Fitting Distribution Simulasi 1000 data curah hujan ekstrem
Dewi Alfiyani
2025-05-23
Data Simulasi 1000 data curah hujan ekstrem
Cuaca ekstrem semakin sering terjadi, entah itu berupa hujan deras yang tiba-tiba datang, banjir di berbagai daerah, atau perubahan pola musim yang tidak menentu. Salah satu yang paling berdampak adalah curah hujan ekstrem. Hujan dengan intensitas tinggi dalam waktu singkat dapat menimbulkan berbagai masalah, mulai dari genangan air hingga bencana banjir yang merugikan banyak pihak. Melihat kondisi tersebut, data curah hujan ekstrem menjadi salah satu informasi penting dalam perencanaan dan pengambilan keputusan.
## [1] 3.60383511 2.24455898 2.51628919 2.59604019 3.58483113 5.45746845
## [7] 9.22405371 4.04287082 5.27156374 0.38968945 2.81463606 0.78861826
## [13] 5.47630638 2.01083010 3.48275765 2.62185063 5.34344788 3.54926329
## [19] 2.03582073 3.48673838 7.98399264 0.34947311 1.67194683 5.25529013
## [25] 6.59053540 2.41344205 4.29425015 5.09271283 3.06854324 3.86661746
## [31] 4.78519247 12.17785920 9.72171924 3.48784492 8.00813813 5.65734658
## [37] 3.94275526 3.44422421 1.28355763 7.04480794 4.07740233 6.66118992
## [43] 4.81481104 4.26116244 3.89452738 2.86990155 7.52660990 2.13872104
## [49] 8.07858972 3.33020412 2.14881692 3.40677474 3.07270001 10.35640918
## [55] 9.56249127 3.36305892 0.73410908 1.47937756 6.64200671 7.43748248
## [61] 8.42770455 8.68681436 3.24591864 4.88896510 7.67575174 4.99300257
## [67] 8.02100434 0.57470896 1.02874031 11.81344304 3.47092922 3.65252238
## [73] 12.70945562 6.20871267 0.36345302 1.98312091 3.53554664 5.48160552
## [79] 2.20142559 2.78001004 5.28943837 3.75239773 7.78815420 4.05812522
## [85] 3.89723486 6.80790179 6.20039409 1.62171009 3.95124377 1.95333377
## [91] 1.83589484 4.26689006 4.02993118 4.41469815 5.62446542 8.59582169
## [97] 1.22485087 1.60474935 2.10326929 3.42458933 1.99440077 4.81396773
## [103] 3.24632965 5.61830961 1.86166312 1.79895226 1.64619329 4.94629600
## [109] 7.55886115 1.69012041 5.79446589 0.64838132 5.50259759 1.37572639
## [115] 3.42354828 5.65277320 3.05328487 0.89648546 2.38062226 3.25772097
## [121] 1.18746558 5.36672219 10.79361771 3.30006518 7.36268136 2.71797582
## [127] 4.49415603 7.24462282 2.07952365 1.68037795 2.31618308 1.24803752
## [133] 1.81776099 1.17423633 0.92884562 2.62244265 4.32355577 5.33846207
## [139] 3.24739050 12.41426673 5.43624727 2.52399028 2.58320452 4.13889533
## [145] 5.65954998 5.77698170 3.05806782 8.80266512 4.92320389 3.87736428
## [151] 2.56008272 5.45071965 3.17922394 3.29939809 2.95710908 5.64958190
## [157] 3.23170144 1.83659890 0.82848385 5.10242430 5.04056451 1.38309834
## [163] 8.29307977 1.39027990 1.23597801 1.89193269 2.96360607 4.06569044
## [169] 10.09126429 2.30539089 1.40228922 1.18523288 9.57025817 3.61755325
## [175] 4.26217100 2.61368771 1.63332124 3.59794414 2.82105434 5.86911620
## [181] 1.60254516 3.92794592 2.65760615 3.36084087 3.95666047 2.53205623
## [187] 5.79785588 1.66108887 4.48896543 2.89586270 4.31398501 3.46372389
## [193] 3.24472292 7.65485343 2.73529209 2.93681421 1.79462619 3.98690495
## [199] 4.52657362 2.99552719 8.28617148 10.24319805 5.44960863 3.79742995
## [205] 6.02541907 11.31381608 3.73375394 2.11207738 3.10815726 2.45815395
## [211] 8.16022295 7.72632902 3.04744008 1.43406271 7.46584433 3.20103340
## [217] 12.73367395 1.37460433 0.75599013 3.19623969 0.97875073 2.31043023
## [223] 1.11659625 6.25469272 6.92899436 4.10973286 6.20473679 2.63711636
## [229] 1.07056062 3.84666491 0.67443724 5.31381925 3.30907827 1.50290714
## [235] 3.00182842 6.44409057 3.24246889 1.14940047 6.78442114 3.58699525
## [241] 7.63118491 0.67508093 3.89660353 5.06301249 9.92359871 4.58593896
## [247] 2.65249258 5.89085433 2.50574819 1.89603534 9.63323643 2.00973211
## [253] 1.92247954 14.08747258 2.21835935 9.21153541 2.46915926 3.30032393
## [259] 11.66921931 1.20039433 6.75366944 1.65490629 7.43721318 4.69968409
## [265] 0.52829509 5.95816910 3.45364113 7.66114034 1.48999837 5.24408370
## [271] 6.29280985 10.23362620 2.15995230 6.62257869 3.21425218 4.63573556
## [277] 2.92076888 0.71958151 0.71451233 0.56955487 1.17921905 2.76418292
## [283] 0.38728050 1.92108182 1.29825796 4.02563432 6.08660826 1.47038005
## [289] 1.33971000 1.93072729 1.84670784 8.03495319 5.26048272 7.27869553
## [295] 0.86962577 5.33955434 5.54402277 9.45356271 1.80104202 2.58155636
## [301] 3.06311108 2.49231080 6.07608224 0.45584519 0.21422572 5.27495972
## [307] 2.60272621 4.46906125 2.04061091 3.51321534 3.83537916 1.88877447
## [313] 5.28222334 2.16614470 3.62486883 7.05528902 0.52118273 1.35397720
## [319] 5.78975818 2.74842988 9.55495803 1.74141444 1.68298775 2.31348002
## [325] 2.58025480 4.37434787 4.45407261 0.96838644 8.29252481 3.89848021
## [331] 2.63943192 2.02317686 1.90582421 2.37621013 3.76594096 4.69427582
## [337] 4.40222307 3.01452783 13.60763542 3.50072114 3.44518695 1.35910161
## [343] 6.04752043 4.25653682 2.46577688 2.06007299 0.73637035 2.71213606
## [349] 6.26268261 3.26334079 3.71348762 4.80260360 2.29877813 4.22623256
## [355] 2.53488415 2.90859110 2.02138045 4.80874910 3.42523302 0.72123759
## [361] 2.95078591 5.22511589 0.11666917 2.58189614 3.25955429 1.80999112
## [367] 3.43023899 4.84415261 4.68667629 1.64835926 4.59648261 4.39367300
## [373] 2.53083909 7.27806651 0.33569572 5.70276228 4.61211732 5.17452535
## [379] 0.24777351 7.41092959 2.99272094 6.22580397 2.45229361 0.82884867
## [385] 4.89987853 3.13170520 1.56996662 1.24533892 0.59688236 0.88950638
## [391] 8.01627563 5.03205039 9.63220604 3.56821250 6.36818167 5.61464053
## [397] 1.76303795 6.73933041 0.53234897 0.18315538 4.10988219 2.76626062
## [403] 9.92807795 7.11432209 1.92313281 1.55811133 3.85494824 1.11740682
## [409] 2.58917062 3.46546068 2.02710447 0.61666963 7.10830382 0.57316172
## [415] 3.24015933 8.69513023 9.53682857 1.48957843 1.25615221 5.15279184
## [421] 7.84013827 8.55306038 2.70598067 4.81039660 0.85748786 0.73038847
## [427] 4.30182250 0.52848094 3.31488283 0.07152873 1.97903023 9.72174435
## [433] 1.31384903 3.39297301 6.11813556 2.24710963 0.18885686 2.09371067
## [439] 3.12078043 2.48981081 1.84350149 1.97829173 6.16320232 7.76574303
## [445] 3.77170748 2.74306513 3.25853167 5.17445897 5.78742505 1.93375425
## [451] 2.43922086 5.72099940 3.09736316 4.53168686 2.77402613 6.42272691
## [457] 2.29341355 0.97083908 7.08144078 1.24329664 2.13509825 0.92755985
## [463] 2.72800253 3.90904161 0.96829884 7.13831915 4.14887061 2.79251352
## [469] 3.44967586 5.85178709 3.22676773 1.55483806 4.99864992 3.78589337
## [475] 1.29963221 3.21964876 3.65940136 4.71755356 13.98816660 2.13985290
## [481] 3.69165313 7.31560201 2.58434716 3.58347084 3.61195341 1.58289274
## [487] 1.64632941 4.52173768 9.83858023 3.85294825 2.91248354 4.41944103
## [493] 7.06129851 5.26202374 1.71647471 3.13440055 9.10304531 5.72666947
## [499] 5.83247029 2.24320112 2.08687481 6.38951275 2.37704987 0.76607857
## [505] 1.51564044 7.96653319 1.35244272 3.75869035 1.84713748 13.10713599
## [511] 5.11370078 2.93953043 5.75599638 0.59898616 3.48773698 7.09940123
## [517] 2.35684228 3.12656629 8.23049595 3.48995153 1.77948830 0.54168187
## [523] 3.11659148 4.49000099 1.80458249 2.13416777 2.43402064 8.67739675
## [529] 2.37647821 6.79202978 2.41446124 1.64245802 1.25494221 3.48507673
## [535] 4.13342120 7.20584056 4.42313264 2.10396002 4.09414513 5.21679401
## [541] 2.81520619 0.08387100 0.51603817 2.36998950 1.00644366 1.17623505
## [547] 2.73132657 8.73097721 1.54287961 0.93826751 8.30562622 2.89754119
## [553] 6.28800508 1.81863269 2.41013762 2.72440105 1.63158147 4.65859379
## [559] 5.06036459 2.32782203 0.83340712 3.45792823 1.83114774 5.53069898
## [565] 3.98757728 2.04168521 4.83906397 6.15257856 1.06252318 3.58018126
## [571] 10.13782157 1.15373161 1.09929305 1.40815463 6.35861867 0.85195688
## [577] 0.42428346 1.82792304 8.18349524 2.13585212 2.71724117 6.12966637
## [583] 1.02379773 3.39958193 3.61261973 3.87345068 1.56193304 0.51887679
## [589] 3.14418663 5.56001330 2.71853036 3.43442624 5.23705582 5.25760051
## [595] 5.61667661 11.90664021 8.98990112 1.10891324 4.47423905 2.70901941
## [601] 1.96470592 2.68782541 1.74874595 2.82238396 2.99902602 3.37288969
## [607] 0.79336014 4.28350036 2.73315392 3.21019885 0.54217544 7.98487403
## [613] 0.76580245 9.87934352 7.31085834 5.98078985 5.05710808 2.06612963
## [619] 2.47996691 4.79224474 4.57345569 2.28620292 7.09164916 4.25745412
## [625] 5.01268042 0.79392465 1.19103108 1.19569174 2.46345547 3.69991562
## [631] 2.63209702 0.70383820 2.41461620 15.85689396 7.12350803 2.32986159
## [637] 2.07633407 5.13494102 1.74859015 2.44227000 5.24778272 7.32843532
## [643] 1.62105720 3.06866485 14.84360078 1.90779082 2.62999299 4.31390460
## [649] 21.17754649 2.99623646 5.05201802 0.73292781 3.90427646 3.29204380
## [655] 1.95520104 3.45675755 2.35226304 5.81988829 2.42674498 4.47665049
## [661] 1.86238170 3.04190161 2.57126837 6.38897417 4.02218276 2.81277794
## [667] 4.36538341 6.51427036 5.07519535 4.97872835 4.91067480 2.12850359
## [673] 2.05353073 2.18201360 2.46738165 17.02493941 5.17996347 0.68280189
## [679] 0.85654196 2.33307041 7.41358921 3.36212893 3.03810455 2.92498987
## [685] 1.69211826 1.63374637 9.69925730 5.73994192 13.69542555 3.72387627
## [691] 1.15666482 1.09305875 2.58813074 1.05621934 1.32839297 13.78829963
## [697] 7.14372234 2.70368661 3.49598664 1.26701176 0.64747554 1.69810261
## [703] 1.16304266 1.93474063 1.25411111 1.94668057 0.70165997 6.14938855
## [709] 5.79590252 2.74030558 4.65152376 8.99131598 4.98832476 2.44908121
## [715] 2.82671756 3.43060188 4.16023906 3.69336367 1.30300855 