{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Random vectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import openturns as ot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=X0 PDF implementation=class=GraphImplementation name=X0 PDF title=Normal(2,1) distribution xTitle=values yTitle=PDF axes=ON grid=ON legendposition=topright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=pdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=129 dimension=2 data=[[-1.73116,0.00037834],[-1.67286,0.000469477],[-1.61456,0.00058059],[-1.55626,0.000715565],[-1.49796,0.000878926],[-1.43966,0.00107592],[-1.38136,0.00131259],[-1.32306,0.0015959],[-1.26477,0.00193377],[-1.20647,0.00233522],[-1.14817,0.00281044],[-1.08987,0.00337089],[-1.03157,0.00402939],[-0.973268,0.00480019],[-0.914969,0.00569902],[-0.85667,0.00674321],[-0.79837,0.00795165],[-0.740071,0.00934483],[-0.681771,0.0109448],[-0.623472,0.0127753],[-0.565173,0.0148613],[-0.506873,0.0172293],[-0.448574,0.0199068],[-0.390275,0.0229223],[-0.331975,0.0263051],[-0.273676,0.0300847],[-0.215376,0.0342906],[-0.157077,0.0389518],[-0.0987776,0.0440966],[-0.0404782,0.0497515],[0.0178211,0.0559411],[0.0761205,0.0626874],[0.13442,0.0700089],[0.192719,0.0779202],[0.251019,0.0864312],[0.309318,0.0955466],[0.367617,0.105265],[0.425917,0.115578],[0.484216,0.126471],[0.542516,0.137922],[0.600815,0.149898],[0.659114,0.162362],[0.717414,0.175266],[0.775713,0.188553],[0.834012,0.202159],[0.892312,0.216011],[0.950611,0.23003],[1.00891,0.244127],[1.06721,0.258209],[1.12551,0.272176],[1.18381,0.285926],[1.24211,0.299351],[1.30041,0.312343],[1.35871,0.324793],[1.41701,0.336593],[1.47531,0.347639],[1.5336,0.357829],[1.5919,0.367067],[1.6502,0.375267],[1.7085,0.382348],[1.7668,0.388241],[1.8251,0.392887],[1.8834,0.39624],[1.9417,0.398265],[2,0.398942],[2.0583,0.398265],[2.1166,0.39624],[2.1749,0.392887],[2.2332,0.388241],[2.2915,0.382348],[2.3498,0.375267],[2.4081,0.367067],[2.4664,0.357829],[2.52469,0.347639],[2.58299,0.336593],[2.64129,0.324793],[2.69959,0.312343],[2.75789,0.299351],[2.81619,0.285926],[2.87449,0.272176],[2.93279,0.258209],[2.99109,0.244127],[3.04939,0.23003],[3.10769,0.216011],[3.16599,0.202159],[3.22429,0.188553],[3.28259,0.175266],[3.34089,0.162362],[3.39919,0.149898],[3.45748,0.137922],[3.51578,0.126471],[3.57408,0.115578],[3.63238,0.105265],[3.69068,0.0955466],[3.74898,0.0864312],[3.80728,0.0779202],[3.86558,0.0700089],[3.92388,0.0626874],[3.98218,0.0559411],[4.04048,0.0497515],[4.09878,0.0440966],[4.15708,0.0389518],[4.21538,0.0342906],[4.27368,0.0300847],[4.33198,0.0263051],[4.39027,0.0229223],[4.44857,0.0199068],[4.50687,0.0172293],[4.56517,0.0148613],[4.62347,0.0127753],[4.68177,0.0109448],[4.74007,0.00934483],[4.79837,0.00795165],[4.85667,0.00674321],[4.91497,0.00569902],[4.97327,0.00480019],[5.03157,0.00402939],[5.08987,0.00337089],[5.14817,0.00281044],[5.20647,0.00233522],[5.26477,0.00193377],[5.32306,0.0015959],[5.38136,0.00131259],[5.43966,0.00107592],[5.49796,0.000878926],[5.55626,0.000715565],[5.61456,0.00058059],[5.67286,0.000469477],[5.73116,0.00037834]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Gaussian distribution\n",
    "myNormal = ot.Normal(2.0,1.0)\n",
    "graph = myNormal.drawPDF()\n",
    "graph.setTitle('Normal(2,1) distribution')\n",
    "graph.setXTitle('values')\n",
    "graph.setLegends(['pdf'])\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=X0 CDF implementation=class=GraphImplementation name=X0 CDF title=Geometric(0.3) distribution xTitle=values yTitle=CDF axes=ON grid=ON legendposition=topleft legendFontSize=1 drawables=[class=Drawable name=X0 CDF implementation=class=Staircase name=X0 CDF pattern=s derived from class=DrawableImplementation name=X0 CDF legend=cdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=15 dimension=2 data=[[-1,0],[0,0],[1,0.3],[2,0.51],[3,0.657],[4,0.7599],[5,0.83193],[6,0.882351],[7,0.917646],[8,0.942352],[9,0.959646],[10,0.971752],[11,0.980227],[12,0.986159],[12.5,0.986159]] color=red fillStyle=solid lineStyle=solid pointStyle=plus lineWidth=2]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Geometric distribution\n",
    "myGeom = ot.Geometric(0.3)\n",
    "graph = myGeom.drawCDF()\n",
    "graph.setTitle('Geometric(0.3) distribution')\n",
    "graph.setXTitle('values')\n",
    "graph.setLegends(['cdf'])\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=X0 PDF implementation=class=GraphImplementation name=X0 PDF title=Truncated Normal(2,1) distribution to [1.5, 4] xTitle=values yTitle=PDF axes=ON grid=ON legendposition=topright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=pdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=129 dimension=2 data=[[-0.0379849,0],[0.00111898,0],[0.0402228,0],[0.0793266,0],[0.11843,0],[0.157534,0],[0.196638,0],[0.235742,0],[0.274846,0],[0.31395,0],[0.353054,0],[0.392157,0],[0.431261,0],[0.470365,0],[0.509469,0],[0.548573,0],[0.587677,0],[0.62678,0],[0.665884,0],[0.704988,0],[0.744092,0],[0.783196,0],[0.8223,0],[0.861403,0],[0.900507,0],[0.939611,0],[0.978715,0],[1.01782,0],[1.05692,0],[1.09603,0],[1.13513,0],[1.17423,0],[1.21334,0],[1.25244,0],[1.29155,0],[1.33065,0],[1.36975,0],[1.40886,0],[1.44796,0],[1.48706,0],[1.52617,0.533234],[1.56527,0.542791],[1.60438,0.551675],[1.64348,0.559848],[1.68258,0.567274],[1.72169,0.57392],[1.76079,0.579756],[1.7999,0.584757],[1.839,0.588901],[1.8781,0.592167],[1.91721,0.594542],[1.95631,0.596014],[1.99541,0.596577],[2.03452,0.596227],[2.07362,0.594968],[2.11273,0.592804],[2.15183,0.589746],[2.19093,0.585807],[2.23004,0.581005],[2.26914,0.575362],[2.30825,0.568903],[2.34735,0.561658],[2.38645,0.553657],[2.42556,0.544936],[2.46466,0.535533],[2.50376,0.525489],[2.54287,0.514845],[2.58197,0.503645],[2.62108,0.491937],[2.66018,0.479766],[2.69928,0.467182],[2.73839,0.454233],[2.77749,0.440968],[2.8166,0.427436],[2.8557,0.413686],[2.8948,0.399767],[2.93391,0.385726],[2.97301,0.371609],[3.01211,0.357462],[3.05122,0.343329],[3.09032,0.32925],[3.12943,0.315266],[3.16853,0.301415],[3.20763,0.287732],[3.24674,0.27425],[3.28584,0.261001],[3.32495,0.248012],[3.36405,0.23531],[3.40315,0.222917],[3.44226,0.210854],[3.48136,0.199139],[3.52046,0.187788],[3.55957,0.176813],[3.59867,0.166225],[3.63778,0.156032],[3.67688,0.146241],[3.71598,0.136855],[3.75509,0.127875],[3.79419,0.119302],[3.83329,0.111134],[3.8724,0.103366],[3.9115,0.0959951],[3.95061,0.0890133],[3.98971,0.0824131],[4.02881,0],[4.06792,0],[4.10702,0],[4.14613,0],[4.18523,0],[4.22433,0],[4.26344,0],[4.30254,0],[4.34164,0],[4.38075,0],[4.41985,0],[4.45896,0],[4.49806,0],[4.53716,0],[4.57627,0],[4.61537,0],[4.65448,0],[4.69358,0],[4.73268,0],[4.77179,0],[4.81089,0],[4.84999,0],[4.8891,0],[4.9282,0],[4.96731,0]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Truncation\n",
    "myNormal = ot.Normal(2.0,1.0)\n",
    "myTruncNormal = ot.TruncatedDistribution(myNormal, 1.5, 4.0)\n",
    "graph = myTruncNormal.drawPDF()\n",
    "graph.setTitle('Truncated Normal(2,1) distribution to [1.5, 4]')\n",
    "graph.setXTitle('values')\n",
    "graph.setLegends(['pdf'])\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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data=[[1.6082,0.726857],[0.561734,1.37267],[-1.18139,-0.535083],[0.644993,1.57834],[1.81067,2.12443],[0.529474,0.78019],[-1.29006,-1.60178],[-0.311781,-0.103895],[1.99579,1.71296],[0.439794,0.819129],[1.32293,1.52581],[-0.0380766,-0.344489],[1.47362,1.30359],[1.35142,2.35055],[1.07021,0.587346],[0.278467,0.278039],[-0.787964,-0.189556],[2.36783,2.69687],[1.74155,1.56707],[1.53934,1.61145],[1.40772,1.03511],[0.617008,0.241916],[1.25793,2.3876],[0.328709,1.57644],[1.05216,1.51599],[1.71635,1.12691],[1.18436,0.229044],[1.65503,1.84686],[2.73821,1.81534],[1.37792,1.19374],[2.67297,1.715],[0.646448,1.44545],[0.222967,-0.442745],[1.10347,0.547688],[1.9056,1.92536],[0.516358,1.01986],[2.70938,3.00988],[0.493075,-0.402058],[3.24623,3.25274],[0.489236,0.211549],[0.0429278,0.56077],[1.81456,1.21082],[0.888539,1.50752],[0.839375,0.308237],[-0.968692,-0.969515],[1.33875,1.88034],[1.63717,1.45579],[0.144114,1.07806],[0.761747,1.60518],[3.11968,2.15479],[-0.516965,-0.9932],[1.23037,-0.674127],[1.01323,0.256126],[2.02776,1.36235],[1.21751,1.80121],[1.33157,0.972332],[0.534518,0.826865],[0.832274,2.6734],[1.94204,2.12077],[1.61172,0.566874],[-1.4067,-0.5276],[0.34384,0.024105],[1.43818,1.07734],[2.86038,2.62013],[2.72546,2.05433],[0.263251,0.105677],[-1.25867,-1.16478],[0.68532,-0.321387],[0.315266,0.488882],[1.87372,0.821204],[0.681214,1.50286],[0.573274,-0.476786],[0.485609,0.976825],[1.0037,1.44077],[0.752766,1.08973],[0.96639,0.951076],[1.11026,0.862083],[0.904411,0.989002],[0.801246,1.12517],[1.16164,1.36],[1.11647,1.03313],[2.49156,2.92705],[1.52665,1.02716],[0.868772,0.0229349],[2.17414,2.49695],[0.662887,1.07752],[0.417541,-0.299284],[0.500252,-0.332893],[1.48308,1.50947],[0.902748,1.27774],[0.397956,-0.207687],[0.113302,0.205973],[1.44198,1.66508],[-0.514551,-0.617791],[1.66768,0.690635],[0.970467,0.597276],[0.657843,1.95831],[2.1587,1.05266],[0.155633,0.15134],[1.41927,0.833778],[1.85827,1.14268],[0.0831901,0.964485],[1.30192,1.53573],[1.47542,0.907117],[0.330551,0.381684],[0.0284688,-0.489928],[2.4282,1.78902],[-0.732176,0.109255],[4.02799,4.43927],[-0.648267,-0.916495],[1.77312,1.30681],[0.964803,0.707923],[0.740668,0.267283],[-1.53986,-1.06589],[0.978272,1.34215],[1.14687,0.670278],[0.478404,0.937935],[0.529961,-0.679297],[0.567383,0.814556],[0.63201,1.39466],[0.965672,1.24919],[0.377576,-0.472973],[0.456901,0.4038],[1.02088,1.39102],[1.76714,2.14699],[2.48031,2.58085],[2.40895,2.47284],[2.89326,3.02978],[0.0926521,-0.0483799],[0.361566,1.29839],[-1.26608,-0.558927],[0.00385875,-0.449417],[1.11108,1.49546],[-0.0550179,0.153528],[1.56283,1.4325],[1.07021,0.915003],[-0.290308,-0.643431],[-0.711309,0.196948],[0.457681,-0.0333224],[-0.40457,1.04398],[1.77957,2.30674],[1.71115,1.29689],[1.61832,1.92788],[1.66002,1.80757],[0.59227,1.54933],[0.588435,1.00041],[2.45019,1.9638],[-0.397957,0.662325],[0.514741,0.448349],[0.661177,0.254488],[2.73945,2.95312],[2.27511,1.66309],[0.976992,2.09362],[1.35619,0.49436],[-0.194996,-0.222207],[0.173796,-0.110253],[1.43403,0.960702],[0.440098,0.584879],[0.943521,1.40934],[0.336842,0.879661],[1.59104,0.147604],[0.220969,-0.0450767],[0.943304,1.3075],[1.73884,2.02735],[-0.183102,0.565438],[2.03198,1.88827],[1.51551,0.372903],[1.36923,1.69565],[0.48719,0.3031],[2.26264,2.95719],[2.89005,2.74622],[1.23576,1.33558],[1.57169,1.20503],[1.55325,0.126311],[1.42128,1.78928],[0.487581,0.406329],[-0.211032,0.0416625],[-0.165014,0.106622],[1.71761,1.39153],[0.608625,0.841829],[-0.490777,0.444469],[1.37497,1.20069],[1.35787,1.81737],[2.7379,1.9624],[2.70642,2.62232],[0.722405,1.0247],[1.37044,1.40907],[2.43266,1.89645],[0.877132,1.472],[0.588872,0.0828033],[1.5642,0.517359],[1.62489,2.1347],[0.230471,1.3098],[1.3748,1.6035],[1.41977,2.28458],[1.00956,0.777839],[1.1637,1.88462],[1.0062,1.16817],[0.846216,0.634473],[3.09224,3.07882]] color=green fillStyle=solid lineStyle=solid pointStyle=plus lineWidth=1]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# dim 2: Normal\n",
