{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "83b05792",
   "metadata": {},
   "source": [
    "# Shifted Beta Geometric model with individual customer data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3913b9b2",
   "metadata": {},
   "source": [
    "In this notebook we replicate the main results and figures from \n",
    "\n",
    "Fader, P. S., & Hardie, B. G. (2007). How to project customer retention. Journal of Interactive Marketing, 21(1), 76-90. https://journals.sagepub.com/doi/pdf/10.1002/dir.20074\n",
    "\n",
    "The authors describe the Shifted Beta Geometric (sBG) model for customer behavior in a discrete contractual setting. It assumes that:\n",
    "  * At the end of each period, a customer has a probability `theta` of renewing the contract\n",
    "    and `1-theta` of cancelling\n",
    "  * The probability `theta` does not change over time for a given customer\n",
    "  * The probability `theta` varies across customers according to a Beta prior distribution\n",
    "    with hyperparameters `alpha` and `beta`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5a4844d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import arviz as az\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import xarray as xr\n",
    "\n",
    "from pymc_marketing import clv\n",
    "\n",
    "# Plotting configuration\n",
    "az.style.use(\"arviz-darkgrid\")\n",
    "plt.rcParams[\"figure.figsize\"] = [12, 7]\n",
    "plt.rcParams[\"figure.dpi\"] = 100\n",
    "plt.rcParams[\"figure.facecolor\"] = \"white\"\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%config InlineBackend.figure_format = \"retina\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "256cdb7c-2b20-47bd-88f4-31151753abea",
   "metadata": {},
   "outputs": [],
   "source": [
    "seed = sum(map(ord, \"Individual sBG Model\"))\n",
    "rng = np.random.default_rng(seed)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "928b7701",
   "metadata": {},
   "source": [
    "## Recreating the dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b54f141",
   "metadata": {},
   "source": [
    "The dataset contains the percentage of customers still enrolled in the service after each time period. There are two distinct groups of users: regular and high-end, believed to have different attrition rates. Each group had 1000 customers at the start.\n",
    "\n",
    "As in the original paper, we will fit the data from the first 7 time periods only, and use the following periods for validation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fa6b1dae",
   "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>regular</th>\n",
       "      <th>highend</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>63.1</td>\n",
       "      <td>86.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>46.8</td>\n",
       "      <td>74.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>38.2</td>\n",
       "      <td>65.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32.6</td>\n",
       "      <td>59.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>28.9</td>\n",
       "      <td>55.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>26.2</td>\n",
       "      <td>51.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>24.1</td>\n",
       "      <td>49.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>22.3</td>\n",
       "      <td>46.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>20.7</td>\n",
       "      <td>44.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>19.4</td>\n",
       "      <td>42.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>18.3</td>\n",
       "      <td>40.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>17.3</td>\n",
       "      <td>39.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    regular  highend\n",
       "0     100.0    100.0\n",
       "1      63.1     86.9\n",
       "2      46.8     74.3\n",
       "3      38.2     65.3\n",
       "4      32.6     59.3\n",
       "5      28.9     55.1\n",
       "6      26.2     51.7\n",
       "7      24.1     49.1\n",
       "8      22.3     46.8\n",
       "9      20.7     44.5\n",
       "10     19.4     42.7\n",
       "11     18.3     40.9\n",
       "12     17.3     39.4"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(\n",
    "    {\n",
    "        \"regular\": [\n",
    "            100.0,\n",
    "            63.1,\n",
    "            46.8,\n",
    "            38.2,\n",
    "            32.6,\n",
    "            28.9,\n",
    "            26.2,\n",
    "            24.1,\n",
    "            22.3,\n",
    "            20.7,\n",
    "            19.4,\n",
    "            18.3,\n",
    "            17.3,\n",
    "        ],\n",
    "        \"highend\": [\n",
    "            100.0,\n",
    "            86.9,\n",
    "            74.3,\n",
    "            65.3,\n",
    "            59.3,\n",
    "            55.1,\n",
    "            51.7,\n",
    "            49.1,\n",
    "            46.8,\n",
    "            44.5,\n",
    "            42.7,\n",
