sumatera Utara 2015 4044829 781769 975.9 86.90
## 155 Sumatera Selatan 2007 2753044 691467 2364.7 83.50
## 156 Sumatera Selatan 2008 2971286 718797 2685.7 84.80
## 157 Sumatera Selatan 2009 3125236 746465 2389.0 82.30
## 158 Sumatera Selatan 2010 3272451 769478 3396.0 85.25
## 159 Sumatera Selatan 2011 3384670 784820 2593.0 84.80
## 160 Sumatera Selatan 2012 3295247 769725 3083.0 83.00
## 161 Sumatera Selatan 2013 3676723 800036 3409.0 84.00
## 162 Sumatera Selatan 2014 3670435 810900 1668.3 81.00
## 163 Sumatera Selatan 2015 4247922 872737 1947.2 79.50
## 219 Lampung 2015 3641895 707266 1628.1 78.90
## Suhu.rata.rata
## 29 26.45
## 30 26.40
## 31 26.58
## 32 26.33
## 33 26.40
## 34 27.16
## 35 26.45
## 36 27.70
## 37 28.03
## 38 28.45
## 39 29.59
## 40 29.27
## 41 27.00
## 42 27.80
## 43 27.00
## 44 26.90
## 45 27.10
## 46 27.18
## 47 27.20
## 48 27.30
## 49 28.80
## 50 27.90
## 51 27.40
## 155 27.00
## 156 26.90
## 157 27.40
## 158 27.08
## 159 27.30
## 160 27.40
## 161 27.30
## 162 26.00
## 163 27.70
## 219 27.10
padi[which(padi2$cluster == 3),]
## Provinsi Tahun Produksi Luas.Panen Curah.hujan Kelembapan
## 21 Aceh 2013 2331046 419183.0 1623.6 80.70
## 23 Aceh 2015 1956940 461060.0 1575.0 80.00
## 52 Sumatera Utara 2016 4387036 423029.0 2384.0 82.00
## 53 Sumatera Utara 2017 4669778 415675.0 3190.0 84.00
## 54 Sumatera Utara 2018 2108285 408176.5 2431.0 80.00
## 55 Sumatera Utara 2019 2078902 413141.2 1401.6 86.53
## 60 Sumatera Barat 1996 1971180 430343.0 3866.0 87.29
## 62 Sumatera Barat 1998 1807622 412810.0 5522.0 87.39
## 63 Sumatera Barat 1999 1897678 432254.0 4327.5 80.89
## 66 Sumatera Barat 2002 1875834 424253.0 4241.2 71.28
## 67 Sumatera Barat 2003 1823739 411860.0 4927.2 71.91
## 68 Sumatera Barat 2004 1875188 422582.0 4584.2 78.50
## 69 Sumatera Barat 2005 1907390 426950.0 1533.6 78.00
## 70 Sumatera Barat 2006 1889489 417846.0 776.0 79.00
## 71 Sumatera Barat 2007 1938120 423655.0 4329.0 85.30
## 72 Sumatera Barat 2008 1965634 421902.0 2552.5 86.20
## 73 Sumatera Barat 2009 2105790 439542.0 4691.0 86.20
## 74 Sumatera Barat 2010 2211248 460497.0 5228.0 87.20
## 75 Sumatera Barat 2011 2279602 461709.0 4959.5 54.20
## 76 Sumatera Barat 2012 2368390 476422.0 4339.0 87.00
## 77 Sumatera Barat 2013 2430384 487820.0 4627.9 86.91
## 78 Sumatera Barat 2014 2519020 503198.0 2838.4 85.35
## 79 Sumatera Barat 2015 2550609 507545.0 3548.0 84.00
## 141 Sumatera Selatan 1993 1409559 439895.0 2815.0 82.78
## 142 Sumatera Selatan 1994 1347611 422109.0 1800.0 79.89
## 143 Sumatera Selatan 1995 1557944 492448.0 2800.0 82.71
## 144 Sumatera Selatan 1996 1666591 495958.0 2614.0 82.45
## 145 Sumatera Selatan 1997 1577398 469670.0 1558.3 78.47
## 149 Sumatera Selatan 2001 1723433 511928.0 2837.5 72.06
## 197 Lampung 1993 1646900 433078.0 2306.7 84.82
## 198 Lampung 1994 1615751 425940.0 2034.2 77.51
## 199 Lampung 1995 1943709 514363.0 3039.4 82.81
## 200 Lampung 1996 1971740 515192.0 1934.9 82.61
## 201 Lampung 1997 1753656 454087.0 1253.3 78.46
## 202 Lampung 1998 1975700 521575.0 2584.9 84.07
## 203 Lampung 1999 1801422 476899.0 2364.7 83.46
## 204 Lampung 2000 1946406 496879.0 1488.5 82.86
## 205 Lampung 2001 1992726 501119.0 2013.1 77.83
## 206 Lampung 2002 1951109 475461.0 2143.5 75.84
## 207 Lampung 2003 1966293 472635.0 1682.2 68.71
## 208 Lampung 2004 2091996 495519.0 2042.9 81.47
## 209 Lampung 2005 2124144 496538.0 1612.8 79.60
## 210 Lampung 2006 2129914 494102.0 560.3 74.60
## 211 Lampung 2007 2308404 524955.0 1941.4 75.90
## 212 Lampung 2008 2341075 506547.0 1940.1 79.00
## 222 Lampung 2018 2488642 511940.9 1385.8 76.05
## 223 Lampung 2019 2164089 464103.4 1706.4 78.03
## Suhu.rata.rata
## 21 27.00
## 23 27.10
## 52 27.65
## 53 27.50
## 54 26.41
## 55 27.03
## 60 24.52
## 62 25.04
## 63 22.48
## 66 28.19
## 67 29.17
## 68 29.02
## 69 25.90
## 70 26.05
## 71 25.70
## 72 25.40
## 73 25.50
## 74 25.80
## 75 26.00
## 76 25.20
## 77 25.10
## 78 25.70
## 79 26.50
## 141 26.38
## 142 26.53
## 143 26.54
## 144 26.34
## 145 26.75
## 149 28.83
## 197 26.41
## 198 25.73
## 199 26.43
## 200 26.27
## 201 26.68
## 202 26.95
## 203 26.24
## 204 28.20
## 205 26.71
## 206 27.50
## 207 29.67
## 208 29.66
## 209 26.59
## 210 26.18
## 211 27.60
## 212 26.40
## 222 25.50
## 223 27.23
padi[which(padi2$cluster == 4),]
## Provinsi Tahun Produksi Luas.Panen Curah.hujan Kelembapan
## 80 Sumatera Barat 2016 2487929.0 222482.00 4205.2 76.49
## 81 Sumatera Barat 2017 2810425.0 222021.00 4553.0 75.11
## 85 Riau 1993 436297.0 146133.00 2738.4 86.37
## 86 Riau 1994 445361.0 146177.00 1991.3 84.90
## 87 Riau 1995 458756.0 152204.00 3099.9 85.02
## 88 Riau 1996 461905.0 150354.00 2259.5 84.26
## 89 Riau 1997 416135.0 137953.00 1510.4 83.82
## 90 Riau 1998 370124.0 126280.00 2233.0 84.26
## 91 Riau 1999 461630.0 155683.00 2045.3 84.59
## 92 Riau 2000 431351.0 141640.00 2478.2 84.60
## 93 Riau 2001 413391.0 132507.00 2441.7 70.79
## 94 Riau 2002 396644.0 129025.00 3123.8 71.73
## 95 Riau 2003 414237.0 132887.00 3822.8 72.92
## 96 Riau 2004 454186.0 145239.00 2540.1 83.70
## 97 Riau 2005 424095.0 134418.00 1996.3 83.93
## 98 Riau 2006 42938.0 136177.00 537.6 79.60
## 99 Riau 2007 490087.0 147167.00 3216.3 85.30
## 100 Riau 2008 494260.0 147796.00 3026.2 80.20
## 101 Riau 2009 531429.0 149423.00 3390.0 76.20
## 102 Riau 2010 574864.0 156088.00 3390.0 76.20
## 103 Riau 2011 535788.0 145242.00 2405.0 74.50
## 104 Riau 2012 512152.0 144015.00 2636.0 76.10
## 105 Riau 2013 434144.0 118518.00 2628.0 76.00
## 106 Riau 2014 385475.0 106037.00 2343.0 78.10
## 107 Riau 2015 393917.0 107546.00 2048.3 80.50
## 108 Riau 2016 325826.0 72151.00 2105.6 83.72
## 109 Riau 2017 337421.0 70016.00 2982.9 84.76
## 110 Riau 2018 266375.5 71448.08 1837.1 71.22
## 111 Riau 2019 230874.0 63142.04 1608.3 83.77
## 112 Riau 2020 269344.0 64733.13 2584.9 81.80
## 113 Jambi 1993 607529.0 199431.00 1954.0 83.81
## 114 Jambi 1994 564722.0 184029.00 1824.0 81.25
## 115 Jambi 1995 593502.0 193666.00 2290.1 83.96
## 116 Jambi 1996 657650.0 215975.00 2309.1 83.60
## 117 Jambi 1997 572269.0 190608.00 1030.1 80.64
## 118 Jambi 1998 550277.0 178766.00 2383.8 83.47
## 119 Jambi 1999 553641.0 178307.00 2429.3 83.25
## 120 Jambi 2000 536779.0 171395.00 840.3 84.85
## 121 Jambi 2001 556564.0 164826.00 2515.2 72.40
## 122 Jambi 2002 561007.0 165729.00 2044.5 70.77
## 123 Jambi 2003 578346.0 159463.00 2508.1 71.28
## 124 Jambi 2004 579404.0 156803.00 2561.0 82.74
## 125 Jambi 2005 579635.0 154941.00 1015.7 84.80
## 126 Jambi 2006 544597.0 140613.00 424.7 85.00
## 127 Jambi 2007 58663.0 149888.00 2394.0 86.00
## 128 Jambi 2008 581704.0 143034.00 2230.0 83.70
## 129 Jambi 2009 644947.0 155802.00 2299.0 83.80
## 130 Jambi 2010 628828.0 153897.00 3207.0 84.60
## 131 Jambi 2011 646641.0 157441.00 2295.0 82.50
## 132 Jambi 2012 625164.0 149369.00 1874.0 81.40
## 133 Jambi 2013 664535.0 153243.00 2093.0 83.42
## 134 Jambi 2014 664720.0 145990.00 1781.0 82.80
## 135 Jambi 2015 541486.0 122214.00 1694.9 82.10
## 136 Jambi 2016 642095.0 96588.00 1502.4 83.84
## 137 Jambi 2017 678127.0 97690.00 2193.2 83.69
## 138 Jambi 2018 383045.7 86202.68 2182.3 82.23
## 139 Jambi 2019 309932.7 69536.06 1773.4 81.44
## 140 Jambi 2020 374376.3 84772.93 2303.8 78.24
## 169 Bengkulu 1993 356709.0 109807.00 4150.0 85.50
## 170 Bengkulu 1994 334232.0 104747.00 2043.0 85.32
## 171 Bengkulu 1995 377337.0 115914.00 4478.0 85.49
## 172 Bengkulu 1996 396977.0 121929.00 3931.0 85.96
## 173 Bengkulu 1997 382123.0 113915.00 1167.0 84.00
## 174 Bengkulu 1998 375533.0 111158.00 4114.0 85.34
## 175 Bengkulu 1999 381577.0 114788.00 3084.0 84.72
## 176 Bengkulu 2000 362979.0 108751.00 3254.0 84.73
## 177 Bengkulu 2001 376973.0 105212.00 3010.0 70.15
## 178 Bengkulu 2002 379818.0 109519.00 3076.0 67.98
## 179 Bengkulu 2003 413375.0 110550.00 3030.0 70.30
## 180 Bengkulu 2004 414741.0 110929.00 3277.0 84.28
## 181 Bengkulu 2005 441276.0 116818.00 3375.2 84.70
## 182 Bengkulu 2006 378377.0 100991.00 2313.8 83.30
## 183 Bengkulu 2007 470469.0 123853.00 3150.0 84.20
## 184 Bengkulu 2008 484900.0 127506.00 3396.0 84.20
## 185 Bengkulu 2009 510160.0 132975.00 3850.0 84.10
## 186 Bengkulu 2010 516869.0 133629.00 3822.0 84.00
## 187 Bengkulu 2011 502552.0 127934.00 2465.7 82.52
## 188 Bengkulu 2012 581910.0 144448.00 2545.0 82.00
## 189 Bengkulu 2013 622832.0 147680.00 3980.9 83.93
## 190 Bengkulu 2014 593194.0 147572.00 3323.0 83.70
## 191 Bengkulu 2015 578654.0 128833.00 2668.9 83.20
## 192 Bengkulu 2016 629224.0 83449.00 3350.1 83.38
## 193 Bengkulu 2017 714017.0 82429.00 3949.8 84.20
## 194 Bengkulu 2018 288810.5 65891.16 3649.9 83.79
## 195 Bengkulu 2019 296472.1 64406.86 1786.2 83.26
## 196 Bengkulu 2020 296925.2 64137.28 4144.0 80.18
## Suhu.rata.rata
## 80 23.26
## 81 22.19
## 85 26.00
## 86 26.10
## 87 26.17
## 88 25.94
## 89 26.26
## 90 26.73
## 91 26.08
## 92 25.98
## 93 29.05
## 94 28.20
## 95 29.64
## 96 29.85
## 97 26.58
## 98 27.70
## 99 27.10
## 100 27.40
## 101 27.70
## 102 27.70
## 103 27.00
## 104 27.30
## 105 26.00
## 106 27.20
## 107 27.20
## 108 27.00
## 109 26.70
## 110 25.00
## 111 26.91
## 112 25.93
## 113 26.29
## 114 25.51
## 115 26.22
## 116 26.00
## 117 26.50
## 118 26.78
## 119 26.34
## 120 27.76
## 121 28.12
## 122 28.82
## 123 29.39
## 124 28.95
## 125 26.80
## 126 26.77
## 127 26.60
## 128 26.50
## 129 27.10
## 130 27.10
## 131 26.90
## 132 26.70
## 133 26.80
## 134 27.20
## 135 27.00
## 136 26.84
## 137 26.62
## 138 26.62
## 139 26.94
## 140 25.85
## 169 25.95
## 170 25.68
## 171 26.12
## 172 25.66
## 173 25.84
## 174 26.40
## 175 25.81
## 176 24.22
## 177 26.80
## 178 28.50
## 179 29.50
## 180 29.70
## 181 25.70
## 182 26.10
## 183 26.40
## 184 26.30
## 185 26.50
## 186 26.80
## 187 26.35
## 188 26.90
## 189 26.70
## 190 26.90
## 191 27.00
## 192 26.77
## 193 26.52
## 194 26.64
## 195 26.56
## 196 25.84
padi[which(padi2$cluster == 5),]
## Provinsi Tahun Produksi Luas.Panen Curah.hujan Kelembapan
## 1 Aceh 1993 1329536 323589.0 1627.00 82.00
## 2 Aceh 1994 1299699 329041.0 1521.00 82.12
## 3 Aceh 1995 1382905 339253.0 1476.00 82.72
## 4 Aceh 1996 1419128 348223.0 1557.00 83.00
## 5 Aceh 1997 1368074 337561.0 1339.00 82.46
## 6 Aceh 1998 1404580 365892.0 1465.00 82.60
## 7 Aceh 1999 1478712 359817.0 1778.00 82.79
## 8 Aceh 2000 1486909 336765.0 1974.70 90.60
## 9 Aceh 2001 1547499 295212.0 1688.70 69.48
## 10 Aceh 2002 1314165 315131.0 1296.80 68.75
## 11 Aceh 2003 1246614 367636.0 1507.20 70.66
## 12 Aceh 2004 1350748 370966.0 1097.00 80.84
## 13 Aceh 2005 1411650 337893.0 710.50 79.50
## 14 Aceh 2006 1552078 320789.0 506.50 80.80
## 15 Aceh 2007 1556858 360717.0 1414.00 81.50
## 16 Aceh 2008 1402287 329109.0 1270.40 78.50
## 17 Aceh 2009 1533369 359375.0 1577.00 78.70
## 18 Aceh 2010 1788738 352281.0 1986.00 81.40
## 19 Aceh 2011 1772962 380686.0 1268.00 79.40
## 20 Aceh 2012 1582393 387803.0 1098.00 79.60
## 22 Aceh 2014 1820062 376137.0 2264.40 78.30
## 24 Aceh 2016 2180754 293067.0 1096.00 83.32
## 25 Aceh 2017 2478922 294483.0 1905.90 85.57
## 26 Aceh 2018 1751997 329515.8 1427.80 83.98
## 27 Aceh 2019 1714438 310012.5 1931.40 83.90
## 28 Aceh 2020 1861567 317869.4 1619.20 80.82
## 56 Sumatera Utara 2020 2076280 388591.2 1648.30 83.76
## 57 Sumatera Barat 1993 1806424 394412.0 5110.00 89.77
## 58 Sumatera Barat 1994 1747543 382740.0 4869.50 75.22
## 59 Sumatera Barat 1995 1829192 400627.0 5022.00 87.68
## 61 Sumatera Barat 1997 1787719 395728.0 2945.10 87.97
## 64 Sumatera Barat 2000 1759059 396919.0 3040.60 86.01
## 65 Sumatera Barat 2001 1668955 376710.0 2811.00 71.08
## 82 Sumatera Barat 2018 1483076 313050.8 327.33 82.71
## 83 Sumatera Barat 2019 1482996 311671.2 4757.50 87.73
## 84 Sumatera Barat 2020 1450840 295664.5 4072.70 85.22
## 220 Lampung 2016 3831923 390799.0 2317.60 79.40
## 221 Lampung 2017 4090654 396559.0 1825.10 77.04
## Suhu.rata.rata
## 1 26.06
## 2 26.92
## 3 26.27
## 4 26.08
## 5 26.31
## 6 26.84
## 7 26.14
## 8 27.10
## 9 28.90
## 10 29.20
## 11 29.40
## 12 29.40
## 13 26.80
## 14 26.73
## 15 26.38
## 16 27.00
## 17 26.90
## 18 27.10
## 19 27.10
## 20 26.90
## 22 27.10
## 24 27.12
## 25 26.51
## 26 26.48
## 27 26.65
## 28 25.41
## 56 25.79
## 57 24.70
## 58 24.49
## 59 24.82
## 61 24.69
## 64 25.86
## 65 28.17
## 82 26.91
## 83 25.61
## 84 26.26
## 220 26.45
## 221 26.36
segmentasi$centers
## Tahun Produksi Luas.Panen.1 Curah.hujan.1 Kelembapan.1
## 1 2009.800 2.7569096 594480.7 2208.910 79.62750
## 2 2006.242 3.3930856 777078.7 2301.785 81.23485
## 3 2004.915 2.0945769 462008.4 2722.470 80.25191
## 4 2006.733 0.5191461 131680.2 2605.994 81.40081
## 5 2006.421 1.7381922 349534.1 2030.243 81.23421
segmentasi$size
## [1] 20 33 47 86 38
segmentasi$withinss
## [1] 29277980038 60238349720 65156344033 113002443927 42743881493
sse <- sapply(1:10, function(param_k) {kmeans(padi2[field_yang_digunakan], param_k, nstart = 25)$tot.withinss})
sse_formatted <- format(round(sse, 1), scientific = FALSE)
sse_formatted
## [1] "12080839567632" " 3447314009253" " 910531270278" " 452275724698"
## [5] " 310418999209" " 233132900634" " 162227132124" " 123020864248"
## [9] " 101531179120" " 82086297118"
library(ggplot2)
jumlah_cluster_max <- 10
ssdata = data.frame(cluster=c(1:jumlah_cluster_max),sse)
ggplot(ssdata, aes(x=cluster,y=sse)) +
geom_line(color="red") + geom_point() +
ylab("Within Cluster Sum of Squares") + xlab("Jumlah Cluster") +
geom_text(aes(label=format(round(sse,2),scientific = FALSE, nsmall = 2)),hjust=-0.2, vjust=-0.5) +
scale_x_discrete(limits=c(1:jumlah_cluster_max))
## Warning in scale_x_discrete(limits = c(1:jumlah_cluster_max)): Continuous limits supplied to discrete scale.
## ℹ Did you mean `limits = factor(...)` or `scale_*_continuous()`?
segmentasi$centers
## Tahun Produksi Luas.Panen.1 Curah.hujan.1 Kelembapan.1
## 1 2009.800 2.7569096 594480.7 2208.910 79.62750
## 2 2006.242 3.3930856 777078.7 2301.785 81.23485
## 3 2004.915 2.0945769 462008.4 2722.470 80.25191
## 4 2006.733 0.5191461 131680.2 2605.994 81.40081
## 5 2006.421 1.7381922 349534.1 2030.243 81.23421