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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"\n", | |
"from dowhy.do_samplers.kernel_density_sampler import KernelDensitySampler\n", | |
"from dowhy.do_why import CausalModel\n", | |
"\n", | |
"import numpy as np\n", | |
"import pandas as pd" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import dowhy.datasets\n", | |
"\n", | |
"data = dowhy.datasets.linear_dataset(beta=10,\n", | |
" num_common_causes=1,\n", | |
" num_instruments = 0,\n", | |
" num_samples=5000,\n", | |
" treatment_is_binary=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"INFO:dowhy.causal_identifier:Common causes of treatment and outcome:{'U', 'X0'}\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Error: Pygraphviz cannot be loaded. No module named 'pygraphviz'\n", | |
"Trying pydot ...\n", | |
"['U', 'X0']\n", | |
"no\n", | |
"{'label': '\"Unobserved Confounders\"', 'observed': 'no'}\n", | |
"yes\n", | |
"{'observed': 'yes'}\n", | |
"Model to find the causal effect of treatment v on outcome y\n", | |
"{'label': '\"Unobserved Confounders\"', 'observed': 'no'}\n", | |
"There are unobserved common causes. Causal effect cannot be identified.\n", | |
"WARN: Do you want to continue by ignoring these unobserved confounders? [y/n] yes\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"INFO:dowhy.causal_identifier:Instrumental variables for treatment and outcome:[]\n" | |
] | |
} | |
], | |
"source": [ | |
"model= CausalModel(\n", | |
" data=data[\"df\"],\n", | |
" treatment=data[\"treatment_name\"],\n", | |
" outcome=data[\"outcome_name\"],\n", | |
" graph=data[\"dot_graph\"])\n", | |
"\n", | |
"identified_estimand = model.identify_effect()\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"WARNING:theano.tensor.blas:Using NumPy C-API based implementation for BLAS functions.\n" | |
] | |
} | |
], | |
"source": [ | |
"import pymc3 as pm" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"INFO:pymc3:Auto-assigning NUTS sampler...\n", | |
"INFO:pymc3:Initializing NUTS using jitter+adapt_diag...\n", | |
"INFO:pymc3:Multiprocess sampling (4 chains in 4 jobs)\n", | |
"INFO:pymc3:NUTS: [beta_y, beta_xy, beta_vy, beta_v, beta_xv]\n", | |
"Sampling 4 chains: 100%|██████████| 22000/22000 [00:40<00:00, 544.17draws/s]\n" | |
] | |
} | |
], | |
"source": [ | |
"with pm.Model() as model:\n", | |
" x0 = pm.Normal('X0', mu=data['df'].mean()['X0'], sd=data['df'].std()['X0'], observed=data['df']['X0'])\n", | |
" \n", | |
" beta_xv = pm.Normal('beta_xv', mu=0, sd=50)\n", | |
" beta_v = pm.Normal('beta_v', mu=0, sd=50)\n", | |
" v = pm.Bernoulli('v', p=1. / (1. + np.exp(-(beta_xv * x0 + beta_v))), observed=data['df']['v'])\n", | |
" \n", | |
" beta_vy = pm.Normal('beta_vy', mu=0, sd=50)\n", | |
" beta_xy = pm.Normal('beta_xy', mu=0, sd=50)\n", | |
" beta_y = pm.Normal('beta_y', mu=0, sd=50)\n", | |
"\n", | |
" y = pm.Normal('y', mu=beta_vy * v + beta_xy * x0 + beta_y, sd=data['df'].std()['y'], observed=data['df']['y'])\n", | |
" trace = pm.sample(len(data['df']))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7faafb1dca20>,\n", | |
" <matplotlib.axes._subplots.AxesSubplot object at 0x7faafcc98b38>],\n", | |
" [<matplotlib.axes._subplots.AxesSubplot object at 0x7fab02e3c080>,\n", | |
" <matplotlib.axes._subplots.AxesSubplot object at 0x7fab02969a20>],\n", | |
