From 6993b1cfe58010cd59aac477ced3c2525342244f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=C3=81lvaro=20Corrales?=
 <54533013+AlvaroCorrales@users.noreply.github.com>
Date: Fri, 9 Apr 2021 12:31:34 +0100
Subject: [PATCH 1/5] Added a marginal effects function

The "margins" function estimates the marginal effects on the dependent variable of a regressor for each observation.
---
 tobit.py | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/tobit.py b/tobit.py
index 61fc9e1..c7b4d98 100644
--- a/tobit.py
+++ b/tobit.py
@@ -5,6 +5,7 @@
 import pandas as pd
 from scipy.optimize import minimize
 import scipy.stats
+from scipy.stats import norm # edit
 from scipy.special import log_ndtr
 from sklearn.linear_model import LinearRegression
 from sklearn.metrics import mean_squared_error, mean_absolute_error
@@ -167,3 +168,16 @@ def predict(self, x):
     def score(self, x, y, scoring_function=mean_absolute_error):
         y_pred = np.dot(x, self.coef_)
         return scoring_function(y, y_pred)
+
+    # EDIT - insert marginal effects function
+    def margins(self, x, k = 0): 
+        """
+        Marginal effects on dependent variable of a regressor, identified by coef
+        :param x: array with all regressors (independent variables) to make a prediction
+        :param k: coefficient corresponding to the regressor with respect to which we want to take the marginal effects
+        :return: an array with the marginal effects estimated at each observation's level
+
+        The marginal effect of regressor k on individual i's y is defined as the product of coef[k] and the normal cdf 
+        evaluated at x_i * coeff[k] / sigma
+        """
+        return self.coef_[k] * norm.cdf(self.predict(x) / self.sigma_)
\ No newline at end of file

From 0e0c3b90ca89db9c9b6efa3db186ef7bbfc67c2c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=C3=81lvaro=20Corrales?=
 <54533013+AlvaroCorrales@users.noreply.github.com>
Date: Tue, 23 Aug 2022 10:09:25 +0100
Subject: [PATCH 2/5] Create hello.md

---
 Medium-blog/hello.md | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 Medium-blog/hello.md

diff --git a/Medium-blog/hello.md b/Medium-blog/hello.md
new file mode 100644
index 0000000..8b13789
--- /dev/null
+++ b/Medium-blog/hello.md
@@ -0,0 +1 @@
+

From 9f07aaf76f78481ebe18b9db8ff7439fde587a2f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=C3=81lvaro=20Corrales?=
 <54533013+AlvaroCorrales@users.noreply.github.com>
Date: Tue, 23 Aug 2022 10:18:25 +0100
Subject: [PATCH 3/5] Add files via upload

---
 Medium-blog/rides_data.csv | 14608 +++++++++++++++++++++++++++++++++++
 1 file changed, 14608 insertions(+)
 create mode 100644 Medium-blog/rides_data.csv

diff --git a/Medium-blog/rides_data.csv b/Medium-blog/rides_data.csv
new file mode 100644
index 0000000..45b59f9
--- /dev/null
+++ b/Medium-blog/rides_data.csv
@@ -0,0 +1,14608 @@
+driver_id,date,rides_completed,earnings,hours_worked,earnings_hour
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From 1442bdb45523595e16e9284051c914ae0215632f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=C3=81lvaro=20Corrales?=
 <54533013+AlvaroCorrales@users.noreply.github.com>
Date: Tue, 23 Aug 2022 10:40:29 +0100
Subject: [PATCH 4/5] Add files via upload

---
 Medium-blog/Tobit model for riders.ipynb | 382 +++++++++++++++++++++++
 1 file changed, 382 insertions(+)
 create mode 100644 Medium-blog/Tobit model for riders.ipynb

diff --git a/Medium-blog/Tobit model for riders.ipynb b/Medium-blog/Tobit model for riders.ipynb
new file mode 100644
index 0000000..d2ce653
--- /dev/null
+++ b/Medium-blog/Tobit model for riders.ipynb	
@@ -0,0 +1,382 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from sklearn.linear_model import LinearRegression\n",
+    "import sys\n",
+    "sys.path.insert(0, '/Users/alvaro.corrales.canoibm.com/Documents/Scripts/Tobit/') # import tobit custom library from wherever we've got it\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Data ingestion and exploraiton"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>driver_id</th>\n",
+       "      <th>date</th>\n",
+       "      <th>rides_completed</th>\n",
+       "      <th>earnings</th>\n",
+       "      <th>hours_worked</th>\n",
+       "      <th>earnings_hour</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2021-06-16</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>378.0</td>\n",
+       "      <td>6.19</td>\n",
+       "      <td>61.066236</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2021-06-17</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>608.0</td>\n",
+       "      <td>8.07</td>\n",
+       "      <td>75.340768</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2021-06-18</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>521.0</td>\n",
+       "      <td>8.67</td>\n",
+       "      <td>60.092272</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2021-06-19</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>350.0</td>\n",
+       "      <td>7.48</td>\n",
+       "      <td>46.791444</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2021-06-20</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>920.0</td>\n",
+       "      <td>11.24</td>\n",
+       "      <td>81.850534</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   driver_id        date  rides_completed  earnings  hours_worked  \\\n",
+       "0        1.0  2021-06-16             14.0     378.0          6.19   \n",
+       "1        1.0  2021-06-17             20.0     608.0          8.07   \n",
+       "2        1.0  2021-06-18             19.0     521.0          8.67   \n",
+       "3        1.0  2021-06-19             13.0     350.0          7.48   \n",
+       "4        1.0  2021-06-20             31.0     920.0         11.24   \n",
+       "\n",
+       "   earnings_hour  \n",
+       "0      61.066236  \n",
+       "1      75.340768  \n",
+       "2      60.092272  \n",
+       "3      46.791444  \n",
+       "4      81.850534  "
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv('rides_data.csv')\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Single scatter plot of rides per day as a function of hourly earnings\n",
+    "fig, ax = plt.subplots(1, 1, figsize=(10,10))\n",
+    "colour = 'tomato'\n",
+    "marker = '.'\n",
+    "\n",
+    "ax.scatter(df['earnings_hour'], df['rides_completed'], c = colour, marker = marker)\n",
+    "ax.set_ylabel('Rides completed in a day')\n",
+    "ax.set_xlabel('Hourly earnings, $')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Single histogram of rides per day\n",
+    "fig, ax = plt.subplots(1, 1, figsize=(10,8))\n",
+    "colour = 'tomato'\n",
+    "\n",
+    "ax.hist(df['rides_completed'], bins = range(0,60), color = colour)\n",
+    "ax.set_xticks(range(0, 62, 2))\n",
+    "ax.grid(True)\n",
+    "ax.set_xlabel('Number of rides completed in a day per driver')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Standard linear (OLS) model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X = df['earnings_hour'].values.reshape(-1, 1)\n",
+    "y = df['rides_completed'].values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "lm = LinearRegression()\n",
+    "lm.fit(X, y)\n",
+    "df['fitted_values'] = lm.predict(X)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Tobit model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import tobit\n",
+    "\n",
+    "X_df = pd.DataFrame(data = [np.ones_like(df['earnings_hour']), df['earnings_hour']]).T\n",
+    "cens = ((df['earnings_hour']==0) * -1).reset_index(drop=True)\n",
+    "\n",
+    "tb = tobit.TobitModel(fit_intercept=False)\n",
+    "\n",
+    "tb.fit(X_df, df['rides_completed'].reset_index(drop = True),cens=cens)\n",
+    "df['fitted_values_tobit'] = tb.predict(X_df)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Tobit coefficient: 0.34840096110120145\n",
+      "Standard OLS coefficient: 0.32702154424547036\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Print coefficients\n",
+    "print('Tobit coefficient:', tb.coef_[1])\n",
+    "print('Standard OLS coefficient:', float(lm.coef_))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Plot fitted values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/anaconda3/lib/python3.7/site-packages/matplotlib/cbook/__init__.py:1377: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
+      "  x[:, None]\n",
+      "/opt/anaconda3/lib/python3.7/site-packages/matplotlib/axes/_base.py:237: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
+      "  x = x[:, np.newaxis]\n",
+      "/opt/anaconda3/lib/python3.7/site-packages/matplotlib/axes/_base.py:239: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
+      "  y = y[:, np.newaxis]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(1, 1, figsize=(10,10))\n",
+    "colour = 'tomato'\n",
+    "marker = '.'\n",
+    "\n",
+    "ax.scatter(df['earnings_hour'], df['rides_completed'], c = colour, marker = marker)\n",
+    "ax.set_ylabel('Rides completed in a day')\n",
+    "ax.set_xlabel('Hourly earnings, $')\n",
+    "ax.plot(df['earnings_hour'], df['fitted_values'], c = 'lime')\n",
+    "ax.plot(df['earnings_hour'], df['fitted_values_tobit'], c = 'blue')\n",
+    "ax.legend(['OLS Fitted values', 'Tobit Fitted values', 'Actual values'])\n",
+    "\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Marginal effects"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Marginal effect for an hourly rate of $10: 0.17147822305194965\n",
+      "Marginal effect for an hourly rate of $40: 0.3212373038334263\n",
+      "Marginal effect for an hourly rate of $40: 0.34839792917865153\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Marginal effect for an hourly rate of $10:\", tb.margins((1, 10), k = 1))\n",
+    "print(\"Marginal effect for an hourly rate of $40:\", tb.margins((1, 40), k = 1))\n",
+    "print(\"Marginal effect for an hourly rate of $40:\", tb.margins((1, 100), k = 1))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3.7.4 ('base')",
+   "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": "3.7.4"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "40d3a090f54c6569ab1632332b64b2c03c39dcf918b08424e98f38b5ae0af88f"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

From c0d8d2cab96d1e598d24a5949c1b6f524e80746b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=C3=81lvaro=20Corrales?= <aldcorrales@hotmail.com>
Date: Mon, 16 Sep 2024 12:32:26 +0200
Subject: [PATCH 5/5] Update .gitignore

---
 .gitignore | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index 7e99e36..0205d62 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1 +1,2 @@
-*.pyc
\ No newline at end of file
+*.pyc
+.DS_Store