From d2ac4aab706d978615c2ae35f77770222bcae042 Mon Sep 17 00:00:00 2001 From: santiagoahl Date: Fri, 9 Aug 2024 18:45:03 -0500 Subject: [PATCH 1/5] Adding notes - First Chapter --- .../01-Introduction-To-Causality.ipynb | 270 +++++++++++++++++- 1 file changed, 257 insertions(+), 13 deletions(-) diff --git a/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb b/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb index fe5cec9..56c3eee 100644 --- a/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb +++ b/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb @@ -71,8 +71,15 @@ "from scipy.special import expit\n", "import seaborn as sns\n", "from matplotlib import pyplot as plt\n", - "from matplotlib import style\n", - "\n", + "from matplotlib import style" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ "style.use(\"fivethirtyeight\")\n", "\n", "np.random.seed(123)\n", @@ -88,27 +95,264 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['enem_score', 'Tuition', 'Tablet'], dtype='object')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.title('Tuition vs Enem Score')\n", + "sns.scatterplot(data=data, x='Tuition', y='enem_score')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Fit a Regression model to see linear tendency\n", + "from sklearn.linear_model import LinearRegression " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/santi/anaconda3/lib/python3.11/site-packages/sklearn/base.py:464: UserWarning: X does not have valid feature names, but LinearRegression was fitted with feature names\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "lm = LinearRegression()\n", + "lm.fit(data[['enem_score']], data[['Tuition']])\n", + "data['predicted_tuition'] = lm.predict(np.array(data['enem_score']).reshape(-1, 1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's visualize if there's an evident Linear Tendecy" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 8))\n", + "plt.title('Linear Tendency - Enem Score')\n", + "sns.scatterplot(data=data, x='enem_score', y='Tuition', label='data points')\n", + "plt.plot(data['enem_score'], data['predicted_tuition'], color='r', label='Tendency')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now visualize how the enem score and exam tuition relates considering those High Schools with tablets and those that do not " + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "data['tablet_label'] = data['Tablet'].map({\n", + " True: \"School w Tablets\",\n", + " False: \"Schools w/o Tablets\"\n", + "})" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 8))\n", + "plt.title('Enem Score vs Tuition: Does it depend on tablets?')\n", + "sns.scatterplot(data=data, x='enem_score', y='Tuition', hue='tablet_label')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Apparently, there's no evident difference between those schools with Tablets and those that does without, let's fit a Linear Model to see the relation between the Enem Score and the Tuition " + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/santi/anaconda3/lib/python3.11/site-packages/sklearn/base.py:457: UserWarning: X has feature names, but LinearRegression was fitted without feature names\n", + " warnings.warn(\n", + "/tmp/ipykernel_594/730418157.py:19: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " data_tablets[\"predicted_tuition|has tablet\"] = lm_tablet.predict(\n", + "/home/santi/anaconda3/lib/python3.11/site-packages/sklearn/base.py:457: UserWarning: X has feature names, but LinearRegression was fitted without feature names\n", + " warnings.warn(\n", + "/tmp/ipykernel_594/730418157.py:22: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " data_no_tablets[\"predicted_tuition|has no tablet\"] = lm_no_tablet.predict(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_copy = data.copy() \n", + "\n", + "# Split schools between those that do not have tablets and those that do\n", + "data_tablets = data_copy[data_copy[\"Tablet\"] == True]\n", + "data_no_tablets = data_copy[data_copy[\"Tablet\"] == False]\n", + "\n", + "lm_tablet = LinearRegression()\n", + "lm_tablet.fit(\n", + " X=np.array(data_tablets[[\"enem_score\"]]).reshape(-1, 1),\n", + " y=np.array(data_tablets[[\"Tuition\"]]).reshape(-1, 1)\n", + ")\n", + "\n", + "lm_no_tablet = LinearRegression()\n", + "lm_no_tablet.fit(\n", + " X=np.array(data_no_tablets[[\"enem_score\"]]).reshape(-1, 1),\n", + " y=np.array(data_no_tablets[[\"Tuition\"]]).reshape(-1, 1)\n", + ")\n", + "\n", + "data_tablets[\"predicted_tuition|has tablet\"] = lm_tablet.predict(\n", + " data_tablets[[\"enem_score\"]]\n", + ")\n", + "data_no_tablets[\"predicted_tuition|has no tablet\"] = lm_no_tablet.predict(\n", + " data_no_tablets[[\"enem_score\"]]\n", + ")\n", + "\n", + "plt.figure(figsize=(8, 8))\n", + "# Visualize Enem Score and Tuition relation dividing between Schools with and without tablets\n", + "\n", + "plt.plot(\n", + " data_tablets[\"enem_score\"],\n", + " data_tablets[\"predicted_tuition|has tablet\"],\n", + " label=\"Schools w Tablets\",\n", + " linestyle=\"--\",\n", + " linewidth=0.4\n", + ")\n", + "plt.plot(\n", + " data_no_tablets[\"enem_score\"],\n", + " data_no_tablets[\"predicted_tuition|has no tablet\"],\n", + " label=\"Schools w/o Tablets\",\n", + " linestyle=\"--\",\n", + " linewidth=0.4\n", + ")\n", + "plt.title('Enem Score vs Tuition: Does it depend on tablets?')\n", + "sns.scatterplot(data=data, x=\"enem_score\", y=\"Tuition\", hue=\"tablet_label\")\n", + "\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 61, "metadata": { "ExecuteTime": { "end_time": "2023-03-15T11:20:11.468751Z", "start_time": "2023-03-15T11:20:11.360175Z" - }, - "tags": [ - "hide-input" - ] + } }, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -587,7 +831,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.12" + "version": "3.11.4" }, "toc": { "base_numbering": 1, From fdd2bd49a9b06cf9db41a7606ad8cb8345e67af7 Mon Sep 17 00:00:00 2001 From: santiagoahl Date: Fri, 9 Aug 2024 18:49:32 -0500 Subject: [PATCH 2/5] Adding Notes - First Chapter --- .../01-Introduction-To-Causality.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb b/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb index 56c3eee..024aac0 100644 --- a/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb +++ b/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb @@ -201,7 +201,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now visualize how the enem score and exam tuition relates considering those High Schools with tablets and those that do not " + "Now visualize how the enem score and exam tuition relate considering those High Schools with tablets and those that do not " ] }, { From 76da7edaf3e8a5300f1a15301a07dbe8f69dc84b Mon Sep 17 00:00:00 2001 From: santiagoahl Date: Fri, 9 Aug 2024 18:58:20 -0500 Subject: [PATCH 3/5] Fixed Linear Models --- .../01-Introduction-To-Causality.ipynb | 17 +++++++++-------- 1 file changed, 9 insertions(+), 8 deletions(-) diff --git a/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb b/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb index 024aac0..60a389c 100644 --- a/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb +++ b/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb @@ -249,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -258,7 +258,7 @@ "text": [ "/home/santi/anaconda3/lib/python3.11/site-packages/sklearn/base.py:457: UserWarning: X has feature names, but LinearRegression was fitted without feature names\n", " warnings.warn(\n", - "/tmp/ipykernel_594/730418157.py:19: SettingWithCopyWarning: \n", + "/tmp/ipykernel_594/3252999170.py:19: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", @@ -266,7 +266,7 @@ " data_tablets[\"predicted_tuition|has tablet\"] = lm_tablet.predict(\n", "/home/santi/anaconda3/lib/python3.11/site-packages/sklearn/base.py:457: UserWarning: X has feature names, but LinearRegression was fitted without feature names\n", " warnings.warn(\n", - "/tmp/ipykernel_594/730418157.py:22: SettingWithCopyWarning: \n", + "/tmp/ipykernel_594/3252999170.py:22: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", @@ -276,7 +276,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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" ] @@ -315,15 +315,16 @@ "# Visualize Enem Score and Tuition relation dividing between Schools with and without tablets\n", "\n", "plt.plot(\n", - " data_tablets[\"enem_score\"],\n", - " data_tablets[\"predicted_tuition|has tablet\"],\n", + " data_no_tablets[\"enem_score\"],\n", + " data_no_tablets[\"predicted_tuition|has no tablet\"],\n", " label=\"Schools w Tablets\",\n", " linestyle=\"--\",\n", " linewidth=0.4\n", ")\n", + " \n", "plt.plot(\n", - " data_no_tablets[\"enem_score\"],\n", - " data_no_tablets[\"predicted_tuition|has no tablet\"],\n", + " data_tablets[\"enem_score\"],\n", + " data_tablets[\"predicted_tuition|has tablet\"],\n", " label=\"Schools w/o Tablets\",\n", " linestyle=\"--\",\n", " linewidth=0.4\n", From c35e6b16d2ec3080f3d484aff21e6c5c79e1ec01 Mon Sep 17 00:00:00 2001 From: santiagoahl Date: Fri, 9 Aug 2024 19:06:27 -0500 Subject: [PATCH 4/5] Fixing Data-Viz for Enem Score and Tuition --- .../01-Introduction-To-Causality.ipynb | 89 ++++++------------- 1 file changed, 25 insertions(+), 64 deletions(-) diff --git a/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb b/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb index 60a389c..3e7d8db 100644 --- a/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb +++ b/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb @@ -174,12 +174,12 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 70, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -191,8 +191,8 @@ "source": [ "plt.figure(figsize=(8, 8))\n", "plt.title('Linear Tendency - Enem Score')\n", - "sns.scatterplot(data=data, x='enem_score', y='Tuition', label='data points')\n", - "plt.plot(data['enem_score'], data['predicted_tuition'], color='r', label='Tendency')\n", + "sns.scatterplot(data=data, x='Tuition', y='enem_score', label='data points')\n", + "plt.plot(data['predicted_tuition'], data['enem_score'], color='r', label='Tendency')\n", "plt.legend()\n", "plt.show()" ] @@ -218,12 +218,12 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 66, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -234,8 +234,8 @@ ], "source": [ "plt.figure(figsize=(8, 8))\n", - "plt.title('Enem Score vs Tuition: Does it depend on tablets?')\n", - "sns.scatterplot(data=data, x='enem_score', y='Tuition', hue='tablet_label')\n", + "plt.title('Tuition vs Enem Score: Does it depend on tablets?')\n", + "sns.scatterplot(data=data, x='Tuition', y='enem_score', hue='tablet_label')\n", "plt.legend()\n", "plt.show()" ] @@ -249,34 +249,12 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 69, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/santi/anaconda3/lib/python3.11/site-packages/sklearn/base.py:457: UserWarning: X has feature names, but LinearRegression was fitted without feature names\n", - " warnings.warn(\n", - "/tmp/ipykernel_594/3252999170.py:19: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " data_tablets[\"predicted_tuition|has tablet\"] = lm_tablet.predict(\n", - "/home/santi/anaconda3/lib/python3.11/site-packages/sklearn/base.py:457: UserWarning: X has feature names, but LinearRegression was fitted without feature names\n", - " warnings.warn(\n", - "/tmp/ipykernel_594/3252999170.py:22: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " data_no_tablets[\"predicted_tuition|has no tablet\"] = lm_no_tablet.predict(\n" - ] - }, { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -286,56 +264,39 @@ } ], "source": [ - "data_copy = data.copy() \n", - "\n", - "# Split schools between those that do not have tablets and those that do\n", - "data_tablets = data_copy[data_copy[\"Tablet\"] == True]\n", - "data_no_tablets = data_copy[data_copy[\"Tablet\"] == False]\n", - "\n", - "lm_tablet = LinearRegression()\n", - "lm_tablet.fit(\n", - " X=np.array(data_tablets[[\"enem_score\"]]).reshape(-1, 1),\n", - " y=np.array(data_tablets[[\"Tuition\"]]).reshape(-1, 1)\n", - ")\n", - "\n", - "lm_no_tablet = LinearRegression()\n", - "lm_no_tablet.fit(\n", - " X=np.array(data_no_tablets[[\"enem_score\"]]).reshape(-1, 1),\n", - " y=np.array(data_no_tablets[[\"Tuition\"]]).reshape(-1, 1)\n", - ")\n", - "\n", - "data_tablets[\"predicted_tuition|has tablet\"] = lm_tablet.predict(\n", - " data_tablets[[\"enem_score\"]]\n", - ")\n", - "data_no_tablets[\"predicted_tuition|has no tablet\"] = lm_no_tablet.predict(\n", - " data_no_tablets[[\"enem_score\"]]\n", - ")\n", - "\n", "plt.figure(figsize=(8, 8))\n", "# Visualize Enem Score and Tuition relation dividing between Schools with and without tablets\n", "\n", "plt.plot(\n", - " data_no_tablets[\"enem_score\"],\n", - " data_no_tablets[\"predicted_tuition|has no tablet\"],\n", - " label=\"Schools w Tablets\",\n", + " data_tablets[\"predicted_tuition|has tablet\"],\n", + " data_tablets[\"enem_score\"],\n", + " label=\"Schools w Tablets\", # Correct label for schools with tablets\n", " linestyle=\"--\",\n", " linewidth=0.4\n", ")\n", " \n", "plt.plot(\n", - " data_tablets[\"enem_score\"],\n", - " data_tablets[\"predicted_tuition|has tablet\"],\n", - " label=\"Schools w/o Tablets\",\n", + " data_no_tablets[\"predicted_tuition|has no tablet\"],\n", + " data_no_tablets[\"enem_score\"],\n", + " label=\"Schools w/o Tablets\", # Correct label for schools without tablets\n", " linestyle=\"--\",\n", " linewidth=0.4\n", ")\n", + "\n", "plt.title('Enem Score vs Tuition: Does it depend on tablets?')\n", - "sns.scatterplot(data=data, x=\"enem_score\", y=\"Tuition\", hue=\"tablet_label\")\n", + "sns.scatterplot(data=data, x=\"Tuition\", y=\"enem_score\", hue=\"tablet_label\")\n", "\n", "plt.legend()\n", "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I observe there is a slight difference in the tendencies, it might be due to the number of samples, or to noise in the data, but it is also probable that the Enem Score is also affected positively by the implementation of tablets. " + ] + }, { "cell_type": "code", "execution_count": 61, From 1b8f54d787c978e4c5096e4487a058e97b2eeaa2 Mon Sep 17 00:00:00 2001 From: santiagoal Date: Sun, 18 Aug 2024 17:42:10 +0000 Subject: [PATCH 5/5] Added questions and comments for first two chapter --- .../01-Introduction-To-Causality.ipynb | 123 +++--- .../02-Randomised-Experiments.ipynb | 366 +++++++++++++++++- 2 files changed, 426 insertions(+), 63 deletions(-) diff --git a/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb b/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb index 3e7d8db..56baddf 100644 --- a/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb +++ b/causal-inference-for-the-brave-and-true/01-Introduction-To-Causality.ipynb @@ -2,7 +2,9 @@ "cells": [ { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [] + }, "source": [ "# 01 - Introduction To Causality\n", "\n", @@ -51,12 +53,13 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2023-03-15T11:20:11.358578Z", "start_time": "2023-03-15T11:20:09.259840Z" }, + "collapsed": true, "jupyter": { "outputs_hidden": true }, @@ -76,8 +79,10 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, + "execution_count": 3, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "style.use(\"fivethirtyeight\")\n", @@ -95,8 +100,10 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, + "execution_count": 4, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { @@ -104,7 +111,7 @@ "Index(['enem_score', 'Tuition', 'Tablet'], dtype='object')" ] }, - "execution_count": 6, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -115,12 +122,14 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, + "execution_count": 5, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -137,8 +146,10 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, + "execution_count": 6, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "# Fit a Regression model to see linear tendency\n", @@ -147,14 +158,16 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, + "execution_count": 7, + "metadata": { + "tags": [] + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/santi/anaconda3/lib/python3.11/site-packages/sklearn/base.py:464: UserWarning: X does not have valid feature names, but LinearRegression was fitted with feature names\n", + "/home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but LinearRegression was fitted with feature names\n", " warnings.warn(\n" ] } @@ -174,12 +187,14 @@ }, { "cell_type": "code", - "execution_count": 70, - "metadata": {}, + "execution_count": 8, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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\n", 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" ] @@ -206,8 +221,10 @@ }, { "cell_type": "code", - "execution_count": 39, - "metadata": {}, + "execution_count": 9, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "data['tablet_label'] = data['Tablet'].map({\n", @@ -218,12 +235,14 @@ }, { "cell_type": "code", - "execution_count": 66, - "metadata": {}, + "execution_count": 10, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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", 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\n", 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" ] @@ -249,14 +268,26 @@ }, { "cell_type": "code", - "execution_count": 69, - "metadata": {}, + "execution_count": 11, + "metadata": { + "tags": [] + }, "outputs": [ + { + "ename": "NameError", + "evalue": "name 'data_tablets' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/tmp/ipykernel_98/3686018396.py\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m plt.plot(\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mdata_tablets\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"predicted_tuition|has tablet\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0mdata_tablets\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"enem_score\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Schools w Tablets\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;31m# Correct label for schools with tablets\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'data_tablets' is not defined" + ] + }, { "data": { - "image/png": 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", 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" + "
" ] }, "metadata": {}, @@ -299,25 +330,15 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2023-03-15T11:20:11.468751Z", "start_time": "2023-03-15T11:20:11.360175Z" - } + }, + "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=(6,8))\n", "sns.boxplot(y=\"enem_score\", x=\"Tablet\", data=data).set_title('ENEM score by Tablet in Class')\n", @@ -385,7 +406,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2023-03-15T11:20:11.478665Z", @@ -474,7 +495,7 @@ "3 4 700 750 1 750 50" ] }, - "execution_count": 3, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -652,7 +673,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2023-03-15T11:20:11.602399Z", @@ -665,14 +686,12 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -779,9 +798,9 @@ "metadata": { "celltoolbar": "Tags", "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "default:Python", "language": "python", - "name": "python3" + "name": "conda-env-default-py" }, "language_info": { "codemirror_mode": { @@ -793,7 +812,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.9.16" }, "toc": { "base_numbering": 1, diff --git a/causal-inference-for-the-brave-and-true/02-Randomised-Experiments.ipynb b/causal-inference-for-the-brave-and-true/02-Randomised-Experiments.ipynb index 267be77..97101f9 100644 --- a/causal-inference-for-the-brave-and-true/02-Randomised-Experiments.ipynb +++ b/causal-inference-for-the-brave-and-true/02-Randomised-Experiments.ipynb @@ -16,11 +16,11 @@ "$\n", "\n", "\n", - "To recap, association becomes causation if there is no bias. There will be no bias if $E[Y_0|T=0]=E[Y_0|T=1]$. In words, association will be causation if the treated and control are equal or comparable, except for their treatment. Or, in more technical words, when the outcome of the untreated is equal to the counterfactual outcome of the treated. Remember that this counterfactual outcome is the outcome of the treated group if they had not received the treatment.