{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Iterating over multiple refutation tests\n", "The objective of this notebook is to compare the ability of refuters to detect the problems in a given set of estimators.\n", "Note:\n", "This notebook makes use of the optional dependencies:\n", "- pygraphviz\n", "- causalml" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import Dependencies" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from dowhy.datasets import linear_dataset\n", "from dowhy import CausalModel\n", "import causalml\n", "\n", "# Config dict to set the logging level\n", "import logging.config\n", "DEFAULT_LOGGING = {\n", " 'version': 1,\n", " 'disable_existing_loggers': False,\n", " 'loggers': {\n", " '': {\n", " 'level': 'WARN',\n", " },\n", " }\n", "}\n", "\n", "logging.config.dictConfig(DEFAULT_LOGGING)\n", "# Disabling warnings output\n", "import warnings\n", "from sklearn.exceptions import DataConversionWarning\n", "warnings.filterwarnings(action='ignore', category=DataConversionWarning)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inspection Parameters\n", "These parameters give us the option of inspecting the intermediate steps to sanity check the steps performed" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "inspect_datasets = True\n", "inspect_models = True\n", "inspect_identified_estimands = True\n", "inspect_estimates = True\n", "inspect_refutations = True" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimator List\n", "We pass a list of strings, corresponding to the estimators of interest" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "estimator_list = [\"backdoor.propensity_score_matching\", \"backdoor.propensity_score_weighting\", \"backdoor.causalml.inference.meta.LRSRegressor\"]\n", "method_params= [ None, None, { \"init_params\":{} } ]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Refuter List\n", "A list of strings, corresponding to each refuter we wish to run" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "refuter_list = [\"bootstrap_refuter\", \"data_subset_refuter\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create the Datasets" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Parameters for creating the Dataset\n", "TREATMENT_IS_BINARY = True\n", "BETA = 10\n", "NUM_SAMPLES = 5000\n", "NUM_CONFOUNDERS = 5\n", "NUM_INSTRUMENTS = 3\n", "NUM_EFFECT_MODIFIERS = 2\n", "\n", "# Creating a Linear Dataset with the given parameters\n", "linear_data = linear_dataset(\n", " beta = BETA,\n", " num_common_causes = NUM_CONFOUNDERS,\n", " num_instruments = NUM_INSTRUMENTS,\n", " num_effect_modifiers = NUM_EFFECT_MODIFIERS,\n", " num_samples = NUM_SAMPLES,\n", " treatment_is_binary = True\n", " )\n", "# Other datasets come here \n", "\n", "\n", "# Append them together in an array\n", "datasets = [linear_data]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inspect Data" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "####### Dataset 1###########################################################################################\n", " X0 X1 Z0 Z1 Z2 W0 W1 W2 \\\n", "0 0.815561 1.382192 0.0 0.032699 0.0 -0.349572 -1.011814 -1.409937 \n", "1 0.565588 -0.121230 0.0 0.191581 0.0 1.500906 -1.133247 -1.990940 \n", "2 0.641187 -0.785662 1.0 0.959832 0.0 0.172375 0.482692 -2.712835 \n", "3 0.076662 1.159605 0.0 0.428127 0.0 2.273463 0.327248 1.290102 \n", "4 0.861989 0.494334 0.0 0.553362 0.0 0.904391 0.469244 0.403471 \n", "\n", " W3 W4 v0 y \n", "0 -0.294557 -1.073794 False -7.431833 \n", "1 0.572827 0.111985 True 10.881939 \n", "2 0.575473 0.166511 True 14.268640 \n", "3 0.401685 -0.335078 True 18.930332 \n", "4 1.122946 1.625132 True 21.673668 \n", "#############################################################################################################\n" ] } ], "source": [ "dataset_num = 1\n", "if inspect_datasets is True:\n", " for data in datasets:\n", " print(\"####### Dataset {}###########################################################################################\".format(dataset_num))\n", " print(data['df'].head())\n", " print(\"#############################################################################################################\")\n", " dataset_num += 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create the CausalModels" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "models = []\n", "for data in datasets:\n", " model = CausalModel(\n", " data = data['df'],\n", " treatment = data['treatment_name'],\n", " outcome = data['outcome_name'],\n", " graph = data['gml_graph']\n", " )\n", " models.append(model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inspect Models" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "####### Model 1#############################################################################################\n", "Common Causes: ['Unobserved Confounders', 'W2', 'W4', 'W3', 'W1', 'W0']\n", "Effect Modifiers: ['X1', 'X0']\n", "Instruments: ['Z1', 'Z2', 'Z0']\n", "Outcome: ['y']\n", "Treatment: ['v0']\n", "#############################################################################################################\n" ] } ], "source": [ "model_num = 1\n", "if inspect_models is True:\n", " for model in models:\n", " print(\"####### Model {}#############################################################################################\".format(model_num))\n", " print(\"Common Causes:\",model._common_causes)\n", " print(\"Effect Modifiers:\",model._effect_modifiers)\n", " print(\"Instruments:\",model._instruments)\n", " print(\"Outcome:\",model._outcome)\n", " print(\"Treatment:\",model._treatment)\n", " print(\"#############################################################################################################\")\n", " model_num += 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Identify Effect" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "identified_estimands = []\n", "for model in models:\n", " identified_estimand = model.identify_effect(proceed_when_unidentifiable=True)\n", " identified_estimands.append(identified_estimand)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Identified Estimands" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "####### Identified Estimand 1#####################################################################################\n", "Estimand type: nonparametric-ate\n", "\n", "### Estimand : 1\n", "Estimand name: backdoor\n", "Estimand expression:\n", " d \n", "─────(Expectation(y|W2,W4,W3,W1,X1,W0,X0))\n", "d[v₀] \n", "Estimand assumption 1, Unconfoundedness: If U→{v0} and U→y then P(y|v0,W2,W4,W3,W1,X1,W0,X0,U) = P(y|v0,W2,W4,W3,W1,X1,W0,X0)\n", "\n", "### Estimand : 2\n", "Estimand name: iv\n", "Estimand expression:\n", "Expectation(Derivative(y, [Z1, Z2, Z0])*Derivative([v0], [Z1, Z2, Z0])**(-1))\n", "Estimand assumption 1, As-if-random: If U→→y then ¬(U →→{Z1,Z2,Z0})\n", "Estimand assumption 2, Exclusion: If we remove {Z1,Z2,Z0}→{v0}, then ¬({Z1,Z2,Z0}→y)\n", "\n", "### Estimand : 3\n", "Estimand name: frontdoor\n", "No such variable found!