{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fb4093cc",
   "metadata": {},
   "source": [
    "(clv_quickstart)=\n",
    "# CLV Quickstart"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55cf0b5e",
   "metadata": {},
   "source": [
    "Customer Lifetime Value (CLV) is the measure of a customer's contribution over time to a business. This metric is used to inform spending levels on new customer acquisition, retention, and other marketing and sales efforts, so reliable estimation is essential.\n",
    "\n",
    "PyMC-Marketing provides tools to segment customers on their past behavior (see [RFM Segmentation](https://www.pymc-marketing.io/en/stable/api/generated/pymc_marketing.clv.utils.rfm_segments.html#pymc_marketing.clv.utils.rfm_segments)) as well as the following Buy Till You Die (BTYD) probabilistic models to predict future behavior:\n",
    "\n",
    "* **[BG/NBD model](https://pymc-marketing.readthedocs.io/en/stable/notebooks/clv/bg_nbd.html)** for continuous time, non-contractual modeling\n",
    "* **[Pareto/NBD model](https://pymc-marketing.readthedocs.io/en/stable/notebooks/clv/pareto_nbd.html)** for continuous time, non-contractual modeling\n",
    "* **[Shifted BG model](https://pymc-marketing.io/en/stable/notebooks/clv/sBG.html)** for discrete time, contractual modeling\n",
    "* **BG/BB model** for discrete time, contractual modeling (coming soon)\n",
    "* **Exponential Gamma model** for discrete time, contractual modeling (coming soon)\n",
    "* **[Gamma-Gamma model](https://pymc-marketing.readthedocs.io/en/stable/notebooks/clv/gamma_gamma.html)** for expected monetary value\n",
    "\n",
    "This table contains a breakdown of the four BTYD modeling domains, and examples for each:\n",
    "\n",
    "|                | **Non-contractual** | **Contractual**                 |\n",
    "|----------------|---------------------|---------------------------------|\n",
    "| **Continuous** | online purchases    | ad conversion time              |\n",
    "| **Discrete**   | concerts & sports events    | recurring subscriptions |\n",
    "\n",
    "In this notebook we will demonstrate how to estimate future purchasing activity and CLV with the CDNOW dataset, a popular benchmarking dataset in CLV and BTYD research. Data is available [here](https://www.brucehardie.com/datasets/), with additional details [here](https://www.brucehardie.com/notes/026/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "65621d72",
   "metadata": {},
   "outputs": [],
   "source": [
    "import arviz as az\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from arviz.labels import MapLabeller\n",
    "\n",
    "from pymc_marketing import clv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e43e42f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "az.style.use(\"arviz-darkgrid\")\n",
    "\n",
    "%config InlineBackend.figure_format = \"retina\" # nice looking plots"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa22b108",
   "metadata": {},
   "source": [
    "## 1.1 Data Requirements"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f773bb65",
   "metadata": {},
   "source": [
    "For all models, the following nomenclature is used:\n",
    "\n",
    "* `customer_id` represents a unique identifier for each customer.\n",
    "* `frequency` represents the number of _repeat_ purchases that a customer has made, i.e. one less than the total number of purchases.\n",
    "* `T` represents a customer's \"age\", i.e. the duration between a customer's first purchase and the end of the period of study. In this example notebook, the units of time are in weeks.\n",
    "* `recency` represents the time period when a customer made their most recent purchase. This is equal to the duration between a customer’s first and last purchase. If a customer has made only 1 purchase, their recency is 0.\n",
    "* `monetary_value` represents the average value of a given customer’s repeat purchases. Customers who have only made a single purchase have monetary values of zero.\n",
    "\n",
    "The `rfm_summary` function can be used to preprocess raw transaction data for modeling:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5b56f8db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>_id</th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>cds_bought</th>\n",
       "      <th>spent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>19970101</td>\n",
       "      <td>2</td>\n",
       "      <td>29.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>19970118</td>\n",
       "      <td>2</td>\n",
       "      <td>29.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>19970802</td>\n",
       "      <td>1</td>\n",
       "      <td>14.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>19971212</td>\n",
       "      <td>2</td>\n",
       "      <td>26.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>19970101</td>\n",
       "      <td>3</td>\n",
       "      <td>63.34</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   _id  id      date  cds_bought  spent\n",
       "0    4   1  19970101           2  29.33\n",
       "1    4   1  19970118           2  29.73\n",
       "2    4   1  19970802           1  14.96\n",
       "3    4   1  19971212           2  26.48\n",
       "4   21   2  19970101           3  63.34"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_trans = pd.read_csv(\n",
    "    \"https://raw.githubusercontent.com/pymc-labs/pymc-marketing/main/data/cdnow_transactions.csv\"\n",