10.90954122
## [721] 1.97357406 6.71588421 4.99587523 3.82024720 6.89422115 5.12267763
## [727] 8.48558908 0.40158361 5.46643636 1.18140709 2.17899520 3.59939703
## [733] 2.13304016 0.27909484 11.74434491 3.80268995 5.98020749 5.17880635
## [739] 0.53780024 4.34659827 5.70986136 5.02956333 1.65229507 1.88171196
## [745] 6.66393804 5.60825139 3.66675552 3.32216066 3.12642991 0.36155309
## [751] 5.20266219 1.25994084 3.95565820 1.54359550 3.18516166 2.49938163
## [757] 2.72918640 0.52481212 1.58151039 16.06635056 4.23986734 1.92500618
## [763] 2.96770789 1.24993903 2.73363984 2.30695430 3.20235187 3.22741276
## [769] 2.04414975 2.38454259 3.15656132 4.57214471 11.87565562 2.82945955
## [775] 2.75223046 3.65792193 2.27475325 2.12803612 4.18451598 3.67076062
## [781] 3.59864638 4.67855825 3.20428791 0.28846783 6.45968497 11.05939068
## [787] 15.43607626 2.37121576 1.77227580 1.02603364 4.06811504 8.07376195
## [793] 1.76286011 3.08358788 2.62885670 7.94263443 0.47672617 3.30006376
## [799] 6.43589493 3.76310069## [1] 7.7807586 3.9692683 9.1025909 5.5467324 6.4248140 2.5889110
## [7] 1.8050934 3.7487153 9.6451846 12.7824126 11.4005048 6.4731831
## [13] 4.5666463 7.0645287 11.5914390 3.8781008 3.4058030 8.9251199
## [19] 2.0850749 9.1806962 14.6204607 4.8588735 5.1861340 3.5740018
## [25] 4.4439056 6.5869160 5.7810579 10.1460837 6.0359168 14.9199414
## [31] 5.5261176 7.8836455 9.1842901 4.8959962 6.9127976 9.6092581
## [37] 7.8477574 12.4310854 18.4588761 8.5729196 11.5090120 6.3236325
## [43] 9.0389088 1.7124271 3.2507279 6.2778182 11.4730445 5.9384942
## [49] 4.0862240 9.8351458 3.6757275 17.2895874 8.8377096 19.0684121
## [55] 0.9878406 5.6157878 4.5314103 1.0943936 8.6055397 12.2767923
## [61] 10.1225129 11.4150950 5.7007747 4.8156692 4.3261879 14.5163383
## [67] 4.7409039 12.0778924 8.1954347 9.7239109 5.3414706 8.9740202
## [73] 8.2990100 1.8585222 5.7344829 14.7796139 6.6337370 4.9160385
## [79] 7.8146995 4.0683670 12.4614455 6.7227600 12.7411382 4.5051974
## [85] 6.5890432 12.5988537 6.6513494 2.1551777 1.5158635 1.6980833
## [91] 4.8703387 6.6392666 16.1265122 3.2226290 7.4447754 4.2718913
## [97] 3.1893762 2.5334032 10.3766500 8.4656238 9.0525748 11.1128251
## [103] 9.2688195 6.0024791 18.7311015 6.8846066 2.3594895 4.6515196
## [109] 5.0974188 2.7512633 6.6325120 13.7389153 8.6932057 0.9313256
## [115] 12.3278791 3.5061613 9.4637902 5.2430242 6.4994801 5.0367441
## [121] 1.9558478 2.0514204 17.1544771 7.3939172 9.3380053 7.7859350
## [127] 6.7606224 5.5372274 12.8705490 7.3090276 4.4546631 11.0180431
## [133] 5.5151382 4.3177032 2.7348637 3.8228186 5.1347409 9.7640330
## [139] 4.8550343 4.8978026 3.0087214 3.9163348 8.5022311 5.6164769
## [145] 3.3372987 6.7938029 6.0192578 4.6816818 8.6109048 7.7370772
## [151] 4.5889460 4.7772280 8.0543717 8.0403695 13.0494103 9.4711537
## [157] 3.0060712 2.6549448 6.2325964 5.6620125 12.3452006 5.7530133
## [163] 3.7803380 9.5136964 3.3094448 5.2404487 8.0706372 7.6760934
## [169] 1.3267191 4.5413722 5.9332049 8.5083927 7.0680528 11.3097626
## [175] 8.3584739 8.0370096 1.5722921 12.5675015 9.8291805 1.2296267
## [181] 5.7783925 9.3140355 8.0917017 2.1766779 3.4617107 2.1503520
## [187] 9.3095602 8.8779717 7.1162373 17.2278867 1.6717599 3.6633832
## [193] 7.6890479 11.6611331 15.5969442 5.4509136 20.5640864 5.9454969
## [199] 20.1090024 4.6630989## curah_hujan
## 1 3.60383511
## 2 2.24455898
## 3 2.51628919
## 4 2.59604019
## 5 3.58483113
## 6 5.45746845
## 7 9.22405371
## 8 4.04287082
## 9 5.27156374
## 10 0.38968945
## 11 2.81463606
## 12 0.78861826
## 13 5.47630638
## 14 2.01083010
## 15 3.48275765
## 16 2.62185063
## 17 5.34344788
## 18 3.54926329
## 19 2.03582073
## 20 3.48673838
## 21 7.98399264
## 22 0.34947311
## 23 1.67194683
## 24 5.25529013
## 25 6.59053540
## 26 2.41344205
## 27 4.29425015
## 28 5.09271283
## 29 3.06854324
## 30 3.86661746
## 31 4.78519247
## 32 12.17785920
## 33 9.72171924
## 34 3.48784492
## 35 8.00813813
## 36 5.65734658
## 37 3.94275526
## 38 3.44422421
## 39 1.28355763
## 40 7.04480794
## 41 4.07740233
## 42 6.66118992
## 43 4.81481104
## 44 4.26116244
## 45 3.89452738
## 46 2.86990155
## 47 7.52660990
## 48 2.13872104
## 49 8.07858972
## 50 3.33020412
## 51 2.14881692
## 52 3.40677474
## 53 3.07270001
## 54 10.35640918
## 55 9.56249127
## 56 3.36305892
## 57 0.73410908
## 58 1.47937756
## 59 6.64200671
## 60 7.43748248
## 61 8.42770455
## 62 8.68681436
## 63 3.24591864
## 64 4.88896510
## 65 7.67575174
## 66 4.99300257
## 67 8.02100434
## 68 0.57470896
## 69 1.02874031
## 70 11.81344304
## 71 3.47092922
## 72 3.65252238
## 73 12.70945562
## 74 6.20871267
## 75 0.36345302
## 76 1.98312091
## 77 3.53554664
## 78 5.48160552
## 79 2.20142559
## 80 2.78001004
## 81 5.28943837
## 82 3.75239773
## 83 7.78815420
## 84 4.05812522
## 85 3.89723486
## 86 6.80790179
## 87 6.20039409
## 88 1.62171009
## 89 3.95124377
## 90 1.95333377
## 91 1.83589484
## 92 4.26689006
## 93 4.02993118
## 94 4.41469815
## 95 5.62446542
## 96 8.59582169
## 97 1.22485087
## 98 1.60474935
## 99 2.10326929
## 100 3.42458933
## 101 1.99440077
## 102 4.81396773
## 103 3.24632965
## 104 5.61830961
## 105 1.86166312
## 106 1.79895226
## 107 1.64619329
## 108 4.94629600
## 109 7.55886115
## 110 1.69012041
## 111 5.79446589
## 112 0.64838132
## 113 5.50259759
## 114 1.37572639
## 115 3.42354828
## 116 5.65277320
## 117 3.05328487
## 118 0.89648546
## 119 2.38062226
## 120 3.25772097
## 121 1.18746558
## 122 5.36672219
## 123 10.79361771
## 124 3.30006518
## 125 7.36268136
## 126 2.71797582
## 127 4.49415603
## 128 7.24462282
## 129 2.07952365
## 130 1.68037795
## 131 2.31618308
## 132 1.24803752
## 133 1.81776099
## 134 1.17423633
## 135 0.92884562
## 136 2.62244265
## 137 4.32355577
## 138 5.33846207
## 139 3.24739050
## 140 12.41426673
## 141 5.43624727
## 142 2.52399028
## 143 2.58320452
## 144 4.13889533
## 145 5.65954998
## 146 5.77698170
## 147 3.05806782
## 148 8.80266512
## 149 4.92320389
## 150 3.87736428
## 151 2.56008272
## 152 5.45071965
## 153 3.17922394
## 154 3.29939809
## 155 2.95710908
## 156 5.64958190
## 157 3.23170144
## 158 1.83659890
## 159 0.82848385
## 160 5.10242430
## 161 5.04056451
## 162 1.38309834
## 163 8.29307977
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## 993 7.68904795
## 994 11.66113308
## 995 15.59694419
## 996 5.45091359
## 997 20.56408645
## 998 5.94549694
## 999 20.10900235
## 1000 4.66309886## [1] 3.60383511 2.24455898 2.51628919 2.59604019 3.58483113 5.45746845
## [7] 9.22405371 4.04287082 5.27156374 0.38968945 2.81463606 0.78861826
## [13] 5.47630638 2.01083010 3.48275765 2.62185063 5.34344788 3.54926329
## [19] 2.03582073 3.48673838 7.98399264 0.34947311 1.67194683 5.25529013
## [25] 6.59053540 2.41344205 4.29425015 5.09271283 3.06854324 3.86661746
## [31] 4.78519247 12.17785920 9.72171924 3.48784492 8.00813813 5.65734658
## [37] 3.94275526 3.44422421 1.28355763 7.04480794 4.07740233 6.66118992
## [43] 4.81481104 4.26116244 3.89452738 2.86990155 7.52660990 2.13872104
## [49] 8.07858972 3.33020412 2.14881692 3.40677474 3.07270001 10.35640918
## [55] 9.56249127 3.36305892 0.73410908 1.47937756 6.64200671 7.43748248
## [61] 8.42770455 8.68681436 3.24591864 4.88896510 7.67575174 4.99300257
## [67] 8.02100434 0.57470896 1.02874031 11.81344304 3.47092922 3.65252238
## [73] 12.70945562 6.20871267 0.36345302 1.98312091 3.53554664 5.48160552
## [79] 2.20142559 2.78001004 5.28943837 3.75239773 7.78815420 4.05812522
## [85] 3.89723486 6.80790179 6.20039409 1.62171009 3.95124377 1.95333377
## [91] 1.83589484 4.26689006 4.02993118 4.41469815 5.62446542 8.59582169
## [97] 1.22485087 1.60474935 2.10326929 3.42458933 1.99440077 4.81396773
## [103] 3.24632965 5.61830961 1.86166312 1.79895226 1.64619329 4.94629600
## [109] 7.55886115 1.69012041 5.79446589 0.64838132 5.50259759 1.37572639
## [115] 3.42354828 5.65277320 3.05328487 0.89648546 2.38062226 3.25772097
## [121] 1.18746558 5.36672219 10.79361771 3.30006518 7.36268136 2.71797582
## [127] 4.49415603 7.24462282 2.07952365 1.68037795 2.31618308 1.24803752
## [133] 1.81776099 1.17423633 0.92884562 2.62244265 4.32355577 5.33846207
## [139] 3.24739050 12.41426673 5.43624727 2.52399028 2.58320452 4.13889533
## [145] 5.65954998 5.77698170 3.05806782 8.80266512 4.92320389 3.87736428
## [151] 2.56008272 5.45071965 3.17922394 3.29939809 2.95710908 5.64958190
## [157] 3.23170144 1.83659890 0.82848385 5.10242430 5.04056451 1.38309834
## [163] 8.29307977 1.39027990 1.23597801 1.89193269 2.96360607 4.06569044
## [169] 10.09126429 2.30539089 1.40228922 1.18523288 9.57025817 3.61755325
## [175] 4.26217100 2.61368771 1.63332124 3.59794414 2.82105434 5.86911620
## [181] 1.60254516 3.92794592 2.65760615 3.36084087 3.95666047 2.53205623
## [187] 5.79785588 1.66108887 4.48896543 2.89586270 4.31398501 3.46372389
## [193] 3.24472292 7.65485343 2.73529209 2.93681421 1.79462619 3.98690495
## [199] 4.52657362 2.99552719 8.28617148 10.24319805 5.44960863 3.79742995
## [205] 6.02541907 11.31381608 3.73375394 2.11207738 3.10815726 2.45815395
## [211] 8.16022295 7.72632902 3.04744008 1.43406271 7.46584433 3.20103340
## [217] 12.73367395 1.37460433 0.75599013 3.19623969 0.97875073 2.31043023
## [223] 1.11659625 6.25469272 6.92899436 4.10973286 6.20473679 2.63711636
## [229] 1.07056062 3.84666491 0.67443724 5.31381925 3.30907827 1.50290714
## [235] 3.00182842 6.44409057 3.24246889 1.14940047 6.78442114 3.58699525
## [241] 7.63118491 0.67508093 3.89660353 5.06301249 9.92359871 4.58593896
## [247] 2.65249258 5.89085433 2.50574819 1.89603534 9.63323643 2.00973211
## [253] 1.92247954 14.08747258 2.21835935 9.21153541 2.46915926 3.30032393
## [259] 11.66921931 