\n", "\n", "###################################################################################################################\n" ] } ], "source": [ "estimand_count = 1\n", "for estimand in identified_estimands:\n", " print(\"####### Identified Estimand {}#####################################################################################\".format(estimand_count))\n", " print(estimand)\n", " print(\"###################################################################################################################\")\n", " estimand_count += 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimate Effect" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", " return f(**kwargs)\n", "/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", " return f(**kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "{'X': W2 W4 W3 W1 X1 W0 X0 \\\n", "0 -1.409937 -1.073794 -0.294557 -1.011814 1.382192 -0.349572 0.815561 \n", "1 -1.990940 0.111985 0.572827 -1.133247 -0.121230 1.500906 0.565588 \n", "2 -2.712835 0.166511 0.575473 0.482692 -0.785662 0.172375 0.641187 \n", "3 1.290102 -0.335078 0.401685 0.327248 1.159605 2.273463 0.076662 \n", "4 0.403471 1.625132 1.122946 0.469244 0.494334 0.904391 0.861989 \n", "... ... ... ... ... ... ... ... \n", "4995 -1.523082 2.356658 -1.326664 0.655229 1.413582 2.273291 0.934879 \n", "4996 -1.116186 -0.792025 -0.800518 0.969778 1.004574 1.004584 -1.038316 \n", "4997 -1.052103 0.112904 0.015627 -1.293327 0.701666 1.729135 0.214009 \n", "4998 0.671167 1.218955 0.577825 0.073284 -1.145990 0.997583 0.831404 \n", "4999 -1.667117 -0.272001 0.464098 0.107621 -1.471820 1.069207 0.122401 \n", "\n", " X1 X0 \n", "0 1.382192 0.815561 \n", "1 -0.121230 0.565588 \n", "2 -0.785662 0.641187 \n", "3 1.159605 0.076662 \n", "4 0.494334 0.861989 \n", "... ... ... \n", "4995 1.413582 0.934879 \n", "4996 1.004574 -1.038316 \n", "4997 0.701666 0.214009 \n", "4998 -1.145990 0.831404 \n", "4999 -1.471820 0.122401 \n", "\n", "[5000 rows x 9 columns], 'y': 0 -7.431833\n", "1 10.881939\n", "2 14.268640\n", "3 18.930332\n", "4 21.673668\n", " ... \n", "4995 10.630741\n", "4996 12.751352\n", "4997 10.265862\n", "4998 16.215069\n", "4999 11.069029\n", "Name: y, Length: 5000, dtype: float64, 'treatment': 0 False\n", "1 True\n", "2 True\n", "3 True\n", "4 True\n", " ... \n", "4995 False\n", "4996 True\n", "4997 True\n", "4998 True\n", "4999 True\n", "Name: v0, Length: 5000, dtype: bool}\n" ] } ], "source": [ "estimate_list = []\n", "for i in range(len(identified_estimands)):\n", " for j in range(len(estimator_list)):\n", " estimate = model.estimate_effect(\n", " identified_estimands[i],\n", " method_name=estimator_list[j],\n", " method_params=method_params[j]\n", " )\n", " estimate_list.append(estimate)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimate Values" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "####### Estimand 1#######################################################################################\n", "*** Class Name ***\n", "\n", "\n", "\n", "*** Causal Estimate ***\n", "\n", "## Identified estimand\n", "Estimand type: nonparametric-ate\n", "\n", "### Estimand : 1\n", "Estimand name: backdoor\n", "Estimand expression:\n", " d \n", "─────(Expectation(y|W2,W4,W3,W1,X1,W0,X0))\n", "d[v₀] \n", "Estimand assumption 1, Unconfoundedness: If U→{v0} and U→y then P(y|v0,W2,W4,W3,W1,X1,W0,X0,U) = P(y|v0,W2,W4,W3,W1,X1,W0,X0)\n", "\n", "## Realized estimand\n", "b: y~v0+W2+W4+W3+W1+X1+W0+X0\n", "Target units: ate\n", "\n", "## Estimate\n", "Mean value: 13.879166147783451\n", "\n", "########################################################################################################\n", "\n", "####### Estimand 2#######################################################################################\n", "*** Class Name ***\n", "\n", "\n", "\n", "*** Causal Estimate ***\n", "\n", "## Identified estimand\n", "Estimand type: nonparametric-ate\n", "\n", "### Estimand : 1\n", "Estimand name: backdoor\n", "Estimand expression:\n", " d \n", "─────(Expectation(y|W2,W4,W3,W1,X1,W0,X0))\n", "d[v₀] \n", "Estimand assumption 1, Unconfoundedness: If U→{v0} and U→y then P(y|v0,W2,W4,W3,W1,X1,W0,X0,U) = P(y|v0,W2,W4,W3,W1,X1,W0,X0)\n", "\n", "## Realized estimand\n", "b: y~v0+W2+W4+W3+W1+X1+W0+X0\n", "Target units: ate\n", "\n", "## Estimate\n", "Mean value: 14.961425818165385\n", "\n", "########################################################################################################\n", "\n", "####### Estimand 3#######################################################################################\n", "*** Class Name ***\n", "\n", "\n", "\n", "*** Causal Estimate ***\n", "\n", "## Identified estimand\n", "Estimand type: nonparametric-ate\n", "\n", "### Estimand : 1\n", "Estimand name: backdoor\n", "Estimand expression:\n", " d \n", "─────(Expectation(y|W2,W4,W3,W1,X1,W0,X0))\n", "d[v₀] \n", "Estimand assumption 1, Unconfoundedness: If U→{v0} and U→y then P(y|v0,W2,W4,W3,W1,X1,W0,X0,U) = P(y|v0,W2,W4,W3,W1,X1,W0,X0)\n", "\n", "## Realized estimand\n", "b: y~v0+W2+W4+W3+W1+X1+W0+X0\n", "Target units: ate\n", "\n", "## Estimate\n", "Mean value: [12.82779527]\n", "Effect estimates: [[12.82779527]\n", " [12.82779527]\n", " [12.82779527]\n", " ...\n", " [12.82779527]\n", " [12.82779527]\n", " [12.82779527]]\n", "\n", "########################################################################################################\n", "\n" ] } ], "source": [ "estimand_count = 1\n", "if inspect_estimates is True:\n", " for estimand in estimate_list:\n", " print(\"####### Estimand {}#######################################################################################\".format(estimand_count))\n", " print(\"*** Class Name ***\")\n", " print()\n", " print(estimand.params['estimator_class'])\n", " print()\n", " print(estimand)\n", " print(\"########################################################################################################\")\n", " print()\n", " estimand_count += 1\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Refute Estimate" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "{'X': W2 W4 W3 W1 X1 W0 X0 \\\n", "93 -1.128470 0.803796 -0.849364 0.266145 -0.898931 1.769310 0.072095 \n", "1088 0.002826 1.175457 -0.165811 -1.036364 1.492922 1.770450 1.134532 \n", "2172 -0.340529 1.923116 2.123854 -1.499390 -1.321158 0.995319 -0.686868 \n", "3285 -0.486722 1.118134 1.452272 -0.987275 0.016285 0.150814 0.190272 \n", "1057 -0.426275 -0.112688 0.936973 0.997815 -1.062028 1.102444 2.198371 \n", "... ... ... ... ... ... ... ... \n", "4823 -0.720302 0.888529 0.723755 -1.820770 -0.491517 1.266704 -0.325428 \n", "3292 -1.883412 1.381702 0.630555 0.523012 0.600994 1.470406 1.104361 \n", "1444 -1.077868 -0.810679 0.525418 -0.806209 -1.114339 0.198871 0.831400 \n", "236 -0.951846 -0.671687 0.649086 -0.822443 1.232260 0.638697 0.966714 \n", "239 -1.521737 -0.147820 -1.469830 -1.244154 1.264690 0.450694 -0.536106 \n", "\n", " X1 X0 \n", "93 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\n", "372 0.138254 0.318648 \n", "3929 0.525102 0.873197 \n", "1973 -0.326747 0.787786 \n", "3569 1.363652 1.102803 \n", "... ... ... \n", "1507 1.467137 -0.965544 \n", "4971 0.939320 0.627551 \n", "3108 0.892453 0.074631 \n", "1226 1.367297 -0.714502 \n", "2583 1.170003 -0.642959 \n", "\n", "[4000 rows x 9 columns], 'y': 4119 21.665918\n", "372 