{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fb4093cc",
   "metadata": {},
   "source": [
    "(clv_quickstart)=\n",
    "# CLV Quickstart"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55cf0b5e",
   "metadata": {},
   "source": [
    "```{note}\n",
    "This quickstart was adapted from the legacy [lifetimes](https://lifetimes.readthedocs.io/en/latest/Quickstart.html) library. Some pictures and descriptions are directly attributable to the `lifetimes` developers.\n",
    "```\n",
    "\n",
    "In this notebook we will be using the CDNOW dataset, a popular benchmarking dataset in CLV and Buy Till You Die (BTYD) modeling research. Data is available [here](https://www.brucehardie.com/datasets/), with additional details [here]."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "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 timepoint when a customer made their most recent purchase. This is also equal to the duration between a customer’s first non-repeat purchase (usually time 0) 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",
    "If working with raw transaction data, the `rfm_summary` function can be used to preprocess data for modeling:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5b56f8db",
   "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>_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(\"https://raw.githubusercontent.com/pymc-labs/pymc-marketing/main/data/cdnow_transactions.csv\")\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",
    "rfm_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "514ee548",
   "metadata": {},
   "source": [
    "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": {
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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\n",
    "    .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": [
    "## Basic Frequency/Recency analysis using the BG/NBD model\n",
    "\n",
    "As this dataset represents non-contractual transactions in the continuous time domain, we will use the Beta-Geometric/Negative Binomial Distribution (BG/NBD) model to infer the frequency of repeat purchases for each customer in the dataset. The Pareto/Negative Binomial Distribution (Pareto/NBD) model is also available as an alternative if you wish to compare results.\n",
    "\n",
    "For use cases involving discrete time, contractual transactions, use the Shifted Beta-Geometric model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2ac219da",
   "metadata": {},
   "outputs": [],
   "source": [
    "bgm = clv.BetaGeoModel(\n",
    "    data = rfm_data\n",
    ")\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',\n",
    "                'kwargs': {'sigma': 10}},\n",
    "    'b_prior': {'dist': 'HalfNormal',\n",
    "                'kwargs': {'sigma': 10}},\n",
    "    'alpha_prior': {'dist': 'HalfNormal',\n",
    "                'kwargs': {'sigma': 10}},\n",
    "    'r_prior': {'dist': 'HalfNormal',\n",
    "                '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": {
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       "\n",
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       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
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      "text/plain": [
       "<IPython.core.display.HTML object>"
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    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "      <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [8000/8000 00:07&lt;00:00 Sampling 4 chains, 0 divergences]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
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    },
    {
     "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>0.695</td>\n",
       "      <td>0.163</td>\n",
       "      <td>0.409</td>\n",
       "      <td>0.975</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.003</td>\n",
       "      <td>1642.0</td>\n",
       "      <td>1782.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b</th>\n",
       "      <td>3.312</td>\n",
       "      <td>1.016</td>\n",
       "      <td>1.652</td>\n",
       "      <td>5.116</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0.019</td>\n",
       "      <td>1646.0</td>\n",
       "      <td>1700.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alpha</th>\n",
       "      <td>7.093</td>\n",
       "      <td>0.513</td>\n",
       "      <td>6.129</td>\n",
       "      <td>8.066</td>\n",
       "      <td>0.013</td>\n",
       "      <td>0.009</td>\n",
       "      <td>1612.0</td>\n",
       "      <td>1745.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>r</th>\n",
       "      <td>0.276</td>\n",
       "      <td>0.012</td>\n",
       "      <td>0.255</td>\n",
       "      <td>0.300</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1618.0</td>\n",
       "      <td>1689.0</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      0.695  0.163   0.409    0.975      0.004    0.003    1642.0    1782.0   \n",
       "b      3.312  1.016   1.652    5.116      0.026    0.019    1646.0    1700.0   \n",
       "alpha  7.093  0.513   6.129    8.066      0.013    0.009    1612.0    1745.0   \n",
       "r      0.276  0.012   0.255    0.300      0.000    0.000    1618.0    1689.0   \n",
       "\n",
       "       r_hat  \n",
       "a        1.0  \n",
       "b        1.0  \n",
       "alpha    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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",
      "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": 654
      }
     },
     "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": "920669d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "num_purchases = bgm.expected_num_purchases(\n",
    "    customer_id=rfm_data[\"customer_id\"],\n",
    "    t=1,\n",
    "    frequency=rfm_data[\"frequency\"],\n",
    "    recency=rfm_data[\"recency\"],\n",
    "    T=rfm_data[\"T\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>0.355740</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>0.394494</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>0.402683</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>0.446398</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             0.355740  \n",
       "1202            0.394494  \n",
       "156             0.402683  \n",
       "1980            0.446398  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "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": 16,
   "id": "6aa2ec03",
   "metadata": {},
   "outputs": [
    {
     "data": {
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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": 17,
   "id": "88c3534c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XIdwGAABeM/MnayAZHCx1uN87fUH2UbKEoQ4PWNsW/CqFhRFwAwAAALkJ4TYAAPCKc+dNrVhhbevyqKE8eRi1jbT17GHI1/fmckyM9ONswm0AAAAgNyHcBgAAXjFvvqn4hJvLefNKnR/xXn+QvZQubah9O2vb/PlSeDgBNwAAAJBbEG4DAIBMFxVl6teF1rb720uFCjFqG6576glDPsnOZqOvSz/NJdwGAAAAcgvCbQAAkOl+XyJFRFjbuj1GsA33lCtnqG0ba9u8n6Wr1wi4AQAAgNyAcBsAAGSqhARTc+ZZw8emjaXy5Qm34b6nnjBkJNt1oqKkOYzeBgAAAHIFwm0AAJCp1m2QTp60tnXrSrCN9Ln9dkP3tbK2zZmXWPoGAAAAQM7m5+0OAACA3GX2HGvoWKmSdPddXuoMPMY0TR04cEAHDx5UWFiYJKlIkSKqXLmyqlatKsPIuBsYT/c09OeKm/tVRIS0aLHUrYt08eJFnThxQufOnVN4eLiuX78uf39/5c+fX6VLl1a1atVUqFChDOsbAAAAgIxDuA0AADLNoUOmtm23tnXrYmRo8ImMdePGDf3000+aNWuWLly44PQ1JUqUUPfu3dW9e3f5+Xn+9LNiiKFm95has1YyzTMy45fqq/E7NfWb/QoPD09z/Ro1aqhTp07q0KFDhvTvq6++0rRp0xzaN2zY4PFtAQAAALkJZUkAAECmmW1XC7lwYanNfV7qDG7ZuXPn9Oyzz2rs2LEpBtuSdP78eY0dO1bPP/+8zp8/nyF9ebx74g0SM36zEm58revRG1wKtiXpn3/+0UcffaRnn31Whw8f9mi/Dhw4oB9++MGj7wkAAAAgEeE2AADIFJcumVq+wtrW+RFDefIwajs7unz5svr376+DBw9a2vPkyaOKFSuqQoUKypMnj+Vn+/fvV//+/V0Ond1Ru5ZUvXrKPy9WrJgqVaqkmjVrqlKlSgoKCnJ4zcGDB9WvXz+H3ym9bty4oQ8//FDx8fEeeT8AAAAAVpQlAQAAmWL+L6bi4m4uB/hLnR/xXn9wa/773//qZLKZQfPkyaMXX3xRjzzyiPLmzStJio6O1oIFCzRx4kTFxMRIkkJDQ/XBBx/o888/92h/DMPQ492ld3dLkq8MnzoyfOpr8KB66vBAFeXLl8/y+oSEBO3fv1+zZ8/WH3/8YWu/evWq3n33Xc2YMUMBAQG31KcZM2bYgvLAwEBFR0ff0vsBAAAAsGLkNgAAyHAxMaYW/GJta9tWKlyYUdvZ0caNG7V+/Xrbsp+fn0aNGqXu3bvbgm0pMdB9/PHH9eWXX1pqWa9Zs0Zbt271eL/ubSaVLN1YvnkWyTdgnHz8emnLtjoOwbYk+fj4qEaNGho+fLjee+89y89OnDihhQsX3lJfjh8/rqlTp9qWe/fufUvvBwAAAMAR4TYAAMhwy5ZL4Vesbd26EGxnV19//bVl+amnnlK9evVSfP1dd92lnj17WtomTpzo8X75+Rl64vGSMoxCtra166Tjx81U1pI6duyotm3bWtpWrlyZ7n6YpqmPPvpIsbGxkqR7771XLVu2TPf7AQAAAHCOcBsAAGQo0zT10xxruFj/bqlSRcLt7Ojff//VP//8Y1sODAzUE088keZ6Tz75pAIDA23Lu3fv1tGjRz3evw73SwUKWNtmzUk93Jak+++/37J87NixdPdh7ty52rlzpyQpKChIr732WrrfCwAAAEDKqLkNAEAu9M8//yg0NFQXLlyQYRgqV66c7r77buXPnz/V9WJiYrRz504dO3ZMUVFRKlCggCpUqKA6depYyk4kt2WrdPSYta17V8dg+/r169q5c6cuXLigsLAw+fj4qEiRIgoJCVHVqlVlGLcWhp8/f15HjhzR6dOnFRERIUkqWLCgSpQooZo1a6pgwYK39P7OXL9+XTt27NDx48dtf68yZcqoXr16lqA3O1m9erVluXXr1k7LftjLly+f7rvvPv3222+W9woJCfFo/4KCDHV6xNT0GTfbliyRej9rqkiRlPehsmXLWpbTO+nl2bNnNWHCBNtyv379VKJECZ0+fTpd7wcAAAAgZYTbAADkMFu3blX//v1ty88995x69+6t+Ph4zZ07V3PnzlVoaKjDennz5tVjjz2mF154QXny5LH8LDIyUt9++63mz5+vyMhIh3ULFy6sfv366eGHH3b4mf2o7fK3SY0a3lzeuXOnvvvuO23dutVWxsHZ+3fu3FlPPPGES0GqJN24cUObN2/WihUrtHnzZp09ezbF1xqGoZo1a+rJJ5/Uvffe63KQPmLECC1evNi2/PPPP6tMmTKKiIjQN998o19++cXpJIL+/v566KGH9MILLyg4ONilbWUV69atsyw3atTI5XUbNmxoCbfXrFmjp59+2mN9S/JYZ0Ozfro5gWlsnPTzAlPPP5vyv6v9vlfAfvi3iz755BNFRUVJkmrWrKnHHnssXe8DAAAAIG2UJQEAIBeIjo7W4MGD9eWXXzoNtqXEUcY//PCDBg4cqOvXr9vaT548qV69emnGjBlOg21JCgsL00cffaRRo0ZZ2o8dN7Vho/W13boY8vExFB0drXfeeUd9+vTR+vXrUwy2k95/6tSp6tatm6UkRmree+89DR48WAsXLkw12JYSS6fs3r1bb7zxht566y2ngbSrjh49qieffFKzZs1K8X3i4uL0888/6/nnn89WI3pN09S///5raatVq5bL69euXduy/O+//8o00y4Z4q5iRQ21s5bQ1vwFiRObpmTv3r2W5apVq7q93cWLF2vDhg2SEifZfPPNN+Xjw+k2AAAAkFE42wYAIBd49913tWnTJtty8eLFVb16dYWEhMjX19fy2h07dujLL7+UJF2+fFkDBgywBeKGYahs2bKqUaOGQxkHSZo1a5b++OMP2/KcudYwsWBB6f72ie/br18//fnnnw7vUaJECVWrVk1VqlRxKBVy6dIlvfjii9qxY0eav7OzsLxw4cIKCQnRnXfeqcqVKzsdNb1q1SoNGTJECQkJaW7D3pkzZzRgwABLmF6qVCnVqFFDFSpUcPhbnzx5Um+++aZu3Ljh9ra84cyZM5YbH4GBgSpVqpTL65cuXVp58+a1LUdHR+vcuXMe7WMS+9I3V65Kf65w/trr16/rxx9/tLR17NjRre1dvnzZcnPniSee0B133OHWewAAAABwD2VJAADI4RYvXqwzZ85Iktq1a6dnnnnGUuf4ypUrmjRpkubNm2dr+/XXX9W1a1eNGzdOZ8+eVZ48efTkk0/q0UcfVdGiRW2vO378uD755BNt377d1jZ27Fi1adNGkZG++mOptS+PPCQFBJh69dX3tH//flt74cKF9eSTT+r++++3vH9CQoJ2796tyZMna8uWLZISg8ihQ4dq+vTpKlSoUKq/e3BwsFq3bq177rlHNWrUcBpmh4aGatGiRZo1a5ZiYmIkSZs3b9a0adPUq1evVN/f3kcffaRLly7Z/l6dOnVS8eLFbT+/evWqpk+frhkzZthGLB88eFC//PJLtihfceLECctyiRIl3H6PkiVL6vjx47bl48ePuxWQu6piiKEG9U1t3nKzbd58Uw/cL0vZmfPnz+v999+3/G533XWX2rRp49b2Ro4cqatXr0qSypUrp2efffbWfgEAAAAAaSLcBgAgh0sKtl966SU98cQTDj8vVKiQhgwZopiYGC1atEhSYvmJd999V8eOHVNQUJC++OIL1a1b12Hd22+/XV9++aV69eqlY8eOSUocXb127VodD71X/58VS5J8faVHOxmaMWO6tm7damu/88479dlnn6lIkSIO7+/j46M6depozJgx+uKLLzR37lxJiYHklClT9Morr6T4e/fq1UtVqlRxqB9u77bbblO/fv3UunVrDRgwwBZQTp06VU8++WSq69o7deqUChYsqFGjRqlGjRoOPy9YsKD69++voKAgff3117Z2V8Jt+/reGeXdd9/Vgw8+6PRnYWFhluX0hNvFixe3hNv27+lJj3U2tGlznMyExJsv+/ZJc+dKJUpc1/nz57Vz5079/ffftpsaUmKd7E8++cStCUxXr15teQrhzTffTHO/AwAAAHDrKEsCAEAu0KZNG6fBdnJ9+vSx1AdOCqtffvllp8F2krx58zqMUl27dp3mzbeWJGndSipQIEYzZsywtRUrVkxffPGF02A7OR8fHw0ePFg1a9a0tS1atEjXrl1LcZ1atWq5FTBWqVJFAwYMsC2fO3dOa9eudXn9JO+8847TYDu5nj17WoLhgwcP6tKlS25vK7MlTZSYJDAw0O33SF6WRNIt1TdPS5PGUskS0UqIG2j7b+TIgXrjjTc0cuRILV++3BZsFylSRAMGDNDEiRMdyuGkJiIiQp999pltuUOHDqpfv77HfxcAAAAAjgi3AQDI4QzD0AsvvJDm64oXL65q1apZ2kqVKqWHHnoozXWbNWtmCca3bj0o+6y2W1dDixcvto2MlqTnn38+zdIiSXx9ffXUU0/ZlqOiomyT93lK27ZtLXWxt23b5tb6NWrUUIsWLdJ8nZ+fn1q2bGlpO3DggFvb8gb7IDogIMDt97C/4WAfmHuSr6+hDg+kPQK7SJEi6tWrlx555BH5+bn3YOPo0aN14cIFSYnldQYOHJiuvgIAAABwH2VJAADI4e644w6VL1/epddWqlRJ//zzj225ZcuWDpMgOhMUFKTSpUvr1KlTkqSz587JSHaWUae2VK2qoW8mr7O1+fr6qm3bti7+FokaNGggHx8f22SPO3fudPs9UhMYGKjChQvr4sWLkqR9+/a5tb47dZqrVKliWU5rYsWePXvq/vvvd6s/6VGxYsUUf2Y/Sae/v7/b728fiCcvCZIR2reTvpmU+msuX76sL774QhMnTtRzzz2nHj16uFSWZPPmzVq4cKFt+eWXX3b5Zg0AAACAW0e4DQBADmc/Gjs19uUYqlat6vK6hQoVsoXb8TcilXwAbLeuhkzT1K5du2xt5cuXV758+Vx+fykxfC5UqJCtTnNS6ZS0HDlyRCtWrNCBAwd09OhRXbt2TZGRkbpx40aq67lbD7p69eouv7Zw4cKW5YiIiFRfHxISYpkI1Bvsg+m4uDi338M+IM/o2tS3lSuojg+v05L/n9zUNBNUoniEPvrvWe3evUu//PKLDh8+LClxFPnYsWP177//6r333rM8jWDv+vXr+vjjj23LjRo10gMPPJChvwsAAAAAK8JtAAByuODgYJdfa18P2Z11rSHlzdG4pUtLzZomjo5NXpLk6NGjaty4scvv70zy93Pm33//1ciRI7V9+/YMeX979oF1auz/1hk9gtkT7Gts2wfVrrD/PdNTt9tdj3YytGRpYg14w/DRhYsFdfFSIXXrVk1du3bVzJkzNW7cOJlm4mt+//13VapUKdUJRSdOnKjTp09LSvy3fP311zP89wAAAABgRc1tAAByuPTURfbEukke7WTI19fQlStXbvm97KU22nnNmjV65pln0h1sS+6PTL6Vv1dSsJqVBQUFWZbTMxnk9evXLcuZEW7XqC5VtVaB0c8LksJuQ0888YT69etn+fmUKVNSvLmxZ88ezZ4927b83HPPqWzZsp7tNAAAAIA0MXIbAABkmDx5pI7/X6nh2rVrHn//pNrb9k6cOKG3337bEk4bhqEaNWqoVq1aKlu2rIoWLaqAgACHQHr48OG6fPmyx/uaE9iPTD9//rzb75E0+WKSIkWK3FKfXGEYhh7tLH38v5s3EDZvkU6Emip/W2Jt7R49euiXX36xldaJjo7WihUr1KlTJ4f3Gz9+vG3fq1y5sh5//PEM/x0AAAAAOCLcBgAAHuFs4HG7NlLBgonhoX0ZjpCQEA0ePPiWtplSvebx48dbSmbUqFFDQ4cOVYUKFdJ8T1cmEvSGo0ePOgTDGaFixYoqVqyY05/ZT0yannDbfuLM22+/3e33SI8290njJ0jJB2PPX2Bq4EuJ/95+fn5q3ry5Zs2aZfv57t27nYbbyZ8YOHTokJo1a5auPtmX5fnf//6nFi1apOu9AAAAgNyIcBsAAHiEs6ojj3a6GRTb1+82TVMNGzb0eD+ioqK0bt0623KRIkU0atQoh8kyU5IRI8w9Yfr06Vq8eHGGb+fdd9/Vgw8+6PRnpUuXVp48eWx1s6Ojo3XmzBmVLl3apfc+c+aMpSxJYGCgSpYseeuddkGePIYe7GBq5s3sWov/kF543lRgYOJ+al9a5NKlS5nSNwAAAADpQ81tAADgERcuWpdr1ZQqV74ZbhctWtQy0vrs2bO6ceOGx/tx4MABSzmSdu3auRxsh4aGpmuSxNzCMAzdcccdlrbdu3e7vP6uXbssy3fccUemjpTv9Iih5JuLjJT+XJny6/38GAcCAAAAZGWcsQMAgFt26F9T9nM7PtbZGlr6+fmpdu3a2rx5s6TEiQX37NmjunXrerQv9vWy7UtppGbr1q0e7UtOdM8992jv3r225U2bNqldu3Yurbtp0ybLcnrLeaRXmdKGGjU0tWHjzbZfF5p6sEPivnr27FnL61OqB/7GG28oKirKrW1fvnxZw4cPt7SNGTPGsly5cmW33hMAAADI7Qi3AQDALft5gWPB7Rb3Or6ucePGtnBbkubMmePxcNu0K/6dfBR3Wuv9/PPPHu2LJw0dOlRDhw71djfUvHlzTZo0yba8YsUKvfLKKwoKCkp1vcjISK1YscLSdu+9TnaSDPbIQ4Y2bLy5j/yzL/HmzB2VpDVr1lheaz9KPUnNmjXd3u7p06cd2jKiLA8AAACQm1CWBAAA3JKr10wtXebY7u/vWG7ikUceUYECBWzLK1eu1Nq1az3an6JFi1qW7UthpGTevHk6ePCgR/uSE1WuXFk1atSwLUdFRWnGjBlprjdjxgxFR0fblmvWrKmQkJAM6WNqmjSW7HYRLVxkatGiRTp+/LilvXnz5pnYMwAAAADuItwGAAC3ZPHv0v/PL5im/Pnzq2fPnrblhIQEvffee1q9erVb29y/f7/eeecdpz+rVq2a/P39bcurVq1KM+Bes2aNQ4kIpKx3796W5WnTpmn79u0pvn7btm2aPn26pa1Pnz5pbmfr1q1q3Lix5b/UJG0n+aSV9vz8DD3Ywdq2aNEKffrpp5a21q1buzxRJgAAAADvINwGAADplpBgOi1Jkponn3xSTZs2tS1HRUXpjTfe0BtvvKEtW7Y4ndAxJiZGe/fu1Xfffaenn35avXr10p9//un0/QMDA9WqVSvbcnx8vAYPHqwFCxYoxi6FP3HihD799FO9/vrrio2NVeHChVWoUCG3fp/cqEmTJmrUqJFt+caNGxo0aJB++uknS7AcHR2tWbNmafDgwZbJQ5s2baoGDRp4vF/Xrl3T+PHj9dBDD+nDDz/UmjVrdOnSJYfXPdTRkBSphPi/FR/7qqIi3rWUrylYsKBefvllj/cPAAAAgGdRcxsAAKTbxk2Sk1LCqfLx8dGIESP0+uuva9u2bZIS613/9ddf+uuvvxQQEKBSpUqpQIECio2N1bVr13ThwgXFx8e7vI0XXnhBa9euVWRkpKTEes+ffPKJvvzyS912220KCAjQxYsXdf78eds6vr6+eu+99/Tpp5/qypUr7v1SudDQoUPVu3dvWy3pmJgYffnll/rqq69UtmxZmaap06dPO9xQKFeunN57770M7du1a9e0cOFCLVy4UJJsNy3y5cunuLg4Xb16VTeun5PkeGOmQIECGjNmjEqWLJmhfQQAAABw6xi5DQAA0m3efPdGbSfJnz+/xowZo8cff1y+vr6Wn8XGxurEiRPau3evDh06pLNnzzoNtlMLH8uVK6ePPvrIYZLDmJgY/fvvv/rnn38swXaePHk0fPhwy4hypK5o0aIaP368KleubGmPiYnRkSNHdPToUYdgu0qVKho/frwKFy6cmV1VWFiYjh07pr179+rgwYM6e/asnAXbtWs31Pfff69q1aplav8AAAAApA/hNgAASJeTJ01t2Jj+9f38/DRw4EDNnj1bnTp1cinwLF26tDp16qTRo0dr/vz5qb62UaNGmjp1qpo1a5bia3x9fXXfffdp+vTpatu2rdu/Q25XunRpTZ06Vf3791fx4sVTfF3x4sU1YMAATZkyJUNHRDdq1EiffPKJHnnkEd1+++0yDMdJTR3lk+HTTj7+Y9Sw8SiVKVMmw/oHAAAAwLMM0zTTN+QqBWFhYZ58O8AlhmEoODhYkhQeHi4P79ZAjsFnBZ40dnyCfppzczl/fmnBXEN587oSKDoyTVNHjhzRkSNHdOXKFV27dk0BAQHKly+fypQpo5CQkFQD1NRcvHhRO3bs0Pnz53X9+nXly5dPt912m2rVqqUCBQo4vJ7PivsSEhK0f/9+HTp0yHY+WLhwYVWpUkVVq1aVj0/mj6m4du2ajh49qtOnTyssLEzR0dHy9/dX/vz5VahQIa1ZH6IlS8vbQvBSJaXZPxry8UnfPpwb8VkB0sbnBHANnxXANdn9s+LppzipuQ0AANwWHW3qt9+tbQ92ULqDbSnxJK1SpUqqVKnSLfbOUbFixdSmTRuPvy9u8vHxUY0aNVSjRg1vd8WmQIECql27tmrXru3052XLmVq67ObFwNlz0o6d0l31MquHAAAAAG4FZUkAAIDblv0pRUTcXDYMqfMjjHZF9lKlslSporXt9z+y18gXAAAAIDcj3AYAAG4xTVPzF1gDwCaNpLJlCbeRvRiGofvbW/fbVX9JUVEE3AAAAEB2QLgNAADccuCAdOhfa1vnTgTbyJ7atZF8k50RR1+X/lrtvf4AAAAAcB3hNgAAcMsvi6yjWkuWlBo28FJngFtUtKihRg2tbYspTQIAAABkC4TbAADAZVFRppYvt7Y91NGQry8jt5F9PXC/df/dvkM6c4aAGwAAAMjqCLcBAIDLlv2ZWLYhiY+P1PEB7/UH8IR7mkoFCljb/ljqnb4AAAAAcB3hNgAAcNlCu5IkTZtIxYszahvZW0CAoTatrW2/LzFlmozeBgAAALIywm0AAOCSAwdN7T9gbXv4QYJt5AwPtLfuy6dPS7t2e6kzAAAAAFxCuA0AAFxiP2q7RHE5TMQHZFfVq0kVbre2MbEkAAAAkLURbgMAgDRFRZlaajeR5INMJIkcxDAM3W83envVX1JMDAE3AAAAkFURbgMAgDStWClFRd1c9vGROnbwXn+AjNCujWQky7cjI6X1G7zXHwAAAACpI9wGAABp+sWuJEnjRlLJEozaRs5SooShunWsbUuXM3IbAAAAyKoItwEAQKoOHTK1b5+17eGHCLaRM7VrY92312+Qrl0j4AYAAACyIsJtAACQql9/swZ7xYtJjZlIEjlUyxaSv//N5bg46a/V3usPAAAAgJQRbgMAgBRFR5tausza9mBHyc+PkdvImQoUMNSksbWN0iQAAABA1kS4DQAAUrRiVeKkekkMQ+rYgWAbOZt9aZLtO6QLFwi4AQAAgKyGcBsAAKTo14XWQK9RQ6lUScJt5GxNGkv5891cNk1p5V/e6w8AAAAA5wi3AQCAU4ePmNr7j7Xt4QcJtpHz5cljqHkza9vKVYzcBgAAALIawm0AAODUwkXWMK9oUalpEy91Bshk97Wy3sjZvUc6f56AGwAAAMhKCLcBAICD69dN/bHU2tbxASaSRO5R/24pf35r26rV3ukLAAAAAOcItwEAgIO/VksRETeXDUN6sCPBNnIPf39Dze+xtlGaBAAAAMhaCLcBAICD3363hngN6ktlShNuI3dp1ZLSJAAAAEBWRrgNAAAsTp8xtW27ta1jB4Jt5D4N6kv581nbKE0CAAAAZB2E2wAAwOL3P6wjUwsUkJo19VJnAC/y9zfUvJm1jdIkAAAAQNZBuA0AAGwSEkwt/sPa1ra1lCcPI7eRO1GaBAAAAMi6CLcBAIDN1m3SuXPWNkqSIDejNAkAAACQdRFuAwAAm8V2JUkqVZKqVPZSZ4AswN/fUDNKkwAAAABZEuE2AACQJF27ZuovuxGpHR8wZBiM3Ebu1qqFY2mSCxcIuAEAAABvI9wGAACSpD9XSLGxN5f9/KR2bbzXHyCrcFaaZOVf3ukLAAAAgJsItwEAgCTpt9+tI1GbNZWCgxm1DQQEUJoEAAAAyIoItwEAgI4cMbVvv7WtwwME20ASSpMAAAAAWQ/hNgAA0G92E0kWLSo1bOClzgBZUIP6Uj670iSr//ZOXwAAAAAkItwGACCXu3HD1JKl1rb720l+fozcBpIEBBhq1tTatnoNI7cBAAAAbyLcBgAgl1u3XgoPt7Z1pCQJ4ODe5tbPxY4d0pUrBNwAAACAtxBuAwCQyy22K0lSq6ZUvjzhNmCvYQMpIODmcnxC4s0hAAAAAN5BuA0AQC526ZKp9XbhHKO2AecCAw01sqtFv/pvRm4DAAAA3kK4DQBALrZkWeLo0yR580r3tfJef4Cszr40ycbNUnQ0ATcAAADgDYTbAADkUqZpavHv1lCuVQspKIiR20BK7mkq+SY7g46NlTZt9l5/AAAAgNyMcBsAgFzqn33SsePWtg6UJAFSVbCgobp1rW2UJgEAAAC8g3AbAIBc6je7Udtly0h163ipM0A2cm8z602gteulGzcIuAEAAIDMRrgNAEAuFBNj6s8V1rYH7jdkGIzcBtLSvJl1OSJC2r7DK10BAAAAcjXCbQAAcqHVa6TIyJvLhiHd3957/QGykxIlDFWvZm37i9IkAAAAQKYj3AYAIBf6/Q9rEHf3XVKpkozaBlx1b3Pr5+XvNVJCAgE3AAAAkJkItwEAyGUuXDC1Zau17YH2BNuAO+61K01y6VLiJK0AAAAAMg/hNgAAucySZVJCws3loCDp3ube6w+QHd1+u6Hby1vbVq9h5DYAAACQmQi3AQDIRUzTdChJ0qqlFBjIyG3AXfY3hVb/nfgZAwAAAJA5CLcBAMhF9u2Xjp+wtnW4n2AbSA/7utsnT0pHj3mnLwAAAEBuRLgNAEAu8vsS66jSMmWk2rW81Bkgm6tWVSpR3Nq2Zq13+gIAAADkRoTbAADkErGxppb/aW17oL0hw2DkNpAehmHonnusbevWU5YEAAAAyCyE2wAA5BJr10nXrlnb7m/nnb4AOcU9Taw3h/b+I4WFEXADAAAAmYFwGwCAXMJ+Isl6daXSpRm1DdyKenWlwLw3l01TWr/Ba90BAAAAchXCbQAAcoFLl0xt3GRte6A9wTZwq/LkMdSggbWN0iQAAABA5iDcBgAgF1i6XIpPuLmcN6/UsoX3+gPkJE3tSpNs3JxY4x4AAABAxiLcBgAghzNN06EkScsWUlAQI7cBT2jaWEo+L2t0tLRjp/f6AwAAAOQWhNsAAORwBw9JR45a2yhJAnhOkSKGqleztlGaBAAAAMh4hNsAAORwvy+xhmwlSyZOggfAc+xLk6xdl/jUBAAAAICMQ7gNAEAOFhdnatkya9v97SQfH0ZuA550T1Pr8pmz0tGjzl8LAAAAwDMItwEAyMHWb5CuXLW2UZIE8Lw7KkklSljb1q73Tl8AAACA3IJwGwCAHMx+IslaNaVy5Qi3AU8zDMNh9DZ1twEAAICMRbgNAEAOFRZuat0Ga1uH+wm2gYxiX3d7z97EzyEAAACAjEG4DQBADrVsuRQff3M5IEBq1dJbvQFyvrvqSoF5by6bprRhQ4ovBwAAAHCLCLcBAMih/lhiHTHa4l4pf35GbgMZJU8eQ/XrW9vWUpoEAAAAyDCE2wAA5ED/HjZ18JC1jYkkgYx3j11pkk2bpbg4Am4AAAAgIxBuAwCQA/1uN2q7eDHp7ru81BkgF2nS2LocFSXt2OmdvgAAAAA5HeE2AAA5zI0bppYus7a1byf5+jJyG8hoRYsaql7d2rZ+AyO3AQAAgIxAuA0AQA6zcZMUFmZtoyQJkHmaNrZ+3jZs9FJHAAAAgByOcBsAgBzm9z+so0RrVJduv51wG8gsjRtZl0+ESqfPMHobAAAA8DTCbQAAcpCrV02tXW9te+B+gm0gM1WtIgUHW9sYvQ0AAAB4HuE2AAA5yJ8rpbi4m8v+/lLrVt7rD5Ab+fgYatTA2rZhIyO3AQAAAE8j3AYAIAf5Y4k1QLunqVSwICO3gczWqJH1c7dtuxQTQ8ANAAAAeBLhNgAAOcSJUFN7/7G23c9EkoBXNKwvGck+ftevS7t2e68/AAAAQE5EuA0AQA6xZKl1VGhwsNS4oXf6AuR2wcGGqleztlGaBAAAAPAswm0AAHKAhARTS5Za29q2lvz8GLkNeEtju9IkTCoJAAAAeBbhNgAAOcCOndLZc9Y2SpIA3tW4kXX5+AnpzBlGbwMAAACeQrgNAEAO8IddSZKQClKVyt7pC4BE1apKwYWsbRs2eacvAAAAQE5EuA0AQDZ3/bqplausbQ/cb8gwGLkNeJOPj6GGDaxt1N0GAAAAPIdwGwCAbG71Gik6+uayj4/Uro33+gPgJvu629u2SbGxBNwAAACAJxBuAwCQzf2xxBqU1b9bKlaMUdtAVtCwgZT8IYro69LOXd7rDwAAAJCTEG4DAJCNXbxoastWa9v97Qi2gawiONhQtWrWtg2bGLkNAAAAeALhNgAA2djS5VJCws3lwEDp3ube6w8AR40bWpc3bvROPwAAAICchnAbAIBsyjRN/f6HdQRoq5ZS3ryM3AayEvu628eOS2fPMnobAAAAuFWE2wAAZFOH/pWOHrO2UZIEyHqqVZUKFbS2bWD0NgAAAHDLCLcBAMim7CeSLFVSqlvHS50BkCJfX0MN7UqTbNrCyG0AAADgVhFuAwCQDd24YWrpcmtb+3aSjw8jt4GsqGED62dz67bEzzEAAACA9CPcBgAgG9q4SQoPt7a1pyQJkGU1qG9djoyU/tnnnb4AAAAAOQXhNgAA2dAfS60jPu+sIZW/jXAbyKqKFTVUqZK1bTOlSQAAAIBbQrgNAEA2c/WaqbVrrW33tyfYBrK6hnajtzdt9k4/AAAAgJyCcBsAgGxm5SopNu7msr+/1LqV17oDwEX2dbf37U+8WQUAAAAgfQi3AQDIZv5YYg3D7mkiFSzIyG0gq6tdSwoIuLmckCBt2+a9/gAAAADZHeE2AADZyKnTpnbvsbYxkSSQPeTJY6huHWvbxs2M3AYAAADSi3AbAIBsZNly63LBglLjRt7pCwD32Zcm2bxZMk0CbgAAACA9CLcBAMgmTNPUkmXWEOy+VpK/PyO3gezCflLJs+ek0JPe6QsAAACQ3RFuAwCQTew/IIWGWtvupyQJkK2EhEhFi1rbNm/2Tl8AAACA7I5wGwCAbGLJUuuo7bJlpDtreKkzANLFMAyH0dubtlCWBAAAAEgPwm0AALKBGzdMLV9hbWvXNjEoA5C9NGxo/dxu2y7FxRFwAwAAAO4i3AYAIBvYtFkKD7e2tWtLsA1kR/Xvti5HR0t79nqnLwAAAEB2RrgNAEA2YD+RZI3q0m3lCLeB7KhwsKEqVaxtlCYBAAAA3Ee4DQBAFhcZaervNda29kwkCWRr9nW3mVQSAAAAcB/hNgAAWdxfq6XY2JvLvr5S61be6w+AW9ewgfUG1YGDUng4o7cBAAAAdxBuAwCQxdmXJGncSAoOZuQ2kJ3VvFMKzHtz2TSlLVu91x/g/9i77/gqy/OP498ng4QEAmEPWTJk7z0FQWS5B4pat4CCUq2ttb9Osdo6UbEOXODAXRUVZcgKI+w9Ze8RVva4f3+kJrlPAmSc5Dnj8369fNX7OiOX1kPO+ebK9QAAAPgjwm0AAHzYkSNGK1fZNS4kCfi/cuUcdWhv19i7DQAAABQN4TYAAD5s1pzsic5fRUdLvXu61w8A7+nisZokPl4yhoAbAAAAKCzCbQAAfNjMH+2g69J+UkQEk9tAIPC8qOTRY9Ku3e70AgAAAPgjwm0AAHzU9h1GO36xa4NZSQIEjPr1pZo17Vp8vDu9AAAAAP6IcBsAAB/lObVdo7rUvp1LzQDwOsdx8k1vL41nLQkAAABQWITbAAD4oMxMo59m27VBA6WQECa3gUDiuXd79RopNZWAGwAAACgMwm0AAHzQqtXSsWN2bfDlBNtAoOncUXLyvLRTU6V1693rBwAAAPAnhNsAAPggz5UkTZtIFzci3AYCTUyMo+bN7dqy5UxuAwAAAIVBuA0AgI9JSTH6eb5dY2obCFzdutjnZcvc6QMAAADwN4TbAAD4mAWLpOTk3HNIiDRwgHv9AChdXTrbP7zavkM6cYLpbQAAAOBCCLcBAPAxP/5kh1qdOkrVqjG5DQSqVi2lqCi7tnyFO70AAAAA/oRwGwAAH3LihMm3koCVJEBgCwtz1KG9XVu+gsltAAAA4EIItwEA8CGz50qZWbnnyEipb2/3+gFQNjxXk8Qvl4wh4AYAAADOh3AbAAAfMvNHO8zq21uKimJyGwh0XTrZ56PHpN173OkFAAAA8BeE2wAA+Ijdu402b7Frlw8i2AaCQf36Uo3qdi1+uTu9AAAAAP6CcBsAAB/x4yx7artKrNS50znuDCCgOI6T7/XO3m0AAADg/Ai3AQDwAVlZRj/+ZNcGXpZ9oTkAwaGzx97tVauljAwCbgAAAOBcCLcBAPAB69ZLBw/ZNVaSAMHFc+92UpK0YaM7vQAAAAD+gHAbAAAfMPMnezqzYQPpkmYuNQPAFbGxjpo0tmusJgEAAADOjXAbAACXpaUZzZlr1y4f5MhxmNwGgk3+vdvu9AEAAAD4A8JtAABctniJdPasXbt8oDu9AHBXF4+92xs3SmfPMr0NAAAAFIRwGwAAl3muJGnfTqpVi6ltIBi1ayuFh+eeM7OyLywJAAAAID/CbQAAXHT6tNHiJXZtMBeSBIJWZKSjtm3sWvxyJrcBAACAghBuAwDgojk/S+npuefwcOnSfq61A8AHdO5k/4Arnr3bAAAAQIEItwEAcNGPHitJevWQKlZkchsIZl08Liq5d6906DDT2wAAAIAnwm0AAFxy4KDR2nV2bfDlBNtAsGvaVIqJsWvLmd4GAAAA8iHcBgDAJT/+ZJ9jYqTu3dzpBYDvCA111KmjXWPvNgAAAJAf4TYAAC4wxmimx0qSAf2l8HAmtwFIXTrbfxasWCFlZRFwAwAAAHkRbgMA4ILNW7L36OY1eBDBNoBsnT32bp88Je3Y4U4vAAAAgK8i3AYAwAUzf7QnMOvUkVq3cqkZAD6nTm1HdevYtXj2bgMAAAAWwm0AAMpYRobRrDl2bfAgyXGY3AaQq0tn+8zebQAAAMBGuA0AQBmLXy6dPGnXLmclCQAPnnu316yVUlMJuAEAAIBfEW4DAFDGfvBYSdKyhVTvIsJtALYOHaSQPO/W09Kkdevd6wcAAADwNYTbAACUocREowUL7RoXkgRQkJiKji65xK6xmgQAAADIRbgNAEAZmjc/e/ryV6Gh0oAB7vUDwLd16WSfuagkAAAAkItwGwCAMjTzJ3vqsltXKbYyk9sACua5d3vbNunkSaa3AQAAAIlwGwCAMnP0qNHKVXZt8OUE2wDOrVVLKTIy92yMtGLVue8PAAAABBPCbQAAysisOdnB1K+io6XePd3rB4DvK1fOUft2dm05e7cBAAAASYTbAACUmVmz7UCqXx8pIoLJbQDn57maJH65ZAwBNwAAAEC4DQBAGdi7z2jLVrs2aCDBNoAL87yo5KHD0r797vQCAAAA+BLCbQAAysCs2fY5Nlbq0N6VVgD4mUaNpKpV7NryFe70AgAAAPgSwm0AAEqZMSbfSpL+/aSwMCa3AVyY4zjq7DG9Hc/ebQAAAIBwGwCA0rZ9h7R7j10beBnBNoDC6+yxd3vlSikjg4AbAAAAwY1wGwCAUuY5tV2zptS6lUvNAPBLnnu3zyZKm7e40wsAAADgKwi3AQAoRcYYzZ5j1y4bIIWEMLkNoPCqVXPUsKFdY+82AAAAgh3hNgAApWj9BunQYbs2aADBNoCi85zeXr6CtSQAAAAIboTbAACUotlz7PCpQX2pSROXmgHg17p47N1ev0FKSiLgBgAAQPAi3AYAoJRkZBjNmWvXBl7myHGY3AZQdO3bSaGhueeMDGn1Gvf6AQAAANxGuA0AQClZtVo6kWDXLhvgSisAAkBUlJPvYrSsJgEAAEAwI9wGAKCUzPJYSdKsmVS/HlPbAIrPczVJ/HKXGgEAAAB8AOE2AAClIC3NaN48uzaQC0kCKKHOHheV3LlLOnaM6W0AAAAEJ8JtAABKwbJ46WyiXWMlCYCSan6JVCHarsWvcKcXAAAAwG2E2wAAlII5c+1JynZtpZo1mNwGUDJhYY46dLBr7N0GAABAsCLcBgDAy1JTjRYssmsD+hNsA/AOz73by1dIxhBwAwAAIPgQbgMA4GVLl0nJyblnx5Eu7etePwACS5fO9vn4cWnnTnd6AQAAANxEuA0AgJfN+dmeoGzfTqpalcltAN5xUV2pVk27xt5tAAAABCPCbQAAvCg11WgRK0kAlCLHcdS5k12LX85aEgAAAAQfwm0AALxoyVIpOSX3HBIi9evjXj8AApPn3u3Va6T0dAJuAAAABBfCbQAAvGjOXDtc6tBeqlKFyW0A3tWpY/Y+/1+lpEjrN7jXDwAAAOAGwm0AALwkJcUobrFd638pwTYA76tc2VHTpnaN1SQAAAAINoTbAAB4SYErSfq61w+AwJZv7zYXlQQAAECQIdwGAMBL5vxsT0127CDFVmZyG0Dp6NLJ/vNlyxbp9BmmtwEAABA8CLcBAPCC5GRWkgAoW23bSOXK5Z6zsqRVq9zrBwAAAChrhNsAAHjB4qXZF3T7VWiI1LePe/0ACHwREY7atbVr7N0GAABAMCHcBgDAC+bM9VhJ0pGVJABKX2eP1STxy11qBAAAAHAB4TYAACWUlGS0eIldG8BKEgBloEtn+7z/gHTgINPbAAAACA6E2wAAlNDiJVJqau6ZlSQAykqTxlLlynZt+QpXWgEAAADKHOE2AAAlNOdne0qyUyepUiUmtwGUvpAQR5062jX2bgMAACBYEG4DAFACBa4k6U+wDaDsdPHYu71ipZSZScANAACAwEe4DQBACSxaLKWl5Z5DQ6W+vd3rB0Dw6eyxd/v0aWnbdnd6AQAAAMoS4TYAACUw12MlSZfOUkwMk9sAyk6tmo7q1bNr8cvd6QUAAAAoS4TbAAAUU1KS0RLPlSSXEmwDKHtdOtnn5StYSwIAAIDAR7gNAEAxLYyT0tJzz2FhUm9WkgBwQWePvdtr10kpKQTcAAAACGyE2wAAFNPcuQWsJKnI5DaAstexgxSa5519enp2wA0AAAAEMsJtAACKISnJaOkyu8ZKEgBuqVDBUYsWdi1+OZPbAAAACGyE2wAAFMPipQWsJOnlXj8A0KWzfV7GRSUBAAAQ4Ai3AQAohvkL7InIjh2kiqwkAeAiz73bO3ZIx48zvQ0AAIDARbgNAEARpaUZLV5i1/r2IdgG4K5WLaWoKLvG9DYAAAACGeE2AABFtGKVlJSUe3YcqQ8rSQC4LCzMUaeOdm1ZPJPbAAAACFyE2wAAFJHnSpLWraSqVZncBuC+bl3sP4vi46WsLAJuAAAABCbCbQAAiiAz02jhIrvWpzfBNgDf0LWrfT55Stq6zZ1eAAAAgNJGuA0AQBGs3yAlJNi1fn3c6QUAPNWp7eiii+zasnh3egEAAABKG+E2AABF4LmSpPHFUt26TG4D8B3duthn9m4DAAAgUBFuAwBQSMYYzV9g1/oytQ3Ax3T12Lu9br2UmEjADQAAgMBDuA0AQCFt3y4dPGTX+rJvG4CP6dBeCgvLPWdmSitXudYOAAAAUGoItwEAKKT5C+3Jx9q1pCZNXGoGAM4hKspR2zZ2bSmrSQAAABCACLcBACikglaSOA6T2wB8j+dqEi4qCQAAgEBEuA0AQCHs32+04xe71rcPwTYA3+R5UckDB6R9+5jeBgAAQGAh3AYAoBDmeUxtV64stW7lSisAcEGNG0tVYu3aUqa3AQAAEGAItwEAKIQFHvu2+/SSQkOZ3Abgm0JCHHXxmN5ext5tAAAABBjCbQAALuD4caP1G+waK0kA+LpuHnu3V66S0tMJuAEAABA4CLcBALiABYskkycPioqSOnV0rx8AKIwune1zcrK0br07vQAAAAClgXAbAIALmL/AnnTs0V0qV47JbQC+LTbWUbNmdo3VJAAAAAgkhNsAAJzH2bNGK1fZNVaSAPAX3fLt3XanDwAAAKA0EG4DAHAecUukjIzcc7lwqUc39/oBgKLo6rF3e+s26cQJprcBAAAQGAi3AQA4D8+VJJ07SVFRTG4D8A+tW0nly9u1+OXu9AIAAAB4G+E2AADnkJpqtHSpXWMlCQB/Eh7u5LsALnu3AQAAECgItwEAOIf4FVJySu45JETq1cu9fgCgODxXkyxbLmVlEXADAADA/xFuAwBwDgsW2uFP2zZSbGUmtwH4F8+LSiYkSNt3uNMLAAAA4E2E2wAAFCAryyhusV3r05tgG4D/qVvXUd06dm3pMnd6AQAAALyJcBsAgAJs3JQ93ZhX757u9AIAJdW1q31m7zYAAAACAeE2AAAFWLTYDn4aNsiefgQAf9S1s/3n17r1UlISATcAAAD8G+E2AAAFiIuzz72Y2gbgxzp2kEJDc88ZGdLK1a61AwAAAHgF4TYAAB4OHjTa8Ytd69WTqW0A/is62lGb1nZt6TImtwEAAODfCLcBAPCwyONCkpUrSa1autMLAHhLt672D+mWLJWMIeAGAACA/yLcBgDAw6I4O+zp3l0KDWVyG4B/697NPh88KO3d604vAAAAgDcQbgMAkEdiotGq1XatNytJAASAJo2latXs2pKl7vQCAAAAeAPhNgAAeSyNz77Q2q/Cw6WuXdzrBwC8xXEcdetq15awdxsAAAB+jHAbAIA8PFeSdGgvRUUxuQ0gMHT32Lu9erWUkkLADQAAAP9EuA0AwP9kZBgtWWLXevUg2AYQODp3kkLzfAJIS5dWrnKvHwAAAKAkCLcBAPifDRulU6ftWq+e7vQCAKWhYkVHrVvbtSVLmdwGAACAfyLcBgDgfzxXkjRuLNWqxeQ2gMDSvZv959qSZZIxBNwAAADwP4TbAAD8z6I4+9yrhzt9AEBp6u5xUckDB6S9+9zpBQAAACgJwm0AACTt3We0e49d69WTqW0AgadJE6lqVbu2ZKk7vQAAAAAlQbgNAIDyT21XiZVaNHenFwAoTY7jqJvH9DZ7twEAAOCPCLcBAJAUt9gOdnr2kEJCmNwGEJg8926vXi2lpBBwAwAAwL8QbgMAgl5iotGatXatZw+CbQCBq0snKTTPJ4G0dGnlKvf6AQAAAIqDcBsAEPTil0uZmbnn8HCpcyf3+gGA0laxoqNWrewaq0kAAADgbwi3AQBBL26JHei0bydFRTG5DSCwea4mWbJMMoaAGwAAAP6DcBsAENSysoyWLrVrPboRbAMIfN272ecDB6S9+9zpBQAAACgOwm0AQFDbuk06fsKu9ejhTi8AUJaaNpGqVrFrS5YWfF8AAADAFxFuAwCC2uIl9vmii6R6FzG5DSDwOY6jbl3t2uIlrCUBAACA/yDcBgAENc992z27u9QIALigR3f7h3mrVktJSQTcAAAA8A+E2wCAoJWQYLR5s13zDHoAIJB17SKFhuaeMzKk+BXu9QMAAAAUBeE2ACBoLVkmmTwDiuUjpXZt3esHAMpadLSj9u3sWtxiJrcBAADgHwi3AQBBy3O3bOfOUrlyTG4DCC69eth/7i1eLGVlEXADAADA9xFuAwCCUkaG0bJldq0nK0kABKEePezziQRpy1Z3egEAAACKgnAbABCU1m+Qzibate7d3OkFANxU7yJH9erZNVaTAAAAwB8QbgMAglKcx0qSpk2k6tWZ3AYQnHp6TG/HLXanDwAAAKAoCLcBAEFpyRL73KO7O30AgC/w3Lu9Zat07BjT2wAAAPBthNsAgKBz6LDRLzvtWs8eTG0DCF5t20jR0XZt8ZKC7wsAAAD4CsJtAEDQ8QxsKsVILZq70wsA+IKwMEddu9g1z/VNAAAAgK8h3AYABJ3FHoFNt65SaCiT2wCCm+dvsCxfLqWmEnADAADAdxFuAwCCSlqa0cpVdq17d4JtAOjeTXLy/HGYnCKtXuNePwAAAMCFEG4DAILKmrVSSkru2XGkrp3d6wcAfEVsZUetWtq1uMVMbgMAAMB3EW4DAILK0mV2UNOiuVS5MpPbACDlX00St0QyhoAbAAAAvolwGwAQVJYus8/durrTBwD4oh7d7fPBg9Ku3e70AgAAAFwI4TYAIGgcPmK0c5dd69aVqW0A+FWTxlKN6nYtbrE7vQAAAAAXQrgNAAganlPbMTHZa0kAANkcx1HPHnaNvdsAAADwVYTbAICg4blvu0tnKTSUyW0AyMtz7/b69dLp0wTcAAAA8D2E2wCAoJCRYbR8hV3rzkoSAMinU0cpIiL3nJklLY13rx8AAADgXAi3AQBBYf0GKTHRrnXt4k4vAODLIiIcdepg11hNAgAAAF9EuA0ACAqeK0maNZWqVmVyGwAK4rmaZMnS7N+AAQAAAHwJ4TYAICgsWWqfu3V1pw8A8Ac9PC4qeeaMtGGjO70AAAAA50K4DQAIeMeOG23bbte6d2NqGwDOpWYNR00a2zVWkwAAAMDXEG4DAAJevMeF0KKjpVYt3ekFAPxFT4/p7bjF7vQBAAAAnAvhNgAg4C1Zak8bdu4khYUxuQ0A5+O5d3vnLmn/Aaa3AQAA4DsItwEAAS0z02jZcrvWvSvBNgBcSIvmUuXKdm3hIldaAQAAAApEuA0ACGibNmdfCC2vrlxMEgAuKDTUUe+edm3BQia3AQAA4DsItwEAAW3pMjuIadQw+0JpAIAL69Pb/vNy7Top4SQBNwAAAHwD4TYAIKAtWWafu3dzpw8A8EedO0nlI3PPWVlcWBIAAAC+g3AbABCwTp402rzZrnVj3zYAFFpEhKNuHqucWE0CAAAAX0G4DQAIWMuWSyZPBlM+Umrbxr1+AMAfea4mWRYvJScTcAMAAMB9hNsAgIDluW+7Y0epXDkmtwGgKHr0kELzfGpIS8v+4SEAAADgNsJtAEBAysoyWhZv11hJAgBFF1PRUfv2do3VJAAAAPAFhNsAgIC0dZuUkGDXPPfGAgAKp6/HapJFcVJGBgE3AAAA3EW4DQAISEuX2ed69aS6dZjcBoDi6N3bPp85I61d504vAAAAwK8ItwEAAclz3zZT2wBQfDVrOLqkmV2bz2oSAAAAuIxwGwAQcM6cMdqwwa6xbxsASqaPx2qSBQslYwi4AQAA4B7CbQBAwFm+QsrMyj2XC5c6tHOvHwAIBH09VpMcPixt2+ZOLwAAAIBEuA0ACECeK0nat5ciI5ncBoCSaNRIqlvHrrGaBAAAAG4i3AYABBRjTL6LSXZnJQkAlJjjOOrjMb29gHAbAAAALiLcBgAElF92SkeP2TUuJgkA3uG5d3v7DmnvvkyXugEAAECwI9wGAAQUz6nt2rWk+vXd6QUAAk3rVlLlynZtztw0V3oBAAAACLcBAAFlyVL7V+S7dc3+VXoAQMmFhjrq3dOuEW4DAADALYTbAICAkZRktHadXevGvm0A8CrP1SQrV2XoxIksl7oBAABAMCPcBgAEjJWrpIyM3HNYmNSpo3v9AEAg6txJKh+Ze87KkubNZ3obAAAAZY9wGwAQMDxXkrRtI0VFMbkNAN4UEeHku1DvbFaTAAAAwAWE2wCAgGCMyXcxSVaSAEDp8FxNErc4XcnJ5hz3BgAAAEoH4TYAICDs3SsdPGTXundzpxcACHQ9ekiheT5JpKZKy+Ld6wcAAADBiXAbABAQliy1z9WqSRc3cqcXAAh0MRUdtW9v1+bNZ3IbAAAAZYtwGwAQEJYss0OVbl0lx2EtCQCUlr4eq0kWxhmlpRFwAwAAoOwQbgMA/F5qqtHqNXatO/u2AaBU9e1jnxMTpfjl7vQCAACA4ES4DQDweytXS2lpuefQEKlzJ9faAYCgUL26o7Zt7NrceUxuAwAAoOwQbgMA/N5Sj5UkLVtKFSsyuQ0ApW3ApR6rSRaK1SQAAAAoM4TbAAC/t3SZfe7ejWAbAMrCpf3sP2/PspoEAAAAZYhwGwDg1/YfMNq716516+pOLwAQbKpXd9ShfZhVYzUJAAAAygrhNgDAr3lObcfGSs2autMLAASjwZeXs86sJgEAAEBZIdwGAPg1z33bXbtIISGsJQGAsjJooB1un02Ulq9wqRkAAAAEFcJtAIDfSkszWrnSrnXrSrANAGWpVs1QtfdcTfIzk9sAAAAofYTbAAC/tXadlJySe3YcqWtn9/oBgGB1hcdqkgWLpPR0Am4AAACULsJtAIDf8lxJ0ry5VLkyk9sAUNbyrSY5y2oSAAAAlD7CbQCA31qy1D537+pOHwAQ7GrVDFWb1nZtzlwmtwEAAFC6CLcBAH7p8BGjnbvsGvu2AcA9/S+1/wxmNQkAAABKG+E2AMAvLVtmnytWlFo0d6cXAIDUv58dbrOaBAAAAKWNcBsA4JeWeOzb7tpZCg1lchsA3FKjhqPWrewaq0kAAABQmgi3AQB+JyPD5JsGZCUJALhvgMdqkvkLpdRUAm4AAACUDsJtAIDfWbdeSky0a125mCQAuK7/pZKTJ99OTMx/8V8AAADAWwi3AQB+Z/FSewqwWVOpWlUmtwHAbdWrO+rQ3q79NIvJbQAAAJQOwm0AgN9Z6jEF2L2bO30AAPIbdJn9w8a4xdLZswTcAAAA8D7CbQCAXzl8xGjHL3atezemtgHAV/TrJ4WF5Z7T0qV5C9zrBwAAAIGLcBsA4FeWLrPPFStKLVu40wsAIL+Yio56ePxGDatJAAAAUBoItwEAfmXxEjsg6dpFCgtjchsAfMnAgfafyytXSceOE3ADAADAuwi3AQB+Iz3daPkKu8ZKEgDwPb16SOXL556zsqQ5c93rBwAAAIGJcBsA4DfWrpOSk+1a967u9AIAOLfISEd9+9i1n2YzuQ0AAADvItwGAPgNz5UkzS+RYmOZ3AYAXzToMvvP502bpH37CLgBAADgPYTbAAC/scTjYpI9urvTBwDgwjp3kipXtms/zXalFQAAAAQowm0AgF84eNBo1y67xr5tAPBdYWGOLutv136aZWQM09sAAADwDsJtAIBf8JzarhSTvZYEAOC7Bg20fwi5Z6+0dZtLzQAAACDgEG4DAPzCkqX2pF+3rlJoKJPbAODLWrWUateyaz/NYnIbAAAA3kG4DQDweampRitW2jVWkgCA73McRwMH2rWfZkkZGQTcAAAAKDnCbQCAz1uzVkpJyT07jtS1i3v9AAAK73KP1STHT0jxK1xqBgAAAAGFcBsA4PM8V5K0bCFVrszkNgD4g0YNHbVobte+/4HJbQAAAJQc4TYAwOctXmqfWUkCAP5lyBX2n9sLFkqnzxBwAwAAoGQItwEAPm3/fqO9e+1aj27u9AIAKJ6BA6Tw8Nxzero0e457/QAAACAwEG4DAHzaEo+p7dhYqVkzd3oBABRPTIyj3r3s2nesJgEAAEAJEW4DAHzaYo992926SiEhrCUBAH8z1GM1yaZN0s5dBNwAAAAoPsJtAIDPSk01WrnKrvVg3zYA+KUunaWqVeza9zMJtwEAAFB8hNsAAJ+1crWUlpZ7DgnJDkcAAP4nLMzR5YPs2swfpYwMAm4AAAAUD+E2AMBnLfVYSdKqZfbeVgCAfxoy2P4z/PhxKX6FS80AAADA7xFuAwB8kjFGcUvsWndWkgCAX7v4YkfNL7Fr33NhSQAAABQT4TYAwCft3ScdOGDXenR3pxcAgPcM8biw5IKF0ukzBNwAAAAoOsJtAIBPWrLUPletKjVt4k4vAADvGThACg/PPaenS7PnuNcPAAAA/BfhNgDAJy2Ks6f4unWVHIe1JADg7ypVctSrp1377nsmtwEAAFB0hNsAAJ+TmGi0eo1d69WDYBsAAsVQj9UkmzZL27YRcAMAAKBoCLcBAD5nabyUmZl7Dg+XunR2rx8AgHd17SJVr2bXvp5BuA0AAICiIdwGAPicuMV2wNGhvRQVxeQ2AASKsDBHw4fZtR9/kpKTCbgBAABQeITbAACfkplptGSJXWMlCQAEnmFDHeW9lEJiojTnZ9faAQAAgB8i3AYA+JQNG6WTp+xazx7u9AIAKD21ajrq3s2uff0Nk9sAAAAoPMJtAIBP8VxJcnEjqXZtJrcBIBBdOdz+833DRmn7DgJuAAAAFA7hNgDApyyKs8+9errTBwCg9PXoLlWtate++ZZwGwAAAIVDuA0A8BkHDhrt3GXXerJvGwACVliYo+FD7drMH6WUFAJuAAAAXBjhNgDAZ8Qtts+VK0ktW7jTCwCgbAz3uLDk2URp7s+utQMAAAA/QrgNAPAZi+LsSb3u3aXQUCa3ASCQ1a7tqGsXu/Y1q0kAAABQCITbAACfkJRktGq1XevFShIACApXjrD/vF+3XvrlFwJuAAAAnB/hNgDAJyyLlzIycs9hYco3yQcACEy9ekhVq9i1r2cQbgMAAOD8CLcBAD4hbrEdYrRvJ0VHM7kNAMEgLMzRUI8LS/7wQ/Zv9QAAAADnQrgNAHBdZqZR3BK71qsnwTYABJMRw/JfWPKHH93rBwAAAL6PcBsA4LpNm6WTJ+1azx6utAIAcEmd2k6+P/s//8IoK4vpbQAAABSMcBsA4LpFcXZw0bChVLcOk9sAEGyuv9b+s3/3Hil+uUvNAAAAwOcRbgMAXLdgkX1mahsAglPnTlKjhnbtsy+Y3AYAAEDBCLcBAK7au89o1y671rc3U9sAEIwcx9H119nfAxYvkfbsJeAGAABAfoTbAABXLVhon6vESi1buNMLAMB9gwdJFSvatc+Z3gYAAEABCLcBAK5asNAOLHr1kkJCmNwGgGAVGeloxHC79t0P0tmzBNwAAACwEW4DAFxz4oTR+g12jZUkAIBrr3IUkueTSnKy9N337vUDAAAA30S4DQBwTdxiyeQZxCtfXurYwb1+AAC+oVYtR31727XPvjTKzGR6GwAAALkItwEArpnvsZKkezcpIoLJbQCA8l1Y8sABafFSl5oBAACATyLcBgC4IinJaPlyu9anF8E2ACBbu7ZS0yZ27dPPmNwGAABALsJtAIAr4pdLaem559BQqXt39/oBAPgWx3F0g8f09oqV0tZtBNwAAADIRrgNAHCF50qSDu2lmIpMbgMAcl02QIqNtWsffky4DQAAgGyE2wCAMpeRYRS32K716U2wDQCwRUQ4uv5a+/vD3LnSgYME3AAAACDcBgC4YO066cwZu9a7lzu9AAB82zVXSeUjc8+ZWdL0Twi3AQAAQLgNAHCB50qSS5pJNWswuQ0AyC8mxtGI4Xbt2++kkycJuAEAAIId4TYAoEwZY7RgoV1jJQkA4HxuvMFRaGjuOTVV+uIr19oBAACAjyDcBgCUqW3bpcOH7Vrf3u70AgDwD7VqOhp4mV37/AujlBSmtwEAAIIZ4TYAoEwt8FhJUqeO1KiRS80AAPzGLSPt3/I5dVqa8b1LzQAAAMAnEG4DAMrUvPn2uU9vyXFYSwIAOL/GFzvq3s2ufTzdKCOD6W0AAIBgRbgNACgze/Ya/bLTrvVl3zYAoJA8p7cPHpJ+nudSMwAAAHAd4TYAoMx4Tm1XrSK1ae1OLwAA/9OhvdSihV374CMjY5jeBgAACEaE2wCAMvPzPDt86NNHCglhchsAUDiO42iUx/T2tu3S4iUuNQQAAABXEW4DAMrEwYNGW7batUv7EmwDAIqmT2/poovs2jvvMb0NAAAQjAi3AQBlYt4C+1wpRmrfzp1eAAD+KzTU0W9utX84ummztHSZSw0BAADANYTbAIAyMW++PVHXu7cUFsbkNgCg6AYNlOrUsWtMbwMAAAQfwm0AQKk7dsxo3Xq7xkoSAEBxhYU5ut1jenvDRmn5CpcaAgAAgCsItwEApc5zJUl0tNSpozu9AAACwxWXS7Vr2bW332V6GwAAIJgQbgMASt3P8+ygoVcPqVw5JrcBAMUXFuboNo/p7XXrpZWrXGoIAAAAZY5wGwBQqhJOGq1Za9f69SPYBgCU3JDBUs2adu2d95jcBgAACBaE2wCAUrVgoZSVlXuOjJS6dXGvHwBA4AgPd3TbLfYPTFevkVatJuAGAAAIBoTbAIBS5bmSpHs3KTKSyW0AgHcMHSLVqG7XmN4GAAAIDoTbAIBSc/qM0YqVdu3SvgTbAADvKVfO0SiP6e2Vq6TlKwi4AQAAAh3hNgCg1CyKkzIzc8/lwqWePdzrBwAQmIYPlapVs2uvv2lkDAE3AABAICPcBgCUGs+VJF26SFFRTG4DALwrIsLRHbfb3182bZbmL3CpIQAAAJQJwm0AQKk4fcZo6TK7xkoSAEBpGT5Uuugiu/bGW0YZGUxvAwAABCrCbQBAqViwUMrIyD2Hh0t9ervXDwAgsIWFObr3bvuHqLv3SD/86FJDAAAAKHWE2wCAUjF7jj0p172rVKECk9sAgNLTv5/UrJlde/sdo9RUprcBAAACUZjbDQAAAk/CSaMVK+zaZQMItoNNYmKi1qxZoyNHjujUqVMKDQ1VjRo11Lx5c9WvX9/t9gotOTlZy5Yt04EDB5Senq4aNWqoc+fOqlq1arGf8/vvv9e+ffskSa1atVLPnj291S4Q1EJCHI2+V/rt73LD7CNHpS++km6+yb2+AAAAUDoItwEAXjdvnpSZlXuOjJR6kd0FjXXr1mnKlCmKj49XZmZmgfdp3LixRo0apSFDhshxvP+DjyVLlujhhx/OV3/11VfVqVOnQj1HZmam/vOf/+iNN95QSkqKdVtISIiuuOIKPfTQQ6pUqVKRetu2bZuefPJJZWZmKjw8XB988EGRHl9cK1as0AMPPJBzrlWrlr766qsye66rr75ahw4dOu99ypUrp/DwcFWqVElVq1ZVvXr11KhRI7Vt21atWrVSWFjx37qOGTNGq1atyjn/6U9/0vDhw4v9fPBdXTpLnTpKK1bm1qZ+YDRiGL9BBAAAEGgItwEAXjd7rv3r3z17SOXLEygEuoyMDD3//PP64osvLnjfHTt26O9//7tmzpypf/zjH4qJifFaH0lJSXr66adL9ByZmZmaMGGCZs6cWeDtWVlZ+u6777Rx40a9+uqrRZrifu6553JC/5EjR/rVFHtpS0tLU1pamhITE3XgwAGtW7cu57aKFSvq0ksv1Q033KBmnnsngDwcx9H990r3jcn9XnT6tPTRdJNvJzcAAAD8Gzu3AQBedeyY0eo1do2VJIEvMzNTjz32WIHBdvXq1dWiRQs1aNAg3+Tt0qVLNX78eCUnJ3utl8mTJ19wQvhCpk2bli/YbtiwoZo1a2b9M+zatUtPPvlkoZ/3hx9+0OrVqyVl/3u56667StRnMDlz5oy++eYb3X777frjH/+oI0eOuN0SfFjLFo769bVr0z+Vjh1n9zYAAEAgYXIbAOBVc36WTJ7sICoq+2KSCGyvv/664uLirFrv3r01evRoNWnSJKd29uxZffvtt3rjjTeUlJQkSdq8ebP+/e9/689//nOJ+1izZo0+//xzSdmrQ8LDw5Wamlqk5zh79qzeeeednHPdunX19NNPq2nTppKkEydO6K9//auWLVsmSVq8eLHi4+PVpUuX8z5vUlKSXn311Zzz+PHjVb58+SL1FkjGjRuX8+/0VxkZGTpz5ozOnDmjQ4cOaf369dq0aVO+/w/nzJmjlStXauLEiYVeM4Pgc9/djhYsNMr635qslBTprSlGf3iMH7gCAAAECsJtAIBXzfFYSdK3jxQRQZAQyPbu3Ztvb/SNN96o3/72t/nuW6FCBY0cOVLt27fXgw8+qLNnz0qSvvvuO91www1q0aJFsftIS0vTU089JfO/n65cd911WrBgQZGnuGfNmpUzSR4aGqpnnnnGCuirVKmiZ555RjfddFPO9PA333xzwXB7ypQpOnr0qCSpY8eOGjRoUJH6CjTNmzcvVDCdkpKiH374QR9//LF27dqVUz958qR++9vf6oUXXlDHjh1LsVP4qwYNHA0bYvTNjNzajO+l6641atqE70sAAACBgLUkAACvOXjQaP0Gu3ZZfwKEQPfBBx9YF45s3ry5HnroofM+pnnz5vku+Dh58uQS9TFlyhTt3r1bklSjRg2NHj26WM/z69oQSerRo0e+6WJJKl++vK655pqc85o1a/LdJ6/du3dr+vTpkrID80ceeaRYvQWjyMhIXX311Zo2bZpGjhxp3ZaamqonnnhCx44dc6k7+Lp77nJUPjL3bIz0ymST80MwAAAA+DfCbQCA18z52T7HxEid2RgQ8BYsWGCdb7vtNoWGhl7wcUOGDFHNmjVzzvHx8Tpw4ECxeti6daumTZuWc3700UcVHR1drOfas2dPzt+fbyK4ffv2OX9/+PDh864/eeGFF5SRkSFJuv7669W4ceNi9RbMwsLC9PDDD+f7wUlCQoJefvlll7qCr6ta1dGto+wfsq5YKcUtdqkhAAAAeBXhNgDAa2Z7rCTp11cKD2dyO5Dt3r1bx48fzzmHhoaqV69ehXpsaGioevbsadXmzp1b5B4yMjI0ceLEnOnx/v37q2/fvhd41Ln9uipFyr7o47lUrVrVOp85c6bA+82bN09LliyRlL3S5N577y12b5Buvvlm9evXz6r9+OOPOVP7gKeRN0o1ati1V18zyshgehsAAMDfEW4DALxiz16jrVvtGitJAp/nPuuLLrpIkZGR57h3fnl3WUvSwoULi9zDhx9+qC1btkjK3uld0pUfISG5b4+yfr0SXQHyrmKRVOC0empqql566aWc89ixY1WhQoUS9Yfsi3Hm/f/JGKMvv/zSxY7gyyIiHI2+1/5+tGev9N+vXWoIAAAAXkO4DQDwijkeA7dVYqUO7V1pBWXo9OnT1jkmJqZIj69UqZJ13ur5E5IL2LNnj6ZMmZJzHjt2rKpVq1ak5/CU95/h4MGD57zf4cOHc/7ecRxVrFgx332mTp2as2qlTZs2GjZsWIl6Q7a6deuqd+/eVm3+/PkudQN/MPAyqUVzu/b2u0anzzC9DQAA4M8ItwEAJWaM0azZdkDQ/1IpNJTJ7UDnOPb/x57TzBfy6x7qXyUmJurIkSOFeqwxRk899VTOruu2bdtaF3ksrrz7sBcvPvdi3vj4+Jy/b9iwocLCwqzbDxw4oKlTp0rKngZ/5JFH8v37QvFdeuml1vnAgQPn/WEEgltIiKMHx9qvv1OnpfenEm4DAAD4M8JtAECJbdkq7fJYd3vZAEK8YOA5qZ2QkFCkxxd0/127dhXqsZ9//rlWr14tSQoPD9fjjz/ulfC4c+fOOX+/Zs0axcXF5bvPkSNH9NVXX+WcO3XKf+XUl156KSd4v+qqq9S8efN890HxtWrVKl+tqJP/CC7t2jq61GMd/2dfSHv3EXADAAD4q7AL3wUAgPOb+aMdDNSuLbVp7VIzKFN169a1zgcPHlRCQoJiY2ML9fhNmzblq504ceKCjzt8+LAmT56cc77tttvUqFGjQn3NC+nbt6+qVKmS08cTTzyh8ePHa8CAASpXrpxWrlyp559/XomJiZKyp9evvfZa6zmWLl2qefPmScr+AcDo0aO90ps3paWladmyZcV67LZt27zcTdHVr19fUVFRSkpKyqnt37/fxY7gD8bc72hhnNGvvzSSkSG9Mtnomaf4gSwAAIA/ItwGAJRIRobRrDl2bfCg/OsqEJjq1q2r6tWr6+jRozm1WbNm6YYbbrjgY5OSkrRo0aJ89eTk5As+9plnnskJNRs0aKA77rij8E1fQHh4uCZMmKD/+7//y+nz6aef1tNPP13g/W+44QZdfPHFOeeMjAw9//zzOefRo0fn2y3uC06cOKHx48e73UaxOY6jmJgYK9w+fvy4ix3BH9St6+iG64w+mp5bWxQnLV1m1K0r37cAAAD8DWtJAAAlEr9C8twscfkgAoJg0rev/Xv+77//vs6cOXPBx7333ns508955Q0rC/L999/nrApxHEe///3vVa5cuSJ0fGGXX365HnzwwQver1+/fho3bpxV+/jjj7V7d/aenksuuURXX311vsdt27ZN7733nv75z39q4sSJevPNN7Vu3Tqv9B5MPC/ieaH/dgBJ+s1tjjx/uWTSK0YZGawnAQAA8DdMbgMASuTHn+wwoEULqX49wu1gMnLkSH355ZfKysqSJB09elSPP/64/v3vf6t8+fIFPub777/XtGnTCrzt1z3VBTlx4oRefPHFnPPw4cPVsWPH4jd/HuPGjVO7du304osvauPGjTIm97/1iy66SLfccouuvvpqhYTkzgocO3ZMb7/9tqTs4P3RRx+1bk9ISNDTTz+ds7IkrylTpqhDhw76v//7P9WpU6dU/pkCjed/X54XKAUKUqGCo/vvlZ7+V+5revce6fMvpZsu/EsnAAAA8CGE2wCAYktKMpq/wK4NZmo76NSrV0+33Xab3nvvvZza8uXLdfPNN+v2229X9+7dVb16dSUnJ2vLli366quvNHv2bEnZAXB0dLTOnj2b89ioqKhzfq3nnntOp06dkiRVqVIl39S0t/Xt21dt27bV8ePHdfDgQWVmZqp69eqqXbt2gfd/+eWXc6aHhwwZojZt2uTcdurUKY0dO1Y7d+4859dbtWqV7r//fr3++uulHnDXqlXLuihmUaxYsUIPPPCAdxsqBs9J7fDwcJc6gb8ZeoX01X+lzVtya++8a3T5QCk2lu9jAAAA/oJwGwBQbPPmS3mHbENDpMsGuNcP3HPfffdpx44dWrhwYU7t0KFD+te//nXex917772aP3++Nm/enFOrUKFCgfedP39+TiguSRMmTFBMTEwJOy+cKlWqqEqVKue9z+rVqzVz5kxJ2f8MnuHvs88+mxNsR0VFady4cRowYIDCw8O1aNEiPf/880pISNDRo0f1j3/8Q5MnT2Z3/QXk/aGIlH+SGziXkBBHD4+XRj+QO719NlF6Y4rR7x/ldQcAAOAv2LkNACi2mR4rSbp1lWIrEwoEo9DQUD3zzDMaOXKkQkNDL3j/sLAwjRkzRnfddVe+C0h67lGWskPMf//73znnHj16aNCgQSVv3EsyMzOti0jec889qlq1as55x44d+umnn3LO//jHP3TNNdeoUqVKioqK0qBBg/Tcc8/l/LtbtWqVli5dWnb/AH7IGJMzxf+r6tWru9QN/FHrVo4uH2jXvp0hbdnK7m0AAAB/QbgNACiWo0eNVqy0a4MvJ9gOZqGhoXr44Yf1wQcfaMSIEQUGjeXLl9fQoUP19ttv6ze/+Y0k5QsoL7roonyP++ijj3T06NGc53jsscdK4Z+g+L788ktt3bpVktS4cWNdf/311u3ff/99zt+3a9dOvXr1yvccLVu2VP/+/XPOM2bMKKVuA8OuXbvy/WCkbt26LnUDfzXmfkflI3PPxkgvTjLWjn0AAAD4LtaSAACK5afZ2SHAr6KipN758zoEoYYNG+qJJ56QJB05ckQnTpxQSkqKqlWrppo1a1p7kRMSEnTy5Mmcc/ny5dWwYcN8z5l3/URycrKuueaaYvXmuSrkpptu0oQJE4r1XL86deqU3njjjZzzb3/7W4WF2W+x1q5dm/P3BQXbv+rTp49mzZolSVq3bl2J+gp0GzduzFe75JJLXOgE/qx6dUe33Sq98VbuN7R166WfZkmX+84vhwAAAOAcCLcBAMXiuZLk0n5SRAST27DVqFFDNWrUOOftO3bssM5NmzYt1FoTX/Laa6/p9OnTkqSBAweqU6dO+e6zd+/enL9v0KDBOZ8rb7B/6NAhpaWlqVy5ct5rNoDMmTPHOl900UXn/W8NOJebbpC+/U46cCC39up/jHr1lKKj+b4GAADgy1hLAgAosu07jDwySV3BShIUw6JFi6xzjx49XOqkeDZv3qyvv/5aUvbU+fjx4wu8X97J8+jo6HM+n+dtZ86c8UKXgWf//v1avHixVevXr59L3cDfRUQ4GjfW/h52/Lj0znusJgEAAPB1TG4DAIrsR4+p7RrVpfbtXGoGfiszM9Oavg0NDdXw4cMLvO9111133nUe5/LXv/5VJ06cyDmPGzdOTZs2zTnXqlWryM/5K2OMnnvuOWVlZUmS7rzzznNODoeE5M4TpKamnvM5PW9zHH5oVJBJkybl/HuXsv/9Xn311e41BL/Xu5fUvZu0JM91XD/9XBo21KhRQ16HAAAAvopwGwBQJBkZRjN/smuDBkohIXz4R9F89dVXOnz4cM65R48eBV6EUpLq16+v+vXrF/lreK70aN68eYFrQ4pjxowZOXux69evr5tvvvmc961YsWJOcH0g7+4DD563VaxY0QudBpaPPvpI8+bNs2pDhgxRvXr1XOoIgcBxHD08TrptpVF6enYtM1N64SWjl57nB00AAAC+irUkAIAiWbIs+9e18xo8iA/9KJp9+/ZZF2EMCwvLd7FHX5aYmKjJkyfnnCdMmGBdKNNT3l3ay5cvP+f94uPjc/6+Xr16533OYJORkaGXXnpJL730klWvWrWqX/23A9910UWObr7Jrq1cJc352ZV2AAAAUAiE2wCAIpkxw15J0rKFdPHFhNvB7tChQ0pJSSnUfXfu3KkHH3xQp06dyqmNGjVKjRo1Kq32vO7NN9/MWXfSt2/fC+4K79ixY87fL1y4UDt37sx3n+PHj2vGjBk55w4dOnipW/+Wmpqqr776Srfeeqs++ugj67bIyEg99dRTqlKlikvdIdDcNsqR53ahV141Skpi/zYAAIAvYi0JAKDQjh03irOv4abhwwi2IS1YsEBvvfWWrrjiCvXr108tW7ZUZGSkdZ/t27fr+++/1yeffKL0X3/vX1KbNm101113lXXLxbZz5059+umnkqSIiAg9/PDDF3zMsGHDNGXKFGVmZiozM1O/+93v9PTTT6tJkyaSpIMHD+qJJ55QYmJizmOuvPLKUunfV2zevFmZmZlWLSMjQ2fPntWZM2d08OBBbdiwQZs2bSrwBydVqlTRU089pXbtWPgP7ylf3tH4B6Q//SU3zD56THpvqtGY+/l+BwAA4GsItwEAhfbDTCkz9xpuioyULuvvXj/wLadOndL06dM1ffp0hYaGqnbt2oqJiVFqaqqOHTtmTWr/qmXLlnr22WcVERHhQsfF89xzz+WEsrfeeqvq1KlzwcfUrFlTN954Y87k8b59+3TrrbeqYcOGCg8P1y+//GIFvZdddplat25dOv8APuLll18u9mMHDRqkhx9+WFWrVvViR0C2fn2lLp2l+DwbhKZ/Kg0bYlS/PgE3AACALyHcBgAUijFG335n/1r2gP5SdDQf9JFfZmam9u3bd87bHcfRiBEjNGHCBJUvX74MOyuZ2bNn5+zMrl27tm6//fZCP3b06NHatm2btXN7165d+e7XrFkz/f73vy9xr4EmJiZG/fv314033qjGjRu73Q4CmOM4mjBeuv0uo4yM7FpGhvTCJKPn/83FJQEAAHwJ4TYAoFDWrJU8s8rhQ/mAj2wdO3bU0KFDtXTpUh33vOJoHuXKlVOvXr106623qlWrVmXYYcmlpKRo0qRJOeeHH364SBPnEREReu655/TWW29p+vTpSktLs24PDQ3V8OHDNW7cOFWoUMFrffuT8PBwlStXTpUqVVLVqlVVr149XXzxxWrbtq1atmypsDDeuqJs1K/v6KYbjD7Is+Y9frk0f0H2ZDcAAAB8g2OM8erVURISErz5dEChOI6jypUrS5JOnjwpL/9nDQSMkrxWnvxnln6YmXuuX0/64H2HCTbks3//fu3YsUOHDx/O2SEdExOjBg0aqFWrVvl2cfuigl4r27Zt088//ywp+5/npptuKvbzJyYmatmyZTpw4ICMMapRo4a6dOmi2NhYL3QPlJ1Afg+WlGQ06najo8dyazVrSh+85ygyku99KLxAfp0A3sRrBSgcf3+tePszD+MvAIALOnvWaO7Pdm34MIJtFKxu3bqqW7eu2214XdOmTdW0aVOvPFd0dLT692dhPeDLoqIcPThW+svfcz8wHj4svT/N6L57+P4HAADgC0LcbgAA4PtmzZZSU3PPoaHSkMHu9QMAQFkY0F/q1NGufTRd2rvPvyakAAAAAhXhNgDggjwvJNmrpxQby9QaACCwOY6jh8c7Cg3NraWnSy+9bPzuV4ABAAACEeE2AOC8tu8w2rzFro0YRrANAAgOjRo6uv46u7ZkqbQozp1+AAAAkItwGwBwXp5T29WrSV27uNQMAAAuuOs3jqpWsWsvvWyUmsr0NgAAgJsItwEA55SaajTzR7s25AopNJTJbQBA8IiOdvTAGPt738FD0rQPCbcBAADcRLgNADinOXOlM2fs2rChBNsAgOAzaKDUvp1d++BDaf8BAm4AAAC3EG4DAM7pq6/tD+xdu0h16xBuAwCCT87FJfN8gkpLlya9QrgNAADgFsJtAECBtm0z2rDRrl19JcE2ACB4NWns6Jpr7NqiOCluMQE3AACAGwi3AQAF+u839gf1atWknj1cagYAAB9x9x2OYmPtGheXBAAAcAfhNgAgn6Qko5k/2bURw6SwMCa3AQDBrWJFR2Pvt78f7j8gTf/UpYYAAACCGOE2ACCfH2dJycm555AQacQwgm0AACRp8OVSm9Z27b2pRocOM70NAABQlgi3AQAWY4y++q/94bxXD6lGDcJtAAAkKSTE0YSHHDl5vjWmpkqvvka4DQAAUJYItwEAlg0bpe077NpVXEgSAABLs6aOrhph1+b+LC1fQcANAABQVgi3AQCW/35tfyivXVvq2sWlZgAA8GH33u0oJsauvfiyUUYGATcAAEBZINwGAOQ4fdpo9ly7dtUIRyEhTG4DAOCpUiVH991jf4/ctUv6/Et3+gEAAAg2hNsAgBw/zJTS0nLPYWHSsCHu9QMAgK8bMUxq1syuTXnH6PhxprcBAABKG+E2AECSlJVl9JXHSpJ+faXYWKa2AQA4l9BQR799yP5emZQkvfYG4TYAAEBpI9wGAEiSlsVLe/batau5kCQAABfUupWjIYPt2g8zpXXrCbgBAABKE+E2AECS9Mln9gfwRg2l9u3c6QUAAH8z+j5H0dF27YWXjDIzCbgBAABKC+E2AEC7dxsti7drN1zvyHGY3AYAoDCqVnV09x32982t26RvvnWpIQAAgCBAuA0A0Kdf2FNllWKkwYNcagYAAD917TVSw4Z27Y0pRqdOMb0NAABQGgi3ASDInT5j9MNMu3blCCkigqltAACKIizM0YTx9vfP06elN98m3AYAACgNhNsAEOS+nSGlpOSeQ0Oka64i2AYAoDg6dXQ0oL9d+/ob6ZdfCLgBAAC8jXAbAIJYRobR51/aH7YvvVSqUYNwGwCA4npgjKOIiNxzVpY06VUjYwi4AQAAvIlwGwCC2MJF0uHDdu2G6wi2AQAoiZo1HN0y0q4tXyEtWuxOPwAAAIGKcBsAgtgnn9kTZC1aSK1bEW4DAFBSt4x0VL2aXXtlslF6OtPbAAAA3kK4DQBBastWo7Xr7NqN1xNsAwDgDeXLOxpzv/19dd8+6bMvXGoIAAAgABFuA0CQ8pzarlZN6t/PpWYAAAhAAy+TWrawa+++b5RwkultAAAAbyDcBoAgdORIlmbNtj9YX3OVo7AwJrcBAPCWkBBHD42zv7cmJkpvTSHcBgAA8AbCbQAIQlM/SFZGRu65XLh05Qj3+gEAIFC1aulo8CC79s0MafsOAm4AAICSItwGgCBz5kyWPvks1aoNHSLFVmZqGwCA0nD/vY4iI3PPWVnSpFeMjCHgBgAAKAnCbQAIMp9+nqqzZ3M/TDuONPJGgm0AAEpLjRqORt1sf69duUpasNClhgAAAAIE4TYABJG0NKOp05KtWr++0kUXEW4DAFCabr5JqlHDrr36mlFaGtPbAAAAxUW4DQBB5KdZRkeO2h+iPSfJAACA90VGOhpzv/09d/8B6bMvXGoIAAAgABBuA0CQyMoy+vBjO9hu305q0ZxwGwCAsjBwgNSmtV17932jhASmtwEAAIqDcBsAgkTcEmnXbrvG1DYAAGXHcRyNf9D+3puUJE15l3AbAACgOAi3ASBIfPiR/cH54kZS924uNQMAQJBq0dzR4Mvt2jffSLt2E3ADAAAUFeE2AASB9RuM1q6za7eMdOQ4TG4DAFDW7rvHUblyuefMLOm11wm3AQAAiopwGwCCgOeu7Vo1QzTwMoJtAADcULOGo5E32rVFcdLKVQTcAAAARUG4DQABbucuowUL7dptt0YqPJxwGwAAt9x6i6PYWLv2ymSjrCwCbgAAgMIi3AaAAPf+NCOT53NyxYqObrgu0r2GAACAoqIc3X2n/YPmrdukH2e51BAAAIAfItwGgAC2d5/R7Dl2bdTNkYqOZmobAAC3DR8qNWxg19540yglheltAACAwiDcBoAANnWaUVZW7rl8+eyVJAAAwH1hYY7GjrZ/4HzkqPTJZy41BAAA4GcItwEgQB04aDTzR7t23TWOKlfij34AAHxFj+5Sp452beoHRidOML0NAABwISQcABCgpn5glJlnajsiQhp5I+tIAADwJY7j6MExjpw836KTk6W33yXcBgAAuBDCbQAIQIcOG33/g127+kopNpZwGwAAX9O0qaMrLrdr33wr7dxFwA0AAHA+hNsAEIA+/MgoIyP3XC5cunkkwTYAAL7q3rsdRUTknjOzpNf+Q7gNAABwPoTbABBgjh03+naGXRs+TKpWlXAbAABfVaOGo5E32rW4JdLyFQTcAAAA50K4DQAB5qOPjdLSc89hYdKoWwi2AQDwdaNudlQl1q69+ppRVhYBNwAAQEEItwEggJw4YfTV13ZtyBVSzRqE2wAA+LqoKEd332V/z962XZr5o0sNAQAA+DjCbQAIIO9/YJSamnsODZFuZWobAAC/MWyI1LChXXvjLaOUFKa3AQAAPBFuA0CAOHTY6L8eU9tXXCHVrUO4DQCAvwgLc/TAaPt799Fj0vRPXWoIAADAhxFuA0CAePc9o3SPXdt33k6wDQCAv+neTercya5N+9DoxAmmtwEAAPIi3AaAALB3n9H3P9i1q0ZItWoRbgMA4G8cJ3t628nzbTw5WXr3fcJtAACAvAi3ASAATHnHKDMr9xwRId1+K8E2AAD+qmlTR0MG27X/fiPt20fADQAA8CvCbQDwc9t3GM2abdeuv1aqWpVwGwAAf3b3XY7KheeeMzOlN98m3AYAAPgV4TYA+Lm3PD7kRkdLo24m2AYAwN/VrOHoumvt2uw50uYtBNwAAAAS4TYA+LUNG40WLrJrI290FBNDuA0AQCC4bZSjCtF27T9vEG4DAABIhNsA4NfenGJ/uK0UI914vUvNAAAAr4uJcXTrKPuH1stXSPHLCbgBAAAItwHAT61cZbR8hV27dZSj6GimtgEACCTXXytVq2bXXnvDKCuLgBsAAAQ3wm0A8EPGGL3xlv2Btlo16dqr3ekHAACUnshIR3ffYf/weutWac5clxoCAADwEYTbAOCHFi+R1m+wa7+5zVFEBFPbAAAEoiFXSA3q27U3pxilpzO9DQAAghfhNgD4mawsk2/Xdu1a0vChLjUEAABKXViYo/vutX+Ivf+A9PW3LjUEAADgAwi3AcDP/Dxf2rbdrt11p6PwcKa2AQAIZH17S61a2rV33zdKSmJ6GwAABCfCbQDwIxkZ+XdtN2wgXT7QpYYAAECZcRxHY+63f5idkCBN/9SlhgAAAFxGuA0AfuS/X0v79tm1u+90FBrK1DYAAMGgfTtHPbvbtQ8/NkpIYHobAAAEH8JtAPATiYlG77xnf3Bt0UK6tJ9LDQEAAFfcf58jJ8/PtZOTpfemEm4DAIDgQ7gNAH5i2kdGJ0/ZtQfHOHIcprYBAAgmjS92dMXldu2rr6X9Bwi4AQBAcCHcBgA/cOSI0fRP7FqfXlK7tgTbAAAEo7vvdBQennvOyJDeeptwGwAABBfCbQDwA2+9Y5SWlnsODZFG30ewDQBAsKpVy9G119i1n2ZJW7cRcAMAgOBBuA0APm77DqPvf7BrI4ZLDRoQbgMAEMxuH+UoOtqu/ecNwm0AABA8CLcBwMdN/o+RyfM5tXykdNcdBNsAAAS7SpUcjbrZfk+wLF5avoKAGwAABAfCbQDwYfHLjZbF27VbbnZUpQrhNgAAkG64Tqpa1a699rpRVhYBNwAACHyE2wDgo7KyjCb/x/5gWrWqNPJGlxoCAAA+p3x5J99vdG3ZKs2d51JDAAAAZYhwGwB81I+zpG3b7do9dzoqX56pbQAAkGvYEKlePbv2xptGGRlMbwMAgMBGuA0APig11eiNt+wPpA0bSkOucKcfAADgu8LCHI2+1/7h9/4D0tffutQQAABAGSHcBgAf9Onn0pEjdm3s/Y7CwpjaBgAA+fXtI7VsYdfeec8oKYnpbQAAELgItwHAx5w8aTT1A/uDaMcOUo/uLjUEAAB8nuM4GnO//UPwhATpk89caggAAKAMEG4DgI+Z8q5RYqJdGzvakeMwtQ0AAM6tQ3sn3w/DP/jIKOEk09sAACAwEW4DgA/55Rej/35t1wYNlJpfQrANAAAu7P57HeX9eXhysvTeVMJtAAAQmAi3AcBHGGM06VWjrKzcWkSENPo+gm0AAFA4TRo7Gny5Xfvqv9L+AwTcAAAg8BBuA4CPWLRYWr7Crt0yUqpZg3AbAAAU3j13OgoPzz1nZEhvvU24DQAAAg/hNgD4gPR0o1cm2x86q1eTbhlJsA0AAIqmVi1H115j136aJW3dRsANAAACC+E2APiAz7+U9u2za6Pvc1S+POE2AAAouttHOYqOtmv/eYNwGwAABBbCbQBwWcJJo3ffsz9stmyRfSFJAACA4qhUydGtt9g/JF8WL8UvJ+AGAACBg3AbAFz21hSjs4l2bfyDjkJCmNoGAADFd8N1UtWqdu0/bxhlZRFwAwCAwEC4DQAu2r7D6JsZdu3ygVLrVgTbAACgZCIjHd19p/2eYstWae7P7vQDAADgbYTbAOASY4xeftUoKyu3FhGRvWsbAADAG4ZeIdWvZ9feeMsoI4PpbQAA4P8ItwHAJQsWSitW2rVRNzuqUYNwGwAAeEdYmKP777XfW+w/IH39rUsNAQAAeBHhNgC4IC3N6NXX7ImpGtWlW0a61BAAAAhYfftkX6w6r3feM0pKYnobAAD4N8JtAHDBZ19kT03lNfp+R5GRTG0DAADvchxHY+6332MkJEjTP3WpIQAAAC8h3AaAMnbsuNG779uTUq1bSYMuc6khAAAQ8Dq0d9Szu1378GOjhASmtwEAgP8i3AaAMvafN4ySkuza+AcdOQ5T2wAAoPTcf5+jvG83kpOl96YSbgMAAP9FuA0AZWj9BqMfZtq1IYOlli0ItgEAQOlqfLGjKy63a199Le3fT8ANAAD8E+E2AJSRzEyjF16yPzxGRUmj7yPYBgAAZePuuxyVC889Z2RIb75NuA0AAPwT4TYAlJEZ30tbttq1u+5wVLUq4TYAACgbtWo6uvYauzZrtrRlKwE3AADwP4TbAFAGTp8xeuNN+0Njg/rSddec4wEAAACl5LZRjipE27X/vEG4DQAA/A/hNgCUgbffMTp5yq49PN5ReDhT2wAAoGxVquRo1C32e5D45VL8cgJuAADgXwi3AaCU7fjF6Muv7FrfPlKXzgTbAADAHTdcJ1WrZtf+84ZRVhYBNwAA8B+E2wBQiowxenGSUWZWbq1cOWncWIJtAADgnshIR3fdYb8f2bJVmjPXpYYAAACKgXAbAErRnJ+lVavt2qibpdq1CbcBAIC7hl4h1a9n115/0ygtjeltAADgHwi3AaCUJCcbvTrZ/nBYs6Y06maCbQAA4L6wMEf332e/Lzl4SPr8S5caAgAAKCLCbQAoJVM/MDpy1K6NG+soMpJwGwAA+Ia+vaW2bezae1ONTp1iehsAAPg+wm0AKAX79xt9NN2udeoo9evrTj8AAAAFcRxHD4yxf/B+9mx2wA0AAODrCLcBoBS8PNkoPT33HBoiPTTOkeMwtQ0AAHxLq5aOLhtg1774Stq3j4AbAAD4NsJtAPCyJUuNFi6ya9ddK13ciGAbAAD4pvvvdRQennvOyJD+8ybhNgAA8G2E2wDgRenpRi+9Yn8QjI2V7rqDYBsAAPiuOrUdXX+tXft5nrR2HQE3AADwXYTbAOBFn34u7d1r1+6/11GFCoTbAADAt912q6OYGLv2ymQjYwi4AQCAbyLcBgAvOXrU6J337A9/LVpIQ69wqSEAAIAiiKno6I7b7R/Ib9wkzZnrUkMAAAAXQLgNAF7yymtGycl2bcJ4RyEhTG0DAAD/cM1VUt06dm3y60apqUxvAwAA30O4DQBesGKl0ew5dm3YUKllC4JtAADgP8LDHY25337/cviw9OHHLjUEAABwHoTbAFBC6elGL7xkTzNVrCiNvo9gGwAA+J9+faX27ezatA+NDh1mehsAAPgWwm0AKKFPP5d27bZr99/jKLYy4TYAAPA/juPo4fGOQvJ8WkxNlV77D+E2AADwLYTbAFACR44YvfOu/UHvkmbSiOEuNQQAAOAFTRo7unKEXZs9V1q9hoAbAAD4DsJtACiBlycbJafknh1HemSCo9BQprYBAIB/u/cuRxUr2rUXJxllZhJwAwAA30C4DQDFFL/caO7Pdm34MC4iCQAAAkOlSo7uvtN+X7N9h/TNDJcaAgAA8EC4DQDFkJZm9LzHRSRjYrJ3bQMAAASKq6+UGjW0a2++ZXT6DNPbAADAfYTbAFAM0z+V9u61a6Pvc1SZi0gCAIAAEhbm6KFx9vubU6eV75ojAAAAbiDcBoAiOnTY6L2p9ge6Fi2k4UNdaggAAKAUde7kqG8fu/bFl9LOXQTcAADAXYTbAFBEr7xqlOJ5EcmHHIWEMLUNAAAC04NjHZULzz1nZkmTXjEyhoAbAAC4h3AbAIpg6TKjn+fbtatGSM2bE2wDAIDAVae2o5E32bX45dLCRe70AwAAIBFuA0ChpaYaPfeiPZ1UKUa6j4tIAgCAIHDbKEfVq9m1lycbpaYyvQ0AANxBuA0AhfTeVKMDB+za6PscxcQQbgMAgMBXvryjMaPt9z0HDkgfTXepIQAAEPQItwGgEHbuMvrwY7vWprU0jItIAgCAIDLosuz3QHm9P81o/wGmtwEAQNkj3AaAC8jKMnr2eaOMjNxaaKj0u99yEUkAABBcHMfRbx9yFJLnk2RamvTiJC4uCQAAyh7hNgBcwHc/SGvW2rWbb5IuvphgGwAABJ+mTR1de41dW7xEWrDQnX4AAEDwItwGgPNIOGk0+T/2FFLt2tIdtxNsAwCA4HXPnY6qVrFrL75slJzM9DYAACg7hNsAcB6TXzM6fdqu/fZhR5GRhNsAACB4Vajg6MEH7PdDR45kX4AbAACgrBBuA8A5rFxl9P1Mu9b/UqlHN4JtAACAgQOkjh3s2kfTsy/EDQAAUBYItwGgAKmpRv961v5gFh0tPfQgwTYAAID0v4tLPuwoLCy3lpkpPf8iF5cEAABlg3AbAAow5V2jffvt2n33OKpWjXAbAADgVw0bOLr5Jru2arX0w8wC7w4AAOBVhNsA4GHzFqPp0+1aq5bS1Ve60w8AAIAvu/1WRzVr2rWXJxslJDC9DQAAShfhNgDkkZFh9PS/jDKzcmvh4dIfHnMUGsrUNgAAgKfy5R399iH7fdLp09KLkwi3AQBA6SLcBoA8Ppoubd9h135zm6NGDQm2AQAAzqVXT0eX9bdrs+dKC+MIuAEAQOkh3AaA/9m92+idd+0PYI0vlkbd7FJDAAAAfuShcY4qVrRrzz1vlJhIwA0AAEoH4TYASMrKMnrmWaO09NxaSEj2OpLwcKa2AQAALqRKFUfjH7DfNx09Jr32BuE2AAAoHYTbACDpy/9Ka9fZtRuvl1o0J9gGAAAorCsGS1272LWv/iutWUvADQAAvI9wG0DQ27fP6LXX7Q9cdepI99xFsA0AAFAUjuPo0d86ioy060//2yg1lYAbAAB4F+E2gKCWmWk08WmjlBS7/vtHHUVGEm4DAAAUVZ3aju69234ftXev9N5Uwm0AAOBdhNsAgtrHn0jr1tu1q6+SOnUk2AYAACiu66+VWrSwax98JG3fQcANAAC8h3AbQNDa8YvRW2/bH7Dq1pEeGE2wDQAAUBKhoY7+8DtHoaG5tcxM6el/GWVkEHADAADvINwGEJTS040m/tMoPT235jjSE487Kl+ecBsAAKCkGl/s6NZb7NrmLdKnn7vTDwAACDyE2wCC0ntTjbZus2s33yS1bUOwDQAA4C2/uc1Rg/p27c0pRnv2ML0NAABKjnAbQNDZtNlo6jS71qihdPedBNsAAADeVK6co9//zn6PlZYmPflP1pMAAICSI9wGEFSSkoz+9qRRZlZuLTRU+tMfHUVEEG4DAAB4W9s2jq6/zq5t3CR9NN2dfgAAQOAg3AYQVF56xWjfPrt2x+2OLmlGsA0AAFBaRt/r6KKL7NqUd4y272B6GwAAFB/hNoCgMXuu0Yzv7FqLFtJto9zpBwAAIFhERjr60+OOQvJ8As3IkJ58yig9nYAbAAAUD+E2gKBw8KDRv5+1PzhFRUl//ZOjsDCmtgEAAEpb61aObhlp17bvkN59n3AbAAAUD+E2gICXkWH094lGZxPt+iMPO6pbl2AbAACgrNx1h6OLG9m1aR9IGzcRcAMAgKIj3AYQ8N6barRuvV27fKA0+HKCbQAAgLJUrpyjP/3RUWhobi0zK3s9SUoKATcAACiaMLcbAFA69u3bp40bN+rIkSNKT09XxYoV1bBhQ7Vp00YRERGu9JSYmKhdu3bp0KFDOnbsmFJSUiRJFSpUUNWqVXXJJZeodu3aXvlaZ86c0Y4dO7Qobrc+/OiMjMmQVFFyqqh27VZ6ZEJ1r3wdAACAYHfq1CmtWbNG+/fvV3JyssqXL6+6deuqXbt2qlSpUr77N2vq6M7fSG+9nRtm79krvfKa0aMTvDN8kJ6erl27dungwYM6evSokpKSlJGRoejoaFWqVElNmjRRw4YNFZo3ZQcAAH6HcBsIMPPmzdPbb7+tLVu2FHh7VFSUhg4dqnvuuUeVK1cu1V5SUlL07bffavXq1dqwYYMOHjx4wcfUrl1bw4cP1/XXX1/gh6FzycrK0sqVK7Vw4ULFx8drx44d57zv/j3SPfc00nXXXafhw4crMjKy0F8HAAAA2bZt26Y33nhDixYtUlZWVr7bQ0ND1bNnT913331q2rSpddutt0gLF0mb87xl/eq/Us/uRj17FC/gnjNnjuLj47V27Vrt2rVLmZmZ571/hQoVNGjQIN10001q2LBhob9O9+7di9VfQe6++27de++9Xns+AACCjWOM8ervfiUkJHjz6YBCcRwnJ6g9efKkvPyftV9IS0vTxIkTNXPmzELdPzY2Vk899ZQ6dOhQaj3t3btXN9xwQ7EeGxsbq8cee0z9+/e/4H2XLFmiJ598UseOHSvy16lXr57+9re/qWXLlsVp0+/wWgEKh9cKUDi8VoLX9OnTNWnSpAsGyFJ2yP3QQw/pxhtvtOp79hjddZ/R/36ZT5IUGyu9/7aj2NiiB9wjRozQ0aNHi/y4sLAw/eY3v9E999wjx7nw1/VmuD169GjdcccdXns+wJ/xPQUoHH9/rcTGxnr1+di5DQSArKws/elPf8oXbIeGhqpOnTpq1qyZKlSoYN2WkJCgCRMmaN26dWXZqiTlrEhp1aqVmjZtWuAfbAkJCXriiSf07bffXvD59u7de55gO0ZyGklOC5UrV7PAx44ZM0arVq0q6j8GAABAUPrwww/1wgsv5Au2q1WrpubNm6tatWpWPTMzU88//7ymT59u1evXd/TgWDtMTkiQ/vkv47UP6hEREapfv75atmyp5s2bq1atWvkC7IyMDE2ZMkVPPfWUV75mUfTq1avMvyYAAIGEtSRAAJg2bZrmz59v1a655hrdddddql49e7d0VlaW5s+frxdffFGHDh2SlL025IknntCHH36YL/z2psaNG6t79+5q3769WrZsqapVq+a7z4EDB/Ttt9/qgw8+UGpqak7PzzzzjFq3bl3oXxV1HEdNmnTRjp0D5YR0kBNSV5JUo7o05Q1HqamH9cknn2j69Ok5H8hSU1P16KOP6uOPP8759wUAAID81q5dq1dffdWqdezYUePHj1fz5s1zaps2bdKkSZOsAYJJkyapdevWatWqVU7tqhHS4iXSorjc54tbLP33G+nqK4veX/Xq1dWzZ0+1b99ebdq0UZ06dRQSYs90nT59WnPmzNHbb7+tI0eO5NS/+eYbtWvXTsOHDz/v15g0aVKRenIcRxUqVNC0adM0e/bsnHqzZs3yrWsBAABFw1oSBAR//5WMkjh16pSuueYaJSUl5dTGjh2r22+/vcD7HzlyRPfff7+1/7q0dv0lJyfr2LFjqlevXqEfs3XrVj344IM6ffp0Tu2yyy7TxIkTz/mYTz/9VJMmTdLVV1+tvn1v1hN/qaU8/zoUFia9OslRq5a5Uzrx8fF65JFHlJaWllMbOnSo/vznPxe6V38UzK8VoCh4rQCFw2sl+Nx7773Wb/717t1b//znPxUeHp7vvunp6frDH/6gRYsW5dQ6dOig1157zbpfQoLR7XcZ5f0oGREhvfOmo/r1C7+eZNu2bWrSpEmhVotI2SH3uHHjrGvVVKtWTV9//XW+QLwkHMdRTEyM+vfvnzNkIkkTJkzQTTfd5LWvA/g7vqcAhePvrxXWkgCwTJ061Qq2O3TooNtuu+2c969Ro4b++Mc/WrWPPvpIp06d8npv5cuXL1KwLWVPsIwZM8aqxcXF5UxzF6RNmzb65JNPNGbMb/XSK3awLUkPjbODbUnq0qWLHnjgAas2a9Ys698lAAAAcsXFxVnBdqVKlfTEE08UGGxLUnh4uJ544gnrIuGrVq3S0qVLrfvFxjr64+/t92qpqdJfnzRKSyv8B/amTZsWOtiWpJiYGP31r3+1HnPs2DGtXbu20M9RWHFxcVawHRYWpsGDB3v96wAAEGwItwE/lpWVpRkzZli1wlwIp0uXLmrfvn3OOSkpSbNmzSqNFovl8ssvt6ZlkpOTdfjw4XPev3nz5qpZs5aeesZo1277tisGn/tXWq+77jprHUtaWppWrlxZot4BAAAC1ddff22dr7/++gtOX1WpUkXXXXfdeZ9Hknp0d3TN1XZt61bptddLdxqtUaNG1joVSdq1a5fXv86XX35pnXv16pUzdQcAAIqPcBvwY2vXrrVWAdWtW1cdO3Ys1GNHjBhhnT13drspOjo635v9kydPnvcxb79r9PM8u9aksfToBOecYX9YWJhat25t1fJO1AAAACBbWlpavonrC+2mPtf9Fi9erPT09Hz3e2C0owb17dqnn0vzF5RuwF23bl3rfKH3nUV19uzZfIMkw4YN8+rXAAAgWBFuA34sLi7OOnft2rXQv4rZtWtX67xy5UolJyd7rbeSyrsLW5IqVqx4zvv++JPRu+/btQrR0sS/O4qMPP+/D8/nTUxMLFqjAAAAQcDzvWKDBg1Uu3btQj22Tp061qq6pKSkAn9bLjLS0d/+4qhcObv+1DNGBw+WXsDt+b7T2xdanzVrllJSUnLOsbGx6tmzp1e/BgAAwYpwG/BjW7dutc5t2rQp9GOrV69ufSBJT0/Xzp07vdZbSezevVtnz57NOUdFRZ1zd/f6DUZP/8v+sBMaIv3tL47q1r1w0H/06FHrnHcnJAAAALKV5H2nJLVt29Y6b9u2rcD7NWns6KFx9nu4s2elv/zdKD3d+wG3MUabNm2yap5rSkrKc43g4MGDFRYW5tWvAQBAsCLcBvyY5z7ARo0aFenxnvcvjf2CxfHOO+9Y53N9ADh0yOjxPxmlefxW60PjHXXreuFgOzk5WVu2bLFqRb0AJgAAQDAoy/edVw6XLhtg1zZukt54y/vh9jfffGMNOzRo0ECtWrXy2vPv3bs33wUqWUkCAID3EG4DfiolJSXfRRZr1KhRpOeoWbOmdd69e/c57lk2UlNT9cILL+iHH37IqcXGxuree+/Nd9/ERKPHHjfKs3JcknTdNdK1VxduNcvs2bOtX6+Njo5Wu3btitc8AABAANuzZ491Ls33nY7j6LFHHF1kr8LWR9OluMXeC7hnzJihf//73znnkJAQPfroo4Ve81fYr5HXJZdcoqZNm3rt+QEACHb8LhTgp06dOiVjct/ch4WFqUqVKkV6jurVq1vnBM+kuBSsX79eSUlJOee0tDQlJCRo06ZNmjt3rtVD1apV9fzzz+f758rIMPrz34x+8dii0rWLNO6Bwn0YSUlJ0ZQpU6wavyIKAABQMM/3iUUNt4v6vjM62tHf/yrdP9Yo77Unn/yn0ZTXpdq1L/yeb8+ePdbFwjMyMnTmzBn98ssvmj9/vrWSLzw8XH/4wx/UpUuXQv3zFIYxxhrakAp/EU4AAFA4pDiAn8obEEtSZGRkkadMIiMjrXNZXFDymWeeOeeOxV9FRERo6NChuu+++xQbG2vdlpVlNPFpo6XL7Mc0bCj9/S+OwsIK9+9g0qRJOnjwYM65fPnyuvPOOwv1WAAAgGDj+d6zfPnyRXp8cd53Nmvq6MGx0gsv5Q50nD4t/ekvRpNfliIizv++7/PPP9f06dPPex/HcdS9e3eNHTvW6xPVy5cvt8L18PBwDR482KtfAwCAYMdaEsBPeX4gKOd5WflCiIiIsM6eH1rcEB4erhtuuEGjRo3KF2wbY/TSy0Y/zbIfU7mS9MxTjipUKFyw/eOPP+qLL76wamPGjMk3UQQAAIBsJX3v6fm+s7BDFddeLV3az65t2Sq99Ip31pMMGDBAd9xxR6msCvFcSdK/f38uXg4AgJcRbgN+Ki0tzTqHh4cX+Tk8P5SkpqaWqCdvSE9P17Rp03TTTTdp4sSJSkxMzLnt7XeNPv/Svn9kpPT0U47q1ilcsL1hwwZNnDjRqvXs2VM33HBDiXsHAAAIVCV971nc952O4+jxxxx5XvP762+k774vecA9e/Zs3X///Ro9erT27t1b4uf7VWJion7++Werds0113jt+QEAQDbWkgB+yvMDQnreZYSF5PkhxXOipjRMnTrVOicmJur48ePauHGjZs6cqcWLF0uSMjMz9c0332jTpk169dVX9dPsGL3znv1cYWHSxL87at2qcMH23r179eijj1ofpho0aKC//OUvXr1wEAAAQKApV66cUlJScs5Ffe/p+b6zKJPf0dGOJv5Num+sUZ4W9OwLRk2bSE2bFvw+bsKECZowYULOOSUlRadPn9a2bdv0888/68cff8x5X7h69WrdddddmjRpklq0aFGEf7KCzZkzx/r3Va1aNfXt21dnz54t8XMDAIBcTG4Dfspzz6HnB4bC8JyYKeruRG+Ijo5W/fr1dcUVV+iFF17QSy+9pJiYmJzbt2/frnHj/qYXJ9mTOY4j/d8fHXXrWrhQ+ujRo3rooYesixfVrFlTkyZN4tdDAQAALqCk7z1L+r7z4osdPfao/b4vLU164i9GZ84UboI7MjJSNWrUUK9evfTEE09o2rRpatasWc7tZ86c0WOPPaYzZ84UqbeCfPfdd9Z5xIgRXLgcAIBSQLgN+KmoqCjrnJKSImOK9quZeadJJHfCbU/dunXTc889p5CQ3D+etm6NU1amfQXJRx52dNmAwgXbp06d0kMPPaQDBw7k1GJjYzVp0iTVrFnTO40DAAAEMM/3nkW9ELnn+07P5yuMywc6us5js8eBA9KT/zTKyir6ipJ69erlez949OhRTZs2rcjPldf+/fu1evVqq8ZKEgAASgfhNuCnKlWqZK3SyMjI0IkTJ4r0HEePHrXOVapU8UpvJdWmTRtdccUVVs1k5k6/3Hu3o6uvKlywnZiYqAkTJuiXX37JqVWoUEEvvviiGjRo4J2GAQAAApznhb6PHDlSpMd7vu/0fL7CenCso5YeW0MWxUlvvl28/duVK1fWvffea9U8p66L6rvvvrOGTi655BJdcsklJXpOAABQMMJtwE9FRkbmmzo+fPhwkZ7j0KFD1tmXwt4aNftZZ2PWSZJuukG6/dbCPUdKSooeffRRbdy4MacWGRmp5557jg8YAAAARVC/fn3r7Nb7zvBwR//4m6PKHlvlpk6TfpxVvIC7X79+1tDI0aNHdfDgwWI9lzEmXzg+fPjwYj0XAAC4MMJtwI81bNjQOu/cubNIj9+1a5d19pVwO26x0Ycf17GL5riuuTp7WqcwF39MT0/X448/rlWrVuXUypUrp2eeeUbt2rXzcscAAACBzZfed9as4ejvf3UU6vFp9ul/GW3aXPSAu2LFitY1XyTp+PHjxept5cqVVjAeHh6uwYMHF+u5AADAhRFuA36sadOm1nndunWFfuyxY8esN95hYWFq1KiR13orrqXLjJ74s1Fmpl0PCwvThPGFC7YzMzP15z//WYsXL86phYaG6h//+Ie6devm7ZYBAAACXkned0rS2rVrrXPeCzkWR8cOjh5+KP8FJv/whNGxY8Wb4M6ruBd/nDFjhnXu3bs3Fy8HAKAUEW4DfqxXr17WOT4+vtAXlVy6dKl17tSpU7Eu7ONNc382+sMTRunpkjH2r67WqlVFISEXDraNMZo4caLmzp2bUwsJCdGf/vQn9evX7zyPBAAAwLl07NjRuvj4nj17Cr2648CBA9q7d2/OOSoqSh07dixxT9dc5ejqq+za8ePS438ySk0tfMCdmJio06dPW7XiXIsmOTlZP//8s1UbNmxYkZ8HAAAUHuE24Mfatm2rypUr55z379+vlStXFuqx33zzjXXu06ePN1srsv9+Y/Tnv2UH25JkshZZtzdp0qRQz/Pss8/m23P4u9/9TkOGDPFKnwAAAMEoIiJCXbt2tWrffvttoR7reb8ePXooPDzcK309PM5Rxw52bdNm6Z//MoUe+oiLi7PuGxsbq2rVqhW5lzlz5igpKSnnXLVqVXXv3r3IzwMAAAqPcBvwYyEhIfmmQd56660LvpGPj4/X6tWrc85RUVEaOHBgabR4QcYYTf3A6N/PGf3atsnaJZNp/0pn3759L/hckydP1ueff27Vxo0bp2uuucZr/QIAAASrK6+80jp/9tlnSkhIOO9jTpw4ke/92YgRI7zWU1iYo3/81VFdj8u1zJotvTnlwuF2SkqK3nzzTavWq1cvhYQU/aOy54DF4MGDi73eBAAAFA7hNuDnbrvtNmudyKpVqzR16tRz3v/IkSN66qmnrNpNN91kTYCfS/fu3a2/VqxYcc77JiYm6l//+peOHDlyzvtkZRm9Mtno9TdzP3iYrB3KTJsgKT2nVqtWLQ0YMOC8vb3//vt6//33rdrdd9+tUaNGXeCfCgAAAIXRq1cvtW7dOud86tQpTZw4URkZGQXePz09XRMnTtSpU6dyau3bty/UNPOYMWOs952eAXRelSo5atPqVUWU22jV35+W/duB53Lq1Cn97ne/0549e3JqoaGhGjly5AX783Tw4MF8v0HJShIAAEofP0YG/FzlypX1m9/8Rq+99lpObfLkyTp06JDuvPNOVa9eXZKUlZWlBQsW6IUXXtChQ7n7rKtXr65bbrnF631lZWXpiy++0Ndff61u3brpsssuU9u2bVW3bl05jqP0dKNnnjX6YaZkTLpkNisr8weZzG8k5X5AchxHjzzyiCIjI8/5tWbMmKHJkydbtXbt2qldu3ZatmxZkfquXr26T1xYEwAAwBc9+OCDGjt2rLKysiRJCxcu1Pjx4zV+/Hg1b948536bN2/WSy+9pFWrVuXUQkND9eCDD5ZKX1s2L1Pi6Q/khLSUE3KZnJBOknOxnn8hTDWqSz26Z1+7xRij3bt3a86cOfrkk0908uRJ63lGjhxZ6HV4eX333XfWb082b95cjRs3LtE/EwAAuDDCbSAA3HbbbVq7dq0WLcrdU/3FF1/ov//9r2rVqqXo6GgdPHhQZ86csR4XERGhJ598UhUrViy13jIyMrRo0aKc3qKiohQbW1UnT1VQYqKRlCiZg8obaP/KcRw9/vjjF9wHXtAE+Zo1azR+/Pgi9zt06FD9+c9/LvLjAAAAgkH79u01ZswYvfrqqzm1lStX6o477lD16tVVtWpVHTt2TMeOHcv32AceeMCa/C4NJmujTNavE9zhynSq65FHKqhhw3CZrCQdPnzY2oud19ChQ/XAAw8U6+t+//331pmpbQAAygbhNhAAQkJC9NRTT+nJJ5/UTz/9lFPPzMzU/v37C3xMpUqV9NRTT6ldu3Zl1aYkKSkp6ZwfKPKqV6+e/vCHP6hTp05l0BUAAAAK67bbblNISIgmT56szMzMnPrRo0d19OjRfPcPDQ3VuHHjirXuo2TSJXNAWZnSLzvOfa/o6GiNHTtW1157rRzHKfJXWb16tfbt25dzDg8P1+WXX16chgEAQBERbgMBIiIiQv/4xz/Uv39/vfvuu9q6dWuB9ytfvryGDh2qu+++W1WqVCm1fipUqKDXXntNcXFxWrFihbZt26b09PTzPiYsLEzt27fX8OHDNWDAAJUrV67U+gMAAEDxjRo1Sl26dNHrr7+uxYsX56wpySskJEQ9evTQ6NGj1bRp01Lt5+9//7sWLlyoZcuWaePGjUpMTDzv/R3HUePGjTVkyBANHTpUsbGxxf7aM2bYF0Lv3bu3KlWqVOznAwAAheeYvIvBvOBCV8sGSoPjODkXRDx58qS8/J+1X9q7d682bNigo0ePKj09XRUrVlTDhg3Vtm1bRURElHk/c39O1d+f/EWpqfslc1xS9vR2VFQF3TKyonr2bKjGjRsrPDy8zHsLJrxWgMLhtQIUDq8VSNn/369Zs0b79+9XSkqKIiMjddFFF6lt27aFumi5t2VlZWnnzj362z/2avv2w5ISlb0CL0o1alTQI7+to44dmis6OrpM+uF1AhQOrxWgcPz9tVKSHygXhMltIEDVq1dP9erVc7sNZWUZvT9NmvJOuIy5RCGhl+Tc1rCh9OzTjmrVKvqvfwIAAMA3VK5cWf369XO7jRwhISFq3LihJr/SQGPHGf2yM/e2YyekqR9InTry/hMAgEAQ4nYDAAJXUpLR//3V6K23jTx/kNipo/TaywTbAAAAKB0VKjh69hlHtWvZ9Y2bpMceN0pJ8a9JNwAAkB/hNoBSsX+/0f1jjebNz3/b0CukZ59xVLEiwTYAAABKT40ajl583lG1anZ99Rrpj/9nlJZGwA0AgD8j3Abgdcvije4ZbbRzl10PCZEeGOPo8d87Cg8n2AYAAEDpq1vH0UvPOfJc/70sXvrL34zS0wm4AQDwV4TbALwmM9NoyjtZeuQxozNn7NsqVsye1r75JkeOQ7ANAACAstOggaMXnnVUsaJdX7BIeuL/jFJTCbgBAPBHhNsAvOL4caMJjxq9857y7de+uJH01n8cde1CqA0AAAB3NG3i6Pl/O4qKsutxS6Tf/9EoOZmAGwAAf0O4DaDElq8wuvMeo5Wr8t/Wr6/0n1cd1a1LsA0AAAB3tWju6N9POyofadeXr5Ae/b1RYiIBNwAA/oRwG0CxZWRkryGZ8KjRiQT7ttAQaexoR0/+zVFUFME2AAAAfEO7to5eeM5RdLRdX7NWevhRo9NnCLgBAPAXhNsAimX/AaNxDxe8hqRGdemVSY5uGcl+bQAAAPie1q0cvfS8o5gYu75pkzT+YaOjRwm4AQDwB4TbAIrEGKPvf8heQ7Juff7be3SX3nnLUZvWhNoAAADwXc0vcTTpBUexsXZ9+w7p3jFGW7YScAMA4OsItwEU2ukzRn/+m9HEp42SkuzbQkOkMfc7euYpR5UqEWwDAADA9zVp7OiVFx1Vq2bXjx2THhhvNG8+ATcAAL6McBtAoSxeavSbO43m/pz/trp1pMmvOBp1s6OQEIJtAAAA+I8GDRy9+pKjunXsekqK9MSfjaZ+YGQ89/ABAACfQLgN4LzOnDF66pks/e73RkeP5b992NDsNSStWhJqAwAAwD/VrevojdcctW+X/7bX38z+zcXUVAJuAAB8DeE2gHOKW2x0251G332f/7aKFaUn/+bo8cdCFBVFsA0AAAD/VqmSoxeedTRsaP7bfpgp3TfGaM8eAm4AAHwJ4TaAfE6eNHryn1l67HGjYwVMa3fpLL3/tqNL+xFqAwAAIHCEhzv6w+8cjR3tyPF4q7vjF+nu+7Ivrs6aEgAAfEOY2w0A8B3GGH33gzT5NaNTp/PfHhUljRvraPgwyfF8tw8AAAAEAMdxdMtIqd5F0t+fNEpOyb0tOUWa+LTR/IXSY49IsbG8JwYAwE1MbgOQJO3abTTuYaN/PlNwsN21i/T+O45GDHcItgEAABDw+vR29Nbrji5ulP+2BQul2+40mvkjU9wAALiJcBsIcsnJRm9OydIddxutXpP/9uho6Q+/c/TcvxzVqkmoDQAAgODRoEH2hSZHDMt/28mT0j+eMnr4EXZxAwDgFsJtIEgZY/TTbKNRtxu9N1XKyMh/n0v7SdPedTR8GNPaAAAACE6RkY5+/7sQPfUPR5Ur5799xcrsKe4XX87SqVOE3AAAlCV2bgNBaPNmo5deMVq3vuDbbBs+AQAAMsBJREFUa9WUfvuwo549CLQBAAAASerbx1Gb1tKzLxjNm2/flpkpffa59P0PRldfaXTD9Y6qVeW9NAAApY1wGwgih48YTXnb6PuZUkGrAUNDpZtulO683VH58rwZBwAAAPKKjXU08e+OFiw0euEloyNH7dsTE6UPPpI++cxoyBVGN9/kqH493lcDAFBaCLeBIHDypNHUD42+/FJKSy/4Pp06Sg896Ojii3nzDQAAAJxPn96OOnWU3ptq9Oln+d9jp6dLX38jffOtUZ/embr5pjT17BHuTrMAAAQwwm0ggCUlGX3ymfThx0ZJSQXfp24d6cGxjnr3Enu1AQAAgEKKinI05n5HV11p9PqbRnPm5v/tSGOk+Quk+QvOqEZ1R/36SZf2lVq3kkJDee8NAEBJOcYUtJyg+BISErz5dEChOI6jyv+7usvJkyfl5f+s/U5SktGX/5U+mm508mTB9ylfXrrjdkc3XCeVK8cb62DBawUoHF4rQOHwWgFy7dlj9NF0ox9+zJ7cPp9KMVL79lKH9o46tJcaNZRCQnhPjuDG9xSgcPz9tRIbG+vV5yPcRkDw9xe2tyQmGn3xlfTxdKNTpwu+T1iYdNUI6Te3OapShTfQwYbXClA4vFaAwuG1AuR37JjRJ58ZffW1zvnbk54qxUitW0tNGksXX+yoTm2pRnUpNpbQG8GD7ylA4fj7a8Xb4TZrSYAAcPJk9pvn6Z8anTlT8H0cR7p8oHTXnY7q1uENMgAAAFAaqlVzNHa0o9tGGf00W/r+B6NNm8//mFOnpUVx2X9JuSFFeLhUvbpRjepSpUpSTEWpYowUU9FRxYpSdJQUlfev8rl/HxHB2kEAQOAj3Ab82M5dRp9+bvTDTCkt7dz369lDuu8eR00a8+YWAAAAKAsVKzq69mrpumtCdOx4Bf34U5p+mJmsHb8U/jnS06UDB7L/sl14Si80RCpf3mSH3dF28B0VJVWJzQ7ia1SXqlXLnhSvWpVd4AAA/0K4DfiZrCyjZfHSJ59l/+/59Oop3Xm7o+bNeYMKAAAAuKVJ4zA1aRymW0am6eDBLK1aI61abbRqtXTwYOl8zcws6Wxi9l86eq572SF5uXDpoouM6teT6teX6td3dHEj6eJGUlgYnykAAL6HcBvwE0eOGH33g/TtDKNDh89/3759si8W2awpb0ABAAAAX1KrlqMhtaQhg7Pfqx86ZLR2nbRtu9H2HdKevdKxo9nhdFlLS5d+2Zn9V7bs8LtcuNSkiVHzS6QWzR21bJEdfrP2BADgNsJtwIelpxstWSp9MyP7f7PO8wY3LEy6rL808iZHTZvwJhMAAADwB7VqOapVS7p8UO57+MxMoxMnpMNHsv86fkw6c9bo9Gnp9Bnp9GnpzBkpKTn7opVJSVJyUukF4mnp0sZN2X/9GnjXqC517mTUubOjzh3FxeoBAK4g3AZ8jDFG69ZLP/5kNOfn7Deu51MpRrrqSunaqx1Vq8YbSgAAAMDfhYY6ql5dql5dat3q1+r53+sbY5SWlht2JyXZ4Xfe89lEo+PHpaNHpSNHpWPHsvd7F8WRo9J3P0jf/ZAddjdpbNSzh9S7l6Pml0ghIXw2AQCUPsJtwAcYY7R9uzR3XvYV1Quzd69xY+m6axwNHiRFRPDGEQAAAAhmjuMoIkKKiJBiYy94b+tkjFFCgrR3n7Rnj7R7j9GevdKu3QVdzLJg23dk//X+NKOqVaSePYx69XLUtbNUrhyfVwAApYNwG3CJMUabNks/zzeaN0/aX4g3jeXLS4MGSlcOc3TJJey4AwAAAFByjuOoShWpShWpXVspb/h9+rTRlq3S5i3S5i1GGzZmT3qfz/ET0jczstcrVoiW+vQ2GjDAUZdOXJgSAOBdhNtAGUpLM1q5Slq02GhRnHTkSOEe16a1NGyoowGXSlFRvBkEAAAAUDZiYhx16Sx16SxJjowx2rNHil8hxS/P/nyTnHzux59NlL6fKX0/0ygmRurX1+iy/o46tM9evwIAQEk4xhjjzSdMSEjw5tMBheI4jipXrixJOnnypLz8n3WJHDliFL9CWhRnFB8vJacU7nEN6mdfVGbQQKlObd70+ZtNmza53UKBHMdRTEyMJOn06dM+9VoBfAmvFaBweK34jxYtWrjdQtDy5c8q3pCRYbR+gxS32GjhImnP3sI9LjZWGnCpNGigo1Yt+a1UBP5rBfAWf3+txF54d1aREG4jIPjSC/vMGaNVq6XlK4yWryj8mztJqlVT6tdPGnSZo0ua8QbPn1WpUsXtFgAAAHKcOHHC7RaCli99VikLe/Zm/5bqgoVGa9cV7jF16kiDLpMuH+ioQQM+AwWrYHutAMXl768Vwm2gAG6+sFNTsycVlq8wWr5S2rJFysoq/OPr1ZMu7Sv