    ")\n",
    "\n",
    "raw_trans.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2b9d1d19-a7a5-4a58-a980-9ed95bcd48d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customer_id</th>\n",
       "      <th>frequency</th>\n",
       "      <th>recency</th>\n",
       "      <th>T</th>\n",
       "      <th>monetary_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>23.723333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>11.770000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2352</th>\n",
       "      <td>2353</td>\n",
       "      <td>2.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>19.775000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2353</th>\n",
       "      <td>2354</td>\n",
       "      <td>5.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>44.928000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2354</th>\n",
       "      <td>2355</td>\n",
       "      <td>1.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>24.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2355</th>\n",
       "      <td>2356</td>\n",
       "      <td>6.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>31.871667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2356</th>\n",
       "      <td>2357</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2357 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      customer_id  frequency  recency     T  monetary_value\n",
       "0               1        3.0     49.0  78.0       23.723333\n",
       "1               2        1.0      2.0  78.0       11.770000\n",
       "2               3        0.0      0.0  78.0        0.000000\n",
       "3               4        0.0      0.0  78.0        0.000000\n",
       "4               5        0.0      0.0  78.0        0.000000\n",
       "...           ...        ...      ...   ...             ...\n",
       "2352         2353        2.0     53.0  66.0       19.775000\n",
       "2353         2354        5.0     24.0  66.0       44.928000\n",
       "2354         2355        1.0     44.0  66.0       24.600000\n",
       "2355         2356        6.0     62.0  66.0       31.871667\n",
       "2356         2357        0.0      0.0  66.0        0.000000\n",
       "\n",
       "[2357 rows x 5 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rfm_data = clv.utils.rfm_summary(\n",
    "    raw_trans,\n",
    "    customer_id_col=\"id\",\n",
    "    datetime_col=\"date\",\n",
    "    monetary_value_col=\"spent\",\n",
    "    datetime_format=\"%Y%m%d\",\n",
    "    time_unit=\"W\",\n",
    ")\n",
    "\n",
    "rfm_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "514ee548",
   "metadata": {},
   "source": [
    "It is important to note these definitions differ from that used in RFM segmentation, where the first purchase is included, `T` is not used, and `recency` is the number of time periods since a customer's most recent purchase.\n",
    "\n",
    "To visualize data in RFM format, we can plot the recency and T of the customers with the `plot_customer_exposure` function. We see a large chunk (>60%) of customers haven't made another purchase in a while."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d6431c58",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 511,
       "width": 1011
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 5))\n",
    "(\n",
    "    rfm_data.sample(n=100, random_state=42)\n",
    "    .sort_values([\"recency\", \"T\"])\n",
    "    .pipe(clv.plot_customer_exposure, ax=ax, linewidth=0.5, size=0.75)\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d069bc02",
   "metadata": {},
   "source": [
    "## Predicting Future Purchasing Behavior with the BG/NBD Model\n",
    "\n",
    "This dataset is an example of continuous time, noncontractual transactions because it comprises purchases from an online music store. PyMC-Marketing provides two models for this use case:\n",
    "\n",
    "- [Beta-Geometric/Negative Binomial Distribution (BG/NBD)](https://pymc-marketing.readthedocs.io/en/stable/notebooks/clv/bg_nbd.html)\n",
    "- [Pareto/Negative Binomial Distribution (Pareto/NBD)](https://pymc-marketing.readthedocs.io/en/stable/notebooks/clv/pareto_nbd.html)\n",
    "\n",
    "We will be using the BG/NBD model in this notebook because it converges quickly and works well for basic modeling tasks. However, if a more comprehensive analysis is desired, consider using the Pareto/NBD model instead due to its expanded functionality, including support for covariates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2ac219da",
   "metadata": {},
   "outputs": [],
   "source": [
    "bgm = clv.BetaGeoModel(data=rfm_data)\n",
    "bgm.build_model()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45e53414",
   "metadata": {},
   "source": [
    "This model has 4 parameters that specify the global frequency and dropout rates of customers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "40d5f47d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BG/NBD\n",
       "         a ~ HalfFlat()\n",
       "         b ~ HalfFlat()\n",
       "     alpha ~ HalfFlat()\n",
       "         r ~ HalfFlat()\n",
       "likelihood ~ Potential(f(r, alpha, b, a))"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bgm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27369174",
   "metadata": {},
   "source": [