1.20039433 6.75366944 1.65490629 7.43721318 4.69968409
## [265] 0.52829509 5.95816910 3.45364113 7.66114034 1.48999837 5.24408370
## [271] 6.29280985 10.23362620 2.15995230 6.62257869 3.21425218 4.63573556
## [277] 2.92076888 0.71958151 0.71451233 0.56955487 1.17921905 2.76418292
## [283] 0.38728050 1.92108182 1.29825796 4.02563432 6.08660826 1.47038005
## [289] 1.33971000 1.93072729 1.84670784 8.03495319 5.26048272 7.27869553
## [295] 0.86962577 5.33955434 5.54402277 9.45356271 1.80104202 2.58155636
## [301] 3.06311108 2.49231080 6.07608224 0.45584519 0.21422572 5.27495972
## [307] 2.60272621 4.46906125 2.04061091 3.51321534 3.83537916 1.88877447
## [313] 5.28222334 2.16614470 3.62486883 7.05528902 0.52118273 1.35397720
## [319] 5.78975818 2.74842988 9.55495803 1.74141444 1.68298775 2.31348002
## [325] 2.58025480 4.37434787 4.45407261 0.96838644 8.29252481 3.89848021
## [331] 2.63943192 2.02317686 1.90582421 2.37621013 3.76594096 4.69427582
## [337] 4.40222307 3.01452783 13.60763542 3.50072114 3.44518695 1.35910161
## [343] 6.04752043 4.25653682 2.46577688 2.06007299 0.73637035 2.71213606
## [349] 6.26268261 3.26334079 3.71348762 4.80260360 2.29877813 4.22623256
## [355] 2.53488415 2.90859110 2.02138045 4.80874910 3.42523302 0.72123759
## [361] 2.95078591 5.22511589 0.11666917 2.58189614 3.25955429 1.80999112
## [367] 3.43023899 4.84415261 4.68667629 1.64835926 4.59648261 4.39367300
## [373] 2.53083909 7.27806651 0.33569572 5.70276228 4.61211732 5.17452535
## [379] 0.24777351 7.41092959 2.99272094 6.22580397 2.45229361 0.82884867
## [385] 4.89987853 3.13170520 1.56996662 1.24533892 0.59688236 0.88950638
## [391] 8.01627563 5.03205039 9.63220604 3.56821250 6.36818167 5.61464053
## [397] 1.76303795 6.73933041 0.53234897 0.18315538 4.10988219 2.76626062
## [403] 9.92807795 7.11432209 1.92313281 1.55811133 3.85494824 1.11740682
## [409] 2.58917062 3.46546068 2.02710447 0.61666963 7.10830382 0.57316172
## [415] 3.24015933 8.69513023 9.53682857 1.48957843 1.25615221 5.15279184
## [421] 7.84013827 8.55306038 2.70598067 4.81039660 0.85748786 0.73038847
## [427] 4.30182250 0.52848094 3.31488283 0.07152873 1.97903023 9.72174435
## [433] 1.31384903 3.39297301 6.11813556 2.24710963 0.18885686 2.09371067
## [439] 3.12078043 2.48981081 1.84350149 1.97829173 6.16320232 7.76574303
## [445] 3.77170748 2.74306513 3.25853167 5.17445897 5.78742505 1.93375425
## [451] 2.43922086 5.72099940 3.09736316 4.53168686 2.77402613 6.42272691
## [457] 2.29341355 0.97083908 7.08144078 1.24329664 2.13509825 0.92755985
## [463] 2.72800253 3.90904161 0.96829884 7.13831915 4.14887061 2.79251352
## [469] 3.44967586 5.85178709 3.22676773 1.55483806 4.99864992 3.78589337
## [475] 1.29963221 3.21964876 3.65940136 4.71755356 13.98816660 2.13985290
## [481] 3.69165313 7.31560201 2.58434716 3.58347084 3.61195341 1.58289274
## [487] 1.64632941 4.52173768 9.83858023 3.85294825 2.91248354 4.41944103
## [493] 7.06129851 5.26202374 1.71647471 3.13440055 9.10304531 5.72666947
## [499] 5.83247029 2.24320112 2.08687481 6.38951275 2.37704987 0.76607857
## [505] 1.51564044 7.96653319 1.35244272 3.75869035 1.84713748 13.10713599
## [511] 5.11370078 2.93953043 5.75599638 0.59898616 3.48773698 7.09940123
## [517] 2.35684228 3.12656629 8.23049595 3.48995153 1.77948830 0.54168187
## [523] 3.11659148 4.49000099 1.80458249 2.13416777 2.43402064 8.67739675
## [529] 2.37647821 6.79202978 2.41446124 1.64245802 1.25494221 3.48507673
## [535] 4.13342120 7.20584056 4.42313264 2.10396002 4.09414513 5.21679401
## [541] 2.81520619 0.08387100 0.51603817 2.36998950 1.00644366 1.17623505
## [547] 2.73132657 8.73097721 1.54287961 0.93826751 8.30562622 2.89754119
## [553] 6.28800508 1.81863269 2.41013762 2.72440105 1.63158147 4.65859379
## [559] 5.06036459 2.32782203 0.83340712 3.45792823 1.83114774 5.53069898
## [565] 3.98757728 2.04168521 4.83906397 6.15257856 1.06252318 3.58018126
## [571] 10.13782157 1.15373161 1.09929305 1.40815463 6.35861867 0.85195688
## [577] 0.42428346 1.82792304 8.18349524 2.13585212 2.71724117 6.12966637
## [583] 1.02379773 3.39958193 3.61261973 3.87345068 1.56193304 0.51887679
## [589] 3.14418663 5.56001330 2.71853036 3.43442624 5.23705582 5.25760051
## [595] 5.61667661 11.90664021 8.98990112 1.10891324 4.47423905 2.70901941
## [601] 1.96470592 2.68782541 1.74874595 2.82238396 2.99902602 3.37288969
## [607] 0.79336014 4.28350036 2.73315392 3.21019885 0.54217544 7.98487403
## [613] 0.76580245 9.87934352 7.31085834 5.98078985 5.05710808 2.06612963
## [619] 2.47996691 4.79224474 4.57345569 2.28620292 7.09164916 4.25745412
## [625] 5.01268042 0.79392465 1.19103108 1.19569174 2.46345547 3.69991562
## [631] 2.63209702 0.70383820 2.41461620 15.85689396 7.12350803 2.32986159
## [637] 2.07633407 5.13494102 1.74859015 2.44227000 5.24778272 7.32843532
## [643] 1.62105720 3.06866485 14.84360078 1.90779082 2.62999299 4.31390460
## [649] 21.17754649 2.99623646 5.05201802 0.73292781 3.90427646 3.29204380
## [655] 1.95520104 3.45675755 2.35226304 5.81988829 2.42674498 4.47665049
## [661] 1.86238170 3.04190161 2.57126837 6.38897417 4.02218276 2.81277794
## [667] 4.36538341 6.51427036 5.07519535 4.97872835 4.91067480 2.12850359
## [673] 2.05353073 2.18201360 2.46738165 17.02493941 5.17996347 0.68280189
## [679] 0.85654196 2.33307041 7.41358921 3.36212893 3.03810455 2.92498987
## [685] 1.69211826 1.63374637 9.69925730 5.73994192 13.69542555 3.72387627
## [691] 1.15666482 1.09305875 2.58813074 1.05621934 1.32839297 13.78829963
## [697] 7.14372234 2.70368661 3.49598664 1.26701176 0.64747554 1.69810261
## [703] 1.16304266 1.93474063 1.25411111 1.94668057 0.70165997 6.14938855
## [709] 5.79590252 2.74030558 4.65152376 8.99131598 4.98832476 2.44908121
## [715] 2.82671756 3.43060188 4.16023906 3.69336367 1.30300855 10.90954122
## [721] 1.97357406 6.71588421 4.99587523 3.82024720 6.89422115 5.12267763
## [727] 8.48558908 0.40158361 5.46643636 1.18140709 2.17899520 3.59939703
## [733] 2.13304016 0.27909484 11.74434491 3.80268995 5.98020749 5.17880635
## [739] 0.53780024 4.34659827 5.70986136 5.02956333 1.65229507 1.88171196
## [745] 6.66393804 5.60825139 3.66675552 3.32216066 3.12642991 0.36155309
## [751] 5.20266219 1.25994084 3.95565820 1.54359550 3.18516166 2.49938163
## [757] 2.72918640 0.52481212 1.58151039 16.06635056 4.23986734 1.92500618
## [763] 2.96770789 1.24993903 2.73363984 2.30695430 3.20235187 3.22741276
## [769] 2.04414975 2.38454259 3.15656132 4.57214471 11.87565562 2.82945955
## [775] 2.75223046 3.65792193 2.27475325 2.12803612 4.18451598 3.67076062
## [781] 3.59864638 4.67855825 3.20428791 0.28846783 6.45968497 11.05939068
## [787] 15.43607626 2.37121576 1.77227580 1.02603364 4.06811504 8.07376195
## [793] 1.76286011 3.08358788 2.62885670 7.94263443 0.47672617 3.30006376
## [799] 6.43589493 3.76310069 7.78075856 3.96926826 9.10259086 5.54673239
## [805] 6.42481402 2.58891101 1.80509335 3.74871534 9.64518455 12.78241262
## [811] 11.40050483 6.47318307 4.56664629 7.06452873 11.59143899 3.87810076
## [817] 3.40580303 8.92511985 2.08507490 9.18069622 14.62046068 4.85887345
## [823] 5.18613401 3.57400176 4.44390558 6.58691596 5.78105789 10.14608373
## [829] 6.03591678 14.91994144 5.52611761 7.88364550 9.18429005 4.89599619
## [835] 6.91279757 9.60925811 7.84775741 12.43108544 18.45887607 8.57291962
## [841] 11.50901200 6.32363254 9.03890875 1.71242707 3.25072794 6.27781825
## [847] 11.47304453 5.93849423 4.08622397 9.83514580 3.67572748 17.28958738
## [853] 8.83770961 19.06841210 0.98784060 5.61578778 4.53141028 1.09439357
## [859] 8.60553967 12.27679227 10.12251294 11.41509499 5.70077473 4.81566924
## [865] 4.32618789 14.51633831 4.74090391 12.07789241 8.19543465 9.72391090
## [871] 5.34147064 8.97402017 8.29900998 1.85852225 5.73448286 14.77961387
## [877] 6.63373702 4.91603848 7.81469947 4.06836703 12.46144551 6.72275996
## [883] 12.74113815 4.50519745 6.58904322 12.59885374 6.65134941 2.15517767
## [889] 1.51586348 1.69808334 4.87033866 6.63926660 16.12651217 3.22262903
## [895] 7.44477543 4.27189130 3.18937620 2.53340321 10.37664997 8.46562380
## [901] 9.05257481 11.11282512 9.26881953 6.00247911 18.73110152 6.88460660
## [907] 2.35948950 4.65151960 5.09741882 2.75126326 6.63251204 13.73891530
## [913] 8.69320572 0.93132561 12.32787913 3.50616134 9.46379024 5.24302416
## [919] 6.49948014 5.03674408 1.95584783 2.05142041 17.15447706 7.39391723
## [925] 9.33800534 7.78593495 6.76062244 5.53722738 12.87054895 7.30902756
## [931] 4.45466310 11.01804310 5.51513819 4.31770316 2.73486373 3.82281863
## [937] 5.13474088 9.76403300 4.85503426 4.89780262 3.00872142 3.91633478
## [943] 8.50223106 5.61647689 3.33729873 6.79380288 6.01925777 4.68168180
## [949] 8.61090476 7.73707722 4.58894605 4.77722802 8.05437172 8.04036953
## [955] 13.04941035 9.47115368 3.00607124 2.65494479 6.23259643 5.66201248
## [961] 12.34520056 5.75301329 3.78033802 9.51369643 3.30944482 5.24044870
## [967] 8.07063715 7.67609339 1.32671912 4.54137216 5.93320491 8.50839272
## [973] 7.06805278 11.30976257 8.35847391 8.03700959 1.57229206 12.56750149
## [979] 9.82918054 1.22962666 5.77839251 9.31403547 8.09170166 2.17667793
## [985] 3.46171065 2.15035199 9.30956016 8.87797174 7.11623732 17.22788674
## [991] 1.67175989 3.66338321 7.68904795 11.66113308 15.59694419 5.45091359
## [997] 20.56408645 5.94549694 20.10900235 4.66309886
## summary statistics
## ------
## min: 0.07152873 max: 21.17755
## median: 3.706702
## mean: 4.625113
## estimated sd: 3.393729
## estimated skewness: 1.497395
## estimated kurtosis: 5.881826## [1] 0.07152873 0.08387100 0.11666917 0.18315538 0.18885686## [1] 21.17755 20.56409 20.10900 19.06841 18.73110## [1] 3.603835
## summary statistics
## ------
## min: 0.07152873 max: 21.17755
## median: 3.706702
## mean: 4.625113
## estimated sd: 3.393729
## estimated skewness: 1.497395
## estimated kurtosis: 5.881826
## summary statistics
## ------
## min: 0.07152873 max: 21.17755
## median: 3.706702
## mean: 4.625113
## estimated sd: 3.393729
## estimated skewness: 1.497395
## estimated kurtosis: 5.881826## $distribution
## [1] "Gamma"
##
## $dist.abb
## [1] "gamma"
##
## $distribution.parameters
## shape scale
## 1.921054 2.407591
##
## $n.param.est
## [1] 2
##
## $estimation.method
## [1] "MLE"
##
## $statistic
## ks
## 0.02147123
##
## $sample.size
## [1] 1000
##
## $parameters
## n
## 1000
##
## $p.value
## [1] 0.7458824
##
## $alternative
## [1] "True cdf does not equal the\n Gamma Distribution."
##
## $method
## [1] "Kolmogorov-Smirnov GOF"
##
## $data
## [1] 3.60383511 2.24455898 2.51628919 2.59604019 3.58483113 5.45746845
## [7] 9.22405371 4.04287082 5.27156374 0.38968945 2.81463606 0.78861826
## [13] 5.47630638 2.01083010 3.48275765 2.62185063 5.34344788 3.54926329
## [19] 2.03582073 3.48673838 7.98399264 0.34947311 1.67194683 5.25529013
## [25] 6.59053540 2.41344205 4.29425015 5.09271283 3.06854324 3.86661746
## [31] 4.78519247 12.17785920 9.72171924 3.48784492 8.00813813 5.65734658
## [37] 3.94275526 3.44422421 1.28355763 7.04480794 4.07740233 6.66118992
## [43] 4.81481104 4.26116244 3.89452738 2.86990155 7.52660990 2.13872104
## [49] 8.07858972 3.33020412 2.14881692 3.40677474 3.07270001 10.35640918
## [55] 9.56249127 3.36305892 0.73410908 1.47937756 6.64200671 7.43748248
## [61] 8.42770455 8.68681436 3.24591864 4.88896510 7.67575174 4.99300257
## [67] 8.02100434 0.57470896 1.02874031 11.81344304 3.47092922 3.65252238
## [73] 12.70945562 6.20871267 0.36345302 1.98312091 3.53554664 5.48160552
## [79] 2.20142559 2.78001004 5.28943837 3.75239773 7.78815420 4.05812522
## [85] 3.89723486 6.80790179 6.20039409 1.62171009 3.95124377 1.95333377
## [91] 1.83589484 4.26689006 4.02993118 4.41469815 5.62446542 8.59582169
## [97] 1.22485087 1.60474935 2.10326929 3.42458933 1.99440077 4.81396773
## [103] 3.24632965 5.61830961 1.86166312 1.79895226 1.64619329 4.94629600
## [109] 7.55886115 1.69012041 5.79446589 0.64838132 5.50259759 1.37572639
## [115] 3.42354828 5.65277320 3.05328487 0.89648546 2.38062226 3.25772097
## [121] 1.18746558 5.36672219 10.79361771 3.30006518 7.36268136 2.71797582
## [127] 4.49415603 7.24462282 2.07952365 1.68037795 2.31618308 1.24803752
## [133] 1.81776099 1.17423633 0.92884562 2.62244265 4.32355577 5.33846207
## [139] 3.24739050 12.41426673 5.43624727 2.52399028 2.58320452 4.13889533
## [145] 5.65954998 5.77698170 3.05806782 8.80266512 4.92320389 3.87736428
## [151] 2.56008272 5.45071965 3.17922394 3.29939809 2.95710908 5.64958190
## [157] 3.23170144 1.83659890 0.82848385 5.10242430 5.04056451 1.38309834
## [163] 8.29307977 1.39027990 1.23597801 1.89193269 2.96360607 4.06569044
## [169] 10.09126429 2.30539089 1.40228922 1.18523288 9.57025817 3.61755325
## [175] 4.26217100 2.61368771 1.63332124 3.59794414 2.82105434 5.86911620
## [181] 1.60254516 3.92794592 2.65760615 3.36084087 3.95666047 2.53205623
## [187] 5.79785588 1.66108887 4.48896543 2.89586270 4.31398501 3.46372389
## [193] 3.24472292 7.65485343 2.73529209 2.93681421 1.79462619 3.98690495
## [199] 4.52657362 2.99552719 8.28617148 10.24319805 5.44960863 3.79742995
## [205] 6.02541907 11.31381608 3.73375394 2.11207738 3.10815726 2.45815395
## [211] 8.16022295 7.72632902 3.04744008 1.43406271 7.46584433 3.20103340
## [217] 12.73367395 1.37460433 0.75599013 3.19623969 0.97875073 2.31043023
## [223] 1.11659625 6.25469272 6.92899436 4.10973286 6.20473679 2.63711636
## [229] 1.07056062 3.84666491 0.67443724 5.31381925 3.30907827 1.50290714
## [235] 3.00182842 6.44409057 3.24246889 1.14940047 6.78442114 3.58699525
## [241] 7.63118491 0.67508093 3.89660353 5.06301249 9.92359871 4.58593896
## [247] 2.65249258 5.89085433 2.50574819 1.89603534 9.63323643 2.00973211
## [253] 1.92247954 14.08747258 2.21835935 9.21153541 2.46915926 3.30032393
## [259] 11.66921931 1.20039433 6.75366944 1.65490629 7.43721318 4.69968409
## [265] 0.52829509 5.95816910 3.45364113 7.66114034 1.48999837 5.24408370
## [271] 6.29280985 10.23362620 2.15995230 6.62257869 3.21425218 4.63573556
## [277] 2.92076888 0.71958151 0.71451233 0.56955487 1.17921905 2.76418292
## [283] 0.38728050 1.92108182 1.29825796 4.02563432 6.08660826 1.47038005
## [289] 1.33971000 1.93072729 1.84670784 8.03495319 5.26048272 7.27869553
## [295] 0.86962577 5.33955434 5.54402277 9.45356271 1.80104202 2.58155636
## [301] 3.06311108 2.49231080 6.07608224 0.45584519 0.21422572 5.27495972
## [307] 2.60272621 4.46906125 2.04061091 3.51321534 3.83537916 1.88877447
## [313] 5.28222334 2.16614470 3.62486883 7.05528902 0.52118273 1.35397720
## [319] 5.78975818 2.74842988 9.55495803 1.74141444 1.68298775 2.31348002
## [325] 2.58025480 4.37434787 4.45407261 0.96838644 8.29252481 3.89848021
## [331] 2.63943192 2.02317686 1.90582421 2.37621013 3.76594096 4.69427582
## [337] 4.40222307 3.01452783 13.60763542 3.50072114 3.44518695 1.35910161
## [343] 6.04752043 4.25653682 2.46577688 2.06007299 0.73637035 2.71213606
## [349] 6.26268261 3.26334079 3.71348762 4.80260360 2.29877813 4.22623256
## [355] 2.53488415 2.90859110 2.02138045 4.80874910 3.42523302 0.72123759
## [361] 2.95078591 5.22511589 0.11666917 2.58189614 3.25955429 1.80999112
## [367] 3.43023899 4.84415261 4.68667629 1.64835926 4.59648261 4.39367300
## [373] 2.53083909 7.27806651 0.33569572 5.70276228 4.61211732 5.17452535
## [379] 0.24777351 7.41092959 2.99272094 6.22580397 2.45229361 0.82884867
## [385] 4.89987853 3.13170520 1.56996662 1.24533892 0.59688236 0.88950638
## [391] 8.01627563 5.03205039 9.63220604 3.56821250 6.36818167 5.61464053
## [397] 1.76303795 6.73933041 0.53234897 0.18315538 4.10988219 2.76626062
## [403] 9.92807795 7.11432209 1.92313281 1.55811133 3.85494824 1.11740682
## [409] 2.58917062 3.46546068 2.02710447 0.61666963 7.10830382 0.57316172
## [415] 3.24015933 8.69513023 9.53682857 1.48957843 1.25615221 5.15279184
## [421] 7.84013827 8.55306038 2.70598067 4.81039660 0.85748786 0.73038847
## [427] 4.30182250 0.52848094 3.31488283 0.07152873 1.97903023 9.72174435
## [433] 1.31384903 3.39297301 6.11813556 2.24710963 0.18885686 2.09371067
## [439] 3.12078043 2.48981081 1.84350149 1.97829173 6.16320232 7.76574303
## [445] 3.77170748 2.74306513 3.25853167 5.17445897 5.78742505 1.93375425
## [451] 2.43922086 5.72099940 3.09736316 4.53168686 2.77402613 6.42272691
## [457] 2.29341355 0.97083908 7.08144078 1.24329664 2.13509825 0.92755985
## [463] 2.72800253 3.90904161 0.96829884 7.13831915 4.14887061 2.79251352
## [469] 3.44967586 5.85178709 3.22676773 1.55483806 4.99864992 3.78589337
## [475] 1.29963221 3.21964876 3.65940136 4.71755356 13.98816660 2.13985290
## [481] 3.69165313 7.31560201 2.58434716 3.58347084 3.61195341 1.58289274
## [487] 1.64632941 4.52173768 9.83858023 3.85294825 2.91248354 4.41944103
## [493] 7.06129851 5.26202374 1.71647471 3.13440055 9.10304531 5.72666947
## [499] 5.83247029 2.24320112 2.08687481 6.38951275 2.37704987 0.76607857
## [505] 1.51564044 7.96653319 1.35244272 3.75869035 1.84713748 13.10713599
## [511] 5.11370078 2.93953043 5.75599638 0.59898616 3.48773698 7.09940123
## [517] 2.35684228 3.12656629 8.23049595 3.48995153 1.77948830 0.54168187
## [523] 3.11659148 4.49000099 1.80458249 2.13416777 2.43402064 8.67739675
## [529] 2.37647821 6.79202978 2.41446124 1.64245802 1.25494221 3.48507673
## [535] 4.13342120 7.20584056 4.42313264 2.10396002 4.09414513 5.21679401
## [541] 2.81520619 0.08387100 0.51603817 2.36998950 1.00644366 1.17623505
## [547] 2.73132657 8.73097721 1.54287961 0.93826751 8.30562622 2.89754119
## [553] 6.28800508 1.81863269 2.41013762 2.72440105 1.63158147 4.65859379
## [559] 5.06036459 2.32782203 0.83340712 3.45792823 1.83114774 5.53069898
## [565] 3.98757728 2.04168521 4.83906397 6.15257856 1.06252318 3.58018126
## [571] 10.13782157 1.15373161 1.09929305 1.40815463 6.35861867 0.85195688
## [577] 0.42428346 1.82792304 8.18349524 2.13585212 2.71724117 6.12966637
## [583] 1.02379773 3.39958193 3.61261973 3.87345068 1.56193304 0.51887679
## [589] 3.14418663 5.56001330 2.71853036 3.43442624 5.23705582 5.25760051
## [595] 5.61667661 11.90664021 8.98990112 1.10891324 4.47423905 2.70901941
## [601] 1.96470592 2.68782541 1.74874595 2.82238396 2.99902602 3.37288969
## [607] 0.79336014 4.28350036 2.73315392 3.21019885 0.54217544 7.98487403
## [613] 0.76580245 9.87934352 7.31085834 5.98078985 5.05710808 