    "            40.9,\n",
    "            39.4,\n",
    "        ],\n",
    "    }\n",
    ")\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4208bfb6",
   "metadata": {},
   "source": [
    "The implemented pymc-marketing model fits each individual `theta`, \n",
    "in contrast to the paper approach where the inidividual parameters are marginalized out.\n",
    "\n",
    "For our analysis we wil have to create a synthetic dataset with individual data, following the aggregate group trends."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9c8b6292",
   "metadata": {},
   "outputs": [],
   "source": [
    "def individual_data_from_percentage_alive(percentage_alive, initial_customers):\n",
    "    n_alive = np.asarray(percentage_alive / 100 * initial_customers, dtype=int)\n",
    "\n",
    "    died_at = np.zeros((initial_customers,), dtype=int)\n",
    "    counter = 0\n",
    "    for t, diff in enumerate((n_alive[:-1] - n_alive[1:]), start=1):\n",
    "        died_at[counter : counter + diff] = t\n",
    "        counter += diff\n",
    "\n",
    "    censoring_t = t + 1\n",
    "    died_at[counter:] = censoring_t\n",
    "\n",
    "    return died_at"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ac8a4ec2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4,\n",
       "       4, 4, 5, 5, 5, 5, 6, 6, 7, 7, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
       "       8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "T = 8  # In the paper only the first 7 years are included in the model\n",
    "\n",
    "truncated_df = df[:T]\n",
    "initial_customers = 1000  # Seems to be what F&H use, according to Appendix B\n",
    "churn_highend = individual_data_from_percentage_alive(\n",
    "    truncated_df[\"highend\"], initial_customers\n",
    ")\n",
    "churn_regular = individual_data_from_percentage_alive(\n",
    "    truncated_df[\"regular\"], initial_customers\n",
    ")\n",
    "churn_regular[::10]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df41d457",
   "metadata": {},
   "source": [
    "Customers which haven't churned have `t_churn == T == 8`. \n",
    "The model will handle these differently, as their lifetimes are [censored](https://en.wikipedia.org/wiki/Censoring_(statistics))."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64f004e9",
   "metadata": {},
   "source": [
    "## Fitting the sBG models for high end and regular users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b4465019",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_highend = pd.DataFrame(\n",
    "    {\n",
    "        \"customer_id\": np.arange(initial_customers) + 1,\n",
    "        \"t_churn\": churn_highend,\n",
    "        \"T\": T,\n",
    "        \"cohorts\": \"highend\",\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c6b57694",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Shifted-Beta-Geometric Model (Individual Customers)\n",
       "         alpha ~ HalfFlat()\n",
       "          beta ~ HalfFlat()\n",
       "         theta ~ Beta(alpha, beta)\n",
       "churn_censored ~ Censored(Geometric(theta), -inf, <constant>)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "highend_users = clv.ShiftedBetaGeoModelIndividual(data=dataset_highend)\n",
    "highend_users.build_model()\n",
    "highend_users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "27a69d38",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_regular = pd.DataFrame(\n",
    "    {\n",
    "        \"customer_id\": np.arange(initial_customers) + 1001,\n",
    "        \"t_churn\": churn_regular,\n",
    "        \"T\": T,\n",
    "        \"cohorts\": \"regular\",\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "658b7f32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Shifted-Beta-Geometric Model (Individual Customers)\n",
       "         alpha ~ HalfFlat()\n",
       "          beta ~ HalfFlat()\n",
       "         theta ~ Beta(alpha, beta)\n",
       "churn_censored ~ Censored(Geometric(theta), -inf, <constant>)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "regular_users = clv.ShiftedBetaGeoModelIndividual(data=dataset_regular)\n",
    "regular_users.build_model()\n",
    "regular_users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "90456dbd",
   "metadata": {},
   "outputs": [
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       "    .nutpie th:nth-child(2) { width: var(--column-width-2); }\n",
       "    .nutpie th:nth-child(3) { width: var(--column-width-3); }\n",
       "    .nutpie th:nth-child(4) { width: var(--column-width-4); }\n",
       "    .nutpie th:nth-child(5) { width: var(--column-width-5); }\n",
       "\n",
       "    .nutpie progress {\n",
       "        width: 100%;\n",
       "        height: 15px; /* Smaller progress bars */\n",
       "        border-radius: 5px;\n",
       "    }\n",
       "    progress::-webkit-progress-bar {\n",
       "        background-color: #eee;\n",
       "        border-radius: 5px;\n",
       "    }\n",
       "    progress::-webkit-progress-value {\n",
       "        background-color: #5cb85c;\n",
       "        border-radius: 5px;\n",
       "    }\n",
       "    progress::-moz-progress-bar {\n",
       "        background-color: #5cb85c;\n",
       "        border-radius: 5px;\n",
       "    }\n",
       "    .nutpie .progress-cell {\n",
       "        width: 100%;\n",
       "    }\n",
       "\n",
       "    .nutpie p strong { font-size: 16px; font-weight: bold; }\n",
       "\n",
       "    @media (prefers-color-scheme: dark) {\n",
       "        .nutpie {\n",
       "            //color: #ddd;\n",
       "            //background-color: #1e1e1e;\n",
       "            box-shadow: 0 4px 6px rgba(0,0,0,0.2);\n",
       "        }\n",
       "        .nutpie table, .nutpie th, .nutpie td {\n",
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       "        .nutpie th {\n",
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       "        }\n",
       "        .nutpie progress::-webkit-progress-bar {\n",
       "            background-color: #444;\n",
       "        }\n",
       "        .nutpie progress::-webkit-progress-value {\n",
       "            background-color: #3178c6;\n",
       "        }\n",
       "        .nutpie progress::-moz-progress-bar {\n",
       "            background-color: #3178c6;\n",
       "        }\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
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     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<div class=\"nutpie\">\n",
       "    <p><strong>Sampler Progress</strong></p>\n",
       "    <p>Total Chains: <span id=\"total-chains\">4</span></p>\n",
       "    <p>Active Chains: <span id=\"active-chains\">0</span></p>\n",
       "    <p>\n",
       "        Finished Chains:\n",
       "        <span id=\"active-chains\">4</span>\n",
       "    </p>\n",
       "    <p>Sampling for now</p>\n",
       "    <p>\n",
       "        Estimated Time to Completion:\n",
       "        <span id=\"eta\">now</span>\n",
       "    </p>\n",
       "\n",
       "    <progress\n",
       "        id=\"total-progress-bar\"\n",
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       "        <thead>\n",
       "            <tr>\n",
       "                <th>Progress</th>\n",
       "                <th>Draws</th>\n",
       "                <th>Divergences</th>\n",
       "                <th>Step Size</th>\n",
       "                <th>Gradients/Draw</th>\n",
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       "                    <td>0</td>\n",
       "                    <td>0.26</td>\n",
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       "                    <td>0</td>\n",
       "                    <td>0.26</td>\n",
       "                    <td>15</td>\n",
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      "text/plain": [
       "<nutpie.sample._BackgroundSampler at 0x30fecb740>"
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "highend_users.fit(random_seed=rng, nuts_sampler=\"nutpie\")\n",
    "regular_users.fit(random_seed=rng, nuts_sampler=\"nutpie\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "312d0d57",
   "metadata": {},
   "source": [
    "## Contrasting posterior inferences with the repo MLE estimates"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51acb3c4",
   "metadata": {},
   "source": [
    "The sBG model has 2 population parameters of interest: `alpha` and `beta`. \n",
    "These parameters define the population distribution of the individual customer's churn rates `theta`. \n",
    "The larger the values of `alpha` and `beta` the more homogenous the churn rates are across different customers. \n",
    "\n",
    "The ratio of `alpha` to `beta` tells us the expected churn rates. If `alpha/beta == 0.1`, we expect the average customer to have a `0.1` probability of churning between each time period."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "cc8e73aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "# MLE estimates from the paper\n",
    "ref_val = {\n",
    "    \"highend\": [0.704, 3.806],\n",
    "    \"regular\": [0.688, 1.182],\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "bf0939d9",
   "metadata": {
    "scrolled": true
   },
   "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>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hdi_3%</th>\n",
       "      <th>hdi_97%</th>\n",
       "      <th>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>ess_bulk</th>\n",
       "      <th>ess_tail</th>\n",
       "      <th>r_hat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>alpha</th>\n",
       "      <td>0.742</td>\n",
       "      <td>0.139</td>\n",
       "      <td>0.495</td>\n",
       "      <td>0.985</td>\n",
       "      <td>0.017</td>\n",
       "      <td>0.011</td>\n",
       "      <td>71.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>1.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beta</th>\n",
       "      <td>4.400</td>\n",
       "      <td>1.087</td>\n",
       "      <td>2.530</td>\n",
       "      <td>6.304</td>\n",
       "      <td>0.128</td>\n",
       "      <td>0.087</td>\n",
       "      <td>73.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>1.06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_bulk  ess_tail  \\\n",
       "alpha  0.742  0.139   0.495    0.985      0.017    0.011      71.0     152.0   \n",
       "beta   4.400  1.087   2.530    6.304      0.128    0.087      73.0     141.0   \n",
       "\n",
       "       r_hat  \n",
       "alpha   1.06  \n",
       "beta    1.06  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "highend_users.fit_summary(var_names=[\"alpha\", \"beta\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "3d8d4a64",
   "metadata": {},
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 2760x805 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 816,
       "width": 2771
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_posterior(\n",
    "    highend_users.fit_result, var_names=[\"alpha\", \"beta\"], ref_val=ref_val[\"highend\"]\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "da731d08",
   "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>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hdi_3%</th>\n",
       "      <th>hdi_97%</th>\n",
       "      <th>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>ess_bulk</th>\n",
       "      <th>ess_tail</th>\n",
       "      <th>r_hat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>alpha</th>\n",
       "      <td>0.723</td>\n",
       "      <td>0.067</td>\n",
       "      <td>0.608</td>\n",
       "      <td>0.854</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.002</td>\n",
       "      <td>225.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>1.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beta</th>\n",
       "      <td>1.228</td>\n",
       "      <td>0.157</td>\n",
       "      <td>0.945</td>\n",
       "      <td>1.507</td>\n",
       "      <td>0.011</td>\n",
       "      <td>0.007</td>\n",
       "      <td>214.0</td>\n",
       "      <td>577.0</td>\n",
       "      <td>1.02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_bulk  ess_tail  \\\n",
       "alpha  0.723  0.067   0.608    0.854      0.004    0.002     225.0     589.0   \n",
       "beta   1.228  0.157   0.945    1.507      0.011    0.007     214.0     577.0   \n",
       "\n",
       "       r_hat  \n",
       "alpha   1.02  \n",
       "beta    1.02  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "regular_users.fit_summary(var_names=[\"alpha\", \"beta\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "94b7c6c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2760x805 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 816,
       "width": 2771
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_posterior(\n",
    "    regular_users.fit_result, var_names=[\"alpha\", \"beta\"], ref_val=ref_val[\"regular\"]\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d25d118c",
   "metadata": {},
   "source": [
    "The model fitting agrees with the Maximum Likelihood estimates described in the original paper.\n",
    "In addition, MCMC sampling, gives us useful information about the uncertainty of the fits."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61849a13",
   "metadata": {},
   "source": [
    "## Recreating main results and figures from the paper"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edfaee99",
   "metadata": {},
   "source": [
    "Figure 6 from the paper shows the group distribution of `theta` churn rates. \n",
    "\n",
    "The inferred distributions are relatively wide in both groups, which follows directly from the fact that both `alpha` and `beta` were inferred to be < 10.\n",
    "\n",
    "It is still clear that the distribution of `theta` for the highend users has much more mass near lower values,\n",
    "suggesting highend users have lower attrition rates on average, when compared with regular users."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "642abe8e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling: [theta]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "adfc59911ce34999813154f1ab45e9d1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling: [theta]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "545a223bc7404fdaac4417725303c9a7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_highend_theta = highend_users.distribution_new_customer_theta(\n",
    "    n=100, random_seed=rng\n",
    ")\n",
    "new_regular_theta = regular_users.distribution_new_customer_theta(\n",
    "    n=100, random_seed=rng\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "de01e40f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = az.plot_dist(new_highend_theta, label=\"highend\")\n",
    "ax = az.plot_dist(new_regular_theta, label=\"regular\", ax=ax, color=\"C1\")\n",
    "ax.set_xlabel(\"theta\")\n",
    "plt.ylim([0, 4])\n",
    "ax.set_title(\"Figure 6\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0434200c",
   "metadata": {},
   "source": [