    "The default priors for the 4 parameters follow a HalfFlat distribution, which is an improper positive uniform distribution. For small datasets this prior can yield implausible posteriors. To avoid this problem, more informative priors can be specified by defining custom PyMC distributions.\n",
    "\n",
    "Here, we will replace the HalfFlat default by more well-behaved HalfNormal priors with a standard deviation of 10.\n",
    "Customization priors is possible by passing a dictionary with keys being the name of the prior, and values being a dictionary with 2 keys: 'dist' representing the name of PyMC distribution and 'kwargs' that holds an optional dictionary of all parameters we wish to pass to the distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3af6449f",
   "metadata": {},
   "outputs": [],
   "source": [
    "model_config = {\n",
    "    \"a_prior\": {\"dist\": \"HalfNormal\", \"kwargs\": {\"sigma\": 10}},\n",
    "    \"b_prior\": {\"dist\": \"HalfNormal\", \"kwargs\": {\"sigma\": 10}},\n",
    "    \"alpha_prior\": {\"dist\": \"HalfNormal\", \"kwargs\": {\"sigma\": 10}},\n",
    "    \"r_prior\": {\"dist\": \"HalfNormal\", \"kwargs\": {\"sigma\": 10}},\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cc17d278",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BG/NBD\n",
       "         a ~ HalfNormal(0, 10)\n",
       "         b ~ HalfNormal(0, 10)\n",
       "     alpha ~ HalfNormal(0, 10)\n",
       "         r ~ HalfNormal(0, 10)\n",
       "likelihood ~ Potential(f(r, alpha, b, a))"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bgm = clv.BetaGeoModel(\n",
    "    data=rfm_data,\n",
    "    model_config=model_config,\n",
    ")\n",
    "bgm.build_model()\n",
    "bgm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a75b798",
   "metadata": {},
   "source": [
    "Having specified the model, we can now fit it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d0667779",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [a, b, alpha, r]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "09668fdcebb3418ebffb5dafac5170a9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 114 seconds.\n",
      "We recommend running at least 4 chains for robust computation of convergence diagnostics\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>0.700</td>\n",
       "      <td>0.157</td>\n",
       "      <td>0.432</td>\n",
       "      <td>0.991</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.004</td>\n",
       "      <td>859.0</td>\n",
       "      <td>958.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b</th>\n",
       "      <td>3.338</td>\n",
       "      <td>0.990</td>\n",
       "      <td>1.837</td>\n",
       "      <td>5.291</td>\n",
       "      <td>0.036</td>\n",
       "      <td>0.026</td>\n",
       "      <td>862.0</td>\n",
       "      <td>987.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alpha</th>\n",
       "      <td>7.101</td>\n",
       "      <td>0.505</td>\n",
       "      <td>6.199</td>\n",
       "      <td>8.024</td>\n",
       "      <td>0.018</td>\n",
       "      <td>0.013</td>\n",
       "      <td>797.0</td>\n",
       "      <td>943.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>r</th>\n",
       "      <td>0.277</td>\n",
       "      <td>0.012</td>\n",
       "      <td>0.256</td>\n",
       "      <td>0.300</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>766.0</td>\n",
       "      <td>868.0</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      0.700  0.157   0.432    0.991      0.006    0.004     859.0     958.0   \n",
       "b      3.338  0.990   1.837    5.291      0.036    0.026     862.0     987.0   \n",
       "alpha  7.101  0.505   6.199    8.024      0.018    0.013     797.0     943.0   \n",
       "r      0.277  0.012   0.256    0.300      0.000    0.000     766.0     868.0   \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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QIVq+fHnAJ7cvLS3Vtdde6xjIcNlll+nmm29WVFSUva6wsFBTp07V7NmzJVnHjJtuuklvvPFGQOsLILjHDMmaQHvChAk666yz1KtXrzqvm6apzz77TPfcc4/y8vIkSevXr9e0adP0xBNPBLq6ABT848a+0B6KhnDr3y8QSBkZGTrnnHM0YcKEegeUV1VV6b///a8efvhhezLJhQsXavr06br99tsDXV2gxYSHh2vMmDE66aSTdPjhh6t379773Hb79u26//779c0339jrHnroIR122GHq3r17AGoLBN/MmTPtxIn83kaoYhAvYMnOztYVV1zhOBeccMIJuvPOO9W1a9d691mzZo3effddJSQkBKqaQIt7+eWXG73PF198oeuuu84ujx49Wt26dfNntYCgKi0t1dSpUx0Tvo0ZM0aPPvqounTpUmf7efPm6U9/+pN9TtmwYYOeeOIJ/eUvfwlYnYGWVFhYqBtvvNGR2OfYY4/Vgw8+qNTUVMe2O3fu1O2336758+dLsgaL/etf/9Ktt94a0DoHmxuvu5gsEqHMTdd/9EsEnNwUn7WNHTtWs2bNarH3B9zKje1EnDsB9ybeqo1rToQqN7Ylc+4E3BmbtXHNCaAluGluD69gjrf929/+pj179kiir3CoCPUYuPbaa3X99df7pd5ovUI1DjZs2KBrrrnGHmNrGIbOPvts3XzzzXX6tHgtWbJEb775pqKjo5v4zeBGoRYDX3zxRaPr89JLL+nhhx+2yyeeeKLatWvX6PeBe4VaHOzevbtOcpKTTjpJ9913X71JUWbPnq27775bRUVFkqzx5v/5z380adKkpn49uEyoxcCOHTt0++23O5JXnHPOObrjjjvqJKdYt26dbrnlFq1evVqS9M4772jYsGE6//zzm/sV4TJuigPDMDRkyBCNHz9eRx11lAYMGLDPe8XZ2dn6+9//rnfffddeN3PmTB111FEaPXr0fj9n5cqVeuCBB+xyVFSUHnroIf3hD39wbLd161Zdc8019vjy+fPn64knngi5Pu5tXSjGQH2SkpI0ZMgQ/fjjj02uPxBsJPeBa82YMcO+sJSk66+/Xpdeemmd7VJSUvTcc89pwoQJWr9+vSTrwvSKK67Q4MGDW7ye2dnZeuSRRyRZJ6U777yzwZkTAfiPG48ZTz/9tFatWmWXTzvtND366KP77dzbrVs3x4ABAC3HTceNJUuWaMmSJXY5KSlJL7zwgjp06FDv9oMHD9bLL7+s3//+9yooKJBkZSfPzMxUx44d/VInAHVFR0dr2LBhGjp0qA466CANHTpUffr0UVhYmI477riAT1j+n//8Rzt37rTLZ511Vr2TP8fHx+uf//yncnJyNG/ePEnS4sWL9eWXX+qEE04IWH2BUOOmY0ZKSoruuOMOXXTRRY7BTr4Mw9D48ePVrVs3XXTRRfZgqc8++0xLlizRsGHDAlVlICS56bixP7SHoj6t5e8XCJQuXbpo0qRJOuOMM/Y7MUR4eLguuOACdenSRVOmTLE7YMyaNUuXXHIJ7TxoMwYPHqz//Oc/Ddo2IyNDTz/9tK688kr98MMPkqSysjK9+uqruvPOO1uymoArbNiwQc8884wkKTY2Vrfccgt/+whJZ5xxhn3tCYSyBx98ULt27bLLU6ZM0c0337zfffr376877rijpasGuF7twQKSNGHChCDVBGgZc+bM0Y4dO+xyz549NXPmTMXFxdW7/bhx4/Tcc8/prLPOUmVlpSTp7bff1m233bbf+4dAa/Gf//zHEROHHnqo/v3vfysiou5wmc6dO+vZZ5/VBRdcoOXLl0uyJgi/6KKL6k3S3la57bqLySIR6tx0/Ue/RMDJTfEJoGlaup2IcyfgzsRbtXHNiVDmxrZkzp2AO2MTAFqam+b2CPZ4259++knvvPOOJCuxz5VXXllnwm+0PcQAEJpxYJqm7r77bhUWFtrr7rvvPp133nn73W/YsGHEWBsUijHQWO+9956jTN/ftifU4uC9995zfN/Ro0fr8ccf3+e481NOOUVxcXG66qqr7HWvvfYayX3akFCLgRkzZthzZEpWv9W//vWv9W7bt29fvfLKKzr99NPtfjpPPvmkTjvttH22m6J1clMctG/fvk6fkn1JSUnRww8/LMMw7HYd0zT10ksvHTCxyeOPP2637UvSAw88UCexj2TNRf3yyy/r1FNP1d69eyVJr7zyiiZOnKj09PSGfi24XCjGQFxcnEaNGqWhQ4fajx49ekiSBgwY0LwvAQRR2IE3AQJvz549euutt+xy9+7dNXny5H1uHx0dralTp9pl0zQ1Y8aMFq2j10MPPaScnBxJ0nnnnafhw4cH5HMB1HDjMWPdunV6/vnn7fKQIUPsH6IAgs9txw1v52Kvc889d5+Jfbw6duyoc845x1Gn+fPn+61OAOp6/PHH9dZbb+mee+7RmWeeqX79+jmyXAdSRUWFnnvuObuckJBQ70AGr7CwMN13332O+j799NMtWkcg1LnpmPHss8/q0ksvbfCAjSFDhtS5uf/ZZ5+1RNUA1OKm48b+0B6K+rSWv18gUN59912dddZZ+03sU9vRRx+t3//+93a5oqJCX331VUtVD3C98PBw3XrrrY5133//fZBqAwSOaZqaOnWqysvLJUnXXHONMjIyglwrAECw/Pjjj/r444/t8vHHH3/AiWMBWLKzsx3XEHFxcRo/fnwQawT4n29fo0suueSAAxcHDhyo448/3i4XFRVp6dKlLVI/INBeffVVe9kwDN177731Jvbxio6O1rRp0+xyWVmZZs6c2aJ1BIB9cdP1H/0SASc3xSeApmnpdiLOnUDTkaAdCAy3tSVz7gQsbotNAGhpbpvbI5jjbcvKyhz3Kf/yl78oISGhSe+F1oMYAEI3Dt5++2398ssvdnnixIkHTOyDtilUY6AxVq5cqVWrVtnljIwMHXLIIX79DARXKMbBTz/95ChfddVVBxx3fswxx+iggw6yy5s2bVJmZmaD6gh3C7UYKCwsdCRti4uL01133bXfz0hOTnbcM9izZ49ef/31BtUPrYPb4qApbrvtNsexfO7cufvdfsWKFfr222/t8pgxY3TGGWfsc/uUlBTdcsstdrm0tFQvvPBC0ysMVwnFGJCk119/Xa+99pruvPNOnXrqqXZiH6C1Y2Y1uNJXX32liooKu3zuuecqMjJyv/uMGzdOvXv3tsvffvutiouLW6yOkjWJ1EcffSRJ6tChQ51JpgAEhhuPGS+++KKjTnfdddd+BwoDCCy3HTd8G89HjBjRoP0OPvhgRzkrK8sv9QHgfvPnz7cn1ZekU089VUlJSfvdp0ePHjrssMPs8vLly7V169YWqyMA92jKtUjtyeUlacmSJf6qDoBWjPZQAGgYf/z+YsAtQt2QIUMcg9V37twZxNoAgfHGG2/o559/liT1799fl156aZBrBAAIptqTy0dGRurOO+8MYm2A1uWjjz5y9Ak58cQT1a5duyDWCPA/+hoBNdauXev4Wx49erR69ep1wP2GDx+u/v372+VPP/1UHo+nReoIAPvjpus/+iUCTm6KTwBN09LtRJw7gaYhQTsQOG5rS+bcCVjcFpsA0NLcNrdHMMfbPvnkk9q0aZMk6cgjj9Qpp5zSpPdB60IMAKEbB7UT3LZv31433nhjoz8XbUOoxkBj1E4AIUlnnHGGDMPw62cguEIxDpraBjRy5Mj9vg9ap1CLgZ9//rnOvfrExMQDfsaJJ57ouG8we/bsRtcT7uW2OGiKlJQUR31KSkoc9758ffrpp47yhRdeeMDP+MMf/uCIF9/3QOsVijEAtGUk94ErzZkzx1FuaKe8k046yV4uKyvTDz/84Nd61VZcXKxp06bZ5TvvvLNBFwsA/M9tx4yioiJHQ8CgQYM0atQov7w3AP9w23HDd1KAmJiYBu0XGxvrKHNDCggdvsex2sen/fE93n311Vd+qxOAtsU3u/3evXuDVBMAbkF7KAC0rO7duzvKe/bsCVJNAPeoPamSaZpBrAnQ8jIzM/XPf/5TktXWf9999x2wQx4AoO3aunWrfvrpJ7t89NFHq1u3bkGsEdC6+A7wnTBhQpBqArQc+hoBNZYvX+4o+w5s35/a2+7du1eLFi3yW70AoCHcdv1Hv0SghtviE0DTtHQ7EedOoGlI0A4Ejtvakjl3Aha3xSYAtDS3ze3RFP4Yb7tq1Sq9+OKLkqxjf+1xemjbiAEgNONg/vz5dkI3STrttNOUkJDQElVDKxCKMdAYlZWV+vjjj+2yYRj0/W2DQjEOmtoGFBcX5yjTBtQ2hFoMNLVvb0REhIYOHWqXly1bpp07dzailnCzthAHkhQfH+8o728OhNrfOTIyUscff/wB3z86OlrHHHOMXd65c6dWrFjR+IrCdUIxBoC2jOQ+cKVffvnFXk5LS2tw53ffH+wLFy70a71qmz59urZv3y5JOuKII+pkEQUQOG47Znz99deOTJYcHwD3cdtxo2vXro5yQxsSvb9FvHwbPgG0XT///LO9HB4ermHDhjVov4MPPthRbslrJgCtW1FRkaMcERERpJoAcAvaQwGgZfH7C3AqKSlRbm6uXWayNLR1DzzwgAoKCiRJ5557bp12PABAaJk9e7ajUzPtMEDDrV69WitXrrTLGRkZOuSQQ4JYI6Bl0NcIqFG7DUmSOnbs2OB9fbelHw2AQHPb9R/9EoEabotPAI0XiHYizp1A05CgHQgct7Ulc+4ELG6LTQBoaW6b26Mpmjveo6qqSnfddZcqKyslSddccw3940MIMQCEZhx88sknjvKpp57q9zqh9QjFGGiMb7/91pEgYtSoUfxWaoNCMQ780QZkGAbx0EaEWgzk5OQ4yvTthdQ24kCSduzYYS/Hx8crOTm53u3y8vK0du1auzx48GBFR0c36DPc9p3hH6EWA0BbR3IfuE5mZqY9aY0kDRo0qMH7Dh482FFev3693+pV25IlS/Sf//xHkpXRcNq0aS3yOQAOzI3HjF9//dVRHj16tF/eF4B/uPG4ceSRRzrK//vf/xq03+zZs+3luLg4JqQBQoTH49GmTZvsco8ePdSuXbsG7du7d2/FxMTY5Za6ZgLQ+q1evdpR7tSpU5BqAsANaA8FgJbH7y/A6dNPP1VFRYVdPuaYY4JXGaCFff755/riiy8kSampqbr11luDXCMAQLDR7wRoOt9JIU8//XQZhhGk2gAtpyl9jaqqqvTZZ5/Z5YyMDA0YMMDvdQMCrbS01FGOiopq8L6+AyTXrVvnlzoBQEO56fqPfomAk5viE0DTtHQ7EedOoGlI0A4Elpvakjl3AjXcFJsA0NLcOLdHUzR3vMcrr7yiZcuWSZL69u2ryy67zG91g7sRA0DoxkHte02xsbEaMmRIS1QLrUCoxkBjvP/++44yCeHbnlCNg6a0ARUUFOj777+3ywcffDAT5rcBoRgDZWVljnJz+vZyT6BtaCtxsGDBAmVmZtrlo48+WmFh9ad38K1na/3O8I9QjAGgrSP9OVxnw4YNjnKXLl0avG9aWpoiIyPtiZ42btzo17pJUmVlpaZOnaqqqipJ0tVXX63u3bv7/XMANIwbjxneG+qSlVHY+6M5MzNTH3zwgebMmaNt27apsLBQ7du3V9euXTVu3Dj94Q9/IDs2EABuPG4MHDhQxxxzjL755htJ0g8//KDXX39dF1xwwT73efnll/XTTz/Z5UsvvVQJCQl+qQ8Ad9u+fbvj5kVjjmOGYahTp072YIitW7eqoqJCkZGR/q4mgFbuww8/dJQPPfTQINUEQLDRHgoAgcHvL6DGqlWr9Le//c0uJycna9KkSUGsEdByCgoK9MADD9jlO+64Q0lJSUGsEQDADWr3O+nYsaPS09MlSZs3b9a7776ruXPnaufOnSopKVH79u3Vq1cvHX744Tr99NOVmpoarGoDQVdZWamPPvrIsY4BvmirjjnmGA0YMMAeJPnOO+/ouOOO07HHHlvv9qZp6tFHH3VMnHjttdcyiAZtgm+fufz8/Abv67utb99CAGhpbrr+o18i4OSm+KzPjh07dMcdd2jp0qXavXu3Kioq1L59e3Xs2FGjR4/WMccco1GjRrV4PQC3CkQ7EedOoGlI0A4Elpvakjl3AjXcFJv14ZoTgD+5cW6PpmjOeI9t27bpiSeekGT9rrnvvvv4HRNCiAHL/PnztWrVKq1atUrZ2dmKiIhQ+/bt1aNHD40ZM0bjx49nzGobFopxUFpa6phsedCgQQoPD5ckrVy5Uu+++64WLFigXbt2qbKyUikpKerXr599ryk+Pr5lvgSCIhRjoDFycnL09ddf2+XY2FiNHz/eL+8N9wjVODjzzDM1c+ZM7d69W5L0f//3fzr88MM1dOjQerevqKjQ3Xffrby8PEnW9cP111/vh5oj2EIxBvzZt5ekJm1DW4iDnTt36q677rLLkZGRuvrqq/e5fXO+c+fOnR3lYMY+/CMUYwBo60juA9epnX1NalxmZsMw1LFjR23btq3e9/KH5557TqtWrZIk9enTR5dffrnfPwNAw7nxmFG7AaBDhw6KiYnRa6+9pr///e8qLi52bFtSUqIdO3ZowYIFevrpp3X++efrz3/+c6OyCwNoHDceNyTpgQce0IUXXqitW7dKku69914tXLhQ5513noYMGaJ27dqpsLBQy5Yt02uvvabPP//c3vfYY4/lwhYIIc05jknWIGNvR+7Kykrt3bu30e8BoG3btGmTY1BzeHi4fve73wWxRgCCifZQAGh5CxYs0IIFC+xyQkKCjjjiiCDWCAgs0zRVWFioNWvW6NNPP9Ubb7yh8vJySVJcXJyeeOIJpaWlBbmWQMt49NFHlZWVJUk67LDDdNpppwW5RoA7rFq1SjfffLNWrFihPXv2SLKSvXXt2lVjxozRCSecoIEDBwa5lkDLKCgosM8NktStWzdVVlbqmWee0YwZM1RZWenYvri4WNu3b9fcuXP15JNP6oorrtA111zDRHgISd9//7193pCk0aNHM+kD2qzw8HA9/vjjuvDCC5Wbm6