From d2ac4aab706d978615c2ae35f77770222bcae042 Mon Sep 17 00:00:00 2001 From: santiagoahl Date: Fri, 9 Aug 2024 18:45:03 -0500 Subject: [PATCH] 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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", 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