    "mu = [1.0, 1.0]\n",
    "sigma = [1.0, 1.0]\n",
    "R = ot.CorrelationMatrix(2)\n",
    "R[0,1] = 0.8\n",
    "myNormal2d = ot.Normal(mu, sigma, R)\n",
    "graph = myNormal2d.drawPDF()\n",
    "\n",
    "graph.setTitle('Normal 2d distribution')\n",
    "graph.setXTitle('values')\n",
    "graph.setColors(['red'])\n",
    "graph.setLegends(['pdf'])\n",
    "\n",
    "sample = myNormal2d.getSample(200)\n",
    "cloud = ot.Cloud(sample)\n",
    "cloud.setColor('green')\n",
    "graph.add(cloud)\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=[X0,X1] iso-PDF implementation=class=GraphImplementation name=[X0,X1] iso-PDF title=Student 2d distribution xTitle=values yTitle=X1 axes=ON grid=ON legendposition=topright legendFontSize=1 drawables=[class=Drawable name=[X0,X1] iso-PDF implementation=class=Contour name=[X0,X1] iso-PDF x=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=100 dimension=1 data=[[-5],[-4.89899],[-4.79798],[-4.69697],[-4.59596],[-4.49495],[-4.39394],[-4.29293],[-4.19192],[-4.09091],[-3.9899],[-3.88889],[-3.78788],[-3.68687],[-3.58586],[-3.48485],[-3.38384],[-3.28283],[-3.18182],[-3.08081],[-2.9798],[-2.87879],[-2.77778],[-2.67677],[-2.57576],[-2.47475],[-2.37374],[-2.27273],[-2.17172],[-2.07071],[-1.9697],[-1.86869],[-1.76768],[-1.66667],[-1.56566],[-1.46465],[-1.36364],[-1.26263],[-1.16162],[-1.06061],[-0.959596],[-0.858586],[-0.757576],[-0.656566],[-0.555556],[-0.454545],[-0.353535],[-0.252525],[-0.151515],[-0.0505051],[0.0505051],[0.151515],[0.252525],[0.353535],[0.454545],[0.555556],[0.656566],[0.757576],[0.858586],[0.959596],[1.06061],[1.16162],[1.26263],[1.36364],[1.46465],[1.56566],[1.66667],[1.76768],[1.86869],[1.9697],[2.07071],[2.17172],[2.27273],[2.37374],[2.47475],[2.57576],[2.67677],[2.77778],[2.87879],[2.9798],[3.08081],[3.18182],[3.28283],[3.38384],[3.48485],[3.58586],[3.68687],[3.78788],[3.88889],[3.9899],[4.09091],[4.19192],[4.29293],[4.39394],[4.49495],[4.59596],[4.69697],[4.79798],[4.89899],[5]] y=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=100 dimension=1 data=[[-5],[-4.89899],[-4.79798],[-4.69697],[-4.59596],[-4.49495],[-4.39394],[-4.29293],[-4.19192],[-4.09091],[-3.9899],[-3.88889],[-3.78788],[-3.68687],[-3.58586],[-3.48485],[-3.38384],[-3.28283],[-3.18182],[-3.08081],[-2.9798],[-2.87879],[-2.77778],[-2.67677],[-2.57576],[-2.47475],[-2.37374],[-2.27273],[-2.17172],[-2.07071],[-1.9697],[-1.86869],[-1.76768],[-1.66667],[-1.56566],[-1.46465],[-1.36364],[-1.26263],[-1.16162],[-1.06061],[-0.959596],[-0.858586],[-0.757576],[-0.656566],[-0.555556],[-0.454545],[-0.353535],[-0.252525],[-0.151515],[-0.0505051],[0.0505051],[0.151515],[0.252525],[0.353535],[0.454545],[0.555556],[0.656566],[0.757576],[0.858586],[0.959596],[1.06061],[1.16162],[1.26263],[1.36364],[1.46465],[1.56566],[1.66667],[1.76768],[1.86869],[1.9697],[2.07071],[2.17172],[2.27273],[2.37374],[2.47475],[2.57576],[2.67677],[2.77778],[2.87879],[2.9798],[3.08081],[3.18182],[3.28283],[3.38384],[3.48485],[3.58586],[3.68687],[3.78788],[3.88889],[3.9899],[4.09091],[4.19192],[4.29293],[4.39394],[4.49495],[4.59596],[4.69697],[4.79798],[4.89899],[5]] levels=class=Point name=Unnamed dimension=10 values=[0.000553464,0.000848885,0.00109493,0.00137859,0.00181418,0.00250734,0.00370977,0.0061275,0.0127692,0.0442482] labels=[0.000553464,0.000848885,0.00109493,0.00137859,0.00181418,0.00250734,0.00370977,0.0061275,0.0127692,0.0442482] show labels=true derived from class=DrawableImplementation name=[X0,X1] iso-PDF legend=pdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=10000 dimension=1 data=[[0.000326826],[0.000338235],[0.000350029],...,[0.000350029],[0.000338235],[0.000326826]] color=red fillStyle=solid lineStyle=solid pointStyle=plus lineWidth=1]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# dim 2 : Student\n",
    "myStudent = ot.Student(1.5, 4)\n",
    "graph = myStudent.drawMarginal2DPDF(0,1,[-5]*2, [5]*2, [100]*2)\n",
    "graph.setTitle('Student 2d distribution')\n",
    "graph.setXTitle('values')\n",
    "graph.setColors(['red'])\n",
    "graph.setLegends(['pdf'])\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
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data=[[0],[0.010101],[0.020202],[0.030303],[0.040404],[0.0505051],[0.0606061],[0.0707071],[0.0808081],[0.0909091],[0.10101],[0.111111],[0.121212],[0.131313],[0.141414],[0.151515],[0.161616],[0.171717],[0.181818],[0.191919],[0.20202],[0.212121],[0.222222],[0.232323],[0.242424],[0.252525],[0.262626],[0.272727],[0.282828],[0.292929],[0.30303],[0.313131],[0.323232],[0.333333],[0.343434],[0.353535],[0.363636],[0.373737],[0.383838],[0.393939],[0.40404],[0.414141],[0.424242],[0.434343],[0.444444],[0.454545],[0.464646],[0.474747],[0.484848],[0.494949],[0.505051],[0.515152],[0.525253],[0.535354],[0.545455],[0.555556],[0.565657],[0.575758],[0.585859],[0.59596],[0.606061],[0.616162],[0.626263],[0.636364],[0.646465],[0.656566],[0.666667],[0.676768],[0.686869],[0.69697],[0.707071],[0.717172],[0.727273],[0.737374],[0.747475],[0.757576],[0.767677],[0.777778],[0.787879],[0.79798],[0.808081],[0.818182],[0.828283],[0.838384],[0.848485],[0.858586],[0.868687],[0.878788],[0.888889],[0.89899],[0.909091],[0.919192],[0.929293],[0.939394],[0.949495],[0.959596],[0.969697],[0.979798],[0.989899],[1]] levels=class=Point name=Unnamed dimension=6 values=[0,1.01779,1.15216,1.3568,1.72625,2.77526] labels=[0,1.01779,1.15216,1.3568,1.72625,2.77526] show labels=true derived from class=DrawableImplementation name=[X0,X1] iso-PDF legend=pdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=10000 dimension=1 data=[[0],[0],[0],...,[0],[0],[0]] color=red fillStyle=solid lineStyle=solid pointStyle=plus lineWidth=1,class=Drawable name=Unnamed implementation=class=Cloud name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=pdf data=class=Sample name=Dirichlet implementation=class=SampleImplementation name=Dirichlet size=100 dimension=2 description=[X0,X1] data=[[0.000849341,0.576153],[0.585514,0.190635],[0.0949985,0.348931],[0.0232736,0.825358],[0.123147,0.538847],[0.304501,0.0194715],[0.936049,0.046427],[0.113314,0.632718],[0.857913,0.0324752],[0.0683066,0.0736986],[0.549969,0.248883],[0.124489,0.0906874],[0.728502,0.271307],[0.746384,0.144351],[0.0522827,0.341204],[0.00174252,0.270585],[0.662204,0.00341828],[0.41765,0.445878],[0.737394,0.18735],[0.164305,0.199312],[0.51506,0.367267],[0.242896,0.709234],[0.469644,0.116307],[0.130358,0.862478],[0.357955,0.0248236],[0.0803765,0.226926],[0.418083,0.230152],[0.00227906,0.139712],[0.693365,0.292006],[0.0367817,0.634783],[0.015503,0.0267745],[0.293555,0.0732256],[0.643046,0.00181623],[0.155863,0.735808],[0.596277,0.289026],[0.684265,0.0113669],[9.22995e-05,0.647366],[0.853042,0.0050013],[0.0786193,0.142242],[0.0685661,0.610416],[0.633321,0.0192619],[0.0152889,0.0130256],[0.592964,0.191844],[0.121818,0.287556],[0.0192826,0.958294],[0.0488108,0.622542],[0.40277,0.207554],[0.0995683,0.274373],[0.0399929,0.0292144],[0.224959,0.727807],[0.100604,0.141786],[0.676095,0.112509],[0.000498704,0.628561],[0.000178635,0.469024],[0.908978,0.0391929],[0.175659,0.1461],[0.424743,0.0531917],[0.0104791,0.563787],[0.111696,0.758141],[0.000233975,0.0486605],[0.378572,0.490732],[0.234904,0.725935],[0.350129,0.324336],[0.271143,0.710008],[0.0368027,0.432238],[0.161609,0.157671],[0.825354,0.0749191],[0.0638868,0.859554],[0.945355,0.000149569],[0.427564,0.336411],[0.0566087,0.485122],[0.0120414,0.629186],[0.0702846,0.514559],[0.677735,0.259677],[0.78614,0.207361],[0.360562,0.507026],[0.132313,0.0443014],[0.23953,0.726482],[0.703972,0.00333623],[0.00376546,0.0085119],[0.658791,0.0309278],[0.0397328,0.927404],[0.156747,0.421334],[0.0641239,0.758313],[7.22795e-05,0.91057],[0.709842,0.105233],[0.39666,0.0666786],[0.00325359,0.855381],[0.0158885,0.113776],[0.00882384,0.737758],[0.581495,0.405216],[0.188714,0.0851576],[0.555051,0.00482435],[0.688173,0.0788338],[0.404597,0.189605],[0.0129328,0.526807],[0.0746122,0.101439],[0.126848,0.56322],[0.83796,0.157399],[0.169249,0.237332]] color=green fillStyle=solid lineStyle=solid pointStyle=plus lineWidth=1]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Dirichlet\n",
    "myDirichlet = ot.Dirichlet([0.5, 0.6, 0.7])\n",
    "graph = myDirichlet.drawMarginal2DPDF(0,1,[0.0]*2, [1.0]*2, [100]*2)\n",
    "sample = myDirichlet.getSample(100)\n",
    "graph.add(ot.Cloud(sample))\n",
    "graph.setTitle('Dirichlet distribution')\n",
    "graph.setXTitle('values')\n",
    "graph.setLegends(['pdf'])\n",
    "graph.setColors(['red', 'green'])\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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data=[[0.932921,2.5676],[2.29012,2.16321],[-0.829497,2.11408],[-0.32172,1.98463],[0.153151,2.06632],[-0.00130203,1.96682],[0.722203,2.06972],[-0.0287515,1.94419],[-0.246573,1.60179],[0.905172,2.55581],[-0.550784,1.61383],[0.371567,2.01488],[-2.22258,1.13358],[0.0472913,2.25251],[-1.54009,1.33319],[0.981437,2.34679],[0.841945,2.33818],[-0.388429,1.84169],[0.769661,2.24396],[0.00772978,1.94459],[0.357878,2.34064],[2.38164,1.78435],[-0.340308,1.62289],[1.56858,2.56543],[0.738282,1.96944],[1.1786,2.88663],[0.419421,2.0747],[-0.839574,2.38543],[-0.755731,1.40781],[-0.0247067,1.89857],[1.44468,2.05601],[0.62177,2.39746],[0.744162,1.97432],[1.89112,1.99904],[-0.877939,1.73891],[-1.02737,1.60926],[1.05163,2.3395],[-1.3754,1.51381],[0.207394,2.01502],[-2.22816,1.26755],[1.05876,2.96416],[-1.26982,1.81885],[0.158516,2.0456],[0.426581,2.24271],[-0.404352,2.14146],[-0.301033,1.41865],[-2.0161,1.18185],[-1.26425,1.98144],[-0.0167766,2.45496],[-1.48447,1.19879],[-0.97231,1.85414],[-0.287954,1.94026],[-0.0525333,2.87277],[-0.0774123,2.8004],[1.17041,2.96168],[2.26833,2.59348],[0.225296,2.05933],[-0.376027,1.95495],[2.2097,2.22275],[1.44598,1.73525],[-0.165041,2.19097],[-0.247434,1.73797],[-0.799358,2.60449],[-1.20466,1.33677],[1.18116,2.20796],[-0.543587,2.20887],[-0.0918661,1.74392],[-0.871653,1.49981],[1.61496,1.99471],[-0.422773,1.95315],[-0.259208,2.01805],[-0.726156,1.94425],[0.0257583,2.15845],[0.695177,2.72894],[0.0747775,2.13733],[0.106848,2.02836],[0.230894,1.86879],[-0.507311,2.01563],[0.0700141,2.38144],[-0.170043,1.55957],[-1.152,1.71729],[-1.16711,2.0137],[1.02265,2.3121],[1.10966,2.19989],[-1.20993,1.58006],[1.17454,1.83998],[0.379554,1.72824],[0.852862,2.44806],[2.34997,1.87258],[-0.526785,2.01788],[0.743612,1.96548],[1.31878,2.69273],[-0.0027499,2.37965],[1.98121,2.3032],[-0.302702,1.78256],[0.97155,2.3786],[0.586782,2.46522],[-0.00334142,2.92277],[-0.944945,2.41212],[-0.336579,2.28249],[-0.908171,1.61753],[-1.39346,1.80313],[-0.465006,2.04437],[-1.08769,1.80731],[-0.600385,2.08369],[0.0899116,2.1881],[0.280301,2.66769],[-0.513794,1.78694],[-0.980371,1.75035],[0.0383536,2.68664],[2.10772,2.36988],[0.556603,2.04087],[0.826205,2.05465],[0.875324,1.98061],[-0.403091,2.39263],[0.212526,2.12369],[1.90274,2.88122],[1.43996,2.0041],[0.473579,2.10314],[0.145046,1.87928],[-0.743695,2.17164],[-1.46405,1.50259],[-1.48186,1.32165],[1.30608,1.80096],[1.53266,2.13652],[-0.593214,1.96588],[-0.347347,1.74291],[2.3812,1.81271],[0.743254,2.53919],[0.993605,1.95053],[0.327209,2.41367],[-0.879934,1.76827],[-0.805484,1.81354],[0.324541,2.38812],[0.544147,1.84604],[-3.01197,1.0524],[-0.237904,1.81986],[-1.40365,1.38581],[-0.677393,1.6972],[-0.0018425,2.40597],[2.06887,1.67572],[0.0889824,2.17904],[1.40188,2.76706],[-0.70062,1.92183],[-0.823487,2.51634],[0.464024,2.48532],[-0.484638,1.34174],[-0.932204,1.62985],[0.683338,2.66536],[1.41798,2.01756],[0.192353,1.58609],[-0.0476076,1.69822],[0.374497,2.55557],[0.544342,2.28595],[0.400027,2.1922],[1.03197,2.33919],[0.666066,2.49037],[0.0560324,1.66607],[0.555672,2.21523],[0.11853,2.24614],[1.79945,2.26184],[-0.751295,1.88787],[-0.118603,1.59067],[-0.576953,1.66145],[0.0605897,1.92033],[-1.06248,1.48989],[-0.30581,2.36637],[0.698714,2.48641],[-1.25136,1.56406],[-1.12943,1.82143],[-0.0901112,2.10195],[0.422164,1.90255],[-1.13579,1.48392],[-0.892661,2.06658],[1.34173,2.24648],[-0.370771,2.55413],[0.0322725,2.38355],[0.328312,2.737],[-0.205443,1.8528],[0.362806,1.72723],[-1.15821,2.47099],[-0.0768185,2.44857],[0.70326,2.14185],[1.11608,2.26072],[0.0818415,1.64438],[-0.490527,1.82078],[-0.159203,1.76562],[0.0967723,2.06195],[1.29175,1.97945],[0.0251209,2.12913],[-0.805247,1.61563],[-0.582714,1.7953],[-0.795394,2.07895],[0.00856689,1.91028],[-0.0160385,2.13918],[0.251025,2.39026],[-1.05246,1.8848],[-0.784368,1.83232],[1.69158,2.15882],[-0.793949,1.35849]] color=green fillStyle=solid lineStyle=solid pointStyle=plus lineWidth=1]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Composed distribution\n",
    "myMargins = [ot.Normal(), ot.Triangular(1.0, 2.0, 3.0)]\n",
    "myCopula = ot.ClaytonCopula(1.5)\n",
    "myComposedDist = ot.ComposedDistribution(myMargins, myCopula)\n",
    "graph = myComposedDist.drawPDF()\n",
    "graph.setTitle('Composed distribution')\n",
    "graph.setXTitle('values')\n",
    "graph.setLegends(['pdf'])\n",
    "graph.setColors(['red'])\n",
    "sample = myComposedDist.getSample(200)\n",
    "cloud = ot.Cloud(sample)\n",
    "cloud.setColor('green')\n",
    "graph.add(cloud)\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=X0 CDF implementation=class=GraphImplementation name=X0 CDF title=Mixture distribution xTitle=values yTitle=CDF axes=ON grid=ON legendposition=topleft legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=cdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=129 dimension=2 data=[[-2.76023,6.7681e-07],[-2.69234,9.45349e-07],[-2.62445,1.31459e-06],[-2.55656,1.81994e-06],[-2.48867,2.50843e-06],[-2.42078,3.44209e-06],[-2.35289,4.70241e-06],[-2.285,6.39586e-06],[-2.21711,8.66084e-06],[-2.14922,1.16763e-05],[-2.08133,1.56725e-05],[-2.01344,2.09439e-05],[-1.94555,2.78657e-05],[-1.87766,3.69127e-05],[-1.80977,4.86831e-05],[-1.74188,6.39263e-05],[-1.67399,8.35761e-05],[-1.6061,0.00010879],[-1.53821,0.000140995],[-1.47032,0.000181941],[-1.40243,0.000233759],[-1.33454,0.000299037],[-1.26666,0.000380891],[-1.19877,0.000483061],[-1.13088,0.00061],[-1.06299,0.00076699],[-0.995097,0.000960253],[-0.927207,0.00119707],[-0.859317,0.00148594],[-0.791428,0.00183666],[-0.723538,0.00226054],[-0.655648,0.00277046],[-0.587759,0.00338109],[-0.519869,0.00410895],[-0.451979,0.00497255],[-0.38409,0.0059925],[-0.3162,0.00719158],[-0.24831,0.00859475],[-0.18042,0.0102292],[-0.112531,0.0121243],[-0.0446411,0.0143116],[0.0232485,0.023799],[0.0911382,0.0470394],[0.159028,0.0706773],[0.226918,0.0947505],[0.294807,0.119298],[0.362697,0.144358],[0.430587,0.169969],[0.498476,0.19617],[0.566366,0.222997],[0.634256,0.250483],[0.702145,0.278662],[0.770035,0.307559],[0.837925,0.337199],[0.905814,0.3676],[0.973704,0.398774],[1.04159,0.41825],[1.10948,0.430616],[1.17737,0.443752],[1.24526,0.457642],[1.31315,0.472263],[1.38104,0.48758],[1.44893,0.503555],[1.51682,0.520139],[1.58471,0.537276],[1.6526,0.554902],[1.72049,0.572949],[1.78838,0.591341],[1.85627,0.61],[1.92416,0.628841],[1.99205,0.64778],[2.05994,0.666728],[2.12783,0.6856],[2.19572,0.704309],[2.26361,0.722771],[2.3315,0.740906],[2.39939,0.758637],[2.46728,0.775894],[2.53517,0.792613],[2.60306,0.808735],[2.67095,0.824211],[2.73884,0.838998],[2.80673,0.853061],[2.87461,0.866376],[2.9425,0.878923],[3.01039,0.890693],[3.07828,0.901683],[3.14617,0.911897],[3.21406,0.921347],[3.28195,0.930049],[3.34984,0.938027],[3.41773,0.945306],[3.48562,0.951917],[3.55351,0.957895],[3.6214,0.963274],[3.68929,0.968093],[3.75718,0.97239],[3.82507,0.976203],[3.89296,0.979573],[3.96085,0.982536],[4.02874,0.98513],[4.09663,0.987391],[4.16452,0.989351],[4.23241,0.991044],[4.3003,0.992499],[4.36819,0.993744],[4.43608,0.994803],[4.50397,0.995702],[4.57186,0.99646],[4.63975,0.997096],[4.70764,0.997628],[4.77553,0.998071],[4.84342,0.998438],[4.91131,0.99874],[4.97919,0.998988],[5.04708,0.999191],[5.11497,0.999356],[5.18286,0.99949],[5.25075,0.999597],[5.31864,0.999683],[5.38653,0.999752],[5.45442,0.999807],[5.52231,0.99985],[5.5902,0.999884],[5.65809,0.999911],[5.72598,0.999932],[5.79387,0.999948],[5.86176,0.999961],[5.92965,0.99997]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Mixture 1d\n",
    "myMixture = ot.Mixture([ot.Uniform(0,1), ot.Normal(2.0, 1.0)], [0.3, 0.7])\n",
    "graph = myMixture.drawPDF()\n",
    "graph.setTitle('Mixture distribution')\n",
    "graph.setXTitle('values')\n",
    "graph.setLegends(['pdf'])\n",
    "graph = myMixture.drawCDF()\n",
    "graph.setTitle('Mixture distribution')\n",
    "graph.setXTitle('values')\n",
    "graph.setLegends(['cdf'])\n",
    "graph\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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color=green fillStyle=solid lineStyle=solid pointStyle=plus lineWidth=1]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Mixture dim 2\n",
    "mu = [2.0, 2.0]\n",
    "sigma = [1.0, 1.0]\n",
    "R = ot.CorrelationMatrix(2)\n",
    "R[0,1] = 0.8\n",
    "myNormal1 = ot.Normal(mu, sigma, R)\n",
    "R2 = ot.CorrelationMatrix(2)\n",
    "R2[0,1] = -0.8\n",
    "mu2 = [3.0, 3.0]\n",
    "myNormal2 = ot.Normal(mu2, sigma, R2)\n",
    "\n",
    "myMixture = ot.Mixture([myNormal1, myNormal2], [0.3, 0.7])\n",
    "graph = myMixture.drawPDF()\n",
    "graph.setTitle('Mixture distribution')\n",
    "graph.setXTitle('values')\n",
    "graph.setLegends(['pdf'])\n",
    "graph.setColors(['red'])\n",
    "\n",
    "sample = myMixture.getSample(500)\n",
    "cloud = ot.Cloud(sample)\n",
    "cloud.setColor('green')\n",
    "graph.add(cloud)\n",
    "graph\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=[X0,X1] iso-CDF implementation=class=GraphImplementation name=[X0,X1] iso-CDF title=Mixture distribution xTitle=values yTitle=X1 axes=ON grid=ON legendposition=topright legendFontSize=1 drawables=[class=Drawable name=[X0,X1] iso-CDF implementation=class=Contour name=[X0,X1] iso-CDF x=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=129 dimension=1 data=[[-1.42114],[-1.35679],[-1.29245],[-1.2281],[-1.16376],[-1.09941],[-1.03507],[-0.970724],[-0.906379],[-0.842034],[-0.777689],[-0.713345],[-0.649],[-0.584655],[-0.52031],[-0.455965],[-0.39162],[-0.327276],[-0.262931],[-0.198586],[-0.134241],[-0.0698963],[-0.00555144],[0.0587934],[0.123138],[0.187483],[0.251828],[0.316173],[0.380518],[0.444862],[0.509207],[0.573552],[0.637897],[0.702242],[0.766587],[0.830931],[0.895276],[0.959621],[1.02397],[1.08831],[1.15266],[1.217],[1.28135],[1.34569],[1.41003],[1.47438],[1.53872],[1.60307],[1.66741],[1.73176],[1.7961],[1.86045],[1.92479],[1.98914],[2.05348],[2.11783],[2.18217],[2.24652],[2.31086],[2.37521],[2.43955],[2.5039],[2.56824],[2.63259],[2.69693],[2.76128],[2.82562],[2.88997],[2.95431],[3.01866],[3.083],[3.14735],[3.21169],[3.27603],[3.34038],[3.40472],[3.46907],[3.53341],[3.59776],[3.6621],[3.72645],[3.79079],[3.85514],[3.91948],[3.98383],[4.04817],[4.11252],[4.17686],[4.24121],[4.30555],[4.3699],[4.43424],[4.49859],[4.56293],[4.62728],[4.69162],[4.75597],[4.82031],[4.88466],[4.949],[5.01335],[5.07769],[5.14204],[5.20638],[5.27072],[5.33507],[5.39941],[5.46376],[5.5281],[5.59245],[5.65679],[5.72114],[5.78548],[5.84983],[5.91417],[5.97852],[6.04286],[6.10721],[6.17155],[6.2359],[6.30024],[6.36459],[6.42893],[6.49328],[6.55762],[6.62197],[6.68631],[6.75066],[6.815]] y=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=129 dimension=1 data=[[-1.42114],[-1.35679],[-1.29245],[-1.2281],[-1.16376],[-1.09941],[-1.03507],[-0.970724],[-0.906379],[-0.842034],[-0.777689],[-0.713345],[-0.649],[-0.584655],[-0.52031],[-0.455965],[-0.39162],[-0.327276],[-0.262931],[-0.198586],[-0.134241],[-0.0698963],[-0.00555144],[0.0587934],[0.123138],[0.187483],[0.251828],[0.316173],[0.380518],[0.444862],[0.509207],[0.573552],[0.637897],[0.702242],[0.766587],[0.830931],[0.895276],[0.959621],[1.02397],[1.08831],[1.15266],[1.217],[1.28135],[1.34569],[1.41003],[1.47438],[1.53872],[1.60307],[1.66741],[1.73176],[1.7961],[1.86045],[1.92479],[1.98914],[2.05348],[2.11783],[2.18217],[2.24652],[2.31086],[2.37521],[2.43955],[2.5039],[2.56824],[2.63259],[2.69693],[2.76128],[2.82562],[2.88997],[2.95431],[3.01866],[3.083],[3.14735],[3.21169],[3.27603],[3.34038],[3.40472],[3.46907],[3.53341],[3.59776],[3.6621],[3.72645],[3.79079],[3.85514],[3.91948],[3.98383],[4.04817],[4.11252],[4.17686],[4.24121],[4.30555],[4.3699],[4.43424],[4.49859],[4.56293],[4.62728],[4.69162],[4.75597],[4.82031],[4.88466],[4.949],[5.01335],[5.07769],[5.14204],[5.20638],[5.27072],[5.33507],[5.39941],[5.46376],[5.5281],[5.59245],[5.65679],[5.72114],[5.78548],[5.84983],[5.91417],[5.97852],[6.04286],[6.10721],[6.17155],[6.2359],[6.30024],[6.36459],[6.42893],[6.49328],[6.55762],[6.62197],[6.68631],[6.75066],[6.815]] levels=class=Point name=Unnamed dimension=10 values=[0.000151899,0.000674155,0.00270869,0.00933209,0.0291566,0.0776584,0.18288,0.424449,0.772399,0.980746] labels=[0.000151899,0.000674155,0.00270869,0.00933209,0.0291566,0.0776584,0.18288,0.424449,0.772399,0.980746] show labels=true derived from class=DrawableImplementation name=[X0,X1] iso-CDF legend=cdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=16641 dimension=1 data=[[2.07456e-05],[2.36676e-05],[2.67992e-05],...,[0.999872],[0.99989],[0.999904]] color=red fillStyle=solid lineStyle=solid pointStyle=plus lineWidth=1]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "graph = myMixture.drawCDF()\n",
    "graph.setTitle('Mixture distribution')\n",
    "graph.setXTitle('values')\n",
    "graph.setColors(['red'])\n",
    "graph.setLegends(['cdf'])\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=X0 PDF implementation=class=GraphImplementation name=X0 PDF title=Product distribution xTitle=values yTitle=PDF axes=ON grid=ON legendposition=topright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=pdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=129 dimension=2 data=[[-7.41636,0],[-7.30048,0],[-7.1846,0],[-7.06872,0],[-6.95284,0],[-6.83696,0],[-6.72107,0],[-6.60519,0],[-6.48931,0],[-6.37343,0],[-6.25755,0],[-6.14167,0],[-6.02579,0],[-5.90991,0],[-5.79403,0],[-5.67815,0],[-5.56227,0],[-5.44639,0],[-5.33051,0],[-5.21463,0],[-5.09875,0],[-4.98287,0],[-4.86698,0],[-4.7511,0],[-4.63522,0],[-4.51934,0],[-4.40346,0],[-4.28758,0],[-4.1717,0],[-4.05582,0],[-3.93994,0.000227731],[-3.82406,0.00199336],[-3.70818,0.00559638],[-3.5923,0.0111535],[-3.47642,0.0187928],[-3.36054,0.0286556],[-3.24466,0.040898],[-3.12878,0.055693],[-3.0129,0.0732333],[-2.89701,0.0919253],[-2.78113,0.109044],[-2.66525,0.124424],[-2.54937,0.137913],[-2.43349,0.149333],[-2.31761,0.158483],[-2.20173,0.16513],[-2.08585,0.169003],[-1.96997,0.169899],[-1.85409,0.169899],[-1.73821,0.169899],[-1.62233,0.169899],[-1.50645,0.169899],[-1.39057,0.169899],[-1.27469,0.169899],[-1.15881,0.169899],[-1.04293,0.169899],[-0.927045,0.169899],[-0.811164,0.169899],[-0.695284,0.169899],[-0.579403,0.169899],[-0.463522,0.169899],[-0.347642,0.169899],[-0.231761,0.169899],[-0.115881,0.169899],[-3.55271e-15,0],[0.115881,0.169899],[0.231761,0.169899],[0.347642,0.169899],[0.463522,0.169899],[0.579403,0.169899],[0.695284,0.169899],[0.811164,0.169899],[0.927045,0.169899],[1.04293,0.169899],[1.15881,0.169899],[1.27469,0.169899],[1.39057,0.169899],[1.50645,0.169899],[1.62233,0.169899],[1.73821,0.169899],[1.85409,0.169899],[1.96997,0.169899],[2.08585,0.169003],[2.20173,0.16513],[2.31761,0.158483],[2.43349,0.149333],[2.54937,0.137913],[2.66525,0.124424],[2.78113,0.109044],[2.89701,0.0919253],[3.0129,0.0732333],[3.12878,0.055693],[3.24466,0.040898],[3.36054,0.0286556],[3.47642,0.0187928],[3.5923,0.0111535],[3.70818,0.00559638],[3.82406,0.00199336],[3.93994,0.000227731],[4.05582,0],[4.1717,0],[4.28758,0],[4.40346,0],[4.51934,0],[4.63522,0],[4.7511,0],[4.86698,0],[4.98287,0],[5.09875,0],[5.21463,0],[5.33051,0],[5.44639,0],[5.56227,0],[5.67815,0],[5.79403,0],[5.90991,0],[6.02579,0],[6.14167,0],[6.25755,0],[6.37343,0],[6.48931,0],[6.60519,0],[6.72107,0],[6.83696,0],[6.95284,0],[7.06872,0],[7.1846,0],[7.30048,0],[7.41636,0]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# product of distributions\n",
    "#myProduct = ot.ProductDistribution(ot.Beta(0.5, 0.6, 0.0, 1.0), ot.Triangular(2.0, 3.0, 4.0))\n",
    "myProduct = ot.ProductDistribution(ot.Uniform(-1.0,1.0), ot.Triangular(2.0, 3.0, 4.0))\n",
    "graph = myProduct.drawPDF()\n",
    "graph.setTitle('Product distribution')\n",
    "graph.setXTitle('values')\n",
    "graph.setColors(['red'])\n",
    "graph.setLegends(['pdf'])\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=X0 PDF implementation=class=GraphImplementation name=X0 PDF title=Maximum distribution xTitle=values yTitle=PDF axes=ON grid=ON legendposition=topright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=pdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=129 dimension=2 data=[[0.161357,0],[0.183277,0],[0.205197,0],[0.227117,0],[0.249037,0],[0.270957,0],[0.292877,0],[0.314797,0],[0.336717,0],[0.358637,0],[0.380557,0],[0.402477,0],[0.424397,0],[0.446317,0],[0.468237,0],[0.490157,0],[0.512077,0.00162083],[0.533997,0.00515584],[0.555917,0.00950959],[0.577837,0.0147453],[0.599758,0.0209261],[0.621678,0.0281153],[0.643598,0.0363759],[0.665518,0.0457713],[0.687438,0.0563646],[0.709358,0.068219],[0.731278,0.0813977],[0.753198,0.0959638],[0.775118,0.111981],[0.797038,0.129511],[0.818958,0.148619],[0.840878,0.169367],[0.862798,0.191819],[0.884718,0.216037],[0.906638,0.242085],[0.928558,0.270026],[0.950478,0.299923],[0.972398,0.33184],[0.994318,0.365839],[1.01624,0.397521],[1.03816,0.428504],[1.06008,0.460098],[1.082,0.492239],[1.10392,0.524865],[1.12584,0.557912],[1.14776,0.591316],[1.16968,0.625016],[1.1916,0.658947],[1.21352,0.693046],[1.23544,0.727251],[1.25736,0.761497],[1.27928,0.795723],[1.3012,0.829864],[1.32312,0.863857],[1.34504,0.89764],[1.36696,0.931148],[1.38888,0.96432],[1.4108,0.997091],[1.43272,1.0294],[1.45464,1.06118],[1.47656,1.09237],[1.49848,1.12291],[1.5204,1.11642],[1.54232,1.10518],[1.56424,1.09189],[1.58616,1.07663],[1.60808,1.05945],[1.63,1.04042],[1.65192,1.01961],[1.67384,0.997068],[1.69576,0.972868],[1.71768,0.94707],[1.7396,0.919737],[1.76152,0.890933],[1.78344,0.860721],[1.80536,0.829163],[1.82728,0.796324],[1.8492,0.762266],[1.87112,0.727052],[1.89304,0.690747],[1.91496,0.653412],[1.93688,0.615111],[1.9588,0.575907],[1.98072,0.535864],[2.00264,0],[2.02456,0],[2.04648,0],[2.0684,0],[2.09032,0],[2.11224,0],[2.13416,0],[2.15608,0],[2.178,0],[2.19992,0],[2.22184,0],[2.24376,0],[2.26568,0],[2.2876,0],[2.30952,0],[2.33144,0],[2.35336,0],[2.37528,0],[2.3972,0],[2.41912,0],[2.44104,0],[2.46296,0],[2.48488,0],[2.5068,0],[2.52872,0],[2.55064,0],[2.57256,0],[2.59448,0],[2.6164,0],[2.63832,0],[2.66024,0],[2.68216,0],[2.70408,0],[2.726,0],[2.74792,0],[2.76984,0],[2.79176,0],[2.81368,0],[2.8356,0],[2.85752,0],[2.87944,0],[2.90136,0],[2.92328,0],[2.9452,0],[2.96712,0]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Maximum of distributions\n",
    "myMax = ot.MaximumDistribution([ot.Triangular(0.0, 1.0, 2.0), ot.Triangular(0.5, 1.5, 2.5)])\n",
    "graph = myMax.drawPDF()\n",
    "graph.setTitle('Maximum distribution')\n",
    "graph.setXTitle('values')\n",
    "graph.setColors(['red'])\n",
    "graph.setLegends(['pdf'])\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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color=green fillStyle=solid lineStyle=solid pointStyle=plus lineWidth=1]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Ordinal sum of copulas\n",
    "myCop1 = ot.GumbelCopula(2)\n",
    "myCop2 = ot.NormalCopula(2)\n",
    "alpha = 0.3\n",
    "myOrdSumCop = ot.OrdinalSumCopula([myCop1, myCop2], [alpha])\n",
    "graph = myOrdSumCop.drawPDF()\n",
    "graph.setTitle('Ordinal Sum of Copula')\n",
    "graph.setXTitle('u1')\n",
    "graph.setYTitle('u2')\n",
    "graph.setLegends(['iso-pdf'])\n",
    "graph.setColors(['red'])\n",
    "graph.setLegendPosition('bottomright')\n",
    "\n",
    "sample = myOrdSumCop.getSample(100)\n",
    "cloud = ot.Cloud(sample)\n",
    "cloud.setColor('green')\n",
    "graph.add(cloud)\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "graph = myOrdSumCop.drawCDF()\n",
    "graph.setTitle('Ordinal Sum of Copula')\n",
    "graph.setXTitle('u1')\n",
    "graph.setYTitle('u2')\n",
    "graph.setColors(['red'])\n",
    "graph.setLegends(['iso-cdf'])\n",
    "graph.setLegendPosition('bottomright')\n",
    "#graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=Sample from Ordinal Sum of Copula implementation=class=GraphImplementation name=Sample from Ordinal Sum of Copula title=Sample from Ordinal Sum of Copula xTitle=u1 yTitle=u2 axes=ON grid=ON legendposition=bottomright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Cloud name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=sample data=class=Sample name=OrdinalSumCopula implementation=class=SampleImplementation name=OrdinalSumCopula size=5000 dimension=2 description=[X0,X1] data=[[0.396352,0.601343],[0.58105,0.485897],[0.904186,0.338455],...,[0.43802,0.304049],[0.283128,0.292669],[0.848675,0.636676]] color=green fillStyle=solid lineStyle=solid pointStyle=plus lineWidth=1]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample = myOrdSumCop.getSample(5000)\n",
    "graph = ot.Graph('Sample from Ordinal Sum of Copula', 'u1', 'u2', True, 'bottomright')\n",
    "graph.add(ot.Cloud(sample))\n",
    "graph.setColors(['green'])\n",
    "graph.setLegends(['sample'])\n",
    "graph.setLegendPosition('bottomright')\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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color=green fillStyle=solid lineStyle=solid pointStyle=plus lineWidth=1]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Maximum entropy order statistics distribution\n",
    "\n",
    "myDist = [ot.Beta(1.5, 3.2, 0.0, 1.0),  ot.Beta(2.0, 4.3, 0.5, 1.2)]\n",
    "myOrderStatDist = ot.MaximumEntropyOrderStatisticsDistribution(myDist)\n",
    "graph = myOrderStatDist.drawPDF()\n",
    "graph.setTitle('Max Entropy Order Statistics Distribution')\n",
    "graph.setXTitle('u1')\n",
    "graph.setYTitle('u2')\n",
    "graph.setColors(['red'])\n",
    "graph.setLegends(['iso-pdf'])\n",
    "graph.setLegendPosition('bottomright')\n",
    "\n",
    "sample = myOrderStatDist.getSample(500)\n",
    "cloud = ot.Cloud(sample)\n",
    "cloud.setColor('green')\n",
    "graph.add(cloud)\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=[X0,X1] iso-PDF implementation=class=GraphImplementation name=[X0,X1] iso-PDF title=Max Entropy Order Statistics Copula xTitle=u1 yTitle=u2 axes=ON grid=ON legendposition=bottomright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=iso-pdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=5 dimension=2 data=[[0,0],[1,0],[1,1],[0,1],[0,0]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=1,class=Drawable name=[X0,X1] iso-PDF implementation=class=Contour name=[X0,X1] iso-PDF x=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=129 dimension=1 data=[[0],[0.0078125],[0.015625],[0.0234375],[0.03125],[0.0390625],[0.046875],[0.0546875],[0.0625],[0.0703125],[0.078125],[0.0859375],[0.09375],[0.101562],[0.109375],[0.117188],[0.125],[0.132812],[0.140625],[0.148438],[0.15625],[0.164062],[0.171875],[0.179688],[0.1875],[0.195312],[0.203125],[0.210938],[0.21875],[0.226562],[0.234375],[0.242188],[0.25],[0.257812],[0.265625],[0.273438],[0.28125],[0.289062],[0.296875],[0.304688],[0.3125],[0.320312],[0.328125],[0.335938],[0.34375],[0.351562],[0.359375],[0.367188],[0.375],[0.382812],[0.390625],[0.398438],[0.40625],[0.414062],[0.421875],[0.429688],[0.4375],[0.445312],[0.453125],[0.460938],[0.46875],[0.476562],[0.484375],[0.492188],[0.5],[0.507812],[0.515625],[0.523438],[0.53125],[0.539062],[0.546875],[0.554688],[0.5625],[0.570312],[0.578125],[0.585938],[0.59375],[0.601562],[0.609375],[0.617188],[0.625],[0.632812],[0.640625],[0.648438],[0.65625],[0.664062],[0.671875],[0.679688],[0.6875],[0.695312],[0.703125],[0.710938],[0.71875],[0.726562],[0.734375],[0.742188],[0.75],[0.757812],[0.765625],[0.773438],[0.78125],[0.789062],[0.796875],[0.804688],[0.8125],[0.820312],[0.828125],[0.835938],[0.84375],[0.851562],[0.859375],[0.867188],[0.875],[0.882812],[0.890625],[0.898438],[0.90625],[0.914062],[0.921875],[0.929688],[0.9375],[0.945312],[0.953125],[0.960938],[0.96875],[0.976562],[0.984375],[0.992188],[1]] y=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=129 dimension=1 data=[[0],[0.0078125],[0.015625],[0.0234375],[0.03125],[0.0390625],[0.046875],[0.0546875],[0.0625],[0.0703125],[0.078125],[0.0859375],[0.09375],[0.101562],[0.109375],[0.117188],[0.125],[0.132812],[0.140625],[0.148438],[0.15625],[0.164062],[0.171875],[0.179688],[0.1875],[0.195312],[0.203125],[0.210938],[0.21875],[0.226562],[0.234375],[0.242188],[0.25],[0.257812],[0.265625],[0.273438],[0.28125],[0.289062],[0.296875],[0.304688],[0.3125],[0.320312],[0.328125],[0.335938],[0.34375],[0.351562],[0.359375],[0.367188],[0.375],[0.382812],[0.390625],[0.398438],[0.40625],[0.414062],[0.421875],[0.429688],[0.4375],[0.445312],[0.453125],[0.460938],[0.46875],[0.476562],[0.484375],[0.492188],[0.5],[0.507812],[0.515625],[0.523438],[0.53125],[0.539062],[0.546875],[0.554688],[0.5625],[0.570312],[0.578125],[0.585938],[0.59375],[0.601562],[0.609375],[0.617188],[0.625],[0.632812],[0.640625],[0.648438],[0.65625],[0.664062],[0.671875],[0.679688],[0.6875],[0.695312],[0.703125],[0.710938],[0.71875],[0.726562],[0.734375],[0.742188],[0.75],[0.757812],[0.765625],[0.773438],[0.78125],[0.789062],[0.796875],[0.804688],[0.8125],[0.820312],[0.828125],[0.835938],[0.84375],[0.851562],[0.859375],[0.867188],[0.875],[0.882812],[0.890625],[0.898438],[0.90625],[0.914062],[0.921875],[0.929688],[0.9375],[0.945312],[0.953125],[0.960938],[0.96875],[0.976562],[0.984375],[0.992188],[1]] levels=class=Point name=Unnamed dimension=10 values=[0,0.701147,0.71454,0.804454,0.906563,1.01435,1.12739,1.26238,1.42597,1.74937] labels=[0,0.701147,0.71454,0.804454,0.906563,1.01435,1.12739,1.26238,1.42597,1.74937] show labels=true derived from class=DrawableImplementation name=[X0,X1] iso-PDF legend=iso-pdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=16641 dimension=1 data=[[0],[0],[0],...,[0],[0],[0]] color=red fillStyle=solid lineStyle=solid pointStyle=plus lineWidth=1]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# the associated copula\n",
    "cop = myOrderStatDist.getCopula()\n",
    "graph = cop.drawPDF()\n",
    "graph.setTitle('Max Entropy Order Statistics Copula')\n",
    "graph.setXTitle('u1')\n",
    "graph.setYTitle('u2')\n",
    "graph.setColors(['red'])\n",
    "graph.setLegends(['iso-pdf'])\n",
    "graph.setLegendPosition('bottomright')\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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color=green fillStyle=solid lineStyle=solid pointStyle=plus lineWidth=1]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ComposedCopula\n",
    "\n",
    "myColl = [ot.ClaytonCopula(0.3), ot.NormalCopula(3)]\n",
    "myMergedCop = ot.ComposedCopula(myColl)\n",
    "\n",
    "graph = myMergedCop.drawMarginal2DPDF(0,1,[0.0]*2, [1.0]*2, [100]*2)\n",
    "graph.setTitle('Merge of Independent Copulas')\n",
    "graph.setXTitle('u1')\n",
    "graph.setYTitle('u2')\n",
    "graph.setColors(['red'])\n",
    "graph.setLegends(['iso-pdf'])\n",
    "graph.setLegendPosition('bottomright')\n",
    "\n",
    "sample = myMergedCop.getSample(200)\n",
    "sample01 = sample.getMarginal([0,1])\n",
    "cloud = ot.Cloud(sample01)\n",
    "cloud.setColor('green')\n",
    "graph.add(cloud)\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=Unnamed implementation=class=GraphImplementation name=Unnamed title=Pairs from Merged Copula xTitle= yTitle= axes=OFF grid=OFF legendposition= legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Pairs name=Unnamed data=class=Sample name=ComposedCopula implementation=class=SampleImplementation name=ComposedCopula size=200 dimension=5 description=[u1,u2,u3,u4,u5] 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derived from class=DrawableImplementation name=Unnamed legend= data=class=Sample name=ComposedCopula implementation=class=SampleImplementation name=ComposedCopula size=200 dimension=5 description=[u1,u2,u3,u4,u5] 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color=green fillStyle=solid lineStyle=solid pointStyle=plus lineWidth=1]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample.setDescription(['u'+str(i+1) for i in range(5)])\n",
    "graph = ot.Graph('Pairs from Merged Copula')\n",
    "\n",
    "graph = ot.VisualTest.DrawPairs(sample)\n",
    "#graph.setColors(['green'])\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=[X0,X1] iso-CDF implementation=class=GraphImplementation name=[X0,X1] iso-CDF title=Merge of Independent Copulas xTitle=u1 yTitle=u2 axes=ON grid=ON legendposition=bottomright legendFontSize=1 drawables=[class=Drawable name=[X0,X1] iso-CDF implementation=class=Contour name=[X0,X1] iso-CDF x=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=100 dimension=1 data=[[0],[0.010101],[0.020202],[0.030303],[0.040404],[0.0505051],[0.0606061],[0.0707071],[0.0808081],[0.0909091],[0.10101],[0.111111],[0.121212],[0.131313],[0.141414],[0.151515],[0.161616],[0.171717],[0.181818],[0.191919],[0.20202],[0.212121],[0.222222],[0.232323],[0.242424],[0.252525],[0.262626],[0.272727],[0.282828],[0.292929],[0.30303],[0.313131],[0.323232],[0.333333],[0.343434],[0.353535],[0.363636],[0.373737],[0.383838],[0.393939],[0.40404],[0.414141],[0.424242],[0.434343],[0.444444],[0.454545],[0.464646],[0.474747],[0.484848],[0.494949],[0.505051],[0.515152],[0.525253],[0.535354],[0.545455],[0.555556],[0.565657],[0.575758],[0.585859],[0.59596],[0.606061],[0.616162],[0.626263],[0.636364],[0.646465],[0.656566],[0.666667],[0.676768],[0.686869],[0.69697],[0.707071],[0.717172],[0.727273],[0.737374],[0.747475],[0.757576],[0.767677],[0.777778],[0.787879],[0.79798],[0.808081],[0.818182],[0.828283],[0.838384],[0.848485],[0.858586],[0.868687],[0.878788],[0.888889],[0.89899],[0.909091],[0.919192],[0.929293],[0.939394],[0.949495],[0.959596],[0.969697],[0.979798],[0.989899],[1]] y=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=100 dimension=1 data=[[0],[0.010101],[0.020202],[0.030303],[0.040404],[0.0505051],[0.0606061],[0.0707071],[0.0808081],[0.0909091],[0.10101],[0.111111],[0.121212],[0.131313],[0.141414],[0.151515],[0.161616],[0.171717],[0.181818],[0.191919],[0.20202],[0.212121],[0.222222],[0.232323],[0.242424],[0.252525],[0.262626],[0.272727],[0.282828],[0.292929],[0.30303],[0.313131],[0.323232],[0.333333],[0.343434],[0.353535],[0.363636],[0.373737],[0.383838],[0.393939],[0.40404],[0.414141],[0.424242],[0.434343],[0.444444],[0.454545],[0.464646],[0.474747],[0.484848],[0.494949],[0.505051],[0.515152],[0.525253],[0.535354],[0.545455],[0.555556],[0.565657],[0.575758],[0.585859],[0.59596],[0.606061],[0.616162],[0.626263],[0.636364],[0.646465],[0.656566],[0.666667],[0.676768],[0.686869],[0.69697],[0.707071],[0.717172],[0.727273],[0.737374],[0.747475],[0.757576],[0.767677],[0.777778],[0.787879],[0.79798],[0.808081],[0.818182],[0.828283],[0.838384],[0.848485],[0.858586],[0.868687],[0.878788],[0.888889],[0.89899],[0.909091],[0.919192],[0.929293],[0.939394],[0.949495],[0.959596],[0.969697],[0.979798],[0.989899],[1]] levels=class=Point name=Unnamed dimension=10 values=[0.0138014,0.0476495,0.0857935,0.129252,0.179677,0.23921,0.310454,0.399666,0.517709,0.710138] labels=[0.0138014,0.0476495,0.0857935,0.129252,0.179677,0.23921,0.310454,0.399666,0.517709,0.710138] show labels=true derived from class=DrawableImplementation name=[X0,X1] iso-CDF legend=iso-cdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=10000 dimension=1 data=[[0],[0],[0],...,[0.979798],[0.989899],[1]] color=red fillStyle=solid lineStyle=solid pointStyle=plus lineWidth=1]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "graph = myMergedCop.drawMarginal2DCDF(0,1,[0.0]*2, [1.0]*2, [100]*2)\n",
    "graph.setTitle('Merge of Independent Copulas')\n",
    "graph.setXTitle('u1')\n",
    "graph.setYTitle('u2')\n",
    "graph.setColors(['red'])\n",
    "graph.setLegends(['iso-cdf'])\n",
    "graph.setLegendPosition('bottomright')\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=X0 PDF implementation=class=GraphImplementation name=X0 PDF title=Transformed Distribution xTitle=u1 yTitle=pdf axes=ON grid=ON legendposition=topright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=pdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=1024 dimension=2 data=[[-34.4053,0.000317906],[-34.3381,0.000264225],[-34.2708,0.000232408],...,[34.2708,0.000232408],[34.3381,0.000264225],[34.4053,0.000317906]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# CompositeDistribution\n",
    "\n",
    "distX = ot.Normal(0.0, 10.0)\n",
    "myFunc = ot.SymbolicFunction(['x'], ['x+sin(x)'])\n",
    "distFin = ot.CompositeDistribution(myFunc, distX)\n",
    "\n",
    "graph = distFin.drawPDF(1024)\n",
    "graph.setTitle('Transformed Distribution')\n",
    "graph.setXTitle('u1')\n",
    "graph.setYTitle('pdf')\n",
    "graph.setColors(['red'])\n",
    "graph.setLegends(['pdf'])\n",
    "graph.setLegendPosition('topright')\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=X0 CDF implementation=class=GraphImplementation name=X0 CDF title=Transformed Distribution xTitle=u1 yTitle=cdf axes=ON grid=ON legendposition=bottomright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=pdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=1024 dimension=2 data=[[-34.4053,0.000393752],[-34.3381,0.000413148],[-34.2708,0.000429772],...,[34.2708,0.99957],[34.3381,0.999587],[34.4053,0.999606]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "graph = distFin.drawCDF(1024)\n",
    "graph.setTitle('Transformed Distribution')\n",
    "graph.setXTitle('u1')\n",
    "graph.setYTitle('cdf')\n",
    "graph.setColors(['red'])\n",
    "graph.setLegends(['pdf'])\n",
    "graph.setLegendPosition('bottomright')\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=X0 PDF implementation=class=GraphImplementation name=X0 PDF title=Transformed Distribution xTitle=u1 yTitle=pdf axes=ON grid=ON legendposition=topright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=pdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=1024 dimension=2 data=[[-14.3642,0],[-14.3202,0],[-14.2762,0],...,[30.5627,0.00074751],[30.6067,0.000737517],[30.6507,0.000727644]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "distFin = distX.abs()\n",
    "graph = distFin.drawPDF(1024)\n",
    "graph.setTitle('Transformed Distribution')\n",
    "graph.setXTitle('u1')\n",
    "graph.setYTitle('pdf')\n",
    "graph.setColors(['red'])\n",
    "graph.setLegends(['pdf'])\n",
    "graph.setLegendPosition('topright')\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=X0 CDF implementation=class=GraphImplementation name=X0 CDF title=Transformed Distribution xTitle=u1 yTitle=pdf axes=ON grid=ON legendposition=topright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=cdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=1024 dimension=2 data=[[-14.3642,0],[-14.3202,0],[-14.2762,0],...,[30.5627,0.997759],[30.6067,0.997792],[30.6507,0.997824]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "graph = distFin.drawCDF(1024)\n",
    "graph.setTitle('Transformed Distribution')\n",
    "graph.setXTitle('u1')\n",
    "graph.setYTitle('pdf')\n",
    "graph.setColors(['red'])\n",
    "graph.setLegends(['cdf'])\n",
    "graph.setLegendPosition('topright')\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=sample histogram implementation=class=GraphImplementation name=sample histogram title=Distribution fitting xTitle=values yTitle=pdf axes=ON grid=ON legendposition=topright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=data data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=76 dimension=2 data=[[-3.12732,0],[-2.96104,0],[-2.96104,0],[-2.96104,0.00300702],[-2.62849,0.00300702],[-2.62849,0],[-2.62849,0],[-2.62849,0.0180421],[-2.29593,0.0180421],[-2.29593,0],[-2.29593,0],[-2.29593,0.0481123],[-1.96338,0.0481123],[-1.96338,0],[-1.96338,0],[-1.96338,0.0541263],[-1.63082,0.0541263],[-1.63082,0],[-1.63082,0],[-1.63082,0.165386],[-1.29827,0.165386],[-1.29827,0],[-1.29827,0],[-1.29827,0.228533],[-0.965712,0.228533],[-0.965712,0],[-0.965712,0],[-0.965712,0.264618],[-0.633157,0.264618],[-0.633157,0],[-0.633157,0],[-0.633157,0.363849],[-0.300602,0.363849],[-0.300602,0],[-0.300602,0],[-0.300602,0.37287],[0.0319537,0.37287],[0.0319537,0],[0.0319537,0],[0.0319537,0.390912],[0.364509,0.390912],[0.364509,0],[0.364509,0],[0.364509,0.360842],[0.697064,0.360842],[0.697064,0],[0.697064,0],[0.697064,0.261611],[1.02962,0.261611],[1.02962,0],[1.02962,0],[1.02962,0.204477],[1.36217,0.204477],[1.36217,0],[1.36217,0],[1.36217,0.126295],[1.69473,0.126295],[1.69473,0],[1.69473,0],[1.69473,0.0721684],[2.02729,0.0721684],[2.02729,0],[2.02729,0],[2.02729,0.0451053],[2.35984,0.0451053],[2.35984,0],[2.35984,0],[2.35984,0.0180421],[2.6924,0.0180421],[2.6924,0],[2.6924,0],[2.6924,0.00902106],[3.02495,0.00902106],[3.02495,0],[3.02495,0],[3.19123,0]] color=blue fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2,class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=Normal model data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=129 dimension=2 data=[[-3.67478,0.000382555],[-3.61713,0.000474707],[-3.55947,0.000587058],[-3.50181,0.000723537],[-3.44416,0.000888718],[-3.3865,0.00108791],[-3.32884,0.00132722],[-3.27118,0.00161368],[-3.21353,0.00195531],[-3.15587,0.00236123],[-3.09821,0.00284175],[-3.04056,0.00340845],[-2.9829,0.00407428],[-2.92524,0.00485366],[-2.86759,0.00576252],[-2.80993,0.00681834],[-2.75227,0.00804023],[-2.69461,0.00944894],[-2.63696,0.0110668],[-2.5793,0.0129176],[-2.52164,0.0150269],[-2.46399,0.0174212],[-2.40633,0.0201285],[-2.34867,0.0231777],[-2.29102,0.0265982],[-2.23336,0.0304198],[-2.1757,0.0346726],[-2.11804,0.0393858],[-2.06039,0.0445879],[-2.00273,0.0503058],[-1.94507,0.0565644],[-1.88742,0.0633858],[-1.82976,0.0707888],[-1.7721,0.0787883],[-1.71444,0.0873941],[-1.65679,0.0966111],[-1.59913,0.106438],[-1.54147,0.116866],[-1.48382,0.12788],[-1.42616,0.139458],[-1.3685,0.151568],[-1.31085,0.164171],[-1.25319,0.177218],[-1.19553,0.190653],[-1.13787,0.204411],[-1.08022,0.218418],[-1.02256,0.232592],[-0.964904,0.246847],[-0.907247,0.261085],[-0.84959,0.275209],[-0.791933,0.289111],[-0.734276,0.302686],[-0.676619,0.315823],[-0.618961,0.328412],[-0.561304,0.340343],[-0.503647,0.351512],[-0.44599,0.361815],[-0.388333,0.371157],[-0.330676,0.379448],[-0.273019,0.386608],[-0.215362,0.392566],[-0.157705,0.397264],[-0.100048,0.400654],[-0.0423912,0.402702],[0.0152658,0.403387],[0.0729228,0.402702],[0.13058,0.400654],[0.188237,0.397264],[0.245894,0.392566],[0.303551,0.386608],[0.361208,0.379448],[0.418865,0.371157],[0.476522,0.361815],[0.534179,0.351512],[0.591836,0.340343],[0.649493,0.328412],[0.70715,0.315823],[0.764807,0.302686],[0.822464,0.289111],[0.880121,0.275209],[0.937778,0.261085],[0.995435,0.246847],[1.05309,0.232592],[1.11075,0.218418],[1.16841,0.204411],[1.22606,0.190653],[1.28372,0.177218],[1.34138,0.164171],[1.39903,0.151568],[1.45669,0.139458],[1.51435,0.12788],[1.57201,0.116866],[1.62966,0.106438],[1.68732,0.0966111],[1.74498,0.0873941],[1.80263,0.0787883],[1.86029,0.0707888],[1.91795,0.0633858],[1.9756,0.0565644],[2.03326,0.0503058],[2.09092,0.0445879],[2.14858,0.0393858],[2.20623,0.0346726],[2.26389,0.0304198],[2.32155,0.0265982],[2.3792,0.0231777],[2.43686,0.0201285],[2.49452,0.0174212],[2.55217,0.0150269],[2.60983,0.0129176],[2.66749,0.0110668],[2.72515,0.00944894],[2.7828,0.00804023],[2.84046,0.00681834],[2.89812,0.00576252],[2.95577,0.00485366],[3.01343,0.00407428],[3.07109,0.00340845],[3.12875,0.00284175],[3.1864,0.00236123],[3.24406,0.00195531],[3.30172,0.00161368],[3.35937,0.00132722],[3.41703,0.00108791],[3.47469,0.000888718],[3.53234,0.000723537],[3.59,0.000587058],[3.64766,0.000474707],[3.70532,0.000382555]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# parametric reconstruction\n",
    "\n",
    "sample = ot.Normal().getSample(1000)\n",
    "graph = ot.HistogramFactory().build(sample).drawPDF()\n",
    "graph.setTitle('Distribution fitting')\n",
    "graph.setXTitle('values')\n",
    "graph.setYTitle('pdf')\n",
    "myNormal = ot.NormalFactory().build(sample)\n",
    "graph.add(myNormal.drawPDF())\n",
    "graph.setColors(['blue', 'red'])\n",
    "graph.setLegends(['data', 'Normal model'])\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=Henry plot implementation=class=GraphImplementation name=Henry plot title=Henry plot xTitle=Sample yTitle=Standard normal quantiles axes=ON grid=ON legendposition=topleft legendFontSize=1 drawables=[class=Drawable name=Henry line implementation=class=Curve name=Henry line derived from class=DrawableImplementation name=Henry line legend=Henry line data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=2 dimension=2 data=[[-2.96104,-3.00947],[3.02495,3.04322]] color=red fillStyle=solid lineStyle=dashed pointStyle=none lineWidth=1,class=Drawable name=Data implementation=class=Cloud name=Data derived from class=DrawableImplementation name=Data legend=Data data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=1000 dimension=2 data=[[-2.96104,-3.29053],[-2.62211,-2.96774],[-2.60139,-2.80703],...,[2.72881,2.80703],[2.78597,2.96774],[3.02495,3.29053]] color=blue fillStyle=solid lineStyle=solid pointStyle=plus lineWidth=1]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Henry test\n",
    "ot.VisualTest.DrawHenryLine(sample)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=Sample versus model QQ-plot implementation=class=GraphImplementation name=Sample versus model QQ-plot title=Sample versus model QQ-plot xTitle=X0 yTitle=Exponential(lambda = 0.989996, gamma = 0.000131399) axes=ON grid=ON legendposition=topleft legendFontSize=1 drawables=[class=Drawable name=Test line implementation=class=Curve name=Test line derived from class=DrawableImplementation name=Test line legend=Test line data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=2 dimension=2 data=[[0.00013153,0.00013153],[6.27628,6.27628]] color=red fillStyle=solid lineStyle=dashed pointStyle=none lineWidth=1,class=Drawable name=Data implementation=class=Cloud name=Data derived from class=DrawableImplementation name=Data legend=Data data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=1000 dimension=2 data=[[0.00013153,0.000636578],[0.000504645,0.00164769],[0.00148603,0.00265982],...,[5.62032,6.05214],[5.82269,6.56813],[6.27628,7.67784]] color=blue fillStyle=solid lineStyle=solid pointStyle=dot lineWidth=1]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# QQ Plot test\n",
    "sample = ot.Exponential(1.0).getSample(1000)\n",
    "myExp = ot.ExponentialFactory().build(sample)\n",
    "graph = ot.VisualTest.DrawQQplot(sample, myExp)\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=X0 PDF implementation=class=GraphImplementation name=X0 PDF title=Kernel Smoothing distribution fitting xTitle=values yTitle=pdf axes=ON grid=ON legendposition=topleft legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=fitted dist data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=129 dimension=2 data=[[-1.19594,6.33317e-43],[-1.16505,7.46734e-41],[-1.13415,7.78186e-39],[-1.10326,7.16782e-37],[-1.07237,5.83568e-35],[-1.04148,4.19965e-33],[-1.01059,2.67159e-31],[-0.979694,1.50238e-29],[-0.948801,7.46909e-28],[-0.917909,3.28289e-26],[-0.887017,1.27577e-24],[-0.856125,4.38377e-23],[-0.825233,1.33204e-21],[-0.794341,3.57946e-20],[-0.763448,8.50734e-19],[-0.732556,1.78853e-17],[-0.701664,3.32643e-16],[-0.670772,5.47403e-15],[-0.63988,7.97179e-14],[-0.608988,1.02756e-12],[-0.578095,1.17264e-11],[-0.547203,1.18504e-10],[-0.516311,1.06084e-09],[-0.485419,8.41528e-09],[-0.454527,5.91792e-08],[-0.423635,3.69117e-07],[-0.392742,2.04317e-06],[-0.36185,1.00436e-05],[-0.330958,4.38802e-05],[-0.300066,0.000170557],[-0.269174,0.000590461],[-0.238282,0.00182323],[-0.207389,0.00502976],[-0.176497,0.0124218],[-0.145605,0.0275308],[-0.114713,0.0549223],[-0.0838207,0.0989856],[-0.0529285,0.161908],[-0.0220363,0.241713],[0.00885582,0.331696],[0.039748,0.42206],[0.0706402,0.503195],[0.101532,0.568798],[0.132425,0.617079],[0.163317,0.649616],[0.194209,0.669032],[0.225101,0.677317],[0.255993,0.675787],[0.286885,0.666263],[0.317778,0.652035],[0.34867,0.637473],[0.379562,0.626411],[0.410454,0.620585],[0.441346,0.619414],[0.472238,0.621264],[0.503131,0.625167],[0.534023,0.631651],[0.564915,0.642132],[0.595807,0.657403],[0.626699,0.676394],[0.657591,0.696258],[0.688484,0.714045],[0.719376,0.7292],[0.750268,0.745524],[0.78116,0.771073],[0.812052,0.815098],[0.842944,0.882234],[0.873837,0.966084],[0.904729,1.04616],[0.935621,1.09222],[0.966513,1.07637],[0.997405,0.987408],[1.0283,0.838313],[1.05919,0.66118],[1.09008,0.492552],[1.12097,0.358542],[1.15187,0.268113],[1.18276,0.215936],[1.21365,0.190111],[1.24454,0.179017],[1.27543,0.174519],[1.30633,0.172],[1.33722,0.169062],[1.36811,0.164343],[1.399,0.157038],[1.4299,0.146981],[1.46079,0.134846],[1.49168,0.122082],[1.52257,0.11045],[1.55346,0.101382],[1.58436,0.095505],[1.61525,0.092586],[1.64614,0.0918511],[1.67703,0.092432],[1.70793,0.0936709],[1.73882,0.0952026],[1.76971,0.0969159],[1.8006,0.0989027],[1.83149,0.101369],[1.86239,0.104421],[1.89328,0.107782],[1.92417,0.110631],[1.95506,0.11181],[1.98595,0.110334],[2.01685,0.105906],[2.04774,0.0990975],[2.07863,0.0910889],[2.10952,0.0831666],[2.14042,0.0762624],[2.17131,0.0707097],[2.2022,0.0662582],[2.23309,0.0623171],[2.26398,0.0583266],[2.29488,0.0540757],[2.32577,0.0497937],[2.35666,0.0459755],[2.38755,0.0430712],[2.41845,0.0412362],[2.44934,0.0402816],[2.48023,0.039829],[2.51112,0.0395343],[2.54201,0.0392039],[2.57291,0.0387366],[2.6038,0.0380049],[2.63469,0.0368392],[2.66558,0.0351424],[2.69647,0.0329989],[2.72737,0.0306384],[2.75826,0.0282783]] color=blue fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2,class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=real dist data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=129 dimension=2 data=[[-1.24884,0],[-1.21661,0],[-1.18439,0],[-1.15217,0],[-1.11995,0],[-1.08772,0],[-1.0555,0],[-1.02328,0],[-0.991053,0],[-0.95883,0],[-0.926607,0],[-0.894383,0],[-0.86216,0],[-0.829937,0],[-0.797714,0],[-0.765491,0],[-0.733268,0],[-0.701045,0],[-0.668822,0],[-0.636599,0],[-0.604376,0],[-0.572153,0],[-0.53993,0],[-0.507707,0],[-0.475483,0],[-0.44326,0],[-0.411037,0],[-0.378814,0],[-0.346591,0],[-0.314368,0],[-0.282145,0],[-0.249922,0],[-0.217699,0],[-0.185476,0],[-0.153253,0],[-0.12103,0],[-0.0888065,0],[-0.0565834,0],[-0.0243604,0],[0.00786271,0.61797],[0.0400858,0.628462],[0.0723089,0.62924],[0.104532,0.627452],[0.136755,0.624665],[0.168978,0.621545],[0.201201,0.61845],[0.233424,0.61561],[0.265647,0.613184],[0.29787,0.6113],[0.330093,0.610066],[0.362317,0.609584],[0.39454,0.609956],[0.426763,0.611289],[0.458986,0.613705],[0.491209,0.617341],[0.523432,0.622365],[0.555655,0.62898],[0.587878,0.637441],[0.620101,0.648074],[0.652324,0.661307],[0.684547,0.677715],[0.71677,0.698095],[0.748993,0.723588],[0.781217,0.755901],[0.81344,0.797731],[0.845663,0.853642],[0.877886,0.932169],[0.910109,1.05176],[0.942332,1.26321],[0.974555,1.80237],[1.00678,0.219237],[1.039,0.212285],[1.07122,0.205553],[1.10345,0.199035],[1.13567,0.192724],[1.16789,0.186613],[1.20012,0.180695],[1.23234,0.174966],[1.26456,0.169418],[1.29679,0.164046],[1.32901,0.158844],[1.36123,0.153807],[1.39346,0.14893],[1.42568,0.144207],[1.4579,0.139635],[1.49012,0.135207],[1.52235,0.130919],[1.55457,0.126768],[1.58679,0.122748],[1.61902,0.118856],[1.65124,0.115087],[1.68346,0.111438],[1.71569,0.107904],[1.74791,0.104483],[1.78013,0.10117],[1.81236,0.0979615],[1.84458,0.0948552],[1.8768,0.0918474],[1.90902,0.088935],[1.94125,0.0861149],[1.97347,0.0833842],[2.00569,0.0807402],[2.03792,0.0781799],[2.07014,0.0757009],[2.10236,0.0733005],[2.13459,0.0709761],[2.16681,0.0687255],[2.19903,0.0665463],[2.23126,0.0644361],[2.26348,0.0623929],[2.2957,0.0604145],[2.32792,0.0584987],[2.36015,0.0566438],[2.39237,0.0548476],[2.42459,0.0531085],[2.45682,0.0514244],[2.48904,0.0497938],[2.52126,0.0482148],[2.55349,0.046686],[2.58571,0.0452056],[2.61793,0.0437721],[2.65016,0.0423842],[2.68238,0.0410402],[2.7146,0.0397388],[2.74682,0.0384787],[2.77905,0.0372586],[2.81127,0.0360771],[2.84349,0.0349331],[2.87572,0.0338254]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# non parametric reconstruction\n",
    "\n",
    "#myMargins = [ot.Normal(), ot.Triangular(1.0, 2.0, 3.0)]\n",
    "#myCopula = ot.ClaytonCopula(1.5)\n",
    "#myComposedDist = ot.ComposedDistribution(myMargins, myCopula)\n",
    "\n",
    "#myRealDist = ot.Mixture([ot.Normal(0.0, 1.0), ot.Normal(3.0, 0.5)], [0.6, 0.4])\n",
    "myRealDist = ot.Mixture([ot.Exponential(1.0), ot.Beta(1.5, 2.0, 0.0, 1.0)], [0.6, 0.4])\n",
    "sample = myRealDist.getSample(1000)\n",
    "\n",
    "myDist = ot.KernelSmoothing().build(sample)\n",
    "graph = myDist.drawPDF()\n",
    "graph.add(myRealDist.drawPDF())\n",
    "graph.setTitle('Kernel Smoothing distribution fitting')\n",
    "graph.setXTitle('values')\n",
    "graph.setYTitle('pdf')\n",
    "graph.setColors(['blue', 'red'])\n",
    "graph.setLegendPosition('topleft')\n",
    "graph.setLegends(['fitted dist', 'real dist'])\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=X0 CDF implementation=class=GraphImplementation name=X0 CDF title=Kernel Smoothing distribution fitting xTitle=values yTitle=cdf axes=ON grid=ON legendposition=topleft legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=fitted dist data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=129 dimension=2 data=[[-1.19594,4.02815e-45],[-1.16505,4.87277e-43],[-1.13415,5.21323e-41],[-1.10326,4.93316e-39],[-1.07237,4.12916e-37],[-1.04148,3.05738e-35],[-1.01059,2.00275e-33],[-0.979694,1.16073e-31],[-0.948801,5.95259e-30],[-0.917909,2.70148e-28],[-0.887017,1.0851e-26],[-0.856125,3.85808e-25],[-0.825233,1.21442e-23],[-0.794341,3.38482e-22],[-0.763448,8.35513e-21],[-0.732556,1.82688e-19],[-0.701664,3.53925e-18],[-0.670772,6.07668e-17],[-0.63988,9.24926e-16],[-0.608988,1.24847e-14],[-0.578095,1.49501e-13],[-0.547203,1.58891e-12],[-0.516311,1.49953e-11],[-0.485419,1.25736e-10],[-0.454527,9.37362e-10],[-0.423635,6.21761e-09],[-0.392742,3.6728e-08],[-0.36185,1.93408e-07],[-0.330958,9.09039e-07],[-0.300066,3.81883e-06],[-0.269174,1.43627e-05],[-0.238282,4.84552e-05],[-0.207389,0.000146969],[-0.176497,0.00040184],[-0.145605,0.000993511],[-0.114713,0.00222931],[-0.0838207,0.00455928],[-0.0529285,0.00854076],[-0.0220363,0.0147382],[0.00885582,0.0235808],[0.039748,0.0352357],[0.0706402,0.0495612],[0.101532,0.0661636],[0.132425,0.0845244],[0.163317,0.104127],[0.194209,0.124526],[0.225101,0.145348],[0.255993,0.166272],[0.286885,0.187019],[0.317778,0.207388],[0.34867,0.227301],[0.379562,0.24681],[0.410454,0.266058],[0.441346,0.285201],[0.472238,0.304359],[0.503131,0.323606],[0.534023,0.343011],[0.564915,0.362674],[0.595807,0.382734],[0.626699,0.40333],[0.657591,0.424534],[0.688484,0.446326],[0.719376,0.468622],[0.750268,0.491389],[0.78116,0.514778],[0.812052,0.539221],[0.842944,0.565381],[0.873837,0.593907],[0.904729,0.625034],[0.935621,0.658192],[0.966513,0.691873],[0.997405,0.723933],[1.0283,0.752253],[1.05919,0.775438],[1.09008,0.793195],[1.12097,0.806232],[1.15187,0.815801],[1.18276,0.823194],[1.21365,0.829414],[1.24454,0.83509],[1.27543,0.840541],[1.30633,0.845892],[1.33722,0.851163],[1.36811,0.856319],[1.399,0.86129],[1.4299,0.865993],[1.46079,0.87035],[1.49168,0.874318],[1.52257,0.877904],[1.55346,0.881168],[1.58436,0.884201],[1.61525,0.8871],[1.64614,0.889944],[1.67703,0.892788],[1.70793,0.895662],[1.73882,0.898578],[1.76971,0.901545],[1.8006,0.904569],[1.83149,0.907661],[1.86239,0.910838],[1.89328,0.914116],[1.92417,0.917492],[1.95506,0.920934],[1.98595,0.924373],[2.01685,0.92772],[2.04774,0.930892],[2.07863,0.933831],[2.10952,0.93652],[2.14042,0.93898],[2.17131,0.941246],[2.2022,0.94336],[2.23309,0.945345],[2.26398,0.947209],[2.29488,0.948946],[2.32577,0.95055],[2.35666,0.952027],[2.38755,0.9534],[2.41845,0.9547],[2.44934,0.955957],[2.48023,0.957194],[2.51112,0.958419],[2.54201,0.959636],[2.57291,0.96084],[2.6038,0.962026],[2.63469,0.963184],[2.66558,0.964297],[2.69647,0.96535],[2.72737,0.966334],[2.75826,0.967243]] color=blue fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2,class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=real dist data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=129 dimension=2 data=[[-1.24884,0],[-1.21661,0],[-1.18439,0],[-1.15217,0],[-1.11995,0],[-1.08772,0],[-1.0555,0],[-1.02328,0],[-0.991053,0],[-0.95883,0],[-0.926607,0],[-0.894383,0],[-0.86216,0],[-0.829937,0],[-0.797714,0],[-0.765491,0],[-0.733268,0],[-0.701045,0],[-0.668822,0],[-0.636599,0],[-0.604376,0],[-0.572153,0],[-0.53993,0],[-0.507707,0],[-0.475483,0],[-0.44326,0],[-0.411037,0],[-0.378814,0],[-0.346591,0],[-0.314368,0],[-0.282145,0],[-0.249922,0],[-0.217699,0],[-0.185476,0],[-0.153253,0],[-0.12103,0],[-0.0888065,0],[-0.0565834,0],[-0.0243604,0],[0.00786271,0.00481777],[0.0400858,0.024955],[0.0723089,0.0452293],[0.104532,0.0654806],[0.136755,0.0856557],[0.168978,0.105734],[0.201201,0.125712],[0.233424,0.145594],[0.265647,0.16539],[0.29787,0.185117],[0.330093,0.204793],[0.362317,0.224442],[0.39454,0.244088],[0.426763,0.263761],[0.458986,0.283495],[0.491209,0.303325],[0.523432,0.323295],[0.555655,0.343451],[0.587878,0.36385],[0.620101,0.384555],[0.652324,0.405644],[0.684547,0.427208],[0.71677,0.449362],[0.748993,0.472252],[0.781217,0.496068],[0.81344,0.521069],[0.845663,0.547628],[0.877886,0.576323],[0.910109,0.608135],[0.942332,0.645052],[0.974555,0.69269],[1.00678,0.780763],[1.039,0.787715],[1.07122,0.794447],[1.10345,0.800965],[1.13567,0.807276],[1.16789,0.813387],[1.20012,0.819305],[1.23234,0.825034],[1.26456,0.830582],[1.29679,0.835954],[1.32901,0.841156],[1.36123,0.846193],[1.39346,0.85107],[1.42568,0.855793],[1.4579,0.860365],[1.49012,0.864793],[1.52235,0.869081],[1.55457,0.873232],[1.58679,0.877252],[1.61902,0.881144],[1.65124,0.884913],[1.68346,0.888562],[1.71569,0.892096],[1.74791,0.895517],[1.78013,0.89883],[1.81236,0.902038],[1.84458,0.905145],[1.8768,0.908153],[1.90902,0.911065],[1.94125,0.913885],[1.97347,0.916616],[2.00569,0.91926],[2.03792,0.92182],[2.07014,0.924299],[2.10236,0.9267],[2.13459,0.929024],[2.16681,0.931274],[2.19903,0.933454],[2.23126,0.935564],[2.26348,0.937607],[2.2957,0.939586],[2.32792,0.941501],[2.36015,0.943356],[2.39237,0.945152],[2.42459,0.946892],[2.45682,0.948576],[2.48904,0.950206],[2.52126,0.951785],[2.55349,0.953314],[2.58571,0.954794],[2.61793,0.956228],[2.65016,0.957616],[2.68238,0.95896],[2.7146,0.960261],[2.74682,0.961521],[2.77905,0.962741],[2.81127,0.963923],[2.84349,0.965067],[2.87572,0.966175]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "graph = myDist.drawCDF()\n",
    "graph.add(myRealDist.drawCDF())\n",
    "graph.setTitle('Kernel Smoothing distribution fitting')\n",
    "graph.setXTitle('values')\n",
    "graph.setYTitle('cdf')\n",
    "graph.setColors(['blue', 'red'])\n",
    "graph.setLegendPosition('topleft')\n",
    "graph.setLegends(['fitted dist', 'real dist'])\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=X0 PDF implementation=class=GraphImplementation name=X0 PDF title=Conditional distribution X xTitle=values yTitle=pdf axes=ON grid=ON legendposition=topright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=pdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=129 dimension=2 data=[[-2.0148,0.00268943],[-1.97061,0.00304579],[-1.92642,0.0034446],[-1.88223,0.00389027],[-1.83804,0.00438759],[-1.79385,0.00494177],[-1.74966,0.00555843],[-1.70547,0.00624367],[-1.66128,0.00700405],[-1.61709,0.00784666],[-1.5729,0.00877916],[-1.52871,0.00980975],[-1.48452,0.0109473],[-1.44033,0.0122012],[-1.39614,0.0135818],[-1.35195,0.0150998],[-1.30776,0.0167671],[-1.26357,0.0185961],[-1.21938,0.0206004],[-1.17519,0.0227944],[-1.13101,0.0251935],[-1.08682,0.0278144],[-1.04263,0.0306751],[-0.998437,0.0337949],[-0.954247,0.0371947],[-0.910058,0.0408973],[-0.865868,0.0449276],[-0.821679,0.0493128],[-0.777489,0.0540831],[-0.7333,0.0592721],[-0.68911,0.0649175],[-0.644921,0.0710623],[-0.600731,0.0777562],[-0.556542,0.0850573],[-0.512352,0.0930356],[-0.468163,0.101777],[-0.423973,0.111391],[-0.379784,0.122028],[-0.335594,0.133922],[-0.291405,0.147492],[-0.247215,0.163564],[-0.203026,0.18373],[-0.158836,0.210626],[-0.114647,0.247599],[-0.070457,0.29719],[-0.0262675,0.358813],[0.017922,0.427274],[0.0621115,0.493932],[0.106301,0.550206],[0.150491,0.590991],[0.19468,0.615691],[0.23887,0.62686],[0.283059,0.6281],[0.327249,0.622635],[0.371438,0.612831],[0.415628,0.600278],[0.459817,0.586014],[0.504007,0.570714],[0.548196,0.554825],[0.592386,0.53864],[0.636575,0.522352],[0.680765,0.506091],[0.724954,0.489939],[0.769144,0.473951],[0.813333,0.458162],[0.857523,0.442595],[0.901712,0.427262],[0.945902,0.412175],[0.990091,0.397337],[1.03428,0.382755],[1.07847,0.36843],[1.12266,0.354365],[1.16685,0.340565],[1.21104,0.327031],[1.25523,0.313767],[1.29942,0.300776],[1.34361,0.288063],[1.3878,0.275632],[1.43199,0.263486],[1.47618,0.251631],[1.52037,0.24007],[1.56455,0.228807],[1.60874,0.217847],[1.65293,0.207194],[1.69712,0.19685],[1.74131,0.186818],[1.7855,0.177101],[1.82969,0.167701],[1.87388,0.158619],[1.91807,0.149855],[1.96226,0.14141],[2.00645,0.133283],[2.05064,0.125473],[2.09483,0.117978],[2.13902,0.110795],[2.18321,0.103921],[2.2274,0.0973526],[2.27159,0.0910847],[2.31578,0.0851126],[2.35997,0.0794306],[2.40416,0.0740327],[2.44835,0.0689124],[2.49253,0.0640627],[2.53672,0.0594761],[2.58091,0.0551451],[2.6251,0.0510616],[2.66929,0.0472174],[2.71348,0.043604],[2.75767,0.0402127],[2.80186,0.037035],[2.84605,0.0340618],[2.89024,0.0312845],[2.93443,0.028694],[2.97862,0.0262818],[3.02281,0.0240389],[3.067,0.0219568],[3.11119,0.020027],[3.15538,0.0182412],[3.19957,0.0165913],[3.24376,0.0150692],[3.28795,0.0136674],[3.33214,0.0123784],[3.37632,0.0111949],[3.42051,0.0101101],[3.4647,0.00911731],[3.50889,0.00821018],[3.55308,0.00738264],[3.59727,0.00662891],[3.64146,0.0059435]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# conditional distribution\n",
    "distY = ot.Beta(1.5, 2.0, 0.0, 1.0)\n",
    "distXgivenT = ot.Normal()\n",
    "g = ot.SymbolicFunction(['y'], ['y', '0.1+y^2'])\n",
    "distX = ot.ConditionalDistribution(distXgivenT, distY, g)\n",
    "\n",
    "graph = distX.drawPDF()\n",
    "graph.setTitle('Conditional distribution X')\n",
    "graph.setXTitle('values')\n",
    "graph.setYTitle('pdf')\n",
    "graph.setColors(['red'])\n",
    "graph.setLegends(['pdf'])\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=[X0,X1] iso-PDF implementation=class=GraphImplementation name=[X0,X1] iso-PDF title=Bayes distribution (X,Y) xTitle=x yTitle=y axes=ON grid=ON legendposition=topright legendFontSize=1 drawables=[class=Drawable name=[X0,X1] iso-PDF implementation=class=Contour name=[X0,X1] iso-PDF x=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=129 dimension=1 data=[[-2.0148],[-1.97061],[-1.92642],[-1.88223],[-1.83804],[-1.79385],[-1.74966],[-1.70547],[-1.66128],[-1.61709],[-1.5729],[-1.52871],[-1.48452],[-1.44033],[-1.39614],[-1.35195],[-1.30776],[-1.26357],[-1.21938],[-1.17519],[-1.13101],[-1.08682],[-1.04263],[-0.998437],[-0.954247],[-0.910058],[-0.865868],[-0.821679],[-0.777489],[-0.7333],[-0.68911],[-0.644921],[-0.600731],[-0.556542],[-0.512352],[-0.468163],[-0.423973],[-0.379784],[-0.335594],[-0.291405],[-0.247215],[-0.203026],[-0.158836],[-0.114647],[-0.070457],[-0.0262675],[0.017922],[0.0621115],[0.106301],[0.150491],[0.19468],[0.23887],[0.283059],[0.327249],[0.371438],[0.415628],[0.459817],[0.504007],[0.548196],[0.592386],[0.636575],[0.680765],[0.724954],[0.769144],[0.813333],[0.857523],[0.901712],[0.945902],[0.990091],[1.03428],[1.07847],[1.12266],[1.16685],[1.21104],[1.25523],[1.29942],[1.34361],[1.3878],[1.43199],[1.47618],[1.52037],[1.56455],[1.60874],[1.65293],[1.69712],[1.74131],[1.7855],[1.82969],[1.87388],[1.91807],[1.96226],[2.00645],[2.05064],[2.09483],[2.13902],[2.18321],[2.2274],[2.27159],[2.31578],[2.35997],[2.40416],[2.44835],[2.49253],[2.53672],[2.58091],[2.6251],[2.66929],[2.71348],[2.75767],[2.80186],[2.84605],[2.89024],[2.93443],[2.97862],[3.02281],[3.067],[3.11119],[3.15538],[3.19957],[3.24376],[3.28795],[3.33214],[3.37632],[3.42051],[3.4647],[3.50889],[3.55308],[3.59727],[3.64146]] y=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=129 dimension=1 data=[[0],[0.0078125],[0.015625],[0.0234375],[0.03125],[0.0390625],[0.046875],[0.0546875],[0.0625],[0.0703125],[0.078125],[0.0859375],[0.09375],[0.101562],[0.109375],[0.117188],[0.125],[0.132812],[0.140625],[0.148438],[0.15625],[0.164062],[0.171875],[0.179688],[0.1875],[0.195312],[0.203125],[0.210938],[0.21875],[0.226562],[0.234375],[0.242188],[0.25],[0.257812],[0.265625],[0.273438],[0.28125],[0.289062],[0.296875],[0.304688],[0.3125],[0.320312],[0.328125],[0.335938],[0.34375],[0.351562],[0.359375],[0.367188],[0.375],[0.382812],[0.390625],[0.398438],[0.40625],[0.414062],[0.421875],[0.429688],[0.4375],[0.445312],[0.453125],[0.460938],[0.46875],[0.476562],[0.484375],[0.492188],[0.5],[0.507812],[0.515625],[0.523438],[0.53125],[0.539062],[0.546875],[0.554688],[0.5625],[0.570312],[0.578125],[0.585938],[0.59375],[0.601562],[0.609375],[0.617188],[0.625],[0.632812],[0.640625],[0.648438],[0.65625],[0.664062],[0.671875],[0.679688],[0.6875],[0.695312],[0.703125],[0.710938],[0.71875],[0.726562],[0.734375],[0.742188],[0.75],[0.757812],[0.765625],[0.773438],[0.78125],[0.789062],[0.796875],[0.804688],[0.8125],[0.820312],[0.828125],[0.835938],[0.84375],[0.851562],[0.859375],[0.867188],[0.875],[0.882812],[0.890625],[0.898438],[0.90625],[0.914062],[0.921875],[0.929688],[0.9375],[0.945312],[0.953125],[0.960938],[0.96875],[0.976562],[0.984375],[0.992188],[1]] levels=class=Point name=Unnamed dimension=10 values=[3.17083e-112,6.6674e-35,2.36371e-15,8.28525e-08,0.000164509,0.00660745,0.0506587,0.197753,0.474366,0.731361] labels=[3.17083e-112,6.6674e-35,2.36371e-15,8.28525e-08,0.000164509,0.00660745,0.0506587,0.197753,0.474366,0.731361] show labels=true derived from class=DrawableImplementation name=[X0,X1] iso-PDF legend=iso-pdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=16641 dimension=1 data=[[0],[0],[0],...,[0],[0],[0]] color=red fillStyle=solid lineStyle=solid pointStyle=plus lineWidth=1]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "distXY = ot.BayesDistribution(distXgivenT, distY, g)\n",
    "\n",
    "graph = distXY.drawPDF()\n",
    "graph.setTitle('Bayes distribution (X,Y)')\n",
    "graph.setXTitle('x')\n",
    "graph.setYTitle('y')\n",
    "graph.setColors(['red'])\n",
    "graph.setLegends(['iso-pdf'])\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=X0 PDF implementation=class=GraphImplementation name=X0 PDF title=Conditional Random Vector Y xTitle=x yTitle=pdf axes=ON grid=ON legendposition=topright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=pdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=128 dimension=2 data=[[-0.0914759,0],[0.00941979,0],[0.00941979,0],[0.00941979,1.09519],[0.211211,1.09519],[0.211211,0],[0.211211,0],[0.211211,0.931655],[0.413003,0.931655],[0.413003,0],[0.413003,0],[0.413003,0.708652],[0.614794,0.708652],[0.614794,0],[0.614794,0],[0.614794,0.535206],[0.816586,0.535206],[0.816586,0],[0.816586,0],[0.816586,0.426183],[1.01838,0.426183],[1.01838,0],[1.01838,0],[1.01838,0.292381],[1.22017,0.292381],[1.22017,0],[1.22017,0],[1.22017,0.272559],[1.42196,0.272559],[1.42196,0],[1.42196,0],[1.42196,0.143713],[1.62375,0.143713],[1.62375,0],[1.62375,0],[1.62375,0.143713],[1.82554,0.143713],[1.82554,0],[1.82554,0],[1.82554,0.104068],[2.02733,0.104068],[2.02733,0],[2.02733,0],[2.02733,0.0545117],[2.22913,0.0545117],[2.22913,0],[2.22913,0],[2.22913,0.0594673],[2.43092,0.0594673],[2.43092,0],[2.43092,0],[2.43092,0.0148668],[2.63271,0.0148668],[2.63271,0],[2.63271,0],[2.63271,0.0247781],[2.8345,0.0247781],[2.8345,0],[2.8345,0],[2.8345,0.0446005],[3.03629,0.0446005],[3.03629,0],[3.03629,0],[3.03629,0.00495561],[3.23808,0.00495561],[3.23808,0],[3.23808,0],[3.23808,0.0198224],[3.43987,0.0198224],[3.43987,0],[3.43987,0],[3.43987,0.00991122],[3.64167,0.00991122],[3.64167,0],[3.64167,0],[3.64167,0.0198224],[3.84346,0.0198224],[3.84346,0],[3.84346,0],[3.84346,0],[4.04525,0],[4.04525,0],[4.04525,0],[4.04525,0.00495561],[4.24704,0.00495561],[4.24704,0],[4.24704,0],[4.24704,0.0148668],[4.44883,0.0148668],[4.44883,0],[4.44883,0],[4.44883,0.00495561],[4.65062,0.00495561],[4.65062,0],[4.65062,0],[4.65062,0],[4.85241,0],[4.85241,0],[4.85241,0],[4.85241,0.00495561],[5.05421,0.00495561],[5.05421,0],[5.05421,0],[5.05421,0],[5.256,0],[5.256,0],[5.256,0],[5.256,0.00495561],[5.45779,0.00495561],[5.45779,0],[5.45779,0],[5.45779,0],[5.65958,0],[5.65958,0],[5.65958,0],[5.65958,0.00495561],[5.86137,0.00495561],[5.86137,0],[5.86137,0],[5.86137,0],[6.06316,0],[6.06316,0],[6.06316,0],[6.06316,0.00991122],[6.26495,0.00991122],[6.26495,0],[6.26495,0],[6.36585,0]] color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Vecteur aleatoire conditionne\n",
    "distXgivenT = ot.Exponential()\n",
    "distGamma = ot.Uniform(1.0, 2.0)\n",
    "distAlpha = ot.Uniform(0.0, 0.1)\n",
    "distTheta = ot.ComposedDistribution([distGamma, distAlpha])\n",
    "rvTheta = ot.RandomVector(distTheta)\n",
    "\n",
    "rvX = ot.ConditionalRandomVector(distXgivenT, rvTheta)\n",
    "sampleX = rvX.getSample(1000)\n",
    "\n",
    "histX = ot.HistogramFactory().build(sampleX)\n",
    "graph = histX.drawPDF()\n",
    "graph.setTitle('Conditional Random Vector Y')\n",
    "graph.setXTitle('x')\n",
    "graph.setYTitle('pdf')\n",
    "graph.setColors(['red'])\n",
    "graph.setLegends(['pdf'])\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "class=Graph name=X0 PDF implementation=class=GraphImplementation name=X0 PDF title=Conditional Random Vector Y xTitle=x yTitle=pdf axes=ON grid=ON legendposition=topright legendFontSize=1 drawables=[class=Drawable name=Unnamed implementation=class=Curve name=Unnamed derived from class=DrawableImplementation name=Unnamed legend=pdf data=class=Sample name=Unnamed implementation=class=SampleImplementation name=Unnamed size=368 dimension=2 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color=red fillStyle=solid lineStyle=solid pointStyle=none lineWidth=2]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "distXgivenTheta = ot.Normal()\n",
    "distY = ot.Normal(0.0, 1.0)\n",
    "g = ot.SymbolicFunction(['y'], ['y', '0.1+y^2'])\n",
    "rvTheta = ot.CompositeRandomVector(g, ot.RandomVector(distY))\n",
    "rvX = ot.ConditionalRandomVector(distXgivenTheta, rvTheta)\n",
    "sampleX = rvX.getSample(1000)\n",
    "\n",
    "histX = ot.HistogramFactory().build(sampleX)\n",
    "graph = histX.drawPDF()\n",
    "graph.setTitle('Conditional Random Vector Y')\n",
    "graph.setXTitle('x')\n",
    "graph.setYTitle('pdf')\n",
    "graph.setColors(['red'])\n",
    "graph.setLegends(['pdf'])\n",
    "graph"
   ]
  }
 ],
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   "file_extension": ".py",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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