160ugHUgItwEAgC8h3HaPv4cQJXHkiNHcedLsOUY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coT/96U/V/i28bdmyRWPHjtXDDz+ss2fPNrTKcJBQjZO33npLW7dulSSlpKQE9Yk22vQIhBtjxR+h1K6n5zb84n3nyXu8w/oUFRXZyhfjsYnY2FjbTK0lJSU6e/asvvrqK23cuFGrV6/WhQsXVFZWprffflv79+/Xq6++qsTExFqPV1VDrtnfO31wJjfGia9efPFFazZnyRxLctGiRX5NzoHw4dZY2bx5s9avX2/V+bHHHgt6vRFe3BgrtdXxySefVKdOnWqtx+TJk/XFF1/ovffek2Re+1/+8hfNmDGjAVcHp3BjrFR4++23NWfOHGus+oSEBP385z/XDTfcoK5duyomJkanTp3S9u3btXLlSu3YsUNlZWV65513tHPnTq1cuVItW7YM+vUi9IRinGRnZ+vJJ5+0yjNnzlRKSkqDj1uBNj0C4cZY8VWotevpuQ2/NGnSxFaur0eAN+87Vf6OWRSIqKgopaWlafjw4ZozZ47Wr1+vXr16WZ/v2bOnzsSC9zX7e7et6vbex0J4cmOc+OLtt9/WH//4R6vs8Xi0cOFCXXXVVQ06LpzLjbFy4cIFzZs3zypPnjw56EP/IPy4MVZq+s00aNAgDR06tN5zT5s2zVZ+//33/ag5nMyNsSJJ27dv1+zZs63Edtu2bbV69Wo99NBDuuyyy9S0aVPFxMSoTZs2GjNmjF577TVNmTLF2j8jI0O/+tWvahz7G+EnFOPk8ccft57QGTJkiH70ox81+JhV0aZHINwYK74IxXY9yW34xTu4/Z1MoeojplFRUY1y17N9+/Z68cUXlZSUZK1bv369Dhw4UOP23tfszxhbZWVltj+AfBG6gxvjpD7vvfeeZs+ebRvvce7cuRo7dmyD6wrncmOsLF68WMeOHZMkde7c2ZZcAGrjxlipqQF47bXX+nSu3r17q3Xr1lb566+/DurwWghdbowVSfr9739vG8d7yZIldd449Xg8evDBBzVy5Ehr3eeff67/+7//a2Dt4QShFifvvfee/v73v0sye39ejCfaaNMjEG6MFV/qEIrtepLb8EurVq1s5RMnTvi8r2EYysrKqvVYl1Lz5s3185//3Lau4o+Et4Zcc3Z2ttWDQpKtoYXw5cY4qcuWLVs0Y8YMW6PrgQceqHZsuI/bYuXYsWO2x/fmzZvXKLOaw3ncFitSzb+ZevTo4fO5evbsaS0bhqHvvvvO533hXG6Mla+++kq7d++2ysOGDdNll13m03kmT55sK69bt87PmsKJQi1OnnjiCWt58uTJ6tq1a4OP6Y02PQLhxlipSyi36xlzG37xDp5vv/3W531PnjxpG6OosR/DHjFihJ599lmrXHXsu6oacs3Hjx+3lRv7mnFpuDFOarNz505NnTrVNt7YhAkTNHXq1KDVEc7ltljJzc21PfI9ceLEeo9btVeEJC1btkzPPfecVZ46dWq1IRgQftwWK5LUrl07NWnSxNZLqmpP1vo0a9bMVmbCPHdwY6x88cUXtvKQIUN8PscVV1yh6Oho67q//PLLAGoKpwm1OKmYYFuSnn/+eT3//PN+7b9161b16dPHKg8ePFivvPKKbRva9AiEG2OlNqHerqfnNvzSqlUr22Qme/fu9XnfPXv22MrdunULWr0CkZaWZivX9riqdz39ueaqvShqOhbCkxvjpCb79+/XpEmTbImJO+64QzNnzgxa/eBsbo+V0tLSel/e458ahmH73Dv5jfDkxljxeDzVGpXeEzPVxXvSJyYAcwc3xsqpU6ds5RYtWvh8jqioKCUnJ1vlnJwcn/eFc4VynPjy26hqr9Ga9qtp7Hja9AiEG2OlJk5o15Pcht8GDhxoLZ88eVJHjx71ab/t27fbyoMHDw5qvfzl/QPRu4dPhaSkJNtjsHv27PF5AoodO3bYyo19zbh03BYn3g4fPqyJEyfaesqNHTu2UcYFQ2hze6wAvnJjrHj3QK36eG99vB8dTk1N9XlfOJvbYsX7xo2/E55V3T4+Pt6vfeFc4RInvqJNj0C5LVa8OaVdT3Ibfrvuuuts5f/93//1ab+q48TFxsZqxIgRQa2Xv7zvpLVp06bWbatec3FxsTZu3Fjv8QsLC/XBBx9Y5bZt29oeAUF4c2OcVMjKytLdd9+t7Oxsa92oUaP0xBNPKCKCrx3YuSlWevfurf379/v1WrBgge0Y06ZNs30+ffr0i3pdCB1uipUK119/va3s3VCsTX5+vq13VVpaWqOOn4xLy22x4n3j5uDBgz6fIysrS+fOnav1WAhfoRQn27Zt8+u3kXdbfMiQIbbPq85vUhVtegTCjbFSwUnt+tCqDRxh1KhRio6OtspvvvlmtUc/vW3ZskWHDh2yyiNHjmzUWYYNw9Bbb71lW3fVVVfVuv1NN91kK69atarec6xfv165ublW+cYbb/SzlnAyN8aJZI4Ddvfdd+vYsWPWuhEjRmjx4sWKimKaB1Tn1lgB/OXGWLnyyivVtm1bq7xhwwbl5+fXe55169bZhjAZPny4PB5PADWGE7ktVrwnj9y4caPPPVLfffddW/nKK6/0o5ZwsnCIE3/Rpkcg3BgrkvPa9SS34bfmzZvr9ttvt8pHjhzR8uXLa92+sLBQv//9762yx+PRfffdV+v2mZmZSk9Pt17ed8q87dy504/am5YsWWLbr02bNho6dGit2/fp00cjR460yp999pnWrl1b6/anT5/W008/bZXj4uI0YcIEv+sJ53JjnJw/f16TJk2y9RgaOHCgli1bppiYGL/PD3dwY6wAgXBjrEREROj++++3yjk5OXryySfrPEdWVpYWL15sW/eLX/zC77rCudwWK126dLFNVJadnV0tBmpy5MgR/dd//ZdtXX3XgvARanFyKdCmRyDcGCtObNeT3EZA7r33XiUkJFjlpUuX6uWXX642IP3p06c1adIkHThwwFo3evTooD7KM3HiRE2YMMGn3jwHDhzQtGnT9Nxzz9nW//a3v603SGfMmGG7QzV37txqvR0k6ejRoxo/frxtcpe77rpLLVu29OVyEEbcFCdFRUWaOnWqdu3aZa3r16+fli9fzviNqJebYgVoCDfGyo9+9COlp6db5VWrVukPf/hDjefcs2eP7rrrLp05c8Za94Mf/EBXXHGFD1eEcOK2WKl6E0iSXnrpJT3++OO2IUeq+vDDD/Wzn/3MNoZqenq6brjhhvouB2EklOLkUqFNj0C4KVac2q73GIZhNHYl4Ez/+Mc/dN9999kCunPnzho2bJiSk5N1+PBhbdq0yTZJSffu3fX666+radOmtR43MzNTo0aNssrt2rXT+++/X+v2gwYNsn64xcTEqEePHkpPT1dycrISEhKUn5+v7Oxs7d692/ZHpsL06dM1bdo0n675tdde07x582zrevfurUGDBikuLk4HDx7U5s2bVVJSYn0+ZMgQvfTSS7ZHWeAebomTrVu3VusZFxER4fdj4IMHD9Yrr7zi1z4ID26JFX+tWbNGjzzyiFWeNm0a42y7nBtj5ejRo7rzzjttSYaUlBR9//vfV9u2bVVQUKDdu3dr27Zt1f5d3nrrLSUmJvp0HoQXN8WKYRh6+OGHtX79etv6hIQEDRs2TF26dFFsbKxOnjypzz//vNp5EhMTtWrVKvXs2bPO8yD8hEqc+MP72EOGDKl37OCqaNMjEG6JFae260NvoBQ4xjXXXKMFCxZo3rx5Vi+EjIwMZWRk1Lh979699cwzz9QZ2A1VVFSk3bt3a/fu3fVu26xZM82cOVM/+clPfD7+T3/6U507d05Lliyxvuz27t1rm7SoqmHDhmnJkiV8CbqYW+Kkpvuk3neyfRHIPggPbokVoKHcGCsdOnTQihUr9MADD+jIkSOSzLEg161bV+s+AwYM0LJly0hsu5ibYsXj8Wj+/PlKSEjQX//6V2t9Xl5evZPmtW/fXosWLSKx7VKhGCcXG216BMItseLUdj3DkqBBbr31Vq1Zs0bXX399rX/sW7Roofvvv19vvPGG2rdvH/Q6LFiwQLfddps6duzo0/adO3fWjBkz9Le//S2gJMTkyZO1atUqXXXVVbXOENuhQwfNmjVLL7/8spKTk/0+B8KLG+MECASxAvjGjbHSp08frVu3TpMmTVLz5s1r3a5Tp056/PHHtXLlSqWmpvp9HoQXN8VKTEyMHnvsMa1cuVLXXXddvRN+tWvXTg8++KDWrVtXbVJKuEsoxMmlRpsegXBjrDgFw5IgaM6cOaPt27frxIkTysvLU/PmzdWhQwcNGDBAkZGRl6wOBw4cUGZmps6cOaOCggLFxsYqMTFRrVq1Ur9+/ZSWlha082VlZemLL75QVlaWCgoK1LJlS3Xp0oUfiKiVG+MECASxAvjGjbFSWlqq7du3KzMzU9nZ2YqJiVFqaqr69+9vm1gPqMptsZKfn68vv/xShw8fVm5uroqKipSYmKi0tDT169dPHTp0CMp5EF5CIU4uNdr0CIQbYyWUkdwGAAAAAAAAADgOw5IAAAAAAAAAAByH5DYAAAAAAAAAwHFIbgMAAAAAAAAAHIfkNgAAAAAAAADAcUhuAwAAAAAAAAAch+Q2AAAAAAAAAMBxSG4DAAAAAAAAAByH5DYAAAAAAAAAwHFIbgMAAAAAAAAAHIfkNgAAAAAAAADAcUhuAwAAAAAAAAAch+Q2AAAAAAAAAMBxSG4DAAAAAAAAAByH5DYAAAAAAAAAwHFIbgMAAAAAAAAAHIfkNgAAAAAAAADAcUhuAwAAAAAAAAAch+Q2AAAAAAAAAMBxSG4DAAAAAAAAAByH5DYAAAAAAAAAwHFIbgMAAAAAAAAAHIfkNgAAAAAAAADAcUhuAwAAAAAAAAAch+Q2AAAAAAAAAMBxSG4DAAAAAAAAAByH5DYAAAAAAAAAwHH+P5geeTrMe3zKAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_posterior(\n",
    "    bgm.expected_num_purchases_new_customer(t=10)\n",
    ")\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": 18,
   "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": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_1516 = rfm_data.loc[1515]\n",
    "customer_1516"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>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>1515</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1515</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1515</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1515</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1515</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1515</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1515</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1515</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1515</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1515</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     ID  frequency  recency   T\n",
       "0  1515         27     67.0  67\n",
       "1  1515         27     67.0  68\n",
       "2  1515         27     67.0  69\n",
       "3  1515         27     67.0  70\n",
       "4  1515         27     67.0  71\n",
       "5  1515         27     67.0  72\n",
       "6  1515         27     67.0  73\n",
       "7  1515         27     67.0  74\n",
       "8  1515         27     67.0  75\n",
       "9  1515         27     67.0  76"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_1516_history = pd.DataFrame(dict(\n",
    "    ID=np.full(10, 1515, dtype=\"int\"),\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": 20,
   "id": "71bba204",
   "metadata": {},
   "outputs": [],
   "source": [
    "p_alive = bgm.expected_probability_alive(\n",
    "    customer_id=customer_1516_history[\"ID\"],\n",
    "    frequency=customer_1516_history[\"frequency\"],\n",
    "    recency=customer_1516_history[\"recency\"],\n",
    "    T=customer_1516_history[\"T\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "6b03c584",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_hdi(customer_1516_history[\"T\"], p_alive, color=\"C0\")\n",
    "plt.plot(customer_1516_history[\"T\"], p_alive.mean((\"draw\", \"chain\")), marker=\"o\")\n",
    "plt.axvline(customer_1516_history[\"recency\"].iloc[0], c=\"black\", ls=\"--\", label=\"Purchase\")\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": 22,
   "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>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>1515</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1515</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1515</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1515</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1515</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1515</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1515</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1515</td>\n",
       "      <td>28</td>\n",
       "      <td>73.5</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1515</td>\n",
       "      <td>28</td>\n",
       "      <td>73.5</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1515</td>\n",
       "      <td>28</td>\n",
       "      <td>73.5</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     ID  frequency  recency   T\n",
       "0  1515         27     67.0  67\n",
       "1  1515         27     67.0  68\n",
       "2  1515         27     67.0  69\n",
       "3  1515         27     67.0  70\n",
       "4  1515         27     67.0  71\n",
       "5  1515         27     67.0  72\n",
       "6  1515         27     67.0  73\n",
       "7  1515         28     73.5  74\n",
       "8  1515         28     73.5  75\n",
       "9  1515         28     73.5  76"
      ]
     },
     "execution_count": 22,
     "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": 23,
   "id": "80be3745",
   "metadata": {},
   "outputs": [],
   "source": [
    "p_alive = bgm.expected_probability_alive(\n",
    "    customer_id=customer_1516_history[\"ID\"],\n",
    "    frequency=customer_1516_history[\"frequency\"],\n",
    "    recency=customer_1516_history[\"recency\"],\n",
    "    T=customer_1516_history[\"T\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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(customer_1516_history[\"recency\"].iloc[0], c=\"black\", ls=\"--\", label=\"Purchase\")\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": 25,
   "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": 25,
     "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": 26,
   "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": 26,
     "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": 27,
   "id": "20d81e20",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = pd.DataFrame({\n",
    "    'customer_id': nonzero_data.index,\n",
    "    'mean_transaction_value': nonzero_data[\"monetary_value\"],\n",
    "    'frequency': nonzero_data[\"frequency\"],\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg = clv.GammaGammaModel(\n",
    "    data = dataset\n",
    ")\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": 29,
   "id": "f8f280ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "      100.00% [24/24 00:00&lt;00:00 logp = -4,899.8, ||grad|| = 17.939]\n",
       "    </div>\n",
       "    "
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     "text": [
      "\n"
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    }
   ],
   "source": [
    "gg.fit(fit_method=\"map\");"
   ]
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  {
   "cell_type": "code",
   "execution_count": 30,
   "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": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.fit_summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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": {
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       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
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       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
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       "</style>\n"
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       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "      <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [8000/8000 00:04&lt;00:00 Sampling 4 chains, 0 divergences]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
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    },
    {
     "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": 32,
   "id": "078fb357",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        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>4.815</td>\n",
       "      <td>0.765</td>\n",
       "      <td>3.542</td>\n",
       "      <td>6.225</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0.019</td>\n",
       "      <td>857.0</td>\n",
       "      <td>1022.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>q</th>\n",
       "      <td>3.926</td>\n",
       "      <td>0.280</td>\n",
       "      <td>3.407</td>\n",
       "      <td>4.437</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.007</td>\n",
       "      <td>772.0</td>\n",
