Created
October 6, 2019 05:48
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import matplotlib.pyplot as plt\n", | |
"import jax.numpy as np\n", | |
"from numpyro.distributions.continuous import (\n", | |
" LKJ,\n", | |
" Beta,\n", | |
" Cauchy,\n", | |
" Chi2,\n", | |
" Dirichlet,\n", | |
" Exponential,\n", | |
" Gamma,\n", | |
" GaussianRandomWalk,\n", | |
" HalfCauchy,\n", | |
" HalfNormal,\n", | |
" InverseGamma,\n", | |
" LKJCholesky,\n", | |
" LogNormal,\n", | |
" MultivariateNormal,\n", | |
" Normal,\n", | |
" Pareto,\n", | |
" StudentT,\n", | |
" TruncatedCauchy,\n", | |
" TruncatedNormal,\n", | |
" Uniform\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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h0vnXnLMAgId3+Ckhl/s8obtp7eEdbZyzqJqlc2YknX/WgpksnTODh3ccyXJkzk2cJ3Q3bfUPDfPkvk6uWDV6D1tJ/M7Ztfz3rnaGhkeyGJ1zE+cJ3U1bz7Qco39ohMtW1oxZ7tKGGk70D/HCoe4sRebc5HhCd9PWY83tSHBJw9gJ/eUrgvlb9nRkIyznJs0Tupu2HtvdwdkLq5lTWTZmuSVzZrB0zgw27+3MUmTOTY4ndDctDY8YT+7rHLd2HtO4Yi5b9nTg18u5XOYJ3U1Lu9pO0DswzIXL5qRUvnFFDYeP99Pa6f3RXe7yhO6mpWfD+51fWDc7pfIXhYn/uf1+n3SXuzyhu2npudYuqsqKaZg/M6XyaxbNpKRIPO8J3eUwT+huWnqm9RjnL51NcVGy2/2fqbykmDULq3n+wPEMR+bc5HlCd9PO4PAI2w4e54JlqTW3xLxk6Wye33/MT4y6nOUJ3U07TUdOMDA0wvlLJ5bQz186i46eAQ4e68tQZM5NjSd0N+3sCK/4PGfRrHFKnu688AfAT4y6XJVSQpe0TtIOSU2Sbk0y/wuSng7/XpTUlf5QnUuPHYe7KS0WK2urxi8c55xF1Ui//UFwLteMO8CFpGLgTuDVBOOLbpa0IRzUAgAz+59x5f8cuDgDsTqXFjsOdbOqdialxRM7QK0sK6FubiUvHvaE7nJTKnv0JUCTmTWb2QBwL3DDGOVvJBiGzrmctONQN2sWVk/qtWsWzvSE7nJWKgl9KdAS97w1nHYGScuBBuDno8y/WdIWSVva2nzAAJd93X2D7O86ydmLJpvQq2lu62FgyG+l63JPKgk9WUfd0fptrQceMLPhZDPN7C4zazSzxtra2lRjdC5tYrXrc6aQ0IdGjD3tPekMy7m0SCWhtwJ1cc+XAQdGKbseb25xOSx2T/PJNrmsXhhcWerNLi4XpZLQNwOrJTVIKiNI2hsSC0k6G5gLPJLeEJ1LnxcPdTOzvIRlc5MPOTeeVbUzKRK8ePhEmiNzburGTehmNgTcAmwCtgP3m9lWSXdIuj6u6I3AveaX0bkctvPICVYtmImU2iX/iSpKi1kxr4oXveuiy0HjdlsEMLONwMaEabclPL89fWE5lxnNbT1csWrelJax2nu6uBzlV4q6aaOnf4hDx/smfEFRotULqtnb0cugDxrtcowndDdt7D4a9ExZWZvaLXNH