uqqipdc801Ou+883TGGWeof//+io2NVU5Ojn799Ve99NJLmj9/vr3/+eefr7POOiuI3wDwn44dOzrK69ata/C+a9ascZR37tzplzq1Bm677mKySIQit13/0S8RqOG2+KzPtm3b7DENvvVYtGiRZs6cqZEjR+quu+7a58RAQFsWiHYizp1A4wUrQTvXnAhlbmpL5twJ1HBTbNaHa04A/uTWuT0ao7njbadNm2bPNXTWWWdp9OjRfq8j3IsYsCxcuLDOuvz8fG3evFnfffedpk+frpNPPll/+ctflJqa2uw6w11CMQ42bdrkuJ/UrVs3lZSU6NFHH9Xrr78u0zQd2xcWFmrLli366quv9MQTT+jmm2/W+eef7/8vgqAIxRhojE8++cSepFySTjzxRBJctUGhGgfx8fF67LHHdMUVV6isrEzFxcW66KKLNGnSJJ1yyinq3bu3IiMjtXfvXi1YsEDPPfecVqxYYe9/yy23aNy4cS32nRA4oRgD6enpjjJ9e9Fa46CoqEgbNmzQnDlzNGvWLBUUFEiSIiIi9Mgjj6hfv3773Lc537lDhw6KiIiwryt27drVhNrDTUIxBoC2juQ+cB3fxBdxcXGN2r9du3b2cmVlpcrKyhQdHe2Xum3atElPP/20JOvEdt9995GAAwgytx0zPB6P/WNTsi6Kpk+frhkzZhxw34qKCs2aNUvLly/Xs88+SwMz0ELcdtzwSk9P15tvvql7773XTtzzySef6JNPPtnnPvHx8briiis0efJkhYeHN7sOAFqHoqIiR7k5x7H63g9AaPN4PLr77rsdHWDOOOMMdevWLYi1AhAstIcCQMsrKSnR1KlTHesuvfTSOtduQFuyYcMGnXrqqXbZ4/HUGZgiSUcffbTuvPNO9erVK5DVAwJm4cKFeuuttyRJUVFRmjZtWpBrBLjHypUrtXLlSse6wsJCbdu2TT/99JOefPJJHXXUUbr77rvVo0ePINUSaBm5ubmOclpamv7yl7/ogw8+OOC+xcXFeuKJJ7Rq1So9/vjjioigeyhCy3vvvecoB2JSSCCY+vTpo7feekt33XWXFixYII/Ho9dff12vv/76PvdJS0vTDTfcoPPOOy+ANQVa1siRIx3luXPnqrKy8oC/hYqKihxJ16W6fQvbMrdddzFZJEKR267/6JcI1HBbfDbV4sWLdcEFF2jatGk655xzglYPIBgC0U7EuRNovGAlaOeaE6HOLW3JnDsBJ7fEZlNxzQmgodw6t0dDNXe87fvvv6+5c+dKklJSUvSnP/2pReoJ9wr1GGioqqoqffzxx1qwYIGeeuopDRs2zK/vj+AKxTjwvdeUnJysKVOm6Keffjrg5+Xm5mratGlat26d7r777ibXG+4RijHQGPT9DQ2hHAdjx47Va6+9prvuukurVq1SWVmZZs6cqZkzZ0qy5vDwHVvbtWtX3XHHHX5LooXgC8UYOPjggx3lr7/+Wtdff/0BP2vbtm11EgGFUt/etqw1xEF5eblGjBhhl03TlMfjqbPdwQcfrDvvvPOA166+37kx84eEhYUpJiZGhYWF9b4XWp9QjAGgrQsLdgUAX74nm8aeKHy391fHHNM0NXXqVJWVlUmSzjzzTI0ZM8Yv7w2g6dx2zCgoKHA0km3cuNFO7BMREaGLLrpIb731lhYtWqTFixfrnXfe0cSJEx0DdhYtWqS77rqrWfUAsG9uO27UlpqaqieffFIzZ848YDbd7t27a/r06br66qtJ7AOEGH8fx2i0BVDbU089pYULF9rllJQU3XbbbUGsEYBgoT0UAALjvvvu06ZNm+xy7969dcUVVwSvQkAAmKapqqoq++Hb+TgsLEwTJ07U/fffT2IftFnl5eWaOnWq/fc/ZcoU9ezZM7iVAlqZ7777TmeddZa++eabYFcF8KuCggJH+YcffrAnjo2JidGUKVP04Ycf6rffftPPP/+sV199VaeffroMw7D3+fzzz/XYY48FtN5AsOXl5enrr7+2y7GxsRo/fnwQawQERvfu3TVr1iw9/PDDSkpK2u+2gwcP1tNPP+2KCd8Af0pNTdXw4cPt8u7du/X2228fcL9XXnmlTt+/srIyVVVV+b2OrZXbrru8k0V6kyUDrZ3brv/olwjUcFt81pacnKwzzzxTjz/+uGbPnq1ffvlFy5cv17x58/TKK6/osssuU3x8vL19RUWF7rnnHn3xxRd+rwvgVoFqJ+LcCTSemydp5JoTbZ0b2pI5dwJ1uSE2a+OaE0BLcPPcHg3RnPG22dnZeuSRR+zy7bffruTkZH9XES4XyjEgST169NBll12mmTNnas6cOfr111+1dOlSffvtt3rqqaf0+9//3jFfTlZWliZPnqwtW7b49XsguEIxDnzvNb377rt2Yp+kpCTddttt+vTTT7V06VItWLBAzz//vI455hjHPrNmzdKrr77qny+BoArFGGiodevWadmyZXY5IyNDhx56qF/eG+4S6nFw0EEH6f3339dtt92mmJgYx2u+Y2vHjRunmTNnktinjQnFGBgyZIjS09Pt8vLly/X9998f8LOeeeaZOokkuB/QNrSGOPCd/6C+pCannnqqHnrooQYlNfH9zlFRUY2qT+3vTBy0fqEYA0BbF3HgTYDA8k4W6RUZGdmo/X1/rPi+X1O9/fbbWrBggSSpffv2+tOf/uSX9wXQPG47Zvj+YPbeaImOjtaMGTN0+OGHO14/6KCDdNBBB+n444/XlClTVFpaKkn69NNPNWfOHB133HHNqg+Autx23KgtMzNTDz/8sD799NM6je6+tmzZoiuuuEIjR47UX//6V/Xt29dv9QDgbm4+jgFo3b788ks99dRTdtkwDD344INKSUkJYq0ABAvtoQDQ8l5++WXHpBVRUVH6+9//3uiOGEBb4/F4NGvWLL3xxhu6+OKLdcsttzS6wxrgdk899ZQ2btwoSerVq5euvPLKINcIcIeOHTvq+OOP12GHHaYBAwYoNTVVUVFRys3N1cqVK/Xll1/qvffeU3l5uSTrfvwNN9ygWbNmOSbzBlqzffU7SU5O1ksvvaRBgwbZr8XExGj06NEaPXq0jjjiCN1+++12p+kXXnhBp512mgYOHBi4ygNB9PHHH9vnB0k68cQTHRNLAW3V+vXr9eCDD+qHH3444LYrVqzQueeeq6OPPlr333+/OnXqFIAaAoFx2WWX6cYbb7TLjz76qPr376+DDz643u2///57x73x2kpLS9WuXbsWqacbuO26Kzk5Wccdd5yOPPJIDRgwQB07dlRMTIzy8/O1du1affPNN/rvf/+rwsJCSTWTRSYnJzOBAVo9t13/0S8RqOG2+PS6/vrrNXz48HrvJ6ekpOiQQw7RIYccossvv1w333yz3e/H4/Hojjvu0OjRo9W+fXu/1AVws0C1E3HuBBonGAnaueYEarihLZlzJ1CXG2LTi2tOAC2lNf8GaO5424ceekg5OTmSpEMOOURnnHFGS1QTLhfKMfD888/r8MMPl2EYdV7r1KmTOnXqpBNOOEGXXHKJbrjhBu3cuVOSlJOToz//+c964403/PNFEHShGAe+kyx77zV169ZNL7/8sjIyMuzXoqKidMQRR+iII47QzJkz9c9//tN+7dFHH9X48eOVmprqj6+DIAnFGGiod99911E+/fTT6z1voPUL9ThYvHixHnroIS1ZsuSA286bN0+nnnqqTj31VN19990HTAiN1iEUYyA8PFyXXHKJHn30UXvdnXfeqVmzZqlXr1717vP222/rrbfeqrPeOz8vWrfWHAe1ffzxx5o9e7ZOO+003X333UpISNjntv78zsRB6xeKMQC0dWHBrgDgy/dmf0VFRaP2r93xtr73a4rdu3c7Lgpuv/12OhYALuG2Y8a+9r/pppvqJPapbdy4cbrlllsc655//vlm1QVA/dx23PBatWqVTj/9dP3vf/+TaZoyDEN/+MMf9OKLL2revHlatmyZ5s2bp+eff16nnnqqfSNq8eLFOvvssx1ZzQG0bW49jgFo3X755RfdeuutjgSD1113HQlHgRBFeygAtLxPP/1UjzzyiGPd/fffr4MOOihINQICp0+fPlq9erX9WLp0qb7//nvNnDlTZ555pt0ZqaKiQi+++KKmTJlSpz0DaM1Wr17tuA943333kcAKkPTggw9qzpw5mjZtmn73u9+pe/fuateunSIjI9WhQwcdddRRuv/++/Xxxx+rf//+9n5lZWW6+eabOVegzdjXOeH+++93TBzr67TTTtPEiRPtsmmaeuGFF/xeP8Ct3n//fUd5woQJwakIEEA//PCDzjrrLHvCt8jISF144YV69dVXtXDhQi1btkxz587V008/raOOOsre79tvv9WECRO0fv36YFUd8LuTTjpJxxxzjF0uKirSpEmT9Oijj2r16tUqLy9XWVmZVqxYob/+9a+aMmWK3d8mLi7O3s8wDMXGxga6+gHjtuuu66+/Xt99950efvhhnXLKKerTp4/i4+MVERFhTxZ5++2367PPPtPYsWPt/byTRXonQwNaK7dd/9EvEajhtvj0Gjt2bINiKy0tTTNnztTgwYPtdYWFhXr22Wf9VhfAzQLVTsS5E2icQCdo55oTqOGWtmTOnYCTW2LTi2tOAC2ltf4GaO542++++04fffSRJKu98b777muResL9QjUGJOmII45oUIKGYcOG6YUXXnBMBrt48WJ9++23jas0XCsU46C+OoaFhemxxx5zJPbxNXnyZJ1wwgl2ubS0VP/5z38aWXO4TSjGQENUVVXpww8/dKyj72/bFcpx8N577+niiy+2E/u0a9dOkydP1ltvvaVffvlFS5cu1TfffKPHHntMI0eOlGTdq/jwww917rnnKisry79fCkERqjEwceJERzvi7t27dfbZZ2vGjBnatGmTKioqVFJSokWLFulPf/qT7r77bklWW2ntvjvt2rXz0zdCMLWGOIiOjnbMf7B8+XL9+OOPeumllzRx4kS7z7nH49H777+viy++WHl5eft9v9qa851jYmIatS/cJxRjAGjrSO4D16k9QE5qfCY43+398UP8gQceUH5+viSrUwKNP4B7uO2Y4VsfSUpKStJFF110wH0vuOACRxbiX375Rbm5uc2qD4C63HbckKS8vDxdeeWVdsf/yMhIzZgxQ//4xz902GGHKSUlRZGRkUpJSdERRxyhf/7zn3r66aftSS5LSkp03XXXaffu3c2uCwD38/dxrL7fLwBCy+rVqzVlyhSVlpba6y644AJdd911QawVgGCiPRQAWta8efP0pz/9SR6Px1536623crxFyIqKilJ6erqOPvpoPfzww3r77bfVuXNn+/UffvhB//73v4NYQ8B/PB6Ppk6dane6mzBhgg455JAg1wpwh3HjxikiIuKA2/Xo0UMvvfSSunTpYq/bvn273nrrrZasHhAw9d1/7tOnj0466aQD7jt58mT7HrIkffPNN47rDqCtWr9+vT3gUZIyMjJ06KGHBrFGQMvbsmWLrrvuOpWUlEiSEhMT9eqrr2ratGkaPXq0EhMT7WQdxx9/vJ599lnde++99v7Z2dm6+uqr7f2B1s4wDP3tb3/TkCFD7HXl5eV6/vnnddppp2no0KEaNmyYJkyYoFmzZqmyslKSdMMNNzjaoeLj4xUW1naH2LjtuovJIhHq3Hb9R79EoIbb4rMpYmNjNW3aNMe62bNnB7weQKAFsp2IcyfQOIFO0M41J2BxU1sy506ghptisym45gTQGG6c2+NAmjvetri42HHcnjx5snr16uXvaqKVCMUYaIrevXtr8uTJjnWffPJJi30eAisU46C+a9YjjjhCw4YNO+C+vp8xZ86cBn0m3CsUY6Ah5s6d65grbfTo0erevbvf3h/uEqpxsGjRIt111112f8UuXbronXfe0a233qphw4YpPj5eUVFR6ty5s37/+9/r9ddf11VXXWXvv2nTJt10002MCWkDQjUGoqKi9MQTT6hbt272usLCQk2fPl0nnXSSDjroII0YMUIXXHCBPvzwQzuJ0F//+leFh4fb+9ROBIrWqzXGQUREhFJTUzVu3Djdfffd+uijjzRw4ED79VWrVun+++/f5/6+39k3OcuB1P7O3Bdr/UIxBoC2ru2OPEKr5XuyKSoqatT+tbePiIhodia5r776Sp999pkka6L9++67r1nvB8C/3HbMiImJqTPw9bDDDmvQ+0ZFRemII46wy6ZpavHixc2qD4C63HbckKRnnnlGWVlZdvmmm27Sscceu999jjvuON144412OTc3VzNmzGh2XQC4n2+DWnOOY/W9H4DQsmXLFl1++eV2Eg9JOuWUU3TPPfcEsVYAgon2UABoWUuWLNE111zj6Hxz+eWX1xmEAoSygQMH6tlnn3VMfPbyyy/bydGB1mzWrFn67bffJEnJycn685//HOQaAa1TamqqbrvtNsc6JglBW1HffZsD3Tv2SktLcwz8zcvL07p16/xWN8Ct3nvvPUf59NNPl2EYQaoNEBj/+Mc/VFxcbJfvv/9+DR8+fL/7XHDBBbrgggvs8ubNm/Xaa6+1WB2BQEtOTtarr76qs88+2zGotz6xsbG65557dO211zomiUhMTGzparYabrvuYrJItEVuu/6jXyJQw23x2VQjRoxQ37597fLOnTu1adOmoNQFCJRAthNx7gQazu0J2rnmRFvmprZkzp1ADTfFZlNxzQmgodw4t8f++GO87fTp07V9+3ZJUs+ePR2TcyP0hGIMNNVZZ53laMubN29ei38mAiMU46A595oGDRqkTp062eXVq1ersLCwwZ8N9wnFGGiIQCeER3CFahw8+OCDqqqqssvTp0/fb+JPwzB0yy236Oijj7bX/fLLL/r8888b9blwn1CNAUnq1q2b/vvf/+qEE0444LbJycn617/+peOPP96R2Jy+vW1Da4uD+nTt2lXPP/+8kpKS7HUff/yx1q5dW+/2vt+5Mb/rPR6PIw5I7tP6hWIMAG0dyX3gOh07dnSUMzMzG7yvaZqO7X3fqykeeeQRe3ny5Mnq3bt3s98TgP+47ZhR3/v069evwfv279/fUW7M9wHQMG47bpim6bjZFBcXp4svvrhB+06cONFxof7RRx/J4/E0u04A3K05xzFJ2rVrl73szYoNIDRlZmbqkksucUxWdOSRR+rRRx9VWBjNhkCooj0UAFrOmjVrdOWVVzoG5J5zzjkkdgDq0a9fP51yyil2ubS0VN9++20QawQ0X2lpqaZPn26X//znPyslJSV4FQJauZNOOknx8fF2+ddff3V0WAZaq9TUVEeSQ4l+J8D+eDweffjhh451DPBFW1dQUKAvv/zSLnfv3l3jx49v0L6+CaY/+OADv9YNCLbY2Fg9+OCD+vjjjzVlyhSNGDFCaWlpioyMVEpKioYOHaobbrhB//vf/3TRRRcpLy/PMfi49kSEcN91F5NFoq1x2/Uf/RKBGm6Lz+YYMWKEo7xjx47gVAQIgEC3E3HuBBquNSRo55oTbZHb2pI5dwIWt8Vmc3DNCaAh3Da3x/74Y7zt9u3bNWvWLLt87733Kioqyu91ResRajHQHKmpqerWrZtdzsrKUkVFRYt/LlpeKMZB7eQ8Xr73j/an9ramaSorK6vB+8J9QjEGDqSgoEBfffWVXY6NjW3wtTFap1CMgzVr1mjZsmV2+dBDDz1gcmcvt7UBoflCMQZqS0lJ0VNPPaW3335bl112mYYMGaKUlBRFRkaqQ4cOOvjgg3XnnXfqf//7n8aPH69t27Y59qdvb9vQmuJgf9LS0nTRRRc51u0rCVtzvvPu3bsdCeLqu8ZA6xKKMQC0dRHBrgDgq0+fPo7y9u3bG7zvnj17HA3y/ph4Micnx15+5pln9MwzzzRq/wULFmjw4MF2ecyYMXr55ZebXS8AFrcdM7x1ql2P2lklD8R327y8PL/UCUANtx03tmzZouzsbLs8bNgwxcTENGjfmJgYDR06VPPnz5ck5efna/PmzerVq1ez6wXAvTIyMhQTE6PS0lJJjTuOmabpGMzQvXv3OgOQAYSG7OxsXXrppY5jyOjRo/Xvf/+b4wIQ4mgPBYCWsWXLFl122WXKzc21140fP173339/8CoFuNxhhx3m6Hi8evXqINYGaL7y8nJHgrepU6dq6tSp+93HNE1H+f3333dMSnbGGWfooYce8m9FgVYiIiJCQ4cO1bx58yRJlZWVysrKUo8ePYJcM6B5IiMj1b17d61fv95eR78TYN9++OEHxwCFUaNGqXv37kGsEdDyli5d6hioNWbMmAZPhtqlSxd17drVHvS4du1alZWVKTo6ukXqCgRL7969dfPNNx9wu6VLlzrKQ4cObakqtUpuvO4aMWKE1q1bZ5d37Nihnj17Bq0+QHO47fqPfolADbfFZ3P4Tnheu18Q0NYEup2IcyfQMK0pQTvXnGhr3NaWzLkTsLgtNpuDa04ADeG2uT32xV/jbfPz8+XxeOzy5ZdffsB9fPsKP/XUU5oxY4Zdvuaaa3Tdddc1uA5wl1CLgeZKTU3Vli1b7HJubq46dOgQsM9HywjFOMjIyFBcXJxj/EhiYmKD9/fdlr7ArVsoxsCBfPLJJyorK7PLv/vd7xQfH+/Xz4C7hGIc/Pbbb47y2LFjG7zviBEjFBkZaX9v336OaH1CMQbqM3To0Ab1012yZEmd/dD6tZY4aIjDDz9cTz/9tF3e1/wHzfnOO3fudJSD/Z3RfKEYA0Bb1/Lp0IFGSk9PV0JCgl1euXJlg/ddsWKFo+zvk01VVVWDHvvbr/YNOADN58Zjhm923/Ly8gbv67stg+YB/3PbcWPv3r2OclpaWqP29+2IQOdHoO0LCwtzDBDasmWLioqKGrTv+vXrHTe4g91AByA4CgsLdcUVVzgmHxgyZIj+7//+r8FJBgGEBtpDAcA/MjMzdckll2j37t32uqOPPlr/+Mc/FBbG7VpgX3zbSgsLC4NUE6BlNOS3tu/vadM0+b0N1MIkIWir6HcCNNz777/vKLt1UkjAn3z7GjV2EpPa23s8HkcyaiDULFq0yFEeNmxYkGriXm677nJbfYDmctP1H/0SASc3xWdzlJSUOMq0FaEtC3Q7EedOoGFaU4J2rjnR1ritLZlzJ2BxW2w2B9ecABrCbXN71Kclx9v6o6+wb/IftC6hHgONxe+LtikU48AwjDp1bcy9ptqTNkvEQmsXijFwIL73dM4880y/fwbcJRTjoDltQBEREUpOTrbL9PNt/UIxBprDt2/v8OHDA/r5aBmtIQ4ayve+8r7mP/BN5tKY77x8+XJHOdjfGc0XijEAtHXMFgVXGjVqlL28d+9ebdmypUH7+f4IHzNmjF/rBcCd3HbM8M2OXbvz8YHs2rXLUW7fvr1f6gTAyU3HDd8bqLU7GTeEb+eEuLi4ZtcJgPvVPo5VVVVpyZIlDdpv8eLFjjLXTEDoKS0t1VVXXeW4gdO3b18999xzio+PD2LNAAAA2qbs7Gxdcskl2r59u71u7NixeuKJJxQZGRnEmgHu59uRJzExMUg1AQC4FYN40VbR7wRomMLCQn355Zd2OTY2VieffHIQawQEhu9vntLS0kbtT18joMYnn3xiL6empuqwww4LYm3cyW3XXW6rD9Bcbrv+o18iUMNt8dlUW7dudZRTUlKCVBOgZQWrnYhzJ3BgrSlBO9ecaGvc2JbMuRNwZ2w2FdecABrKTXN7+GK8LQKBGGgYj8ejHTt22OXIyEjGkLQhoRgH/rzXxG/t1i8UY2BfNm3a5Gjr6dKliw499FC/fw7cJ9TioLltQLW3j42NbVId4C6hFgPNqUvte/+DBg2qkyAFrZeb46AxGjr/QWJiovr162eXV65c2eDzAffG2qZQiwGgrSO5D1zp+OOPd5Q//fTTBu332Wef2cvR0dE6/PDDm12Xn3/+WatXr27w46uvvnLsP3bsWMfrs2bNanadADi56ZghSYcffrijI5TvD+H98b2IGjx4sF/qBMDJTccN38yztbOWN4Tv9tyQBUJDU49jvtv5vg+Atq2iokI33HCDfv75Z3td9+7d9cILL/AbAoCN9lAA8J/CwkJdccUV2rBhg71u2LBhmjFjhmJiYoJYM6B1WLFihaPcuXPnINUE8I/ExMRG/dZevXq1XnnlFcd7TJgwwfH6I488EqRvA7gDk4SgrTrhhBNkGIZdbmi/E9M09euvv9rl8PBwDRw40N/VA1xj9uzZjoEtv/vd75hYBSHB9zdPY/oaVVRUOAYARUVFKSEhwW91A1qTuXPnatOmTXb59NNPJyF7Pdx23eW2+gDN5bbrP/olAjXcFp9NUVJSooULF9rliIgIx4QRQFsSrHYizp3A/rW2BO1cc6KtcWNbMudOwJ2x2RRccwJoDDfN7VFbS4y3HTRoUKP7Cj/88MOO97juuuscr19//fXN+p4IvlCKgeZYtGiR8vPz7TJ9H9uWUIyDE044wVFu6L2mkpISrVy50i6npKSoY8eOzaoLgi8UY2Bf3nvvPUf59NNPd9yXRdsVanHQnDagzMxMFRQU7PO90DqFWgw01QcffOBIGnHOOecEvA5oOW6Ng8ZqzPwHtb9zRUWF5syZc8D3Lysr07fffut4f+albhtCMQaAtozkPnCl4447zjE47q233lJFRcV+95k3b542btxol48++mhHcg0AbZfbjhlRUVGOmytLlizRmjVrDrjf+vXr9csvv9jl9PR0OjEBLcRNx41OnTopPT3dLm/YsEGrVq1q0L5Lly51TDCQkZHheC8AbdfYsWMdNz8++eQTR2el+mzevFk//vijXR4yZIi6devWYnUE4C4ej0e3336748ZNp06d9OKLL9KhCwAAoAWUlpZqypQpWr58ub2uf//+eu6555hoGGiA0tJSffTRR451hx12WJBqAwBwo507d2rt2rV2OTU1lftkaDM6deqkgw8+2C7PmTNH2dnZB9xv7ty52