{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fb4093cc",
   "metadata": {},
   "source": [
    "(clv_quickstart)=\n",
    "# CLV Quickstart"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55cf0b5e",
   "metadata": {},
   "source": [
    "Customer Lifetime Value (CLV) is the measure of a customer's contribution over time to a business. This metric is used to inform spending levels on new customer acquisition, retention, and other marketing and sales efforts, so reliable estimation is essential.\n",
    "\n",
    "PyMC-Marketing provides tools to segment customers on their past behavior (see [RFM Segmentation](https://www.pymc-marketing.io/en/stable/api/generated/pymc_marketing.clv.utils.rfm_segments.html#pymc_marketing.clv.utils.rfm_segments)) as well as the following Buy Till You Die (BTYD) probabilistic models to predict future behavior:\n",
    "\n",
    "* **[BG/NBD model](https://pymc-marketing.readthedocs.io/en/stable/notebooks/clv/bg_nbd.html)** for continuous time, non-contractual modeling\n",
    "* **[Pareto/NBD model](https://pymc-marketing.readthedocs.io/en/stable/notebooks/clv/pareto_nbd.html)** for continuous time, non-contractual modeling with covariates\n",
    "* **[Shifted BG model](https://pymc-marketing.io/en/stable/notebooks/clv/sBG.html)** for discrete time, contractual modeling\n",
    "* **BG/BB model** for discrete time, contractual modeling\n",
    "* **Exponential Gamma model** for discrete time, contractual modeling (coming soon)\n",
    "* **[Gamma-Gamma model](https://pymc-marketing.readthedocs.io/en/stable/notebooks/clv/gamma_gamma.html)** for expected monetary value\n",
    "\n",
    "This table contains a breakdown of the four BTYD modeling domains, and examples for each:\n",
    "\n",
    "|                | **Non-contractual** | **Contractual**                 |\n",
    "|----------------|---------------------|---------------------------------|\n",
    "| **Continuous** | online purchases    | ad conversion time              |\n",
    "| **Discrete**   | concerts & sports events    | recurring subscriptions |\n",
    "\n",
    "In this notebook we will demonstrate how to estimate future purchasing activity and CLV with the CDNOW dataset, a popular benchmarking dataset in CLV and BTYD research. Data is available [here](https://www.brucehardie.com/datasets/), with additional details [here](https://www.brucehardie.com/notes/026/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "65621d72",
   "metadata": {},
   "outputs": [],
   "source": [
    "import arviz as az\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from arviz.labels import MapLabeller\n",
    "\n",
    "from pymc_marketing import clv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e43e42f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "az.style.use(\"arviz-darkgrid\")\n",
    "\n",
    "%config InlineBackend.figure_format = \"retina\" # nice looking plots"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa22b108",
   "metadata": {},
   "source": [
    "## 1.1 Data Requirements"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f773bb65",
   "metadata": {},
   "source": [
    "For all models, the following nomenclature is used:\n",
    "\n",
    "* `customer_id` represents a unique identifier for each customer.\n",
    "* `frequency` represents the number of _repeat_ purchases that a customer has made, i.e. one less than the total number of purchases.\n",
    "* `T` represents a customer's \"age\", i.e. the duration between a customer's first purchase and the end of the period of study. In this example notebook, the units of time are in weeks.\n",
    "* `recency` represents the time period when a customer made their most recent purchase. This is equal to the duration between a customer’s first and last purchase. If a customer has made only 1 purchase, their recency is 0.\n",
    "* `monetary_value` represents the average value of a given customer’s repeat purchases. Customers who have only made a single purchase have monetary values of zero.\n",
    "\n",
    "The `rfm_summary` function can be used to preprocess raw transaction data for modeling:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5b56f8db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>_id</th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>cds_bought</th>\n",
       "      <th>spent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>19970101</td>\n",
       "      <td>2</td>\n",
       "      <td>29.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>19970118</td>\n",
       "      <td>2</td>\n",
       "      <td>29.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>19970802</td>\n",
       "      <td>1</td>\n",
       "      <td>14.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>19971212</td>\n",
       "      <td>2</td>\n",
       "      <td>26.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>19970101</td>\n",
       "      <td>3</td>\n",
       "      <td>63.34</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   _id  id      date  cds_bought  spent\n",
       "0    4   1  19970101           2  29.33\n",
       "1    4   1  19970118           2  29.73\n",
       "2    4   1  19970802           1  14.96\n",
       "3    4   1  19971212           2  26.48\n",
       "4   21   2  19970101           3  63.34"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_trans = pd.read_csv(\n",
    "    \"https://raw.githubusercontent.com/pymc-labs/pymc-marketing/main/data/cdnow_transactions.csv\"\n",
    ")\n",
    "\n",
    "raw_trans.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2b9d1d19-a7a5-4a58-a980-9ed95bcd48d9",
   "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>customer_id</th>\n",
       "      <th>frequency</th>\n",
       "      <th>recency</th>\n",
       "      <th>T</th>\n",
       "      <th>monetary_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>23.723333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>11.770000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2352</th>\n",
       "      <td>2353</td>\n",
       "      <td>2.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>19.775000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2353</th>\n",
       "      <td>2354</td>\n",
       "      <td>5.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>44.928000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2354</th>\n",
       "      <td>2355</td>\n",
       "      <td>1.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>24.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2355</th>\n",
       "      <td>2356</td>\n",
       "      <td>6.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>31.871667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2356</th>\n",