" [<matplotlib.axes._subplots.AxesSubplot object at 0x7fab0220b2b0>,\n", | |
" <matplotlib.axes._subplots.AxesSubplot object at 0x7fab0218b278>],\n", | |
" [<matplotlib.axes._subplots.AxesSubplot object at 0x7faaf315f198>,\n", | |
" <matplotlib.axes._subplots.AxesSubplot object at 0x7faaf3105390>],\n", | |
" [<matplotlib.axes._subplots.AxesSubplot object at 0x7faaf30ad5f8>,\n", | |
" <matplotlib.axes._subplots.AxesSubplot object at 0x7faaf30d3828>]],\n", | |
" dtype=object)" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 864x720 with 10 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"pm.traceplot(trace)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"with pm.Model() as model:\n", | |
" x0 = pm.Normal('X0', mu=data['df'].mean()['X0'], sd=data['df'].std()['X0'], observed=data['df']['X0'])\n", | |
" \n", | |
" #beta_xv = pm.Normal('beta_xv', mu=trace['beta_xv'].mean(axis=0), sd=trace['beta_xv'].std(axis=0))\n", | |
" #beta_v = pm.Normal('beta_v', mu=trace['beta_v'].mean(axis=0), sd=trace['beta_v'].std(axis=0))\n", | |
" #v = pm.Bernoulli('v', logit_p=1. / (1. + np.exp(-beta_v)))\n", | |
" v = 1.\n", | |
" \n", | |
" beta_vy = pm.Normal('beta_vy', mu=trace['beta_vy'].mean(axis=0), sd=trace['beta_vy'].std(axis=0))\n", | |
" beta_xy = pm.Normal('beta_xy', mu=trace['beta_xy'].mean(axis=0), sd=trace['beta_xy'].std(axis=0))\n", | |
"\n", | |
" y = pm.Normal('y', mu=beta_vy * v + beta_xy * x0, sd=data['df'].std()['y'], shape=(5000,))\n", | |
" trace_1 = pm.sampling.sample_prior_predictive(len(data['df']))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/latex": [ | |
"$$8.846553304390058$$" | |
], | |
"text/plain": [ | |
"8.846553304390058" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"trace_1['y'].mean()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"with pm.Model() as model:\n", | |
" x0 = pm.Normal('X0', mu=data['df'].mean()['X0'], sd=data['df'].std()['X0'], observed=data['df']['X0'])\n", | |
" \n", | |
" #beta_xv = pm.Normal('beta_xv', mu=trace['beta_xv'].mean(axis=0), sd=trace['beta_xv'].std(axis=0))\n", | |
" #beta_v = pm.Normal('beta_v', mu=trace['beta_v'].mean(axis=0), sd=trace['beta_v'].std(axis=0))\n", | |
" #v = pm.Bernoulli('v', logit_p=1. / (1. + np.exp(-beta_v)))\n", | |
" v = 0.\n", | |
" \n", | |
" beta_vy = pm.Normal('beta_vy', mu=trace['beta_vy'].mean(axis=0), sd=trace['beta_vy'].std(axis=0))\n", | |
" beta_xy = pm.Normal('beta_xy', mu=trace['beta_xy'].mean(axis=0), sd=trace['beta_xy'].std(axis=0))\n", | |
"\n", | |
" y = pm.Normal('y', mu=beta_vy * v + beta_xy * x0, sd=data['df'].std()['y'], shape=(5000,))\n", | |
" trace_0 = pm.sampling.sample_prior_predictive(len(data['df']))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/latex": [ | |
"$$-1.1570619766044903$$" | |
], | |
"text/plain": [ | |
"-1.1570619766044903" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"trace_0['y'].mean()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/latex": [ | |
"$$10.003615280994548$$" | |
], | |
"text/plain": [ | |
"10.003615280994548" | |
] | |
}, | |
"execution_count": 11, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"trace_1['y'].mean() - trace_0['y'].mean()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"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": "3.6.7" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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