0zC/iuERo6WjNx1hOZc2ntDdtNF8KqFPrYbeEL4+9gPhXK7whO6mjea2E0iwYt7UEvrK+VXh8jyhu9ziCd1NG81tPSydM4OK0uIpLWdOZRlzK0tP1fidyxWe0N200Xz0xJTbz2Ma5lex+6j3RXe5xRO6mxbMjN1tPaeaS6ZqZe1Mb0N3OccTupsWDh/vp2dgmFVTPCEa0zC/isPH+znRP5SW5TmXDp7Q3bTQ3BY0j6SrySVW09/jtXSXQzyhu2lhV5q6LMbEui76iVGXSzyhu2lh79EeKkqLWFhdkZblxbo+7vauiy6HeEJ308Lejl7qayopKprcTbkSVZQWs3TODJq9p4vLIZ7Q3bSwr72X+pr0NLfErJhf6W3oLqd4QncFz8zYF9bQ06m+pop9fj8Xl0M8obuC13ain5ODwyyfl96EvnxeJZ29gxzvG0zrcp2bLE/oruDtaw9q0fVpTuixGn9s+c5FLaWELmmdpB2SmiTdOkqZt0jaJmmrpHvSG6Zzk7c3ltDT3uQSLM9vo+tyxbgjFkkqBu4EXk0wYPRmSRvMbFtcmdXAR4FXmFmnpAWZCti5idrb0YvEpMcRHU2sxr/XE7rLEanU0C8Bmsys2cwGgHuBGxLKvA+408w6AczsSHrDdG7yWjp6WTJ7BuUlU7vLYqJZFaXMrSz1E6MuZ6SS0JcCLXHPW8Np8dYAayT9RtKjktYlW5CkmyVtkbSlra1tchE7N0F723vS3twSU19T6W3oLmekktCTXYlhCc9LgNXA1cCNwL9LmnPGi8zuMrNGM2usra2daKzOTUomuizG1M/zrosud6SS0FuBurjny4ADScr8wMwGzWw3sIMgwTsXqRP9Qxw9MZD2Hi4x9TUz2N910geMdjkhlYS+GVgtqUFSGbAe2JBQ5vvA7wJImk/QBNOczkCdm4xYD5R090GPWV4TDBh9sKsvI8t3biLGTehmNgTcAmwCtgP3m9lWSXdIuj4stglol7QN+AXwV2bWnqmgnUtVrMvi8jRf9h9TVxPr6eK3AHDRG7fbIoCZbQQ2Jky7Le6xAX8Z/jmXM/aFiTZTbeixmr+3o7tc4FeKuoK2t72X2TNKmV1ZmpHlL5xVQVlxkfd0cTnBE7oraPs6ejPWfg5QXCSW1czwGrrLCZ7QXUHLZJfFmPqaylNt9c5FyRO6K1hDwyPs7zyZ8YS+vKaSlo5eglNJzkXHE7orWAe6+hgasYw2uUDQ06W7f4jOXr+NrouWJ3RXsGLt2nWZrqGH44t6O7qLmid0V7BaO8OEPjfTNfTgLo5+G10XNU/ormC1dPZSXCQWz67I6HpiPxheQ3dR84TuClZLx0mWzKmgpDizu3lVeQnzqspOHRE4FxVP6K5gtXT2Zry5JaauptJr6C5yntBdwWrpOJnVhN7ScTIr63JuNJ7QXUHqGxzm6In+tA87N5rYbXSH/Da6LkKe0F1BOtXDJcNdFmPqayqD2+ge89vouuh4QncFKdb8EetSmGmxph3vuuii5AndFaSWLPVBj4kdCfiJURclT+iuILV09FJeUkRtdXlW1rd4dgXFRTr1Q+JcFFJK6JLWSdohqUnSrUnmv0tSm6Snw78/Tn+ozqWutfMkS+fOQEo2xnn6lRQXsXTODPZ5TxcXoXFHLJJUDNwJvJpgMOjNkjaY2baEoveZ2S0ZiNG5CctmH/SYupoZ3obuIpVKDf0SoMnMms1sALgXuCGzYTk3NS0dJ7N2QjSmPryNrnNRSSWhLwVa4p63htMS/aGkZyU9IKku2YIk3Sxpi6QtbW1tkwjXufEd7xvk2MnBrNfQl82tpL1ngJ7+oayu17mYVBJ6skbIxDv5/xBYYWYXAD8FvpZsQWZ2l5k1mlljbW3txCJ1LkUtWbptbqLYQBp+YtRFJZWE3grE17iXAQfiC5hZu5n1h0//DXhZesJzbuJaO8M+6FlvQ4/1RfcToy4aqST0zcBqSQ2SyoD1wIb4ApIWxz29HtievhCdm5hYDT1bl/3H1HtfdBexcXu5mNmQpFuATUAx8BUz2yrpDmCLmW0A/kLS9cAQ0AG8K4MxOzem1s6TzCwvYU5laVbXO7eylKqyYj8x6iIzbkIHMLONwMaEabfFPf4o8NH0hubc5LR09LIsi33QYySFd130hO6i4VeKuoLT2nky6ydEY+prKv2kqIuMJ3RXUMwskouKYmL3RTdL7AjmXOZ5QncFpaNngN6B4ayfEI2pr6nk5OAwR08MRLJ+N715QncFpSXWZTGiJpfY1ane08VFwRO6Kyi/vagouhp6fBzOZZMndFdQorqoKGaZD3ThIuQJ3RWUls5eaqrKqCpPqUdu2lWUFrOgutybXFwkPKG7gtLS0UtdRCdEY+q866KLiCd0V1BaO0+eavaISn3YddG5bPOE7grGyIixv/MkyyI6IRpTN3cGB4+dZGBoJNI43PTjCd0VjCPd/QwMj0R2QjSmrqaSEYMDXV5Ld9nlCd0VjFi7dVR90GP8vuguKp7QXcE41Qc9B06Kgl9c5LLPE7orGLETkUvmRJvQF86qoKy4yE+MuqzzhO4KRktnLwtnlVNRWhxpHMVFYuncGX5xkcs6T+iuYLRGeJfFRN4X3UUhpYQuaZ2kHZKaJN06Rrk3STJJjekL0bnUtHREdx/0RHVzZ3gbusu6cRO6pGLgTuA6YC1wo6S1ScpVA38BPJbuIJ0bz+DwCAePnYz8hGhMfU0lXb2DHO8bjDoUN42kUkO/BGgys2YzGwDuBW5IUu4TwGeAvjTG51xKDnb1MWJEfpVoTJ3fddFFIJWEvhRoiXveGk47RdLFQJ2Z/WisBUm6WdIWSVva2tomHKxzo4m1V0d9lWiM30bXRSGVhJ5spN1T42tJKgK+AHxovAWZ2V1m1mhmjbW1talH6dw4WmMXFeVKDf3UbXS966LLnlQSeitQF/d8GXAg7nk1cD7wsKQ9wGXABj8x6rJpb3svJUVi8eyKqEMBYHZlKbMqSvzEqMuqVBL6ZmC1pAZJZcB6YENsppkdM7P5ZrbCzFYAjwLXm9mWjETsXBJ7O3pZNncGJcW50xO3fp53XXTZNe7eb2ZDwC3AJmA7cL+ZbZV0h6TrMx2gc6nY195L/byqqMM4Td3cSq+hu6xKaVgXM9sIbEyYdtsoZa+eeljOTcze9h4uqpsTdRinqa+p5GcvHGFkxCgqSnYqyrn0yp3jU+cm6VjvIMf7hlg+LzdOiMYsq6lkYGiEI939UYfipglP6C7v7e3oAaK/bW4iv42uyzZP6C7v7W0PEmau1dBjV63ua/eE7rLDE7rLe7ETj/U5VkNfOncGktfQXfZ4Qnd5b297D7XV5VSWpXSOP2vKS4pZNKvCe7q4rPGE7vLe3vZeludY7TymrqaSVr9a1GWJJ3SX9/Z19FKfY+3nMd4X3WWTJ3SX1/oGhzl0vC/n2s9j6msqOXS8j77B4ahDcdOAJ3SX11o7T2KWez1cYurCuz/u7/JmF5d5ntBdXtsX9kGvr8mty/5jYkcO3uzissETustrudoHPSaW0Fs9obss8ITu8tre9l6qyoqZV1UWdShJ1VaXU15S5DV0lxWe0F1e29fRS11NJVJu3vxKEnU1lT7QhcsKT+gur+1t78nZ5paYurkzvIbussITustbwyPGvo5eGubPjDqUMdXXVNLS0YuZjV/YuSlIKaFLWidph6QmSbcmmf9+Sc9JelrSryWtTX+ozp1uf+dJBoeNlfNzs4dLTF1NJd39Q3T1DkYdiitw4yZ0ScXAncB1wFrgxiQJ+x4ze4mZXQR8Bvh82iN1LsGuoycAaKjN7YS+IhxJaXd7T8SRuEKXSg39EqDJzJrNbAC4F7ghvoCZHY97WgX4saXLuN1tQYJsyPEa+srwB6e5zRO6y6xUbk+3FGiJe94KXJpYSNL/AP4SKANelZbonBvD7qM9VFeU5GyXxZi6mkpKisTu8IjCuUxJpYaerD/YGTVwM7vTzFYBHwE+nnRB0s2Stkja0tbWNrFInUuw+2gPK2tn5myXxZjS4iLqayq9hu4yLpWE3grUxT1fBhwYo/y9wBuSzTCzu8ys0cwaa2trU4/SuSR2H+3J+ROiMStrqzyhu4xLJaFvBlZLapBUBqwHNsQXkLQ67unvAzvTF6JzZ+obHGZ/18mcbz+PWVk7k93tPQyP+OkllznjtqGb2ZCkW4BNQDHwFTPbKukOYIuZbQBukXQtMAh0AjdlMmjn9rTnxwnRmIb5VQwMjXCg62TODWbtCkdKY3aZ2UZgY8K02+IefyDNcTk3puY86eESE2saaj7a4wndZYxfKery0u6jeZbQa4OrWZvbvKeLyxxP6C4vNbf1sHBWOVXluTUw9Gjmzyyjurzk1A+Rc5ngCd3lpd1HT+RN7RyCuy56TxeXaZ7QXV7afbQn52/KlWhl7UxvcnEZ5Qnd5Z32E/109g6yKsfv4ZJo5fwqDhzro3dgKOpQXIHyhO7yzouHg1rumoXVEUcyMbGbiHk7ussUT+gu7zQd6QZg9cL8anI5a0EQb9MRb3ZxmeEJ3eWdnUdOUF1ewqJZFVGHMiEN86soLhIvHu6OOhRXoDyhu7yz8/AJzlqY+zflSlReUsyKeZWnmoycSzdP6C7v7DzSzeoF+dXcEnP2omp2eg3dZYgndJdXOnoGOHpigNUL8uuEaMzqBdXs7eilb3A46lBcAfKE7vJK7IRivp0QjVmzsBozPzHqMsMTussrsROKq/Osy2LMmvCHaOcRb3Zx6ecJ3eWVpiMnqCorZsns/OrhErNifhWlxfIToy4jPKG7vLLzSDdnLazOux4uMaXFRTTMr/IToy4jPKG7vGFmvHCwm7PztP08ZvXCaq+hu4xIKaFLWidph6QmSbcmmf+XkrZJelbSzyQtT3+obro70t1Pe88AaxfPijqUKUVkAz8AABElSURBVFmzoJqWzl6/p4tLu3ETuqRi4E7gOmAtcKOktQnFngIazewC4AHgM+kO1LltB48DsHbJ7IgjmZpzFwc9XbYf9GYXl16p1NAvAZrMrNnMBoB7gRviC5jZL8ysN3z6KLAsvWE6B9sOBAn9nMX52cMl5rylwQ9S7AfKuXRJJaEvBVrinreG00bzXuAnyWZIulnSFklb2traUo/SOYIEWFczg1kVpVGHMiVLZlcwp7KUbQeORR2KKzCpJPRk3QksaUHp7UAj8Nlk883sLjNrNLPG2tra1KN0Dth+8Hjet59DMHrR2sWz2HrAa+guvVJJ6K1AXdzzZcCBxEKSrgU+BlxvZv3pCc+5QO/AELuP9rB2cX63n8ect2QWLxzqZnB4JOpQXAFJJaFvBlZLapBUBqwHNsQXkHQx8K8EyfxI+sN0090Lh7oxC04oFoLzlsxmYGjExxh1aTVuQjezIeAWYBOwHbjfzLZKukPS9WGxzwIzgW9LelrShlEW59ykbD/VwyX/m1wgqKEDbPV2dJdGJakUMrONwMaEabfFPb42zXE5d5qtB44zq6KEpXNmRB1KWjTMr6K8pIitB47zxpdGHY0rFH6lqMsLz7Ue4yXLZuftJf+JSoqLOGfxrFNdMZ1LB0/oLuf1DQ6z/eBxLlw2J+pQ0ur8JbN4fv8xRkaSdhpzbsI8obuct+3gcYZGjIvqCiuhX1w/l+7+IXa1+X1dXHp4Qnc57+l9XQAFmNCD9/NU+P6cmypP6C7nPdPaxeLZFSyYlZ/3QB9Nw7wqZs8o5amWzqhDcQXCE7rLec+0dBVc+zlAUZG4qG6O19Bd2nhCdzmtq3eAPe29XFhgzS0xF9fPYcfhbk70+6103dR5Qnc57Ym9QXNErL250FxcPxez4CjEuanyhO5y2uO7OygrLiq4E6IxFy2LnRj1dnQ3dZ7QXU57fE8HFyybTUVpcdShZMTsylJW1VadOhJxbio8obuc1TswxHOtx7ikoSbqUDLqkoZ5bN7TyZDfedFNkSd0l7Oe3tfF0Ijx8gJP6JevmseJ/iGe99sAuCnyhO5y1mO7OygSvGz53KhDyajLVgY/WI/sao84EpfvPKG7nPVIcztrl8zK+yHnxrOguoLVC2byaLMndDc1ntBdTuruG+TJvZ28cvX0GKrw8lXz2Lynw0cwclPiCd3lpEd2tTM0Yrxy9fyoQ8mKy1fOo3dg2PujuylJKaFLWidph6QmSbcmmX+VpCclDUl6U/rDdNPNL3e2UVlWTOPywj4hGnPFWfMpLhK/2OEjOLrJGzehSyoG7gSuA9YCN0pam1BsH/Au4J50B+imp1/tPMrlK+dRVjI9DiJnzyilcflcfv5CW9ShuDyWyrflEqDJzJrNbAC4F7ghvoCZ7TGzZwFvAHRTtudoD3vbe7lqzfRoP4951TkL2H7wOAe6TkYdistTqST0pUBL3PPWcNqESbpZ0hZJW9ravCbikntw2yEgSHDTSez9erOLm6xUEnqyQRwnNWaWmd1lZo1m1lhbO71qXy51P3n+EOcvnUVdTWXUoWTVWQtmsmzuDH623RO6m5xUEnorUBf3fBlwIDPhuOnu4LGTPLWvi+vOXxx1KFkniXXnLeJXO9s41jsYdTguD6WS0DcDqyU1SCoD1gMbMhuWm64e3HoYgN87b1HEkUTj9RcuYXDY2BQ2Ozk3EeMmdDMbAm4BNgHbgfvNbKukOyRdDyDp5ZJagTcD/yppayaDdoXrx88eZPWCmZy1YGbUoUTigmWzqa+p5IfP+EGwm7iSVAqZ2UZgY8K02+IebyZoinFu0nYf7eHxPR18eN3ZUYcSGUm8/sLF/N+Hd9HW3U9tdXnUIbk8Mj06+bq88MATLRQJ/vCl07tucMNFSxkx+P5T+6MOxeUZT+guJwyPGN95Yj+/s6aWhbMqog4nUmsWVtO4fC7ffGwvIyOT6lDmpilP6C4n/OKFIxw63sdbGuvGLzwNvP2y5exp7+W//Za6bgI8obuccNcvm1k6ZwbXrl0YdSg5Yd35i5hbWcrdj+6JOhSXRzyhu8g9ta+Tx/d08J4rGygt9l0SoKK0mLddupwHtx1m5+HuqMNxecK/PS5yX/6vXVRXlPDWl3tzS7z3XNnAjNJi/uUXTVGH4vKEJ3QXqSf3dbJp62He/YoGZpan1It22qipKuMdly/nh88coOnIiajDcXnAE7qLjJnx9z/ezvyZ5fzJVSujDicnve+VK6ksK+GTP96Gmfd4cWPzhO4is+GZA2zZ28lfvnoNVV47T2r+zHI+eO1qHt7RxkPbDkcdjstxntBdJI509/E3G7ZyUd0c3tI4vS8kGs9NV6xgzcKZ3L5hK129A1GH43KYJ3SXdcMjxocfeJaTA8N87i0XUuI9W8ZUWlzEZ990IUe6+/nId571phc3Kv8muaz7zKYXeHhHGx///XNZVTs9b8I1URfWzeEj685h09bDfOnhXVGH43KUN1y6rPrKr3fzr//VzNsvq+ftly2POpy88t4rG3hu/zE+u2kH86rKWH9JfdQhuRzjCd1lxciI8c8/b+ILP32Rdect4m9efx5SssGw3GiKisT/efOFdJ0c5NbvPkfXyUH+5KqVvh3dKd7k4jLu6Il+/vjrW/jCT1/kjS9dyr/80cV+RegklZUUcdc7XsbrLljMp37yArd86yk6e/xEqQt4Dd1lzIn+Ie55bC///LMm+oaG+dvrz+Odly/3GuUUVZQW80/rL+bcxbP44k9f5JFd7fzZ1at4+2XLqSgtjjo8FyGlcsZc0jrgH4Fi4N/N7FMJ88uBrwMvA9qBt5rZnrGW2djYaFu2bJlk2C5XDQyN8GhzOw9uO8QPnjpAd/8QV62p5bbXrZ22oxBl0vaDx/n7jdv51c6jzKks5Q0XLWXd+Yu4uH4O5SWe3AuRpCfMrDHpvPESuqRi4EXg1QQDRm8GbjSzbXFl/gy4wMzeL2k98Adm9taxlusJPf+YGb0Dw/T0D3Gif4hjJwc5eKyPA10n2dvey3P7j7H94HH6h0aYUVrMa85byHte0cCFdXOiDr3gPdbczjce28emrYcYGBqhorSIC5bNYc3CmZxVO5NFsyuorS5n/sxyqitKqSwrprykyI+W8tBYCT2VJpdLgCYzaw4Xdi9wA7AtrswNwO3h4weAf5Eky0CH2fs3t3DXr5oBzuiPa6M8SQwi/nVnzot/nSWdnux5smUnLn+0ZZ85b6z1jBHTKHGM+R7HKBc/YcSM3sHhUd93dXkJa5fM4h2XLeeylfO4cvV8P/zPoktXzuPSlfPo7hvk0eYOftN0lOf2H+MHTx+gu28o6WskqCgppqK0iOIiIYkiQbHCx0XB4yIJgn9Zle0fm2yu7S+uWc3rL1yS9uWmktCXAi1xz1uBS0crY2ZDko4B84Cj8YUk3QzcDFBfP7kuV3Oryjh7YXXcQk+fH/80fodI/LDi95Uz543yujPWFVduzOWN/5ozn49RbtTXTCSm5LvvaMuToKqsmKryEqrKS5hZXsKsGSUsnj2DJXNmMKuixGt7OaC6opRXr13Iq8P7ypsZR08McKS7j7buftq6++npH+Lk4AgnB4fpC/9GzBgeCcoPjxgjFj624PFIti9myvrqsrvC2TNKM7LcVBJ6sm9p4rtPpQxmdhdwFwRNLims+wzxO6tzbmySqK0u98Gmp4lU+o61AvE3ql4GHBitjKQSYDbQkY4AnXPOpSaVhL4ZWC2pQVIZsB7YkFBmA3BT+PhNwM8z0X7unHNudOM2uYRt4rcAmwi6LX7FzLZKugPYYmYbgP8A7pbURFAzX5/JoJ1zzp0ppQuLzGwjsDFh2m1xj/uAN6c3NOeccxPh118751yB8ITunHMFwhO6c84VCE/ozjlXIFK6OVdGViy1AXsn+fL5JFyFmiM8ronxuCYuV2PzuCZmKnEtN7PaZDMiS+hTIWnLaDeniZLHNTEe18Tlamwe18RkKi5vcnHOuQLhCd055wpEvib0u6IOYBQe18R4XBOXq7F5XBOTkbjysg3dOefcmfK1hu6ccy6BJ3TnnCsQOZvQJb1Z0lZJI5IaE+Z9VFKTpB2Sfm+U1zdIekzSTkn3hbf+TXeM90l6OvzbI+npUcrtkfRcWC7jA6lKul3S/rjYXjtKuXXhNmySdGsW4vqspBckPSvpe5KSDjaare013vuXVB5+xk3hvrQiU7HErbNO0i8kbQ/3/w8kKXO1pGNxn+9tyZaVgdjG/FwU+Kdwez0r6aVZiOnsuO3wtKTjkj6YUCZr20vSVyQdkfR83LQaSQ+FueghSXNHee1NYZmdkm5KVmZcZpaTf8C5wNnAw0Bj3PS1wDNAOdAA7AKKk7z+fmB9+PjLwJ9mON7PAbeNMm8PMD+L2+524H+NU6Y43HYrgbJwm67NcFyvAUrCx58GPh3V9krl/QN/Bnw5fLweuC8Ln91i4KXh42qCAdoT47oa+FG29qdUPxfgtcBPCEYwuwx4LMvxFQOHCC68iWR7AVcBLwWej5v2GeDW8PGtyfZ7oAZoDv+fGz6eO9H152wN3cy2m9mOJLNuAO41s34z2w00EQxkfYqCwS1fRTBgNcDXgDdkKtZwfW8BvpWpdWTAqcG/zWwAiA3+nTFm9qCZxUYsfpRg9KuopPL+byDYdyDYl65RhgdONbODZvZk+Lgb2E4wZm8+uAH4ugUeBeZIWpzF9V8D7DKzyV6BPmVm9kvOHK0tfj8aLRf9HvCQmXWYWSfwELBuouvP2YQ+hmSDVifu8POArrjkkaxMOr0SOGxmO0eZb8CDkp4IB8rOhlvCw96vjHKIl8p2zKT3ENTmksnG9krl/Z82+DkQG/w8K8ImnouBx5LMvlzSM5J+Ium8LIU03ucS9T61ntErVVFsr5iFZnYQgh9sYEGSMmnZdikNcJEpkn4KLEoy62Nm9oPRXpZk2qQGrU5FijHeyNi181eY2QFJC4CHJL0Q/pJP2lhxAf8X+ATBe/4EQXPQexIXkeS1U+7Dmsr2kvQxYAj45iiLSfv2ShZqkmkZ248mStJM4DvAB83seMLsJwmaFU6E50e+D6zOQljjfS5Rbq8y4Hrgo0lmR7W9JiIt2y7ShG5m107iZakMWn2U4HCvJKxZJSuTlhgVDIr9RuBlYyzjQPj/EUnfIzjcn1KCSnXbSfo34EdJZqWyHdMeV3iy53XANRY2HiZZRtq3VxITGfy8VVkc/FxSKUEy/6aZfTdxfnyCN7ONkr4kab6ZZfQmVCl8LhnZp1J0HfCkmR1OnBHV9opzWNJiMzsYNkEdSVKmlaCtP2YZwfnDCcnHJpcNwPqwB0IDwS/t4/EFwkTxC4IBqyEYwHq0Gv9UXQu8YGatyWZKqpJUHXtMcGLw+WRl0yWh3fIPRllfKoN/pzuudcBHgOvNrHeUMtnaXjk5+HnYRv8fwHYz+/woZRbF2vIlXULwPW7PcFypfC4bgHeGvV0uA47FmhqyYNSj5Ci2V4L4/Wi0XLQJeI2kuWET6WvCaROTjTO/kzxb/AcEv1r9wGFgU9y8jxH0UNgBXBc3fSOwJHy8kiDRNwHfBsozFOdXgfcnTFsCbIyL45nwbytB00Omt93dwHPAs+HOtDgxrvD5awl6UezKUlxNBO2ET4d/X06MK5vbK9n7B+4g+MEBqAj3naZwX1qZhW10JcGh9rNx2+m1wPtj+xlwS7htniE4uXxFFuJK+rkkxCXgznB7Pkdc77QMx1ZJkKBnx02LZHsR/KgcBAbD/PVegvMuPwN2hv/XhGUbgX+Pe+17wn2tCXj3ZNbvl/4751yByMcmF+ecc0l4QnfOuQLhCd055wqEJ3TnnCsQntCdc65AeEJ3zrkC4QndOecKxP8H3ZZu/DcZrwwAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"for d in [Beta,\n", | |
" Cauchy,\n", | |
" Chi2,\n", | |
" Exponential,\n", | |
" Gamma,\n", | |
" HalfCauchy,\n", | |
" HalfNormal,\n", | |
" InverseGamma,\n", | |
" LogNormal,\n", | |
" Normal,\n", | |
" Pareto,\n", | |
" StudentT,\n", | |
" TruncatedCauchy,\n", | |
" TruncatedNormal,\n", | |
" Uniform]:\n", | |
" if d in [Beta]:\n", | |
" dist = d(1, 1)\n", | |
" elif d in [Chi2, Gamma, InverseGamma, Pareto, StudentT]:\n", | |
" dist = d(1)\n", | |
" else:\n", | |
" dist = d()\n", | |
" x = np.linspace(-10, 10, 1000)\n", | |
" plt.plot(x, np.exp(dist.log_prob(x)), \"-\")\n", | |
" plt.title(str(d))\n", | |
" plt.show()" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.6.9" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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