       "      <td>2357</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2357 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      customer_id  frequency  recency     T  monetary_value\n",
       "0               1        3.0     49.0  78.0       23.723333\n",
       "1               2        1.0      2.0  78.0       11.770000\n",
       "2               3        0.0      0.0  78.0        0.000000\n",
       "3               4        0.0      0.0  78.0        0.000000\n",
       "4               5        0.0      0.0  78.0        0.000000\n",
       "...           ...        ...      ...   ...             ...\n",
       "2352         2353        2.0     53.0  66.0       19.775000\n",
       "2353         2354        5.0     24.0  66.0       44.928000\n",
       "2354         2355        1.0     44.0  66.0       24.600000\n",
       "2355         2356        6.0     62.0  66.0       31.871667\n",
       "2356         2357        0.0      0.0  66.0        0.000000\n",
       "\n",
       "[2357 rows x 5 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rfm_data = clv.utils.rfm_summary(\n",
    "    raw_trans,\n",
    "    customer_id_col=\"id\",\n",
    "    datetime_col=\"date\",\n",
    "    monetary_value_col=\"spent\",\n",
    "    datetime_format=\"%Y%m%d\",\n",
    "    time_unit=\"W\",\n",
    ")\n",
    "\n",
    "rfm_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "514ee548",
   "metadata": {},
   "source": [
    "It is important to note these definitions differ from that used in RFM segmentation, where the first purchase is included, `T` is not used, and `recency` is the number of time periods since a customer's most recent purchase.\n",
    "\n",
    "To visualize data in RFM format, we can plot the recency and T of the customers with the `plot_customer_exposure` function. We see a large chunk (>60%) of customers haven't made another purchase in a while."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d6431c58",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 511,
       "width": 1011
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 5))\n",
    "(\n",
    "    rfm_data.sample(n=100, random_state=42)\n",
    "    .sort_values([\"recency\", \"T\"])\n",
    "    .pipe(clv.plot_customer_exposure, ax=ax, linewidth=0.5, size=0.75)\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d069bc02",
   "metadata": {},
   "source": [
    "## Predicting Future Purchasing Behavior with the BG/NBD Model\n",
    "\n",
    "This dataset is an example of continuous time, noncontractual transactions because it comprises purchases from an online music store. PyMC-Marketing provides two models for this use case:\n",
    "\n",
    "- [Beta-Geometric/Negative Binomial Distribution (BG/NBD)](https://pymc-marketing.readthedocs.io/en/stable/notebooks/clv/bg_nbd.html)\n",
    "- [Pareto/Negative Binomial Distribution (Pareto/NBD)](https://pymc-marketing.readthedocs.io/en/stable/notebooks/clv/pareto_nbd.html)\n",
    "\n",
    "We will be using the BG/NBD model in this notebook because it converges quickly and works well for basic modeling tasks. However, if a more comprehensive analysis is desired, consider using the Pareto/NBD model instead due to its expanded functionality, including support for covariates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2ac219da",
   "metadata": {},
   "outputs": [],
   "source": [
    "bgm = clv.BetaGeoModel(data=rfm_data)\n",
    "bgm.build_model()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45e53414",
   "metadata": {},
   "source": [
    "This model has 4 parameters that specify the global frequency and dropout rates of customers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "40d5f47d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BG/NBD\n",
       "         a ~ HalfFlat()\n",
       "         b ~ HalfFlat()\n",
       "     alpha ~ HalfFlat()\n",
       "         r ~ HalfFlat()\n",
       "likelihood ~ Potential(f(r, alpha, b, a))"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bgm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27369174",
   "metadata": {},
   "source": [
    "The default priors for the 4 parameters follow a HalfFlat distribution, which is an improper positive uniform distribution. For small datasets this prior can yield implausible posteriors. To avoid this problem, more informative priors can be specified by defining custom PyMC distributions.\n",
    "\n",
    "Here, we will replace the HalfFlat default by more well-behaved HalfNormal priors with a standard deviation of 10.\n",
    "Customization priors is possible by passing a dictionary with keys being the name of the prior, and values being a dictionary with 2 keys: 'dist' representing the name of PyMC distribution and 'kwargs' that holds an optional dictionary of all parameters we wish to pass to the distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3af6449f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pymc_marketing.prior import Prior\n",
    "\n",
    "model_config = {\n",
    "    \"a_prior\": Prior(\"HalfNormal\", sigma=10),\n",
    "    \"b_prior\": Prior(\"HalfNormal\", sigma=10),\n",
    "    \"alpha_prior\": Prior(\"HalfNormal\", sigma=10),\n",
    "    \"r_prior\": Prior(\"HalfNormal\", sigma=10),\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "cc17d278",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BG/NBD\n",
       "         a ~ HalfNormal(0, 10)\n",
       "         b ~ HalfNormal(0, 10)\n",
       "     alpha ~ HalfNormal(0, 10)\n",
       "         r ~ HalfNormal(0, 10)\n",
       "likelihood ~ Potential(f(r, alpha, b, a))"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bgm = clv.BetaGeoModel(\n",
    "    data=rfm_data,\n",
    "    model_config=model_config,\n",
    ")\n",
    "bgm.build_model()\n",
    "bgm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a75b798",
   "metadata": {},
   "source": [
    "Having specified the model, we can now fit it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d0667779",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [a, b, alpha, r]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8f74c52e40e44b26ad97a5343b5119ec",
       "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"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 7 seconds.\n"
     ]
    },
    {
     "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>a</th>\n",
       "      <td>0.691</td>\n",
       "      <td>0.162</td>\n",
       "      <td>0.420</td>\n",
       "      <td>0.978</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.003</td>\n",
       "      <td>1554.0</td>\n",
       "      <td>1760.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alpha</th>\n",
       "      <td>7.101</td>\n",
       "      <td>0.517</td>\n",
       "      <td>6.152</td>\n",
       "      <td>8.063</td>\n",
       "      <td>0.012</td>\n",
       "      <td>0.009</td>\n",
       "      <td>1779.0</td>\n",
       "      <td>1866.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b</th>\n",
       "      <td>3.292</td>\n",
       "      <td>1.029</td>\n",
       "      <td>1.650</td>\n",
       "      <td>5.110</td>\n",
       "      <td>0.027</td>\n",
       "      <td>0.020</td>\n",
       "      <td>1546.0</td>\n",
       "      <td>1583.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>r</th>\n",
       "      <td>0.276</td>\n",
       "      <td>0.013</td>\n",
       "      <td>0.252</td>\n",
       "      <td>0.299</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1886.0</td>\n",
       "      <td>2279.0</td>\n",
       "      <td>1.0</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",
       "a      0.691  0.162   0.420    0.978      0.004    0.003    1554.0    1760.0   \n",
       "alpha  7.101  0.517   6.152    8.063      0.012    0.009    1779.0    1866.0   \n",
       "b      3.292  1.029   1.650    5.110      0.027    0.020    1546.0    1583.0   \n",
       "r      0.276  0.013   0.252    0.299      0.000    0.000    1886.0    2279.0   \n",
       "\n",
       "       r_hat  \n",
       "a        1.0  \n",
       "alpha    1.0  \n",
       "b        1.0  \n",
       "r        1.0  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bgm.fit()\n",
    "bgm.fit_summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6cfec565",
   "metadata": {},
   "source": [
    "We can use [ArviZ](https://python.arviz.org/en/stable/), a Python library tailored to produce visualizations for Bayesian models, to plot the posterior distribution of each parameter."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fe4ab5d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 3312x552 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 563,
       "width": 3323
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_posterior(bgm.fit_result);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f56cc87-6932-4334-9473-f1b7224947f1",
   "metadata": {},
   "source": [
    "### 1.2.1. Visualizing Predictions over Time"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb36d4d8-5ce2-425a-aa5c-66ca386a9f07",
   "metadata": {},
   "source": [
    "Let's evaluate model performance by tracking predictions against historical purchases:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "20d7c191-05f9-490b-9441-a36eb6cf52e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clv.plot_expected_purchases(\n",
    "    model=bgm,\n",
    "    purchase_history=raw_trans,\n",
    "    datetime_col=\"date\",\n",
    "    customer_id_col=\"spent\",\n",
    "    datetime_format=\"%Y%m%d\",\n",
    "    time_unit=\"W\",\n",
    "    t=78,\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "312b781f-7044-4aff-b08e-e3a29b916801",
   "metadata": {},
   "source": [
    "There is a wide discrepancy between cumulative actual and predicted purchases! This is a good indicator of extraneous customers and/or date ranges to exclude from model training, and perhaps the need for additional covariates.\n",
    "\n",
    "\n",
    "Let's plot incremental purchase dates for more insights:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "a3487622-29c7-41c3-a749-ca7b0990461d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clv.plot_expected_purchases(\n",
    "    model=bgm,\n",
    "    purchase_history=raw_trans,\n",
    "    datetime_col=\"date\",\n",
    "    customer_id_col=\"spent\",\n",
    "    datetime_format=\"%Y%m%d\",\n",
    "    time_unit=\"W\",\n",
    "    t=78,\n",
    "    set_index_date=True,\n",
    "    plot_cumulative=False,\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8ee48b0-ede5-4490-a282-5898380430a2",
   "metadata": {},
   "source": [
    "There was a large sales bump in the first few months that is biasing model results and should be investigated. However, notice purchases flatline in the following months and the model is still able to capture this trend. Simply excluding data prior to Apr 1997 should improve performance considerably, but for pedagogical purposes we will continue with the tutorial."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5a0d8b6",
   "metadata": {},
   "source": [
    "### Visualizing Prediction Matrices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "75e7e1a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 653
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clv.plot_frequency_recency_matrix(bgm);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0aa508f9",
   "metadata": {},
   "source": [
    "We can see our best customers have been active for over 60 weeks and have made over 20 purchases (bottom-right). Note the “tail” sweeping up towards the upper-left corner - these customers are infrequent and/or may not have purchased recently. What is the probability they are still active? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "bcb184f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Probability Customer is Alive,\\nby Frequency and Recency of a Customer'}, xlabel=\"Customer's Historical Frequency\", ylabel=\"Customer's Recency\">"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 532
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clv.plot_probability_alive_matrix(bgm)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a25bd48f",
   "metadata": {},
   "source": [
    "Note that all non-repeat customers have an alive probability of 1, which is one of the quirks of `BetaGeoModel`. In many use cases this is still a valid assumption, but if non-repeat customers are a key focus in your use case, you may want to try `ParetoNBDModel` instead.  \n",
    "\n",
    "Looking at the probability alive matrix, we can infer that customers who have made fewer purchases are less likely to return, and may be worth targeting for retention."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c7906da7",
   "metadata": {},
   "source": [
    "### Ranking customers from best to worst"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49313fc3",
   "metadata": {},
   "source": [
    "Having fit the model, we can ask what is the expected number of purchases for our customers in the next period. Let's look at the four more promising customers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "f9748513",
   "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>customer_id</th>\n",
       "      <th>frequency</th>\n",
       "      <th>recency</th>\n",
       "      <th>T</th>\n",
       "      <th>monetary_value</th>\n",
       "      <th>expected_purchases</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>812</th>\n",
       "      <td>813</td>\n",
       "      <td>30.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>35.654000</td>\n",
       "      <td>3.441176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1202</th>\n",
       "      <td>1203</td>\n",
       "      <td>32.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>47.172187</td>\n",
       "      <td>3.811993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>157</td>\n",
       "      <td>36.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>30.603611</td>\n",
       "      <td>3.898596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1980</th>\n",
       "      <td>1981</td>\n",
       "      <td>35.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>46.748857</td>\n",
       "      <td>4.305538</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      customer_id  frequency  recency     T  monetary_value  \\\n",
       "812           813       30.0     72.0  74.0       35.654000   \n",
       "1202         1203       32.0     71.0  72.0       47.172187   \n",
       "156           157       36.0     74.0  77.0       30.603611   \n",
       "1980         1981       35.0     66.0  68.0       46.748857   \n",
       "\n",
       "      expected_purchases  \n",
       "812             3.441176  \n",
       "1202            3.811993  \n",
       "156             3.898596  \n",
       "1980            4.305538  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_purchases = bgm.expected_purchases(future_t=10)\n",
    "\n",
    "sdata = rfm_data.copy()\n",
    "sdata[\"expected_purchases\"] = num_purchases.mean((\"chain\", \"draw\")).values\n",
    "sdata.sort_values(by=\"expected_purchases\").tail(4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "622d3da0",
   "metadata": {},
   "source": [
    "We can plot the uncertainty in the expected number of purchases in the next period."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "6aa2ec03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1656x1104 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1175,
       "width": 1667
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ids = [841, 1981, 157, 1516]\n",
    "ax = az.plot_posterior(num_purchases.sel(customer_id=ids), grid=(2, 2))\n",
    "for axi, id in zip(ax.ravel(), ids, strict=False):\n",
    "    axi.set_title(f\"Customer: {id}\", size=20)\n",
    "plt.suptitle(\"Expected number purchases in the next period\", fontsize=28, y=1.05);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56138ddf",
   "metadata": {},
   "source": [
    "### Predicting purchase behavior of a new customer\n",
    "\n",
    "We can use the fitted model to predict the number of purchases for a fresh new customer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "88c3534c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_posterior(bgm.expected_purchases_new_customer(t=10).sel(customer_id=1))\n",
    "plt.title(\"Expected purchases of a new customer in the first 10 periods\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec50518a",
   "metadata": {},
   "source": [
    "### Customer Probability Histories"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70f09789",
   "metadata": {},
   "source": [
    "Given a customer transaction history, we can calculate their historical probability of being alive, according to our trained model. \n",
    "\n",
    "Let look at active customer 1516 and assess the change in probability that the user will ever return if they do no other purchases in the next 9 time periods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "586147ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customer_id       1516.000000\n",
       "frequency           27.000000\n",
       "recency             67.000000\n",
       "T                   70.000000\n",
       "monetary_value      51.944074\n",
       "Name: 1515, dtype: float64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_1516 = rfm_data.loc[1515]\n",
    "customer_1516"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "d263f46f",
   "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>customer_id</th>\n",
       "      <th>frequency</th>\n",
       "      <th>recency</th>\n",
       "      <th>T</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   customer_id  frequency  recency   T\n",
       "0            0         27     67.0  67\n",
       "1            1         27     67.0  68\n",
       "2            2         27     67.0  69\n",
       "3            3         27     67.0  70\n",
       "4            4         27     67.0  71\n",
       "5            5         27     67.0  72\n",
       "6            6         27     67.0  73\n",
       "7            7         27     67.0  74\n",
       "8            8         27     67.0  75\n",
       "9            9         27     67.0  76"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_1516_history = pd.DataFrame(\n",
    "    dict(\n",
    "        customer_id=np.arange(10),\n",
    "        frequency=np.full(10, customer_1516[\"frequency\"], dtype=\"int\"),\n",
    "        recency=np.full(10, customer_1516[\"recency\"]),\n",
    "        T=(np.arange(0, 10) + customer_1516[\"recency\"]).astype(\"int\"),\n",
    "    )\n",
    ")\n",
    "customer_1516_history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "71bba204",
   "metadata": {},
   "outputs": [],
   "source": [
    "p_alive = bgm.expected_probability_alive(data=customer_1516_history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "6b03c584",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_hdi(customer_1516_history[\"T\"], p_alive, color=\"C0\")\n",
    "plt.plot(customer_1516_history[\"T\"], p_alive.mean((\"draw\", \"chain\")), marker=\"o\")\n",
    "plt.axvline(\n",
    "    customer_1516_history[\"recency\"].iloc[0], c=\"black\", ls=\"--\", label=\"Purchase\"\n",
    ")\n",
    "\n",
    "plt.title(\"Probability Customer 1516 will purchase again\")\n",
    "plt.xlabel(\"T\")\n",
    "plt.ylabel(\"p\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92918446",
   "metadata": {},
   "source": [
    "We can see that, if no purchases are being made in the next 9 weeks, the model has low confidence that the costumer will ever return. What if they had done one purchase in between?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "48bd5403",
   "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>customer_id</th>\n",
       "      <th>frequency</th>\n",
       "      <th>recency</th>\n",
       "      <th>T</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>28</td>\n",
       "      <td>73.5</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>28</td>\n",
       "      <td>73.5</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>28</td>\n",
       "      <td>73.5</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   customer_id  frequency  recency   T\n",
       "0            0         27     67.0  67\n",
       "1            1         27     67.0  68\n",
       "2            2         27     67.0  69\n",
       "3            3         27     67.0  70\n",
       "4            4         27     67.0  71\n",
       "5            5         27     67.0  72\n",
       "6            6         27     67.0  73\n",
       "7            7         28     73.5  74\n",
       "8            8         28     73.5  75\n",
       "9            9         28     73.5  76"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_1516_history.loc[7:, \"frequency\"] += 1\n",
    "customer_1516_history.loc[7:, \"recency\"] = customer_1516_history.loc[7, \"T\"] - 0.5\n",
    "customer_1516_history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "80be3745",
   "metadata": {},
   "outputs": [],
   "source": [
    "p_alive = bgm.expected_probability_alive(data=customer_1516_history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "61915242",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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a18d3psxAR05pB+A67733nk37ggsuaLFvXV2dvvzyS2u7T58+DpUMi4+P19ixY63tTZs2qaCgwPlgAXSIM+u9vVJSUmzaeXl5Lr8HAMe4Ys2vWbNGq1evliTFxMTo97//vUtiA+B6zq75f/3rX9YDoSVzQ0pvqKHtLJLbAOBmq1evVuMKUeecc45L5298GGVRUZH1kJm2HD582Po4PDxckZGRLo0LQNt27typ7du3W9tJSUmaOHFii/0zMzNVUlJibTuzc6tx3/r6emVkZDgZLYCOcHa9t5f94fO+vr4uvweAtrlizZeXl+vBBx+0tu+9916FhYW5LEYArtOeNd/4XAzDMFyeK+gpSG4DgJt9//33Nu0TTjjBpfOfeuqp1se1tbX65JNP2hxz8OBBbdmyxdqeMmWKDMNwaVwA2ma/u+P8889vdS3u2bPHpp2amurwvdLS0mzae/fudXgsgI5zdr23186dO23a8fHxLr8HgLa5Ys0/9dRTOnLkiCRp8uTJOvfcc10WHwDXcnbNWywWm9Jh/fr1U0xMTKfF58nYyw4Abvbjjz9aH8fHxysuLk6SdODAAS1fvlzr1q3T0aNHVVlZqcjISA0YMECTJ0/W+eefr+jo6Dbnv+KKK/TOO++ooqJCkvTYY49p7NixLZY+qaio0N133626ujpJkp+fn66//vqOPk0ATqqrq9OHH35oc62tjy7aJ6QTExMdvl+fPn1anQtA52nPem+PiooKffrpp9a2l5dXp+wOB9A6V6z577//Xq+//rokyd/fXw888IDL4gPgWu1Z8wcOHLD5RGbjM7G+++47vf/++/r+++917NgxeXl5KTIyUmlpaTrttNN0zjnnyM/Pz7VPohsjuQ0AblRaWqqcnBxrOzk5WXV1dXrxxRe1dOlSa4L5uIqKCh0+fFjr1q3TkiVLNHfuXN14442tvuOblJSkhx9+WL///e/V0NCg3Nxc/fKXv9Q111yjGTNmKDk5Wd7e3srOztb69ev10ksvKSsrS5J5sOQjjzzi0CGUAFzrP//5j00t3BNOOKFJrVx7jQ+QlaSEhASH72ff99ixYw6PBdAx7Vnv7fHqq69a3+yWpBNPPFFRUVEuvw+A1nV0zdfW1mrevHnWs3Wuv/569evXz+VxAnCN9qz53bt327STk5NVWFioBx54QB9//HGT/sXFxdq/f79Wr16tZ555Rn/4wx90xhlnuOYJdHMktwHAjY6fan5cTEyM7rvvPn3wwQdtjq2oqNCzzz6rHTt26Kmnnmr1YIlzzjlHEREReuCBB3Tw4EEVFxfrySef1JNPPtnimGHDhmnevHmaMGGCw88HgOu055CpxkkrSa2evm7Pvq/9XAA6T1ccJLlr1y79+c9/trl20003ufw+ANrW0TX/0ksvKTMzU5I0aNAgzZ0712WxAXC99qz54uJim3ZAQICuuOIK69pvzdGjR3XzzTfrrrvu0tVXX+1csB6ImtsA4EalpaU27fXr11sT2wEBAbr++uu1YsUK/fDDD/ruu+/0+uuvN6nN9e9//7vVJPVxkydP1urVq3X11VfL29u71b4///nP9dJLL5HYBtykuLhYX3zxhbUdGBios846q81x9glpZz6O6O/v3+pcADpHe9e7MyoqKvS73/1ONTU11msXXHABP+cBN+jomt+7d69efPFFa/vBBx/sVeUHAE/T3jVvnyt4+eWXrYnthIQEPfDAA/r888+1ZcsWbdiwQc8//7zNAfEWi0WPP/641qxZ45on0o2R3AYAN7JPHh3/ARYREaG33npLv/vd7zRs2DAFBAQoNDRUJ5xwgh5//HE9/vjj8vL66Z/wV199VTt27Gj1XmvWrNH555+vV199VfX19a32/de//qUZM2Zo0aJFqq6ubuezA9BeK1eutElC/exnP1NISEib4+zXqzMvdu37VlVVOTwWQPu1d707ymKx6J577tGuXbus11JSUvSHP/zBZfcA4LiOrHmLxaJ58+ZZx1944YW8SQV0c+1d8+Xl5Tbt47mCkSNHasWKFbr00kuVlJQkPz8/RUVFacaMGXrzzTd1ySWXWMdYLBbdf//9NvfviUhuA4AbtZR4WrhwoVJTU1scd95552n27NnWtsVi0auvvtpi/xdeeEHXXXed9YC4qKgo3X777VqxYoUyMjK0efNmffrpp3rkkUc0ZMgQSWYtv2XLlumKK65o8oMVQOd6//33bdqOflzZfve1M7/I2vcNCAhweCyA9mvvenfUI488YlObMzQ0VM8995xCQ0Ndeh8AjunImn/rrbf03XffSTI3w9x1112uDA1AJ3DV7/WSFBQUpGeffVbh4eHNjjEMQ/Pnz9fIkSOt13Jzc7VixQrHA/ZAJLcBwI2aq4c7aNAgnXnmmW2Ovfbaa+Xr62ttr1mzxnqoTGPHD5Q4LjU1VStWrNB1112nYcOGKTg4WP7+/kpOTtZFF12k5cuXa+bMmdb+33//vebPn+/kMwPQXnv27NHmzZut7aSkJE2aNMmhsUFBQTZtZ5Lb9ru+7ecC4HodWe+OeOGFF/T3v//d2vb399cLL7ygYcOGueweABzXkTWfnZ2tJ554wtq+++67FRkZ6fIYAbiOK3+vl6Tzzz9fSUlJrY7z9vbWDTfcYHPt888/d+ienorkNgC4UXPJ7WnTpjk0NiYmRqNHj7a2i4uLm5yoXFtbq0WLFlnbx1/UxsbGtjivn5+fHn74YZsXvitXrtSWLVscigtAx9gfOGNfZ7819r8EO/OpC/u+JLeBzteR9d6W119/3ebNbR8fHz311FM68cQTXTI/AOd1ZM0vXLjQWpbgxBNP1IUXXujy+AC4VkfWfEdyBaeeeqrNRrj//ve/Do3zVCS3AcCNoqOjbX7oSLKWBXHE0KFDbdrZ2dk27XXr1ik3N9faPvfcc5WYmNjmvL6+vk1OVT5+0CWAztPQ0NDkY4POfFw5Pj7epn3s2DGHxx49etSmnZCQ4PBYAM7r6HpvzQcffKCHHnrI2jYMQ4888oimT5/ukvkBOK8ja/67777Tp59+Ksn8PX3BggWuDg+Ai3X053xzv4vbv/5vib+/v1JSUqztoqKiHl1328fdAQBAb+br66uUlBTt2bPHeq2l+lnNse9bXFxs0/7+++9t2s7s1rLv++OPPzo8FkD7rF+/3uZNqvHjx9v8YtqWQYMG2bSPHDni8Fj7RPjAgQMdHgvAeR1d7y357LPPdN9998lisViv3X///TYlxwB0vY6s+aKiIuvj2tpa/eIXv2hzjH25wj/84Q+6//77re1Fixbx7wLQiTr6c37w4MFNroWFhTk83r5vUVGR4uLiHB7vSdi5DQBuZv9DqyMHwNkfOlFQUGDTbq0cib2YmBibdmFhocNjAbRPRw+Ws09ub9u2zeGxW7dutWmT3AY6V2ccJLlhwwbddtttqqurs1677bbbdPnll3d4bgAd48o1X19f3+afxm9wSWayu/HfN3dWDwDX6eiaj46OblJX35W5gp6E5DYAuJn9Dmn70iKtsd9paf/Dz/4HWFVVlcNz2/cNDAx0eCwA55WVlVk/ciyZa+7nP/+5U3MMGTLEZpeG/ac3WrNp0ybrY29vb40bN86pewNwnCvWu70ffvhBN954o82L2blz5zY5VApA1+uMNQ+g+3LVmu9IriAnJ8f62MfHx6ld356G5DYAuNmMGTNsDpXIyMhwaJzFYrFJXHl7e2v48OE2faKiomzajcuftMX+cMro6GiHxwJw3urVq23eVDrjjDMUEhLi1Bw+Pj467bTTrO2jR4/qhx9+aHNcdna2Tb/09PQm/34AcB1XrPfGMjMz9Zvf/EYVFRXWa7/+9a915513dihOAK7R0TU/Y8YM7dy506k/N910k80cixcvtvl7DqQEOo+rfs7PmDHDpu1oruDgwYM2Z28NHz7cZQdWd0cktwHAzRISEmx2SH7++edNyok0Z926dTb1dEePHt3kB+bo0aNt2v/6178cjmvlypU27bFjxzo8FoDz7E9Tb++LTvtdIW+88UabY9566y3V19db22eddVa77g3AMa5a75KUlZWlq6++2ubcjfPPP18PPPBAu+cE4FquXPMAuj9Xrflp06YpKCjI2v7nP//p0Lh33nnHpj158uR23d9TkNwGgG7g5ptvtj6urq7WQw891Gr/8vJyPfLIIzbXZs+e3aTfhAkTbD5+tG3bNr3++uttxrNp06YmPxCnTZvW5jgA7ZOVlWWzEyMxMVGTJk1q11zTp0+3OUn9gw8+0Lffftti/3379ukvf/mLtR0bG6tf/epX7bo3gLa5cr1nZ2drzpw5Nruzfvazn2nx4sU9eocW4ElcueYBdH+uXPOhoaG66qqrrO0ff/yxzY0rO3fu1LJly6xtX19fXXLJJe26v6cguQ0A3cBJJ52kqVOnWturV6/W3XffrdLS0iZ9s7KyNGfOHO3bt896bdSoUc3W8PL399c111xjc+3hhx/W888/32z9bYvFog8//FBz585VbW2t9fq0adM0cuTI9jw1AA5Yvny5Tfv8889vd2LKMAzdfvvt1rbFYtGNN96oDRs2NOm7bds2XXXVVaqurrZeu+mmmxQQENCuewNom6vWe3FxsebOnatDhw5Zr5166ql64okn5O3t3eE4AbiGK3/GA+j+XL3mr7nmGsXGxlrbDz/8sP72t7/ZfOryuA0bNmjOnDk2v9tffvnlSkxMbPf9PYFhsT9CFwDgFsXFxbr44ottktahoaE69dRTlZKSotraWmVmZurrr7+2STxHRUXpn//8Z4s/sGpqanTNNddo48aNNtcjIiJ08sknq2/fvvL29lZOTo6+/vprHT582KZfnz599Pbbbys+Pt6FzxbAcRaLRdOnT7dZe//+97/Vr1+/Ds37pz/9SS+//LLNtXHjxmn06NHy8vLSzp079dVXX6nxr4LnnXee/vjHP3bovgBa5sr1/t577+mee+6xuebl5eX0C+iZM2dq0aJFTt8fQNs662e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      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_hdi(customer_1516_history[\"T\"], p_alive, color=\"C0\")\n",
    "plt.plot(customer_1516_history[\"T\"], p_alive.mean((\"draw\", \"chain\")), marker=\"o\")\n",
    "plt.axvline(\n",
    "    customer_1516_history[\"recency\"].iloc[0], c=\"black\", ls=\"--\", label=\"Purchase\"\n",
    ")\n",
    "plt.axvline(customer_1516_history[\"recency\"].iloc[-1], c=\"black\", ls=\"--\")\n",
    "\n",
    "plt.title(\"Probability Customer 1516 will purchase again\")\n",
    "plt.xlabel(\"T\")\n",
    "plt.ylabel(\"p\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a45c921f",
   "metadata": {},
   "source": [
    "From the plot above, say that customer 1516 makes a purchase at week 73.5, just over 6 weeks after they have made their last recorded purchase. We can see that the probability of the customer returning quickly goes back up!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "815d2f63",
   "metadata": {},
   "source": [
    "## Estimating Customer Lifetime Value Using the Gamma-Gamma Model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d26ffad",
   "metadata": {},
   "source": [
    "Until now we’ve focused mainly on transaction frequencies and probabilities, but to estimate economic value we can use the Gamma-Gamma model.\n",
    "\n",
    "The Gamma-Gamma model assumes at least 1 repeat transaction has been observed per customer. As such we filter out those with zero repeat purchases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "ee66d183",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\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>customer_id</th>\n",
       "      <th>frequency</th>\n",
       "      <th>recency</th>\n",
       "      <th>T</th>\n",
       "      <th>monetary_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>23.723333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>11.770000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>14.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>76.503571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>11.770000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>26.760000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2351</th>\n",
       "      <td>2352</td>\n",
       "      <td>1.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>14.490000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2352</th>\n",
       "      <td>2353</td>\n",
       "      <td>2.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>19.775000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2353</th>\n",
       "      <td>2354</td>\n",
       "      <td>5.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>44.928000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2354</th>\n",
       "      <td>2355</td>\n",
       "      <td>1.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>24.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2355</th>\n",
       "      <td>2356</td>\n",
       "      <td>6.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>31.871667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1126 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      customer_id  frequency  recency     T  monetary_value\n",
       "0               1        3.0     49.0  78.0       23.723333\n",
       "1               2        1.0      2.0  78.0       11.770000\n",
       "5               6       14.0     76.0  78.0       76.503571\n",
       "6               7        1.0      5.0  78.0       11.770000\n",
       "7               8        1.0     61.0  78.0       26.760000\n",
       "...           ...        ...      ...   ...             ...\n",
       "2351         2352        1.0     47.0  66.0       14.490000\n",
       "2352         2353        2.0     53.0  66.0       19.775000\n",
       "2353         2354        5.0     24.0  66.0       44.928000\n",
       "2354         2355        1.0     44.0  66.0       24.600000\n",
       "2355         2356        6.0     62.0  66.0       31.871667\n",
       "\n",
       "[1126 rows x 5 columns]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nonzero_data = rfm_data.query(\"frequency>0\")\n",
    "nonzero_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c844025c-8f6b-4128-a109-cf3af964ca04",
   "metadata": {},
   "source": [
    "If computing the monetary value from your own data, note that it is the *mean* of a given customer’s value, *not* the sum. `monetary_value` can be used to represent profit, or revenue, or any value as long as it is consistently calculated for each customer.\n",
    "\n",
    "The Gamma-Gamma model relies upon the important assumption there is no relationship between the monetary value and the purchase frequency. In practice we need to check whether the Pearson correlation is less than 0.3:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "e8ccbfb7-1951-49fa-bf57-a43fbf5df4cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>monetary_value</th>\n",
       "      <th>frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>monetary_value</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.052819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>frequency</th>\n",
       "      <td>0.052819</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                monetary_value  frequency\n",
       "monetary_value        1.000000   0.052819\n",
       "frequency             0.052819   1.000000"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nonzero_data[[\"monetary_value\", \"frequency\"]].corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "057edfe6-ac7c-48f9-941f-6e5c047b09c5",
   "metadata": {},
   "source": [
    "Transaction frequencies and monetary values are uncorrelated; we can now fit our Gamma-Gamma model to predict average spend and expected lifetime values of our customers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ad94288",
   "metadata": {},
   "source": [
    "The Gamma-Gamma model takes in a 'data' parameter, a pandas DataFrame with 3 columns representing Customer ID, average spend of repeat purchases, and number of repeat purchase for that customer. As with the BG/NBD model, these parameters are given HalfFlat priors which can be too diffuse for small datasets. For this example, we will use the default priors, but other priors can be specified just like with the BG/NBD example above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "d2f5bf8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Gamma-Gamma Model (Mean Transactions)\n",
       "         p ~ HalfFlat()\n",
       "         q ~ HalfFlat()\n",
       "         v ~ HalfFlat()\n",
       "likelihood ~ Potential(f(q, p, v))"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg = clv.GammaGammaModel(data=nonzero_data)\n",
    "gg.build_model()\n",
    "gg"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc7e4225",
   "metadata": {},
   "source": [
    "By default, `fit` approximates full Bayesian posterior using [MCMC](https://en.wikipedia.org/wiki/Markov_chain_Monte_Carlo) sampling provided by `pymc.sample`. If the full posterior is not needed or MCMC sampling is too slow, users can obtain the single [maximum a posteriori estimate](https://en.wikipedia.org/wiki/Maximum_a_posteriori_estimation) via the `fit_method` kwarg."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "f8f280ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "36794169555942338f4b83b3e9d08a49",
       "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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "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"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gg.fit(fit_method=\"map\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "111da936",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "p     4.785\n",
       "q     3.882\n",
       "v    22.653\n",
       "Name: value, dtype: float64"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.fit_summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "6928cb36",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [p, q, v]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3bdee588a7fc49dfb8510caa8914d15e",
       "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"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 5 seconds.\n"
     ]
    }
   ],
   "source": [
    "gg.fit();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "078fb357",
   "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>p</th>\n",
       "      <td>4.834</td>\n",
       "      <td>0.775</td>\n",
       "      <td>3.484</td>\n",
       "      <td>6.264</td>\n",
       "      <td>0.027</td>\n",
       "      <td>0.019</td>\n",
       "      <td>866.0</td>\n",
       "      <td>1124.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>q</th>\n",
       "      <td>3.927</td>\n",
       "      <td>0.277</td>\n",
       "      <td>3.436</td>\n",
       "      <td>4.477</td>\n",
       "      <td>0.009</td>\n",
       "      <td>0.006</td>\n",
       "      <td>956.0</td>\n",
       "      <td>1366.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>v</th>\n",
       "      <td>23.525</td>\n",
       "      <td>5.259</td>\n",
       "      <td>13.948</td>\n",
       "      <td>33.128</td>\n",
       "      <td>0.187</td>\n",
       "      <td>0.132</td>\n",
       "      <td>793.0</td>\n",
       "      <td>1040.0</td>\n",
       "      <td>1.0</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",
       "p   4.834  0.775   3.484    6.264      0.027    0.019     866.0    1124.0   \n",
       "q   3.927  0.277   3.436    4.477      0.009    0.006     956.0    1366.0   \n",
       "v  23.525  5.259  13.948   33.128      0.187    0.132     793.0    1040.0   \n",
       "\n",
       "   r_hat  \n",
       "p    1.0  \n",
       "q    1.0  \n",
       "v    1.0  "
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.fit_summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "8c53afb0",
   "metadata": {},
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 2484x552 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 563,
       "width": 2495
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_posterior(gg.fit_result);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec45dde5",
   "metadata": {},
   "source": [
    "### Predicting spend value of customers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1532f34",
   "metadata": {},
   "source": [
    "Having fit our model, we can now use it to predict the conditional, expected average lifetime value of our customers, including those with zero repeat purchases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "00fca54a",
   "metadata": {},
   "outputs": [],
   "source": [
    "expected_spend = gg.expected_customer_spend(data=rfm_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "d3b123c1",
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>x[1]</th>\n",
       "      <td>26.098</td>\n",
       "      <td>0.441</td>\n",
       "      <td>25.305</td>\n",
       "      <td>26.927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[2]</th>\n",
       "      <td>21.591</td>\n",
       "      <td>1.349</td>\n",
       "      <td>19.078</td>\n",
       "      <td>24.058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[3]</th>\n",
       "      <td>37.603</td>\n",
       "      <td>0.877</td>\n",
       "      <td>36.022</td>\n",
       "      <td>39.339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[4]</th>\n",
       "      <td>37.603</td>\n",
       "      <td>0.877</td>\n",
       "      <td>36.022</td>\n",
       "      <td>39.339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[5]</th>\n",
       "      <td>37.603</td>\n",
       "      <td>0.877</td>\n",
       "      <td>36.022</td>\n",
       "      <td>39.339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[6]</th>\n",
       "      <td>74.840</td>\n",
       "      <td>0.369</td>\n",
       "      <td>74.135</td>\n",
       "      <td>75.477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[7]</th>\n",
       "      <td>21.591</td>\n",
       "      <td>1.349</td>\n",
       "      <td>19.078</td>\n",
       "      <td>24.058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[8]</th>\n",
       "      <td>30.877</td>\n",
       "      <td>0.610</td>\n",
       "      <td>29.815</td>\n",
       "      <td>32.043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[9]</th>\n",
       "      <td>36.427</td>\n",
       "      <td>0.149</td>\n",
       "      <td>36.153</td>\n",
       "      <td>36.711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[10]</th>\n",
       "      <td>37.603</td>\n",
       "      <td>0.877</td>\n",
       "      <td>36.022</td>\n",
       "      <td>39.339</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         mean     sd  hdi_3%  hdi_97%\n",
       "x[1]   26.098  0.441  25.305   26.927\n",
       "x[2]   21.591  1.349  19.078   24.058\n",
       "x[3]   37.603  0.877  36.022   39.339\n",
       "x[4]   37.603  0.877  36.022   39.339\n",
       "x[5]   37.603  0.877  36.022   39.339\n",
       "x[6]   74.840  0.369  74.135   75.477\n",
       "x[7]   21.591  1.349  19.078   24.058\n",
       "x[8]   30.877  0.610  29.815   32.043\n",
       "x[9]   36.427  0.149  36.153   36.711\n",
       "x[10]  37.603  0.877  36.022   39.339"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(expected_spend.isel(customer_id=range(10)), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "7a7471f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 511,
       "width": 611
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "labeller = MapLabeller(var_name_map={\"x\": \"customer\"})\n",
    "az.plot_forest(\n",
    "    expected_spend.isel(customer_id=(range(10))), combined=True, labeller=labeller\n",
    ")\n",
    "plt.xlabel(\"Expected mean spend\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e0737f0",
   "metadata": {},
   "source": [
    "We can also look at the average expected mean spend across all customers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "f8593742",
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>x</th>\n",
       "      <td>37.992</td>\n",
       "      <td>0.553</td>\n",
       "      <td>36.963</td>\n",
       "      <td>39.047</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     mean     sd  hdi_3%  hdi_97%\n",
       "x  37.992  0.553  36.963   39.047"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(expected_spend.mean(\"customer_id\"), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "a5059bd2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_posterior(expected_spend.mean(\"customer_id\"))\n",
    "plt.axvline(expected_spend.mean(), color=\"k\", ls=\"--\")\n",
    "plt.title(\"Expected mean spend of all customers\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "653f74ac",
   "metadata": {},
   "source": [
    "### Predicting spend value of a new customer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "cad44cc8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_posterior(gg.expected_new_customer_spend())\n",
    "plt.title(\"Expected mean spend of a new customer\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81bb907a",
   "metadata": {},
   "source": [
    "### Estimating CLV"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a6e388f",
   "metadata": {},
   "source": [
    "Finally, we can combine the GG with the BG/NBD model to obtain an estimate of the customer lifetime value. This relies on the [Discounted cash flow](https://en.wikipedia.org/wiki/Discounted_cash_flow) model, adjusting for cost of capital:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "0fa553da",
   "metadata": {},
   "outputs": [],
   "source": [
    "clv_estimate = gg.expected_customer_lifetime_value(\n",
    "    transaction_model=bgm,\n",
    "    data=rfm_data,\n",
    "    future_t=12,  # months\n",
    "    discount_rate=0.01,  # monthly discount rate ~ 12.7% annually\n",
    "    time_unit=\"W\",  # original data is in weeks\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "1dc2fbc7",
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>x[1]</th>\n",
       "      <td>29.223</td>\n",
       "      <td>1.044</td>\n",
       "      <td>27.281</td>\n",
       "      <td>31.218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[2]</th>\n",
       "      <td>3.104</td>\n",
       "      <td>0.307</td>\n",
       "      <td>2.548</td>\n",
       "      <td>3.688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[3]</th>\n",
       "      <td>5.611</td>\n",
       "      <td>0.233</td>\n",
       "      <td>5.145</td>\n",
       "      <td>6.024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[4]</th>\n",
       "      <td>5.611</td>\n",
       "      <td>0.233</td>\n",
       "      <td>5.145</td>\n",
       "      <td>6.024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[5]</th>\n",
       "      <td>5.611</td>\n",
       "      <td>0.233</td>\n",
       "      <td>5.145</td>\n",
       "      <td>6.024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[6]</th>\n",
       "      <td>500.912</td>\n",
       "      <td>16.892</td>\n",
       "      <td>469.930</td>\n",
       "      <td>531.729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[7]</th>\n",
       "      <td>4.081</td>\n",
       "      <td>0.350</td>\n",
       "      <td>3.406</td>\n",
       "      <td>4.714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[8]</th>\n",
       "      <td>16.206</td>\n",
       "      <td>0.441</td>\n",
       "      <td>15.394</td>\n",
       "      <td>17.039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[9]</th>\n",
       "      <td>46.867</td>\n",
       "      <td>1.305</td>\n",
       "      <td>44.422</td>\n",
       "      <td>49.314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[10]</th>\n",
       "      <td>5.611</td>\n",
       "      <td>0.233</td>\n",
       "      <td>5.145</td>\n",
       "      <td>6.024</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          mean      sd   hdi_3%  hdi_97%\n",
       "x[1]    29.223   1.044   27.281   31.218\n",
       "x[2]     3.104   0.307    2.548    3.688\n",
       "x[3]     5.611   0.233    5.145    6.024\n",
       "x[4]     5.611   0.233    5.145    6.024\n",
       "x[5]     5.611   0.233    5.145    6.024\n",
       "x[6]   500.912  16.892  469.930  531.729\n",
       "x[7]     4.081   0.350    3.406    4.714\n",
       "x[8]    16.206   0.441   15.394   17.039\n",
       "x[9]    46.867   1.305   44.422   49.314\n",
       "x[10]    5.611   0.233    5.145    6.024"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(clv_estimate.isel(customer_id=range(10)), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "26636619",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 511,
       "width": 611
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_forest(\n",
    "    clv_estimate.isel(customer_id=range(10)), combined=True, labeller=labeller\n",
    ")\n",
    "plt.xlabel(\"Expected CLV\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d524c246",
   "metadata": {},
   "source": [
    "According to our models, customer[6] has a much higher expected CLV. There is also a large variability in this estimate that arises solely from uncertainty in the parameters of the BG/NBD and GG models. \n",
    "\n",
    "In general, these models tend to induce a strong correlation between expected CLV and uncertainty. This modelling of uncertainty can be very useful when making marketing decisions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "d56da0f3-9f85-4972-898c-ba0490cdb12e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last updated: Wed Oct 23 2024\n",
      "\n",
      "Python implementation: CPython\n",
      "Python version       : 3.10.14\n",
      "IPython version      : 8.22.2\n",
      "\n",
      "pymc    : 5.13.0\n",
      "pytensor: 2.20.0\n",
      "\n",
      "matplotlib    : 3.8.4\n",
      "numpy         : 1.26.4\n",
      "pytensor      : 2.20.0\n",
      "arviz         : 0.18.0\n",
      "pandas        : 2.2.2\n",
      "pymc_marketing: 0.9.0\n",
      "\n",
      "Watermark: 2.4.3\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -n -u -v -iv -w -p pymc,pytensor"
   ]
  }
 ],
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