diff --git a/docs/source/example_notebooks/dowhy_doubly_robust_estimator.ipynb b/docs/source/example_notebooks/dowhy_doubly_robust_estimator.ipynb new file mode 100644 index 000000000..ea903515e --- /dev/null +++ b/docs/source/example_notebooks/dowhy_doubly_robust_estimator.ipynb @@ -0,0 +1,594 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "ce707eef-8911-484c-87ff-cdd447c96919", + "metadata": {}, + "source": [ + "# Doubly Robust Estimator - Example Notebook\n", + "\n", + "The Doubly Robust Estimator (Jonsson Funk et al., 2011) combines a regression estimator with a propensity score estimator, yielding an estimator which is robust if either the regression model or the propensity score model is correctly specified. It models the potential outcomes with the following formula:\n", + "\n", + "$Y^{DR}_{i, t} = \\hat{m}(X_i, T_i=t) + \\frac{\\mathbf{1}\\{T_i=t\\}}{\\hat{e}(X_i)}\\big(Y_i - \\hat{m}(X_i,t)\\big)$,\n", + "\n", + "where $\\hat{m}(X_i, t)$ is our outcome (regression) model and $\\hat{e}(X_i)$ is our propensity score model.\n", + "\n", + "## To see it in action, we'll walk through an example. \n", + "\n", + "Lets imagine we are trying to estimate the average-treatment-effect (ATE) of our data, and we believe two things to be true:\n", + "* **(Assumption A)**: The potential outcomes of our data are accurately modeled as a linear function of the treatment plus the common causes.\n", + "* **(Assumption B)**: The propensity score of our data is accurately modeled by just a few axis-aligned splits, which can be represented with a decision tree.\n", + "\n", + "We will compare three estimators of the ATE: a linear regression estimator, a propensity score weighting estimator which models the propensity score as a decision tree, and finally the doubly robust estimator which combines the two. We will specifically compare these estimators in two situations.\n", + "\n", + "* When **Assumption A** is true but **Assumption B** is false.\n", + "* When **Assumption B** is true but **Assumption A** is false.\n", + "\n", + "Ultimately, we will see that as long as just one of the assumptions is true, the Doubly Robust Estimator is consistent and yields a good estimate for the ATE. The other two estimators, on the other hand, will perform more poorly when they are misspecified." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "6bce28e3-a200-4670-a3b8-b9855859b7b9", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import logging\n", + "\n", + "import dowhy\n", + "from dowhy import CausalModel\n", + "import dowhy.datasets \n", + "\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.patches as mpatches" + ] + }, + { + "cell_type": "markdown", + "id": "463b32c6-5ca2-46ca-9d67-b1a3ab5d4861", + "metadata": {}, + "source": [ + "## Generate Data\n", + "\n", + "Lets generate two datasets: \n", + "* **df_linear** will follow a linear outcome model and will have a linear propensity score model.\n", + "* **df_nonlinear** will follow an explicitly non-linear outcome model, and will have a nonlinear propensity score model which satisfies just two axis-aligned boundary splits (and so is easily modeled using a decision tree)." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "59418b11-a168-4e93-8cc0-e5603f3e111e", + "metadata": {}, + "outputs": [], + "source": [ + "ATE = 10\n", + "\n", + "# ========================================================\n", + "# Lets start by using the linear_dataset() helper method, but we will tweak the values to fit our toy example\n", + "data = dowhy.datasets.linear_dataset(beta=ATE,\n", + " num_common_causes=2, \n", + " num_instruments = 0,\n", + " num_treatments=1,\n", + " num_samples=20000,\n", + " treatment_is_binary=True,\n", + " outcome_is_binary=False,\n", + " stddev_treatment_noise=10)\n", + "df_base = data[\"df\"]\n", + "\n", + "# ========================================================\n", + "# Helper methods\n", + "mean_w0 = df_base[\"W0\"].mean()\n", + "mean_w1 = df_base[\"W1\"].mean()\n", + "def assign_treatment_linear(row):\n", + " linear_term = 1.5*row[\"W0\"] + 1.5*row[\"W1\"]\n", + " prob = 1 / (1 + np.exp(-1 * linear_term))\n", + " return np.random.binomial(1, prob)\n", + "def assign_treatment_nonlinear(row):\n", + " if (row[\"W0\"] < mean_w0 and row[\"W1\"] < mean_w1):\n", + " return int(np.random.rand() < 0.9)\n", + " return int(np.random.rand() < 0.1)\n", + "def assign_effect_linear(row, ate):\n", + " return 6.5 * row[\"W0\"] + 5.5 * row[\"W1\"] + ate * row[\"v0\"]\n", + "def assign_effect_nonlinear(row, ate):\n", + " if (row[\"W0\"] < mean_w0 and row[\"W1\"] < mean_w1):\n", + " return 2 * (row[\"W0\"]**2) + 2 * (row[\"W1\"] ** 2) + ate * row[\"v0\"]\n", + " return 2 * (row[\"W0\"] ** 3) + 2 * (row[\"W1\"] ** 3) + ate * row[\"v0\"]\n", + "\n", + "# ========================================================\n", + "# Specify linear data such that propensity scores are also linear\n", + "df_linear = df_base.copy(deep=True)\n", + "df_linear[\"v0\"] = df_linear.apply(assign_treatment_linear, axis=1)\n", + "df_linear[\"y\"] = df_linear.apply(assign_effect_linear, axis=1, args=(ATE,))\n", + "\n", + "# ========================================================\n", + "# Specify linear data such that propensity scores are nonlinear\n", + "df_nonlinear = df_base.copy(deep=True)\n", + "df_nonlinear[\"v0\"] = df_nonlinear.apply(assign_treatment_nonlinear, axis=1)\n", + "df_nonlinear[\"y\"] = df_nonlinear.apply(assign_effect_nonlinear, axis=1, args=(ATE,))" + ] + }, + { + "cell_type": "markdown", + "id": "42207052-51b9-4da1-a041-512e583cb373", + "metadata": {}, + "source": [ + "## Visualizing the Treatment Assignment Data\n", + "\n", + "The visual below helps capture the relationship between the common causes and the treatment assignment, in our synthetically generated data. In the linear setting, it is not possible for the decision tree classifier to provide an accurate model of the propensity scores. Meanwhile, in the non-linear setting, the linear outcome model will not accurately model the effects. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5bb8b0a8-c84d-4d7f-99ea-1164a0850a91", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_linear_sample = df_linear.sample(n=1000, random_state=0)\n", + "colors_linear = df_linear_sample[\"v0\"].map({0: \"red\", 1: \"green\"})\n", + "df_nonlinear_sample = df_nonlinear.sample(n=1000, random_state=0)\n", + "colors_nonlinear = df_nonlinear_sample[\"v0\"].map({0: \"red\", 1: \"green\"})\n", + "fig, axes = plt.subplots(1, 2, figsize=(12, 6))\n", + "\n", + "# ========================================================\n", + "# Left plot: Linear\n", + "ax = axes[0]\n", + "ax.scatter(df_linear_sample[\"W0\"], df_linear_sample[\"W1\"], c=colors_linear, alpha=0.7, edgecolor=\"k\")\n", + "x_vals = np.linspace(df_linear_sample[\"W0\"].min(), df_linear_sample[\"W0\"].max(), 200)\n", + "ax.plot(x_vals, -x_vals, color=\"blue\", linestyle=\"--\", label=\"W1 = -W0\")\n", + "ax.set_xlabel(\"W0\")\n", + "ax.set_ylabel(\"W1\")\n", + "ax.set_title(\"DF_Linear\")\n", + "red_patch = mpatches.Patch(color=\"red\", label=\"v0 = 0\")\n", + "green_patch = mpatches.Patch(color=\"green\", label=\"v0 = 1\")\n", + "ax.legend(handles=[red_patch, green_patch], loc=\"upper left\")\n", + "\n", + "# ========================================================\n", + "# Right plot: Nonlinear\n", + "ax = axes[1]\n", + "ax.scatter(df_nonlinear_sample[\"W0\"], df_nonlinear_sample[\"W1\"], c=colors_nonlinear, alpha=0.7, edgecolor=\"k\")\n", + "ax.axvline(x=mean_w0, color=\"blue\", linestyle=\"--\", label=f\"Mean W0 = {mean_w0:.2f}\")\n", + "ax.axhline(y=mean_w1, color=\"blue\", linestyle=\"--\", label=f\"Mean W1 = {mean_w1:.2f}\")\n", + "ax.set_xlabel(\"W0\")\n", + "ax.set_ylabel(\"W1\")\n", + "ax.set_title(\"DF_Nonlinear\")\n", + "ax.legend(handles=[red_patch, green_patch], loc=\"upper left\")\n", + "\n", + "# ========================================================\n", + "# Display\n", + "fig.text(0.25, -0.05,\n", + " \"Figure 1: The linear propensity scores are such that a decision tree \"\n", + " \"would struggle to accurately model the relationship, \"\n", + " \"because decision trees are limited to axis aligned splits.\",\n", + " wrap=True, ha=\"center\", fontsize=10)\n", + "\n", + "fig.text(0.75, -0.05,\n", + " \"Figure 2: The non-linear propensity scores are well modeled using a decision tree, whereas \"\n", + " \" a linear model would struggle to accurately model the data\",\n", + " wrap=True, ha=\"center\", fontsize=10)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "a26e8916-d96e-4c61-a15b-bbeafee14751", + "metadata": {}, + "source": [ + "## Initialize Causal Models & Identify Estimand" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "e8119695-50c5-411e-870b-ba44379e8f0c", + "metadata": {}, + "outputs": [], + "source": [ + "model_linear=CausalModel(\n", + " data = df_linear,\n", + " treatment=data[\"treatment_name\"],\n", + " outcome=data[\"outcome_name\"],\n", + " graph=data[\"gml_graph\"],\n", + " instruments=data[\"instrument_names\"]\n", + ")\n", + "model_nonlinear=CausalModel(\n", + " data = df_nonlinear,\n", + " treatment=data[\"treatment_name\"],\n", + " outcome=data[\"outcome_name\"],\n", + " graph=data[\"gml_graph\"],\n", + " instruments=data[\"instrument_names\"]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "827e0f4d-e87d-4c17-9eec-c85732baa79a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model_linear.view_model()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a15e52f8-e0ba-49d1-9f89-6a26caf2004f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Estimand type: EstimandType.NONPARAMETRIC_ATE\n", + "\n", + "### Estimand : 1\n", + "Estimand name: backdoor\n", + "Estimand expression:\n", + " d \n", + "─────(E[y|W1,W0])\n", + "d[v₀] \n", + "Estimand assumption 1, Unconfoundedness: If U→{v0} and U→y then P(y|v0,W1,W0,U) = P(y|v0,W1,W0)\n", + "\n", + "### Estimand : 2\n", + "Estimand name: iv\n", + "No such variable(s) found!\n", + "\n", + "### Estimand : 3\n", + "Estimand name: frontdoor\n", + "No such variable(s) found!\n", + "\n", + "### Estimand : 4\n", + "Estimand name: general_adjustment\n", + "Estimand expression:\n", + " d \n", + "─────(E[y|W1,W0])\n", + "d[v₀] \n", + "Estimand assumption 1, Unconfoundedness: If U→{v0} and U→y then P(y|v0,W1,W0,U) = P(y|v0,W1,W0)\n", + "\n" + ] + } + ], + "source": [ + "identified_estimand = model_linear.identify_effect(proceed_when_unidentifiable=True)\n", + "print(identified_estimand)" + ] + }, + { + "cell_type": "markdown", + "id": "7d8a668f-cde2-4482-8378-16b115f59d07", + "metadata": {}, + "source": [ + "## Estimate Effect\n", + "\n", + "Now, we will compare our three estimators: the Doubly Robust Estimator, against its individual sub-components: the linear regression estimator and the propensity score estimator. We will compare these across both datasets, to see if in fact the Doubly Robust Estimator performs well on both **df_linear** which follows a true linear model, and **df_nonlinear** which follows a non-linear model but has a propensity score model which can be well modeled with our assumed decision tree.\n", + "\n", + "In all cases, the true ATE is 10.0." + ] + }, + { + "cell_type": "markdown", + "id": "9650a78f-9146-4845-afe1-92b3f1ec85f1", + "metadata": {}, + "source": [ + "### DF_Linear" + ] + }, + { + "cell_type": "markdown", + "id": "2dd08427-3944-4360-83bc-45bf348a2665", + "metadata": {}, + "source": [ + "**Linear model**" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "f3bdca76-d717-46dc-9fb8-0315deb821dd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Causal Estimate of Linear Outcome Model is 9.999999999999993\n" + ] + } + ], + "source": [ + "causal_estimate_reg = model_linear.estimate_effect(identified_estimand,\n", + " method_name=\"general_adjustment.linear_regression\",\n", + " test_significance=False)\n", + "reg_estimate_lin_model = causal_estimate_reg.value\n", + "print(\"Causal Estimate of Linear Outcome Model is \" + str(reg_estimate_lin_model))" + ] + }, + { + "cell_type": "markdown", + "id": "5e4aebf0-e71d-474d-bb0d-47386f6f2708", + "metadata": {}, + "source": [ + "**Propensity score model**" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "e7391019-aecf-4f3c-980d-5d4f2edd8599", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Causal Estimate of Propensity Score Weighting (with Decision Tree Classifier) is 14.930335795798102\n" + ] + } + ], + "source": [ + "causal_estimate_ipw = model_linear.estimate_effect(identified_estimand,\n", + " method_name=\"general_adjustment.propensity_score_weighting\",\n", + " target_units = \"ate\",\n", + " method_params={\n", + " \"weighting_scheme\":\"ips_weight\",\n", + " \"propensity_score_model\":DecisionTreeClassifier(max_depth=2, min_samples_leaf=2000, random_state=42)\n", + " })\n", + "prop_estimate_lin_model = causal_estimate_ipw.value\n", + "print(\"Causal Estimate of Propensity Score Weighting (with Decision Tree Classifier) is \" + str(prop_estimate_lin_model))" + ] + }, + { + "cell_type": "markdown", + "id": "7e122a13-e31d-4f4b-aa2f-b5ae42388be2", + "metadata": {}, + "source": [ + "**Doubly robust model**" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "2f8f1e45-181f-49cf-a895-d9d1d02da4ae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Causal Estimate of Doubly Robust Estimator is 10.0\n" + ] + } + ], + "source": [ + "causal_estimate_dr = model_linear.estimate_effect(identified_estimand,\n", + " method_name=\"general_adjustment.doubly_robust\",\n", + " target_units = \"ate\",\n", + " method_params={\n", + " \"propensity_score_model\": DecisionTreeClassifier(max_depth=2, min_samples_leaf=2000, random_state=42),\n", + " \"propensity_score_column\":\"propensity_score_dr\"\n", + " })\n", + "dr_estimate_lin_model = causal_estimate_dr.value\n", + "print(\"Causal Estimate of Doubly Robust Estimator is \" + str(dr_estimate_lin_model))" + ] + }, + { + "cell_type": "markdown", + "id": "9fdbaa50-ca90-485f-8dc3-ac1b16ccf7f3", + "metadata": {}, + "source": [ + "### DF_Nonlinear" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "e49724c3-2dee-4c29-8302-e586cf736ebf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Causal Estimate of Linear Outcome Model is 21.999200788219753\n" + ] + } + ], + "source": [ + "causal_estimate_reg = model_nonlinear.estimate_effect(identified_estimand,\n", + " method_name=\"general_adjustment.linear_regression\",\n", + " test_significance=True)\n", + "reg_estimate_nonlin_model = causal_estimate_reg.value\n", + "print(\"Causal Estimate of Linear Outcome Model is \" + str(reg_estimate_nonlin_model))" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "7103a263-03f1-49f3-9936-7936e4d2ff12", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Causal Estimate of Propensity Score Weighting (with Decision Tree Classifier) is 10.219094892409897\n" + ] + } + ], + "source": [ + "causal_estimate_ipw = model_nonlinear.estimate_effect(identified_estimand,\n", + " method_name=\"general_adjustment.propensity_score_weighting\",\n", + " target_units = \"ate\",\n", + " method_params={\n", + " \"weighting_scheme\":\"ips_weight\",\n", + " \"propensity_score_model\":DecisionTreeClassifier(max_depth=2, min_samples_leaf=2000, random_state=42) # , min_samples_leaf=2000,\n", + " })\n", + "prop_estimate_nonlin_model = causal_estimate_ipw.value\n", + "print(\"Causal Estimate of Propensity Score Weighting (with Decision Tree Classifier) is \" + str(prop_estimate_nonlin_model))" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "dd3da134-6f67-4117-bb0b-d3c741d9d3c6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Causal Estimate of Doubly Robust Estimator is 10.176158365990805\n" + ] + } + ], + "source": [ + "causal_estimate_dr = model_nonlinear.estimate_effect(identified_estimand,\n", + " method_name=\"general_adjustment.doubly_robust\",\n", + " target_units = \"ate\",\n", + " method_params={\n", + " \"propensity_score_model\": DecisionTreeClassifier(max_depth=2, min_samples_leaf=2000, random_state=42),\n", + " \"propensity_score_column\":\"propensity_score_dr\"\n", + " })\n", + "dr_estimate_nonlin_model = causal_estimate_dr.value\n", + "print(\"Causal Estimate of Doubly Robust Estimator is \" + str(dr_estimate_nonlin_model))" + ] + }, + { + "cell_type": "markdown", + "id": "5cb48d3a-9c94-4167-9414-061f777dbebd", + "metadata": {}, + "source": [ + "### Comparing Results" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "9e6c2770-7fa8-4d56-b827-5b759d0edd40", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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QUNA997t582ZmzpxJbGwsvr6+fPDBB3Tv3v2fPh0hxGNCyhbxuHhkLQsxCTlcvJrJxauZpGcXKsujE7KV5Rk5hZW2MzTQ+zezSUgTLyVQ0LzW0OTz4tVMcvKK77K8RGt/Sen5Wuvjkm788ychhPjH5OfnU7t2bebNm6dz/YIFC/j666+ZN28ee/fuxdnZmZ49e5Kbm3vXfR45coTBgwfTr18/Dh48SL9+/Xj11Vc5duzYP3UaQojHjJQt4nHxyFoWZv9wVPn/y6EB9O8YqF6+7CipWeogYfbwVozs04A9x6+TlVtE+8beFJeU8ebsnUrLxO2tD2P6NSCkiTdnr6QzefEBAAwN9OnTwZ+2DTxxsjMjv7CMY5HJ/PDbBW7kl3A/zzZSBwdR17Lw97ajdnVHnO3MSM0qZOLCMCWd5tiA1nKA2n4Oyv/X7LzErmPXH/h6CSEeT6GhoYSGhupcp1KpWLRoERMmTKBHjx4AfPPNN9SoUYO1a9fy+uuv69xu8eLFPPvss4wfPx6A8ePHEx4ezqJFi1i2bNk/cyJCiMeKlC3icfGfGLPQur473dv4kZ1XTF5R6QNtO3lwE14ODcTF3pz41DyMDPV5rmk15rzdCmPDe59+HT9HXB0sAFj4yykybxShr69H+5tBgRBC3EtcXBwpKSm0b99eWWZiYkKrVq04cuTIXbc7evSo1jYAISEhHD169C5bCCGeJlK2iH/TI2tZeDB6TFi4n5iEHPQfoBdS7eoONAl2BWDKkoOcj8nAzsqE7yZ3wNvVmrYNPdlx9Npdt9d0ObpyPZu4pBvsPxlPr7Y1CGnsxeq/OJZiTL+GjOnXUHm9eX80Szef+0v7EkI83lJTUwFwdnbWWu7s7My1a3cve1JSUnRuk5KS8vAzKYT4z5GyRfyb/hPBwtnodGIScgCoUFV9O39vO+X/H79TeYBxQDW7uwYLpsYGtKzrDsCeiOs3/1UHC64OFtSu7sC5mIyqZ+ampPR8cvJvjW9IzSx44H0IIf5b9PS0azlUKlWlZQ9jGyHE00XKFvFv+E8EC1k3iiovVKmjhtsHH5ubGmkluf2zf/FqZuX95hZXWqbRqp4HZibqyzOgUxAv3xxToRHSxPsvBQsyZkGIp4emBi8lJQVXV1dleVpaWqXavdu5uLhUqum73zZCiKeHlC3i3/SfGLOgS/bNWYY8nCwBsLYwps5tA4kBLl/LUv6/blcUExeGMXFhGJO+CufnPy+x48jVu+6/w22zHpmbGmJpZoSl2a1gpGVdd0yMDR7KuQghnkw+Pj64uLiwZ88eZVlJSQkHDhygWbNmd92uadOmWtsA7N69m6ZNm/5jeRVC/HdI2SL+Tf+JlgVdTkelEVDNjjb1PbC3NsXN0QKzO1oWzkVnEHExhUaBLkx9vRnxqblUVKhwsjPHzMSQ9xeFKzMv3c7F3pxgX3Xg8c3GM/wWHqus83a14uuJ7TE3NaRVXXflmQtV1bdDAJ1a+CivC4vL+OCbQw+0DyHE4yMvL4+YmBjldVxcHGfOnMHOzg4vLy/efvtt5s+fj5+fH35+fsybNw8zMzN69+6tbDN06FDc3d2ZPn06AMOHD6dTp058/vnndO3ald9//529e/fy559//tunJ4R4RKRsEY+L/2ywsG53FE62ZjQJdsHdyYJdx67jaGtKu4ZeWulmLTtK7xB/nmngiYu9BYXFZcSn5BJxKZVrybrnIm7fWP1shYoKFQfPJGmtu5acS3xqHp7OloQ08XrgYMHN0QI3RwvldV7hg83uJIR4vJw8eZKuXbsqrydPngxA//79WbJkCWPGjKGwsJBx48YpD07atGkTVlZWyjbx8fHo699q6G3WrBnLli1jxowZzJw5E19fX3744QeaNGny752YEOKRkrJFPC70VCrVfYcMnzhxgkaNGtFmwHxsXPz+jXwJ8Z+TELmPk9s+Z//+/dSvX/9RZ0cI8YRYs2YNQ4YMkbJFCPFQnTp1imeeeYaIiAgaNmx413T/2TELQgghhBBCiH+WBAtCCCGEEEIInSRYEEIIIYQQQugkwYIQQgghhBBCJwkWhBBCCCGEEDpJsCCEEEIIIYTQ6YGes5ASG0FeZvw/lRch/tMyEiIB2L59O5cuXXrEuRFCPCkOHz4MSNkihHi4rl69WqV0VXrOwqFDh2jVqjUqVcXfzpgQTzJ9fX0qKuR7IoR4uKRsEUL8EwwMDAgLC6NFixZ3TVOllgUTExNUqgrqdx6Llb3nQ8ugEE+SlNgILh9cxYoVKwgKCnrU2RFCPCG2bt3KtGnTpGwRQjxUkZGRDBw4EBMTk3ume6BuSFb2nvIEZyHuQtNFLygo6J5PQhRCiAcRGanu4ihlixDiUZABzkIIIYQQQgidJFgQQgghhBBC6PRA3ZAehS3zewKwYPUJdh27/ohzI4QQQgghxNPjkbYszB7eii3ze7J0ynN3TXPxaiYXr2aSk1fyL+bs7xnTrwFb5vfU+dejTfUq70dzfcb0a/AP5laIvycvL4///e9/BAYGYmZmhru7O8OHDycrK+ue26WlpTF69Gj8/PwwNTXFx8eH999/n+LiYq104eHhdOzYEWdnZ8zNzWnWrBlbtmzRSlNaWsqCBQuoU6cOFhYWODo6MmDAAOLjtad6jouLY/DgwVSrVg1TU1MCAgL49NNPK80ys2XLFtq0aYO9vT2Wlpa0b9+egwcP/qXzPnv2LC+++CIeHh6YmppSt25dli1bppVGpVLxww8/0LhxY6ytrbG1taVHjx5cuHDhqbtmhYWFvPDCC/j4+GBmZoa1tTVBQUFMmTKFoqIixNNnzpw5NGnSBCsrK5ydnenVq1elKWQ3bNhAx44dcXR0RE9Pj1OnTt13v6WlpXz00UfK96levXr88ccfWmlyc3MZM2YM1apVw8zMjJYtW3Ls2DGtNCkpKQwePBh3d3fMzc3p1KkTUVFRyvrMzExGjhxJQEAA5ubmeHt7M2rUKHJycrT2k5WVxaBBg7CxscHGxoZBgwaRnZ2tlebatWt0795d+c6OGjWKkpJb90fTp09HT0+v0p+FhYXWflauXEm9evUwNzfHzc2N1157jYyMDK00CxYsICAgADMzM7y8vBg7dqzWd/BhvS/R0dE8//zzODk5YW1tTZ8+fUhJSVHW7927V+c56enpab0XutYvWbJEWX/p0iWeffZZXFxcMDU1pXr16kydOpXS0tJKeRLaHvtuSBMXhjFxYRjHI1Pun/hfpK+n/rsfTbCj+cvMlR878WTp3r07H330EVFRUdSsWZO8vDyWLFlCaGgoZWVlOrcpLi6mTZs2LFy4kISEBAIDA0lJSeHjjz+mX79+Srpdu3bRrl07tm/fjoGBAd7e3hw9epSePXuyceNGJd2QIUMYO3Ys586dw9fXF4BVq1bRunVr5Qc5LS2Npk2b8uOPP5KZmUlAQADR0dFMmjSJcePGKfv64Ycf6NGjB+Hh4VhZWeHk5MSePXt49tlnOXLkyAOd94ULF2jevDkbNmygsLAQf39/zp49y+uvv86CBQuUfX344Ye89tprRERE4Orqirm5OVu2bKFVq1bExcU9VdesuLiY3377DSMjI2rVqoWFhQUXL15k9uzZjBkz5m4fQ/EE27dvH++88w6HDx9mx44dlJWVERoaSn5+vpImPz+fVq1a8fHHH1d5v1OnTuWbb77hyy+/5MKFCwwbNoznn3+ekydPKmnefPNNduzYwfLlyzl79iyhoaF06NCBhIQEQB3o9+rVi5iYGDZv3szJkyepVq0aHTp0UPKXmJhIYmIi8+bN4+zZs/zwww/88ccfvPHGG1r56d+/P6dOneKPP/7gjz/+4NSpUwwaNEhZX15eTteuXcnPzyc8PJzVq1ezfv16xo8fr6SZMGECSUlJWn/BwcH07t1bSRMeHs4rr7zCG2+8wfnz51m7di3Hjh3jzTffVNKsXLmS9957j//9739ERkby/fffs2bNGt5///2H+r7k5+cTGhqKnp4eu3fv5sCBA5SUlNC9e3elQqJly5aVzunNN9/Ex8eHxo0ba+1v2bJlWuleffVVZZ2RkRGvvPKK8rySBQsW8N133/G///3vbh8RcVOVnrNw4sQJGjVqRJsB8x/qbEizh7eiTg1HUjILeHPWDp1p7uyGFNLEizH91LNBTF50gDd61MLTxYr4lFwWrz/DpWu3aqhqetvxcmgAgT72GBvqcz0ll192XebgmSQlzWvdgmkc5IK9jRmmxgbk5JVw6nIqP/5+gaxcdW3dy6EB9O8YSEpmASv/uMjLoQE425szdPYOUrMKK+V5TL8GhDTxBqD7+M06z0tfDwZ2DqJNfQ/srU0pKasgJSOffScT2Lj3inLed3pj5nadxxSPXkLkPk5u+5yIiIinZsaSCxcuUKtWLQC+/PJLRowYwZUrV/D39wfUPzj9+/evtN3WrVvp2rUroK6R7tatGzt37uS559StjAcOHKBly5b06dOHtWvX4uHhQXR0NCYmJgwcOJCVK1fi7+/P5cuXyc3Nxc7OjvLycsaPH8+8efPIzs7G09OT/Px8Zs2axeTJk1m0aBHvvPMOoK7tr127NkuXLmXIkCHo6+sTFxeHl5cXTZs25dixYzRp0oTDhw+jp6fHM888Q3h4OM899xzbt2+v8nm/++67zJ07F2NjYxITE3FwcGDq1KnMmjULGxsbkpKSMDMzw9nZmbS0NF588UXWrVtHaWkpAQEBxMbGMmTIEL799tun5pqpVCpKS0sxNjYGoKysjJo1axIbG0vt2rU5e/bsw/wI/yesXLmSgQMHPlVly72kpaXh7OzMvn37eOaZZ7TWxcXF4evry8mTJ6lfv/499+Pu7s6UKVOUzzhAr169sLS0ZMWKFRQWFmJlZcXmzZuV7x5A/fr16datGzNnzuTy5csEBARw7tw55fNdXl6Os7Mzn3zyidYN+O3Wrl3LwIEDyc/Px9DQkMjISIKDgzl8+DDNmjUD1A/ja9GiBRcvXiQgIIBt27bRrVs3rl+/jru7OwCrV69m8ODBpKamYm1tXek4p0+fpn79+uzfv582bdoAMG/ePBYvXkx0dLSS7ssvv+TTTz/l+nV1d+8RI0YQGRnJrl27lDTjx4/n6NGjhIWF6Tynv/K+bN++nc6dO5OVlaXkPysrC3t7e3bs2EGHDh0qHae0tBRPT09GjBjBtGnTlOV6enps3LiRXr166cyfLuPGjePYsWN3Pacnneb+/n5ly2PfsnAv04c0x8TYAAN9Pfw8bZk4qDH6N6v7g33t+fid1jQOcqGktJzUrAL8PG15/9WmPNvIS9lHo0B1oJCeXUhSej52ViaENPFm6uvNKh3P3tqUMf0aUF6hIuvG32sh6NqqOr1DauJka0ZCWh438orxdrWiSZALoG6RKChSN43l5BUrLROlZfJQHvH4uL0rip6enta/ADt37vxb290rXVRUFNeuXUOlUinpNOv09fUfaF8VFRXs2bNHK92dzdmgrkkrLS194Pzfvg/Nvzk5OUoT+p35v11V8v8kXTM9PT2MjY156623aNq0Kd7e3sTGxgLQunXrStdHPH00LV/29vZ/az/FxcWYmppqLTMzMyM8PBxQB6rl5eX3TKPpAnh7GgMDA4yNjZU0dzsHa2trDA3VQ0cPHTqEjY2NEigANG/eHBsbG6U736FDh6hdu7YSKAB07NiR4uJiIiIidB5n6dKl1KxZUwkUQF1THx8fz9atW1GpVKSkpLBu3TqtgKh169ZERERw9OhRAGJiYrQqLO52TvBg70txcTF6enpa8/ybmpqir69/1+v366+/kp6ezuDBgyutGzFiBI6OjjRp0oQlS5bc80GGV65c4Y8//qBt27ZVzu/T6j8dLCz77TzDP9nN//16HgAXe3PcHdX98gZ0CsTIUJ+Tl1J5bcZ2hn+ym8371FH0oC63Hmozb2UE/adtZeS8Pbz96W6+XncKULdKuDqYax3PyFCfbzadZfgnu3htxnbSsu9fw3/nmAVfd3Xk7OakzufeE/GMmr+Xtz7eRf9p21j2m/pcJi4MIzpe/cU7HpmidMfStHYI8TgICgqibt26AIwePZr69etr1U5omurv1Lp1azw8PAB48cUXadCgAd27d6+0Xd++fZXXPj4+BAUFsWLFCq101tbWdOnSBVDXmNWpUwc/Pz+lKVyzr65du2JpaQlAixYtqF+/PsOGDat0TE2XnqNHj+Lr60v16tWVWqeSkhLS09OrfN4vvfQSBgYGFBcX4+/vT926dZk1a9Zdj7lu3ToCAgLw8fFRbpA1aZ6Wa6Zx/vx5jh07RlKSuiV4wIABLFy4EPF0U6lUjBs3jtatW1O7du2/ta+OHTvy2WefERUVRUVFBTt27GDz5s3KZ87KyooWLVowY8YMEhMTKS8vZ8WKFRw5ckRJExgYSLVq1Xj//ffJysqipKSEjz/+mOTkZCXNnTIyMpgxYwZvvfWWsiw5ORlnZ+dKaZ2dnUlOTlbSuLi4aK23s7PD2NhYSXO74uJiVq5cWam7U8uWLVm5ciV9+/bF2NgYV1dXbG1t+fLLL5U0/fr1Y8aMGbRu3RojIyP8/Px49tlnee+993Se0199X5o3b46FhQWTJk2ioKCA/Px8Jk6cSEVFxV2v3/fff0/Hjh3x8vLSWj5jxgzWrl3Lzp076devH+PHj2f27NmVtm/ZsiWmpqb4+/vTpk0bPvrooyrn92n1nw4W9hxXN5ddS8lVltlaqqPTml52ADQIcGbz3B5smd+Tnm3VXaicbM2wt1bXAvi6W/PZ6Lb8MrsrW+b3ZGSfW4OJNWk0ikvK2HYwVnl9/w5clccsFJWUA3DsQjIVFSpCmnjzwwcdmTW8JX2fCyC34L8zkFsIAwMDtm7dyqBBg3ByciImJoY2bdrg56f+rhkZGencztbWlp07d9KzZ08sLS2Ji4ujV69e2Nraam3Xu3dvli9fTr169cjJyaG4uFirf74m3YoVKxgxYgSenp7ExMQQHBxMo0aNtNL4+vqyc+dOQkJCMDAwICEhgcGDByu125p048eP57PPPiMgIIDU1FRMTU3p0aOH1jGret7Nmzdny5YtNG/enJKSEjIyMnjllVcq5X/+/PlMnTqV6tWrc/36ddzc3Gjfvr1WmqflmmmEh4dTVFREWFgY7u7urFy5khkzZuj8PImnx4gRIzhz5gw///zz397XF198gb+/P4GBgRgbGzNixAhee+01DAwMlDTLly9HpVLh4eGBiYkJCxcupH///koaIyMj1q9fz+XLl7G3t8fc3Jy9e/fSuXNnrf1o3Lhxg65duxIcHFypr7yulkWVSqW1vCppNDZs2EBubq5WmQPq7qOjRo3igw8+ICIigj/++IPY2FitioC9e/cya9YsFi1axIkTJ9iwYQO//fbbXb+Df/V9cXJyYu3atWzZsgVLS0tsbGzIycmhYcOGOq9ffHw8f/75Z6UACNRjUDSVGuPHj+ejjz5i7ty5ldKtWbOGEydOsGrVKn7//XfmzZv3QHl+Gj32U6feS36RekBc+e3NTHd8X9KzC0nPqdwCYGCgR7CvPWP6NURfX48b+cVcT8nF1NgQb1crAKVLk0ZOXkmVAoTbTVyoux/cyUtpjPl8L63reeDrbk11Dxvq1nAipLEXQ+fsVIIKIR53Hh4e/PTTT8rroqIiXF1dAQgICLjrdoGBgWzatEl5nZiYqPzQ3L7dwIEDGThwoPJ6zpw5rF69Gn19faW/u6ZWTFMzplKpCAoKqrSvZs2aaXWNOnToEEuXLtVKp6enx9ixYxk7dqySTlMD6ODggIODwwOdd+fOnencubPy+ueff+bHH3/USmdiYsKMGTO0fog7duxYaV9PyzXTMDExoXXr1vTt25fPP/+c2bNn895772Fubl4prXjyjRw5kl9//ZX9+/fj6en5t/fn5OTEpk2bKCoqIiMjA3d3d9577z1lwD+An58f+/btIz8/nxs3buDm5kbfvn210jRq1IhTp06Rk5NDSUkJTk5ONGvWrNLg29zcXDp16oSlpSUbN27UCpBdXV21ZgDSSEtLU1oTXF1dtSYMAHX//tLS0kotDqDugtStWzflO6YxZ84cWrVqxcSJEwGoW7cuFhYWtGnThpkzZ+Lm5sa0adMYNGiQMuaiTp065OfnM3ToUKZMmaLVbfHvvi+hoaFER0eTnp6OoaEhtra2uLq6al1jjWXLluHg4KBVGXE3zZs358aNG6SkpGhdH02LRHBwMOXl5QwdOpTx48frDE6E2mPRsqCHuovP7X9VmWnoXqKuZwOQmlXAlEUHlG48H/94jHW7okjLKqSmt50SEIyYu4fxX+xnT8Tdn+XwgHHCPfm4WZOTV8LybZF89P0RJizcD4CdtSkezupm/+JSdcBgYqz9Aba3NmXxpPYsntSe5rXdHmKuhHhwJ06cIDdX3bpXXl7OxIkTlb6rmi4xgYGBBAYG8tVXXynbHT58WOnvW1hYyMiRIwF1Td0LL7ygLL/9x/H8+fN89tlnAHTq1AkbGxtAXVOWlpampJs7d64yhd/tterh4eGUl6u/V1lZWUyYMAEAR0dHQkJCAEhNTdWasnT//v3KzX3fvn2VGryqnDeo++xrXL9+nenTpwNQq1Ytpbk+NjaWq1evKunWrFnD9u3bK+X/abhmu3bt4sSJE8q+8vLy2L9/v7KNTJ/69FGpVIwYMYINGzawe/dunTeRf4epqSkeHh6UlZWxfv16evasPMGIhYUFbm5uZGVl8eeff+pMY2Njg5OTE1FRURw/flwrzY0bNwgNDcXY2Jhff/210jiIFi1akJOTo4wRADhy5Ag5OTm0bNlSSXPu3Dmt7jnbt2/HxMREaRXUiI2NZc+ePTpr4AsKCrRu9gHlRlkz583d0qhUKiXNw35fHB0dsbW1Zffu3aSmplYKCFQqFcuWLeOVV165a6v17U6ePImpqanS+qqLZkKFKsz181R7LFoWnO3N2fBJd61l3206y69hMX95nyv/vMhM35YE+zrw4/ROpGTmY2Nhgr21KedjMjhyPpm4pBtK+q8mPktOXgk2lib32OuDmzuqjdbrsJMJ/BoWQ+t67vQOqUlGTiE5eSU42ZkBUFRcRnK6ut9wfGoujYNcaFHHnQVj25KdV8z07w5jaKCHp7O69cPC7LF4C8VT7P/+7//4/vvvqVGjBsnJyaSnpwMwZswYmjZtCqDchGrWAcycOZN9+/bh6+vLtWvXlJvGuXPnKn3z8/Pzad68Oe7u7tjY2BAVFUVZWRmOjo588cUXyr62bt3K5MmTqVGjBjk5OSQmJgLw/PPP89JLLynphg0bRkJCAl5eXkRHR1NQUICBgQFLlixRaquvXbtGkyZN8PHxwcjIiCtXrqBSqfDz89Oq+a/KeYO637+5uTkuLi5ERUVRXFyMubk53333nXITHRERQd++ffHz86O0tFSZLrVZs2aMGjXqqbpmYWFhfPjhhzg5OeHu7k5MTIwSYHTv3v1vD2oV/z3vvPMOq1atYvPmzVhZWSn9821sbDAzU/92ZmZmcu3aNeVzrClzXF1dlZr1V155BQ8PD+bMmQOob8YTEhKoX78+CQkJTJ8+nYqKCt59913l2H/++ScqlYqAgACuXLnCxIkTCQgI4LXXXlPSrF27FicnJ7y9vTl79iyjR4+mV69ehIaGAuoWhdDQUAoKClixYgU3btzgxg31/YeTkxMGBgYEBQXRqVMnhgwZwjfffAPA0KFD6datm9LqFhoaSnBwMIMGDWLu3LlkZmYyYcIEhgwZUmkmpP/7v//Dzc1Nq1VTo3v37gwZMoTFixfTsWNHkpKSlO+gZvB09+7d+eyzz2jQoAHNmjXjypUrTJs2jR49eiiBxcN6X5YtW0ZQUBBOTk4cOnSI0aNHM3bs2Eqtjbt37yY2NlZnALRlyxaSk5Np0aIFZmZm7NmzhylTpjB06FBl8PTKlSsxMjKiTp06mJiYEBERwfvvv0/fvn2VgeZCt8eiZeGfcD4mg/e+Dlc/n0GlwtvFivLyCg6eTWTj3isAnLqcxrLfzpORU4ixoQHxqXksXn/6oeYjsJq91p+zvbmSvxOXUtHT06OamxV6enqcjkpj+tLDSveqjXujOXk5leKScvw8bfH3sn2oeRPiYWjatCnVq1cnJiaG/Px8GjZsyNKlS/n888/vuV3btm1xdXVVbmZbt27Nxo0bGT16tJLGzMyMTp06UVZWxpUrV3BwcOCVV17h2LFj1KhRQ0lXu3ZtateuTXx8POnp6dSqVYtPP/2UX375Rasvb2hoKNbW1ly6dAlDQ0NCQ0PZvXs3L774opLG2dmZdu3acePGDWJjY5Up+g4dOqR1o1rV8+7evTuGhoZcunQJCwsLXnjhBQ4dOkSLFi2UNNWrV6dp06akpqaSkJCAn58fkydPZteuXVqzhDwN16x58+a0a9cOPT09zp8/T0VFBfXq1eOjjz7il19+uddHSjyhFi9eTE5ODu3atcPNzU35W7NmjZLm119/pUGDBspsPf369aNBgwZaD+W6du2aVq18UVERU6dOJTg4mOeffx4PDw/Cw8O1aqJzcnJ45513CAwM5JVXXqF169Zs375dq2Y7KSmJQYMGERgYyKhRoxg0aJBW3/2IiAiOHDnC2bNnqVGjhtY5aKYqBfXNbJ06dQgNDSU0NJS6deuyfPlyZb2BgQG///47pqamtGrVij59+tCrV69Kfe4rKir44YcfGDx4sM6uNYMHD+azzz7jq6++onbt2vTu3ZuAgAA2bNigpJk6dSrjx49Xrs8bb7xBx44dlUDmYb4vly5dolevXgQFBfHRRx8xZcoUneMIvv/+e1q2bKl0l7ydkZERixYtokWLFtStW5cvvviCjz76iPnz5ytpDA0N+eSTT2jatCl169Zl+vTpvPPOO0q3SnF3j/Q5C0I8SZ7G5ywIIf558pwFIcQ/4al4zoIQQgghhBDinyPBghBCCCGEEEInCRaEEEIIIYQQOkmwIIQQQgghhNBJggUhhBBCCCGETg80sWxKbAR5mfH/VF6E+E/LSIgE1PPXR0ZGPuLcCCGeFAcOHACkbBFCPFyxsbFVSlelqVMPHTpEq1atUakq/nbGhHiS6evrU1Eh3xMhxMMlZYsQ4p+gr69PeHi41rN/7lSllgUTExNUqgrqdx6Llb3nQ8ugEE+SlNgILh9cxXfffVfpyZNCCPFXbd++nZkzZ0rZIoR4qC5dusSQIUO0Hv6pywN1Q7Ky95SHsglxF5ouegEBAdSvX//RZkYI8cS4dOkSIGWLEOLRkAHOQgghhBBCCJ0kWBBCCCGEEELo9EDdkMTDNaZfA0KaeHP2SjqTFx941NkRQgghhBBCyyNtWZg9vBVb5vdU/jbN7cEPH4Qy7fVmBPrYPcqs/SuS0vO5eDWT6ym5yjLNNRnTr8FDO049fydmDmvJig87sf7jbvzwQUfmvN2KLq18H9ox/km1/Ry0Pie3/30xrl2V9xPSxEvZTjx8Bw4coE+fPtSsWRNra2t+++23u6YdPXo01tbWfP311/fcZ2lpKR9//DF169bFycmJli1bsmPHDq00S5cupUWLFnh4eODh4UFISAjbt2/XSqNSqZg9ezY1a9bE2dmZLl26VJqCcvTo0dStWxdnZ2d8fX3p168fly9f1krTt29fgoODcXJywt/fnyFDhpCUlKSVxtrautLf999/r6yfPXu2zjSurq5a+/n2229p3Lgxzs7ONGzYkFWrVmmtX7lypc79FBUVKWlq166tM824ceOUNKmpqQwbNoyaNWvi4uLC888/z5UrV7SOlZKSwpAhQ6hRowaurq60adOGTZs2aaWZO3cuHTp0wMXFBS8vL3S5fv06ffr0wdXVFR8fHyZOnEhJSYmyPiwsjH79+uHv74+rqyutWrVizZo1OvclniwHDhzgxRdfxNfXV+f3BiA3N5dJkyYRGBiIg4MDdevWZdasWZSWlt5z35GRkQwbNoxGjRrh4eGBp6cnzzzzDD/99FOldP379ycgIEDJw//+979K+7t69SrDhg2jVq1aODk50bBhQxYsWFBptqorV64wcOBAvL29cXZ2pk2bNqxdu1YrTV5eHrNmzaJRo0Y4OztTs2ZNxo4dS1ZWls5zSUhIwNvbW8nfneXh999/zzPPPKMcs06dOowdO5aMjAwlTXp6Ou+++65SrtauXZvp06dTXFz8wNfsdlOnTlXy1b59e611paWlzJo1i7p16+Lg4EBgYCCTJk0iNzdXK922bdvo2LEj3t7euLm50a1bN44cOaKVJj8/n2nTptGgQQNcXV3x8PCgefPmzJs3j/LyciXd+fPnGThwIAEBATg5OdGiRQtWrFihta+7lZHW1tZ06dLlruf6tHksWhZKy8qJTsjByFCfaq7WNK3lSsNAZ979Moyo69k6tzE00KOs/L6zvj7W1uy8zJqdl++f8G/w97Jl+pDmGBrocyO/mOspudhamRLs60BhcRlbD1Rtjt2/42G+V0np+eTk3yrQEtPyH8p+xd+Xn59P7dq1GThwIAMHDrxrut9++43jx4/j5uZ2333OmDGDNWvWsHDhQmrWrMmuXbsYMGAAO3bsoF69egB4eHgwffp0qlevDsDPP//Myy+/THh4OEFBQQAsWLCAr7/+msWLF1OjRg0+/fRTevbsSUREBFZWVgDUr1+fPn364OnpSVZWFnPmzKFXr16cPXsWAwMDANq0acP48eNxdXUlKSmJKVOmMGjQIHbu3KmV78WLF9OhQwfltbW1tfL/UaNG8cYbb2il7969Ow0bNlReL126lA8//JCFCxfSsGFDIiIiGDVqFHZ2dnTu3FlrvxEREVr7MjU1Vf6/d+9erR/PCxcu0LNnT55//nlAHUS9/PLLGBkZ8fPPP2Ntbc1XX31Fz549OXr0KBYWFgAMHTqUnJwcVq9ejYODA2vXrmXw4MHs27dPeR9KSkro1asXTZs2Zfny5ZXey/Lycnr37o2joyN//vknmZmZDBs2DJVKxbx58wA4cuQItWrVYuzYsTg5OfHnn3/y1ltvYW1trXXe4slz6tQp9uzZg4+Pj9aNrUZ5eTkvvfQShw4dwsjICB8fH6Kjo/nkk0+IiYmpFFjc7sSJE6xatQpzc3N8fHyIi4vj1KlTjBgxgszMTMaMGQNAdHQ0v//+O/7+/pUqATTS09N59tlnSU9Px9LSEn9/fyIjI/nggw9ISkrik08+ASAxMZHnnnuOjIwMpTLg9OnTvPHGG+Tn5zN48GBAXQERFhaGvr4+wcHBXL16le+//54TJ06wa9cuDA1v3aZVVFTw1ltvkZ2drTNvK1euZOzYsQB4enri5uZGZGQk33//PdevX2fdunUUFxfTsWNHoqKiMDExoWbNmkRFRfHZZ59x+fJlpVKiqtdMY9++fXz55Zd3fQ/eeust1q1bh76+Pn5+fsTFxbF48WJOnz7N1q1b0dfXZ+XKlQwfPhwALy8v9PX12b9/P127dmXbtm00adIEgPHjxyv5DAwMJD8/nwsXLvDRRx9hZGTE6NGjuXjxIiEhIRQUFGBra4ufnx/nz5/n7bffJicnh3feeQdAqSC6/RqfOHECABcXl7uez9PmsQgWMm8UM3FhGACNg1z435vqm9u2DT2Jup6t1V3n+MUUureujr21KT0n/gpASBNvurf2xdPFClWFipjEHNbvucLR88kAONuZ8f3UUAAWrD5Bm3oe1K7hSG5+CWt3R2ndMNtbmzKwcyANA1ywtjAmI6eQnUevsXZ3FBUV6hve2cNbUaeGI3uOXyc5M5+OzX0wNtTnWGQKi9efobC4DIBGgc70ey4ATxcrjAz1yb5RRFR8Nl+tPU1+YWmlbki313iHNPEmpIk3AEPn7GTJpBD09fWYuuQgp6PSAGhay5VprzejvELF6zO2k3njVo2iRsu67hga6JOYlsc7c3crN+0ONqZ4uVhppa3haUvf52oS7OuAmYkBGTlF/H4glk37ogFwsjVjYOcgGtR0wtLcmOy8Yo6dT2b5tkjyCtU1O/d7r9o19KRHm+p4u1pRXgGRcRn8+PsFYhNvVOmzsmbnJXYdu65z3b2u95CetZXrCSjXetWfF/l5+6UqHVvcW2hoKKGhofdMk5iYyIQJE9i4cSO9e/e+7z5Xr17NhAkT6NixIwBvvvkmu3bt4ssvv2Tp0qUAlW4iP/jgA5YuXcqxY8cICgpCpVKxaNEiJkyYQI8ePQD45ptvqFGjBmvXruX1118H4LXXXlP2Ua1aNaZNm0bLli25evWqEoiMGDFCSePt7c24ceN4+eWXKS0txcjISFlnY2Nz1x8aS0tLLC0tlddnz57l4sWLLFiwQOu8X3vtNV588UUAfH19OXbsGJ9//rnW+erp6d3zB83R0VHr9WeffYavry+tW7cG1DWfx44d48iRI0pg9dlnn1G9enXWrVvHq6++CsDRo0f57LPPaNy4MQDvvvsuX3/9NadPn1aChSlTpgDqGxZddu3axcWLF4mMjFQCxVmzZjF8+HA++OADrK2tmTBhgtY2w4cPZ9euXWzZskWChSdcv379eP3110lNTaVOnTqV1v/2228cOnQIgBUrVtC5c2eWLFnCu+++y9q1axkxYgQNGuhukff09OSnn36ie/fuGBgYcP36dVq2bElOTg6//PKLcuPbpk0brl+/rtQs67Jx40bS09MB2LlzJ8HBwfz444+MHDmSb775hpEjR+Lp6clnn31GRkYGVlZWHDt2DDc3NwYNGsTmzZuZPn06/fv3JyYmhrAw9b3PJ598wltvvUV0dDQNGjTg5MmTbNiwgT59+ijH/uKLL9i/fz8vvPACGzZsqJQ3zfWxsrLi1KlTGBsb06tXL3bv3s316+rfzb179xIVFQXATz/9ROfOndmzZw89e/bkt99+48iRIzRr1qzK1wwgMzOTt956Cx8fH2xsbDh16pRWvk6ePMm6deu0znPbtm307duXgwcPsmXLFnr27Ml3330HQMOGDdm9ezd6enp06tSJQ4cOMXPmTDZv3qx1nu3bt2fTpk2UlJTg6+tLbm4u165dA9TlUEFBAcbGxpw8eRIHBwc++ugj5s2bx8cff8zrr7+OmZlZpRbbTZs28corrwAwbNgwnZ+Bp9FjN8BZ7x7rAn3seKVLMAVFZdzIVzdd9+lQkzH9GuDnaUtObjEFxWUE+zow7fVmtGtY+ZkQb79YDw9nS4qKy3C0NWP4C3VpWkvd/G9tYcy8UW14rmk1zEwMiE/NxfHmDfKI3vUq7at1fQ96PuNHSWk5lubGPNvIi5fa+yv7mvJaUwJ97CkoLCUxLQ8LMyNa1/PAwlR3jHbxaiYFReqb7py8Yi5ezeTi1UyKisuUAOG5prdueFvWUf/gno5K0xkoAOjdvKB21qaENvfBy8UKPT3IyCni1OU0rWv76cjWNK/thpmJAYlp+ZibGlGrugMANpbGzB3VhvaNvbAwMyIpPQ87KxO6tPJlzjutMTLU/ijpeq9eeLYG4wc0wt/bjrTsIgqLS2kU6MInI9rg6WzJ33G/652Unk9S+q1WCM21zcgp/FvHFVVXUVHB0KFDGTVqlHJjej/FxcVaNeWgrjk/fPiwzvTl5eWsW7eOgoICmjZtCkBcXBwpKSlazeImJia0atWqUvO2Rn5+PitWrMDHxwdPT93PlsnMzOSXX36hWbNmWoECwIQJE/Dx8aFt27Z8//3393yY1o8//kiNGjVo2bKlsqykpKTSvNdmZmZERERodbnIy8ujVq1aBAYG0rt3b06fPn3X45SUlLBmzRoGDRqE3s2CQdMF6PZjGRgYYGxsrPwgAzRv3pwNGzaQmZlJRUUF69ato6SkRAk6quLo0aMEBwdrtSiFhIRQXFxc6ebidjdu3MDO7snvlvq0c3BwwMzM7K7rNa13ZmZmSuVBz563Kth27dp1123btm1Lr169lBZCLy8v5XttbGyspLOxsblrkKBx+3dZ8z3S/FtRUcH+/fu18tukSRPlM9+9e3dAXXacPHnynvsC9Y29xqlTp5g5cyadO3eu1DKpoXmoVm5uLvXr16dZs2bs3r0bb29v5s6de9/8A+zZsweo+jUDdRfO1NRUli5dqlURonF7y6vmPevYsaNStmveO80zgvX09LT+QN1NTVP2acrK3bt307RpUxo0aEBubi7NmjVTWlY053n7PjT/5uTkKK0Hd9K0jjRr1oxmzZrpTPM0eixaFuytTZg7qo3SDQmgrLyC/ScTtNIZGRrw0dLDHItMQV8PTIwN6BOivjk/eCaRj386hoG+Ph+/05qAanYM7BzE3hPxWvs4dDaJeSsjMDU2YMG4dng4WdI7xJ+j55Pp0soXJztzsm4UMWLeHm7kl9CslitTX29GSGNv1u6MIinj1g1naVk5wz/ZTVZuEfNHPYO/tx11/R1hGzjZmWFkaEBRcRlvf7qb4lJ1V4Aanrbk5Jegy8SFYUqrxfHIFBasPqms23owjgYBzjSv44aFqSGFJeVKkLP7uO6adoBdx67TtaUvZiaGDH+hLgB5BSVEXErl5z8vkZCWB8DATkEYGRqQW1DChC/2k5iej54eyvvRtZUvDjZmlFeoePfLMKITcmhe25UprzXDx82aZxp4suvYtbu/V0YGvPyc+mFCK/+IZPWOy+jr6zFvZBv8ve3oE1KTz37W/eW93Zh+DRnT71Z3jc37o1m6+dx9r/eanZdJzylUttW0ZIl/z+eff46BgYHSzFwVISEhfPXVV7Rs2ZLq1auzd+9etm7dqtW1BtR9Uzt06EBRURGWlpasXLmSwMBAQN0nH9Bqata81tRCaXz33Xd88MEH5OfnU7NmTTZt2lTph/GDDz7g22+/paCggCZNmvDLL79orZ86dSpt27bFzMyMffv2MWXKFDIyMnj33XcrnV9xcTG//PKL1hgCzXn/9NNPdOvWjfr163Py5EmWL19OaWkpGRkZuLq64u/vz+LFi6lVqxa5ubksXryY0NBQDhw4QI0aNSod67fffiMnJ4cBAwYoy2rWrIm3tzcffvghCxYswMLCgq+++oqUlBSSk5OVdD/88AODBw/Gx8cHQ0NDzM3NWblypdLiUhWpqak4OTlpLbOzs8PY2JiUlBSd22zatIkTJ07wxRdfVPk44skUH6/+Lbe3t0dfX105dft3WrO+Kvbs2aOMWdJ0B6qqjh078uGHH5KXl0eHDh3w8fHRGv+k6b6UkKC+f7n9M397fq9fv87zzz9P7dq1OXfuHJMmTeLHH3/k6tWrSprExEQACgoKeOONN3BwcGDRokVcuHBBZ94GDBhAXl4e77//vtb18Pf3x9dXPUaxRYsWuLu7k5iYyKBBgwgICFBaGm7P/53uds1++uknNm/ezLRp05RuQnfSXIvbr4e+vj4ODg4kJCQorR4vvvgiJ0+eJCIigjp16qCvr09cXBygrtjQlH2a8SE///wzFy9eBNQBTJ06dZTW1J49e7Jo0SKKi4tp0KAB7u7uWtdNc21vd/DgQY4dOwaou4uKWx6LlgUjQwMCq9nj42ZDTl4Jxy4k8/6icC5f0x7gE5+ax7FI9Y9KhQq8XawwMVbHO2GnElCp1EHGwbPqD4GLvTnWFto/9PtPqT+0RSXlHLug/jHU3BDX9LIF1LXwKz/qzJb5PZn6ujqy1NfXo2Y17dqtM1fSybxRhEoF8Tdvuu0s1TV015JzSUrPx9TEkOUfdmLB2LaM6dcAextTiku0b3Sq4uj5JNKyCzExMqBtQ0/q1XDEytyYgqJSDp/V/eUGuJ6Sy8j5e/gtPIbkm4GOpbkxbRt48unI1liZq2tEA7zV53bwTCKJN2vgVSqIS1J3D/L3Uq9PSM0jOiEHgMPnkim62eXK/+a106j0XrlaYWqifq8GdApiy/yebJ7bA/+bxw2oVrWaQ82gcM1famYB8PCvt3i4Tp48yeLFi1myZIlWLdb9fPrpp/j5+dG4cWMcHByYMGECAwYMUGq7NPz9/QkPD2fXrl288cYbDBs2TPkR0bjzuCqVqtKyPn36EBYWxrZt2/Dz82Pw4MFaA4ZBXYsWFhbGpk2bMDAw4K233lJqxEDdRadZs2bUrVuXkSNHMmXKFBYuXKjz/H799Vfy8vJ4+eWXtZa/++67PPfcc4SEhGBvb8/LL7+s3ORrzr1p06b069ePOnXq0LJlS6WF4ptvvtF5rJ9++onnnntOq2bfyMiI5cuXc+XKFapVq4aLiwthYWE899xzWtd4xowZZGdn8+uvv7Jv3z7eeecdXn31Vc6fP6/zWHej673X9T6AerDz8OHDWbhwYZVbosST6/bvmK5lVS1X/vzzTwYMGEBFRQXDhg174GDBx8eHzZs3065dOwwMDEhMTGTAgAHK8e9sZbxXfg0MDFi3bh39+vXD0dGRuLg4WrRoodzYa/Y1ffp0rly5wpIlS3BwcLjr/vfu3cuHH36IlZUVR44cITY2lhYtWrBr1y6ljLG1teXXX3+la9euWFhYcO3aNbp27YqtrS2A1hiJ+12z+Ph43nvvPVq1asX48eOrdN66lmuu3ciRI5k9ezb+/v6kpaVhYmKiNchYcz2+/vprVq9eTfPmzYmJieHo0aNYWlqydOlSZUB606ZNWbNmDU2aNKG0tJTMzEytclbX+6Qpp/38/Ojatetdz+dp9Fi0LKRkFvDmrB33TZedq7urDahvbKvibh9auPWBLSgq5VpKbqX1d9505hfe6g6gGc+g6fdTWlbB2M/38mxjL2p62+HtYsWzjbwIaeLNxz8e48CZylHtvVSoYPvhOAZ0CqJDE2/lhj38dKJSi343yRkFfLPxLN9sPIudlQkvPutPz7Z+WFuYEOzrwJHzyffcXpv29btb+Xyv9+paci4FxdqzV+TepbXlTncbs/Cwr7d4uA4ePEhaWhrBwcHKsvLycqZMmcLixYs5d+6czu0cHR35+eefKSoqIjMzEzc3N/73v/9RrVo1rXTGxsb4+amfLt+wYUNOnDjB4sWL+eKLL5TavJSUFK0Zh9LS0iq1NtjY2GBjY0ONGjVo0qQJ3t7ebNmyRWt8hYODAw4ODvj7+xMQEEBQUBBHjx69a5N1kyZNuHHjBqmpqZWO99NPP9GpU6dK4w7MzMxYtGgRX3zxBampqbi6urJs2TKsrKzuerOgr69Pw4YNiY6OrrTu2rVr7N27V+d4ggYNGnDgwAFycnIoLS3F0dGRZ599Vun/HRMTw7fffqs1rqFOnTocOnSI7777Tmusxb04Oztz/PhxrWVZWVmUlpZWui7h4eH07duX2bNn079//yrtXzzZNDNsZWRkUFFRgb6+Pmlpt7rSenh43Hcf33//PRMmTFDKnkmTJv2lvDRp0oRff/1VeX3kyBF+/PFHQF1xoclPTEyM0rIJaOVX06XH3d2db7/9VlleVFSk7EPzr6Z81FQY3N6yOmDAALp27cqyZcuYNWsWeXl5dOnSRfmudu/enUOHDnHmzBkyMjJwcHCgZs2a/Pzzz8o+kpKSlDEFmmNq3OuaxcbGkpeXx/Hjx5XrX1io7tp74sQJ3Nzc2Llzp1ZXztTUVNzc3KioqCAzM1PrWujp6TFixAitsWGjR48G1C1K9vb2FBQUMHPmTFQqFT169MDR0RFHR0eaN2/O1q1btbpu3TmObu3atcoYhTvPMyoqim3btgHqoEXTeiXU/lNX4877/GspuRSXqGu2n2nggZ6eeuadFjf78qdkFij95TXaNlB/KE2MDWgcpL5xuJqsrj3XtGSUV6iYu/w4ExeGMXFhGB98c4itB+I4fO7uNfh3MjMxxNPZit/CY/ls1QnGfL6Ps9HqQVG1/O5eM6C58TcxNqi07s/DVykrr8Df2462N8dj7LlHFySAtg09ebaRF8Y3xxRk5RZz+sqtAqugSH39Lt0895Z13XFzsFDW+7ipW12irqvXezhb4edhA0Dz2q5Ky86ds1ZVeq+Sb71XJy6lKNd24sIwFq8/wy+7/t6sUFW53rcHe3de37EvN2TxpPaMfbkh4uHr168fhw4d4sCBA8qfm5sbo0ePZuPGjffd3tTUFHd3d8rKyti8efN9a31UKpUyDaCPjw8uLi5KX1xQN2kfOHDgvn1SVSqV1tSeutZr9nc3p0+fxtTUFBsbG63lcXFx7N+/n0GDBt11WyMjIzw8PDAwMGD9+vV07Njxrj9iKpWKM2fOVJqCFdQDQp2cnJS+3rrY2Njg6OjIlStXOHnypHKNNT/+dx5XX1//nmMx7tS0aVMuXLig1b1p9+7dmJiYUL9+fWVZWFgYvXv3Zvr06VqDzsXTTTO7WFFREX/88QeAVtmhWb9lyxYaNWpEo0aNlK4mKpWKadOmMXbsWAwMDPjuu+/+cqAA6gG2mhv2rKwspk6dCqgrEtq2bauVn+PHjyv50AzQtbe3V4LxU6dOKdOHlpeXM3XqVHJy1JWBL7zwgnJMlUpFfn4++fn5Wq2dRUVFyusbN9T3MpGRkcoyzXggfX19ZWzS0aNHlfKxsLCQiRMnAuryRjMJxINcs+LiYiVvmjKhoqKC/Px8ysvLtWaG00y5vG3bNiWPmvVpaWlaLcIHDhxQbu5feOEF9PT0KCwspKysTOvcioqKlC5S5ubmyvbh4eHK/+Pj45kzZw4AQUFBWhVXoB6roFKpcHR0lAoKHR6LloW/qriknF92RTGocxAt67qzdPJzGBrqY2+tHjSzYltkpW2a1nLlu8kdMDU2xNZK/cVZv1vdX+/3A7GENquGo60ZS94L4XpKHmYmhjjammFkqM+eiHvfmN/O1tKEeaOfIbeghPTsQowM9fF0Vs8+FHePmX/iU3NpHORCizruLBjbluy8YqZ/px7MmZVbzJFzybSq546ZiSEpGfmci6k8xdztfNyseam9P6P71iclq4DiknK8b86ClJiex+WbQcCKPyIJ9rXHytyYr999loS0fOysTIiMy2TWsqM3r40PDjamfDqyDUnp+XjcHJQcl3SD/Sfv3V+0uLSc1Tsu82rXYHq1rUGb+h7k5JXgaGuGtYUxq/68yMU43fNK365vhwA6tfBRXhcWl/HBN4eqdL3jU/OU7RZNbE9mbhH/9+t5IuMycbI1w9PZiqwbxYi/Ji8vj5iYGOV1XFwcZ86cwc7ODi8vr0o14kZGRjg7O2vV8AwdOhR3d3emT58OwLFjx0hKSqJOnTokJSUxZ84cVCqVUtsE8OGHH/Lcc8/h4eFBXl4e69evJywsTJktRE9Pj7fffpv58+fj5+eHn58f8+bNw8zMTGkxiI2NZcOGDbRv3x5HR0cSExNZsGABpqamSs3U8ePHiYiIoEWLFtja2hIXF8esWbPw9fVVBlNv27aNlJQUmjZtiqmpKWFhYcyYMYPBgwdXGrC8fPlyXF1ddc4gFRUVRUREBI0bNyY7O5uvvvqKCxcusGTJEiXNnDlzaNKkCX5+fuTm5rJkyRLOnj3L/PnztfZVUVHBypUr6d+/v84uBhs3bsTR0RFPT08uXLjApEmT6NatGyEhIYB6XEP16tUZPXo0M2fOxN7ent9//509e/Zojde4fv06WVlZXL9+nfLycs6cOQNA9erVsbS0JCQkhMDAQIYOHcqMGTOUm6xXX31VGVSqCRSGDx9Oz549lbEMRkZG2NvbV8q7eHL8+uuvTJs2TavWfNasWSxcuJDGjRvz7bff0qJFCw4dOsSgQYOUqVMBevfurQScN27cUPrgawbErlu3Thn3YmVlxTfffKPVXW/37t2Aurx58803tfK1bNkyNm3ahIeHB1u3bgVgzJgxJCUl4eHhQWxsLAUFBRgYGLBgwQLlZnXcuHGsX7+ejIwMmjZtip2dnTIeYfr06cpYqOXLl7N8+XKqV69OSkqKMm3s22+/rcw+pjmuRlhYmBLMr1+/nueeew6AHj16EBkZSWxsLLVq1cLKykopk3v27KkMPp47dy4HDhygWrVqxMfHK8HJjBkzcHd3r/I1a9OmjRKgaHTp0oXw8HAaN26sXFeAl156iXXr1vH++++zdOlSZSxCy5Yt6datG6AuQ9q1a0e1atUwNDQkJiYGlUqFr6+vVkDWqlUrDhw4wC+//MLx48fJy8tTWnBuv9Hv3bs3ZmZmODs7Ex0dTXFxMebm5ixcuFCr21paWhqrV68G1L9Bd06qIf7jwQLALzsvk3mjiG6t1FOnolJxITZDa+rU23297jRtG3hQt4YjGTmFrN99hcPn1Olu5JcwYeF+BnRST53q7WpFTl4JF2IzdO7rXm4UlLDz6DVqetvhYm+Bvp56/MDu49fZfuTqXbfbuDeaam7WBHjb4+dpy4187ZvXrQdjaVVP/WXeE3H/AV0HTidibmpIkI89DjZmuNgZcqOghPPRGfy0NVKpbb8Yl8W7X4bTL7QmQT4OeDhZkplTyIVYdcGVk1fCxIX7GdQ5iPoBTng4W5KdW8zRm1Onlpbdv4Zx3e4oMnKK6Nbal2quVpibGpGeXUj46QQO3WPcxe3cHC1wc7zV8qGZsrUq1zsu6Qart1+iY/NqONub42xvjqXZ3fuXigdze200wOTJkwF14X37Te69xMfHa9VgFxcXM2PGDOLi4rCwsCA0NJRvv/1W6V8L6mbtoUOHkpycjLW1NbVr11Zu/DXGjBlDYWEh48aNIzs7m8aNG7Np0yblGQumpqYcPHiQRYsWkZ2djbOzMy1btmTnzp3KgDwzMzO2bNnC7NmzKSgowNXVlQ4dOrBs2TIlEDA0NGTp0qVMnjyZiooKfHx8mDx5MkOHDtU6z4qKClatWqVz/IVm/VdffUVUVBRGRka0adOGnTt3anW/ysnJYfTo0aSkpGBtbU3dunXZtm2bcoOhsWfPHq5fv37XZ18kJyczefJkpbtTv379tGoQjYyMWLduHdOnT6dv377k5+dTvXp1lixZotVSMWvWLK1pCDUzJf3++++0adMGAwMD1q5dy7hx4wgNDcXU1JTevXsza9YsZRvNdIfz58/XCnpat25d6YZJPFlyc3OJjdV+7k96ejrp6elK69ratWuVKTTj4uLw8vKiX79+OicPuN3tLX8ZGRk6n+MA6hrqO/OQnZ1Ndna2VhDTvn17fv31V6KiojA1NaV9+/ZMnDiRVq1aKWnc3d3Zvn07H374Ifv27SM5OZm6desyatQorelQGzVqRFhYGHFxcahUKurXr8+bb76pTN/5IN5//32cnJxYsWIFcXFxJCcnExAQwEsvvcTIkSOVdK1btyYqKoro6GgMDAxo0aIFI0eOVG7aH+SaVdU333yDn58fq1evJi4uDkdHR3r27Mm0adOUMt/JyYk2bdpw7tw5cnNz8fDwoEuXLrz33ntalQWrVq3i888/57fffiMxMRFjY2MaN27MW2+9Rd++fZV0nTp14sCBA0RFRWFpaUnHjh157733qF27dqW8FRUVYWZmxpAhQ/7WeT6p9FT36sR/04kTJ2jUqBFtBszHxsXv38jXQ3X7cxbeXxTOuei/96F/lGytTFg+vRMVFSre+ngnyRkFjzpL4qaEyH2c3PY5+/fv1+pWIYQQf8eaNWsYMmSIlC1CiIfq1KlTPPPMM0RERGg9GPRO//mWhaeFtYUxQ3rVpoanetagw+eSJFAQQgghhBD/KAkW/iNMjQ1o19CL4tJyIiJT+Hrd3R++JIQQQgghxMPwVAQLqVmFdB+/+VFn4295Es5BCCGEEEL8t/ynpk4VQgghhBBC/HskWBBCCCGEEELoJMGCEEIIIYQQQqcHGrOQEhtBXub95/YX4mmUkaB+COD27du5dOnSI86NEOJJcfiw+sGcUrYIIR4mzYMC76dKz1k4dOgQrVq1RqW6/4O3hHia6evrK4+7F0KIh0XKFiHEP8HAwICwsDBatGhx1zRValkwMTFBpaqgfuexWNl7PrQMCvEkSYmN4PLBVaxYsYKgoKBHnR0hxBNi69atTJs2TcoWIcRDFRkZycCBAzExMblnugfqhmRl7/mffIKzEP8GTRe9oKCgez4JUQghHkRkpLqLo5QtQohHQQY4CyGEEEIIIXR6Kh7KpsvSKc/hYm/Oqj8v8vP2uw8Y2zK/JwALVp9g17Hr/1b27svZzozvp4YC8P6icM5FZzziHAkhhBBCiCfNI21ZmD28FVvm92TL/J5smtuDNbO6snhSCKP7NsDPw+ZRZu2hC2nipZyr5m/NrC7MG/UMreu5P+rsVcnSKc+xZX5PXg4NuG/al0MDKp2v5u/NnrWrfMwx/RqwZX5PZg9v9XeyLsQ/Yv/+/XTp0gUnJyf09PTQ09NjyZIlWmlyc3MZM2YMnp6eGBsb4+fnx//+9z9KS0vvu//k5GRee+01nJ2dMTExITg4mIULF/5TpyPEI/NPf5dGjhxJvXr1MDQ0RE9PD1dX10ppNMfV9Td48GCttGfOnOGll17CyckJY2NjPDw86NOnj7K+qKiIV155hcDAQPT19dHT06N58+aVjjl9+vS7HrOsrExJd+LECXr16oW7uzsmJiY4OzvTsWNH9uzZo6TZuXMnbdq0UfLk7OxMu3bt2Lx5c6XjxsbGMnjwYNzc3DA2NsbFxYWuXbuSk5Nz3+sxdepUJU1paSkLFiygTp06WFhY4OjoyIABA4iP1545My4ujsGDB1OtWjVMTU0JCAjg008/rTRoPyoqihdffBF7e3vMzMxo2LAhP//8s1aa/Px83n33XWrWrImFhQXW1tbUqVOH2bNnU15erqSryudl7969dz3PnTt3VrpuT6vHomWhtKyc6IQcHGzMcHe0wNPZknaNPPl63Wl2Hr32qLP30F1LzqWktBwvVysCqtkxYWBjUjL3E3U9+1Fn7R8RnZBNadmtAiE1s+AR5kaIh+fEiRPs2LGD6tWrk56eXml9eXk5Xbp0ITw8HCMjI6pXr05UVBQfffQRV65cYeXKlXfdd15eHs888wxRUVGYmZlRrVo1IiMjGT16NCkpKcyaNeufPDUh/lX/5HcJYPny5RgbG2Nvb09aWprONM2aNdN6XVhYyJkzZwBwc3NTloeHhxMaGkphYSHW1tbUqlWLvLw8rZvyoqIili9fjru7O9bW1lo34bo4Ojri56c9JlRPTw+A7OxsQkJCyM7OxsLCglq1anH58mW2b9/Onj17iI2NxcPDg3PnznHu3Dk8PT3x9PTk4sWL7Nu3j7CwMMLCwmjZsiUAly9fpmXLlmRkZGBubk5QUBAlJSXs2LGD3NxcbGy0K2vr16+vNQDWy8tL+f+QIUP48ccfAahVqxbJycmsWrWKAwcOcPr0aWxsbEhLS6Np06akpaVhaWlJQEAA58+fZ9KkSSQmJrJgwQIAEhISaNmyJenp6VhbW+Pm5sbJkyfp378/eXl5DBkyBIB33nlHOWZwcDB5eXmcO3eOKVOmYGRkxMSJEx/482JsbEyDBg20lt15HZ5mj0WwkHmjmIkLwwCo4WnLe682wcXenHdeqsfFuEziU/MA8Ha1YkDHQGr7OWJmYkh6diFhpxJYs+MSJTdvRmcPb0WdGo7sOnaNBatPAupa7v4dA0nJLODNWTu0jm1ooM+QnrV5trEX+np67DsRz3ebz1FWXnmKOjdHC5ZMCkFfX4+pSw5yOkpd4DSt5cq015tRXqHi9RnbybxRdM/zXbzhNOeiM6hbw5FZw1thoK9HsK+DVrAQ0sSb7q198XSxQlWhIiYxh/V7rnD0fHKl/TnYmDHt9WbU83ckt6CUtbuj2HogFoDafg7Mebs1AG/M3E5qViFQuXuVqbEBr3WvRZNgV2wtjSkqKSchNY9th+I4F52udHkC6N8xkP4dAwHoPr5yjcWdZi87qhz3Tr3a+tGxeTWcbM0or4D07AIiLqbyf1vOK13FAOrUcFTyLN2uxONi0KBBvPXWW6SkpODr61tp/aZNmwgPDwdgw4YNdOvWjS+//JJRo0axatUqxo0bR6NGjXTu+5tvviEqKgo9PT0OHz5M3bp1GT9+PJ999hmffvopI0eO1Fk7KsR/0T/5XQI4e/YsXl5eDB48WLnRvJPmeRYa8+bNY+LEiRgaGjJs2DAAVCoVQ4YMobCwkAEDBvDdd99hZmYGqGuyNaysrEhMTMTNzY127dqxb9++e55/165d+eGHH3SuO3fuHNnZ2QB89913vPzyy/z888/079+f0tJSkpKS8PDwYPjw4YwZM0bZbteuXXTo0IGKigoOHTqkBAujRo0iIyODZ599lg0bNmBrawuogyMjI6NKx9+4cSM+Pj6Vlufm5rJixQoAxo8fz7x588jOzsbT05OrV6/y9ddfM3nyZNauXasEaIcOHaJ27dosXbqUIUOG8OWXXzJ+/Hi8vLz4+OOPSU9Px8rKisjISNzd3XnppZdYv34977//Pq+++irGxsbK5yA0NJQ///yTkpISHB0dyc3NVZ4b8KCfFzc3t0rvv7jlsRvgfCU+m+82nQXUN/IdmnoD4OlsydyRz9CyrjuGBvokpefjYm9Onw41mfp6s3vt8p66t6lOu0ae5BeWYmFmRJdWvrzaVffUdEnp+UqA8NzNfAG0rKOucTgdlXbfQEGL3q3/ZuTcupnu06EmY/o1wM/TlpzcYgqKywj2dWDa681o17Dy1LXvvFQPb1crikrKcbQ1Y/gLdWla68FuIgZ0CqRLS19sLIy5lpxLfmEp/l621K3hSGlZBRevZlJapm7eS88u5OLVTC5ezXygY9ypaS1X3uhRG09nK1IyC8jIKcTF3pyWddXdsmIScsjJKwagoKhUOWZhUdm9divEv8bBwUG5UdDljz/+AMDMzIwuXboA8OKLLyrr//zzz/tu6+/vT926dbW2LSsrY/fu3X8v80I8Rv7J7xJo14ZXRWlpKV988QUAffr0oVq1aoC6+9HFixcBdeAQEBCAra0t7du35/Lly8r2BgYGWq0R97N+/XrMzMxwc3Oja9eunDx5UllXq1Yt7OzsAHVNfqNGjRgyZAimpqZMmDCBxo0bA+pp7uPj42nevDkNGjSge/fugPoZHZpAISsri+3btwNgZ2dH48aNsbKyonnz5oSHh2NoWLkOuXHjxpibm1OrVi3mzJlDcXGxcv6abkSaVhB9/Vu3lZpuPLd3NdKk0/xbUVGhdKXSvMctWrTA3V19H/DCCy8AkJGRwfHjxwFo06YNoH5IYa1atfD39yc3N5eWLVsyadIkrX1V9fOSmJiIra0ttra2NGvWjHXr1lW6Dk+zx6Jl4U7nY27VGnu7WAHwUnt/zE0NKSgq4525u0jPLqJHm+oM6VWHBgHO1PFz5Gx05abL+8m8UcTYz/dRWFzGhAGNaNvQk66tfPl5+yUKdNyUbj0YR4MAZ5rXccPC1JDCknLlxnz38aoNgB7+Qj2lG1J5hYq9Edc5eDYJABNjA/qE+ANw8EwiH/90DAN9fT5+pzUB1ewY2DmIvSe0+wIePZ/MvJURmBobsGBcOzycLOkd4q+zFeJu3B0tAVi3O0oZ8G1pZoSjrRlZueqWH01N//YjV+85KPxOt7dKAMxadoTD55Jxd7QA4MyVNKYsPgioA8QaXuqmv9k/HGVMvwaENPEmOj6HyYsPVPmYQjwOrl9XlwkODg7Kj6iLi4uy/tq1u3ez1Gzr7OysLKvqtkI8af7Od+mvWL16tdLvfsKECcry25+gvWrVKgICAsjJyWHPnj20a9eOs2fP6qyFvxcjIyPc3NwwMDDg4sWLbN26lV27dnHo0CEaNGiAnZ0dYWFh9OjRg5iYGE6cOAGAt7c3TZo00dpXUVERR44cUV5bWFiwbNky5YFbUVFRaJ7Fu2HDBnx9fTE1NeXIkSN07tyZAwcOaHXHcnR0xMPDg6tXr3LhwgUmT57MqVOnWLNmDdbW1nTp0oXff/+defPm8ccff5CcnEx+fj6g7lYE6laT999/n7y8PFq0aEH16tU5f/68cgxNuqqUeS1btmTJkiVUVFTw008/ceHCBUDdjah+/fo4OTlp7auqnxc3NzdsbW25dOkSR48epXfv3ixatIjhw4ff9/17Gjx2LQsA+vp6lZb5e6mj6guxGaRnq2vv9528ddNcw8v2Lx3r2IVkCovVQcH+U+oPrJGhAR5OljrTHz2fRFp2ISZGBrRt6Em9Go5YmRtTUFTK4Zs3/Pfj7WpFDS9bTIwMyCsoIfx0IhUV6i+vt4sVJsbqGC7sVAIqFZSVV3DwbCIALvbmWFsYa+1Pk++iknKOXVAHCNVcrR/kMnD05nb9Owby/ZTn+HBoC7q1qU72zZr9vyM6IVtpFbh4NZPcAvXgohOXUiktK6duDSdWfNiJT0a05rVuwRSXlN9nj0L8N2h+lO+2TFO79rC3FeJJ829/H+bPnw9ASEiIVl/22wcdv/7661y8eJFTp05hYGBAXl7eXbsS3c2AAQNISUnh8uXLREZGKjXixcXFfP3114B6QO/gwYOJiYlh3rx55OXlMX/+fK5du0a/fv20WiFq1KiBSqUiIyODjz/+mPz8fIYOHaoEGLfnv0OHDkRHR3PlyhXs7e0pLy9n8eLFyvojR46QlpbGqVOnSEhIoH379gD88ssvys34ihUrGDFiBJ6ensTExBAcHKx079F0afL19WXnzp2EhIRgYGBAQkICgwcPVt4zXV2fNHS9x59//jnLly+nVatWpKamcv78eaysrFi0aBHvvfdepe3uta9atWoRExPD1atXOX36NJcvX1aCCs1nQDymwUKwr4Py/+spuVrrdH0AtNajXq9/W8FhYXqvD+KD5a1CBdsPxwHQoYm30mUm/HQixaVVu8l9f1E4r374JxevZmJjacKkQY1xtDX9y3m75zW5bZUmCDM3rdyg9Ofhq7z3dTgb914hPi2PGp42DOgYyMy3WlYtE/cwe9lRJi4MU/40LUfXknN559M9rPwjkguxmdhbm9LjGT/mjmyDk93dm6OF+K/w9lZ3V0xPT1ea4lNTU5X19+oaodk2JSVFWVbVbYV40vyd79KD2rFjB6dPnwZg4sSJWus8PDyU/zdt2hRQ3wxrarTj4uIe6Fj+/v5KFyOAjh074uCgvgfS1H6vWrVK6YLz+uuvY2FhwWuvvQaof/937dpVab/29vZMmjQJe3t7srOzmTdvXqX8N27cGD09PWxsbKhZs2al/GvOD8Dc3Jznn39eea0JFmxtbfnyyy+5fv06+fn57N27l7w89TjTgIBbMyc2a9aMnTt3kpWVRVpaGq+//rpy76JJp3kP71XmFRQUMG3aNFQqFS+++CJOTk4EBwfTqpV6xkRN16eqfl6cnJy0xsh4e3vTunVrresvHsNgoYanrTK1Zll5BTtuzoYUdT0LgFrVHZUb67YNbvXfv3JzcHBOXgkAbk7qLi7Ghvo0Dr7V9HSnprVcMTNR3zxrpjAtLSsnIS3vrtv8efgqZeUV+Hvb0fbmGII9VeyCpJF5o4iv156mokKFqYkhfULUX9RrKbkUl6gj/2caeKCnB4YGerS4OS4iJbOAG/klWvvSXAcTYwMaB6m7RF1NvgGg1TKgaS3RNVWrv5ct15Jv8H9bzvO/bw8xa9lRAKq5WWNlrg62NDX+psYGD3Sud+PmaIEKFat3XGb2D0d5+9PdFBWXYWJsiL+n7X2PuXhSexZPak/XVpUHwwnxOOjUqROg7hrw22+/AbB27dpK6zdu3EhgYCCBgYFKk7xm3ZUrVzh16pTWtoaGhoSEhPwr5yDE4+DvfJce1Ny5cwGoU6cOHTt21FrXtGlTrK3VLfeaG/irV68qA3j9/f0f6FiffPKJ1k3pjh07yMhQV6hpujPdPpOS5piaf0Hd1Qhg6dKlZGbeGkt48OBBsrLU906arkHVqlVT8hgREYFKpeLGjRvKeAvNuv3797Nu3TrlRruoqEhrtifNGI4LFy5ozS41d+5cpatWv379lOXh4eHKtKZZWVlK1y5HR0elLNO8h4cPH1beO83YAQcHBxo3bkxBQYHSOhIREaHkTdOtSXMtqvp5+emnn7S6bcXHxysDox+0O9mT7LEYs2BvbcLcUW1wsDbFwcYMfX09ysor+HrdaWUmpHW7o2hRxx1zU0O+nhhCenYhns7qm9+Tl1OV8Qqno9JoU9+DwGr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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# ========================================================\n", + "# Building table\n", + "row_labels = [\"True ATE\", \"Linear Est.\", \"Propensity Score Est.\", \"Doubly Robust Est.\"]\n", + "col_labels = [\"df_linear\", \"df_nonlinear\"]\n", + "data = [\n", + " [10.0, 10.0],\n", + " [reg_estimate_lin_model, reg_estimate_nonlin_model],\n", + " [prop_estimate_lin_model, prop_estimate_nonlin_model],\n", + " [dr_estimate_lin_model, dr_estimate_nonlin_model],\n", + "]\n", + "fig, ax = plt.subplots(figsize=(6, 3))\n", + "ax.axis(\"off\")\n", + "table = ax.table(\n", + " cellText=data,\n", + " rowLabels=row_labels,\n", + " colLabels=col_labels,\n", + " loc=\"center\",\n", + " cellLoc=\"center\"\n", + ")\n", + "\n", + "# ========================================================\n", + "# Styling\n", + "table.auto_set_font_size(False)\n", + "table.set_fontsize(10)\n", + "table.scale(1.2, 1.4)\n", + "for i in range(len(row_labels)): # Add alternating row colors\n", + " for j in range(len(col_labels)):\n", + " cell = table[(i+1, j)]\n", + " if i % 2 == 0:\n", + " cell.set_facecolor(\"#f2f2f2\")\n", + " else:\n", + " cell.set_facecolor(\"white\")\n", + "for key, cell in table.get_celld().items(): # Bold headers\n", + " if key[0] == 0 or key[1] == -1:\n", + " cell.set_text_props(weight=\"bold\", color=\"white\")\n", + " cell.set_facecolor(\"#4c72b0\")\n", + "table[(2, 0)].get_text().set_weight(\"bold\") # Custom bolding for specific cells\n", + "table[(4, 0)].get_text().set_weight(\"bold\")\n", + "table[(3, 1)].get_text().set_weight(\"bold\")\n", + "table[(4, 1)].get_text().set_weight(\"bold\")" + ] + }, + { + "cell_type": "markdown", + "id": "fffcb505-d401-4dac-9056-5c1d503dba42", + "metadata": {}, + "source": [ + "## References\n", + "\n", + "1. Michele Jonsson Funk, Daniel Westreich, Chris Wiesen, Til Stürmer, M. Alan Brookhart, Marie Davidian, Doubly Robust Estimation of Causa Effects, American Journal of Epidemiology, Volume 173, Issue 1 April 2011, Pages 761-767, https://doi.org/10.1093/aje/kwq439" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "972a3c58-26df-44c6-8f0e-9632ca83473a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/source/example_notebooks/dowhy_estimation_methods.ipynb b/docs/source/example_notebooks/dowhy_estimation_methods.ipynb index 2cf94a124..f82f48b88 100755 --- a/docs/source/example_notebooks/dowhy_estimation_methods.ipynb +++ b/docs/source/example_notebooks/dowhy_estimation_methods.ipynb @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -25,7 +25,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -49,9 +49,214 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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31.00.503432-0.8895471.1260461.265952-0.3401280.440571True13.451031
40.00.085150-1.1584460.467960-0.7510741.967099-0.621517False-4.281020
..............................
99950.00.040428-0.510731-0.350471-0.5391910.9267790.292786False-4.100441
99960.00.4228190.328410-2.241446-0.188697-0.8043511.136102False-8.005824
99970.00.718114-0.7618590.263780-0.5474590.8743811.095965True8.286677
99980.00.8383490.361246-1.6134060.909062-0.547974-0.682448True5.088664
99990.00.372223-2.028612-0.5818200.456088-1.2659531.404693False-10.304164
\n", + "

10000 rows × 9 columns

\n", + "
" + ], + "text/plain": [ + " Z0 Z1 W0 W1 W2 W3 W4 v0 \\\n", + "0 0.0 0.119916 -0.780744 -0.515973 -0.588591 0.598152 -0.847596 False \n", + "1 0.0 0.859638 -0.438957 0.713992 0.721510 -1.525733 0.209823 True \n", + "2 0.0 0.422598 1.428676 1.046744 -0.623040 0.252377 -0.169919 True \n", + "3 1.0 0.503432 -0.889547 1.126046 1.265952 -0.340128 0.440571 True \n", + "4 0.0 0.085150 -1.158446 0.467960 -0.751074 1.967099 -0.621517 False \n", + "... ... ... ... ... ... ... ... ... \n", + "9995 0.0 0.040428 -0.510731 -0.350471 -0.539191 0.926779 0.292786 False \n", + "9996 0.0 0.422819 0.328410 -2.241446 -0.188697 -0.804351 1.136102 False \n", + "9997 0.0 0.718114 -0.761859 0.263780 -0.547459 0.874381 1.095965 True \n", + "9998 0.0 0.838349 0.361246 -1.613406 0.909062 -0.547974 -0.682448 True \n", + "9999 0.0 0.372223 -2.028612 -0.581820 0.456088 -1.265953 1.404693 False \n", + "\n", + " y \n", + "0 -7.566439 \n", + "1 11.899313 \n", + "2 20.116167 \n", + "3 13.451031 \n", + "4 -4.281020 \n", + "... ... \n", + "9995 -4.100441 \n", + "9996 -8.005824 \n", + "9997 8.286677 \n", + "9998 5.088664 \n", + "9999 -10.304164 \n", + "\n", + "[10000 rows x 9 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data = dowhy.datasets.linear_dataset(beta=10,\n", " num_common_causes=5, \n", @@ -88,7 +293,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -104,18 +309,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from IPython.display import Image, display\n", "display(Image(filename=\"causal_model.png\"))" @@ -130,9 +357,48 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Estimand type: EstimandType.NONPARAMETRIC_ATE\n", + "\n", + "### Estimand : 1\n", + "Estimand name: backdoor\n", + "Estimand expression:\n", + " d \n", + "─────(E[y|W4,W1,W2,W0,W3])\n", + "d[v₀] \n", + "Estimand assumption 1, Unconfoundedness: If U→{v0} and U→y then P(y|v0,W4,W1,W2,W0,W3,U) = P(y|v0,W4,W1,W2,W0,W3)\n", + "\n", + "### Estimand : 2\n", + "Estimand name: iv\n", + "Estimand expression:\n", + " ⎡ -1⎤\n", + " ⎢ d ⎛ d ⎞ ⎥\n", + "E⎢─────────(y)⋅⎜─────────([v₀])⎟ ⎥\n", + " ⎣d[Z₀ Z₁] ⎝d[Z₀ Z₁] ⎠ ⎦\n", + "Estimand assumption 1, As-if-random: If U→→y then ¬(U →→{Z0,Z1})\n", + "Estimand assumption 2, Exclusion: If we remove {Z0,Z1}→{v0}, then ¬({Z0,Z1}→y)\n", + "\n", + "### Estimand : 3\n", + "Estimand name: frontdoor\n", + "No such variable(s) found!\n", + "\n", + "### Estimand : 4\n", + "Estimand name: general_adjustment\n", + "Estimand expression:\n", + " d \n", + "─────(E[y|W4,W1,W2,W0,W3])\n", + "d[v₀] \n", + "Estimand assumption 1, Unconfoundedness: If U→{v0} and U→y then P(y|v0,W4,W1,W2,W0,W3,U) = P(y|v0,W4,W1,W2,W0,W3)\n", + "\n" + ] + } + ], "source": [ "identified_estimand = model.identify_effect(proceed_when_unidentifiable=True)\n", "print(identified_estimand)" @@ -149,9 +415,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "*** Causal Estimate ***\n", + "\n", + "## Identified estimand\n", + "Estimand type: EstimandType.NONPARAMETRIC_ATE\n", + "\n", + "### Estimand : 1\n", + "Estimand name: backdoor\n", + "Estimand expression:\n", + " d \n", + "─────(E[y|W4,W1,W2,W0,W3])\n", + "d[v₀] \n", + "Estimand assumption 1, Unconfoundedness: If U→{v0} and U→y then P(y|v0,W4,W1,W2,W0,W3,U) = P(y|v0,W4,W1,W2,W0,W3)\n", + "\n", + "## Realized estimand\n", + "b: y~v0+W4+W1+W2+W0+W3\n", + "Target units: ate\n", + "\n", + "## Estimate\n", + "Mean value: 10.000077548534799\n", + "p-value: [0.]\n", + "\n", + "Causal Estimate is 10.000077548534799\n" + ] + } + ], "source": [ "causal_estimate_reg = model.estimate_effect(identified_estimand,\n", " method_name=\"backdoor.linear_regression\",\n", @@ -171,9 +466,37 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "*** Causal Estimate ***\n", + "\n", + "## Identified estimand\n", + "Estimand type: EstimandType.NONPARAMETRIC_ATE\n", + "\n", + "### Estimand : 1\n", + "Estimand name: backdoor\n", + "Estimand expression:\n", + " d \n", + "─────(E[y|W4,W1,W2,W0,W3])\n", + "d[v₀] \n", + "Estimand assumption 1, Unconfoundedness: If U→{v0} and U→y then P(y|v0,W4,W1,W2,W0,W3,U) = P(y|v0,W4,W1,W2,W0,W3)\n", + "\n", + "## Realized estimand\n", + "b: y~v0+W4+W1+W2+W0+W3\n", + "Target units: att\n", + "\n", + "## Estimate\n", + "Mean value: 10.586975626674766\n", + "\n", + "Causal Estimate is 10.586975626674766\n" + ] + } + ], "source": [ "causal_estimate_dmatch = model.estimate_effect(identified_estimand,\n", " method_name=\"backdoor.distance_matching\",\n", @@ -194,9 +517,37 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "*** Causal Estimate ***\n", + "\n", + "## Identified estimand\n", + "Estimand type: EstimandType.NONPARAMETRIC_ATE\n", + "\n", + "### Estimand : 1\n", + "Estimand name: backdoor\n", + "Estimand expression:\n", + " d \n", + "─────(E[y|W4,W1,W2,W0,W3])\n", + "d[v₀] \n", + "Estimand assumption 1, Unconfoundedness: If U→{v0} and U→y then P(y|v0,W4,W1,W2,W0,W3,U) = P(y|v0,W4,W1,W2,W0,W3)\n", + "\n", + "## Realized estimand\n", + "b: y~v0+W4+W1+W2+W0+W3\n", + "Target units: att\n", + "\n", + "## Estimate\n", + "Mean value: 9.904138737438819\n", + "\n", + "Causal Estimate is 9.904138737438819\n" + ] + } + ], "source": [ "causal_estimate_strat = model.estimate_effect(identified_estimand,\n", " method_name=\"backdoor.propensity_score_stratification\",\n", @@ -216,9 +567,37 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "*** Causal Estimate ***\n", + "\n", + "## Identified estimand\n", + "Estimand type: EstimandType.NONPARAMETRIC_ATE\n", + "\n", + "### Estimand : 1\n", + "Estimand name: backdoor\n", + "Estimand expression:\n", + " d \n", + "─────(E[y|W4,W1,W2,W0,W3])\n", + "d[v₀] \n", + "Estimand assumption 1, Unconfoundedness: If U→{v0} and U→y then P(y|v0,W4,W1,W2,W0,W3,U) = P(y|v0,W4,W1,W2,W0,W3)\n", + "\n", + "## Realized estimand\n", + "b: y~v0+W4+W1+W2+W0+W3\n", + "Target units: atc\n", + "\n", + "## Estimate\n", + "Mean value: 9.97740008899397\n", + "\n", + "Causal Estimate is 9.97740008899397\n" + ] + } + ], "source": [ "causal_estimate_match = model.estimate_effect(identified_estimand,\n", " method_name=\"backdoor.propensity_score_matching\",\n", @@ -241,9 +620,37 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "*** Causal Estimate ***\n", + "\n", + "## Identified estimand\n", + "Estimand type: EstimandType.NONPARAMETRIC_ATE\n", + "\n", + "### Estimand : 1\n", + "Estimand name: backdoor\n", + "Estimand expression:\n", + " d \n", + "─────(E[y|W4,W1,W2,W0,W3])\n", + "d[v₀] \n", + "Estimand assumption 1, Unconfoundedness: If U→{v0} and U→y then P(y|v0,W4,W1,W2,W0,W3,U) = P(y|v0,W4,W1,W2,W0,W3)\n", + "\n", + "## Realized estimand\n", + "b: y~v0+W4+W1+W2+W0+W3\n", + "Target units: ate\n", + "\n", + "## Estimate\n", + "Mean value: 10.272087290364537\n", + "\n", + "Causal Estimate is 10.272087290364537\n" + ] + } + ], "source": [ "causal_estimate_ipw = model.estimate_effect(identified_estimand,\n", " method_name=\"backdoor.propensity_score_weighting\",\n", @@ -264,11 +671,51 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "*** Causal Estimate ***\n", + "\n", + "## Identified estimand\n", + "Estimand type: EstimandType.NONPARAMETRIC_ATE\n", + "\n", + "### Estimand : 1\n", + "Estimand name: iv\n", + "Estimand expression:\n", + " ⎡ -1⎤\n", + " ⎢ d ⎛ d ⎞ ⎥\n", + "E⎢─────────(y)⋅⎜─────────([v₀])⎟ ⎥\n", + " ⎣d[Z₀ Z₁] ⎝d[Z₀ Z₁] ⎠ ⎦\n", + "Estimand assumption 1, As-if-random: If U→→y then ¬(U →→{Z0,Z1})\n", + "Estimand assumption 2, Exclusion: If we remove {Z0,Z1}→{v0}, then ¬({Z0,Z1}→y)\n", + "\n", + "## Realized estimand\n", + "Realized estimand: Wald Estimator\n", + "Realized estimand type: EstimandType.NONPARAMETRIC_ATE\n", + "Estimand expression:\n", + " ⎡ d ⎤ -1⎡ d ⎤\n", + "E⎢───(y)⎥⋅E ⎢───(v₀)⎥\n", + " ⎣dZ₀ ⎦ ⎣dZ₀ ⎦\n", + "Estimand assumption 1, As-if-random: If U→→y then ¬(U →→{Z0,Z1})\n", + "Estimand assumption 2, Exclusion: If we remove {Z0,Z1}→{v0}, then ¬({Z0,Z1}→y)\n", + "Estimand assumption 3, treatment_effect_homogeneity: Each unit's treatment ['v0'] is affected in the same way by common causes of ['v0'] and ['y']\n", + "Estimand assumption 4, outcome_effect_homogeneity: Each unit's outcome ['y'] is affected in the same way by common causes of ['v0'] and ['y']\n", + "\n", + "Target units: ate\n", + "\n", + "## Estimate\n", + "Mean value: 10.320383177658954\n", + "\n", + "Causal Estimate is 10.320383177658954\n" + ] + } + ], "source": [ "causal_estimate_iv = model.estimate_effect(identified_estimand,\n", " method_name=\"iv.instrumental_variable\", method_params = {'iv_instrument_name': 'Z0'})\n", @@ -287,9 +734,49 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "*** Causal Estimate ***\n", + "\n", + "## Identified estimand\n", + "Estimand type: EstimandType.NONPARAMETRIC_ATE\n", + "\n", + "### Estimand : 1\n", + "Estimand name: iv\n", + "Estimand expression:\n", + " ⎡ -1⎤\n", + " ⎢ d ⎛ d ⎞ ⎥\n", + "E⎢─────────(y)⋅⎜─────────([v₀])⎟ ⎥\n", + " ⎣d[Z₀ Z₁] ⎝d[Z₀ Z₁] ⎠ ⎦\n", + "Estimand assumption 1, As-if-random: If U→→y then ¬(U →→{Z0,Z1})\n", + "Estimand assumption 2, Exclusion: If we remove {Z0,Z1}→{v0}, then ¬({Z0,Z1}→y)\n", + "\n", + "## Realized estimand\n", + "Realized estimand: Wald Estimator\n", + "Realized estimand type: EstimandType.NONPARAMETRIC_ATE\n", + "Estimand expression:\n", + " ⎡ d ⎤ -1⎡ d ⎤\n", + "E⎢──────────────────(y)⎥⋅E ⎢──────────────────(v₀)⎥\n", + " ⎣dlocal_rd_variable ⎦ ⎣dlocal_rd_variable ⎦\n", + "Estimand assumption 1, As-if-random: If U→→y then ¬(U →→{Z0,Z1})\n", + "Estimand assumption 2, Exclusion: If we remove {Z0,Z1}→{v0}, then ¬({Z0,Z1}→y)\n", + "Estimand assumption 3, treatment_effect_homogeneity: Each unit's treatment ['v0'] is affected in the same way by common causes of ['v0'] and ['y']\n", + "Estimand assumption 4, outcome_effect_homogeneity: Each unit's outcome ['y'] is affected in the same way by common causes of ['v0'] and ['y']\n", + "\n", + "Target units: ate\n", + "\n", + "## Estimate\n", + "Mean value: 5.04352861453338\n", + "\n", + "Causal Estimate is 5.04352861453338\n" + ] + } + ], "source": [ "causal_estimate_regdist = model.estimate_effect(identified_estimand,\n", " method_name=\"iv.regression_discontinuity\", \n", @@ -299,11 +786,69 @@ "print(causal_estimate_regdist)\n", "print(\"Causal Estimate is \" + str(causal_estimate_regdist.value))" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Method 8: Doubly Robust Estimator\n", + "\n", + "Combines a regression estimator and a propensity score estimator to give back a doubly robust estimate." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "*** Causal Estimate ***\n", + "\n", + "## Identified estimand\n", + "Estimand type: EstimandType.NONPARAMETRIC_ATE\n", + "\n", + "### Estimand : 1\n", + "Estimand name: backdoor\n", + "Estimand expression:\n", + " d \n", + "─────(E[y|W4,W1,W2,W0,W3])\n", + "d[v₀] \n", + "Estimand assumption 1, Unconfoundedness: If U→{v0} and U→y then P(y|v0,W4,W1,W2,W0,W3,U) = P(y|v0,W4,W1,W2,W0,W3)\n", + "\n", + "## Realized estimand\n", + "b: y~v0+W4+W1+W2+W0+W3\n", + "Target units: ate\n", + "\n", + "## Estimate\n", + "Mean value: 10.000221819204693\n", + "\n", + "Causal Estimate is 10.000221819204693\n" + ] + } + ], + "source": [ + "causal_estimate_doubly_robust = model.estimate_effect(identified_estimand,\n", + " method_name=\"backdoor.doubly_robust\",\n", + " method_params={'propensity_score_column':'propensity_score_dr'}\n", + " )\n", + "print(causal_estimate_doubly_robust)\n", + "print(\"Causal Estimate is \" + str(causal_estimate_doubly_robust.value))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -317,7 +862,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.11.7" }, "toc": { "base_numbering": 1, diff --git a/dowhy/causal_estimators/doubly_robust_estimator.py b/dowhy/causal_estimators/doubly_robust_estimator.py new file mode 100644 index 000000000..666d6dd00 --- /dev/null +++ b/dowhy/causal_estimators/doubly_robust_estimator.py @@ -0,0 +1,225 @@ +from typing import Any, List, Optional, Type, Union + +import numpy as np +import pandas as pd + +from dowhy.causal_estimator import CausalEstimate, CausalEstimator +from dowhy.causal_estimators.linear_regression_estimator import LinearRegressionEstimator +from dowhy.causal_estimators.propensity_score_estimator import PropensityScoreEstimator +from dowhy.causal_estimators.regression_estimator import RegressionEstimator +from dowhy.causal_identifier import IdentifiedEstimand + + +class DoublyRobustEstimator(CausalEstimator): + """Doubly Robust Estimator for Causal Effect Estimation. + + Supports any RegressionEstimator for the regression stage, and accepts + a propensity score model and column for the propensity score stage. + + References + ---------- + [1] Michele Jonsson Funk, Daniel Westreich, Chris Wiesen, Til Stürmer, + M. Alan Brookhart, Marie Davidian, Doubly Robust Estimation of Causal + Effects, American Journal of Epidemiology, Volume 173, Issue 7, + 1 April 2011, Pages 761-767, https://doi.org/10.1093/aje/kwq439 + """ + + def __init__( + self, + identified_estimand: IdentifiedEstimand, + test_significance: Union[bool, str] = False, + evaluate_effect_strength: bool = False, + confidence_intervals: bool = False, + num_null_simulations: int = CausalEstimator.DEFAULT_NUMBER_OF_SIMULATIONS_STAT_TEST, + num_simulations: int = CausalEstimator.DEFAULT_NUMBER_OF_SIMULATIONS_CI, + sample_size_fraction: int = CausalEstimator.DEFAULT_SAMPLE_SIZE_FRACTION, + confidence_level: float = CausalEstimator.DEFAULT_CONFIDENCE_LEVEL, + need_conditional_estimates: Union[bool, str] = "auto", + num_quantiles_to_discretize_cont_cols: int = CausalEstimator.NUM_QUANTILES_TO_DISCRETIZE_CONT_COLS, + regression_estimator: Union[RegressionEstimator, Type[RegressionEstimator]] = LinearRegressionEstimator, + propensity_score_model: Optional[Any] = None, + propensity_score_column: str = "propensity_score", + min_ps_score: float = 0.01, + max_ps_score: float = 0.99, + **kwargs, + ): + """ + :param identified_estimand: probability expression + representing the target identified estimand to estimate. + :param test_significance: Binary flag or a string indicating whether to test significance and by which method. All estimators support test_significance="bootstrap" that estimates a p-value for the obtained estimate using the bootstrap method. Individual estimators can override this to support custom testing methods. The bootstrap method supports an optional parameter, num_null_simulations. If False, no testing is done. If True, significance of the estimate is tested using the custom method if available, otherwise by bootstrap. + :param evaluate_effect_strength: (Experimental) whether to evaluate the strength of effect + :param confidence_intervals: Binary flag or a string indicating whether the confidence intervals should be computed and which method should be used. All methods support estimation of confidence intervals using the bootstrap method by using the parameter confidence_intervals="bootstrap". The bootstrap method takes in two arguments (num_simulations and sample_size_fraction) that can be optionally specified in the params dictionary. Estimators may also override this to implement their own confidence interval method. If this parameter is False, no confidence intervals are computed. If True, confidence intervals are computed by the estimator's specific method if available, otherwise through bootstrap + :param num_null_simulations: The number of simulations for testing the + statistical significance of the estimator + :param num_simulations: The number of simulations for finding the + confidence interval (and/or standard error) for a estimate + :param sample_size_fraction: The size of the sample for the bootstrap + estimator + :param confidence_level: The confidence level of the confidence + interval estimate + :param need_conditional_estimates: Boolean flag indicating whether + conditional estimates should be computed. Defaults to True if + there are effect modifiers in the graph + :param num_quantiles_to_discretize_cont_cols: The number of quantiles + into which a numeric effect modifier is split, to enable + estimation of conditional treatment effect over it + :param regression_estimator: RegressionEstimator used for the regression + stage of the doubly robust formula. Can be any class that extends the + RegressionEstimator class. Default='LinearRegressionEstimator' + :param propensity_score_model: Model used to compute propensity score. + Can be any classification model that supports fit() and + predict_proba() methods. If None, LogisticRegression is used + :param propensity_score_column: Column name that stores the + propensity score. Default='propensity_score' + :param min_ps_score: Lower bound used to clip the propensity score. + Default=0.01 + :param max_ps_score: Upper bound used to clip the propensity score. + Default=0.99 + :param kwargs: (optional) Additional estimator-specific parameters + """ + super().__init__( + identified_estimand=identified_estimand, + test_significance=test_significance, + evaluate_effect_strength=evaluate_effect_strength, + confidence_intervals=confidence_intervals, + num_null_simulations=num_null_simulations, + num_simulations=num_simulations, + sample_size_fraction=sample_size_fraction, + confidence_level=confidence_level, + need_conditional_estimates=need_conditional_estimates, + num_quantiles_to_discretize_cont_cols=num_quantiles_to_discretize_cont_cols, + **kwargs, + ) + # Initialize the subcomponents + self.regression_model = ( + regression_estimator + if isinstance(regression_estimator, RegressionEstimator) + else regression_estimator( + identified_estimand=identified_estimand, + **kwargs, + ) + ) + self.propensity_score_model = PropensityScoreEstimator( + identified_estimand=identified_estimand, + propensity_score_model=propensity_score_model, + propensity_score_column=propensity_score_column, + ) + self.min_ps_score = min_ps_score + self.max_ps_score = max_ps_score + + def fit( + self, + data: pd.DataFrame, + effect_modifier_names: Optional[List[str]] = None, + ): + """ + Fits the estimator with data for effect estimation + :param data: data frame containing the data + :param effect_modifier_names: Variables on which to compute separate + effects, or return a heterogeneous effect function. Not all + methods support this currently. + """ + # Validate target estimand + if len(self._target_estimand.treatment_variable) > 1: + error_msg = str(self.__class__) + " cannot handle more than one treatment variable" + raise Exception(error_msg) + if len(self._target_estimand.outcome_variable) > 1: + error_msg = str(self.__class__) + " cannot handle more than one outcome variable" + raise Exception(error_msg) + if self._target_estimand.identifier_method not in ["backdoor", "general_adjustment"]: + error_msg = str(self.__class__) + " only supports covariate adjustment identifiers" + raise Exception(error_msg) + if effect_modifier_names and (len(effect_modifier_names) > 0): + # TODO: Add support for effect modifiers in the Doubly Robust Estimator + raise NotImplementedError("Effect Modifiers not supported yet for " + str(self.__class__)) + + # Fit the models + self._set_effect_modifiers(data, effect_modifier_names) + self.regression_model = self.regression_model.fit(data, effect_modifier_names=effect_modifier_names) + self.propensity_score_model = self.propensity_score_model.fit(data, effect_modifier_names=effect_modifier_names) + self.symbolic_estimator = self.construct_symbolic_estimator(self._target_estimand) + return self + + def estimate_effect( + self, + data: pd.DataFrame, + control_value: Union[float, int] = 0, + treatment_value: Union[float, int] = 1, + target_units: Union[str, pd.DataFrame] = "ate", + **kwargs, + ): + """ + Estimate the causal effect using the Doubly Robust Formula: + + Y_{i, t}^{DR} = E[Y | X_i, T_i=t]\ + + \\frac{Y_i - E[Y | X_i, T_i=t]}{Pr[T_i=t | X_i]} \\cdot 1\\{T_i=t\\} + + Where we use our regression_model to estimate E[Y | X_i, T_i=t], and our propensity_score_model + to estimate Pr[T_i=t | X_i]. + :param data: data frame containing the data + :param control_value: value associated with not receiving the treatment. Default=0 + :param treatment_value: value associated with receiving the treatment. Default=1 + :param target_units: (Experimental) The units for which the treatment effect should be estimated. Eventually, this can be of three types. (1) a string for common specifications of target units (namely, "ate", "att" and "atc"), (2) a lambda function that can be used as an index for the data (pandas DataFrame), or (3) a new DataFrame that contains values of the effect_modifiers and effect will be estimated only for this new data. Currently, only "ate" is supported. + """ + if target_units != "ate": + raise NotImplementedError("ATE is the only target unit supported for " + str(self.__class__)) + + self._treatment_value = treatment_value + self._control_value = control_value + self._target_units = "ate" # TODO: add support for other target units + effect_estimate = self._do(treatment_value, treatment_value, data) - self._do( + control_value, treatment_value, data + ) + + estimate = CausalEstimate( + data=data, + treatment_name=self._target_estimand.treatment_variable, + outcome_name=self._target_estimand.outcome_variable, + estimate=effect_estimate, + control_value=control_value, + treatment_value=treatment_value, + target_estimand=self._target_estimand, + realized_estimand_expr=self.symbolic_estimator, + ) + estimate.add_estimator(self) + return estimate + + def _do( + self, + treatment, + received_treatment_value, + data_df: pd.DataFrame, + ): + """ + Evaluate doubly robust model for a given treatment value. + :param treatment: the value assigned to the treatment variable + :param received_treatment_value: value associated with receiving the treatment + :param data_df: data frame containing the data + """ + # Vector representation of E[Y | X_i, T_i=t] + regression_est_outcomes = self.regression_model.interventional_outcomes(data_df, treatment) + # Vector representation of Y + true_outcomes = np.array(data_df[self._target_estimand.outcome_variable[0]]) + # Vector representation of Pr[T_i=t | X_i] + propensity_scores = np.array( + self.propensity_score_model.predict_proba(data_df)[:, int(treatment == received_treatment_value)] + ) + propensity_scores = np.maximum(self.min_ps_score, propensity_scores) + propensity_scores = np.minimum(self.max_ps_score, propensity_scores) + if propensity_scores.min() <= 0: # Can only be reached if the caller sets min_ps_score <= 0 + raise ValueError("Propensity scores must be strictly positive for doubly robust estimation.") + # Vector representation of 1_{T_i=t} + treatment_indicator = np.array(data_df[self._target_estimand.treatment_variable[0]] == treatment) + + # Doubly robust formula + outcomes = ( + regression_est_outcomes + + (true_outcomes - regression_est_outcomes) / propensity_scores * treatment_indicator + ) + return outcomes.mean() + + def construct_symbolic_estimator(self, estimand): + expr = "b: " + ",".join(estimand.outcome_variable) + "~" + var_list = estimand.treatment_variable + estimand.get_adjustment_set() + expr += "+".join(var_list) + return expr diff --git a/dowhy/causal_estimators/propensity_score_estimator.py b/dowhy/causal_estimators/propensity_score_estimator.py index 51505a3a0..d5dc4c294 100644 --- a/dowhy/causal_estimators/propensity_score_estimator.py +++ b/dowhy/causal_estimators/propensity_score_estimator.py @@ -131,6 +131,12 @@ def fit( return self + def predict_proba(self, data): + """Estimate propensity scores on given data using the class's current propensity score model.""" + data = data[self._observed_common_causes_names] + data = self._encode(data, "observed_common_causes") + return self.propensity_score_model.predict_proba(data) + def estimate_propensity_score_column(self, data): try: data[self.propensity_score_column] = self.propensity_score_model.predict_proba( diff --git a/tests/causal_estimators/test_doubly_robust_estimator.py b/tests/causal_estimators/test_doubly_robust_estimator.py new file mode 100644 index 000000000..7bb7a4fad --- /dev/null +++ b/tests/causal_estimators/test_doubly_robust_estimator.py @@ -0,0 +1,101 @@ +from pytest import mark + +from dowhy.causal_estimators.doubly_robust_estimator import DoublyRobustEstimator + +from .base import SimpleEstimator + + +@mark.usefixtures("fixed_seed") +class TestDoublyRobustEstimator(object): + @mark.parametrize( + [ + "error_tolerance", + "Estimator", + "num_common_causes", + "num_instruments", + "num_effect_modifiers", + "num_treatments", + "treatment_is_binary", + "treatment_is_category", + "outcome_is_binary", + "identifier_method", + ], + [ + ( + 0.1, + DoublyRobustEstimator, + [1, 2], + [0, 1], + [ + 0, + ], + [ + 1, + ], + [ + True, + ], + [ + False, + ], + [ + False, + ], + "backdoor", + ), + ( + 0.2, + DoublyRobustEstimator, + [1, 2], + [ + 0, + ], + [ + 0, + ], + [ + 1, + ], + [ + True, + ], + [ + False, + ], + [ + True, + ], + "general_adjustment", + ), + ], + ) + def test_average_treatment_effect( + self, + error_tolerance, + Estimator, + num_common_causes, + num_instruments, + num_effect_modifiers, + num_treatments, + treatment_is_binary, + treatment_is_category, + outcome_is_binary, + identifier_method, + ): + estimator_tester = SimpleEstimator(error_tolerance, Estimator, identifier_method=identifier_method) + estimator_tester.average_treatment_effect_testsuite( + num_common_causes=num_common_causes, + num_instruments=num_instruments, + num_effect_modifiers=num_effect_modifiers, + num_treatments=num_treatments, + treatment_is_binary=treatment_is_binary, + treatment_is_category=treatment_is_category, + outcome_is_binary=outcome_is_binary, + confidence_intervals=[ + True, + ], + test_significance=[ + True, + ], + method_params={"num_simulations": 10, "num_null_simulations": 10}, + )