2.06612963
## [619] 2.47996691 4.79224474 4.57345569 2.28620292 7.09164916 4.25745412
## [625] 5.01268042 0.79392465 1.19103108 1.19569174 2.46345547 3.69991562
## [631] 2.63209702 0.70383820 2.41461620 15.85689396 7.12350803 2.32986159
## [637] 2.07633407 5.13494102 1.74859015 2.44227000 5.24778272 7.32843532
## [643] 1.62105720 3.06866485 14.84360078 1.90779082 2.62999299 4.31390460
## [649] 21.17754649 2.99623646 5.05201802 0.73292781 3.90427646 3.29204380
## [655] 1.95520104 3.45675755 2.35226304 5.81988829 2.42674498 4.47665049
## [661] 1.86238170 3.04190161 2.57126837 6.38897417 4.02218276 2.81277794
## [667] 4.36538341 6.51427036 5.07519535 4.97872835 4.91067480 2.12850359
## [673] 2.05353073 2.18201360 2.46738165 17.02493941 5.17996347 0.68280189
## [679] 0.85654196 2.33307041 7.41358921 3.36212893 3.03810455 2.92498987
## [685] 1.69211826 1.63374637 9.69925730 5.73994192 13.69542555 3.72387627
## [691] 1.15666482 1.09305875 2.58813074 1.05621934 1.32839297 13.78829963
## [697] 7.14372234 2.70368661 3.49598664 1.26701176 0.64747554 1.69810261
## [703] 1.16304266 1.93474063 1.25411111 1.94668057 0.70165997 6.14938855
## [709] 5.79590252 2.74030558 4.65152376 8.99131598 4.98832476 2.44908121
## [715] 2.82671756 3.43060188 4.16023906 3.69336367 1.30300855 10.90954122
## [721] 1.97357406 6.71588421 4.99587523 3.82024720 6.89422115 5.12267763
## [727] 8.48558908 0.40158361 5.46643636 1.18140709 2.17899520 3.59939703
## [733] 2.13304016 0.27909484 11.74434491 3.80268995 5.98020749 5.17880635
## [739] 0.53780024 4.34659827 5.70986136 5.02956333 1.65229507 1.88171196
## [745] 6.66393804 5.60825139 3.66675552 3.32216066 3.12642991 0.36155309
## [751] 5.20266219 1.25994084 3.95565820 1.54359550 3.18516166 2.49938163
## [757] 2.72918640 0.52481212 1.58151039 16.06635056 4.23986734 1.92500618
## [763] 2.96770789 1.24993903 2.73363984 2.30695430 3.20235187 3.22741276
## [769] 2.04414975 2.38454259 3.15656132 4.57214471 11.87565562 2.82945955
## [775] 2.75223046 3.65792193 2.27475325 2.12803612 4.18451598 3.67076062
## [781] 3.59864638 4.67855825 3.20428791 0.28846783 6.45968497 11.05939068
## [787] 15.43607626 2.37121576 1.77227580 1.02603364 4.06811504 8.07376195
## [793] 1.76286011 3.08358788 2.62885670 7.94263443 0.47672617 3.30006376
## [799] 6.43589493 3.76310069 7.78075856 3.96926826 9.10259086 5.54673239
## [805] 6.42481402 2.58891101 1.80509335 3.74871534 9.64518455 12.78241262
## [811] 11.40050483 6.47318307 4.56664629 7.06452873 11.59143899 3.87810076
## [817] 3.40580303 8.92511985 2.08507490 9.18069622 14.62046068 4.85887345
## [823] 5.18613401 3.57400176 4.44390558 6.58691596 5.78105789 10.14608373
## [829] 6.03591678 14.91994144 5.52611761 7.88364550 9.18429005 4.89599619
## [835] 6.91279757 9.60925811 7.84775741 12.43108544 18.45887607 8.57291962
## [841] 11.50901200 6.32363254 9.03890875 1.71242707 3.25072794 6.27781825
## [847] 11.47304453 5.93849423 4.08622397 9.83514580 3.67572748 17.28958738
## [853] 8.83770961 19.06841210 0.98784060 5.61578778 4.53141028 1.09439357
## [859] 8.60553967 12.27679227 10.12251294 11.41509499 5.70077473 4.81566924
## [865] 4.32618789 14.51633831 4.74090391 12.07789241 8.19543465 9.72391090
## [871] 5.34147064 8.97402017 8.29900998 1.85852225 5.73448286 14.77961387
## [877] 6.63373702 4.91603848 7.81469947 4.06836703 12.46144551 6.72275996
## [883] 12.74113815 4.50519745 6.58904322 12.59885374 6.65134941 2.15517767
## [889] 1.51586348 1.69808334 4.87033866 6.63926660 16.12651217 3.22262903
## [895] 7.44477543 4.27189130 3.18937620 2.53340321 10.37664997 8.46562380
## [901] 9.05257481 11.11282512 9.26881953 6.00247911 18.73110152 6.88460660
## [907] 2.35948950 4.65151960 5.09741882 2.75126326 6.63251204 13.73891530
## [913] 8.69320572 0.93132561 12.32787913 3.50616134 9.46379024 5.24302416
## [919] 6.49948014 5.03674408 1.95584783 2.05142041 17.15447706 7.39391723
## [925] 9.33800534 7.78593495 6.76062244 5.53722738 12.87054895 7.30902756
## [931] 4.45466310 11.01804310 5.51513819 4.31770316 2.73486373 3.82281863
## [937] 5.13474088 9.76403300 4.85503426 4.89780262 3.00872142 3.91633478
## [943] 8.50223106 5.61647689 3.33729873 6.79380288 6.01925777 4.68168180
## [949] 8.61090476 7.73707722 4.58894605 4.77722802 8.05437172 8.04036953
## [955] 13.04941035 9.47115368 3.00607124 2.65494479 6.23259643 5.66201248
## [961] 12.34520056 5.75301329 3.78033802 9.51369643 3.30944482 5.24044870
## [967] 8.07063715 7.67609339 1.32671912 4.54137216 5.93320491 8.50839272
## [973] 7.06805278 11.30976257 8.35847391 8.03700959 1.57229206 12.56750149
## [979] 9.82918054 1.22962666 5.77839251 9.31403547 8.09170166 2.17667793
## [985] 3.46171065 2.15035199 9.30956016 8.87797174 7.11623732 17.22788674
## [991] 1.67175989 3.66338321 7.68904795 11.66113308 15.59694419 5.45091359
## [997] 20.56408645 5.94549694 20.10900235 4.66309886
##
## $data.name
## [1] "data_curah_hujan$curah_hujan"
##
## $bad.obs
## [1] 0
##
## attr(,"class")
## [1] "gof"## $distribution
## [1] "Weibull"
##
## $dist.abb
## [1] "weibull"
##
## $distribution.parameters
## shape scale
## 1.437986 5.113744
##
## $n.param.est
## [1] 2
##
## $estimation.method
## [1] "mle"
##
## $statistic
## ks
## 0.03591299
##
## $sample.size
## [1] 1000
##
## $parameters
## n
## 1000
##
## $p.value
## [1] 0.1515599
##
## $alternative
## [1] "True cdf does not equal the\n Weibull Distribution."
##
## $method
## [1] "Kolmogorov-Smirnov GOF"
##
## $data
## [1] 3.60383511 2.24455898 2.51628919 2.59604019 3.58483113 5.45746845
## [7] 9.22405371 4.04287082 5.27156374 0.38968945 2.81463606 0.78861826
## [13] 5.47630638 2.01083010 3.48275765 2.62185063 5.34344788 3.54926329
## [19] 2.03582073 3.48673838 7.98399264 0.34947311 1.67194683 5.25529013
## [25] 6.59053540 2.41344205 4.29425015 5.09271283 3.06854324 3.86661746
## [31] 4.78519247 12.17785920 9.72171924 3.48784492 8.00813813 5.65734658
## [37] 3.94275526 3.44422421 1.28355763 7.04480794 4.07740233 6.66118992
## [43] 4.81481104 4.26116244 3.89452738 2.86990155 7.52660990 2.13872104
## [49] 8.07858972 3.33020412 2.14881692 3.40677474 3.07270001 10.35640918
## [55] 9.56249127 3.36305892 0.73410908 1.47937756 6.64200671 7.43748248
## [61] 8.42770455 8.68681436 3.24591864 4.88896510 7.67575174 4.99300257
## [67] 8.02100434 0.57470896 1.02874031 11.81344304 3.47092922 3.65252238
## [73] 12.70945562 6.20871267 0.36345302 1.98312091 3.53554664 5.48160552
## [79] 2.20142559 2.78001004 5.28943837 3.75239773 7.78815420 4.05812522
## [85] 3.89723486 6.80790179 6.20039409 1.62171009 3.95124377 1.95333377
## [91] 1.83589484 4.26689006 4.02993118 4.41469815 5.62446542 8.59582169
## [97] 1.22485087 1.60474935 2.10326929 3.42458933 1.99440077 4.81396773
## [103] 3.24632965 5.61830961 1.86166312 1.79895226 1.64619329 4.94629600
## [109] 7.55886115 1.69012041 5.79446589 0.64838132 5.50259759 1.37572639
## [115] 3.42354828 5.65277320 3.05328487 0.89648546 2.38062226 3.25772097
## [121] 1.18746558 5.36672219 10.79361771 3.30006518 7.36268136 2.71797582
## [127] 4.49415603 7.24462282 2.07952365 1.68037795 2.31618308 1.24803752
## [133] 1.81776099 1.17423633 0.92884562 2.62244265 4.32355577 5.33846207
## [139] 3.24739050 12.41426673 5.43624727 2.52399028 2.58320452 4.13889533
## [145] 5.65954998 5.77698170 3.05806782 8.80266512 4.92320389 3.87736428
## [151] 2.56008272 5.45071965 3.17922394 3.29939809 2.95710908 5.64958190
## [157] 3.23170144 1.83659890 0.82848385 5.10242430 5.04056451 1.38309834
## [163] 8.29307977 1.39027990 1.23597801 1.89193269 2.96360607 4.06569044
## [169] 10.09126429 2.30539089 1.40228922 1.18523288 9.57025817 3.61755325
## [175] 4.26217100 2.61368771 1.63332124 3.59794414 2.82105434 5.86911620
## [181] 1.60254516 3.92794592 2.65760615 3.36084087 3.95666047 2.53205623
## [187] 5.79785588 1.66108887 4.48896543 2.89586270 4.31398501 3.46372389
## [193] 3.24472292 7.65485343 2.73529209 2.93681421 1.79462619 3.98690495
## [199] 4.52657362 2.99552719 8.28617148 10.24319805 5.44960863 3.79742995
## [205] 6.02541907 11.31381608 3.73375394 2.11207738 3.10815726 2.45815395
## [211] 8.16022295 7.72632902 3.04744008 1.43406271 7.46584433 3.20103340
## [217] 12.73367395 1.37460433 0.75599013 3.19623969 0.97875073 2.31043023
## [223] 1.11659625 6.25469272 6.92899436 4.10973286 6.20473679 2.63711636
## [229] 1.07056062 3.84666491 0.67443724 5.31381925 3.30907827 1.50290714
## [235] 3.00182842 6.44409057 3.24246889 1.14940047 6.78442114 3.58699525
## [241] 7.63118491 0.67508093 3.89660353 5.06301249 9.92359871 4.58593896
## [247] 2.65249258 5.89085433 2.50574819 1.89603534 9.63323643 