    "Figures 4 and 5 show the predicted average churn and retention trends for the two groups.\n",
    "We can see that predictions nicely match the observed data (black line), even when extrapolating into the time periods that were held-out when fitting the model.\n",
    "\n",
    "The plots also highlight an interesting implication from the model: \n",
    "the retention rates are expected to increase over time, as the more precarious customers gradually drop out. This is a direct consequence of modelling individual churn rates as being fixed over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "d1df4e07",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling: [churn, theta]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d5c97a4ef82f4b83a49b34eaf1391b4e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling: [churn, theta]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fc48bf89c3f64c8c99a1ad459b853c17",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "churn_highend = highend_users.distribution_customer_churn_time(\n",
    "    customer_id=np.arange(initial_customers),\n",
    "    random_seed=rng,\n",
    ")\n",
    "churn_regular = regular_users.distribution_customer_churn_time(\n",
    "    customer_id=np.arange(initial_customers),\n",
    "    random_seed=rng,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "5ec83e3c",
   "metadata": {},
   "outputs": [],
   "source": [
    "weeks = xr.DataArray(np.arange(1, 14), dims=[\"weeks\"])\n",
    "\n",
    "survival_perc_highend = 100 - 100 * (churn_highend < weeks)\n",
    "survival_perc_regular = 100 - 100 * (churn_regular < weeks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "10031f3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAAAAkEKGuwAAAAAAAAAAAFLIcBcAAAAAAAAAAEAK/R/9rNCm5pLJiwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_hdi(\n",
    "    weeks,\n",
    "    survival_perc_highend.mean(\"customer_id\"),\n",
    "    hdi_prob=0.95,\n",
    "    color=\"C0\",\n",
    "    fill_kwargs={\"label\": \"high end\"},\n",
    ")\n",
    "az.plot_hdi(\n",
    "    weeks,\n",
    "    survival_perc_regular.mean(\"customer_id\"),\n",
    "    hdi_prob=0.95,\n",
    "    color=\"C1\",\n",
    "    fill_kwargs={\"label\": \"regular\"},\n",
    ")\n",
    "\n",
    "plt.plot(weeks, df[\"highend\"], color=\"k\", label=\"observed\")\n",
    "plt.plot(weeks, df[\"regular\"], color=\"k\")\n",
    "\n",
    "plt.axvline(7, ls=\":\", color=\"k\")\n",
    "plt.ylim([0, 105])\n",
    "plt.ylabel(\"% Surviving\")\n",
    "plt.legend()\n",
    "plt.title(\"Figure 4\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "c95e138a",
   "metadata": {},
   "outputs": [],
   "source": [
    "retention_rate_highend = survival_perc_highend.isel(\n",
    "    weeks=slice(1, None, None)\n",
    ") / survival_perc_highend.isel(weeks=slice(None, -1, None))\n",
    "retention_rate_regular = survival_perc_regular.isel(\n",
    "    weeks=slice(1, None, None)\n",
    ") / survival_perc_regular.isel(weeks=slice(None, -1, None))\n",
    "\n",
    "retention_rate_highend_obs = df[\"highend\"][1:].values / df[\"highend\"][:-1].values\n",
    "retention_rate_regular_obs = df[\"regular\"][1:].values / df[\"regular\"][:-1].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "ba4327f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "weeks_ = weeks[:-1]\n",
    "\n",
    "az.plot_hdi(\n",
    "    weeks_,\n",
    "    retention_rate_highend.mean(\"customer_id\"),\n",
    "    hdi_prob=0.95,\n",
    "    color=\"C0\",\n",
    "    fill_kwargs={\"label\": \"high end\"},\n",
    ")\n",
    "az.plot_hdi(\n",
    "    weeks_,\n",
    "    retention_rate_regular.mean(\"customer_id\"),\n",
    "    hdi_prob=0.95,\n",
    "    color=\"C1\",\n",
    "    fill_kwargs={\"label\": \"regular\"},\n",
    ")\n",
    "\n",
    "plt.plot(weeks_, retention_rate_highend_obs, color=\"k\", label=\"observed\")\n",
    "plt.plot(weeks_, retention_rate_regular_obs, color=\"k\")\n",
    "\n",
    "plt.axvline(7, ls=\"--\", color=\"k\")\n",
    "plt.ylim([0.5, 1.05])\n",
    "plt.ylabel(\"Retention Rate\")\n",
    "plt.legend()\n",
    "plt.title(\"Figure 5\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "76930173",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The watermark extension is already loaded. To reload it, use:\n",
      "  %reload_ext watermark\n",
      "Last updated: Thu Oct 16 2025\n",
      "\n",
      "Python implementation: CPython\n",
      "Python version       : 3.12.11\n",
      "IPython version      : 9.4.0\n",
      "\n",
      "pymc    : 5.25.1\n",
      "pytensor: 2.31.7\n",
      "\n",
      "arviz         : 0.22.0\n",
      "numpy         : 2.2.6\n",
      "pandas        : 2.3.1\n",
      "xarray        : 2025.7.1\n",
      "pymc_marketing: 0.15.1\n",
      "pytensor      : 2.31.7\n",
      "matplotlib    : 3.10.3\n",
      "\n",
      "Watermark: 2.5.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -n -u -v -iv -w -p pymc,pytensor"
   ]
  }
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