19.167603\n", "3929 18.031959\n", "1973 15.215504\n", "3569 4.603670\n", " ... \n", "1507 10.685297\n", "4971 23.226194\n", "3108 12.037935\n", "1226 13.664913\n", "2583 11.281575\n", "Name: y, Length: 4000, dtype: float64, 'treatment': 4119 True\n", "372 True\n", "3929 True\n", "1973 True\n", "3569 False\n", " ... \n", "1507 True\n", "4971 True\n", "3108 True\n", "1226 True\n", "2583 True\n", "Name: v0, Length: 4000, dtype: bool}\n", "{'X': W2 W4 W3 W1 X1 W0 X0 \\\n", "3554 -0.222735 -0.346967 2.680898 1.226238 0.317267 1.600371 0.454741 \n", "3994 1.194213 0.618274 0.656493 -1.203912 -1.352883 1.767519 -0.159770 \n", "1760 -2.239215 -0.690167 1.085558 -1.267144 1.850300 0.861969 -0.719408 \n", "1748 -1.565292 2.007472 -0.845648 -0.215825 -0.630365 1.091860 0.990691 \n", "1384 -0.811669 0.606014 -1.213243 0.019066 -0.051212 0.565750 -0.623958 \n", "... ... ... ... ... ... ... ... \n", "4118 -1.114762 -0.152649 0.515740 -1.948279 0.908050 0.563316 -0.097807 \n", "2774 0.102408 0.384608 -0.519023 -0.968537 0.304392 1.197624 -0.587061 \n", "317 -0.406155 -0.668102 1.997684 -0.215142 1.339109 0.392120 -0.288618 \n", "810 -0.062932 -1.587985 -1.017453 -1.358398 -0.691975 0.919968 1.358411 \n", "2271 -1.697712 1.128807 0.707452 -1.988370 0.340045 1.705926 2.530514 \n", "\n", " X1 X0 \n", "3554 0.317267 0.454741 \n", "3994 -1.352883 -0.159770 \n", "1760 1.850300 -0.719408 \n", "1748 -0.630365 0.990691 \n", "1384 -0.051212 -0.623958 \n", "... ... ... \n", "4118 0.908050 -0.097807 \n", "2774 0.304392 -0.587061 \n", "317 1.339109 -0.288618 \n", "810 -0.691975 1.358411 \n", "2271 0.340045 2.530514 \n", "\n", "[4000 rows x 9 columns], 'y': 3554 23.595041\n", "3994 7.749059\n", "1760 6.836280\n", "1748 16.192677\n", "1384 8.931158\n", " ... \n", "4118 3.919641\n", "2774 7.047757\n", "317 12.137265\n", "810 -7.522722\n", "2271 -2.478999\n", "Name: y, Length: 4000, dtype: float64, 'treatment': 3554 True\n", "3994 True\n", "1760 True\n", "1748 True\n", "1384 True\n", " ... \n", "4118 True\n", "2774 True\n", "317 True\n", "810 False\n", "2271 False\n", "Name: v0, Length: 4000, dtype: bool}\n", "{'X': W2 W4 W3 W1 X1 W0 X0 \\\n", "2943 0.210322 0.504581 1.169968 -0.127085 1.493260 1.605189 0.803052 \n", "1524 -2.944880 0.424792 1.586056 0.206984 -0.019012 1.644155 2.452151 \n", "1179 -0.108823 0.902757 0.778902 0.339470 1.416677 0.379246 0.855412 \n", "3983 -1.604766 -0.049549 0.262773 -0.492954 -0.268738 2.978200 0.349305 \n", "3775 -0.324658 -1.062535 0.005726 -0.870401 1.621996 0.965473 -0.455365 \n", "... ... ... ... ... ... ... ... \n", "491 -0.676343 0.400896 3.058352 -0.972020 1.473206 0.742609 1.266343 \n", "3665 -1.630788 1.717551 -0.628928 -0.411995 0.390259 0.881842 -0.700918 \n", "1942 -2.631691 -0.088667 0.113700 -0.297016 0.560940 -0.986061 2.389590 \n", "4903 -1.470361 0.927818 0.673407 -1.947984 2.234930 -1.237438 1.152309 \n", "2875 -2.114806 0.056062 0.057519 -0.672777 1.330375 0.611317 -1.710180 \n", "\n", " X1 X0 \n", "2943 1.493260 0.803052 \n", "1524 -0.019012 2.452151 \n", "1179 1.416677 0.855412 \n", "3983 -0.268738 0.349305 \n", "3775 1.621996 -0.455365 \n", "... ... ... \n", "491 1.473206 1.266343 \n", "3665 0.390259 -0.700918 \n", "1942 0.560940 2.389590 \n", "4903 2.234930 1.152309 \n", "2875 1.330375 -1.710180 \n", "\n", "[4000 rows x 9 columns], 'y': 2943 20.315704\n", "1524 25.289960\n", "1179 19.796449\n", "3983 15.718831\n", "3775 7.741907\n", " ... \n", "491 17.753951\n", "3665 10.502258\n", "1942 -3.793639\n", "4903 -9.626413\n", "2875 4.872583\n", "Name: y, Length: 4000, dtype: float64, 'treatment': 2943 True\n", "1524 