2.00973211
## [253] 1.92247954 14.08747258 2.21835935 9.21153541 2.46915926 3.30032393
## [259] 11.66921931 1.20039433 6.75366944 1.65490629 7.43721318 4.69968409
## [265] 0.52829509 5.95816910 3.45364113 7.66114034 1.48999837 5.24408370
## [271] 6.29280985 10.23362620 2.15995230 6.62257869 3.21425218 4.63573556
## [277] 2.92076888 0.71958151 0.71451233 0.56955487 1.17921905 2.76418292
## [283] 0.38728050 1.92108182 1.29825796 4.02563432 6.08660826 1.47038005
## [289] 1.33971000 1.93072729 1.84670784 8.03495319 5.26048272 7.27869553
## [295] 0.86962577 5.33955434 5.54402277 9.45356271 1.80104202 2.58155636
## [301] 3.06311108 2.49231080 6.07608224 0.45584519 0.21422572 5.27495972
## [307] 2.60272621 4.46906125 2.04061091 3.51321534 3.83537916 1.88877447
## [313] 5.28222334 2.16614470 3.62486883 7.05528902 0.52118273 1.35397720
## [319] 5.78975818 2.74842988 9.55495803 1.74141444 1.68298775 2.31348002
## [325] 2.58025480 4.37434787 4.45407261 0.96838644 8.29252481 3.89848021
## [331] 2.63943192 2.02317686 1.90582421 2.37621013 3.76594096 4.69427582
## [337] 4.40222307 3.01452783 13.60763542 3.50072114 3.44518695 1.35910161
## [343] 6.04752043 4.25653682 2.46577688 2.06007299 0.73637035 2.71213606
## [349] 6.26268261 3.26334079 3.71348762 4.80260360 2.29877813 4.22623256
## [355] 2.53488415 2.90859110 2.02138045 4.80874910 3.42523302 0.72123759
## [361] 2.95078591 5.22511589 0.11666917 2.58189614 3.25955429 1.80999112
## [367] 3.43023899 4.84415261 4.68667629 1.64835926 4.59648261 4.39367300
## [373] 2.53083909 7.27806651 0.33569572 5.70276228 4.61211732 5.17452535
## [379] 0.24777351 7.41092959 2.99272094 6.22580397 2.45229361 0.82884867
## [385] 4.89987853 3.13170520 1.56996662 1.24533892 0.59688236 0.88950638
## [391] 8.01627563 5.03205039 9.63220604 3.56821250 6.36818167 5.61464053
## [397] 1.76303795 6.73933041 0.53234897 0.18315538 4.10988219 2.76626062
## [403] 9.92807795 7.11432209 1.92313281 1.55811133 3.85494824 1.11740682
## [409] 2.58917062 3.46546068 2.02710447 0.61666963 7.10830382 0.57316172
## [415] 3.24015933 8.69513023 9.53682857 1.48957843 1.25615221 5.15279184
## [421] 7.84013827 8.55306038 2.70598067 4.81039660 0.85748786 0.73038847
## [427] 4.30182250 0.52848094 3.31488283 0.07152873 1.97903023 9.72174435
## [433] 1.31384903 3.39297301 6.11813556 2.24710963 0.18885686 2.09371067
## [439] 3.12078043 2.48981081 1.84350149 1.97829173 6.16320232 7.76574303
## [445] 3.77170748 2.74306513 3.25853167 5.17445897 5.78742505 1.93375425
## [451] 2.43922086 5.72099940 3.09736316 4.53168686 2.77402613 6.42272691
## [457] 2.29341355 0.97083908 7.08144078 1.24329664 2.13509825 0.92755985
## [463] 2.72800253 3.90904161 0.96829884 7.13831915 4.14887061 2.79251352
## [469] 3.44967586 5.85178709 3.22676773 1.55483806 4.99864992 3.78589337
## [475] 1.29963221 3.21964876 3.65940136 4.71755356 13.98816660 2.13985290
## [481] 3.69165313 7.31560201 2.58434716 3.58347084 3.61195341 1.58289274
## [487] 1.64632941 4.52173768 9.83858023 3.85294825 2.91248354 4.41944103
## [493] 7.06129851 5.26202374 1.71647471 3.13440055 9.10304531 5.72666947
## [499] 5.83247029 2.24320112 2.08687481 6.38951275 2.37704987 0.76607857
## [505] 1.51564044 7.96653319 1.35244272 3.75869035 1.84713748 13.10713599
## [511] 5.11370078 2.93953043 5.75599638 0.59898616 3.48773698 7.09940123
## [517] 2.35684228 3.12656629 8.23049595 3.48995153 1.77948830 0.54168187
## [523] 3.11659148 4.49000099 1.80458249 2.13416777 2.43402064 8.67739675
## [529] 2.37647821 6.79202978 2.41446124 1.64245802 1.25494221 3.48507673
## [535] 4.13342120 7.20584056 4.42313264 2.10396002 4.09414513 5.21679401
## [541] 2.81520619 0.08387100 0.51603817 2.36998950 1.00644366 1.17623505
## [547] 2.73132657 8.73097721 1.54287961 0.93826751 8.30562622 2.89754119
## [553] 6.28800508 1.81863269 2.41013762 2.72440105 1.63158147 4.65859379
## [559] 5.06036459 2.32782203 0.83340712 3.45792823 1.83114774 5.53069898
## [565] 3.98757728 2.04168521 4.83906397 6.15257856 1.06252318 3.58018126
## [571] 10.13782157 1.15373161 1.09929305 1.40815463 6.35861867 0.85195688
## [577] 0.42428346 1.82792304 8.18349524 2.13585212 2.71724117 6.12966637
## [583] 1.02379773 3.39958193 3.61261973 3.87345068 1.56193304 0.51887679
## [589] 3.14418663 5.56001330 2.71853036 3.43442624 5.23705582 5.25760051
## [595] 5.61667661 11.90664021 8.98990112 1.10891324 4.47423905 2.70901941
## [601] 1.96470592 2.68782541 1.74874595 2.82238396 2.99902602 3.37288969
## [607] 0.79336014 4.28350036 2.73315392 3.21019885 0.54217544 7.98487403
## [613] 0.76580245 9.87934352 7.31085834 5.98078985 5.05710808 2.06612963
## [619] 2.47996691 4.79224474 4.57345569 2.28620292 7.09164916 4.25745412
## [625] 5.01268042 0.79392465 1.19103108 1.19569174 2.46345547 3.69991562
## [631] 2.63209702 0.70383820 2.41461620 15.85689396 7.12350803 2.32986159
## [637] 2.07633407 5.13494102 1.74859015 2.44227000 5.24778272 7.32843532
## [643] 1.62105720 3.06866485 14.84360078 1.90779082 2.62999299 4.31390460
## [649] 21.17754649 2.99623646 5.05201802 0.73292781 3.90427646 3.29204380
## [655] 1.95520104 3.45675755 2.35226304 5.81988829 2.42674498 4.47665049
## [661] 1.86238170 3.04190161 2.57126837 6.38897417 4.02218276 2.81277794
## [667] 4.36538341 6.51427036 5.07519535 4.97872835 4.91067480 2.12850359
## [673] 2.05353073 2.18201360 2.46738165 17.02493941 5.17996347 0.68280189
## [679] 0.85654196 2.33307041 7.41358921 3.36212893 3.03810455 2.92498987
## [685] 1.69211826 1.63374637 9.69925730 5.73994192 13.69542555 3.72387627
## [691] 1.15666482 1.09305875 2.58813074 1.05621934 1.32839297 13.78829963
## [697] 7.14372234 2.70368661 3.49598664 1.26701176 0.64747554 1.69810261
## [703] 1.16304266 1.93474063 1.25411111 1.94668057 0.70165997 6.14938855
## [709] 5.79590252 2.74030558 4.65152376 8.99131598 4.98832476 2.44908121
## [715] 2.82671756 3.43060188 4.16023906 3.69336367 1.30300855 10.90954122
## [721] 1.97357406 6.71588421 4.99587523 3.82024720 6.89422115 5.12267763
## [727] 8.48558908 0.40158361 5.46643636 1.18140709 2.17899520 3.59939703
## [733] 2.13304016 0.27909484 11.74434491 3.80268995 5.98020749 5.17880635
## [739] 0.53780024 4.34659827 5.70986136 5.02956333 1.65229507 1.88171196
## [745] 6.66393804 5.60825139 3.66675552 3.32216066 3.12642991 0.36155309
## [751] 5.20266219 1.25994084 3.95565820 1.54359550 3.18516166 2.49938163
## [757] 2.72918640 0.52481212 1.58151039 16.06635056 4.23986734 1.92500618
## [763] 2.96770789 1.24993903 2.73363984 2.30695430 3.20235187 3.22741276
## [769] 2.04414975 2.38454259 3.15656132 4.57214471 11.87565562 2.82945955
## [775] 2.75223046 3.65792193 2.27475325 2.12803612 4.18451598 3.67076062
## [781] 3.59864638 4.67855825 3.20428791 0.28846783 6.45968497 11.05939068
## [787] 15.43607626 2.37121576 1.77227580 1.02603364 4.06811504 8.07376195
## [793] 1.76286011 3.08358788 2.62885670 7.94263443 0.47672617 3.30006376
## [799] 6.43589493 3.76310069 7.78075856 3.96926826 9.10259086 5.54673239
## [805] 6.42481402 2.58891101 1.80509335 3.74871534 9.64518455 12.78241262
## [811] 11.40050483 6.47318307 4.56664629 7.06452873 11.59143899 3.87810076
## [817] 3.40580303 8.92511985 2.08507490 9.18069622 14.62046068 4.85887345
## [823] 5.18613401 3.57400176 4.44390558 6.58691596 5.78105789 10.14608373
## [829] 6.03591678 14.91994144 5.52611761 7.88364550 9.18429005 4.89599619
## [835] 6.91279757 9.60925811 7.84775741 12.43108544 18.45887607 8.57291962
## [841] 11.50901200 6.32363254 9.03890875 1.71242707 3.25072794 6.27781825
## [847] 11.47304453 5.93849423 4.08622397 9.83514580 3.67572748 17.28958738
## [853] 8.83770961 19.06841210 0.98784060 5.61578778 4.53141028 1.09439357
## [859] 8.60553967 12.27679227 10.12251294 11.41509499 5.70077473 4.81566924
## [865] 4.32618789 14.51633831 4.74090391 12.07789241 8.19543465 9.72391090
## [871] 5.34147064 8.97402017 8.29900998 1.85852225 5.73448286 14.77961387
## [877] 6.63373702 4.91603848 7.81469947 4.06836703 12.46144551 6.72275996
## [883] 12.74113815 4.50519745 6.58904322 12.59885374 6.65134941 2.15517767
## [889] 1.51586348 1.69808334 4.87033866 6.63926660 16.12651217 3.22262903
## [895] 7.44477543 4.27189130 3.18937620 2.53340321 10.37664997 8.46562380
## [901] 9.05257481 11.11282512 9.26881953 6.00247911 18.73110152 6.88460660
## [907] 2.35948950 4.65151960 5.09741882 2.75126326 6.63251204 13.73891530
## [913] 8.69320572 0.93132561 12.32787913 3.50616134 9.46379024 5.24302416
## [919] 6.49948014 5.03674408 1.95584783 2.05142041 17.15447706 7.39391723
## [925] 9.33800534 7.78593495 6.76062244 5.53722738 12.87054895 7.30902756
## [931] 4.45466310 