{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Gmail Experiment: Introduction\n", "Author: Leon Yin and Surya Mattu<br>\n", "Links: [GitHub](https://github.com/the-markup/investigation-wheres-my-email/blob/master/notebooks/0-intro-to-the-story.ipynb) | [nbviewer](https://nbviewer.jupyter.org/github/the-markup/investigation-wheres-my-email/blob/master/notebooks/0-intro-to-the-story.ipynb) | [Story](https://themarkup.org/google-the-giant/2020/02/26/wheres-my-email) <br>\n", "\n", "This notebook reproduces the chart and statistics in the introduction to our experiment for the Gmail promotions story. \n", "\n", "The input data was provided to us by Change.org, CREDO Action, Democracy for America, and Sum of US with the expectation that raw counts would not be shared. The data was exported from their content management systems, and preprocessed by the Markup.\n", "\n", "Please read more about the experiment [here](https://themarkup.org/google-the-giant/2020/02/26/show-your-work-wheres-my-email) and read the article [here](https://themarkup.org/google-the-giant/2020/02/26/wheres-my-email)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import os\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# inputs\n", "fn = '../data/input/open_rate_ratio_aggregated.csv'\n", "\n", "# outputs\n", "figure_dir = '../data/output/figures'\n", "fn_out = os.path.join(\n", " figure_dir, 'F1-gmail-vs-non-gmail-open-rates-2017-2019.png'\n", ")\n", "os.makedirs(figure_dir, exist_ok=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's read the file into Pandas, and create a datetime index. This will make is easier to cut the data temporally, and creating timeseries plots." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv(fn)\n", "df['date'] = pd.to_datetime(df['date'])\n", "df.set_index('date', inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is what the dataset looks like:" ] }, { "cell_type": "code", "execution_count": 4, "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>ratio_gm_ngm</th>\n", " <th>org</th>\n", " </tr>\n", " <tr>\n", " <th>date</th>\n", " <th></th>\n", " <th></th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>2017-01-31</th>\n", " <td>1.297669</td>\n", " <td>change.org</td>\n", " </tr>\n", " <tr>\n", " <th>2017-02-28</th>\n", " <td>1.513601</td>\n", " <td>change.org</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " ratio_gm_ngm org\n", "date \n", "2017-01-31 1.297669 change.org\n", "2017-02-28 1.513601 change.org" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Where each row describes the ratio of Gmail to non-Gmail opens rates (`ratio_gm_ngm`) of an organization (`org`) for one month (`date`). \n", "\n", "We use a metric that captures the relationship between Gmail open rates and non-Gmail open rates." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$\\begin{aligned}\n", "\\text{open rates}_{Gmail} = \\frac{\\text{opens}_{gmail}}{\\text{sends}_{gmail}}\n", "\\end{aligned}$\n", "\n", "$\\begin{aligned}\n", "\\text{open rates}_{NonGmail} = \\frac{\\left(\\text{opens}_{global}-\\text{opens}_{gmail} \\right)}{\\left(\\text{sends}_{global}-sends_{gmail} \\right)}\\\\\n", "\\end{aligned}$\n", "\n", "$\\begin{aligned}\n", "\\text{ratio}_{Gmail:NonGmail} = \\frac{\\text{open rates}_{Gmail} }{\\text{open rates}_{NonGmail}}\n", "\\end{aligned}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That last equation describes Gmail open rates relative to non-Gmail open rates (`ratio_gm_ngm`). \n", "\n", "### How does this metric change over time?" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x648 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Dates of change.\n", "start_date_changes ='2018-01-31'\n", "end_date_changes = '2018-05-31'\n", "\n", "# to turn the orgname to a real title\n", "org2name = {\n", " 'change.org' : 'Change.org',\n", " 'credo' : 'CREDO',\n", " 'dfa' : 'Democracy for America',\n", " 'sum_of_us' : 'Sum of US'\n", "}\n", "\n", "# set font\n", "plt.rc('font', family='serif')\n", "plt.rc('xtick', labelsize='large')\n", "plt.rc('ytick', labelsize='large')\n", "\n", "# aggregate and plot\n", "for org, _df in df.groupby(\"org\"):\n", " ax = _df[\"ratio_gm_ngm\"].plot(figsize=(12, 9),\n", " style='.-',\n", " label=org2name.get(org),\n", " legend=True);\n", "# set grey-area\n", "plt.axvspan(pd.Timestamp(start_date_changes), \n", " pd.Timestamp(end_date_changes), \n", " color='gray', alpha=0.2)\n", "\n", "# annotations\n", "ax.set_title(\"Ratio Gmail to Non-Gmail Open rates January 2017 - March 2019\", size='x-large')\n", "ax.set_ylabel(\"Gmail : Non-Gmail Open rates\", size='large')\n", "ax.legend(frameon=False)\n", "\n", "# Hide the right and top spines\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "\n", "\n", "# Only show ticks on the left and bottom spines\n", "ax.yaxis.set_ticks_position('left')\n", "ax.xaxis.set_ticks_position('bottom')\n", "plt.savefig(fn_out)\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What was the average ratio of Gmail to non-Gmail `ratio_gm_ngm` in 2017?" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "org\n", "dfa 1.304922\n", "credo 1.331316\n", "change.org 1.663494\n", "sum_of_us 1.673538\n", "Name: ratio_gm_ngm, dtype: float64" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.loc[: '2017-12-31'].groupby('org') \\\n", " .ratio_gm_ngm.mean() \\\n", " .sort_values()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How much did Gmail to non-Gmail open rates change between January to May 2018 (grey box)?" ] }, { "cell_type": "code", "execution_count": 7, "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>ratio_gm_ngm</th>\n", " </tr>\n", " <tr>\n", " <th>org</th>\n", " <th></th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>change.org</th>\n", " <td>-0.792042</td>\n", " </tr>\n", " <tr>\n", " <th>dfa</th>\n", " <td>-0.654714</td>\n", " </tr>\n", " <tr>\n", " <th>sum_of_us</th>\n", " <td>-0.584471</td>\n", " </tr>\n", " <tr>\n", " <th>credo</th>\n", " <td>-0.465480</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " ratio_gm_ngm\n", "org \n", "change.org -0.792042\n", "dfa -0.654714\n", "sum_of_us -0.584471\n", "credo -0.465480" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grey_delta = (\n", " df.loc[end_date_changes].set_index('org') \n", " - df.loc[start_date_changes].set_index('org')\n", ").sort_values(by='ratio_gm_ngm')\n", "\n", "grey_delta" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What was the average change all four orgs experienced in early 2018 (grey box)?" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ratio_gm_ngm -0.624176\n", "dtype: float64" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grey_delta.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What is the average ratio of Gmail to non-Gmail after April 2018?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "org\n", "dfa 0.727172\n", "credo 0.822945\n", "sum_of_us 0.922387\n", "change.org 0.956365\n", "Name: ratio_gm_ngm, dtype: float64" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.loc[end_date_changes :].groupby('org') \\\n", " .ratio_gm_ngm.mean() \\\n", " .sort_values()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note CREDO Action did not give us data past May 2018." ] } ], "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": "3.8.1" } }, "nbformat": 4, "nbformat_minor": 4 }