       "      <td>1087.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>v</th>\n",
       "      <td>23.605</td>\n",
       "      <td>5.230</td>\n",
       "      <td>14.497</td>\n",
       "      <td>33.175</td>\n",
       "      <td>0.188</td>\n",
       "      <td>0.133</td>\n",
       "      <td>762.0</td>\n",
       "      <td>945.0</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   4.815  0.765   3.542    6.225      0.026    0.019     857.0    1022.0   \n",
       "q   3.926  0.280   3.407    4.437      0.010    0.007     772.0    1087.0   \n",
       "v  23.605  5.230  14.497   33.175      0.188    0.133     762.0     945.0   \n",
       "\n",
       "   r_hat  \n",
       "p    1.0  \n",
       "q    1.0  \n",
       "v    1.0  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.fit_summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "8c53afb0",
   "metadata": {},
   "outputs": [
    {
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cPfnkkxo3bpy97/XXX9emTZvCESoAQORSAaApkcotN/4s/Ytf/EK33HJLQOE3SUpJSdFDDz0UMAB64cKF+uyzz8ISJ4CurfHEjXCbMmVKu3L/jSeDAEBn8uSTT9oTLSTp2muv1UUXXbRfEaQePXromWee0aBBg+x9H3zwgVatWhW2WAF0HdE21jLa4kHL3G63xowZo1//+te6//779f777+vHH3/UP//5T3Xv3r3D13/00UcDFpP705/+tF/hN0nq27evXnzxRWVkZNj7XnzxRRaGB9Bp9O7dW/fee68++eQTXXnllU0WfpOsgkbnnHOOZs+eHfA94eWXX1ZRUVGz1zdNM6BYtGEYeuKJJ5q8jzJy5Ei98MILcrvd9r7Zs2fbxeYAINqFeswDfSoABGcMBf0pAARPZWWlHn/8cbvtdrv1/PPP71f4TZKmTZumJ554wl5YxTRNPfzww2GLFYgmFH/rROLi4nTTTTcF7Pv6668jFA2AYDBNU7fffrs9Ofyqq65Sbm5uhKMCAABt8c033+j999+322effbYuuOCCCEYEINJ2794d8D09KSlJJ5xwQgQjAtBW8+bNC2hfeOGFSkpKavGc4cOH69hjj7Xb5eXlWrZsWUjiAxAc//znP+3nhmHorrvuCiji2Fh8fLzuuusuu+3xePTEE0+ENEYAwIEjlwqgq4tUbtnj8ejpp5+22926ddMtt9zS7PEOh0N33XVXwIQ//0F9AHAgWFgRAMJn165deuONN+x2v379dPnllzd7vNvt1u233263TdPkPioAIOweeeQRvfnmm/rjH/+oGTNmaMiQIfsVLT1QK1eu1Jw5c+z25MmTdfrppzd7fI8ePQK+s1RWVuq5554LSiwAEGr/+c9/9Itf/EJxcXFtOn769Ok6+eST7bbH42lxMZDPPvtMq1evttunnXaaJk+e3OzxeXl5uuSSS+z2jh079Oabb7YpNgDobNo75oE+FUCsC9YYCvpTAAieN954Qzt37rTbl156qfLy8po9fsqUKTr11FPt9vLlywPuxQKxguJvncyoUaMCJp5u27YtgtEA6KjXX39dP/zwgyRp6NChuuiiiyIcEQAAaCv/yW4pKSm6/vrrIxcMgKjw3nvvBazye9xxxyk5OTmCEQFoq8Yrzo4bN65N540fPz6gvWPHjmCFBCDI1q5dG/AenThxYqsrqkpWocfRo0fb7U8++cQeKAIAiD7kUgF0ZZHKLc+fP1+7d++226eccorS0tJaPKd///469NBD7fby5cu1efPmkMUIoGtjYUUACK/PPvss4B7oWWedJZfL1eI5U6dODZi48eWXX6qysjJkMQIAEE4fffRRQPvcc89t9Zyf//znSk1Ntdsff/xx0OMCgFBoaQG95vgXf5PU4uKZ//3vfwPav/71r1u9/q9+9auAYnSN+2UA6EraM+aBPhVArAvWGAr6UwAIHv8+NS4uTmeffXar5zS+30qfilhE8bdOyH/iuGmaEYwEQEcUFRXpoYcekiQZhqG77rqr1UFSAAAgOmzevFnfffed3T7uuOPUo0ePCEYEIBq89dZbAe0ZM2ZEKBIA7eX1egPaCQkJbTqv8XGGYQQtJgDBtXz58oD2hAkT2nyuf6HH8vJyzZs3L2hxAQCCj1wqgK4okrnlzz//PKB9/PHHt+m8E044IaD92WefBS0mALGFhRUBILwaf/5r/LmuOf7HVVVV6ZtvvglqXAAARIr/30aXy6Vjjjmm1XPcbreOPPJIu11YWKiVK1eGIjwAiLh+/foFtHfu3NnkcbW1tfr666/tdq9evTRmzJhWr5+TkxOwkOfChQu1Z8+eAwsWADqBtox5oE8FEOuCNYaC/hQAgmf37t1asmSJ3R4/frxycnJaPW/cuHHq2bOn3f7iiy9UV1cXkhiBaEXxt06mqqpKJSUldrtv376RCwZAh/zpT39SWVmZJGt1zPZMOAUAAJH14YcfBiTSjjvuuAhGAyAarFq1KmCQZm5urg4++OAIRgSgPfr06RPQ3rp1a5vOKywsDGg3HswIIHr431eX1KZEYnPHfv/998EICQAQAuRSAXRVkcwt+wouSdaKrG0Z6CwFFlFufB0AaCsWVgSA8PP/3JaZmdnm79aNP/8tWLAgqHEBABAJpaWlWrNmjd0eOXKk3G53m871nwQu8bcRQNe1b9++gLbT6WzyuLVr12rv3r12u/F3iJb496l1dXVauHBh+4IEgE6irWMe6FMBxLpgjaGgPwWA4Fm4cKG8Xq/dPtA+taSkRGvXrg1maEDUo/hbJ/PRRx/J4/HY7aOOOiqC0QA4UP/73//0ySefSJIyMjJ00003RTgiAADQHosXLw5ojxo1KjKBAIgab7/9dkD7tNNOk2EYkQkGQLsdfvjhAe0PP/yw1XNqa2v18ccf2+1evXpp+PDhQY8NQHBUVVUFtOPj49t8buMJHPn5+UGJCQAQfORSAXRFkcwte71ebdiwwW73799fycnJbTp30KBBSkhIsNt8jgZwIFhYEQDCa8eOHXa/K0kjRoxo87kjR44MaPP5DwDQFTT+e9aev42NxxTytxFAV7V69eqAds+ePZs8jj4VAFrX1jEP9KkAYlkwx1DQnwJA8DTuBxvnDlvSuE9dv359UGICOouml1JAVFq7dq3+/Oc/2+3u3bvrggsuiGBEAA5EWVmZZs2aZbd///vfKy0tLYIRAQCA9vrpp5/s52lpacrOzpZkDYR+++239fnnn2vLli3at2+funfvrr59+2ratGk69dRTmx3UAKDzqq2t1XvvvWe3DcPQjBkzIhgRgPY68sgjNWzYMHsw4ltvvaWjjjpKxx57bJPHm6ap+++/Xxs3brT3XX311XI4WGsDiFbdunULaJeWlrb5XP9V/SQGaABAtAp3LnXr1q265ZZbtGzZMhUXF6u2tlbdu3dXTk6OJk2apCOPPFITJ04M2c8HEBsinVsuLCwMKKTcu3fvNp9rGIZ69uxpF4/bvHmzamtr5XQyVAlA27CwIoBYtWrVKt1www1avny5du3aJUlKT09Xnz59NHnyZB177LEhW4ym8USK9nz+y8zMlMvlsicoMykDANAVdORvY69evVq8FgB0Fe+++25A+5BDDmnyuGD2qQUFBW0+FwA6i/aMeaBPBRCrgj2Ggv4UQKwLZl6ycZ/auJ9sCfdSEesYURnFTNNUeXm51qxZo//973967bXXVF1dLUlKSkrS7NmzlZGREeEoAbTXAw88oOLiYknSoYceqlNPPTXCEQEIpUgOyAQQGmVlZdqxY4fd9n0mf/PNN3XvvfeqoqIi4PiKigoVFhbqu+++09/+9jdddNFFuu666xQXFxfWuAGEztdff62dO3fa7YkTJ6pfv34RjAhAe8XFxemRRx7Rueeeq5KSEtXV1enaa6/VmWeeqTPOOENDhw5VYmKi9uzZo0WLFumFF17Q/Pnz7fPPPPNMnXnmmRH8FwBoTU5OTkB77dq1bT638bHbt28PSkwAgI6JdC51y5Yt2rJlS8A+332ghQsX6qmnntL48eP1hz/8QaNHjw5ZHAC6tkjnlouKigLajT9XtyYnJ8cu/ubxeLRr1652XwNAbIp08cumUPwXQLisXLlSK1euDNhXXl6uLVu26LvvvtPs2bN1xBFH6LbbblP//v2D+rM78vnPMAzl5OTY35UbXwsAWhNtYy2jLR5ERkf+NmZlZSkuLk51dXVNXgsAuoL58+cHjKHq1q2bDjvssCaPbdwPtmcx7cbHMm4DQFfQkTEP9KkAYlWwx1DQnwKIdcHMS9KnAgeO4m9RZP369TrllFPsttfrlWma+x135JFH6tZbb9WAAQPCGB2AYFiwYIHefPNNSZLb7dadd94Z2YAAhFwkB2QCCI2SkpKAdnJysp588kk98sgjrZ5bXV2tJ598UqtWrdLs2bMVHx8foigBhNNbb70V0J4xY0aEIgHQEYMGDdKbb76pP/zhD5o/f768Xq/+9a9/6V//+lez52RkZOjaa6/VOeecE8ZIARyI8ePHB7Tnzp0rj8cjl8vV4nnV1dX67rvvAvZ5PB7V1NTweR4Awqwz5lIXLVqkc845R3fccQfFggG0WzTklvft2xfQTk5Obtf5jY9vfD0AaE6ki182heK/AKLJV199pV/84hf6y1/+oiOPPDJo1w3m57/a2lruowJol2gbaxlt8SAyGv9tTElJafO5DodDiYmJKi8vl6T9FpUFgM6uoqJCt99+e8C+iy66qNnvER35vtH4WPpUAJ1RMMc80KcCiEWhGENBfwoArWtrXpI+FThwjkgHgAamaaqurs7eGn9xdzgcmjlzpmbNmhUVkxUAtE9NTY1uv/12+739m9/8hmQ/AEkNX3y++OKLSIcCoA18g7F8CgoK9Oijj0qS4uPjddlll+mdd97R4sWL9cMPP+jVV1/V6aefLsMw7HO++OILPfjgg+EMG0CIlJSUaM6cOXY7MTFRJ5xwQgQjAtAR/fr108svv6z77rtPaWlpLR47cuRI/f3vf6fwG9BJZGRkBEy83rlzpz0IpCWvvPLKfgWgJYpWAEAkREsuNT09XWeccYYeeeQRffjhh/rxxx+1fPlyzZs3Ty+99JIuvvjigAmAHo9Hf/zjH/Xpp5+GLCYAXU+05JYrKysD2m63u13nNz6egXkA2iIail8eKF/x37bccwCAxnJycnTuuefqb3/7mz755BMtXLhQP/30k+bOnaunn35aZ599dkAhtbKyMl133XVasmRJ0GII9uc/7qMCCLZoG2sZbfEg+Br/bWxvUVP/v438XQTQ1dx5553asGGD3R44cKAuvfTSZo/vSJ/KvWYAXUEwxzzQpwKINaEaQ0F/CiBWhSIv2ZE8I30qYp0z0gGg7bxer15++WW9/vrrmjlzpm644QZWxAM6kccff1wFBQWSpLy8PF122WURjghAKOXk5OiYY47RoYceqmHDhikjI0Px8fEqKSnRypUr9emnn+qtt95STU2NpIYvPi+//LLGjh0b4egBtKTxICxfMbiUlBQ999xz+72HJ06cqIkTJ+qwww7TzTffLK/XK0l66aWXNGPGDI0cOTI8gQMIiQ8++MD+ey5Jxx13XLtW+QUQXfLz83XPPffom2++afXYFStW6KyzztL06dM1a9Ys9ezZMwwRAuiIiy++WDfccIPdfvDBBzV06FBNmjSpyePnzZunxx57rMnXqqurQxIjAODAhSOXet1112nMmDFNDkrp0aOHDj74YB188MG65JJLdMMNN2j+/Pl2bLfccos+/fRTde/ePagxAeiaoiW3XFVVFdBub7/a+PjG1wOAxqKl+KW/9PR0HX300Tr88MM1bNgw5eTkKCEhQaWlpVq7dq2++OILvfHGG3bO0Ff8t3v37jr22GMjGjuAzuOee+7R5MmT5XTuP6w7KytLWVlZOuKII3TJJZfommuu0Zo1ayRZ9ylvuOEGffTRR0H5Dhzsz3/cRwXQFtE21jLa4kFkBfNvI38XAXQlzz//vN555x27HR8frwcffLDFid0d6VO51wwgFrRnzAN9KoBYE6oxFPSnAGJRqPKS9KnAgaP4WxQZNGiQVq9ebbdramrsJOFHH32k9957Tx6PRx6PR88995zWrFmjv//97xSAAzqB1atX69lnn7Xbd911F+9doAuLlgGZAEKjuffnbbfd1uIAvp///OdatmyZXnzxRXvfs88+q4ceeijoMQIIn7fffjugPWPGjMgEAqDDvvnmG1199dX2ajMul0tnnnmmTj75ZA0dOlSJiYkqKSnR0qVL9frrr+urr76SJH355ZeaMWOG/vnPf2rQoEGR/CcAaMWJJ56o//znP/r6668lWStCXXjhhZo5c6ZOO+00DRw4UKZpav369frPf/6j1157TR6PRy6XSw6HI2BCRlJSUqT+GQAQs6Ihlzp58uQ2HZeZmamnnnpK5557rlasWCHJWkDg6aef1s033xy0eAB0TdGUW248Uc/j8bTrfP9FE5q6HgA0Fi3FL30o/gsgXKZOndqm4/r3768XXnhBv/zlL7V161ZJUmFhod588039+te/7nAcwf78x/gnAK2JtrGW0RYPIi+Yfxu5LwKgq/jwww/1wAMPBOybNWuWDjrooBbP60ifyr1mAF1BMMc80KcCiCWhHENBfwogFoUqL9lUn9rW/po+FbHOEekA0Lz4+HhlZ2dr+vTpuu+++/Tvf/9bvXr1sl+fO3euHn/88QhGCKAtvF6vbrvtNvtL34wZM3TwwQdHOCoAoTR16tQmB/805vvi07t3b3uf74sPgOiVnJy8377c3FyddtpprZ57+eWXy+Vy2e2vvvpKXq83qPEBCJ/8/HwtXbrUbufm5uqQQw6JYEQADtSmTZt0zTXX2IXfUlNT9corr+iOO+7QpEmTlJqaKpfLpaysLB1zzDF6+umndeedd9rn7969W1deeaV9PoDoZBiGHnzwQY0YMcLe5xssd9ppp2n06NEaM2aMTj/9dL300kv2/bxZs2YFFHszDEMpKSlhjx8AECjac6mJiYm64447AvZ9+OGHEYoGQGcRbbnlxkWP27uqqn8B5aauBwD+oqn4pc/kyZPbNKjYV/x35MiR9j5f8V8ACLaMjAz97ne/C9gXrO+bwf7819T4CgDwF21jLaMtHkRe47+Njf/WtYbFpQB0Nd9++61uvvnmgLHPN910U5sWze1In8q9ZgBdUUfGPNCnAogVoR5DQX8KAC1rT16yI3lG+lTEOoq/dSLDhw/X008/HVAs4oUXXlBJSUnkggLQqpdfftkuCJGenq6bb745whEBiCahHJAJIDSaGpw8ffp0ORytf73KzMzUmDFj7HZpaanWrVsX1PgAhM9bb70V0D7ttNNkGEaEogHQEX/5y19UUVFht2fNmqWxY8e2eM4555yjc845x25v3LhRr776ashiBBAc3bt31yuvvKIZM2a0+hk+PT1djzzyiM444wzt27fP3t+tW7c2ff4HAIRXNOZSx40bp8GDB9vtbdu2acOGDRGLB0D0i7bccuP74f7fndvC/3N0U9cDAJ9oK355ICj+CyCcjj/++IAFKhYvXhyUBWoaT6ToyOc/p9PZpgKaANBW0TbWMtriQWg0/tvY+F5HS7xeb8AERyYsAujslixZoquvvtq+fyNJl1xyiS6//PI2nd+RPrXxsfSpALqi9ox5oE8FECtCPYaC/hQAWtfWvGRH8oz0qYh1zE7qZIYMGaKTTjrJbldVVemLL76IXEAAWlRVVaVHH33Ubt98883q0aNH5AICEJVCNSATQGhkZGQEJNQk63N6Ww0dOjSgXVRUFJS4AISX1+vVu+++G7CvLatXAog+ZWVl+vTTT+12v379dMIJJ7Tp3MaDF995552gxgYgNJKTk3X//ffr3Xff1W9+8xuNHj3a/pyfmZmp8ePH65ZbbtF///tfnXTSSSovL1dNTY19/qBBgyIYPQCgJdGYSx03blxAe+vWrZEJBEDUi8bcck5OTkB7+/bt7Trf//630+lURkZGUOIC0PVEW/HLA0XxXwDh4nQ6NXr0aLtdW1urHTt2dPi6Hfn8Z5pmwOe/xtcCgGCItrGW0RYPgq8jfxuLi4tVW1trt3v27Bm0uAAg3NasWaPLL788YOL2mWee2a57OB3pUxsfS58KoKtq65gH+lQAsSAcYyjoTwGgdW3NSzbuU7dt29bmn0GfiljnjHQAaL9DDz00YCLp6tWrIxgNgJbU1NQEJDduv/123X777S2eY5pmQPvtt98OKCpx+umn69577w1uoAAiyvfFZ968eZIavvj0798/wpEBaIrL5VK/fv2Un59v70tLS2vz+Y2P3bt3b9BiAxA+33zzTcDkhYkTJ6pfv34RjAjAgVq2bJnq6urs9uTJk2UYRpvO7d27t/r06aMtW7ZIktauXavq6mq53e6QxAoguIYMGaIbb7xRN954Y4vHrVmzJqDtn7wEAESfaMulNi50tGfPnghFAiDaRWNuOTc3V263W9XV1ZLaV8DSNM2AgXl9+/bdb2EVAJCis/hlR4wbN07r1q2z21u3btWAAQMiFxCALqup75sdHWs0cODAgHZ7Pv/t3LlTHo/Hbufl5XUoFgBoSrSNtYy2eBB8Hfnb2HhyI38bAXRWmzZt0sUXX6ySkhJ734knnqhZs2a16zrB7FMbXwsAupK2jHmgTwUQC8IxhoL+FADapi15ycb94LZt2zR+/Pg2XZ8+FbGO4m+dUGZmZkC7vLw8QpEAaC//yeRtZZpmwHlerzeYIQGIEqEYkAkgdAYPHhxQ/K2mpqbN5zY+luIwQOf09ttvB7RnzJgRmUAAdNiuXbsC2llZWe06Pysryy7+5vV6VVJSst+KNQA6txUrVgS0x44dG6FIAABtEW251MrKyoA294IAtFU05JYdDocGDBhgTyrZuHGjKioqlJSU1Oq5+fn5qqqqstuDBg3qUCwAuq5oLH7ZERT/BRAuofi+mZOTo27duqmsrEyStHLlyjaf2/g+Kp//AIRKtI21jLZ4EFyN/56152/j8uXLW7wWAHQGRUVFuvDCC1VcXGzvmz59uh588EE5HI52XSuYfSqTwAF0ZW0Z80CfCiAWhWIMBf0pALRNW/KSjfvUFStW6KSTTmrT9bmXiljXvrtsiAqNv6ynpqZGKBIAABAsTAAEOpcpU6YEtIuKitp87vbt2wPa3bt3D0pMAMKnvLxcn376qd1OTEzUiSeeGMGIAHRE48/e/hPT26LxZ/m2TIAH0Ll8/PHH9vOkpCQdddRREYwGANCaaMulbt68OaDdo0ePCEUCAAdm0qRJ9vO6ujotWbKkTectWrQooD158uSgxgWg66qrq2t1azwxwzdxo7nXw4ncP4BwCdX3zYkTJ9rPd+7cud/Pac7ChQsD2nz+AxAq0fZ5K9riQXClpaVpyJAhdnvFihWqrq5u07ncGwHQ2e3evVsXXnihCgsL7X1TpkzR7Nmz5XK52n29oUOHBuTtGveTLfE/Ni4uThMmTGj3zweAzqItYx7oUwEgOOhPAaBt2pKXnDBhQkCh+Pb0qYsXL7afp6ena/Dgwe0PEujEnJEOAO3XeHW8Xr16RSgSAK1JTU21V0Fvq++//17nn3++3Z4xY4buv//+YIcGIMowARDoXI499ljdfffdMk1T0v6DmJtjmmbAjYi4uDgNHz48FCECCKEPP/wwoDjUz372M6WkpEQwIgAd0fizd35+fpvP9Xg82rRpk92Oj49Xt27dghYbgMhbv369fvjhB7t98sknKzk5OYIRAQBaE0251MrKSi1YsMBuO51ODR06NGLxAIhu0ZpbPvroo/XKK6/Y7Y8++khTp05t9byPPvoooH3MMccENS4AiFbk/gGEw7Zt27R27Vq7nZGRoezs7KBc++ijj9YXX3xht//73//q8ssvb/U8/0U03G63pk2bFpR4AKCxaPu8FW3xIPiOPvpo+++ux+PRZ599ppNOOqnFc6qrq/Xll1/a7d69e2vkyJEhjRMAgqm8vFyXXnqp1q9fb+8bO3asnnzyyQMudOp0OnXEEUfo/fffl2R9r1myZInGjh3b4nlFRUUBY6/Hjx/P31sAXVpbxjzQpwKIBeEYQ0F/CgCta2teMiMjQ2PHjrWLvi1atEhFRUXKyclp8fqLFi3S9u3b7fb06dPldFIKC7HF0fohiCZVVVV67733AvYdeuihEYoGAAAEQygHZAIIjZ49ewasyPHNN98E3GBozty5c7V161a7PWbMGApGAZ3QW2+9FdA+44wzIhQJgGAYMWJEwGq08+fPV3FxcZvO/eyzz1RRUWG3x40bF+zwAETYPffcI6/XK0lyuVy68MILIxsQAKBF0ZZLffHFFwNW5R47diz3ggB0OlOmTFH37t3t9gcffKDS0tIWz9m4caO+/fZbuz1q1Cj17ds3ZDEC6Nx8Ezfas7300ksB15gxY0bA65FaZJHivwDC5YknnrAXq5OkadOmyTCMoFz7mGOOCcibvPnmm/J4PC2eM2/ePBUUFNjt6dOnKykpKSjxAIC/aBtrGW3xIDROOOGEgParr77a6jnvvfdewP2T448/PuhxAUCoVFVV6YorrtDy5cvtfcOHD9fTTz/d4cXyDqRPff311+1xG01dAwC6kvaMeaBPBYDgoD8FgJa1Jy/p3x/W1dXpX//6V6vXf+2115q9BhArKP4WITU1NVq1alW7zvF6vbrjjjsCikWMHTtWAwcODHZ4AAAgjEI5IBNA6Fx77bX289raWt15550BN24b27dvn+65556AfTNnzgxZfABCY+PGjVq4cKHd7t27tw455JAIRgSgo5KTk3XwwQfb7erqat19992tnrdnzx498MADAfuOPvrooMcHIHLuv/9+zZ07125fcsklGjx4cAQjAoDYEY5c6pYtWzRs2DB7a+2zXHtXkp07d67+9re/BeyjiCiAaNDe/i8+Pl6XXnqp3S4rK2uxqJKvP/a/X37VVVd1PHAA6AQo/gugvWpqarR+/fp2nfPvf/9bb7zxht02DEMXXHBBs8d///33AZ//WhunkJmZqTPPPNNub9q0SU899VSzxzfOqxiGoSuvvLIt/xQAaLdoG2sZbfEgNEaOHKnp06fb7QULFujtt99u9vjdu3fr4YcfttsJCQm6+OKLQxkiAARNbW2tfvvb3wYUt8/Ly9Nzzz2ntLS0Dl//mGOOCSiU/8477wT8rMYKCgr07LPP2u2srKyA7ysAEK3CMeaBPhUAgoP+FECsCEde8qyzzlJGRobdfuaZZwIWkGps/vz5evfdd+32yJEjddRRR7UrRqAroPhbhFRVVen000/Xddddpzlz5qimpqbF45csWaLzzz8/IEnkcDj0hz/8IcSRAgCAtgrHFx8A0WPq1Kk68sgj7facOXN00003qaSkZL9jN23apIsuuijgRsXo0aN14oknhiFSAMH01ltvBbRPO+00Bu4CXcDVV18d0P7oo4903XXXqbi4uMnjly5dqnPPPVeFhYX2vszMTJ199tkhjRNAx82aNUt/+9vftHnz5maP2bhxo6644go9//zz9r7hw4dTsAIAwigac6nnnXeeLr/8cn3yySeqrq5u9rjS0lL99a9/1W9+8xt5PB57/5QpU3TccccFLR4ACKfzzjtPvXr1stv/93//pz//+c/79c/l5eW66aabNG/ePHvf+PHjdeyxx4YtVgBoDsV/AUSjqqoqnXLKKbrxxhs1d+5c1dbWNntscXGx7rrrrv2+655++uk66KCDghrXFVdcoeTkZLs9e/ZsvfDCC/stiLd7925deumlWrdunb3vpJNO0siRI4MaD4CuJ9qKXzL2E6254YYb5HQ67fbtt9+u999/f7/jNm/erAsuuEC7du2y951//vnKzs4OS5wA0BGmaer3v/+9vvjiC3tfnz599OKLLwZM3O4Ih8OhG2+8MeBnXnXVVQH3lH1WrFihCy+8MCAvd8011yghISEosQBAKIVjzAN9KgAEB/0pgFgRjrxkUlJSwJyL6upqXXTRRVq5cuV+x37zzTe66qqrAhZYueGGG5iniZjkbP0QhIppmvr444/18ccfKzExUcOHD9fgwYOVlpamxMRE7du3T9u3b9eyZcv2m4hmGIbuvvtujR07NkLRAwCAxnxffE444QSdccYZOuSQQwIGe/grLi7WE088oVdffTVgfygGZAIInT//+c/61a9+ZRd1+/DDD/Xll1/q8MMP14ABA+TxeLRmzRp99913AZN9e/Toob/+9a9yOKjHDXQmpmkGrCYhSWeccUaEogEQTBMmTNAVV1yhJ5980t738ccfa86cOZoyZYqGDh2qpKQklZSUaNGiRVq+fHnA+S6XS3/5y1+UlJQU7tABtNPOnTv1yiuvaPbs2Ro8eLBGjhypnJwcOZ1O7dq1S8uXL9/vPT5gwAA99dRTcrvdEYoaAGJTtOVSTdPUl19+qS+//FKJiYkaNmyYBg8erPT0dCUkJKi0tFT5+flauHChKisrA87Ny8vT7NmzgxYLAIRbQkKCHn/8cf3617+2+7jnnntO77//vqZPn66MjAxt375dn3/+uUpLS+3zsrKy9Oijj0YoagDomPPOO0/jx4/XmWeeqSOOOKLZ+wKlpaV64YUX9I9//CNgcDTFfwG0VV1dnT744AN98MEHSklJ0YgRIzRw4EClpaXJ5XJp7969WrVqlZYsWRIw7kCSJk2apFmzZgU9ppycHD388MO68sor5fV6ZZqm7rvvPr322ms65JBDlJ6ero0bN2rOnDmqqqqyzxs8eHBI4gHQ9UTbWMtoiwftV1hYqJ/97GdNvlZXVxdwXHNFSl944QVNmTKlyddGjBih2267TXfeeackq2DgTTfdpGeeeUaTJk1SQkKC8vPz9dVXX+33veC66647wH8VAITX1q1b9d577+2376ijjmrXdXJzc/XJJ580+/pRRx2lyy67TE8//bQk697KhRdeqIkTJ2r06NFyOBxavXq1vv3224AJ4Keeeqp+9atftSsWAIikcIx5oE8FgOCgPwUQK8KRlzzvvPO0cOFCffDBB5Kkbdu2acaMGZo2bZqGDRum2tpaLV26VIsWLQo474orrtARRxwRvH8s0IlQ/C1KVFZWatGiRft1UE3JycnRXXfd1e6bpwAAIPSicUAmgNBJT0/XM888o+uuu84uELFv3z599NFHzZ4zcOBA/eMf/1Dv3r3DFSaAIPn+++9VWFhotydOnKh+/fpFMCIAweRbqfvvf/+7Pfi7pqZGc+fO1dy5c5s9r0ePHrr//vs1derUcIUKIEjWrVundevWtXjMEUccoT//+c/q0aNHmKICADQl2nKplZWVWrx4sRYvXtzqsccff7z+9Kc/KS0tLWTxAEA4jBo1SrNnz9bvfvc7lZSUSJJ27NihN998s8nj+/Tpo9mzZ6tnz55hjBIAgofivwAioby8XAsWLNCCBQtaPfbcc8/VLbfcovj4+JDEcuSRR+q+++7TnXfeafdzGzZs0IYNG5o8fsSIEfrb3/6mlJSUkMQDoOuJtrGW0RYP2sc0zYAiby1p7jj/ydtNOeecc1RWVqbHHnvMLvC2cuVKrVy5ssnjDznkED322GNyuVxtigsAIq2pftDr9bb7Om3pj2+88UZVVVXp5Zdftvf9+OOP+vHHH5s8/qSTTtLdd9/d7lgAIFqEcswDfSoABAf9KYBYE8q85H333ae6ujp7nrVpms3OzTIMQ+eff76uv/76dsUPdCUUf4uQ5ORk/fnPf9bXX3+tBQsWqKioqNVzRo4cqRkzZuiMM85gcAQAAJ1ANA3IBBA6ffr00b/+9S8999xz+te//hVQGMpfdna2LrjgAp133nlKSEgIc5QAguHtt98OaM+YMSMygQAImWuvvVbHHHOMnn/+eX388ceqrq5u9tiMjAz98pe/1AUXXKCMjIwwRgmgI44++mht3bpVK1asaHHA8cSJE3XxxRfr2GOPDWN0AACfaMyl/uY3v9HcuXO1dOlSVVRUtHhsfHy8Dj/8cM2cOZMiwQC6lMMPP1zvvfeeHnroIX388cf7FTuSpLS0NJ166qm6/vrrGdsCoMug+C+AUElISNAVV1yh77//XsuXL1dNTU2LxyclJenYY4/V+eefr9GjR4c8vtNPP11jxozRQw89pC+//HK/YkeSlJWVpbPOOktXXHEF454AHLBoG2sZbfEgelx++eU6+OCD9eijj+q7775rsihS3759NXPmTJ1//vkyDCMCUQJA9HM4HLrtttt0+OGH64knnmj2nsvQoUN16aWX6rTTTgtvgADQQeEc80CfCgDBQX8KoKsLZ17S7Xbrscce09tvv61nn31Wa9asafK4cePG6eqrr9YRRxzRrusDXY1htrY8DcJix44dys/P15YtW1RaWqqqqiolJSUpJSVFffr00ahRo5SamhrpMAEAQAtqamr0+OOPR+2ATAChZ5qmli1bpoKCAhUXF8swDPXo0UMjRozQ8OHDIx0eAABoh5qaGq1YsUL5+fn2/brk5GR1795dI0eO1MCBAxmoDXRi+/bt08qVK7Vx40bt3r1bNTU1Sk5OVp8+fTR27FhlZWVFOkQAgJ9oyqV6vV5t3LhRGzdu1Pbt21VWViaPx6OkpCSlpaUpLy9PI0eOZLIngC5v3759+uGHH7Rt2zbt3btXPXr0UG5uriZNmkQfCCDkvv/+e51//vl2e8aMGbr//vtbPGfLli065phj7HZubq4+//zzZo9/+umnKf4LIKxqa2tVUFCgTZs2afv27dq3b59qa2vVrVs3paamasiQIRo2bJji4uIiEt+ePXu0cOFCO7bMzEz17dtXEyZMiFhMADqvcIy1bPyZccqUKXr55ZcjFg+6nqKiIi1ZskRFRUWqqqpSdna28vLyNGbMmEiHBgCdzsaNG7V8+XLt2LFDdXV1ysnJsb8DAUBXEM4xD/SpABAc9KcAurJw5yVXr16ttWvXqqioSHFxccrOztaoUaPUv3//oFwf6Owo/gYAABAC0T4gEwAAAAAAAAAAAAAAtIzivwAAAKEVbWMtoy0eAAAAAAAAAAAAdF0UfwMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMHBEOgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAiAUUfwMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMKD4GwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACEAcXfAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMKP4GAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGFA8TcAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAOKvwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABAGFD8DQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADCgOJvAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABAGFH8DAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDCg+BsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAhAHF3wAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDCj+BgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABhQPE3AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDir8BAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQBhQ/A0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwoDibwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQBhR/AwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAwoPgbAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIQBxd8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAwo/gYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYUDxNwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIA4q/AQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEAYUPwNAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMKA4m8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEAb/P3o9vEtvvTQFAAAAAElFTkSuQmCC",
      "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": 34,
   "id": "00fca54a",
   "metadata": {},
   "outputs": [],
   "source": [
    "expected_spend = gg.expected_customer_spend(\n",
    "    customer_id=rfm_data.index,\n",
    "    mean_transaction_value=rfm_data[\"monetary_value\"],\n",
    "    frequency=rfm_data[\"frequency\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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[0]</th>\n",
       "      <td>26.106</td>\n",
       "      <td>0.442</td>\n",
       "      <td>25.342</td>\n",
       "      <td>26.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[1]</th>\n",
       "      <td>21.616</td>\n",
       "      <td>1.348</td>\n",
       "      <td>19.113</td>\n",
       "      <td>24.008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[2]</th>\n",
       "      <td>37.615</td>\n",
       "      <td>0.901</td>\n",
       "      <td>35.848</td>\n",
       "      <td>39.215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[3]</th>\n",
       "      <td>37.615</td>\n",
       "      <td>0.901</td>\n",
       "      <td>35.848</td>\n",
       "      <td>39.215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[4]</th>\n",
       "      <td>37.615</td>\n",
       "      <td>0.901</td>\n",
       "      <td>35.848</td>\n",
       "      <td>39.215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[5]</th>\n",
       "      <td>74.836</td>\n",
       "      <td>0.366</td>\n",
       "      <td>74.151</td>\n",
       "      <td>75.475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[6]</th>\n",
       "      <td>21.616</td>\n",
       "      <td>1.348</td>\n",
       "      <td>19.113</td>\n",
       "      <td>24.008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[7]</th>\n",
       "      <td>30.890</td>\n",
       "      <td>0.617</td>\n",
       "      <td>29.705</td>\n",
       "      <td>31.974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[8]</th>\n",
       "      <td>36.430</td>\n",
       "      <td>0.155</td>\n",
       "      <td>36.148</td>\n",
       "      <td>36.732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[9]</th>\n",
       "      <td>37.615</td>\n",
       "      <td>0.901</td>\n",
       "      <td>35.848</td>\n",
       "      <td>39.215</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        mean     sd  hdi_3%  hdi_97%\n",
       "x[0]  26.106  0.442  25.342   26.950\n",
       "x[1]  21.616  1.348  19.113   24.008\n",
       "x[2]  37.615  0.901  35.848   39.215\n",
       "x[3]  37.615  0.901  35.848   39.215\n",
       "x[4]  37.615  0.901  35.848   39.215\n",
       "x[5]  74.836  0.366  74.151   75.475\n",
       "x[6]  21.616  1.348  19.113   24.008\n",
       "x[7]  30.890  0.617  29.705   31.974\n",
       "x[8]  36.430  0.155  36.148   36.732\n",
       "x[9]  37.615  0.901  35.848   39.215"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(expected_spend.isel(customer_id=range(10)), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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(expected_spend.isel(customer_id=(range(10))), combined=True, labeller=labeller)\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": 37,
   "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>38.0</td>\n",
       "      <td>0.568</td>\n",
       "      <td>36.898</td>\n",
       "      <td>39.033</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   mean     sd  hdi_3%  hdi_97%\n",
       "x  38.0  0.568  36.898   39.033"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(expected_spend.mean(\"customer_id\"), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "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": 39,
   "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(\n",
    "    gg.expected_new_customer_spend()\n",
    ")\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": 40,
   "id": "0fa553da",
   "metadata": {},
   "outputs": [],
   "source": [
    "clv_estimate = gg.expected_customer_lifetime_value(\n",
    "    transaction_model=bgm,\n",
    "    customer_id=rfm_data.index,\n",
    "    mean_transaction_value=rfm_data[\"monetary_value\"],\n",
    "    frequency=rfm_data[\"frequency\"],\n",
    "    recency=rfm_data[\"recency\"],\n",
    "    T=rfm_data[\"T\"],\n",
    "    time=12, # months\n",
    "    discount_rate=0.01, # monthly discount rate ~ 12.7% annually\n",
    "    freq=\"W\", # Our original data is in weeks\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "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[0]</th>\n",
       "      <td>29.210</td>\n",
       "      <td>1.147</td>\n",
       "      <td>27.022</td>\n",
       "      <td>31.329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[1]</th>\n",
       "      <td>3.107</td>\n",
       "      <td>0.365</td>\n",
       "      <td>2.419</td>\n",
       "      <td>3.767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[2]</th>\n",
       "      <td>5.616</td>\n",
       "      <td>0.259</td>\n",
       "      <td>5.129</td>\n",
       "      <td>6.097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[3]</th>\n",
       "      <td>5.616</td>\n",
       "      <td>0.259</td>\n",
       "      <td>5.129</td>\n",
       "      <td>6.097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[4]</th>\n",
       "      <td>5.616</td>\n",
       "      <td>0.259</td>\n",
       "      <td>5.129</td>\n",
       "      <td>6.097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[5]</th>\n",
       "      <td>500.478</td>\n",
       "      <td>17.735</td>\n",
       "      <td>466.030</td>\n",
       "      <td>531.913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[6]</th>\n",
       "      <td>4.086</td>\n",
       "      <td>0.435</td>\n",
       "      <td>3.244</td>\n",
       "      <td>4.867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[7]</th>\n",
       "      <td>16.218</td>\n",
       "      <td>0.542</td>\n",
       "      <td>15.173</td>\n",
       "      <td>17.193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[8]</th>\n",
       "      <td>46.846</td>\n",
       "      <td>1.349</td>\n",
       "      <td>44.380</td>\n",
       "      <td>49.410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[9]</th>\n",
       "      <td>5.616</td>\n",
       "      <td>0.259</td>\n",
       "      <td>5.129</td>\n",
       "      <td>6.097</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         mean      sd   hdi_3%  hdi_97%\n",
       "x[0]   29.210   1.147   27.022   31.329\n",
       "x[1]    3.107   0.365    2.419    3.767\n",
       "x[2]    5.616   0.259    5.129    6.097\n",
       "x[3]    5.616   0.259    5.129    6.097\n",
       "x[4]    5.616   0.259    5.129    6.097\n",
       "x[5]  500.478  17.735  466.030  531.913\n",
       "x[6]    4.086   0.435    3.244    4.867\n",
       "x[7]   16.218   0.542   15.173   17.193\n",
       "x[8]   46.846   1.349   44.380   49.410\n",
       "x[9]    5.616   0.259    5.129    6.097"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(clv_estimate.isel(customer_id=range(10)), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "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(clv_estimate.isel(customer_id=range(10)), combined=True, labeller=labeller)\n",
    "plt.xlabel(\"Expected CLV\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d524c246",
   "metadata": {},
   "source": [
    "According to our models, customer[5] 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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