\n", + "To recap, association becomes causation if there is no bias. There will be no bias if $E[Y_0|T=0]=E[Y_0|T=1]$. In words, association will be causation if the treated and control are equal or comparable, except for their treatment. Or, in more technical words, when the **outcome of the untreated is equal to the counterfactual outcome of the treated**. Remember that this counterfactual outcome is the outcome of the treated group if they had not received the treatment.\n", "\n", "I think we did an OK job explaining how to make association equal to causation in math terms. But that was only in theory. Now, we look at the first tool we have to make the bias vanish: **Randomised Experiments**. Randomised experiments randomly assign individuals in a population to a treatment or to a control group. The proportion that receives the treatment doesn't have to be 50%. You could have an experiment where only 10% of your samples get the treatment.\n", "\n", - "Randomisation annihilates bias by making the potential outcomes independent of the treatment.\n", + "Randomisation annihilates bias by making **the potential outcomes independent of the treatment**.\n", "\n", "$\n", "(Y_0, Y_1) \\perp\\!\\!\\!\\perp T\n", @@ -28,9 +28,11 @@ "\n", "This can be confusing at first (it was for me). But don't worry, my brave and true fellow, I'll explain it further. If the outcome is independent of the treatment, doesn't this also imply that the treatment has no effect? Well, yes! But notice I'm not talking about the outcomes. Instead, I'm talking about the **potential** outcomes. The potential outcome is how the outcome **would have been** under treatment ($Y_1$) or under control ($Y_0$). In randomized trials, we **don't** want the outcome to be **independent** of the treatment since we think **the treatment causes** the outcome. But we want the **potential** outcomes to be independent of the treatment. \n", "\n", + "My Note -> By \"Potential Outcomes would be the same under treatment or under control\" I understand that The Treatment is supposed to be the same if it is chosen the units of treatment or control (Before The treatment btw) or that the Not Treament is supposed to be the same if the chosen units are the units for treatment or control.\n", + "\n", "![img](./data/img/rct/indep.png)\n", "\n", - "Saying that the potential outcomes are independent of the treatment is saying that they would be, in expectation, the same in the treatment or the control group. In simpler terms, it means that treatment and control groups are comparable. Or that knowing the treatment assignment doesn't give me any information on how the outcome was previous to the treatment. Consequently, $(Y_0, Y_1)\\perp T$ means that the treatment is the only thing generating a difference between the outcome in the treated and in the control group. To see this, notice that independence implies precisely that\n", + "Saying that the potential outcomes are independent of the treatment is saying that they would be, in expectation, the same in the treatment or the control group. In simpler terms, it means that **treatment and control groups are comparable**. Or that knowing the treatment assignment doesn't give me any information on how the outcome was previous to the treatment. Consequently, $(Y_0, Y_1)\\perp T$ means that the treatment is the only thing generating a difference between the outcome in the treated and in the control group. To see this, notice that independence implies precisely that\n", "\n", "$\n", "E[Y_0|T=0]=E[Y_0|T=1]=E[Y_0]\n", @@ -42,6 +44,8 @@ "E[Y|T=1] - E[Y|T=0] = E[Y_1 - Y_0]=ATE\n", "$\n", "\n", + "My Note -> I did not understood the formula above\n", + "\n", "So, randomization gives us a way to use a simple difference in means between treatment and control and call that the treatment effect.\n", "\n", "\n", @@ -224,8 +228,152 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 14, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "data_formatted = data.copy().assign(class_format = np.select(\n", + " [data[\"format_ol\"].astype(bool), data[\"format_blended\"].astype(bool)],\n", + " [\"online\", \"blended\"],\n", + " default=\"face_to_face\"\n", + " ))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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