True\n", "1179 True\n", "3983 True\n", "3775 True\n", " ... \n", "491 True\n", "3665 True\n", "1942 False\n", "4903 False\n", "2875 True\n", "Name: v0, Length: 4000, dtype: bool}\n", "{'X': W2 W4 W3 W1 X1 W0 X0 \\\n", "584 -0.470835 0.400342 0.707470 -1.039355 -0.521270 1.040148 -1.285718 \n", "361 -0.800545 -0.813003 0.820109 -1.025488 0.805436 0.845576 2.137845 \n", "333 -0.638973 -1.204684 1.287297 -0.585898 0.698366 2.859068 -0.420852 \n", "497 -1.975292 -1.294636 -0.361712 0.203809 1.512288 1.249916 -0.115719 \n", "1320 -1.274483 0.661235 1.323526 -0.365403 0.708961 2.031969 1.041121 \n", "... ... ... ... ... ... ... ... \n", "4900 -1.492491 -0.319742 0.056702 -0.294751 0.296276 3.241472 -0.268867 \n", "4079 -0.545752 -0.533411 -0.322547 -1.217207 0.289481 1.361618 -0.343992 \n", "1467 -1.042900 -1.263519 0.636651 -0.257860 1.613558 0.715287 1.156387 \n", "749 0.191533 -0.592711 -0.310196 -1.290142 -0.579329 0.231764 -0.296661 \n", "3379 -0.143532 1.204605 2.042144 -2.551316 2.626669 0.250100 -1.417000 \n", "\n", " X1 X0 \n", "584 -0.521270 -1.285718 \n", "361 0.805436 2.137845 \n", "333 0.698366 -0.420852 \n", "497 1.512288 -0.115719 \n", "1320 0.708961 1.041121 \n", "... ... ... \n", "4900 0.296276 -0.268867 \n", "4079 0.289481 -0.343992 \n", "1467 1.613558 1.156387 \n", "749 -0.579329 -0.296661 \n", "3379 2.626669 -1.417000 \n", "\n", "[4000 rows x 9 columns], 'y': 584 3.966132\n", "361 15.409041\n", "333 13.243096\n", "497 13.451547\n", "1320 20.181778\n", " ... \n", "4900 15.424909\n", "4079 -3.453545\n", "1467 15.654761\n", "749 1.563944\n", "3379 2.474282\n", "Name: y, Length: 4000, dtype: float64, 'treatment': 584 True\n", "361 True\n", "333 True\n", "497 True\n", "1320 True\n", " ... \n", "4900 True\n", "4079 False\n", "1467 True\n", "749 True\n", "3379 True\n", "Name: v0, Length: 4000, dtype: bool}\n", "{'X': W2 W4 W3 W1 X1 W0 X0 \\\n", "3003 0.363927 0.665771 -0.196421 1.314025 -0.030221 1.859175 -1.426725 \n", "3211 -2.172703 0.741949 1.664795 0.235195 1.455496 0.744536 0.836284 \n", "1340 -0.491651 2.099334 0.002413 -0.233030 0.296719 -0.266135 1.555696 \n", "4974 0.534275 -0.180563 0.857529 0.678457 0.267345 0.242391 1.159198 \n", "4193 -0.135605 -0.483899 0.548065 -0.537554 1.712391 0.238777 0.349417 \n", "... ... ... ... ... ... ... ... \n", "2625 -0.634496 0.694689 -0.937704 -0.593804 -0.650164 0.985653 1.603755 \n", "1210 -0.435610 -0.324276 -0.137590 -0.994618 1.411302 2.085497 0.105201 \n", "4140 0.629460 0.224077 0.253897 -1.621930 0.256264 0.550608 -0.289653 \n", "1280 -2.119181 0.077882 -1.611545 -0.499588 1.229137 2.894346 0.978797 \n", "2356 -1.200700 0.615170 1.649437 -0.621391 0.483184 -0.262153 1.391082 \n", "\n", " X1 X0 \n", "3003 -0.030221 -1.426725 \n", "3211 1.455496 0.836284 \n", "1340 0.296719 1.555696 \n", "4974 0.267345 1.159198 \n", "4193 1.712391 0.349417 \n", "... ... ... \n", "2625 -0.650164 1.603755 \n", "1210 1.411302 0.105201 \n", "4140 0.256264 -0.289653 \n", "1280 1.229137 0.978797 \n", "2356 0.483184 1.391082 \n", "\n", "[4000 rows x 9 columns], 'y': 3003 16.339278\n", "3211 20.817999\n", "1340 17.305946\n", "4974 18.579814\n", "4193 11.851706\n", " ... \n", "2625 -0.254422\n", "1210 12.393572\n", "4140 4.050896\n", "1280 18.256147\n", "2356 14.679876\n", "Name: y, Length: 4000, dtype: float64, 'treatment': 3003 True\n", "3211 True\n", "1340 True\n", "4974 True\n", "4193 True\n", " ... \n", "2625 False\n", "1210 True\n", "4140 True\n", "1280 True\n", "2356 True\n", "Name: v0, Length: 4000, dtype: bool}\n" ] } ], "source": [ "refutation_list = []\n", "for estimand in identified_estimands:\n", " for estimate in estimate_list: \n", " for refuter in refuter_list:\n", " ref = model.refute_estimate(estimand, estimate,method_name=refuter)\n", " refutation_list.append(ref)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Refutation Values" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "####### Refutation 1#######################################################################################\n", "*** Class Name ***\n", "\n", "Refute: Bootstrap Sample Dataset\n", "\n", "Refute: Bootstrap Sample Dataset\n", "Estimated effect:13.879166147783451\n", "New effect:13.953445971526296\n", "p value:0.38\n", "\n", "########################################################################################################\n", "\n", "####### Refutation 2#######################################################################################\n", "*** Class Name ***\n", "\n", "Refute: Use a subset of data\n", "\n", "Refute: Use a subset of data\n", "Estimated effect:13.879166147783451\n", "New effect:13.840281043290043\n", "p value:0.4\n", "\n", "########################################################################################################\n", "\n", "####### Refutation 3#######################################################################################\n", "*** Class Name ***\n", "\n", "Refute: Bootstrap Sample Dataset\n", "\n", "Refute: Bootstrap Sample Dataset\n", "Estimated effect:14.961425818165385\n", "New effect:14.97968038230834\n", "p value:0.45\n", "\n", "########################################################################################################\n", "\n", "####### Refutation 4#######################################################################################\n", "*** Class Name ***\n", "\n", "Refute: Use a subset of data\n", "\n", "Refute: Use a subset of data\n", "Estimated effect:14.961425818165385\n", "New effect:14.958964391459405\n", "p value:0.43999999999999995\n", "\n", "########################################################################################################\n", "\n", "####### Refutation 5#######################################################################################\n", "*** Class Name ***\n", "\n", "Refute: Bootstrap Sample Dataset\n", "\n", "Refute: Bootstrap Sample Dataset\n", "Estimated effect:[12.82779527]\n", "New effect:12.896648276804534\n", "p value:[0.3]\n", "\n", "########################################################################################################\n", "\n", "####### Refutation 6#######################################################################################\n", "*** Class Name ***\n", "\n", "Refute: Use a subset of data\n", "\n", "Refute: Use a subset of data\n", "Estimated effect:[12.82779527]\n", "New effect:12.827589459953945\n", "p value:[0.48]\n", "\n", "########################################################################################################\n", "\n" ] } ], "source": [ "refuter_count = 1\n", "if inspect_refutations is True:\n", " for refutation in refutation_list:\n", " print(\"####### Refutation {}#######################################################################################\".format(refuter_count))\n", " print(\"*** Class Name ***\")\n", " print()\n", " print(refutation.refutation_type)\n", " print()\n", " print(refutation)\n", " print(\"########################################################################################################\")\n", " print()\n", " refuter_count += 1" ] } ], "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": "3.8.5" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }