我现在有一组数据,如下,想要用正态分布的概率密度函数去拟合data
的密度的曲线,得到正态分布的两个参数,然后在尝试解决这个问题的过程中中发现用ggplot和plot画的密度图有一些差别,想知道问题出在哪里,正态分布的两个参数要怎么计算?
library(tidyverse)
library(ggplot2)
data <- read_tsv("E:/temp/20_06_03.test.TPM",col_names = T)[,3]
#> Parsed with column specification:
#> cols(
#> ID = col_character(),
#> Liutao_CESC_rep.R = col_double(),
#> ZYH_Linxiao.p1.R = col_double(),
#> YRF_Linxiao.p1.R = col_double()
#> )
colnames(data) <- c("score")
data <- filter(data,score>0)
dput(data)
#> structure(list(score = c(303.912312886971, 161.83077847113, 31.294818115748,
#> 122.464591516178, 21.3840639149856, 25.0828501238985, 23.7748288247356,
#> 299.481462359506, 101.21109648782, 29.326716226266, 75.776138503254,
#> 35.2246697004518, 43.8082682779105, 107.571356649623, 188.153484032316,
#> 255.183162718829, 38.1661564515074, 108.311187163032, 19.865053211975,
#> 25.6250874696732, 81.4414349102645, 201.903161711601, 35.7246504292352,
#> 126.160593150073, 387.12995608419, 124.101234148974, 26.570047311288,
#> 324.471306238511, 55.0755027450709, 1142.61117635296, 69.2804966657453,
#> 120.243375103113, 741.153195472193, 206.61442469222, 113.085653750365,
#> 52.6603259264995, 117.928034119099, 264.199494680135, 20.5585629582138,
#> 429.280086816721, 18.9316720409641, 20.4578417946283, 99.0646354192433,
#> 36.9161899050747, 1086.80339707867, 29.9921444919289, 42.2469250764674,
#> 82.3540462382594, 30.8378444373207, 71.0212126623721, 117.456849709162,
#> 134.40517714525, 36.5126941887036, 30.4494327407286, 32.5939111508882,
#> 75.8282613114142, 67.2517851967631, 37.8594430573989, 52.7889318079462,
#> 193.912271406392, 493.37238764113, 45.1207949797536, 29.5674086188537,
#> 85.0610542396096, 62.8143169769424, 373.818671734601, 142.207335261267,
#> 40.4784924339186, 31.7985249493868, 30.2738304757879, 10.0137277718311,
#> 4396.60663223372, 56.3594715207229, 290.600042953826, 86.8708639042821,
#> 118.180881533591, 106.172711446147, 25.0281810594683, 51.960372499309,
#> 35.5380806881154, 37.2228276251128, 54.5036716575368, 190.791149696321,
#> 67.8979590382693, 50.3375005911114, 211.753988272251, 22.0275599037953,
#> 128.214847981547, 239.375891120825, 76.9074412547328, 70.1534467955543,
#> 32.4671986495064, 53.6286856852179, 113.90692942192, 44.6927455990165,
#> 104.097380825811, 38.7804078217628, 124.817851329862, 59.0967761844827,
#> 57.0950519445484, 186.151851223462, 59.3640960121346, 15.8076122479185,
#> 282.085788880588, 17.755303165593, 86.3300256819249, 119.383935774891,
#> 45.5232599498406, 63.6778687006319, 30.9521356397501, 97.1098716477572,
#> 1855.87754704603, 137.16452195413, 297.963717263421, 123.227281795813,
#> 98.3575359515828, 118.728192024269, 70.0731796939575, 94.8048901741778,
#> 112.44300927635, 195.66760080677, 332.847603546298, 100.454826220643,
#> 161.309813132183, 36.1676923538497, 139.666953369484, 37.0377389781394,
#> 185.587754704603, 57.7531047226184, 33.2185639409793, 41.5213281711992,
#> 17.588730342481, 292.234296774119, 22.384487957792, 127.917296698229,
#> 93.6451973280105, 55.2078957805158, 32.2903123299748, 26.6703261950293,
#> 77.3770802937699, 75.532118050383, 128.43892146631, 93.0287985607882,
#> 119.539282470759, 133.980464626317, 57.9778722491501, 36.9681845387438,
#> 44.4333439316945, 82.7994038564924, 8.87808055847097, 49.3637499079948,
#> 73.862061168867, 108.845898790022, 191.507063954093, 57.9047832201565,
#> 165.972788760214, 209.202251246862, 74.3552720184365, 123.892027752904,
#> 145.761108415356, 92.7587414653826, 104.630909543028, 96.6925061788738,
#> 37.5883545739682, 22.3273638543634, 579.595826995447, 48.7481764811771,
#> 38.7374820066533, 13.903282418279, 89.537951831168, 155.837045935163,
#> 62.685730862353, 70.2070604346796, 280.506682683293, 45.6590151982,
#> 49.2051090405883, 72.5352850997065, 20.5977440759593, 61.2848155962497,
#> 284.414670522534, 28.0892642038766, 554.425764185752, 11.74230696987,
#> 69.8954643003639, 41.4744643696516, 155.353898385758, 55.1747378851521,
#> 87.0767190320174, 38.7619994003284, 20.5746782931194, 34.9699042934063,
#> 35.1505408757522, 154.917265731498, 33.230580061052, 47.2075737814894,
#> 54.4713540342593, 74.0257361633991, 52.1225183425693, 122.406313895774,
#> 25.0009357950138, 6833.53648375474, 448.248006076988, 282.447159350587,
#> 104.412887189367, 380.397261195769, 136.400799671534, 623.759673488499,
#> 26.4667065914083, 61.3871958428188, 26.5854257209603, 519.149922613183,
#> 43.4559785140862, 94.5771502183716, 22.8295075991, 68.429004527954,
#> 304.696313694124, 75.7032868387131, 11248.8904382178, 311.146277997556,
#> 472.318450276495, 14.556478938168, 24.9567885299588, 64.8770752674988,
#> 90.7093938077298, 1067.67652341267, 60.2794872564162, 19.583444591511,
#> 29.807248078773, 50.5313193502631, 184.655152922167, 172.194823952724,
#> 1030.27220836013, 1995.53629185864, 453.658955944584, 951.732075408219,
#> 41.2324679437964, 1181.5554801129, 70.1534467955543, 165.375226964497,
#> 413.707003857396, 46.443851657623, 66.5454100534432, 95.7435524531301,
#> 217.648817955645, 282.882027956207, 3805.09804764171, 306.603049073937,
#> 131.049841053892, 72.5352850997065, 17.8242022853664, 66.497241099369,
#> 21.2431352939712, 91.4088941082371, 90.3192219036778, 151.344215121546,
#> 264.109071141672, 140.68290747133, 22.5327295998966, 83.4007613061991,
#> 49.2051090405883, 35.7385483675465, 465.143992803941, 311.146277997556,
#> 99.9085792047616, 152.982412287724, 156.234589419691, 422.372131396682,
#> 254.12431142124, 312.469178839382, 69.1761585683572, 609.392627388248,
#> 82.4649358875927, 110.28323959037, 3378.52018569872, 24.23583658588,
#> 100.509779626672, 42.0583443190012, 56.3019031126323, 51.868692824492,
#> 36.5344754737635, 22.2247341426825, 44.6927455990165, 19.955672548882,
#> 27.2599224269372, 459.956906857789, 47.2075737814894, 84.4356053113771,
#> 120.677751827623, 60.3190666965058, 92.1885986741378, 112.397151605357,
#> 26.1056943957881, 118.15554801129, 24.8689600917104, 58.9924152055086,
#> 37.1175509409205, 51.9456819783875, 84.1263173798336, 94.463690055299,
#> 37.4046981183951, 101.490633672007, 286.37789804117, 126.102866957829,
#> 87.9099890706013, 116.877784451372, 375.346020750882, 135.495484629467,
#> 73.1125655223067, 172.572207724693, 1473.78511088949, 177.404451713122,
#> 579.108669334597, 125.886863417305, 138.456576607051, 42.6787171097693,
#> 21.1283207402894, 52.6301567337601, 231.303244428313, 34.230438222181,
#> 69.5558876235308, 118.383941467498, 31.6233867741061, 47.6730350694231,
#> 26.6548494353049, 31.5365391619562, 433.329898956501, 224.611096769629,
#> 112.031632413144, 61.8834210702447, 245.959674909714, 550.095440591487,
#> 400.287314068751, 98.5157518271081, 100.37250869028, 157.074149988141,
#> 51.5666228340041, 60.220215390874, 1434.08719544466, 134.602107807734,
#> 41.5119469402523, 338.186468604496, 65.3617492556231, 34.3681027230746,
#> 22.7390937076184, 77.0041396301579, 582.35143314598, 47.6977874240801,
#> 85.6958382264723, 269.007140787052, 47.1591060466008, 62.0296681828348,
#> 150.445754069647, 13.3954416125369, 109.082848104625, 59.750203953677,
#> 50.1794011081679, 28.2664426396241, 44.3636067022955, 66.994303430285,
#> 345.288555944458, 86.2590972570689, 28.4811466683548, 176.835300440382,
#> 112.33988208961, 37.1250509512137, 51.1930557697288, 197.073771487243,
#> 130410.022261085, 190.395727624411, 19.8008273690653, 94.1249370684204,
#> 30.144688623061, 87.1593345149699, 65.9246060845198, 144.10343306475,
#> 113.801100747945, 78.2281622867826, 329.785734184531, 35.2111684855417,
#> 115.482009527063, 205.593297826434, 243.111977714266, 23.8829945609719,
#> 84.9234468026608, 1726.80335674395, 430.285426598493, 115.192399471822,
#> 218.572302114628, 340.244216958438, 497.693572435819, 34.1509065348618,
#> 575.306190928871, 67.8979590382693, 64.968839164624, 154.99194264918,
#> 75.1050049697057, 57.8926196274204, 16.9870448555433, 349.058833978087,
#> 43.834397508662, 684.290045279541, 17.4949416451682, 22.9177843529446,
#> 4458.87496313842, 491.261703629831, 325.333115816833, 52.6150850966657,
#> 978.598546777932, 27.3654866186411, 332.446098596303, 55.9987434189444,
#> 86.9325181724895, 114.546058078277, 59.3449215625183, 32.1884858369931,
#> 101.734151250031, 28.97522112562, 66.577561477554, 31.0725312290811,
#> 93.2649122627191, 186.529824525438, 120.796763417197, 319.256085417127,
#> 79.4773990083515, 45.910014282248, 196.504681451932, 32.7274451652221,
#> 43.2005354238318, 716.21053985534, 192.28872543962, 231.984693380753,
#> 20.1615140082911, 33.6382052650232, 30.8533798753244, 392.469679616386,
#> 435.177349970527, 31.2150657760035, 907.766191489904, 18.5737845893203,
#> 51.4727208733875, 34.1890355708144, 96.5105067144093, 42.5206843687935,
#> 71.8544689704954, 20.1217694839072, 145.954092803567, 26.2286762537554,
#> 63.470723605685, 116.138986825257, 22.9521395574712, 1405.21512166391,
#> 119.955523715489, 28.8932028868622, 59.9842889838579, 119.035877653098,
#> 20.0558756857938, 60.1151304910754, 45.8184232313109, 29.2659887157625,
#> 50.0495443087869, 31.4017906610078, 54.5846337366478, 32.4270873910266,
#> 150.723443115305, 116.581140328399, 183.915792950507, 75.3205290342539,
#> 96.4978346415739, 25.507688068521, 45.9559472630207, 235.471356021569,
#> 27.3166632705258, 40.6846495034448, 76.0794522391539, 743.208980123026,
#> 169.260135566611, 100.017352834816, 58.2905701641995, 29.7012410535979,
#> 70.9115697250315, 34.986551872333, 94.2698189623174, 36.0399915962253,
#> 72.7650998643789, 130.02963705418, 62.4725865887646, 40.0549110873243,
#> 59.9255959417993, 70.0197702582152, 465.143992803941, 35.0299098489145,
#> 34.1763164355574, 69.4901199536901, 589.261953680425, 50.6567072394697,
#> 323.471614714008, 25.6662537064408, 39.5973873184389, 134.700789704954,
#> 13.7595953836259, 515.136104180065, 76.395790917903, 775.035600980993,
#> 77.556723156419, 15.2601226875047, 389.702793744818, 138.683012070114,
#> 14.7944180012526, 94.6096174858685, 119.877257823547, 2143.89588281863,
#> 708.842118663413, 15.3969561013623, 57.2551814140095, 94.0928015487658,
#> 65.6654314358673, 47.286546688343, 402.920783240256, 26.8378435812966,
#> 171.178767538096, 137.062198550956, 1262.36767566091, 1238.08542559,
#> 143.65275774633, 31.1938670895682, 35.6484045707328, 83.9495006659767,
#> 126.276204231998, 99.4758403668417, 70.0197702582152, 75.1767091479364,
#> 1326.90330157118, 141.115113024237, 39.0586473549228, 35.9623952158067,
#> 124.017466863015, 29.0118233313685, 23.6311096022581, 519.129407313244,
#> 106.080760483578, 209.739585796298, 164.634298528277, 140.521512166391,
#> 131.312090592879, 78.3504806642033, 90.4637504468521, 161.957580256416,
#> 15.2982412287724, 54.0493853179712, 1519.76737744605, 34.8505078068203,
#> 163.795611322325, 18.9668501246574, 367.973255746146, 120.453590793853,
#> 134.061931526856, 146.370744598731, 41.938342195288, 29.0714995502463,
#> 211.777233674114, 25.472324574734, 26.7518749501393, 50.4203834131604,
#> 40.7026754890467, 21.8598307147599, 37.5960460727556, 61.7793803488758,
#> 88.1067185857848, 101.846938557404, 89.7128306433382, 40.9020207385478,
#> 216.511757197215, 28.7215690413564, 9.68692345429202, 35.2179177990333,
#> 40.3717594281601, 50.1041388485292, 102.144198558753, 563.882998949023,
#> 472.075737814894, 31.1991640613953, 32.9978227653658, 90.1088166540248,
#> 95.6189836885541, 381.450263994927, 53.8171872166247, 26.443851058946,
#> 28.9501106369742, 23.4336939171681, 13.3886086976286, 23.024044756586,
#> 14.3675224552359, 11.7988618775723, 74.1212994826354, 87.8559423528176,
#> 26.2080988741968, 300.215485551563, 53.6365135476738, 120.243375103113,
#> 48.2806141525573, 551.747378851521, 29.1684199329349, 83.061427286418,
#> 368.052638536772, 29.0714995502463, 118.434815529151, 415.004867465933,
#> 1139.42249400035, 26.783072471947, 24.0172388441251, 83.0364012462594,
#> 60.2696005109256, 20.9859368540899, 28.7081058058682, 22.97222770162,
#> 22.8323446200518, 1441.84208531715, 655.759457733006, 46.8643992239655,
#> 304.317808956616, 518.218115059775, 27.1391251340556, 132.85023655644,
#> 113.298177075575, 96.6501194937173, 68.6334991249745, 73.6400309248724,
#> 241.593526834394, 33.4240271343563, 79.8834248511116, 25.3004512747944,
#> 330.988789691149, 14.895166368671, 105.230170193331, 26.7013336953287,
#> 55.8795246829552, 112.099986063183, 288.43308815943, 179.86478429521,
#> 54.1183732422847, 109.821803441456, 13.4120649067492, 1327.89135922019,
#> 90.2415899595072, 258.959657727353, 59.6628924038177, 50.489661213948,
#> 35.3806811395256, 98.8337155231612, 46.2800698129866, 43.8919916764349,
#> 41.6436711599176, 41.9958576360129, 37.2530164553035, 32.9741344503871,
#> 566.80455696446, 29.860535861784, 469.202495401294, 57.9687260317263,
#> 111.827070698452, 92.0039444955216, 32.2336626592205, 430.397421764188,
#> 16825.2634759667, 87.9240120390285, 101.062638700526, 31.0174520397665,
#> 58.7565964686782, 185.587754704603, 180.306061979938, 180.099863248708,
#> 364.095867540365, 51.2430280735062, 196.574761580838, 70.4628483825721,
#> 53.1785462105808, 27.8931041684464, 43.0587947404632, 271.19096259418,
#> 155.784192943494, 614.762024841256, 50.1999664364909, 188.74408108869,
#> 585.366394767206, 67.8728766743837, 23.3043984218108, 63.1923911117994,
#> 72.3353847076995, 57.8774223208558, 73.5908720257236, 422.27505667101,
#> 135.729040008045, 161.522529369281, 56.3076546606058, 36.6364660334111,
#> 79.1606536654703, 472.665615620322, 33.4240271343563, 118.670677963867,
#> 30.8197395215225, 19.0929935734757, 29.0899108862503, 81.3332789542083,
#> 48.2742714549545, 81.525755283637, 216.155149597125, 25.6644611199269,
#> 69.8334766847422, 55.6089216578561, 122.515143692525, 38.1028364076227,
#> 32.0174047499445, 22.4803471378388, 92.5290635341061, 66.5454100534432,
#> 89.5816075853518, 23.3844822651848, 72.7362934115426, 186.719387355241,
#> 363.915577435121, 29.2893156635671, 274.285165302388, 56.4113838371374,
#> 107.163532900296, 85.179358904755, 34.4067185688308, 26.0686545342731,
#> 41.4744643696516, 42.0631586899168, 77.8195159498334, 32.2449766861279,
#> 26.3641666175286, 66.0906032940851, 27.4349525395784, 117.250719309226,
#> 42.3442906562703, 44.8892932219782, 535.438443007034, 44.1557022729047,
#> 155.837045935163, 39.050345835825, 61.5105045723323, 265.70047311288,
#> 41.9000860108453, 252.378952139501, 58.5133366743811, 113.954027594102,
#> 31.6451734684045, 17.7313141437518, 355.28263538754, 409.202399014603,
#> 263.603840972104, 31.4394040310672, 644.673253184409, 283.245442688936,
#> 59.7599210140044, 44.9772037105402, 659.563091936501, 12.6397824131506,
#> 39.2673385675479, 116.224698254648, 74.642241380279, 53.0965833226731,
#> 136.502137561335, 74.2351018818411, 328.914925094086, 43.7561031573129,
#> 29.4536513558122, 548.617130957171, 79.8140213542818, 62.4513518550498,
#> 37.8438469943474, 70.9663488441702, 110.019088118297, 41.8809840796801,
#> 60.7277729821704, 34.6402483328727, 50.8389256108347, 286.075324496001,
#> 61.1420556264748, 202.515158068401, 136.400799671534, 59.4024821071958,
#> 45.0488849227796, 42.0150645226519, 19.2188156022549, 11.0362732554996,
#> 46.3852252354346, 86.4620598388502, 20.430543440182, 128.214847981547,
#> 145.973419351872, 252.494563203239, 635.950487329491, 222.589674645707,
#> 16.4178247839833, 49.3770161670402, 83.3251143571685, 45.4725596232042,
#> 285.519622622466, 60.9695958710989, 84.8254280505802, 34.797704007113,
#> 57.2551814140095, 34.2879307936095, 23.2660348433021, 28.1236609762064,
#> 26.5163627013359, 211.186065698341, 58.1982506042308, 32.5131617691659,
#> 94.8048901741778, 49.9542896023808, 74.5463391226224, 195.935883623232,
#> 93.43090625861, 31.666990202957, 29.4630976840213, 63.4871724801509,
#> 34.9898832903364, 37.3666620210609, 30.6910343535549, 58.1982506042308,
#> 111.04978975978, 104.750215027113, 560.158162065721, 452.417754970728,
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#> 35.4626282875037, 56.7950161228923, 46.2742418228326, 16.8824659705556,
#> 149.375509884192, 308.145705924623, 35.1572669647066, 19.0731731711364,
#> 49.390289558483, 40.5947585412189, 71.4910027850415, 56.027203849631,
#> 41.8333053637424, 29.3971003452091, 261.602103214366, 75.0538713878908,
#> 83.0989946438519, 16.9996185378938, 13.404237043668, 9.10149488074289,
#> 43.6003505357277, 136.072488174454, 31.6342763701027, 17.1744136434433,
#> 52.3005628117155, 41.2324679437964, 22.8749847058711, 98.129897004214,
#> 686.439890883289, 22.8493815641782, 41.7287933585184, 24.1561763288925,
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#> 101.959976225059, 44.340409578688, 118.003774667666, 81.7676355841374,
#> 266.471177893483, 48.4652801787277, 97.1612253609501, 27.6163951837602,
#> 31.7381028083532, 114.379670361625, 67.1044109414013, 83.934160419167,
#> 310.357900603981, 43.302351439443, 24.8420601889611, 53.8455768001749,
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#> 100.399932872982, 146.341598691801, 96.4725004765328, 25.6662537064408,
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#> 40.7478104141842, 47.871776226565, 55.8965248425788, 42.0439078163745,
#> 50.4619272610702, 46.2684153003165, 249.296983931556, 351.808285605661,
#> 69.2804966657453, 124.185114672225, 31.5636277542616, 20.8596590778334,
#> 84.3193561989705, 27.2397149232849, 209.023751032488, 134.40517714525,
#> 133.817827500041, 110.250151309665, 39.5590218877288, 38.0397261195769,
#> 53.5661449438941, 50.9941374292414, 24.6388463400237, 2288.47533826138,
#> 196.085247766869, 158.058638331436, 158.48063009565, 258.777291771207,
#> 337.122710380838, 32.1041197199994, 61.5311042054778, 34.1763164355574,
#> 30.9939064030966, 531.016986004499, 31.4071584884712, 191.287743006306,
#> 62.4513518550498, 140.593197671896, 143.130519728037, 150.97113981722,
#> 197.773818253559, 69.8334766847422, 31.5257167394572, 80.1972401386105,
#> 39.489585289631, 149.052361133767, 111.066572257855, 373.565321228512,
#> 426.233885327301, 170.43773391239, 40.3186037212106, 74.4456552502255,
#> 25.761620465165, 28.690174446839, 1357.43634528476, 194.631225802496,
#> 60.6175774191873, 44.187560643953, 37.0726144385708, 260.52020866013,
#> 1123.74236793613, 201.681533652642, 111.521624981825, 53.2247616331277,
#> 66.9820915630903, 222.840360409408, 41.1125256561997, 438.500900137367,
#> 79.0924998525857, 15.614164796257, 75.9536490936571, 91.204704471361,
#> 68.3018130697237, 3363.77805402092, 39.1335201613539, 67.5981887996897,
#> 66.5936488428984, 14.6961987807996, 48.8518684279598, 33.5002055169216,
#> 101.397283199535, 181.150482777971, 99.7458616490536, 3379.09299191773,
#> 374.963014607258, 128.170127071892, 137.93684471288, 659.043371818036,
#> 88.8881844013336, 482.82078088705, 47.1470046593679, 27.3573372777779,
#> 108.204874651093, 165.82299382451, 165.524213655456, 250.901900137124,
#> 92.3739955543271, 139.085448264615, 99.5297276043102, 23.9577359704729,
#> 364.237649420248, 129.784702489444, 220.672444340087, 30.6679814985072,
#> 804.665155434555, 186.845976770397, 67.8728766743837, 55.0095440591487,
#> 113.019403623676, 3415.99771607675, 46.0596332809117, 39.2925314708205,
#> 41.250982747543, 60.8585217481142, 63.181525845102, 78.6725516646213,
#> 587.002802420309, 31.220369950307, 61.6549923347505, 27.6954894720465,
#> 130.770019329222, 63.0081883256367, 151.486824511531, 45513.7635722761,
#> 78.4843558981447, 104.038435536555, 296.580915508566, 77.9433140980196,
#> 253.935190628135, 287.890750795294, 900.646456654689, 63.2250093453395,
#> 64.3995363328274, 47.2561412442275, 51.6028302647259, 209.739585796298,
#> 94.2577284378898, 140.066229965738, 133.89096531795, 81.2972907776799,
#> 163.192886702563, 68.9943211256315, 27.1391251340556, 393.746321259162,
#> 89.4507678469117, 204.764072616287, 62.6643510087165, 41.0574027167724,
#> 112.996234414241, 86.0369361543229)), row.names = c(NA, -2801L
#> ), class = c("tbl_df", "tbl", "data.frame"))
#画图的代码,reprex会报错,就单独贴出来了
plot(density(data[data>0]), xlim = c(0,3000))
ggplot(data %>%
filter(score > 0))+
aes(x=score)+
geom_density()+
xlim(0,3000)
两个差别还挺大的,不知道为啥
plot:
ggplot: