{
 "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\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 (coming soon)\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": 1,
   "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": 2,
   "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": 3,
   "id": "5b56f8db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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": 3,
     "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": 4,
   "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": 4,
     "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": 5,
   "id": "d6431c58",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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DBg3SKaecUm//Rx55JKSBnZSUpGeffVbJycnNuu6OxvyBBx6o119/vV7z1eVyaciQITrjjDP0xz/+MWTp988//1wzZ87U0KFDGz3/woUL6zXwMzMz9eqrrwZvrNmhU6dOOuuss3T66afr4Ycf1r/+9a/gaytXrtRTTz2lu+66q8HrfPbZZyGzwnv27KmpU6eqS5cuDe7fpUuXYH7HjBmjH374odHHQESLH3/8UcYY3XPPPRo5cmS917t06aIRI0aEbLMztwAAAADCw7L2AAAAANAKdp1FvkPnzp1tqKTlFRQUhDw//Ygjjmi0Md+Qzp07hzyXu6W89dZbwdmiUm1D/IUXXqjXmK9ryJAhuvPOO0O2LV26dI+Wt7/nnnua/GzuuusupaSkBMc+n0/ffPONOnTooBdffLFe83pXHTt2rLcU+ueff97gUuC7evzxx0OWJL/ooot0//33NzqTeYcuXbroxRdfDM7ElmpXOVixYsVuj6srPj5eL7300m7fW0tasGCBMjMz9/h/u94M0ZiLLrpI5557bsi2u+++Wz///HPItg8++EBTpkwJ2Xb//ffv8c0JycnJeuWVV3Y7K7pDhw7661//qqysrJDtdWdk1/Xiiy+qpqYmOO7atav+8Y9/1GvM7yo2Nlb33XefTj311JDtkydPbnQp/V1vVJCka665ptHGfEP69u1b771Fo2uuuabBxnxj7M4tAAAAgKbRnAcAAACAVrDjOeG7crlcNlTS8kpKSkLGO5axjiY1NTWaPHlyyLbzzjtPxxxzTFjHX3HFFerfv3/ItkmTJjWrhszMzLBm+3fq1EmDBw+ut/2SSy5RZmZmk8cfddRRSk9PD46rqqp223RbtGiRcnNzg+Pu3bs3OoO5IW63W2PGjAnZtuvM/3BcfPHFbXZliV09+OCD6tWrV3C8ZcsW3XLLLcFZ3WvWrNG9994bcsywYcM0bNiwPb7mtddeq549eza5X3x8fMjMfknKz8/XV1991eD+P/30U71HUtx+++3q2rVrk9cyxui+++5TUlJScFtlZWWjXzdbtmwJGUfj95i91bVrV/3+978Pe/9oyC0AAACAptGcBwAAAIBW0NASys1dktopdp3lLUnLly8PmU0bDVatWqWioqKQbZdffnnYx8fExNTb/+uvv25yRvquLrzwwrD33bGc/54ef+ihh4aMd32eeF3vv/9+yPiCCy5o9tfqaaedpri4nU/SW7BgQbOOr7tcd1uVnJysZ599NqQpvWTJEj3++OOqrKzUzTffHHzuuCT16dOnXsO8OWJjY5v12e76KIkddn2cxK4+//zzkEdEuN1unXPOOWFfq3v37vVWzGhsNYq6NzYtXbo07Os4xdChQ5WQkBD2/tGQWwAAAABN45nzAAAAANAKGlpWuKHZ9G3BQQcdJJfLJb/fL6l2tu19992nu+++W506dbK5ulqLFi0KGaenp9drYDfltNNO0z333BNsSFZVVWnp0qU68sgjwzp+0KBBYV9rv/32Cxm73W4dfPDBe3x83ZnHu6rbkPvtb38b9nV26NSpkw444IDgTQCrVq1SaWmpOnbs2OSxqampysjIaPY1I+nAAw/UlVdeucfH727J+LoyMjJ0//336+677w5umzRpkpYuXRqywkFycrKeeeaZkEZ+c2VlZe12ifmGnHzyyVqyZElwvOO59XXVzdSJJ57Y5HLqdZ1++umaPn16cLx06VJt27at3nnqLkn/0ksv6cADD2yVx2G0lqOPPrpZ+9udWwAAAADhoTkPAAAAAK2goRmMuz6XvS2JjY3VhRdeqFdffTW4bdq0aZozZ47OOOMMDR48WIMGDVLnzp1tq7Husu7NbcxLtY2sAw88UGvWrAk5b7jN+V2Xmm9K3ebYfvvtJ2NM2MfX/frbdTb2rsrKyrRq1aqQbQsXLtTKlSvDvtYOu64WUVNTo19//TWsJp/djXlJ6tatW1iPHIiUYcOG6ZtvvtE777wT3Fa32T1u3Lhm3ZDRkLqPYghHv379QsY//PBDg/tFIlN1j6msrNRPP/2kPn36hGwfPHiwunfvrg0bNkiq/bq9+eabdfDBB+vMM8/U8ccfr379+oXMAnea5uQgGnILAAAAIDzO/a8UAAAAAHCQtLS0ett8Pl/rF9JKfv/73+vrr7/WsmXLgtu2bt2qadOmadq0aTLGqHfv3howYICOOuooHXfccc2e0bs3SkpKQsYej2ePztOjR4+Q5nxz/k3rLs29OzExoU+la+4KBLGxsSHjxh4z8Ouvv4YsTS5JTzzxRLOu1Rifz6f999+/yf3cbndEruc0999/v5YuXdpgQ/WCCy7Qeeedt9fXaM4NITvUzUZZWVmDs9kjkam0tDQlJCSosrKy0fNKUkJCgh5//HFde+21Ic3kH3/8Uc8//7yef/55JScn69BDD1V2draOPvpoHXnkkYqPj292TXZpzs1L0ZBbAAAAAOHhmfMAAAAA0Aoaam7UnWnaliQnJ2vSpEkaMWJEvcawJFmWpR9//FFvv/227rjjDh1//PG66qqr9Omnn7ZKfXUbfnu63H7dBntDjcTGNGfmeySP3Z3m1N9cFRUVYe3X3OdktxVJSUm6/vrr621PS0vbq+fM72pPvs4buomkoccitFSmGrvh5ZhjjtHkyZN1yCGHNPh6WVmZFixYoBdffFFXXnmlfvvb3+qBBx5QQUHBHtXV2pozWz0acgsAAAAgPDTnAQAAAKAVHHzwwfVmbS5dutSmalpHx44d9ec//1mzZ8/W6NGjlZGR0WhTORAI6Msvv9To0aN11VVXyev1tnK1kdFSTfPWUlVV1WLnrjuzF6F8Pp+efPLJetu9Xq/+85//2FBRrT39d4tUFnZ3nsMOO0zTp0/XxIkTde6556pr166N7uvz+TRlyhSdeeaZevnllyNSW7QgtwAAAIBzsKw9AAAAALSC+Ph4HXHEEfrmm2+C2xYtWqSqqirHLLXc2FLoTTnggAN066236tZbb5XP59O3336rhQsXauHChVqyZImqq6tD9v/yyy911VVX6c0339zj2bdNqbtk9NatW/foPH6/P2SckpKyxzVFg7qfS3x8vPLy8uotq4/IsixLd911l4qKihp8/f7779ehhx6qgw46aK+usydf5w0d09DXeefOnUNuqqmbjXDVPa6p5d2NMTr++ON1/PHHS5JWr16t3Nxc5ebm6ttvv9XPP/8csn9VVZWefPJJlZeX6+abb96jGpuyp98r9xS5BQAAAJyD39IBAAAAoJUMHjw4ZFxcXKxPPvmkVa5dt0kTCASafY6GlrJuLrfbrVNOOUV//OMf9eabb2r+/Pl69NFHlZGREbLfqlWr9Morr+z19XZXx64KCwv36Dx1G39Of156ly5dQsZVVVVav369TdW0H3//+99DHukQExMT8sz2srIy3XzzzSHPYt8TjTX/d6duNpKTk+s9b16KTKa8Xm+999icZ69LUu/evTVixAg99thj+vjjj/XBBx/o2muvrfe4hJdeekn5+fkNnmNvv19G4ntlc5BbAAAAwDlozgMAAABAKxkyZIji4kIXMJs8eXKrXLvu84vLysqadXxJSYlKS0sjWZKk2hm4w4YN0/Tp03XSSSeFvPbuu+9G/Ho71L0ZYE8eMbB161b99NNPIdsyMzP3qi67ud1upaenh2zbdbUHRN7ChQv19NNPh2y76aabNHHixJCG8ooVK/Twww/v1bWWLVvW7GOWL18eMm7sazwSmap7TEJCgg488MBmn2dXvXv31u2336533nknZMZ/IBDQBx980OAxe/v9ck9ugtgb5BYAAABwDprzAAAAANBK0tLSdO6554Zs++qrr/T+++9H7BqNLafscrlCxs2d1drSjZ64uDjdfvvtIdsKCwsbXYY7NjY2ZNzcma0DBgwIGRcVFTW7cfmf//wn5POOj4/XYYcd1qxzRKNjjz02ZDx79mybKmn7iouLNXbs2JBHOxx33HG68cYb1bt3b40bNy5k/7feemuvvl/k5eVp06ZNzTrm448/DhkffvjhDe5XN1Pz5s3Ttm3bmnWtuXPnhowPPfTQiD3246CDDtJFF10Usm3FihUN7lv3+2XdFTKasmDBguYVFwHkFgAAAHAGmvMAAAAA0IrGjBmjxMTEkG1//vOf93hZ9V19//33evbZZxt8LT09XUlJScHxli1btGrVqrDP/eabb+51fU3p2bNnvW3l5eUN7lt3Zmtzn6Xdp0+fkGXDJemf//xn2MdbllVv/6OPPloJCQnNqiManX766SHjTz/9VHl5eTZV03bteM78L7/8EtyWlpamv/71r8Fl1c877zwNGzYs5Lj7779fa9as2aNrBgIBTZ06Nez9lyxZoiVLloRsO/HEExvc9/jjj5cxJjj2+XyaNWtW2NfauHGj5syZE9a19lSPHj1Cxo3NiO/du3fIePXq1WEvVW9ZVrM+40ghtwAAAIAz0JwHAAAAgFbUo0cPjR07NmSbz+fTpZdeqtWrV+/xeadOnaqLL75YGzZsaPD12NhY9evXL2TbtGnTwjr33Llz9d///jfsWnadBdwcdZ//HBsbW+9Zyjvss88+uz22KTExMbr00ktDtk2fPj3sGa//+te/6i3BPXLkyGbVEK1OOOGEeisA3H777SouLt7jc1qWtbdltTkTJ07UvHnzguPY2Fg9+eST9b6277//fvXp0yc4Li0t1S233LLHz5+fOHGiCgoKmtyvqqpKDz74YMi2Aw88UMccc0yD+x9wwAE6/vjjQ7Y98cQT2rx5c1h1PfTQQyHN8sTERF144YUN7hup7zFpaWkN7peWlqZ99903OK6qqtKMGTPCusY//vGPvfpevqfILQAAAOAMNOcBAAAAoJWNGjWq3vL269ev1yWXXKLXX39dVVVVYZ/r22+/1WWXXab77rtPFRUVu9237szKf/3rX00uV//ZZ5/pzjvvDLseSZo8ebKuu+46ffnll2E3dyoqKvToo4+GbMvOzq63fP0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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": 6,
   "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": 7,
   "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": 7,
     "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": 8,
   "id": "3af6449f",
   "metadata": {},
   "outputs": [],
   "source": [
    "model_config = {\n",
    "    \"a_prior\": {\"dist\": \"HalfNormal\", \"kwargs\": {\"sigma\": 10}},\n",
    "    \"b_prior\": {\"dist\": \"HalfNormal\", \"kwargs\": {\"sigma\": 10}},\n",
    "    \"alpha_prior\": {\"dist\": \"HalfNormal\", \"kwargs\": {\"sigma\": 10}},\n",
    "    \"r_prior\": {\"dist\": \"HalfNormal\", \"kwargs\": {\"sigma\": 10}},\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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": 9,
     "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": 10,
   "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": "07fede16837b40c8a5bfef246626f65f",
       "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 8 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>0.684</td>\n",
       "      <td>0.157</td>\n",
       "      <td>0.423</td>\n",
       "      <td>0.983</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.003</td>\n",
       "      <td>1556.0</td>\n",
       "      <td>1841.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alpha</th>\n",
       "      <td>7.096</td>\n",
       "      <td>0.516</td>\n",
       "      <td>6.167</td>\n",
       "      <td>8.080</td>\n",
       "      <td>0.012</td>\n",
       "      <td>0.008</td>\n",
       "      <td>1953.0</td>\n",
       "      <td>2221.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b</th>\n",
       "      <td>3.254</td>\n",
       "      <td>0.990</td>\n",
       "      <td>1.753</td>\n",
       "      <td>5.151</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0.018</td>\n",
       "      <td>1514.0</td>\n",
       "      <td>1643.0</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>0.251</td>\n",
       "      <td>0.299</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>2317.0</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      0.684  0.157   0.423    0.983      0.004    0.003    1556.0    1841.0   \n",
       "alpha  7.096  0.516   6.167    8.080      0.012    0.008    1953.0    2221.0   \n",
       "b      3.254  0.990   1.753    5.151      0.026    0.018    1514.0    1643.0   \n",
       "r      0.276  0.013   0.251    0.299      0.000    0.000    1947.0    2317.0   \n",
       "\n",
       "       r_hat  \n",
       "a        1.0  \n",
       "alpha    1.0  \n",
       "b        1.0  \n",
       "r        1.0  "
      ]
     },
     "execution_count": 10,
     "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": 11,
   "id": "fe4ab5d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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o9elvFR3N+ggAgH/jch9keu++7w7Iit4gNWzgo84AAAAA/9/N5YymTDQaNdyoePFLv7NsudS6rVWf/l798SeFRgAAAAAAkLFYazVmnNXWbW7esIH0ZAvf9AkAAABA1lLrFqNmD7vZmrXSp5/7pDsAAACAX4mJsfr5Zzdr0pgDsQAAAHypUEGjEUONgoLcfNwEq/Ub2FcCAAAAAACAzCc62qr/QKvPvkj+rNWzUpdORh4P85gAAAAAkFncc5fR8KFGwUnWRiz/Verey+rsWdZHAAD8F5f7IFPbscNq+a9u1qK5UUAARXoAAAD4njFGDW4zmveWUZdORvnyXvq9JUulVq2tBgzyaucuio0AAAAAACBj+GiB9M13blasmNS3l5ExzNcBAAAASB/t2xkVLuRmM2ZaHTjI3CsAAACytuW/SueiE9sej3RHI9/1BwAAAOdVqWzUo6u7riI+XuoXYXWQuiYAAAAAAAAykZMnrTp1tVr6s5sbI3V8xejFFzzsQQIAAACATKjBbUZjRhllC3Xzteukjl2sTpxgfQQAwD9xuQ8ytfnvu4OwXDmlpvf5qDMAAADAZQQGGv37X0YfvGvU4WWj3Lkv/d4PP0rPPm81ZJhXe/dRcAQAAAAAAP5r1WqraTPc+kVYmDRquFGOHGyqAQAAAJB+wsKMevd0v4eci5ZGjrbyepl3BQAAQNa1+Ad3PFyjupQ3LzV8AAAAf9D0fqMWzd3sxAmpRx+rM2eoawIAAAAAACDj23/Aqt0rVr9vcvPgIGnIQKPmjzF3CQAAAACZWa1bjCaON8qe3c23bpPatrfavZv1EQAA/8PlPsi0Dhy0+v57N/tXMyk0lGI9AAAA/FNoqNGTLYw+fNfopTZGOXMmf8da6dvvpaeftRoxyqv9Byg6AgAAAAAA/3LwoNXAwVYJXjcf0Neo5I3M1QEAAABIf7VuMXrkITdbs1b66GOfdAcAAADwuXPnrH7+xc0a30ENHwAAwJ+83Nbo1tputmuX1H+gVXw8e0kAAAAAAACQcW3ZatWug9W+fW6ePbs0YZxh7hIAAAAAsojKlYxem2yUN4+bHzwovdTBas1a1kcAAPwLl/sg03r3fffAsNBQ6bFHKdYDAADA/4WFGT3zlNFH7xm9+IJR9vDk7yR4pYX/lVo+YzV6nFeHDlN4BAAAAAAAvhcdbdWnv9Wp027+Qiujhg2YqwMAAADgO+3bGRUq5GazZlvt2MFcKwAAALKeX36VoqMT2x6PdHsj3/UHAAAAyQUGGg0ZaFSqpJuv/k0aN8HKWmqbAAAAAAAAyHh+XWH1aierEyfcvGBBafpUo+rV2H8EAAAAAFnJTWWMpk01Kpxk31dkpNSlu9U337I+AgDgP7jcB5nS8eNWCxe62SMPSblzU7AHAABAxhEebtTqWaMP3zdq9awUFpb8nYQE6YsvpSeesho/yaujRyk+AgAAAAAA37DWauQYqz/+dPOGt0mtnvVNnwAAAADgb+HhRv16u2sIY+OkIcOtYmOZZwUAAEDWsvgHdwxcs4aUhz03AAAAfid7dqOxo4zy5nHzLxdK89/zTZ8AAAAAAACAa/X1f6169rE6F+3mZUpLs6YZlS7FnCUAAAAAZEXFixnNmm5U/mY3j4+Xho6wenuulbXs/wIA+B6X+yBT+mCBVWxcYjswUHqiOQV7AAAAZEw5cxi9+IJHH71n9HRLKTQ0+Tvx8dInn0otWlpNec2r48cpPgIAAAAAgPT13gfSosVuVvJGqX9fI4+HuToAAAAAvlezhlGL5m72x5/SG28xvwoAAICsIyrK6pflbtakMXV8AAAAf1W4sNGoEUYhIW4+c7bV4h+pbQIAAAAAAMD/WWs19x2r4aOsEhLcZzVrSNOmGBUowJwlAAAAAGRl+fIZTZ1k1PC25M/eeNNqxCirmBjWSQAAfIvLfZDpnD5j9cmnbnb/faJoDwAAgAwvVy6jdm3PX/LTorkUHJz8ndg46cMFUvOWVtNnenXyJAVIAAAAAACQ9n5dYTVztluHyB4ujRhmFB7OPB0AAAAA/9G2tVGZ0m723vvSmrXMrQIAACBrWPqzFBOT2A7wSI0a+K4/AAAA+GcVKxhF9DcySZZgDBtutfF3apsAAAAAAADwXwkJVuMnWs1+I3kd6647pXGjjbJnZ+8RAAAAAEDKls1o2BCjx/+d/NnX30ivdLY6epR1EgAA3+FyH2Q6Hy2wOncuse3xSE89QdEeAAAAmUeePEavtvfow/eMHntUCgpK/k5MjPTu+9LjT1rNm28VG0sREgAAAAAApI19+6wGDrHyehMzY6SBA4xKFGeeDgAAAIB/CQkxGtDPOPOs1krDRlpFRjKvCgAAgMzvm+/ccW+tWlLu3NTzAQAA/N3tDY3at3PHbbFxUq8+Vrt2U9sEAAAAAACA/zl3zqpfhNWnnyd/1vIJKaKfUXAwc5UAAAAAgEQBAUadXvWo06tGJslXxs2bpdZtrdZvYJ0EAMA3uNwHmcrpM1YfLnCzxndIxYpRuAcAAEDmkz+fUeeOHr0/36jZw1JgYPJ3zp2TZr1u9ezzVst+oQgJAAAAAABS19mzVn36W0VGunnbF43q1WWODgAAAIB/uqmMUZvW7neWw4elSVOZUwUAAEDm9tdfVqtWudm9d1PPBwAAyCieaC498pCbnTotde1udegw9U0AAAAAAAD4j6NHrTp0tFr6s5sbI3V8xah9O488HuYqAQAAAACX9vi/jUYOM8oW6uZ/nZA6drH69HPWSQAA0h+X+yBT+fAjq7NnE9vGSK2epXAPAACAzK1QQaPuXT16b57Rg02lgEt809u3X+rZx6pHb6/27KUQCQAAAAAArl98vFXEIK927nLzO26Xnm7pky4BAAAAQIq1eFyqXs3N/vuNtPhH5lMBAACQeS36QUrwJrZDQ6UGt/muPwAAALg6xhh16WRU51Y3P3L0/AU/J05S3wQAAAAAAIDvbd1m1eZlq23b3Tw4SBoy0Kj5Y5wNCAAAAAD4Zw1uM5o53eiGG9w8Pl4aN8FqzHiv4uJYKwEASD9c7oNM4/Rpq48+drMmjaVSJSngAwAAIGsoUsSod0+P5s81uvee85ddJvXLcunZ561mzPIqOppCJAAAAAAAuHZjxkVp+Qo3K11K6tvLyFyqMAEAAAAAfiQgwKh/H6PwcDcfM9Zq/wHmUgEAAJA5ffu9O9Zt1EAKC6OmDwAAkJEEBhoNG2xUsYKb79kr9ehlFRVFfRMAAAAAAAC+89MSqw4drY4dc/McOaQJ44wa38H8JAAAAAAg5cqUNnpjptGttZM/+/wLqUNHq4MHWSsBAEgfgb7uAC7vwIED2rZtm44dO6aoqCjlz59fhQsXVtWqVRUYmPn/X3fkyBHt2LFDBw8e1JkzZyRJOXPmVKlSpVS1alV5PO7dVB8usDp7NrFtjNTqWQr4AAAASHtnzpzRhg0bdOTIEZ06dUq5cuVSwYIFVaVKFeXIkSPd+1OsmNGAvkaPP2o1bmKkNm1aL9kjkk5JClNsQn69M7+0Fv9YQj27SbVrpc64+eDBg9qyZYuOHz+uyMhIBQYGKnv27CpevLjKly+v8KSnYgEAAAAAgAxj165d2r59u44cOaLY2Fjt2BmuRT+Ey5hikrlJxmRT7tzSqBEmzQ8BjI6O1q5du7R7926dPHlSUVFRCgsLU86cOVW6dGmVKVMmS8ynAgAAAFlRQkLChe8np06dUlRUlEJDQ5UzZ06VKVNGN91001V9Hyhc2KhLJ2nYiMQNHJFnpYhBVtOnSiEhrEEEAABA5nDq1CktWbJZv284IOmMJCspu4oUKajjxyspX758Pu4hAAAArka2bEZjR0kdOlnt2pWYb9kq9elvNXaUFBycfvXNhIQE7du3Tzt37tSxY8cUGRmpoKAg5cyZU0WLFlWFChWULVu2dOsPAAAAAABARuOPZw5e7f4da63e+0CaMcvKJjlTuVgxacxIoxLFWZMHAAAAAP7A387PlM5/D929e7cOHTqko0ePKioqSvHx8QoPD1euXLnUtnVplS5dUu9/4H5P3rRZer6NVZ9e0u0N+d4JAEhbnGjkhxYvXqz33ntPGzZsuOTznDlz6q677lLbtm2VO3fu9O3cZURHR+upp57S/v37nbxp06aKiIhI0c+IjIzUkiVLtHz5cv322286evToFd8vW7asHn30UTVt2lQxMcH66GP3eZPGUqmSDKYAAACQdrZu3ao333xTy5YtU1xcXLLnwcHBqlevnlq3bq1y5cqla9/WrVunt956S5s3rpQ3IeGS7+zdVVadOjfT/U2bqWMHj3Lluvrxc3R0tD766CN9/vnn2rt372Xf83g8qlu3rlq0aKE6depc9e8BAAAAAADp78yZM/rggw/05Zdf6tChQ1d4M0DGU1aN6jfWDUWeS5O+bNmyRT/99JNWrVqlTZs2KT4+/rLvZsuWTXfddZeaN2+usmXLpkl/AAAAAKSvQ4cO6b333tPXX3+t06dPX/a9bNmy6e6779aTTz6pUqVKpehn33u39MtyadHixGzrNum1GVbdOqdsDnX//v3atGmTtmzZok2bNmnr1q2Kioq68Lxw4cL69NNPU/SzAAAAkLH481jQWqvvv/9eCxYs0Lp16y75zpzXz/+vXLlyevTRR/Xggw/67HAwAAAAuFavXq0OHTpc9ed+XSY1apT2Y9FDhw7pxx9/1MqVK7V27VqdPXv2su8GBASodu3aevzxx3XbbbelWZ8AAAAAAAAyGn87c/Ba9++UKnWTxk+0+uKr5O9VryaNGGqUM2fierxrrX39jTV5AAAAAHBtNm3apEmTJvnN+ZlffvmlVq1apd9//1379++X1+u94vthYWGqWqmJNm19TPHxif2LjJT6DbB67FGr9u2MgoM5lx4AkDaMtUnvNr8+J06cSM0fl6VERUVp5MiR+u6771L0ft68eRUREaG6deumcc/+2aRJk/T+++8ny1N6uc9HH32kKVOmXHJA909KliypipUH6NvvK1zIjJHmvW1U8kYGUUBqMsZcmOA7efKkUvk/IQBSgD+HgG9d/Gdw8uTJmj179hUXovwtKChIbdu21TPPPJPGPZTi4+M1fvx4ffLJJyn/kKmuPPkGqkvnwrr7zvP/nCmxYcMGDRw4UAcOHLiqPt5zzz3q27evQkNDr+pzgMR/CwFf488g4Hv8Ocwa8uTJ4+suMN9zjfgzisxk0aJFGjNmjE6dOpXiz+TNm1cLFy5M1X7ExMSoZcuW2r9//1V/NiAgQC1bttRLL73EQYS4ZvzdjqyCf9eRVfDvOrKSzPTv++eff65JkyY5B6T/k6CgILVp00bPPvtsit6PirJq/ZLV3r1uPmiA0V13Xnr+dPXq1Zo7d642b958xQuHJA4SSEuZ6d914Er4dx1ZRWb6d535nswtI4wFjx8/roiICK1evfqqPle+fHkNHTpUxYsXT6Oe+ZfM9PcOAPgSf58CaeN6DzjNlq2wvv/+EwUEpP5e64iICH377bfX9NnbbrtNffv2Vb58+VK5V5kDf6cCQOrg71MASB1Z/e9T5nuQWWX1P9v+wt/OHLye/TseT4AKFXlSR461lTHu/p2m90k9uhkFBbk1Ki73QWbD360AkLr4exUAUp8xRh9++GGKz4BPr/MzH3roIR09evSqP+fxBCh7jsd0NrpDsu+iN5eThgw0KlqUs+kBpC3GrRlDas/3cIKRn0hISFD//v21bNkyJ8+TJ4/KlSun7Nmza9++fdq2bduFP5x//fWXevbsqSlTpqh69eo+6PV5Gzdu1IcffnhdP+PgwYOXHNSFh4erTJkyypMnj4KDg3Xs2DFt3rxZ0dHRF97ZtWuXdu3qoIDgCTKe6pKkO5uIi30AAACQZmbOnKnp06c7WUhIiCpWrKh8+fJdGLfGxMRIkuLi4jRt2jQZY/T000+nWb/i4+PVvXt3LV++3MkDAwNVqVIlFSxYUH/9dU4bNmxXbOzhxBfsWp043kmDh87Sd9/nUq/uUv78Vx5Pb9iwQZ06dUp2gFZYWJgqVqyovHnzKjY2Vvv27dOOHTucW9C//fZb/fXXX5o4caKCgoKu/x8cAAAAAACkqjfeeENvvPFGsrxgwcI6dbq4YmNzS4qVtccku0PSuTTrS0JCwiU3BhljVKJECRUuXFi5cuXSuXPntGPHDufdhIQEzZs3T3v37tWwYcO44AcAAADIgD788ENNmDAhWZ4/f37dfPPNyp49u86ePas//vhDhw4duvA8Li5O06dPV3R0tNq2bfuPvycszGjYYKlNO6vY2MR89DircmWlEiWSz59u375dv/7667X9gwEAACBD8/ex4IkTJ9S+fXvt3r07yZNAyZSTMYUlGZUpc1R792y9sNZRkrZs2aIOHTpo1qxZKlKkSLr2GwAAAKnr3DlpxCirvr2V6hf87Nmz55J5gQIFVLx4ceXNm/fCmo8//vjD2VPy888/6+WXX9aMGTO44AcAAAAAAGRJ/njm4PXs3/F6E3Rw/zsynn3yBA25cKjyS22Mnm55/mcAAAAAAHzr7bff1owZM5zMH87PTCo0NFRFixZV4cKFFR4eLq/Xq9OnT+vPP//U8ePHL7zn9Sbo9KkPVLDQQR0/OVzGBFx4tnWb9Hwbq+5dpXvu4jspACB1cXqRn5g+fbpTZA8MDFSnTp3UrFkz57DrnTt3asSIEdqwYYMkKTY2Vr169dL8+fOVP3/+dO93XFychg8ffmFRZVhYWLLDva9WwYIFdf/996tx48YqW7asAgISB0bGGAUHB+v999/XpEmTLtpAFK2E2F4KCHlfgYF59OLzDJoAAACQNn744QdNmjTJyZo1a6Z27dpduDFXOr85fsaMGfr8888vZNOmTVOZMmVUr169NOnbtGnTkl3s07x5c7344ovKmTPnhczrtZo85Vd99OEYeb0Hzod2jxJi+2jZL9P0zPNSt87SXXdeelwdExOjwYMHO2P/kJAQtW/fXs2aNVNISIjz/r59+zRp0iQtXbr0QrZq1Sq9++67eu65567znxoAAAAAAKSm+fPnJ7vY55577tETTzyjya+V0V+bpIDgxGdNGls9+sgG/fjjj2l+kGFAQIBuvfVWNW3aVLVr13ZqMX/bsmWLJk+erDVr1lzIfvzxR73xxhtq165dmvYPAAAAQOrauXOnpkyZ4mSFCxdWjx49VL9+/WQb/n/77TeNGTNGu3btupC99dZbqlu3rqpWrfqPv69MaaNuXaSRo+2F7Nw5qf9Aq9kzpNDQlK1LDA4OVsGCBbVv374UvQ8AAIDMw1/GghMnTkx2sc+NJf+lfQdby5i8kqTixaV5c40iIyM1b948vfPOOxf2Bh05ckSjR49OtlYSAAAAvtWiRQu1aNHiss9/3yQNG2kVH/f/AxOgb76TErxW/ftIgYFps/e6XLlyeuihh1SvXj0VK1Ys2fMjR47ozTff1Keffnoh27Nnj/r27auZM2dyuCsAAAAAAMhy/P3MwZTu3xk+fJK2b197IbPeH+WNn6Ow7C9pQF+jO25Ped3nn2pfSQUGcoQmAAAAAKTU0qVLNXPmTCfzl/Mzs2XLpoYNG6pevXqqUqWKypQpI4/Hc8l3N27cqJkzZ2rVqlUXsiOHf1KTO9/X8pVPKTY28d2oKGnIMKufl1l162KUMwdrEwAAqYPKpB/Yv3+/PvjgAycbMWKEGjVqlOzdUqVKaerUqXr11VcvFNtPnTqlOXPmqFevXunS34vNmTNHO3fulHR+0/ydd96p+fPnX9PPKlOmjFq3bq077rjjsgMo6fwFQi+88IJuvvlmtW//iqKj/z5Q/Iy88a/roWY9VawYgyUAAACkvoSEBI0ePVrWJh7m9MQTT6hz587J3s2TJ4/69u2rsLAwvf/++5Ika62mTJmiW2+91bnEMjXs3Lkz2feKjh07qmXLlsne9XiMunSuqwcfmK22bdvq3Lm/L/hZK+v9XmfO3K1BQ62WLrPq0dUoPNwdX3/33XfO4QPGGI0ePVp169a9ZN+KFSumsWPHql+/flq8ePGFfO7cuWrZsqWzuAgAAAAAAPjO9u3bNX369AvtwMBADRkyRI0aNVb/gVa/b3Lfr1I5UP37eBUcXF3Vq1dXfHx8mvQrODhYDz/8sJ599lkVLFjwiu+WL19er732mgYPHqxvv/32Qj5//nw98sgjKlKkSJr0EQAAAEDqmzdvnvM9I0+ePJo9e/ZlvxfUrFlTs2fPVuvWrbV3715J5+do33zzzRQfSv7A/Ubr1lst/Dox27FTmjDJqm/v5OsSAwMDVbp0aZUvX14VK1ZU+fLlddNNN2ndunXq0KFDyv9hAQAAkOH461jwwIEDTn1ckp588ll98XU7XXxm+oNNjYwxypEjh9q3b68CBQpo/PjxF54vX75cGzduVOXKldOr6wAAAPgH2bNn1w033HDZ5zfcIGXPbtVvgFVsXGL+/SLJ67WK6Jd6F/wYY3TbbbfpxRdfVIUKFa74bsGCBdW7d2/ddNNNGjdu3IV83bp1+v7773X33XenSp8AAAAAAAAyAn8+c/Bq9u/s3H2z9hyYKuMZIuv97kJuE97V4AGPqEGDy9exLuWfal8AAAAAgGuTkJCgqVOnOudnPvnkk+rUqVOyd9P7/ExJevfdd1N8gWvlypU1ZcoUDRkyRP/9738v5Ct+/T9Nn9ZcQ4cHafce9zOLFksbNlj16yPdUpMz6wEA1+/yN6gg3cyZM8fZgP7AAw9cssj+t9DQUA0YMMA5APvzzz/X/v3707SfSW3fvl3z5s270O7Zs6dCQ0Ov6Wc1b95c77zzjpo0aXLFi30uVqlSJZUs3c7JbMIiPd0y4Zr6AAAAAPyThQsXXrjcUpJuvPFGtW/f/oqfad++vW688cYL7Z07d+qbb75J9b7NmzdPXq/3Qrt27dqXvNjnYmXL5tf48f2dzBs/S9aeH1N/v0hq3dZq23brvLN06VKn3ahRo8te7PM3Y4y6devmFE/Pnj2rNWvWXPFzAAAAAAAgfcTHx2vYsGFKSEica+vdu7caN26siZOtlv7svl+4sEdTJ+dQSEjiAqaULpq6GsHBwVqwYIG6d+/+jxuD/hYQEKC+ffuqUKFCF7K4uDgtWrQo1fsHAAAAIO0knZds1arVP34vyJkzp15++WUnW716tc6dO5fi39u1k1GZ0m628L/Sl1+586ZNmzbVokWLNHfuXPXt21fNmjVT+fLl0+S7EQAAAPyLP48Fk46j8+bNq+I3tlZ0dGIW4JHuu8f93GOPPaabbrrpij8LAAAA/q9eXaORw42Cg9x88Q/SoCFW8fH20h+8SsOHD9f48eP/8WKfiz322GNq3Lixk3399deXeRsAAAAAACBz8tczB1O6fychwWrGLK+Gj7RKSAiQJ6ivpEIXvRGnXbsWp2rfAAAAAADX7uuvv9bu3bsvtEuVKuU352dKV39GhcfjUY8ePZQtW7YLWWRkpE789ZvemGXU9L7knzlyVOrU1WrqNK9iYlJn3QQAIOvich8fi46O1uLFbhH6mWee+cfPlShRwinGJyQkpNkA51KSHu51zz33qH79+tf88woXLixjru7mwk2brbb/+aCk4IvSMzp+bNs19wMAAAC4koULFzrtJ554QsHBwZd5+7zg4GA1b978ij/nellrtWzZMid76qmnUvTZmjVrqmLFihf9sAOy3sQLd/btl15qb/XJZ/bCjesHDhxwfkaDBg1S9Lvy5cvn/i5Je/fuTdFnAQAAAABA2lq8eLG2bt16oV2rVi09+OCDmvuO9NkX7rs5skuzpuVQgfxpP90cGBiY4kt9LhYaGqoHH3zQyVavXp1a3QIAAACQxiIjI3X69GknS+m8ZP369RUQEHChHRcXp0OHDqX4d4eGGg0dZHTRHg9J0vhJVr9vStzAkTNnToWEhKT45wIAACDz8OexYNL1fXXq1NF/v3FPdq9XT8qXz93DY4xJNuZmfR8AAEDGVOdWo9EjjZJud/nxJylisFVc3PUfVHPDDTdc0+cee+wxp81aDgAAAAAAkJX485mDKdm/c+aMVa++VvPfS8yMCZEJeMB5j5oPAAAAAPiPpOdetmrVyi/Oz7we4eHhqlatmpPt27dP2bIZ9e3t0ZBBRjlyJP/cBx9JbdpZbdnCBT8AgGvH5T4+9uuvvyo6OvpCu0qVKipZsmSKPpv0MKoff/wxFXt2ZfPnz79wuFfOnDnVuXPndPvd0vnDy6dO88qYUMnc6Dw7duxYuvYFAAAAWcOpU6e0bt26C+2goCDdc889Kfrsfffd59wKvmbNGp06dSrV+rZz506dPHnS6VvNmjVT/Pm6des67cCAH5x2XJw0fqJVxGCryEirc+fOOc+v5oDdQoUKOe0zZ86k+LMAAAAAACDtfPLJJ067VatWWvi11etz3IVJQUHSqBEe3XRToPxduXLlnDbziAAAAEDGkXROUkr5vGRoaKhy587tZFc7L1mihFHvHu5h53FxUr8Iq+PH2cABAAAA/5V0LB0UXECbNrvvPNjUHev+jfV9AAAAmUftWkZjRholvZPypyVSn/5W0dG+qXMmXcsRExPDuBMAAAAAAGQZGfXMQUnaucuqzctWy39N/qxhg7JOm/07AAAAAOAfLnV+ZtLvl5eT1udnXq+cOXM67aioqAv/d5M7jOa+aVTrluSf27FTatveavosr2Ji2CMGALh6XO7jY8uXL3faV3MAd/Xq1RUQEHChvW3bNh0/fjzV+nY5u3fv1pw5cy60O3bsqLx586b5773Yt9/Hav2Gv1sBzrO4uLh07QsAAACyhhUrVighIeFCu3z58goPD0/RZ8PDw3XzzTdfaCckJGjFihWp1rcjR4447eLFi//jjegXK1OmjNPOmX2ZKlRI/t4PP0qt21qFheVz8piYmBT/rtjYWPd3JSmMAgAAAACA9Ld3716tWbPmQrtIkSKKT6ip0ePcxUjGSAP6GVWvdulD//zNxXOpEvOIAAAAQEaSK1euZGP6pHONV5Ia85J3NjFq/pibHTsm9R9oFRfH5g0AAAD4p3z53PV927a56/vy5ZXq1rn0Z1nfBwAAkLnUusVo7Cij0FA3X/6r1K2nVWRk+tc5k9Z9JdZzAAAAAACArCMjnjkoSUuWWr3U3mrfPjcPCJC6dzV6+KEgJ6feAwAAAAD+Ien5mZUrV1b27NlT9Nm0Pj/zeh08eNBp58+f32kXKGA0YaxRx1eMgt2vrfJ6pXffk557wWrNWvaIAQCuDpf7+Niff/7ptCtXrpziz2bLli3ZIdw7d+5MlX5djtfr1fDhwy9s2KlVq1aKb1tMLbGxVhMnnb8J0Vor2f3O86QDKQAAACA1JB27V6lS5ao+n/T91By7nz592mmntGh6ufePHTusMSPOqkXz5O/uPyD9ubOqk23dujXFvyvpuxUrVkx5RwEAAAAAQJpYvXq10y5btpYGDJQuWqclSXq1g1GTOzLGxT6StC/JriHmEQEAAICMIzg4ONlc4pYtW1L02f379+vMmTMX2uHh4SpevPg19aN9O6OaNdxsw0ZpzDh7fv0iAAAA4GeqVavmtP/4Y5vTvu9eKTDw0rX+pGPuChUqpG7nAAAAkO5q1jAaN9ooW5ILftatlzp2tTp+PH3rnEnXcgQEBCh37tzp2gcAAAAAAABfyXhnDlq99X9WffpbRUW5z/LkkaZMNGr2sGH/DgAAAAD4qaTfQ6tXr35Vn0/L8zOvx549e7Rp06YLbWOMatSokew9j8eo+WNGb8wyuqlMssfat196tbPV2PFeRUayTwwAkDJc7uNju3btctrFihW7qs8nfT+tBzgfffSR1q9fL0kKCQlRr1690vT3Xcq770dr7z6vJMl6V0lK3IQfFBSksmXLpnufAAAAkPklHWv709g9MDDQacfFxV3V5y/1/r59u/Rqe49GDTfKkcN9ZvWwpMQryL/88ktFR0f/4+/58ccfdejQoQvt0qVLq3z58lfVVwAAAAAAkPouXrgkSavXVNa5aMlaK2/CSiXEDVN4SEvNmnGX7rjjDj3yyCNq1aqVZs+erQMHDvio1/9s8eLFTptLhgEAAICM5bHHHnPaCxYsSNHnPvjgA6d9//33KyAg4Jr6EBhoNHigUeFCbv71N9Kct9i0AQAAAP9Tu3Zt3XjjjRfa8XHrZL1/XGg/0PTSF/scOXJEP/zww4V2YGCg7rnnnrTrKAAAAK7ab7/9pl69eunRRx9V48aNdfvtt+uhhx7Sc889p3Hjxmnx4sWKj49P9rnq1YwmTUi+N2TbNqldB6tdu9Ov1pl0LUeFChXk8XDcAQAAAAAAyBoy0pmDUVFWAwbZS66Tu7mc9MYso2pVz889psb+nWutfQEAAAAALi/p98YSJUpc1efT++z7lDh27Jj69u2rhISEC1mTJk10ww03XPYzpUsbvT7T6MUXjIKCkj//7Avp6VZWi36wspb9YgCAK2O1mw+dOnVKp0+fdrLChQtf1c8oVMjdMb53797r7tflHDhwQDNnzrzQbt26tYoXL55mv+9STpywmjn73IW2TXjfeV6rVi2Fh4ena58AAACQNezbt89pJx2L/5O0HLvnypXLaR87duyqPn+p93fv3i1JanCb0VuvG1WskPjMeG6QJ7Ddhfbhw4cVERFxxQt+Nm3apBEjRlxoezwedevW7ar6CQAAAAAA0saWLVucdnRMSVnvQXnjOsob10k2YaFOndqls2fPKjo6WocOHdIvv/yi8ePH6/HHH9fYsWNTdPFvetq0aZPWr1/vZLfffruPegMAAADgWtx7771q2LDhhfYPP/ygt99++4qf+eyzz/TRRx9daOfJk0etW7e+rn7kyW00YphRaKibvz1X+uJLNmwAAADAv3g8HvXr10/BwcH/P/EqIa6frPegbqkplSie/HKf48ePq1evXk6t//nnn1eBAgXSqdcAAABIiTVr1uh///ufDhw4oHPnzikmJkZHjx7V1q1btWDBAvXt21ePPvqoFixYkOywmUoVjaZOMsqbx/2ZBw+dv+Bnzdq0r3VGRUXpiy++cDLWcgAAAAAAgKwiI505uH+/1Uvtrf73U/Jn994tTZ9qVKjg+XnH1Nq/cz21LwAAAADApSU9P/NKF+BcSnqefX858fHxOnHihNasWaOpU6eqRYsW+uOPPy48L1q0aIrOtPx/7N13dFRF/8fxz2w2pJGQkAIBQu+9dxREQBR97L2LIoioWFF/6vOIvaAiKGIvKFYUQcGC0hGQ3juhJpQQID07vz8uBJYkQCA979c592TvzNy7A2f37p2ZO/P19TW69WajD8caNckhJu2ePdLT/7Ua+rDV1ljanQCA3LmLugJl2aFDh7z2/f39FRAQkKdzhIV5P0V54jnz0wsvvKDkZCewTr169XT99dcX2Hvl5t2xVgcPOjc3nsxpsp45Xvk33HBDodcJAAAAZcOJ99oVK1bM0/EFee9es2ZNr/34+HjFxcUpKirqtI5fvnx5trTDhw9nva5c2WjUW9LIUVbfT3DSXO7rJFl5Mt6VlKHp06fr2muv1eWXX67mzZurYsWKysjIUGxsrKZPn64pU6YoIyNDkuR2uzVs2DC1adPmDP61AAAAAAAgv50Y+NfaFHnS75CUcMpjMzIy9N1332nZsmV6/fXXFRERUTCVzIOMjAy9+OKLXmktW7ZUkyZNiqhGAAAAAM7U8OHDNXz4cP3222+SpHfffVczZ85Uv3791LBhQwUFBSk5OVnr1q3TL7/8ogULFmQdGxYWpjfeeCPbWO2ZqF/P6JmnpMeftPJ4jqW/+rpVRKTUqUP2BdIBAACAotK8eXPd/8ArevmlpyUlSDZWmWk3ye26WHPndlLlypVljFFcXJwWLFigCRMm6MCBA1nHX3bZZbr99tuLrP4AAAA4c3FxcXr11Vc1Z84cPfPMMwoODs7Kq1vHaNRIaehDVjt3HTvm0CHpgYesHrxfurhfwfV1jh49Wnv37s3aDw4O1iWXXFJg7wcAAAAAAFCclJQ1B+cvsHrqv1YHD3qnu1zSoLuNrrlKMsbpQyrs+Tsn6/sCAAAAAGRXnNfPzM2IESM0fvz40yrbpk0bPf3003n6d9WqaTR6pPT9BGnMWKuUFO/8+QukW263uv5aq5tuMPL3Z84YAMAbwX2KUFJSkte+n59fns9x4jEnnjO//PTTT5o/f74kyeVyadiwYXK7C/fjs3KV1c+TnMA+1rNDnnTvDv2ePXuqbdu2hVonAAAAlB1HA10eldf794K8dw8PD1eNGjW0ZcuWrLRffvlFt9xyyymPTU5O1l9//ZUt/fjgPpITbXzo/UYNGli9+rpVerrkcl8v4+osT+Y42cy/tWvXLo0ePfqk79euXTvdc889atiw4en94wAAAAAAQIE7eND7ISpP+nM6GtjH3z9Al19+mTp16qSoqCglJydr/fr1+uWXX7Rw4cKsY9auXathw4bpnXfeKfRxxBONHDlSa9euzdp3u90aOnRoEdYIAAAAwJny8/PTs88+q379+mn8+PGaP3++li9fruXLl+d6jK+vry644ALdfffdCg8Pz7e6dO1sNPQ+6dURNist0yM99bTVyDelhg2YrAEAAIDiY936dvLx+1KejPGynqmS3aFZM8dr1szcJzzXqFFDd911l3r27FmINQUAAMCpBAUFqV27dmrVqpVq166tsLAw+fn56eDBg9q6dav++ecf/fHHH0pNTc06ZtasWXrkkUf01ltvydfXNys9pprRmNHSI8OsVq859h4ZGdJLr1qt32B17z1Gbnf+9nf+9ddf+vbbb73SBgwYoAoVKuTr+wAAAAAAABRXxX3NQWutvvpaemeMlcfjnRccLP3vaaN2bb37jPJj/k5+9n0BAAAAALyduH6mv79/no4vrLXv86pbt2668sor1aFDhzM63sfH6KorpC6dpVdft/pnvnd+err0yWfS1N+s7rvXKXc00C0AAAT3KUIn3tyUK1cuz+c48QbnxHPmh/j4eI0cOTJr/+qrr1bjxo3z/X1OxuOxev2NI4F97GFlpj8s6WBWfkREhB5++OFCrRMAAADKlhM7E/N6/17Q9+59+vTRe++9l7X/+eefq2/fvoqKijrpcWPGjMkxCnpunacX9TWqVVN64v+s4vdIUqYko9NpXl544YW64YYbVKdOnVOWBQAAAAAAhWPfvlSlp6edkBonSapRo5beeusNVapUySu3UaNGuummm/Thhx/qpZdeykpftmyZPv30U91+++0FXe1cTZw4UePHey9M2L9/f9WvX7+IagQAAAAgP2RmZsrtdsvHx0fp6em5lvP399dNN92kSy+9NF8D+xx16X+Mdu22+nzcsbTkFOmRx6zGjJaio5moAQAAgKKXeNBq6u+S83yfJJ16QatmzZqpf//+at++fUFWDQAAAHkQHh6uJ598Ur169cp1sdfGjRvrggsu0D333KPhw4drzpw5WXmLFi3SqFGjdP/993sdU7Gi0cg3pP8Ot5o5y/t83/0gbdho9fSTUmRk/vR3rlu3Tv/73/+80jp06KArrrgiX84PAAAAAABQEhTnNQdTUqxefvXoGKO32rWkF54zqlrFu6/obOfvFFTfFwAAAADgmLMNNFsYa9+fiTlz5sjj8ahcuXJq1arVGZ+nSrTRay9Lf/0tvfX20bU1j9m5S3rsCav27aR775Fq1WTeGABAchV1BXDMmUTfK4yIfa+88ooOHnQC6VSuXFkDBgwo8Pc80aTJ0uo1krXp8qQPk+ymrDxfX18NHz5coaGhhV4vAAAAlF15vRcv6Hv3q666SuXLl8/aP3jwoB544AHFxcXlesy4ceOyPSxzlMuVe3OxcSOjd0elKyzkdWWm3SybOVHS/lPWcfLkybrhhhv00EMPnbReAAAAAACgcCQlWT3+ZGaOeUFB5XMM7HO822+/Xdddd51X2ldffZVr0OCCNmfOHK9gQ5LUpUsX3XLLLUVSHwAAAABnLy4uTvfcc4+GDh2q6dOnKyUl5aTlU1JSNHbsWF122WV68803T1n+TNzV36j3+d5p+/ZLDz5itT/B5vv7AQAAAHn1669S8uEflZl6lWzmx5Ldcspjli1bpvvuu0833nijlixZUvCVBAAAwCnVrFlT/fr1O63FdcLDw/X666+rZ8+eXunfffedduzYka18QIDRc/8zuu6a7OdavES6rb/VnHln39+5a9cuDR061OtZksqVK+uZZ54plDnyAAAAAAAAxVVxWXMwdpvVgEE5B/bpfo707qjsgX3yY/5OQfZ9AQAAAAByVtzWz8zJ7bffru+//z5r+/LLL/Xuu+/qwQcfVNu2bSVJGRkZmjVrlgYOHKhXX31VmZk5r5lxOowx6tHd6ItPnWcofHyyl/lnvnTr7VZvjPQo8SBzxwCgrCO4TxEKCAjw2k9NTc3zOU485sRznq3ffvtN06dPz9p/5JFH8v09TmV/gtU771lZmylP+tOyngVZeT4+Pnr22WfVsmXLQq0TAAAAyp7AwECv/bzevxf0vXtwcLCeeOIJr7QNGzbo2muv1ciRI7Vw4UJt2bJFa9eu1c8//6wBAwborbfekrVOB2FUVJTXsccHCjpRRkaGXnjhUcXHfSvpaAejkXF1l8v3Jfn4/aja9f7Wp5/9rnHjxmno0KGKiYnJOn7mzJm6+eabtXbt2nz5twMAAAAAgLxLSrJ66FGr5Sv9ldOw8fXXX3fSwD5HDRgwwKsfITExUXPmzMnPqp6WJUuWaNiwYcrIyMhKa9GihZ577jkWgwEAAABKqLi4OA0YMEALFy7MSvP399fVV1+tUaNGacqUKZo5c6amTp2qsWPH6pZbblFISIgkKS0tTV9++aUGDRqkxMTEfK2Xy2U07FGj1q2807fGSkMfskzSAAAAQJHKzLT68KOP5Ml4SVJyVnqjRo305JNP6ptvvtFff/2lv//+W99//72effZZtWnTJqvchg0bNGjQIE2aNKkIag8AAICzYYzR//3f/ykiIiIrLT09XT/99FOO5X18jO4Z6NKTjxuV8/XOSzggPfyo1eh3PcrIOLM+z3379mnIkCGKj4/PSgsPD9dbb72lsLCwMzonAAAAAABASVUc1xycMdOq/wCrDRuz5/W/3eh/zxgFBnrPySmq+Tt57fsCAAAAAGRfPzMlJSVPxxf0+pk5qVChgqpUqZK11apVSy1bttRVV12lt99+W++++64qV66cVf7bb7/Viy++eNbvGxjoPEPx0ftGLVtkz8/0SN9+J113g9WEH60yM5k/BgBlFcF9itDZLg6e0zEnnvNsJCQk6PXXX8/a7927tzp37pxv5z9db4+yOnDAI0/6c7Kev7LSXS6XnnrqKXXv3r3Q6wQAAICy52wflCnIe/ejevTooQceeEAu17GmXlJSkr744gvdc889uuaaa3TzzTdr+PDhWrJkSVaZq6++OisS+VHBwcG5vs9HH32kuXPnZu273X7y9X9FPuWel8unm4yJ1NZYXw15IFB799XS1VdfrS+++EIXX3xx1jEJCQl68MEHdeDAgfz4pwMAAAAAgDw4dMhq6MNWS5cdTfHPVqZv376nda6AgIBs43X//vvv2VUwj1avXq0HH3zQ62Gyxo0b6/XXX5e/f/Z/GwAAAICS4emnn9bOnTuz9qtVq6ZPP/1UQ4cOVZs2bVShQgW53W6FhISoWbNmGjhwoL744gs1btw465iVK1fq6aeflrX5O2HC19fouf8Z1arpnb5uvfTQI1Zn8DgoAAAAkC8++XSBEvaN9Uq7qF9/ffjhh+rXr59iYmLk7+8vPz8/ValSRb169dKoUaP02GOPZS22lZmZqeeff97rOUMAAACUDEcDpB/v+PkfObmgt9HbbxlFRWXPG/eVNOheq50789bHeuDAAd17773aunVrVlpoaKhGjhyp6tWr5+lcAAAAAAAApUFxWnMwI8PqnTEeDXvS6vBh77zAQOnF541uvdnI5fIO1lPU83fOpO8LAAAAAMqyE9fPPNvgPgWxfmZetWzZUqNHj1aFChWy0iZOnKjp06fny/lr1zIa+YbRU08aRUZkzz+QKL06wuqOu6wWLSbADwCURQT3KULly5f32k9JSVFycnKezrF///6TnvNsvP7661nnDwkJ0f33359v5z5d8xdY/TrVypPxsqzn16x0Y4wef/xx9enTp9DrBAAAgLLpxHvtE+/FT6Ug792Pd80112jEiBGqUaPGKcsGBgbqoYce0gMPPKD4+HivvPDw8ByPOXDggMaNG+eV9thjD+vtt7ootIJ32UOHpAcfsfr6WytfX18NGzZMrVq1ysqPj4/Xxx9/fHr/MAAAAAAAkC8OHrR64GGr5SuOT/UO8luxYkVVqVLltM/ZtGlTr/3NmzefeQXzaN26dRoyZIgOHTqUlVa/fn29+eabCgoKKrR6AAAAAMhfc+fO1aJFi7L2fX199frrr59y0cfIyEi99tprCgkJyUqbM2eOZs6cme91DA42evVlo8qVvNNXrpLefY/JGQAAACgaX3z+rqRj96MVQi/Uk0/ckRW4JzeXXnqpbr311qz9zMxMjRgxooBqCQAAgILUsWNHr/0NGzac8pjGjYw+ft+oW5fseStXSbf1t/pj2un1ex46dEj33Xef1/uGhITorbfeUu3atU/rHAAAAAAAAKVNcVlzcP9+q6EPW33xZfa82rWk98cYde2cfWyxuMzfOZO+LwAAAAAoq0rK+pl5VaVKFd1+++1eaZ999lm+nd8Yo97nG437zOiWm6RyvtnLrN8g3Xu/1f8949H2HcwjA4CyhOA+RahChQpeE8gladeuXXk6x4nlY2JizrpekrRlyxZNnTo1a//aa69VSkqKduzYcdLt+E53SUpOTvbKz8u/LyXF6pXXrTwZr8tm/uSV9/TTT+viiy8+u38kAAAAkAfVqlXz2i8u9+456dChg8aNG6cXXnhBF198sWrWrKmQkBC53W5FRkaqRYsWuvfee/XNN9/oyiuvlDFGW7Zs8TpHw4YNczz37NmzvR4QqlKlii666CK1aG70/hijOnW8y3s80ltvW734ilVGhtEdd9zhlT958mRZS4ckAAAAAACFITHR6v4HrVat8k73LefdTxEREZGn855Y/sCBA2dUv7zatGmThgwZosTExKy0OnXq6K233lJwcPBJjgQAAABQ3P3xxx9e+7169TplYJ+jwsLCdOWVV3ql/fzzz/lWt+NVijJ683WjE5tR61kvAAAAAEVg5qzdOnx4hVfabbedOrDPUTfffLP8/Pyy9levXq1169blax0BAABQ8KKjo73209PTs83/zklIiNHzw43uH2Lke8LCNIcOS0//1+rZ5zw6eDD3OSCHDx/W/fffr9WrV2elBQUFacSIEapfv37e/iEAAAAAAAClSHFYc3DJUqvb7rT6d1H2vF7nS2NGG1WPyT62WJzm75xp3xcAAAAAlEUnrp+5ffv2PB1fmOtn5lWvXr289lesWKGDBw/m63sEBBjdeYdLn39q1P2cnMtM+0u64WarEW96tG8fa2oCQFngLuoKlHU1atTQsmXLsva3bdumWrVqnfbxJ94Q1axZM1/qlZqa6rX/3nvv6b333svzeaZNm6Zp06Zl7ZcvX16///77aR370SdWsVvelM38ziv98ccf13XXXaeEhIQ81wcAAAA4UzVr1tTff/+dtb9t27Y8HV9Q9+658fHxUY8ePdSjR49Tlt29e7fi4uKy9iMjIxUVFZVj2fXr13vtt2nTJmvif+XKRu+MlJ5/0eqv6d7HTZosbd1q9b+nW8jX11fp6emSnMV+Y2NjT3shLgAAAAAAcGYSEqweeMhqnXfTXhXDpNYtauvXXxdkpfmeuELLKZxYPi0t7Yzrebq2bNmiwYMHa//+/VlpNWrU0FtvvaXQ0NACf38AAAAABevEccl27drl6fh27drpww8/zNpfuXJlvtQrJ1WrGr35mjT4fqvjmigAAABAofv8i7Ve+z4+VXTlFVVO+/iAgAA1bdpUCxcuzEpbsWKF6tWrl291BAAAQME7PmDjUampqSpfvvwpjzXG6MrLpWZNnWA+205Y12fKb9KiJVaPPSy1b+e90GtycrKGDh2q5cuXZ6UFBgZqxIgRatKkyZn9YwAAAAAAAEqRolpz0OOx+uJL6f0PrDI93nlut3TvPUaXX6qstUOOV9zm75xN3xcAAAAAlDUnrp+5devWPB1f2Otn5kXFihUVEhKSFYjW4/Fox44datCgQb6/V5Voo+H/M1r4r9WbI602bvLOz8iQvvtBmvyL1bXXWF17tVFQUPY2NgCgdHAVdQXKujp16njtH//A4qkkJydnm8Beu3btfKlXUVu5yuqzz0bJZo73Sh88+F7dcsstRVQrAAAAlGUn3rsf/8DM6Vi6dKnXfnG6d58/f77XfuvWrXMte2JE8ooVK3rtBwYa/e8Zo9tvzd6huGy5NGCQj4KCKnilHzhwIK9VBgAAAAAAebBnr9V9Q7MH9omIkN5+06h167pe6YcOHcrT+U8sX6FChVxK5o/Y2FgNHjxYe/fuzUqLiYnRqFGjFB4eXqDvDQAAAKBwnGpc8lRObBskJCScbZVOqkYNozdeMwoJKdC3AQAAAHK1Y6fVsuXe/fVRUeFyu/M2OfjEe2me7wMAACh5cuoPzeuzHA3qG3041qj3+dnz4uKkoQ9bDX/BowMHrCQpJSVFDz74oJYsWZJVzt/fX6+99pqaN2+ep/cGAAAAAAAorYpizcGEBKtHhlmNGZs9sE/kkXlFV1xmcgzsUxzn7+RH3xcAAAAAlBUntkMXL16cp+OL8/qZkuTj4+O1n56eXqDv16a18yzF0PtznkOWnCJ99Il0zfVWX39rlZZmC7Q+AICiQXCfItaxY0ev/X///fe0j128eLEyMzOz9uvXr18qFqtKTbV68KEx8mR84ZV+zTUDdNNNNxZRrQAAAFDWtW/f3qsDb/Xq1Tp8+PBpHXv48GGtWbMma9/Hx0ft27fP9zqeqYkTJ3rtX3LJJbmWDQ4O9tpPSUnJVsblcoL7DP+vkb+/d15cvJSQkOSVFhAQkMcaAwAAAACA07Vtm9XAe6w2bPROj4qU3n7DqHp1o06dOnlNwtm+fbtSU1NP+z02bvQ+eVRU1FnV+WR27NihwYMHKz4+PiutatWqGjVqlCIiIgrsfQEAAAAUrtMZlzyZpKTCH5OsU9vo9VeMygdlz9ufICZkAAAAoEB9/a2VteW90gIC8nYfLRXNvTQAAADy14oVK7z2w8LC5Ha783yewECjp5506en/y7nf89cp0g23WE34KUUPP/yw1xx5Pz8/vfLKK2rVqlWe3xcAAAAAAKC0Kuw1B5cus7r9Tqu587LntW0jfTjWqGmT7EF9pOI7fye/+r4AAAAAoCw4cf3M5cuX69ChQ6d1bHFfPzM1NVUHDhzwSqtYsWKBv6/bbXT5pUZffW507dVSOd/sZRIOSG+9bXXDzVa/TrXKzGROGQCUJgT3KWIdO3aUn59f1v6yZcu0efPm0zp20qRJXvvdu3fPt3rVr19fc+fOzfN2xx13eJ3nwgsv9Mr//fffT/ne993/gfbv/dgrrW27O/TAA7fl278PAAAAyKvQ0FC1aNEiaz89PV1Tp049rWOnTJmijIyMrP1WrVqpQoUK+V7HM7F48WItWbIka79GjRpq06ZNruVPfMhm7dq1uZbtfq7RO28bVap0LM16YiV5T/4vDUFKAQAAAAAojtausxp4r9XOXd7plSpJI980qlbNmYATGRmppk2bZuVnZGRowYIFp/0+c+bM8do/vg8lP+3atUv33HOPdu/enZVWuXJlvf322wUaUAgAAABA4cvLuGROVq9e7bVfWGOSDRsYvfqykV857/TUFGnYk1apqUzGAAAAQP7bu9fqp4mSMd730du3b81zoMzjJ2JLPN8HAABQEp0416V169Zndb5ePY0++cioTQ6n2b8/XS+9OEzz58/PSitXrpxeeukltWvX7qzeFwAAAAAAoLQprDUHPR6rcV9Z3XufVVy8d54x0h23Gb32slFYWM6BfYrz/J387vsCAAAAgNIsNDRUzZs3z9pPT0/Xzz//fFrHFuf1MyVpwYIF8ng8Wfv+/v6KjIwstPcPCTEaPMilcZ8bXdhXcuUQ6WHnLmn481a332U1Z66VtcwrA4DSgOA+Rczf31/nnXeeV9pnn312yuO2bt2qv//+O2vfx8dHvXv3zvf6FbbXXvtMixe975UWEXmz3hjRv4hqBAAAABzTt29fr/2vvvpKaWlpJz0mLS1N48eP90q78MIL871uZyIlJUUvv/yyV9qAAQNOesyJD7YsXbpUmzZtyrV8vbpG779r1OJIv64nc4JXfmBgdfn5hZ52nQEAAAAAwOn5d5HV4Pus9u/3Tq9WVXr7DaOqVbwn4PTr189r/8svvzyt91m0aJFWrlyZte9yudS5c+czq/RJxMfHa/Dgwdq5c2dWWmRkpEaNGqXo6Oh8fz8AAAAARevEcclJkyYpPT39tI611uqnn37ySmvZsmV+Ve2UmjYxuvuu7IsezPtHevARq4MHmYgBAACA/PXV11ZpaZJMXUnBWempqan65ZdfTvs8M2fOVHy89+peLVq0yKdaAgAAoDAsXLhQf/31l1dat27dzvq8laKMRrxq9PCDRkFBTpq1GfKkPynrmZNVzhi3Hn30OXXs2PGs3xMAAAAAAKC0KYw1BxMTrR57wmr0u1aZHu+8imHSG68Z3XaLkY9PzoF9ivP8nYLq+wIAAACA0uzEdS8//vjjEr1+piR5PB59+OGHXmkdO3aUr69vodelciWjxx916eMPjLp2ybnMhg3Sw49Z3Xu/1fIVzCsDgJKO4D7FQP/+/eV2u7P2J02apOnTp+daPjU1Vc8++6zXRPVLLrlE1apVO+V7dezY0WtbuHDh2VU+H33++df65ptRXmlu3+v01psD5XbnPAgAAAAAFKaLLrpItWrVytrfsmWL3nnnnZMeM3r0aG3ZsiVrv1atWurTp88p32vgwIFe9+5jx4495THHRzc/laSkJA0dOlQbN27MSuvRo0e2B4FOVL9+fVWvXj1rPzMzU88884wOHz6c6zFhYUZvvGbUvt1c2cxvvPKSU3vo7nusduykoxEAAAAAgPzy9wyrhx6xSkryTq9fX3rnbaPo6Oxjb/369VPNmjWz9hcsWKBx48ad9H327t2r4cOHe6X17NnzlOOWeR2z3LdvnwYPHqxt27ZlpUVERGjUqFGqWrXqSY8FAAAAUDKde+65Xs9V7tq1S6+++qqsPfW44nvvvecVhFRyxkJP5kzGZ0+mbt2c0xcvkQbea7VrN+OjAAAAOD2n6lPfv9/qhx+d18b4yPh43/uOHj1aGzZsOOX77Nq1Sy+99JJXWvPmzRUREXF2/wAAAACckXnz5mndunV5Omb58uUaNmyYVz9qjRo1dP7555/y2NPpI3W5jP5zsdHnHxt17ZIpT/p/ZT0zjivhI+N+ViNGdtFHn1glJdEPCgAAAAAAcKKCXHNw+Qqr2+60mn0kFnNGSmev7YEhi9Smde7r+RXW/J3C7vsCAAAAgLLswgsvVI0aNbL2N23aVGzWz/z666+1Z8+eU573eBkZGXruuee0YsUKr/Qrr7wyT+fJb7VrGb34nEujRxo1b5ZzmcVLpLvvsRr2pEebt/BMBQCUVO5TF0FBq1q1qq655hp98cUXWWmPP/647rvvPl166aVeEf82bdqk559/XsuWLctKq1Chgu64445CrXN+mzhxot5+e4RXmnF117XXXSV//53aseNImjE6dOiQJCkxMTHHifrBwcEKDg4u8DoDAACg7PHx8dGjjz6qgQMHZt2Lfvnll0pOTtbAgQNVoUKFrLIJCQl655139OOPP2alGWM0ZMgQ+fj4FEj9JkyYoGnTpqlv377q0qWLwsLCspVJSkrStGnT9O677yo+Pj4rPTo6Wg8//PAp38MYo4EDB2rYsGFZaWvWrNGtt96q++67T126dJEx3g/zHDhwQOPHj9e82Z9Iyjwup4Jc7uu1cZN05wCrZ/8rtW5FYE8AAAAAAM7GjxOtXhth5fF4p7duJb0w3CgoKOe2t4+Pjx544AE98MAD8hw5+K233tKuXbvUv39/hYSEeJWfPXu2nnnmGa8JOyEhIRo4cGC+/nsOHjyoIUOGeD38FRAQoMcff1xut1s7jg4knqYqVarka/0AAAAAFIwqVarosssu0zfffJOV9uOPP2r37t0aNGiQ6tevn+2YrVu3asyYMfrjjz+80tu2bav27dsXSD3j4uKUkZGRLX3fvn0npGTKenZKkjZtlPrfJT3+qFHNmlJgYKBCQ0MLpH4AAAAoOKd7L5iZmZlrX3Z+3At+9bVVSsqxfV/f2yWfKUpLS5Xk9LPfeeedGjhwoC6++GL5+/t7HZ+enq6pU6dq5MiRSkhI8MobNGjQWdUNAAAAZ27p0qX68MMP1aFDB51//vnq3LmzKlasmGPZ3bt36+uvv9b48eO97lHdbrcefvhhr8Vi80NkpFGg3wuyHu++WJf7bhlTX8lJO/X+B9K330pXXGF0/nnSyaoQHh4uPz+/fK0jAAAAAABAcVUQaw5mZlp99oX00cdWmSfMJzreCVODvBTm/J3i3PcFAAAAAKWNj4+P7r33Xj388MNZ62eOGzdOSUlJRb5+5sSJEzVq1Ch1795d559/vlq3bq2goKAcy6akpGj69On6+OOPtXHjRq+8vn37qm3btvlevzPRvJnRqLek2XOkMWOtNm7KXmbGTGnWbKsL+ljdcpNR1SqsvwkAJQk9ksXEoEGDtHHjRs2Z44S7z8jI0GuvvaYPP/xQDRo0UFBQkLZv3641a9Z4BbTx9fXVSy+9pIiIiKKqer748svJkrwD9VjPX/r807/0+ad5O9cdd9yhO++8M/8qBwAAABynR48euv/++zVixLHglBMmTNAvv/yiJk2aKDw8XHv27NHKlSuVmprqdeygQYPUqVOnAqubtVYLFy7UwoULZYxRlSpVVL16dQUHBys1NVV79+7VmjVrlJ6e7nVclSpV9Oabb+b6sMuJevTooWuvvVZfffVVVlpsbKweeughVahQQQ0bNlSFChWUkZGhnTt3au3atcrMzDzhLOXk8n1WxjiBOQ8kSg88ZHX/EOmy/9DBCAAAAABAXmVmWo0eYzX+6+x5554jPfWEkZ/fydvcHTp00AMPPKDXXnstK+3rr7/W999/r6ZNmyoyMlKpqalat26ddu7c6XWsr6+v/ve//+V78Jy1a9dq/fr1XmnJyckaOnToGZ1v7ty5+VEtAAAAAIXgnnvu0Zo1a7R06dKstLlz52ru3LmqUqWKateuraCgICUnJ2vLli1eiwocFR0draeeeqrA6njXXXdp165dp1EyXplpV2Tt7dktHW3WXHjhhQVaRwAAABSM070XjI+P1+WXX55j3tneCyYkWH3/g3danz5R6tLpv3riiSeynttLSkrSa6+9prffflsNGzZURESEXC6X9u7dq9WrVyspKSnbue+++261bNnyjOsGAACAs2etzeoTlaTIyEjVqFFD5cuXl5+fnw4dOqTY2Fht3bo127E+Pj564oknCmzxmsmTJ2dL82SMkjQqa39vvPTeu852MqNGjVKbNm3yuYYAAAAAAADFV36uORgXZ/W/56wWLzm7OhX2/J3i3PcFAAAAAKVN165ddffdd+udd97JSisu62empqZqypQpmjJliowxqlatmqKjoxUcHCy3262kpCTt2rVLmzZt8gr6elSXLl00bNiwAqvfmTDGqEtnqWMHaerv0vsfWu3e7V3G45Em/yJNmWp14QVOkJ/KlVmDEwBKAoL7FBM+Pj567rnn9Pzzz+v333/PSt+/f3+uHdRhYWF66qmnSvxkmT17rLbGFnUtAAAAgNN39913KyUlRWPHjs3q5EtNTdW///6bY3m326277rpLN910U6HV0Vqr7du3a/v27Sct161bNz3++OMKCwvL0/nvu+8+VaxYUWPHjvUKFnTgwAHNmzfvpMdWrlxZAwf9nz4f10qbNh9Lz8yUXhthtWGD1f1DjNxuOhgBAAAAADgdSUlWzzxrNXtO9ryL+0kPPWDk43N67eyrrrpKLpdLI0eOVEpKiiRnktDixYtzPaZixYp68cUX1bx58zOpPgAAAADkyN/fX6+//rpeeeUVTZkyxStvx44d2rFjx0mPb9WqlZ566ilFRUUVZDXP2raTD+kCAAAAuRr/jVVyyrF9l0u66Uaj6jHd9fLLL+u5557Tvn37svJTU1O1ZMnJV/UKCAjQoEGDdNVVVxVUtQEAAHCG4uPjFR8ff8pyVatW1VNPPaUWLVoUQq0AAAAAAACQV/m15uDfM6xefNnq4MHs5Vu2kBacfOmPYoW+LwAAAAAoWLfeeqsCAgI0cuTIrLUji+P6mbGxsYqNPfVi9X5+frrtttt04403yu0unmEWfHyM+vaRevaQJvwoffKZ1YFE7zKZmdLESdIvU6wu6mt1041GlSuxBicAFGfF81enjAoMDNTw4cN13nnnady4cVq+fHmO5UJCQnT++efrzjvvzPMC3MVNRoaz0FgOQQ8BAACAYu3WW29Vx44d9cEHH2jOnDleAW6O8vX1VadOndS/f3/Vr1+/wOvUokUL9ezZU/Pnz1diYmKu5Xx8fNS+fXtdd911at++/Rm9lzFGN998s7p3766vv/5aU6dOPel7SlKtWrV08cUX69JLL1VgYKC6dbX633NWM2d5l5vwk7R5i9Wz/5XCQulcBAAAAADgZHbtsnr0casNG7Pn3XyjdOcdRsbkrX19xRVXqEOHDnr//fc1ffp0JSUl5VguMjJSl156qa655hqVL1/+TKoPAAAAACdVvnx5/fe//9Ull1yib775RrNmzcpxbPYol8ul1q1b69JLL1XPnj3z3B4qCsuWSaPHeHTXHUZud/GvLwAAAIqHPXutvvnOO+3886TqMc49ZZcuXfTll19qwoQJmjhxorZt23bS81WsWFF9+/bVlVdeqejo6IKqNgAAAE5Tt27dlJCQoMWLF2vz5s3KzMw8aXkfHx81btxYl112mc4//3yVK1eukGoKAAAAAACAM3E2aw6mplqNHGU14afs5X1c0m23Gt10g9SlS0H+C84cfV8AAAAAUDQGDBigbt26acSIEcVi/cxhw4ZpxowZWrBggdasWaO0tLRTHlOjRg316dNH/fr1U1RUVIHWL7+UK2d09VXShX2lL8dbjf9GSknxLpORIf04UZr8q1W/i6xuut4oKop5ZgBQHBlrrc3PE+7fvz8/T1em7dixQ6tXr9aePXuUkpKiihUrKjo6Ws2bN5evr29RVy9fjBnr0WdfeKd1P1d69pmcFxkzxig0NFSSlJCQoHz++AI4Bb6DQNHjewgUrdy+g4mJiVq2bJni4+N14MABVahQQZGRkWrWrJlCQkIKvZ7WWm3dulWbNm1SXFycDh8+LGOMypcvr+rVq6tJkyYKCgrK9/fcvHmz1q9fr4SEBB0+fFg+Pj4KDg5WZGSkGjZsqPDw8GzHeTxW739o9enn2c8ZFSU9839GzZvRsYhj+C0EihbfQaDo8T0sG44+ZF+UGO85M3xHUdiWr7Aa9qTViV9Zt1t65EGjC/uefZs6JSVFS5cuVVxcnPbt2ye3262wsDC1bt1aDRs25LOOUo9rO8oKPusoK/isoywprZ/3tLQ0rVu3Tps3b9bBgweVlJQkf39/BQcHq1q1amrQoIECAwOLupq5Skuzeu5Fqz/+zJ7XprUzPhoWxvhoXpTWzzpwIj7rKCtK02ed8R4UtNfe8OiHCcf2XS7p84+NqlfP+X4yLi4ua47SoUOHZK1VUFCQwsLCVL9+fcXExBROxYuZ0nTdAYCixPUUKFipqanatGmTdu3apT179igpKUkZGRkKDAxUcHCwqlSpokaNGsnf37+oq5pl0WKrd9+zWrEy9zIxMdKN1xv16SUCnx+HayoA5A+upwCQP8r69ZTxHpRWZf27XVyd7pqDGzZaPfM/q02bs5+jUiXp6SdL1hodJbHvC8gJ11YAyF9cVwEg/514bT1w4ECxWj8zIyNDmzZt0o4dOxQfH+/VPgwKClJ0dLTq169fJHXLb/v2WX3xldUPE6Tc4hmV85UuuVi64TqjyMiS084HyhruW0uG/B7vIbgPisycuVYPP+b98atUSfporFFISM43DFyogKLFdxAoenwPgaLFd7Dg/P6H1fMv2WwdjD4uqf8dRjdcJ7lcdCyC7yFQ1PgOAkWP72HZwOSfkovvKArTL79avfKaVVq6d3qFEOn54UYtmhdcO5rPOsoSPu8oK/iso6zgs46yhM978eXxWI0Za/XFl9nzoiKlZ/9r1KQxY6Oni886ygo+6ygrStNnnfEeFKTtO6yuv8kqM/NY2sUXSY8+7Cq6SpVQpem6AwBFiespgJxYazVzljTmfavNm3MvV6mSdP01Rv0ukvz86BvlmgoA+YPrKQDkj7J+PWW8B6VVWf9ul1TWWn0/QRo1OvtcIkk6r4f08FCj4GD6V4CiwLUVAPIX11UAyH9cW4ufPXutvhhn9eNPyrGtL0m+vtIFfaQbrjWqVo02P1DccG0tGfJ7vIdZGygSO3daPfu890XG7Zb+93TugX0AAAAAlF7n9zQaPdIoMsI7PdMjjRlr9eAjVvv20VEBAAAAAEBamtUrr3n03IvZJ+PUrCG9927BBvYBAAAAAJwdl8to4ACXHhpq5HZ758XFS/cMsZrwo+VBbgAAAOTqgw+9A/uU85Vuu4WxAQAAABQvxhh162r0yQdGTwwzqh6Tc7ndu6URb1ldea3V5+OsDh+mbxQAAAAAAOB4CQlWw560GvFm9rlE/v7SY48Y/fcpAvsAAAAAAFCSRIQb3XevS+PHGV1xmRPI50Tp6dLEn6Xrb7b673CPNmzkmQoAKGoE90GhS0qyevRxq8RE7/R7Bho1aczAAAAAAFBWNWxg9P4Yo9atsufNXyDd1t9qwUI6FAEAAAAAZdeu3Vb3DLH6cWL2vPbtpHdHGVWtwngbAAAAAJQEl15i9PabRhER3ukZGdKrI6yef9EqOZnxUQAAAHhbv8Hqtz+80664XIqKYnwAAAAAxZOPj1HfPkaffWz07DNG9ermXG7/fund96yuuMbqvfc92p9A/ygAAAAAAMC/i6xu7W81c1b2vHp1pQ/GGPW70MgYxgsBAAAAACiJIiONHrjPpa++MLr0P5Lbnb2MxyP99rt0y+1Wjz3h0fIVPFMBAEWF4D4oVJmZVs/8z2rjJu/07udIV15eNHUCAAAAUHyEhxuNeNXojtuMXCe0WPfukx54yOqdMR6lpdGhCAAAAAAoW/6Zb3XHnVarVmfPu/Jy6eUXjMqXZyIOAAAAAJQkTZsYffieUauW2fN+mSLddqfVipWMjQIAAMBhrdXIUVb2uFvEoCDpxusZHwAAAEDx5+Nj1KO70YdjjV550ahZ05zLHTokffq5dOU1Vm+M9GjXbvpIAQAAAABA2ZORYTVmrEf3DbXasyd7/jVXSWNGG9WowVghAAAAAAClQaUoo4cecOmrz40uvUTy9c253MxZ0t33WN031KMFC62s5bkKAChMBPdBoXpnjNXsud5pNWtKwx41MoYBAgAAAADOhK3bbjF683WjiAjvPGulL76U7rzbat16OhIBAAAAAKWfx2P18adWDz5idSDRO8/fX3rqCaP7h7jkdjPWBgAAAAAlUcWKRiNeNbr+2ux527ZJgwZbffCRRxkZjI8CAACUddNnSgv/9U677hqjChUYIwAAAEDJYYxRp45Go0cajXzDqH27nMulpkrffiddc73V8y96tHkLfaQAAAAAAKBs2L7DatC9Vp994ayxcbzQUOmVl4zuvcelcuUYJwQAAAAAoLSpXNnooaEuffOV0XXXSAH+OZdb+K90/4NWdw2ymjHTyuPhuQoAKAwE90Gh+XmS1Vdfe6eFVpBeet4oKIgBAgAAAADeWrU0+uh9o44dsudt2OgE+PnsC8siVgAAAACAUmvvXieoz/sf2myTcapVlcaMNurdi3E2AAAAACjp3G6jQXe7NPy/RgEB3nmZHumjT6SB91rFbmNsFAAAoKxKTbV6e7T3/WBUlHTt1UVUIQAAAOAsGWPUqqXR66+4NPZdo25dcy6XmSlN/lW68Rarx57waNly+kkBAAAAAEDpZK3Vz5Osbr3DauWq7Pnt2kqffGDUqQNziQAAAAAAKO0iwo3uGejSd18b3X6rUXBwzuVWrZKGPWl1y+1Wv/xqlZ7OcxUAUJAI7oNCsWix1Suve/+ou93Sc88aVa3CIAEAAACAnIWFGr38gtGgu43cbu+8jAxpzFirwfexiBUAAAAAoPSZ94/Vrf2t5i/Intetq/T+GKM6tRlnAwAAAIDSpPu5Rh+NNWrcKHveqlXSbf2tfvjRyuNhfBQAAKCsGf+NtHOnd9o9dxv5+zNWAAAAgJKvUUOjF4a79NnHRhf0kXxyWQFh5ixp4GCrgYM9mjmbvlIAAAAAAFB67N1r9ejjVi++YpWc7J3ndkuD7jZ67WWj8HDGBwEAAAAAKEtCQpzgPt+NN7pnoFF4eM7lNm2WnnvR6urrrL4cb3X4MM9UAEBBILgPCtz27VZPPGWVmemd/siDRi2aM0gAAAAA4ORcLqPrrzXOosV1sucvX+EsYvXFl1YZGXQiAgAAAABKtvR0q9HvevTgI1b793vnuVzS3XcZPf+sUfnyjLMBAAAAQGlUrZrR6JFG/W832RawTEmRXhthNWCQ1arVjI0CAACUFfHxVp997n3/16K5dF6PIqoQAAAAUEBq1TR6cphL48cZXXGZVK5czuWWLZcee9zq5tutJv9ilZ5OfykAAAAAACi5/vrb6ubbrGbPyZ5Xrar07tvOmhsuF3OJAAAAAAAoqwIDja67xujrcUYPDTWKjs65XPweadQ7VldcbfXuex7t2cszFQCQnwjugwJ14IDVI8OsEhO906+/VrqwL4MEAAAAAE5f3TpGY98xuukGZzHj46WkSO+Msbqtv9WSpXQgAgAAAABKpu07rAYNsRr3Vfa8iAjpjdeMbrzeyBjG2QAAAACgNHO7jW692ejd0UYxMdnzV62W7hpo9dKrHiUkMD4KAABQ2o14yyo55di+MdJ99zJeAAAAgNKrcmWjB+5z6bvxRjffKJUvn3O5zZul51+yuvo6qy/HWx0+TH8pAAAAAAAoOQ4etHr2OY+efNrqQGL2/IsulD4ca9SwIeOCAAAAAADA4edndOklRl9+ZvTUE0a1auZc7tBh6fNx0lXXWr30ikdbt/JMBQDkB4L7oMAkJzuBfbZs9U7v2kUacCcDBQAAAADyrlw5owF3ujTqLaOqVbLnb9os3TPE6vkXPdrPIlYAAAAAgBLCWqtJvzhBa1etyp7fuZP08ftGrVsxxgYAAAAAZUmjhkYfvmd06X+y51krTfxZuv5mqwk/WmVmMj4KAABQGv09w2r6DO+0fhdK9esxZgAAAIDSLyzM6K7+Ln3/tdG99xhFReZcLn6PNOodqyuuthoz1qN9++gvBQAAAAAAxdv8BVa33G415bfseWFh0ovPGw17xKXAQMYFAQAAAABAdm63Ue9eRp98aPTS80YtmudcLj1dmjhJuuEWq8f/z6PlK3imAgDOBsF9UCDS062efNpqxUrv9Dp1pKeeMPLxYbAAAAAAwJlr1tTo4w+MLr9UMjk0Lyb/Kl1/k9WEn6wyMuhABAAAAAAUX/v3Wz3+pNULL1klJXnnud3SkMHOgzShoYyvAQAAAEBZFBBg9NADLo141ah6TPb8xETp1RFWt99lNXuOlbWMjwIAAJQWhw5ZjXjT+/4utIJ0912MGQAAAKBsCQw0uuYqo/HjjJ4YZlSrZs7lDh2WPvtCuvIaq5df8yh2G/2lAAAAAACgeElJsRrxpkcPPGQVF589/9xzpE8/MuramTFBAAAAAABwai6XUZfORqPecundUUbndMt5fU5rpekzpLvvsRp0r0czZlplZvJcBQDkFcF9kO8yMqyee9Fq3j/e6VGR0ssvGAUGMmAAAAAA4OwFBBgNvd/pRKxfL3v+wYPSq69b3dafRawAAAAAAMXT9BlWN91mNWNW9rxq1aQxo42uvtLI5PTkDAAAAACgTGnX1uiTD40GDjAK8M+ev2GD9Mgwq0H3Wi1ZytgoAABAaTDmfas9e7zThgw2qlCBcQMAAACUTb6+Rn37OH2lL79g1KJ5zuXS0qWfJkrX32T15FMerVpNnykAAAAAACh6K1Za3Xan1Xc/ZM8rHyT93+NGw/9rFBbKeCAAAAAAAMi7pk2Mnn/WpS8+Mbq4n+Trm3O5pcukYU9aXX+T1TffWSUl8VwFAJwugvsgX2VkWD37nNXvf3inh4RIr79qVCmKAQMAAAAA+atJY6P33jG6716jwMDs+Zs2O4tYDXnAMiELAAAAAFAsHDpk9dwLHj3+f1YJCdnzL7xA+vA9owb1GVsDAAAAABzj62t0w3VGX3xq1LNHzmWWLZfuGWL18GMerVvP+CgAAEBJtWix1YQfvdPat5N6nV809QEAAACKE5fLqHMno1FvufTuKKNuXSWTw2M21kp/TZfuvNvq3vs9mjvPylr6TQEAAAAAQOFKT7ca+4FHAwdbxcZmz2/TWvrkI6M+vY1MTp0cAAAAAAAAeVC9utGjD7n0zVdGN93gBBXOyfYd0psjrS67ymrkaI927OSZCgA4FYL7IN+kp1s9/T+rP6Z5p/v7S6+8aFSzBgMGAAAAAAqG22101RVG406yiNWixc6ErKf/69G2bXQcAgAAAACKxpx5VjffZvXLlOx5oaHS888aPf6YS4GBjK0BAAAAAHIWFWX036ddevN1o9q1ci4zZ650W3+rx57waMlSFqwEAAAoSQ4dshr+gtXxt3D+/tJDQ1nMCwAAADhR0yZGLwx36fOPjfpdKPn65lxu0WLpoUetbu1vNfU3q4wM+kwBAAAAAEDBW73aqv/dVp98Jnk83nl+ftIDQ4xGvGpUKYpxQAAAAAAAkL8iwo0G3OnS998YDR5kFBWZc7nDh6XxX0vX3mD1xFPMRQOAkyG4D/JFWprVk09b/T3dO71cOemF4UZNGjNoAAAAAKDgRUQ4i1i98ZpRvbo5l/ljmnTDzVbPv0iQHwAAAABA4UlMtHruBY8eftQqLj57frcu0mcfGZ3TjXE1AAAAAMDpadPa6KP3jf7vcaPoyjmXmTlLumeI1YBBVtP+ssrMZIwUAACguHtzpNXu3d5p/W83qhLNGAIAAACQmxo1jB57xKVvvjS6/jopKCjnchs2SP97zurq663GfWV18CB9pgAAAAAAIP+lplqNHuPRXYOsNmzInt+okfTRWKMrLjdyuRgHBAAAAAAABScw0Ojaq43GjzN6Ylju63R6PNLf0525aP0HWP3yq1VqKs9VAMDxCO6Ds5aaajXsSatZs73T/fykl18wateWQQMAAAAAhattG6MP3jN68nGjqKjs+ZkeafKvTpCf4S94FEuQHwAAAABAAZo+w+qmW61+mZI9LzBQevxRo+eHG4WFMa4GAAAAAMgbHx+jPr2Nxn1m9MAQo7CwnMutXCX93zNW191k9e33VoksWAkAAFAs/fV39vGEVi2lq68skuoAAAAAJU5EhNGgAS59N95o4ACj8PCcy8XFSaPftbr8aqs3R3q0Yyd9pgAAAAAAIH8sXmJ1yx1W4750FsU9no+P1P92o3dGGlWvzjwiAAAAAABQeHx9jfr2MfpwrNHbbxp16yqZXLon1qyVnnvR6oqrrcaM9WjXbp6rAABJchd1BVCypaRYPfq41cJ/vdMD/KWXXzRq1ZKBAwAAAABFw+UyuqC31ONc6bsfpE8/szp02LtMpkf6dYo09TerXudb3XKTUfUY2jEAAAAAgPyxf7/VG29Z/TEt5/w2raVhjxhVrkxbFAAAAABwdnx9ja64XOp7gfTNd9KX460OHcpebscO6Y23rEa9I3XtYnXhBUbt2kpuN21TAACAorZrt9XLr3lPfA0Kkp54zMjl4n4NAAAAyIvy5Y1uuE666gpp6m/SuK+stsZmL5ec7PSpfveD1TldrS671KhVS3EPDgAAAAAA8iwpyeqd96x+mJBzfp060uOPGjWoT78DAAAAAAAoOsYYtWwhtWxhtH2H1XffW/08WUpKyl424YD02RfSF19ade1idcVlRq1bOecAgLKI4D44YwcOWD32hNWy5d7pgYHSqy8ZNW/GjysAAACAoufnZ3T9tdJFfZ1Owe8nSCkp3mU8HmnKVOm336169TwS5Kc6bRoAAAAAwJnJzLT6caL03tjsgWYlZyG+wQON+l3EAysAAAAAgPwVGGh0y03OgpU/T5LGf2u1e3f2cunp0rS/pGl/WYVXlPr0trqgt1Ht2rRTAQAAikJamtX/PWOVmOid/sB9RpUrc48GAAAAnKly5ZxndC7sK82a7QT5OXFuvOTMK/lruvTXdKtqVaVLLpb69pHCwrgfBwAAAAAApzZ3ntXLr1nFxWXP8/WVbrnJCUTs60tfAwAAAAAAKD6qVjEaMtjojtusJk2WvvneaufO7OU8Hmn6DGn6DKuaNaTLL5Mu6O3MZQOAsoTgPjgju3ZZPfiI1Zat3unlg6TXXjFq0pgfVAAAAADFS4UKRoPuNrruGqsvx58kyM9v0m9/WJ3Tzeq6a2jfAAAAAADyZuUqq9dGWK1Zm3N+547SQ0ONoqJobwIAAAAACk5goNHVVzkTJf76Wxo33mptLm3VvfukcV85i1rWqmnV8zyj83pI1WNouwIAABSWkaOtVq3yTut+rtSnV9HUBwAAAChtXC6jbl2lbl2Nlq+wGv+N1d/TnXkkJ9q2XRr9rtV770vndrPqd5FR61aSjw99pgAAAAAAwNv+BKtR71j9OiXn/MaNpGGPGtWqSb8CAAAAAAAovoKCnLloV1wuzZ4jffeD1YKFOZfdvEV6/Q2rd8ZIvc+3+s8lRvXr0fcBoGwguA/ybM1aq0eGWe3d650eHCyNeNWoYQN+RAEAAAAUX2FhR4L8XGv11Xir73+QknMI8vPX39Jff1s1b+YE+enS2ZnMBQAAAABATg4csBrzvtXEnyVrs+eHhEj332vU63zJGNqXAAAAAIDC4XYbnd9T6nmetGix9P0Eq1mzpfT0nMtv2iy9/6HV+x9K9etb9ezhLHgZU432LAAAQEGZ+pvVDxO806pVlR572HAPBgAAABSApk2MmjYx2rnT6pvvrCZOkpKTs5fLyJD+mCb9Mc0qMkLq1cvqgl5GtWtznw4AAAAAQFnn8Vj9PFl6Z4zVwYPZ8/39pbvuMLricgIGAwAAAACAksPHx5lL1q2r0eYtVj9MsJr8a87PVSQnSz9OlH6caNWoodV/LjbqeZ4UEEBfCIDSi+A+yJNpf1kNf8EqNdU7PTJCevVlozo8jAgAAACghAgLNRo4wOi6a6y++trqux9y7jRcukxauswqJka69mrpgt6Snx9tHwAAAACAw+OxmvyLMxnnQGLOZXqfLw0eZFSxIu1JAAAAAEDRMMaodSupdSujxESr3/+UfvnVatXq3I9Zu1Zau9bqnTFSlSpSh/ZWHdobtW4pBQbSxgUAAMgPy1dYvfiK9Urz85OG/8+ofHnuuQAAAICCFB1tNGSw0e23OgvR/DTRavOWnMvG75HGfSmN+9KqXl2rPr2NevaQIiO5bwcAAAAAoKxZt97qtRFWy1fknN+mtfTIQ0ZVq9BvAAAAAAAASq6aNYweuM/orv5Wv06RvvvBamtszmVXrZZWrbYaOVrq3csJ9FO3Dn0jAEofgvvgtFhr9fGn0gcf2Wx5tWo6gX0qRfFDCQAAAKDkCQ01uvuuI0F+vrH67nspKSl7udhY6ZXXrMZ+IF1xmXTZf5xjAQAAAABl17p1Vq+9kftknJo1paH3GbVuRfsRAAAAAFB8hIQYXX6pdPmlRps2W/3yq9Xvf0hx8bkfs2OH9MME6YcJVm631KK5E+inQ3updi0neBAAAADyZvsOq8eesEpL805/aCiTWQEAAIDCVL680dVXSlddIS1dJv30s9W0aVJaes7l1613FvF9e7TUsIFV1y5GXTpLdevQVwoAAAAAQGmWlGT1wUdW334nZXqy5wcFSYMHGvW7iD4CAAAAAABQegQFGV1xuXT5ZdKChU6Qn9lzJE8O/SOHDx+bg9aksdXFFxmd10MKDKSvBEDpQHAfnFJiotXwF5wfyxO1bCG9MNwoOJgfRgAAAAAlW4UKRgP6G91wrdVPP0vffGsVvyd7uYQEJ/DpZ19IfXpbXXWFUe1atIkAAAAAoCzZv99q7IdWP0/K+WGTAH/ptludRT/cbtqMAAAAAIDiq1ZNo0F3G919l9Wy5dKf06ym/SXt25/7MRkZ0sJ/pYX/Wo1+V4qIkFq1tGrV0qhlCymmGotTAAAAnEpiotXDj1olJHinX3qJ1LcP91IAAABAUTDGqEVzqUVzo/sGW/06VZr8i9X6Dbkfs3qNtHqN1fsfSpUqSV06WbVra9SihRTC/HsAAAAAAEoFj8dq6u/SO2Os9u7NuUzPHtK99xhFRNAfAAAAAAAASidjjNq1ldq1NdodZ/XzJGfdlZzW7JSkFSulFSut3hwp9ehhdVFfo+bNmHcGoGQjuA9OavkKq6f/Z7V7d/a8iy+Sht5v5OvLDyEAAACA0qN8eaPrr5WuukL6c5r05ficJ2KlpUkTf5Ym/mzVto3V1VcadewguVy0kQAAAACgtEpPt/r2e+njT60OH865TPdznck4laJoHwIAAAAASg6X69iilUMGWy1eIv3+p9XsOcp1QYqj9uyRfvtd+u13K0kKD5datrBq1cKZcFGzJuOoAAAAx0tOtnr0cautsd7p7dtJ9w/hvgkAAAAoDkJCjK6+Urr6SqMNG62mTHUW8d2Ty4I0krR7t/T9BOn7CVbGSHXrWLVqKbVq6fS/hoRwvw8AAAAAQEnjLEBrtXJVzvnVqjpr8bVvR7sfAAAAAACUHZWijO64zeiWm6zmzpN+mmg1Z55kbfayySnS5F+kyb9YxcRIF/WVLugjRYTTnwKg5CG4D3KUmWn1xZfSBx9ZZWZ657lc0uBBRlddQYQ7AAAAAKWXr69Rn95S717SgoVOkJ9/5udcdsFCacFCq2rVpKsul/peIAUG0l4CAAAAgNLCWqtZs6W3R1tt255zmWrVpAeGGHVoT3sQAAAAAFCy+fgYtWkttWltZK3Vho3SvH+kef9YLV0mZWSc/Pi9e6U//pT++NOZjRESIjVratWiuRPsp0F9ZzwWAACgLEpNtRr2pNWy5d7pdWpLzz5j5HZznwQAAAAUN3VqGw2622jAnVb/LpKm/GY1c6Z06HDux1grrVvvbF9/6/SVRkdbNagn1atnVL++VL+uFM5CNQAAAAAAFEt79li9O9bq1yk555fzlW68weiG6yQ/P9r3AAAAAACgbHK7jbp2kbp2Mdq12+rnSVY/T5b27Mm5fGys9O57VmPflzp0sLroQqPOHZlrBqDkILgPstmx0+rZ57JPFJKk0FDp6SeN2rXlhw4AAABA2WCMUbu2Uru2RuvWW331tdUff+a8YNW2bdKIt6zGfiD1u8jqisuMoqNpPwEAAABASbZho9XIUVYLFuac7+8v3Xi90fXXSuXK0QYEAAAAAJQuxhjVrSPVrSPdcJ1RUpLVwn+dQD9z50m7dp/6HImJ0qzZ0qzZzgKWfn5S40ZWLZpLLZobNWksBQbSpgYAAKVfRobVU//NPuYQHi69/KJRUBD3RAAAAEBx5uNzbH5JRobVkqXSzFlWM2dLO3ee+vidO53tr+k2Ky083Kp+Pal+Pal2baMa1aWmTawCAmgfAAAAAABQFFJTrb7+Vvr0M6vklJzLdGgvPTDEqFo12u8AAAAAAABHVa5k1P92o1tvtpo9R5r0i9XcuVKmJ3vZTI80e440e45VaKh0QW8n0E+tmvS3ACjeCO6DLB6P1Y8TpdHvWiUnZ89v2UJ65v+MIiL4cQMAAABQNtWra/R/jxsNvMvqhx+tfvxJSjiQvdyhw9JXX0tff2vVravV1VcaNW/mLHwFAAAAACgZ9idYffCR1U8TJU8OD4pIUp/e0oD+RlFRtPcAAAAAAGVDYKBRt65St65G1lrFxkr/LpYWLbZavETau/fU50hNlRYtdjbJyscl1a17LNhP82ZSWBhtbQAAULqkplo986zVrNne6SEh0uuvGFVirAEAAAAoUdxuozatpTatjYYMttq0SZo5W1r4r9Wy5VJa2umdZ+9eac5eac5cSbJHtn2qUsWlalU9qh4jxcQYVY+RalSXIiOZmwIAAAAAQEGw1mr6TOnt0TbXIL7VqklD7jHq1JH2OQAAAAAAQG7cbqNzuknndDPas9fq1ylOoJ/Y2JzLJyQ4a3d+9bVV40ZOkJ+ePaTy5el/AVD8ENwHkqRt26xefMWZWH0il0u66QbptluM3G5+zAAAAAAgIsLozjuMbr7R6rc/pG++tdqwMXs5j0f6e7r093Sr+vWlq6+UzusulStH2woAAAAAiqvkZKvx30hfjrc6fDjnMk0aS0MGGzVpTPsOAAAAAFB2GWNUvbpUvbp06SVHgv1skxYvkRYvtlqyTNq9+9TnyfRIa9Y629ffWklSTIxVi2bHgv1UqcKCGAAAoORKSrIa9qTVwn+904OCnMA+dWpznwMAAACUZMYY1a4t1a4t3XyjUVqa1arVR4Oc5y3Yz1E7dni0Y4f0z3zJCfjjCPB3+k9jYqTqMVK1qkYxMc7iwiHBtC0AAAAAADgTy5Zbvfue1ZKlOecHBUm33mx05eWSry/tbwAAAAAAgNMVEW504/XSDddJy5Y7QX7+/FNKTsm5/MpV0spVVm+OlLp1terTy6h9OxEbAUCxQXCfMi411WrcV9JnX9gcHwqMjpaeesKoWVN+uAAAAADgRH5+Rv0ulC7qK/27SPrmO6tZsyVrs5ddu1Ya/rzVO+9Kl1xs9Z9LjCLCaWsBAAAAQHGRkWH18yTpo0+s9u7LuUxUpHT3AKNePVlQGAAAAACAExljVP3IgpKX9HPazbt2Wy1dKi1d5ix+sWnz6Z0rNtbZfp7sDL6Gh0stmlu1aOYE+6ldW/LxoW0OAACKv4QEq4eHWa1a5Z3u7y+98qJRwwbc0wAAAAClTblyRi2aSy2aOwv/pqdbbd4srV0vrV1rtXadtH597gvVnExyirR2nbM5jk1gCa1gVa2aE+gnppo58leqVlUKDKTtAQAAAADAiTZutHrvA6uZs3LON0bqd6F05x1GFSvStgYAAAAAADhTxjhzwpo3M7pvsNWff0mTJlstW55z+bQ06Y8/pT/+tAoNlc4/z6pPb6OGDVjvBUDRIrhPGWWt1ew50ltvW23fkXOZfhdKQwYbHtYDAAAAgFMwxqhNa6lNa6Nt26y+/cFq0mQpOTl72b37pI8+kT793KpHd6srLjNq2oROQgAAAAAoKtY6D32M/cBq27acy/j5SddfK11/rVFAAO03AAAAAABOV+VKRpV7Sb17Oe3pAweslq2Qli51gv2sXiNlZp76PHv3Sn9Ok/6c5ixUWb681LqVVfu2Rj17Zqp6jE9B/jMAAADOyJq1Vk/8n9Wu3d7pQUHSS88bNW/GmAMAAABQFvj6GtWrJ9WrJ13U12kHZGY6zyodDfizbr20dasUF3/m75NwwNmWr5COD/ojSeHhVjFHg/1UM0f+SlWrSH5+tE0AAAAAAGXLrl1W739kNWWqZG3OZZo3k+6716hBfdrNAAAAAAAA+Skw0KjfhVK/C422brX6+RerX3+V9u3PuXxCgvTt99K331vFxEh9ekm9e0lVoum3AVD4jLW5dSufmf37c7n6odhYvMRqzNjcI9JVriQ9+rBRu7bF74fJGKPQ0FBJUkJCgvL54wvgFPgOAkWP7yFQtPgOIi8OHbKa/Iv0zfdWO3eevGz9+tIVlxn17CH5+xe/tlhxwvcQKFp8B4Gix/ewbAgLCyvqKjDec4b4jpYsHo/VjFnSRx9brd+QcxljpN7nS3fdaVQpivbaUXzWUZbweUdZwWcdZQWfdZQlfN5RUqSkWK1cJS1dJi1ZarV8hZScnPfzVKvqUpvWVu3aSq1bSyHBtONRunBdR1lRmj7rjPdg6m9WL75ilZbmnR5aQXrtFRYBKy5K03UHAIoS11MAyD8pKVJCQrA2bc7U6jWHtWWr1dZYKXarlJyS/+9njFQpygn0ExMjxVQ1iolx9qMrS243bRcAJRP3qACQP8r69ZTxHpRWZfm7vWuX1efjrCb9IqWn51ymciVp4ACj83o4/1cAcDrK8rUVAAoC11UAyH9cW1HcZWRYzf1HmjTZavYcKTPz1Mc0byb17uX04zCXDEWBa2vJkN/jPe58PRuKtTVrrd5732rePznnu1zS5ZdJd91hFBjIDxEAAAAAnI3y5Y2uvkq64nJp1mzp62+tFi/JuezatdILL1mNHCVd0Nvqkn5GtWvTLgMAAACAguDxWE2fIX30qdWGXIL6SFLHDtKAO43q1aV9BgAAAABAQfH3N2rdSmrdSpKMMjKcILxLl0pLllktWSolJJz6PNu2e7Rtu/TjROd52AYNrDq2lzp3MmpQX3K5aN8DAIDCcfiw1ZtvW03+JXteVKQ04lWjGjW4NwEAAACQs4AAo+hotxo1cqtzp+SsRT+stYqPl7bGOltsrNW27VJsrLRzp5TpObP3s1batdvZFiyUpGOLjPj4SNHRVjHVpJhqUrVqJut1VBT9rgAAAACAkmP7DqvPv7Ca/GvuC8OGVpBuvsno0kukcuVo8wIAAAAAABQmt9uoa2epa2ej/QlWf06Tpky1Wrkq92OWLpOWLrN6c6TUob1Vj3ONunaRgoLo2wFQcAjuUwZs3Gj10adW0/7KvUzTJtKD9xvVq8ePDgAAAADkJx8fo3O6Sed0M1q3zuq7H6ym/i6lpWUve+iQ9O330rffWzVr6gT56dHdWdAKAAAAAHB2PB6rv6dLH39qtWFj7uUaNZIG3mXUuhVtMQAAAAAACpvbbdSwgdSwgXT1VUbWWsVuOxLsZ6nVkmXSjh0nP4fHI61a5WwffWIVXlHq1NGqS2ejtm2cxTEBAAAKwpKlVsOft9q5K3tes6bSs/81igjnXgQAAABA3hljFBXlBNVp20aSjrUtMjKsduyUtm2TYrdJsdts1uu4OCeAz5nIzHTOuW2bNEfS8YF/yvlKVataVasmxcRIMVWNqlWTqlaRwsOduTQAAAAAABS12G1Wn31uNWVq7oFxAwKk664xuvZqKTCQ9iwAAAAAAEBRCws1uuIy6YrLjGK3WU39zWrKb7nPKUtPl2bOkmbOsirneyTQT3ejLp0J9AMg/xHcp5Sy1mrRYmncV1Zz5+VeLrqydMftRr3Pl1wufmQAAAAAoCDVq2f02CNGg+62+nmy9MOEnBdykKRly6Vly63efFu6oLcT6Kd2bdptAAAAAJBXHo/VtL+lTz612rgp93I1qkt33mF07jnOYhgAAAAAAKDoGWNUPUaqHiP1u8hpr8fHWy34V5o/3/m7b9/Jz7F3n/TzZOnnyc4EjdatnUA/nTtJlaLoAwAAAGdvf4LVu+9ZTZqcc/6l/5HuG2zk68u9BwAAAID853Yf60d1HGt7pKZabd8uxW4/Evwn1mrbdik21uk7PVNp6dKmzc7mOBb4x8clRURaRUU6wYgqVZIqRZqs15ERUoUKrG0AAAAAACg4a9ZaffGl1V9/S55cgvr4+kr/uUS65UajsDDaqAAAAAAAAMVRTDWjO24zuv1WqxUrpV+nWv05TUpMzLl8Wro0Y5Y04/hAPz2MunYmsDOA/EFwn1Lm0CGrKVOlCT/Z4x6Gyy68onTLzUYXXyQmBwEAAABAIQsJMbr+Wumaq6Q5c6XvJ1jNXyBZm73soUPSt99L335v1biRVZ9eRued50QUBwAAAADkLiPD6vc/pc/HWW3enHu5mjWkW2826tFd8vGhrQUAAAAAQHEXGWnUt4/Ut4/Tjo+LD9bsOemaPiNJi5dIaWm5H5uWLs2dJ82dZ/XaCKl+Patzuhmd01WqVYuAvwAAIG/S061+miiN/dDq0KHs+YGB0gNDjPpewD0GAAAAgKLh52dUu7ZUu/bRlGPtk6SkY4F+YrdJsdusEwBoW+6L4JyOTI+0e7ezHeM9YcbtliLCrSIjpYgIJ+BPRITJeh0ZIUVGOvUHAAAAAOB0WGu1aLEzj+if+bmXK1dO+s/F0vXXGkVG0u4EAAAAAAAoCYwxatpEatrE6L7BVnPnSVN+s5o925kvlpNsgX46WJ3Xw6hLJwL9ADhzBPcpBTIynEWgp/xmNWOmlJqae9ny5aUbrjO68nIpIIAfDwAAAAAoSj4+Rl27SF27GO3YaTVxktXkydLefTmXX7lKWrnK6q23pfbtrXr3MurWRfL3p30HAAAAAEclJVn9PEn66huruLjcy9WsKd12s1H3cwnqAwAAAABASWWMUYP6bjWo79Zl/0lVSopHS5dJ8/6xmj1H2hp78uPXrpPWrrN6/0OpWlXpnHOszulq1LiR5HLRXwAAAHKWkWH161Tp40+sdu3OuUzLFtITjxlFR3NPAQAAAKB4Cgw0ql9Pql/vaMqx9ktioj0S8Efats06AYC2S9u2SUlJZ//eGRnSrt06oU1ls5ULDraKCJdXEKDICKOoKKdPNzpa8vWl3QUAAAAAZVlGhtX0mdKX461Wrcq9nL+/dOkl0nXXGIWH05YEAAAAAAAoqXx9jbp1lbp1NTp40GrmbGnaNKt/FjjPI+QkLV2aMVOaMdMJ9NO2jVXXrk6gH/qKAOQFwX1KqNRUqwULpekzrWbNkhIOnLx8hRDp8sukq680Cg7mhwIAAAAAipsq0UYD+hvdcavVrNnSjxOdQK42+9wkZXqkOXOlOXOtAvylrl2tepxr1KG95OdHmw8AAABA2bQ/weq7762++0E6eDD3crVrSbfeYtT9HBbpBQAAAACgtPHzM2rXVmrX1mjwICl2mzP+OnuO1ZIlzlhrbrZtl8Z9KY370io8XOrW1ercbkatWkpuN30IAABA2rXbatJkq58nSfF7ci4TECD1v93oysslHx/uIQAAAACUTCEhRk0aS00aS8cH/bHWat8+pz81Ntbpgz36ett2KS0tf+tx8KCzbdp8fOqxiTYul1QpyqpqVSfYT/UYo1q1pFq1pPCKToB4AAAAAEDpFBdn9dPPVhMnSXv35l4uMFC67D/StdcYhYXSTgQAAAAAAChNgoON+vaR+vY5EuhnlvTnX846nicL9DN7rjR7rpUxUuNGVl27OAGDalTnWQMAJ0dwnxJi716r5Sukpcutli+X1qzN/YfheNWqSldfZXThBZK/Pz8IAAAAAFDcud1G554jnXuO0Y6dVhMnWU2eLO3dl3P55BTpt9+l3363CgiQOndyAv107EA7EAAAAEDZsG691bffW/32m/MARW7q1JZuu8XonG4E9QEAAAAAoKyIqWZ07dXStVc7EzTm/eME+pkz7+TBgffulSb8KE340ap8ealLJ6tzuhl1aM84LAAAZc2+fVZ/z5Cm/WW1aLFkbe5le54nDR5oFBnJ/QIAAACA0skYo/BwKTxcatFcOj7wj8djlZAgxcVJu+Ol3budhZbj4p20uDhpz17Jc5Ig7Hnl8Ug7dznbgoXS8YF/QkKk2rWsataU6tU1athAql1L8vWlzQYAAAAAJZXH4yzMOuFHq1lzTt7GDAuTrr7S6NJLnEVeAQAAAAAAULoFBxv1vUDqe4FR4kGrmTOPBfrJzMz5GGulFSulFSutxoyVqlWTunWx6tLZqGkTZ21QADgewX2KmcSDVlu3ytlirbZslTZslHbsOP1z+PhI3bpKl15i1LoVi5MBAAAAQElVJdpoQH+jO261+me+NPV3qxkzpdTUnMsnJ0t//Cn98aeVv7/Uro1V505GnTpKERG0DQEAAACUHhkZVrNmS998Z7V4ycnLNmsq3XC9UeeOjJsBAAAAAFCWBQcbnd9TOr+nUUaG1dJl0vQZVtNnOotK5ubQIWnKb9KU35xx2I7trc491+lrCAqirwEAgNIkJcVqa6y0cZO0fIXVsmXO65MF9JGk5s2kO+8watWSewMAAAAAZZfLZVSxolSxotSw4dFU73ZSRobV/v1S/B5n2xMvxe+x2rNXio+X9hxJT0o6+/okJkqLl+jI82VOw87X1wn407CB1KCBUbOmUs0aTtAiAAAAAEDxdeCA1aRfpB9/stp+ivX4qlSRrr/GWcjVz4/2HgAAAAAAQFkUEmx0YV/pwr5GiYlWM2ZJf06zWrAw90A/krRtm/TleOnL8VZBQVLbNlYd2ht1aC9ViqKvCQDBfQpdXJzVhJ+cAD4ZmVJ6uvNwWWKilJAgHUg883M3biT16WV03nlSWCgXeQAAAAAoLdxuo86dpM6djJKSnMWlpv7mdA56PDkfk5IizZglzZjlTECqX9+qSyepU0ejBvUlHx/ajQAAAABKnvh4q1+nShN+stq9++Rlu3aRrr/WqHkz2j8AAAAAAMCb223UupXUupXRffdarVkj/T3TasYMafOW3I9LSZH+mi79Nd3K11dq19aq+zlGXbtIISH0QQAAUJIcPGj19bdWixY7c3oSD0p79546kM/xmjSWbr/VqH07FoIGAAAAgNPhdhtFRkqRkcenZm9PJSXZrEA/8XuOBv6xWfs7dzprM+RVerq0Zq2zaaLTAKwQIjVvbtWyhVGL5lLdOk49AQAAAABFKyPDat4/0pTfrGbOlNLST16+WVPpisuMup9Luw4AAAAAAADHhIQYXdRXuqivUeJBq7nzpBkznb/Jybkfd/iw9Pd06e/pzvMFtWpadWgvdWjvPF9Qrhx9UEBZRHCfQpSZaTXsSes87JUPXC5nMOGcbs6k4KpVuJADAAAAQGkXGGh0QW/pgt5Ge/da/T1DmvaX1ZKluQf6kaS1a53to0+sygdJLVpYtWll1Lq1VLuW5HLRpgQ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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": "d5a0d8b6",
   "metadata": {},
   "source": [
    "### Visualizing the Frequency/Recency Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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": 13,
   "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": 13,
     "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": 14,
   "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>3.443708</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>3.814402</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>3.902159</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>4.308996</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             3.443708  \n",
       "1202            3.814402  \n",
       "156             3.902159  \n",
       "1980            4.308996  "
      ]
     },
     "execution_count": 14,
     "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": 15,
   "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": 16,
   "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": 17,
   "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": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_1516 = rfm_data.loc[1515]\n",
    "customer_1516"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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": 18,
     "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": 19,
   "id": "71bba204",
   "metadata": {},
   "outputs": [],
   "source": [
    "p_alive = bgm.expected_probability_alive(data=customer_1516_history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6b03c584",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wwQeDvhfA6Nm6davPG1kzZ870+eHwXIqKinzGBw4cGPS9vYPwwsLCQd8LYHSNdG4YyIYNG/Ttb39blmV5j333u9/1aWEGIHCNZG5oaGjwft3R0aErr7zynPf0bpP4ne98R9/97ne94x/96EfMH0AAGOnPDcXFxX2OjR8/ftD39762oaFB6enpg74/GLFyG0DI6v2Xwkg2d+u9qcOJEyd8xmdrR9Jbamqqz7i+vn7Q9wIYPSPdLK53uL1z585B3/vhhx/6jAm3gcAxGhtJbtu2Tf/0T/+kzs5O77F/+qd/0uc///kRPxvA2PDn3NDV1XXOXz3fCJPssLvn+f72CAIw9kY6N6SkpPTpv+/PLCMUEW4DCFm9V0j3bi1yNr1XUfb+y6X3XxCtra2Dfnbva2NiYgZ9L4DRcfr0ae/HgyX7v8vly5cP6RklJSU+KyV6f8LjbN5++23v1263WxdeeOGQvjeA0eGPuaG3d999V1/5yld8/vF5880399kECkDgGo25AUDw89fcMJIs48iRI96vPR7PkFZ9ByvCbQAha8mSJT6bNuzYsWNQ91mW5RNKud1uTZ482eea5ORkn3HP9ifn0ntzypSUlEHfC2B0rFmzxueNp6VLlyouLm5Iz/B4PJo/f753fPDgQb377rvnvO/w4cM+182YMaPPHAPAGf6YG3qqqKjQ3//936u5udl77K/+6q/0zW9+c0R1AhhbI50blixZol27dg3p12233ebzjPvuu8/nPBtSAs7z188NS5Ys8RkPNsvYu3evz95gkydP9tsG2IGMcBtAyMrMzPRZ/bhx48Y+7UT688orr/j0yp0+fXqfv5CmT5/uM167du2g61q1apXP+IILLhj0vQBGR+8dzYf7D8TeKzP+8Ic/nPOeJ554Ql1dXd7xsmXLhvW9Afifv+YGSaqrq9ONN97os4/H1Vdfre9///vDfiYAZ/hzbgAQOvw1NyxcuFCxsbHe8f/93/8N6r4//elPPuO5c+cO6/sHG8JtACHt9ttv937d1tamf/mXfznr9U1NTfrhD3/oc+wLX/hCn+suuugin4/37Ny5U48//vg563n77bf7/IWzcOHCc94HYPTU1dX5rIaYOHGiZs+ePaxnLV682Gc382eeeUZvvPHGgNdXV1frN7/5jXeclpamv/zLvxzW9wbgX/6cGw4fPqwvfvGLPqupysrKdN9994XFiioglPhzbgAQOvw5N8THx+vv/u7vvOMPPvjgnItmdu3apd/97nfecUREhG644YZhff9gQ7gNIKTNmTNHl19+uXe8Zs0a3XnnnWpsbOxzbV1dnb74xS+qurrae2zatGn99siKiorSTTfd5HPs3nvv1S9+8Yt++29blqXnnntON998szo6OrzHFy5cqPPPP384fzQAfvLkk0/6jK+++uphh03GGH3961/3ji3L0le+8hVt27atz7U7d+7U3/3d36mtrc177LbbblN0dPSwvjcA//LX3HDy5EndfPPN2rdvn/fYvHnz9NOf/lRut3vEdQIYW/78uQFA6PD33HDTTTcpLS3NO7733nv1X//1Xz6f+PzEtm3b9MUvftHn3xWf//znNXHixGF//2BirN5b7gJAiDl58qSuv/56n9A6Pj5e8+bNU25urjo6OlRRUaHXXnvNJ3hOTk7W//3f/w34F0J7e7tuuukmbd++3ed4YmKiLr30UmVnZ8vtduvIkSN67bXXtH//fp/rJkyYoD/+8Y/KyMjw458WwFBYlqXFixf7/Pf5wgsvKC8vb0TP/bd/+zf96le/8jl24YUXavr06XK5XNq1a5deffVV9fwx7KqrrtJPfvKTEX1fAP7hz7nhqaee0l133eVzzOVyDfkfvNdcc41+9KMfDfn7A/Cf0fq5YTAefPBBPfTQQ97xfffdRzsUIECM1tzw/vvv6wtf+IJaWlq8xyZOnKi5c+cqLS1Np0+f1o4dO/TBBx/43Ddz5kz97ne/U0RExIi+f7DwOF0AAIy2hIQE/frXv9ZXv/pVffjhh5KkxsZGrVmzZsB7CgsL9Z//+Z9nfaczMjJSDz/8sL71rW9p/fr13uMNDQ1nfbYkTZkyRf/+7/9OsA047PXXX/f5IXTmzJl++Qfq17/+dbW2tup//ud/vMd27Ngx4GYwK1as0L333jvi7wvAP/w5N/S3lqi7u3vIzxnOPQD8a7R+bgAQ3EZrbpg2bZoefvhhffOb39SxY8ckSQcOHNCf//znAe9ZsmSJfvKTn4RNsC3RlgRAmMjOztYf//hHff3rX1dWVtaA16Wnp+ub3/ymnnrqKeXm5p7zufHx8XrooYf0i1/8Qpdccsk5V2EVFxfr7rvv1p/+9Cfl5+cP9Y8BwM+efvppn/FnP/tZvzzX5XLpu9/9rh599NGzbhpbWlqq+++/Xz/72c8UFRXll+8NYORGa24AENyYGwD0ZzTnhksvvVTPPfecrr/+esXHxw943ZQpU/Qf//Efeuihh3w2owwHtCUBEHYsy9L777+v6upqHT16VMYYJScna8qUKZo8efKInt3Y2Kj33ntP+/bt06lTp9Td3a24uDhlZGRo2rRprNQGwlRtba0+/PBDHTlyRF1dXcrIyFBJSYkmTZrkdGkAAAAAgkB7e7vefPNNHThwQMePH1d0dLTS0tI0Y8YMTZgwwenyHEO4DQAAAAAAAAAIOrQlAQAAAAAAAAAEHcJtAAAAAAAAAEDQIdwGAAAAAAAAAAQdwm0AAAAAAAAAQNAh3AYAAAAAAAAABB3CbQAAAAAAAABA0CHcBgAAAAAAAAAEHcJtAAAAAAAAAEDQIdwGAAAAAAAAAAQdwm0AAAAAAAAAQNAh3AYAAAAAAAAABB3CbQAAAAAAAABA0CHcBgAAAAAAAAAEHcJtAAAAAAAAAEDQIdwGAAAAAAAAAAQdwm0AAAAAAAAAQNAh3AYAAAAAAAAABB3CbQAAAADA/9/OHaMmFEQBFP2CINhp7R5chCtwV2LhftyPhYsQJl0gReAbEHOTc7qBGebVl2EAAHKW7x4AAAD4vW6323Q4HF5+z/F4nE6n08vvAQDg7/ByGwAAAACAHHEbAAAAAICcxRhjvHsIAADgd3o8HtP9fp+193q9Tufz+XO93++ny+Uy6+x6vZ622+2PZgQA4H/y5zYAAPCt5XI57Xa7WXs3m82X9Wq1mn0WAACe5VsSAAAAAAByxG0AAAAAAHLEbQAAAAAAcsRtAAAAAAByxG0AAAAAAHLEbQAAAAAAcsRtAAAAAAByxG0AAAAAAHLEbQAAAAAAcsRtAAAAAAByxG0AAAAAAHLEbQAAAAAAcsRtAAAAAAByxG0AAAAAAHLEbQAAAAAAcsRtAAAAAAByxG0AAAAAAHLEbQAAAAAAcsRtAAAAAAByxG0AAAAAAHLEbQAAAAAAcsRtAAAAAAByxG0AAAAAAHLEbQAAAAAAcsRtAAAAAAByFmOM8e4hAAAAAADgGV5uAwAAAACQI24DAAAAAJAjbgMAAAAAkCNuAwAAAACQI24DAAAAAJAjbgMAAAAAkCNuAwAAAACQI24DAAAAAJAjbgMAAAAAkCNuAwAAAACQI24DAAAAAJAjbgMAAAAAkCNuAwAAAACQI24DAAAAAJAjbgMAAAAAkCNuAwAAAACQI24DAAAAAJAjbgMAAAAAkCNuAwAAAACQI24DAAAAAJAjbgMAAAAAkCNuAwAAAACQI24DAAAAAJAjbgMAAAAAkCNuAwAAAACQI24DAAAAAJAjbgMAAAAAkCNuAwAAAACQ8wEsl6E19QPsCAAAAABJRU5ErkJggg==",
      "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": 21,
   "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": 21,
     "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": 22,
   "id": "80be3745",
   "metadata": {},
   "outputs": [],
   "source": [
    "p_alive = bgm.expected_probability_alive(data=customer_1516_history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "61915242",
   "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",
    "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": 24,
   "id": "ee66d183",
   "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>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": 24,
     "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": 25,
   "id": "e8ccbfb7-1951-49fa-bf57-a43fbf5df4cc",
   "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>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": 25,
     "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": 29,
   "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": 29,
     "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": 30,
   "id": "f8f280ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6cbc95059507451f8d9ddf692d287a10",
       "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": 31,
   "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": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.fit_summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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": "675ab83fdd674978b6961a3788d34b19",
       "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": 33,
   "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>4.857</td>\n",
       "      <td>0.776</td>\n",
       "      <td>3.468</td>\n",
       "      <td>6.281</td>\n",
       "      <td>0.027</td>\n",
       "      <td>0.019</td>\n",
       "      <td>851.0</td>\n",
       "      <td>1182.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>q</th>\n",
       "      <td>3.913</td>\n",
       "      <td>0.272</td>\n",
       "      <td>3.437</td>\n",
       "      <td>4.435</td>\n",
       "      <td>0.009</td>\n",
       "      <td>0.007</td>\n",
       "      <td>885.0</td>\n",
       "      <td>1329.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>v</th>\n",
       "      <td>23.316</td>\n",
       "      <td>5.176</td>\n",
       "      <td>13.462</td>\n",
       "      <td>32.495</td>\n",
       "      <td>0.186</td>\n",
       "      <td>0.131</td>\n",
       "      <td>774.0</td>\n",
       "      <td>1090.0</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   4.857  0.776   3.468    6.281      0.027    0.019     851.0    1182.0   \n",
       "q   3.913  0.272   3.437    4.435      0.009    0.007     885.0    1329.0   \n",
       "v  23.316  5.176  13.462   32.495      0.186    0.131     774.0    1090.0   \n",
       "\n",
       "   r_hat  \n",
       "p    1.0  \n",
       "q    1.0  \n",
       "v    1.0  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.fit_summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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": 35,
   "id": "00fca54a",
   "metadata": {},
   "outputs": [],
   "source": [
    "expected_spend = gg.expected_customer_spend(data=rfm_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>26.085</td>\n",
       "      <td>0.439</td>\n",
       "      <td>25.299</td>\n",
       "      <td>26.944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[2]</th>\n",
       "      <td>21.547</td>\n",
       "      <td>1.343</td>\n",
       "      <td>18.825</td>\n",
       "      <td>23.898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[3]</th>\n",
       "      <td>37.637</td>\n",
       "      <td>0.884</td>\n",
       "      <td>36.007</td>\n",
       "      <td>39.309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[4]</th>\n",
       "      <td>37.637</td>\n",
       "      <td>0.884</td>\n",
       "      <td>36.007</td>\n",
       "      <td>39.309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[5]</th>\n",
       "      <td>37.637</td>\n",
       "      <td>0.884</td>\n",
       "      <td>36.007</td>\n",
       "      <td>39.309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[6]</th>\n",
       "      <td>74.857</td>\n",
       "      <td>0.361</td>\n",
       "      <td>74.200</td>\n",
       "      <td>75.515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[7]</th>\n",
       "      <td>21.547</td>\n",
       "      <td>1.343</td>\n",
       "      <td>18.825</td>\n",
       "      <td>23.898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[8]</th>\n",
       "      <td>30.866</td>\n",
       "      <td>0.612</td>\n",
       "      <td>29.679</td>\n",
       "      <td>31.985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[9]</th>\n",
       "      <td>36.431</td>\n",
       "      <td>0.150</td>\n",
       "      <td>36.142</td>\n",
       "      <td>36.714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[10]</th>\n",
       "      <td>37.637</td>\n",
       "      <td>0.884</td>\n",
       "      <td>36.007</td>\n",
       "      <td>39.309</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         mean     sd  hdi_3%  hdi_97%\n",
       "x[1]   26.085  0.439  25.299   26.944\n",
       "x[2]   21.547  1.343  18.825   23.898\n",
       "x[3]   37.637  0.884  36.007   39.309\n",
       "x[4]   37.637  0.884  36.007   39.309\n",
       "x[5]   37.637  0.884  36.007   39.309\n",
       "x[6]   74.857  0.361  74.200   75.515\n",
       "x[7]   21.547  1.343  18.825   23.898\n",
       "x[8]   30.866  0.612  29.679   31.985\n",
       "x[9]   36.431  0.150  36.142   36.714\n",
       "x[10]  37.637  0.884  36.007   39.309"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(expected_spend.isel(customer_id=range(10)), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "7a7471f5",
   "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": [
    "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": 38,
   "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>38.013</td>\n",
       "      <td>0.556</td>\n",
       "      <td>36.976</td>\n",
       "      <td>39.068</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     mean     sd  hdi_3%  hdi_97%\n",
       "x  38.013  0.556  36.976   39.068"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(expected_spend.mean(\"customer_id\"), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "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": 40,
   "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": 41,
   "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": 42,
   "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>29.251</td>\n",
       "      <td>1.041</td>\n",
       "      <td>27.389</td>\n",
       "      <td>31.258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[2]</th>\n",
       "      <td>3.094</td>\n",
       "      <td>0.309</td>\n",
       "      <td>2.515</td>\n",
       "      <td>3.637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[3]</th>\n",
       "      <td>5.611</td>\n",
       "      <td>0.232</td>\n",
       "      <td>5.177</td>\n",
       "      <td>6.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[4]</th>\n",
       "      <td>5.611</td>\n",
       "      <td>0.232</td>\n",
       "      <td>5.177</td>\n",
       "      <td>6.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[5]</th>\n",
       "      <td>5.611</td>\n",
       "      <td>0.232</td>\n",
       "      <td>5.177</td>\n",
       "      <td>6.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[6]</th>\n",
       "      <td>501.795</td>\n",
       "      <td>16.891</td>\n",
       "      <td>468.862</td>\n",
       "      <td>530.804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[7]</th>\n",
       "      <td>4.069</td>\n",
       "      <td>0.351</td>\n",
       "      <td>3.414</td>\n",
       "      <td>4.706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[8]</th>\n",
       "      <td>16.195</td>\n",
       "      <td>0.435</td>\n",
       "      <td>15.358</td>\n",
       "      <td>16.991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[9]</th>\n",
       "      <td>46.927</td>\n",
       "      <td>1.304</td>\n",
       "      <td>44.678</td>\n",
       "      <td>49.522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[10]</th>\n",
       "      <td>5.611</td>\n",
       "      <td>0.232</td>\n",
       "      <td>5.177</td>\n",
       "      <td>6.050</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          mean      sd   hdi_3%  hdi_97%\n",
       "x[1]    29.251   1.041   27.389   31.258\n",
       "x[2]     3.094   0.309    2.515    3.637\n",
       "x[3]     5.611   0.232    5.177    6.050\n",
       "x[4]     5.611   0.232    5.177    6.050\n",
       "x[5]     5.611   0.232    5.177    6.050\n",
       "x[6]   501.795  16.891  468.862  530.804\n",
       "x[7]     4.069   0.351    3.414    4.706\n",
       "x[8]    16.195   0.435   15.358   16.991\n",
       "x[9]    46.927   1.304   44.678   49.522\n",
       "x[10]    5.611   0.232    5.177    6.050"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(clv_estimate.isel(customer_id=range(10)), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "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."
   ]
  }
 ],
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