11.01804310 5.51513819 4.31770316 2.73486373 3.82281863
## [937] 5.13474088 9.76403300 4.85503426 4.89780262 3.00872142 3.91633478
## [943] 8.50223106 5.61647689 3.33729873 6.79380288 6.01925777 4.68168180
## [949] 8.61090476 7.73707722 4.58894605 4.77722802 8.05437172 8.04036953
## [955] 13.04941035 9.47115368 3.00607124 2.65494479 6.23259643 5.66201248
## [961] 12.34520056 5.75301329 3.78033802 9.51369643 3.30944482 5.24044870
## [967] 8.07063715 7.67609339 1.32671912 4.54137216 5.93320491 8.50839272
## [973] 7.06805278 11.30976257 8.35847391 8.03700959 1.57229206 12.56750149
## [979] 9.82918054 1.22962666 5.77839251 9.31403547 8.09170166 2.17667793
## [985] 3.46171065 2.15035199 9.30956016 8.87797174 7.11623732 17.22788674
## [991] 1.67175989 3.66338321 7.68904795 11.66113308 15.59694419 5.45091359
## [997] 20.56408645 5.94549694 20.10900235 4.66309886
##
## $data.name
## [1] "data_curah_hujan$curah_hujan"
##
## $bad.obs
## [1] 0
##
## attr(,"class")
## [1] "gof"## $distribution
## [1] "Lognormal"
##
## $dist.abb
## [1] "lnorm"
##
## $distribution.parameters
## meanlog sdlog
## 1.2491948 0.8191275
##
## $n.param.est
## [1] 2
##
## $estimation.method
## [1] "mvue"
##
## $statistic
## ks
## 0.05101707
##
## $sample.size
## [1] 1000
##
## $parameters
## n
## 1000
##
## $p.value
## [1] 0.01097281
##
## $alternative
## [1] "True cdf does not equal the\n Lognormal Distribution."
##
## $method
## [1] "Kolmogorov-Smirnov GOF"
##
## $data
## [1] 3.60383511 2.24455898 2.51628919 2.59604019 3.58483113 5.45746845
## [7] 9.22405371 4.04287082 5.27156374 0.38968945 2.81463606 0.78861826
## [13] 5.47630638 2.01083010 3.48275765 2.62185063 5.34344788 3.54926329
## [19] 2.03582073 3.48673838 7.98399264 0.34947311 1.67194683 5.25529013
## [25] 6.59053540 2.41344205 4.29425015 5.09271283 3.06854324 3.86661746
## [31] 4.78519247 12.17785920 9.72171924 3.48784492 8.00813813 5.65734658
## [37] 3.94275526 3.44422421 1.28355763 7.04480794 4.07740233 6.66118992
## [43] 4.81481104 4.26116244 3.89452738 2.86990155 7.52660990 2.13872104
## [49] 8.07858972 3.33020412 2.14881692 3.40677474 3.07270001 10.35640918
## [55] 9.56249127 3.36305892 0.73410908 1.47937756 6.64200671 7.43748248
## [61] 8.42770455 8.68681436 3.24591864 4.88896510 7.67575174 4.99300257
## [67] 8.02100434 0.57470896 1.02874031 11.81344304 3.47092922 3.65252238
## [73] 12.70945562 6.20871267 0.36345302 1.98312091 3.53554664 5.48160552
## [79] 2.20142559 2.78001004 5.28943837 3.75239773 7.78815420 4.05812522
## [85] 3.89723486 6.80790179 6.20039409 1.62171009 3.95124377 1.95333377
## [91] 1.83589484 4.26689006 4.02993118 4.41469815 5.62446542 8.59582169
## [97] 1.22485087 1.60474935 2.10326929 3.42458933 1.99440077 4.81396773
## [103] 3.24632965 5.61830961 1.86166312 1.79895226 1.64619329 4.94629600
## [109] 7.55886115 1.69012041 5.79446589 0.64838132 5.50259759 1.37572639
## [115] 3.42354828 5.65277320 3.05328487 0.89648546 2.38062226 3.25772097
## [121] 1.18746558 5.36672219 10.79361771 3.30006518 7.36268136 2.71797582
## [127] 4.49415603 7.24462282 2.07952365 1.68037795 2.31618308 1.24803752
## [133] 1.81776099 1.17423633 0.92884562 2.62244265 4.32355577 5.33846207
## [139] 3.24739050 12.41426673 5.43624727 2.52399028 2.58320452 4.13889533
## [145] 5.65954998 5.77698170 3.05806782 8.80266512 4.92320389 3.87736428
## [151] 2.56008272 5.45071965 3.17922394 3.29939809 2.95710908 5.64958190
## [157] 3.23170144 1.83659890 0.82848385 5.10242430 5.04056451 1.38309834
## [163] 8.29307977 1.39027990 1.23597801 1.89193269 2.96360607 4.06569044
## [169] 10.09126429 2.30539089 1.40228922 1.18523288 9.57025817 3.61755325
## [175] 4.26217100 2.61368771 1.63332124 3.59794414 2.82105434 5.86911620
## [181] 1.60254516 3.92794592 2.65760615 3.36084087 3.95666047 2.53205623
## [187] 5.79785588 1.66108887 4.48896543 2.89586270 4.31398501 3.46372389
## [193] 3.24472292 7.65485343 2.73529209 2.93681421 1.79462619 3.98690495
## [199] 4.52657362 2.99552719 8.28617148 10.24319805 5.44960863 3.79742995
## [205] 6.02541907 11.31381608 3.73375394 2.11207738 3.10815726 2.45815395
## [211] 8.16022295 7.72632902 3.04744008 1.43406271 7.46584433 3.20103340
## [217] 12.73367395 1.37460433 0.75599013 3.19623969 0.97875073 2.31043023
## [223] 1.11659625 6.25469272 6.92899436 4.10973286 6.20473679 2.63711636
## [229] 1.07056062 3.84666491 0.67443724 5.31381925 3.30907827 1.50290714
## [235] 3.00182842 6.44409057 3.24246889 1.14940047 6.78442114 3.58699525
## [241] 7.63118491 0.67508093 3.89660353 5.06301249 9.92359871 4.58593896
## [247] 2.65249258 5.89085433 2.50574819 1.89603534 9.63323643 2.00973211
## [253] 1.92247954 14.08747258 2.21835935 9.21153541 2.46915926 3.30032393
## [259] 11.66921931 1.20039433 6.75366944 1.65490629 7.43721318 4.69968409
## [265] 0.52829509 5.95816910 3.45364113 7.66114034 1.48999837 5.24408370
## [271] 6.29280985 10.23362620 2.15995230 6.62257869 3.21425218 4.63573556
## [277] 2.92076888 0.71958151 0.71451233 0.56955487 1.17921905 2.76418292
## [283] 0.38728050 1.92108182 1.29825796 4.02563432 6.08660826 1.47038005
## [289] 1.33971000 1.93072729 1.84670784 8.03495319 5.26048272 7.27869553
## [295] 0.86962577 5.33955434 5.54402277 9.45356271 1.80104202 2.58155636
## [301] 3.06311108 2.49231080 6.07608224 0.45584519 0.21422572 5.27495972
## [307] 2.60272621 4.46906125 2.04061091 3.51321534 3.83537916 1.88877447
## [313] 5.28222334 2.16614470 3.62486883 7.05528902 0.52118273 1.35397720
## [319] 5.78975818 2.74842988 9.55495803 1.74141444 1.68298775 2.31348002
## [325] 2.58025480 4.37434787 4.45407261 0.96838644 8.29252481 3.89848021
## [331] 2.63943192 2.02317686 1.90582421 2.37621013 3.76594096 4.69427582
## [337] 4.40222307 3.01452783 13.60763542 3.50072114 3.44518695 1.35910161
## [343] 6.04752043 4.25653682 2.46577688 2.06007299 0.73637035 2.71213606
## [349] 6.26268261 3.26334079 3.71348762 4.80260360 2.29877813 4.22623256
## [355] 2.53488415 2.90859110 2.02138045 4.80874910 3.42523302 0.72123759
## [361] 2.95078591 5.22511589 0.11666917 2.58189614 3.25955429 1.80999112
## [367] 3.43023899 4.84415261 4.68667629 1.64835926 4.59648261 4.39367300
## [373] 2.53083909 7.27806651 0.33569572 5.70276228 4.61211732 5.17452535
## [379] 0.24777351 7.41092959 2.99272094 6.22580397 2.45229361 0.82884867
## [385] 4.89987853 3.13170520 1.56996662 1.24533892 0.59688236 0.88950638
## [391] 8.01627563 5.03205039 9.63220604 3.56821250 6.36818167 5.61464053
## [397] 1.76303795 6.73933041 0.53234897 0.18315538 4.10988219 2.76626062
## [403] 9.92807795 7.11432209 1.92313281 1.55811133 3.85494824 1.11740682
## [409] 2.58917062 3.46546068 2.02710447 0.61666963 7.10830382 0.57316172
## [415] 3.24015933 8.69513023 9.53682857 1.48957843 1.25615221 5.15279184
## [421] 7.84013827 8.55306038 2.70598067 4.81039660 0.85748786 0.73038847
## [427] 4.30182250 0.52848094 3.31488283 0.07152873 1.97903023 9.72174435
## [433] 1.31384903 3.39297301 6.11813556 2.24710963 0.18885686 2.09371067
## [439] 3.12078043 2.48981081 1.84350149 1.97829173 6.16320232 7.76574303
## [445] 3.77170748 2.74306513 3.25853167 5.17445897 5.78742505 1.93375425
## [451] 2.43922086 5.72099940 3.09736316 4.53168686 2.77402613 6.42272691
## [457] 2.29341355 0.97083908 7.08144078 1.24329664 2.13509825 0.92755985
## [463] 2.72800253 3.90904161 0.96829884 7.13831915 4.14887061 2.79251352
## [469] 3.44967586 5.85178709 3.22676773 1.55483806 4.99864992 3.78589337
## [475] 1.29963221 3.21964876 3.65940136 4.71755356 13.98816660 2.13985290
## [481] 3.69165313 7.31560201 2.58434716 3.58347084 3.61195341 1.58289274
## [487] 1.64632941 4.52173768 9.83858023 3.85294825 2.91248354 4.41944103
## [493] 7.06129851 5.26202374 1.71647471 3.13440055 9.10304531 5.72666947
## [499] 5.83247029 2.24320112 2.08687481 6.38951275 2.37704987 0.76607857
## [505] 1.51564044 7.96653319 1.35244272 3.75869035 1.84713748 13.10713599
## [511] 5.11370078 2.93953043 5.75599638 0.59898616 3.48773698 7.09940123
## [517] 2.35684228 3.12656629 8.23049595 3.48995153 1.77948830 0.54168187
## [523] 3.11659148 4.49000099 1.80458249 2.13416777 2.43402064 8.67739675
## [529] 2.37647821 6.79202978 2.41446124 1.64245802 1.25494221 3.48507673
## [535] 4.13342120 7.20584056 4.42313264 2.10396002 4.09414513 5.21679401
## [541] 2.81520619 0.08387100 0.51603817 2.36998950 1.00644366 1.17623505
## [547] 2.73132657 8.73097721 1.54287961 0.93826751 8.30562622 2.89754119
## [553] 6.28800508 1.81863269 2.41013762 2.72440105 1.63158147 4.65859379
## [559] 5.06036459 2.32782203 0.83340712 3.45792823 1.83114774 5.53069898
## [565] 3.98757728 2.04168521 4.83906397 6.15257856 1.06252318 3.58018126
## [571] 10.13782157 1.15373161 1.09929305 1.40815463 6.35861867 0.85195688
## [577] 0.42428346 1.82792304 8.18349524 2.13585212 2.71724117 6.12966637
## [583] 1.02379773 3.39958193 3.61261973 3.87345068 1.56193304 0.51887679
## [589] 3.14418663 5.56001330 2.71853036 3.43442624 5.23705582 5.25760051
## [595] 5.61667661 11.90664021 8.98990112 1.10891324 4.47423905 2.70901941
## [601] 1.96470592 2.68782541 1.74874595 2.82238396 2.99902602 3.37288969
## [607] 0.79336014 4.28350036 2.73315392 3.21019885 0.54217544 7.98487403
## [613] 0.76580245 9.87934352 7.31085834 5.98078985 5.05710808 2.06612963
## [619] 2.47996691 4.79224474 4.57345569 2.28620292 7.09164916 4.25745412
## [625] 5.01268042 0.79392465 1.19103108 1.19569174 2.46345547 3.69991562
## [631] 2.63209702 0.70383820 2.41461620 15.85689396 7.12350803 2.32986159
## [637] 2.07633407 5.13494102 1.74859015 2.44227000 5.24778272 7.32843532
## [643] 1.62105720 3.06866485 14.84360078 1.90779082 2.62999299 4.31390460
## [649] 21.17754649 2.99623646 5.05201802 0.73292781 3.90427646 3.29204380
## [655] 1.95520104 3.45675755 2.35226304 5.81988829 2.42674498 4.47665049
## [661] 1.86238170 3.04190161 2.57126837 6.38897417 4.02218276 2.81277794
## [667] 4.36538341 6.51427036 5.07519535 4.97872835 4.91067480 2.12850359
## [673] 2.05353073 2.18201360 2.46738165 17.02493941 5.17996347 0.68280189
## [679] 0.85654196 2.33307041 7.41358921 3.36212893 3.03810455 2.92498987
## [685] 1.69211826 1.63374637 9.69925730 5.73994192 13.69542555 3.72387627
## [691] 1.15666482 1.09305875 2.58813074 1.05621934 1.32839297 13.78829963
## [697] 7.14372234 2.70368661 3.49598664 1.26701176 0.64747554 1.69810261
## [703] 1.16304266 1.93474063 1.25411111 1.94668057 0.70165997 6.14938855
## [709] 5.79590252 2.74030558 4.65152376 8.99131598 4.98832476 2.44908121
## [715] 2.82671756 3.43060188 4.16023906 3.69336367 1.30300855 10.90954122
## [721] 1.97357406 6.71588421 4.99587523 3.82024720 6.89422115 5.12267763
## [727] 8.48558908 0.40158361 5.46643636 1.18140709 2.17899520 3.59939703
## [733] 2.13304016 0.27909484 11.74434491 3.80268995 5.98020749 5.17880635
## [739] 0.53780024 4.34659827 5.70986136 5.02956333 1.65229507 1.88171196
## [745] 6.66393804 5.60825139 3.66675552 3.32216066 3.12642991 0.36155309
## [751] 5.20266219 1.25994084 3.95565820 1.54359550 3.18516166 2.49938163
## [757] 2.72918640 0.52481212 1.58151039 16.06635056 4.23986734 1.92500618
## [763] 2.96770789 1.24993903 2.73363984 2.30695430 3.20235187 3.22741276
## [769] 2.04414975 2.38454259 3.15656132 4.57214471 11.87565562 2.82945955
## [775] 2.75223046 3.65792193 2.27475325 2.12803612 4.18451598 3.67076062
## [781] 3.59864638 4.67855825 3.20428791 0.28846783 6.45968497 11.05939068
## [787] 15.43607626 2.37121576 1.77227580 1.02603364 4.06811504 8.07376195
## [793] 1.76286011 3.08358788 2.62885670 7.94263443 0.47672617 3.30006376
## [799] 6.43589493 3.76310069 7.78075856 3.96926826 9.10259086 5.54673239
## [805] 6.42481402 2.58891101 1.80509335 3.74871534 9.64518455 12.78241262
## [811] 11.40050483 6.47318307 4.56664629 7.06452873 11.59143899 3.87810076
## [817] 3.40580303 8.92511985 2.08507490 9.18069622 14.62046068 4.85887345
## [823] 5.18613401 3.57400176 4.44390558 6.58691596 5.78105789 10.14608373
## [829] 6.03591678 14.91994144 5.52611761 7.88364550 9.18429005 4.89599619
## [835] 6.91279757 9.60925811 7.84775741 12.43108544 18.45887607 8.57291962
## [841] 11.50901200 6.32363254 9.03890875 1.71242707 3.25072794 6.27781825
## [847] 11.47304453 5.93849423 4.08622397 9.83514580 3.67572748 17.28958738
## [853] 8.83770961 19.06841210 0.98784060 5.61578778 4.53141028 1.09439357
## [859] 8.60553967 12.27679227 10.12251294 11.41509499 5.70077473 4.81566924
## [865] 4.32618789 14.51633831 4.74090391 12.07789241 8.19543465 9.72391090
## [871] 5.34147064 8.97402017 8.29900998 1.85852225 5.73448286 14.77961387
## [877] 6.63373702 4.91603848 7.81469947 4.06836703 12.46144551 6.72275996
## [883] 12.74113815 4.50519745 6.58904322 12.59885374 6.65134941 2.15517767
## [889] 1.51586348 1.69808334 4.87033866 6.63926660 16.12651217 3.22262903
## [895] 7.44477543 4.27189130 3.18937620 2.53340321 10.37664997 8.46562380
## [901] 9.05257481 11.11282512 9.26881953 6.00247911 18.73110152 6.88460660
## [907] 2.35948950 4.65151960 5.09741882 2.75126326 6.63251204 13.73891530
## [913] 8.69320572 0.93132561 12.32787913 3.50616134 9.46379024 5.24302416
## [919] 6.49948014 5.03674408 1.95584783 2.05142041 17.15447706 7.39391723
## [925] 9.33800534 7.78593495 6.76062244 5.53722738 12.87054895 7.30902756
## [931] 4.45466310 11.01804310 5.51513819 4.31770316 2.73486373 3.82281863
## [937] 5.13474088 9.76403300 4.85503426 4.89780262 3.00872142 3.91633478
## [943] 8.50223106 5.61647689 3.33729873 6.79380288 6.01925777 4.68168180
## [949] 8.61090476 7.73707722 4.58894605 4.77722802 8.05437172 8.04036953
## [955] 13.04941035 9.47115368 3.00607124 2.65494479 6.23259643 5.66201248
## [961] 12.34520056 5.75301329 3.78033802 9.51369643 3.30944482 5.24044870
## [967] 8.07063715 7.67609339 1.32671912 4.54137216 5.93320491 8.50839272
## [973] 7.06805278 11.30976257 8.35847391 8.03700959 1.57229206 12.56750149
## [979] 9.82918054 1.22962666 5.77839251 9.31403547 8.09170166 2.17667793
## [985] 3.46171065 2.15035199 9.30956016 8.87797174 7.11623732 17.22788674
## [991] 1.67175989 3.66338321 7.68904795 11.66113308 15.59694419 5.45091359
## [997] 20.56408645 5.94549694 20.10900235 4.66309886
##
## $data.name
## [1] "data_curah_hujan$curah_hujan"
##
## $bad.obs
## [1] 0
##
## attr(,"class")
## [1] "gof"## Fitting of the distribution ' gamma ' by maximum likelihood
## Parameters:
## estimate Std. Error
## shape 1.9214518 0.07959612
## rate 0.4154715 0.01964803## Fitting of the distribution ' weibull ' by maximum likelihood
## Parameters:
## estimate Std. Error
## shape 1.437967 0.03438544
## scale 5.113963 0.11878815## Fitting of the distribution ' lnorm ' by maximum likelihood
## Parameters:
## estimate Std. Error
## meanlog 1.2491948 0.02589013
## sdlog 0.8187178 0.01830696##
## Call: fgev(x = data_curah_hujan$curah_hujan)
## Deviance: 4882.32
##
## Estimates
## loc scale shape
## 2.9361 2.1143 0.1978
##
## Standard Errors
## loc scale shape
## 0.07804 0.06260 0.03041
##
## Optimization Information
## Convergence: successful
## Function Evaluations: 24
## Gradient Evaluations: 8
## Distribusi AIC BIC LogLik
## 1 Gamma 4858.068 4867.884 -2427.034
## 2 Weibull 4876.644 4886.459 -2436.322
## 3 Lognormal 4940.235 4950.051 -2468.118
## 4 GEV 4888.320 4903.043 -2441.160Kesimpulan
Analisis data simulasi curah hujan ekstrem mengungkapkan karakteristik distribusi yang jelas condong ke kanan (positively skewed), dengan tingkat variabilitas yang signifikan dan indikasi peakedness yang lebih tinggi dibandingkan distribusi normal, yang mengisyaratkan keberadaan nilai-nilai ekstrem. Dalam upaya untuk mengidentifikasi model probabilistik yang paling akurat menggambarkan data ini, dilakukan evaluasi fitting terhadap beberapa distribusi teoritis, termasuk Gamma, Weibull, Lognormal, dan Generalized Extreme Value (GEV). Berdasarkan kriteria informasi seperti Akaike Information Criterion (AIC) dan Bayesian Information Criterion (BIC), serta nilai Log-Likelihood, distribusi Gamma secara konsisten menunjukkan kinerja terbaik, mengungguli distribusi lainnya dalam menyeimbangkan goodness-of-fit dengan kompleksitas model. Temuan ini didukung oleh hasil uji Kolmogorov-Smirnov (KS), yang tidak berhasil menolak hipotesis bahwa data berasal dari distribusi Gamma dan Weibull, namun menolak Lognormal. Evaluasi visual melalui Q-Q plot juga mengindikasikan keselarasan yang baik antara data dan distribusi Gamma serta Weibull, terutama pada bagian tengah distribusi. Selain itu, grafik Cullen and Frey memposisikan karakteristik statistik data dalam wilayah yang diasosiasikan dengan Gamma dan Weibull, semakin memperkuat potensi kesesuaian kedua distribusi ini.
Estimasi parameter menggunakan metode resampling Bootstrap dan Jackknife menghasilkan nilai mean, varians, dan skewness yang stabil dengan bias minimal. Bootstrap cenderung menangkap ketidakpastian yang lebih besar melalui interval kepercayaan yang lebih lebar, sedangkan Jackknife memberikan estimasi yang lebih presisi dan interval yang lebih sempit. Meskipun demikian, kedua metode resampling konsisten dalam mengkonfirmasi karakteristik statistik data. Secara keseluruhan, distribusi Gamma terbukti menjadi model statistik yang paling komprehensif dan representatif untuk data simulasi curah hujan ekstrem yang dianalisis.