rFjh10eNmwY1x9o03wH+J555plBqgkQWIMHD3b0e1qwYIF2797doH2/+uorFRcX2+URI0b4u3pAq1BeXu6YJCs2NlYXX3xxEGvkTm677mKySLRFbrv+o18iUMNt8dkUL7/8smPCk+HDh5PcE21WsNqJOHcC+9eaErRzzYm2yI1tyZw7AXfGZlNwzQmgMdw0t4cX420RSMRAw8yYMcNRPuKII4JSD7SMUIyDkSNHqkuXLnb5ww8/VHl5+QH3++CDDxzbHXbYYSQ+aQNCMQbqY5qmPvzwQ8e6CRMmtMhnwX1CLQ6GDRvmKH/11VcqKytr0L4ff/yxozxy5Mhm1QXuEGox0BR5eXmaPn26Xe7QoYNOP/30gNcDLceNcdBYpmnq7bffdqzb3/wHJ510kqP82muvHfAzPvroI8f9s/HjxzeylnCrUIwBoC0juQ9cKS0tTeeee65d3rJli2bOnLnP7cvKyvTXv/7VLhuGoauvvnqf22/btk0DBgywH8cdd5x/Kg4gKNx4zLjmmmsUERFhl++99979/miurKzUvffeK9M07XUTJ0484OcAaBq3HTeOPfZYR/nee+894A3ZsrIy3XfffY51/KYBWq/GHjciIyN1xRVX2OWCggI98sgj+9ze4/Fo2rRp8ng89rprrrmm+RUHEBRNuUa599579cknn9jl1NRUvfjii+ratWtLVhWAS9AeCgCBVVlZqRtvvNEx4UPPnj314osvKikpKYg1AwKvvLy8wcnMvbztGLUnPhs+fLh69+7t7+oBAFqxp59+2nF//fDDD2fgItqU66+/3l4uKyvTAw88sN/ti4qK9OCDDzrW0e8EbdmWLVu0aNEiu9ylSxcdeuihQawREDhxcXE65JBD7LJvv6Z9ycnJ0aOPPupYx/0ChKKqqirddtttWrdunb3u+uuvV0ZGRhBr5U5uu+5iski0VS15/Ue/RKB53BSfq1evbmCtLXPnztW///1vx7pLLrmkUe8BtBb+bCfi3An4V2tK0M41J9qiQLQlc+4EGs+Nsck1J4CW5ra5PSTG2yKwQi0GcnNzlZmZ2ah9nnjiCc2dO9cuR0dH64ILLmh2XeAeoRYHkhQWFqZrr73WLmdlZelf//rXfvfJzMx0TGgv0Re4rQjFGKjPTz/95BgvOGrUKPXo0aPFPg/uEmpx0KtXL/Xq1csu7969u84xvj5btmzR//3f/znW0de3bQi1GGiskpISTZkyRdnZ2fa6u+++W/Hx8QGvC1qO2+JgyZIljai95V//+pdjv86dOzva/H0NHjxYxxxzjF1euHCh3n///X1un52drccee8wux8TE6LLLLmt0PeFOoRgDQFtGch+41lVXXaV27drZ5SeffFIvvviio/ONZP3wuOKKKxwD7E455RQNHjw4YHUFEHxuO2b06tVL5513nl3+5ZdfdPXVVysrK6vOtrt379a1116rBQsW2OsyMjJ04YUX+rVOAJzcdNyYPHmyI4vu4sWLdfnll2vLli31br9hwwZNmjRJS5cutddFR0c7OjYDaPsuuugide7c2S6/8847+tvf/lYnOVhhYaFuvfVWzZs3z143cuRInXDCCQGrK4Dgeuyxx/Tmm2/a5aSkJL3wwgtMjA0AANACTNPUHXfcoW+++cZel5GRoZdeeklpaWnBqxgQJKWlpTrjjDN0ww036Ouvvz5gUvPffvtNf/zjHx0d08LCwnTXXXe1cE0BAMFSXl6uDRs2NGqfd955R//973/tsmEY+uMf/+jvqgFBNW7cOEfn/dmzZ+v2229XQUFBnW23bNmiSy+9VBs3brTXDR06VCeffHIgqgoExbvvvuson3766SR5Q0ipPfGDJH366ae64YYbtHv37nq3X7JkiS688EJt377dXpeWlubo4wi0dvfff7+eeuopbdu2bZ/brFixQhdddJE+++wze93IkSM1adKkQFQxaAJx3cVkkUDTue36j36JQA03xefFF1+syZMn64svvlBZWdk+t8vPz9cTTzyhq666ShUVFfb6sWPH6sQTT/RLXQC3CXY7EedOoH7BTLzFNSdQw41tyZw7AffFJtecAALBTXN7MN4WwRBKMbBz506dcMIJuueee/Tzzz/LNM19brtlyxbdeOONeuqppxzrr7zySnXs2NEv9YF7hFIceE2YMEEDBgywy88995z+8Y9/1Pu7e/ny5frjH/+onJwce92JJ56oESNG+LVOCJ5QjAFfvvd0JkyY0KKfB/cJtTjwbQN64YUX9MADD9Tb50CSvv/+e1144YXKy8uz1w0YMEC/+93v/FYnBFeoxYAk3XjjjXrppZe0Z8+efW4zf/58nX322Y57iyeffLLGjx/v17rAHdwUB5dffrkuu+wyzZ49WyUlJfvddt26dbruuus0Y8YMx/o77rhDUVFR+933pptuUkREhF2eOnWqPv744zrbbd26VZMmTdLevXvtdX/84x+Vnp7ekK+DViIUYwBoqwxzfy2fQJB98803uvrqqx0nmJ49e+rQQw9VcnKyNm/erK+//lqlpaX263379tWbb7653wyb27Zt0/HHH2+XMzIyNGfOHL/U2fe9x44dq1mzZvnlvQHsn9uOGeXl5brkkkv0yy+/2OtiYmJ0+OGHq0+fPpKsBB0//PCD44dsbGysXn31VQ0ZMqRhXxxAk7npuPHmm2/qnnvucawLDw/XqFGjNHjwYMXHx6ugoEDLly/XokWL6lyA/+1vf9MZZ5zRkK8NoIm2b9++z5tdVVVVjnJ4eHi927300ksaO3ZsnfVN/b2xfPlyXXTRRY7fEunp6Tr66KOVmpqqXbt2ac6cOcrPz7df79Chg95++2116tTpgO8PoOncdMyo3elLsibdCQtrfM7vFStWNHofAA3npuNGY9AeCqll/36B1mb79u11JpBoyu+vjIwMffHFF/6sGhAU+fn5GjNmjF2OjY3VwIED1bdvXyUlJSk2NlZFRUXatWuXli5dqq1btzr2NwxDDz74oM4666xAVx1whfnz5zsmzp0wYYIeeeSRINYI8L/8/HwdeuihGj9+vM4880wdeuihjs7Kte3evVtPP/20XnvtNcd6YgNtVV5ens477zzHpLAJCQk68sgj1b17d1VUVGjNmjX66aefHBPnpKSk6J133lGXLl2CUW2gxZmmqeOPP94xedXnn3+uHj16BLFWQOA9/vjjeuaZZxzroqKiNHbsWPXv319xcXHKzc3Vr7/+qmXLljm2i4yM1LPPPqtx48YFsspAi7rhhhvspD39+vXTkCFDlJ6errCwMO3Zs0e//fab1q5d69hnwIABeuml/2/vbmOrLM84gP95q7WFthamM1C1OMBWMeqYYhacm3vJYuIGERuyoSMumy44ddkyNTFRY3B+MGoYbmZOTEycZMvmS1w0xi0omlkUWbCim0RRkgloimCxdLTdB0OxB+oLg9PHnt/vW0/vc87V5lzPc+77uZ/ruieNjY3DEXLZlGPe9WmvR37pS1/Kqaeemvnz5+ess87KYYcdNmTs99xzT+68887s3r174HHXJBlpDtX8z75E+P8VJT9nzZo1UODn8MMPz4wZM/KFL3whDQ0Nqa6uzo4dO/Lqq69mzZo1+9xo39zcnPvvvz8NDQ0H8i+AQjvY60TOnXDw3HbbbYOKulx66aW54oorDui1zDnh/3Mo15KdO+HAFSk3zTmBcilKbY+i3W/75z//OVdfffXAz4sXL85ll112UF6bYqmUHFi/fv2g2jcNDQ1pbW3Ncccdl7q6uowePTqdnZ3p6OjIiy++uE/tnG9/+9u59dZby9rAm/KplDz4sDfffDNtbW2DCnRPnDgxc+bMydFHH53u7u68+OKLef755/f5v/zpT3/KhAkTPnVcFFcl5sAeXV1d+fKXvzwwrzz88MOzatWqj/y7GJkqKQ/6+/vzi1/8Ig8//PCgx2trazN79uw0NzfnsMMOy9tvv53nn39+UPH+5IO9Cffdd1+mT5/+qeOiuCopB5Jk3rx56ejoyOjRo9PS0pKWlpZMmjQpfX192bp1a9rb2wdd70+SM888M7/97W9TXV39qePhs6EoefDhtfGqqqpMmzYtM2bMSENDQ2pra7Nz585s3bo1L7300j7H6CS57LLLsnjx4k/0N//hD3/IddddN+ixlpaWzJo1K9XV1dmwYUOefPLJfa5b33333Rk3btwneg8+OyotB9rb2/ODH/xgv7/7pDWpHn/88UyePPlj3wvKaf935EBBnH322bnpppty3XXXDSzGvP7663n99df3O76lpSW//vWvLdRAhSraMaOqqip33HFHfvazn+Xpp59OknR3d+eJJ57IE088sd/nfO5zn8tvfvMbjX2gTIp03Ghra0uSLFmyZGAi3dvbm/b29rS3tw/5vJqamlx77bUa+0AZ9Pf377MINJShxh3s/ronnnhili5dmp///OfZtm1bkmTLli354x//uN/xU6ZMydKlS93IAGVQxGPGh1/3k8YGlE+RjxvwcXx+Ya/9fZYP5PuX72uMVO+//35eeOGFvPDCCx879qijjsr111+fr371q2WIDIDh1Nvbm0ceeSSPPPJIxo8fn5aWlkydOjX19fUZN25ctm/fnpdffjlr164dVCAz+WAD6Q033DBMkcOhVV9fn7vuuis//elP09HRkSTZsWNH/vrXvw75nKlTp+bOO+/U2IcR7dlnnx10A9cXv/hFjX2oSFdeeWXGjRuXO+64Y2AtqaenJ6tWrcqqVauGfF5jY2N+9atfaezDiPbvf/97n0Y+pb75zW9myZIlFVMEpWjzrv7+/qxcuTIrV648oGKRS5cuPajxwHAr2vzPvkTYq2j5mXxwvW3t2rVZu3btx4791re+lRtuuEGRZUasoqwTOXfCYP39/XnooYcGPTZ37tyyvr85J+xVxLVk504oZm4m5pzAoVWk2h4f5n5byqVSc2Dbtm155pln8swzz3zkuDFjxuQnP/lJLr30Uo19RrBKzIOmpqbcddddufzyy/PGG28kSd5555088MADQz7ntNNOy7JlyypmT0slqcQc2OPRRx8dtB77jW98Q73YClVJeTBq1KgsWbIktbW1uf/++wce7+rqGrIO6R5TpkzJrbfeqrHPCFRJOfBhfX196ejoGNh7M5QFCxbkmmuuSVVV1SGLheFXxDzo6en5RJ/RJKmrq8svf/nLnH/++Z/49RcsWJAdO3bk9ttvH2jgs379+qxfv36/42fPnp3bb79dY58RqtJyQE0qRirNfSi87373uzn55JNzyy23ZOXKlfvcLJZ80AzjggsuyCWXXOJLOFS4oh0zGhoa8vvf/z4rVqzIvffeu99uk3vGtbW15eKLL059ff0hjQkYrEjHjba2tsyePTvLly/PQw89lK6uriHHjh8/Pt/5zneyaNGiNDU1HbKYgOKbM2dOHn744dxyyy157LHH9rm5KPng5uLzzjsvV1xxhYvbAAAAQNnU1tbm5ptvzlNPPZXVq1dn8+bNH/uc1tbWzJ07N/PmzbOOAVCB3nvvvaxevTqrV6/+2LELFizIVVddZa8QI9qUKVOyYsWK3H333VmxYsWgQpUfduSRR+aiiy7K97///VRXV5c5Siiv0pvay1kUEopm8eLF+drXvpbly5fnsccey65du4YcO3HixJx//vm56KKLMnHixDJGCeVxzjnnpLOzM2vXrk1PT89+x4waNSqnn356Lr744nzlK18pc4TFUbR5l2KR8IGizf/sS4S9ipCfP/7xj/PUU09l3bp12blz50eOraqqypw5c7Jw4UJNPRnxirRO5NwJexWl8VZizgl7FHEt2bkTipOb5pxAORWptgcMh0rIgc9//vNZtGhR2tvb88orrwwULR5KfX19zj333CxcuDBTp04tU5QMp0rIg1Ktra158MEHs2zZsjzwwAN5++239zvu2GOPzQ9/+MPMmzcvY8cqETtSVWIOJPte05k3b97wBEIhVFIeVFVV5frrr8+5556b5cuX58knn/zI70eTJ09OW1tbvve971kTHcEqKQfOO++8jB07Nh0dHUN+9seOHZs5c+bkkksuySmnnFLeABk2RciDm266KX//+9+zevXqgUacH+W4447L3LlzM3/+/ANap//Rj36UM844I7fddlv+8Y9/pK+vb58xTU1NWbhwYS688EKNb0e4SswBGGlG9Ws7xWdIZ2dn1qxZk7feeitdXV2ZNGlSmpqactppp2XMmDHDHR5QMEU8Zrz88svZsGFDNm/enN7e3hxxxBGZNm1aZs6cmdGjRw9LTMBeRTpu9Pb25pVXXsm//vWvbNu2LTt37kxNTU0aGhoyY8aMTJ8+3fcfYB9dXV157rnn8p///CfvvvtuGhsbM3ny5MyaNeszfZEGAAAAGBm2bNmSDRs2ZNOmTXn33Xeza9eu1NTUZPz48ZkyZUpOPPHE1NXVDXeYAJRRT09Pli1blmeffTYdHR1DFuHeo6amJl//+tdz4YUXZubMmWWKEoqhv78/69aty2uvvZatW7dm1KhRaWxsTEtLS0444YThDg+AYdbT05OXXnopGzZsyPbt29Pd3Z3a2tocccQRaW1tzdSpU93gRUXYtWtX1q1bl40bN+add97J7t27U1NTk2OOOSannHJKGhsbhzvEsivHvGvTpk0555xzBn6ePHly/va3vw05/ne/+51ikfARijb/sy8R9hru/Ozr68vGjRuzcePGvPXWW9mxY0f++9//pqamJvX19Wlubk5ra6vchGHm3Emlu+qqq/KXv/xl4Ocbb7wx8+fPP+DXM+eEg6uIa8nOnVCM3DTnBMqtSLU9YDhUQg709PTk1VdfzaZNm7Jly5Z0dXWlr68vdXV1A7Vzjj/+ePtZKlgl5EGp3t7erFmzJps2bcrWrVtTVVWVxsbGzJw5M83NzcMdHmVWiTkApSotD95///2B/Y3bt29PT09PJkyYkIkTJ+akk05KU1PTcIdImVVKDrz33ntZt25d3nzzzWzbti27d+/OhAkTcuyxx+bUU0/NhAkThjtEhlER8qCzs3Ng/trZ2Znu7u5UV1dn/PjxOeqoo3LSSScd1GYmmzdvzj//+c9s3rw53d3dOfLII9Pc3JyTTz75oL0Hnx2VmAMwEmjuAwAAAAAAAAAAwLDavXt3XnvttbzxxhsDG1H3bNavq6vLtGnTMmPGjBF1cwIAAEA5FW3epVgkAAAAh4o5JwAAAAAAAAAAcLBp7gMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJUYPdwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAUDSa+wAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABACc19AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKCE5j4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAUEJzHwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoobkPAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJTQ3AcAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAASmjuAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlNPcBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgBKa+wAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABACc19AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKCE5j4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAUEJzHwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoobkPAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJTQ3AcAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAASmjuAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlNPcBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgBKa+wAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABACc19AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKCE5j4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAUEJzHwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoobkPAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJTQ3AcAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAASmjuAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlNPcBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgBL/A7nUfeMe/barAAAAAElFTkSuQmCC",
      "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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dOnXyum10dLRbee/evSWOAxVIgFHBj4AKftj8vFWRYdh7AAAAVCHz5s1TRkaGVb733ns1atQot0SjJEVEROj1119XmzZtrGsrVqxQXFycbbFERERo6tSpWr16tR588MECE41SXkJ0wIABevPNN1WjRg3r+pdffqlt27YVe5+XXnrJGrEo5Q3O8Uw0SlKzZs303//+V/Xq1bOuvfXWWyWaso2SIdkIx2jXrp11XhbrUJSnkydPun1iM3XqVIWFhZW4P88EYePGjb1u26hRoyL7AgAAAIAKz6yARwkdPXpUS5cutcrNmzfXuHHjCq0fEhKiRx991Cqbpql58+aVPAAPCxYs0KhRo7zefOa8887TiBEj3K59+eWXRbaJi4vT2rVrrXLPnj0VExNTaP2IiAhNnjzZKmdmZuqNN97wKj6UHslGOEarVq3UoUMHmaap+Ph4JScn+zukEnv++eetT10uvfRS3XDDDaXqz/Nr4cs0c8+6SUlJpYoFAAAAAFBy3377rdtsvsGDBxe7HmGvXr3UunVrq7x27VqdOnXKlniCgnxfoe+6665zKxc3stFzs9Lbb7+92Htcf/31Cg0NLbQPlB3WbISj/O1vf9Ojjz4q0zT1yiuv6JlnnvF3SD7bvHmz9SlVcHCwHn/88VL36fmPSK1atbxu61m3JP8gRTYpekOZiIbhBZ4XJiDEu0/MvGVUs7c/BZbB5zgVfZpoMTvO+crMtbc/5eba2p1p8/MWF5+v7xHTVQYroJs2P7PdTAeu+g6v+foeAaoa3iPwdPTQuRt6oPJYtWqVW3nAgAFetbvmmmusEY1ZWVlav369rrrqKtvj80aLFi3cyseOHSuyfv5nrlatmvr161fsPUJCQnTFFVfo008/lSQlJiYqLi7unKXCYD+SjXCUW2+9Vd9++63WrFmjjz/+WK1atdLYsWP9HZbXsrOzrWSpJN11111q2bJlqfv1TBB6O7xdyvsFXVRf3ng/4T9e152zabrP/QNVyeyNT/s7BKBCm7P5OX+HAFRovEcgSVcF3OrvEMqd4aDPJc9u4CnlbcrSrFkzr9p5bhS6efNmvyUb8683KRU9OvLEiRP6/fffrXJ0dPQ5f6cWplu3blayUcp7ZpKNZY9p1HCcGTNm6KqrrpJpmpo5c6ZGjx6tH374wd9heWXOnDnat2+fJNmaKM3KynIr+5Js9KybmZlpS0wAAAAAAN8kJyfr5MmTVrk0m396biRanuLj493KRS31ZeeGp/585qqEkY1wlEceeUSSVLt2bdWqVUsZGRnasGGDNmzYoFq1aqljx46KiIjwaRqxYRjlMh07Pj5eCxcutMr/+te/fEoKFsXzU5/s7Gyv23rWrV69us/3H9r8riJfj2gYbo1ovOeiqUpJSi2yPtOoKyCmUZeOF9Ooz45onNjrn8W+R5hGjaomomG4NVrrnp5Tin2PAFUN7xFAklnB/z/tpdJs/hkZGalq1apZ6z2eHejiD/lHG0rSJZdcUmhdOzc89eczVyUkG+EoH3/8sYx8SRnDMKwpyenp6W7Dzb1hmma5JBtdLpceffRR65f+oEGDdPHFF9vWf82aNd3KviQbPUdFevblDV/WhElJSi22foCXQ+a9ZdiU1LUEBtrbnyQFVPD/HNmdzKvoyUab+/MlPm/eIyQbUZV58x4BqjLeI0DlVprNPw3DUFRUlA4ePFhgX+Vl//79+uyzz6xyYGBgkdO5S/PM9evXV1BQkHJyciSx4Wl5YRo1HM8wDOuoqN5++2398ssvkqTw8HA9/PDDtvbvmSD0XB+jKJ51S5JsBAAAAACUnuca+r7+fZZ/ll9OTs45g0vKmsvl0rRp09x2046JiSly3cnSbHgaEBDgNjvPrh24UTRGNsJxzEo2uiUzM1Mvv/yyVX744YcVEVH07s2+ioqKciv78mlOYmKiW9mXT5EAAAAAoEKoXH8mFsozWebtRimF1c/IyPC5j9KYM2eONm/ebJUjIiL04IMPFtmmNBueSnnPnJ6eXmBfKBskG+Eo3377rb9D8Fl2drbbL7xHH31Ujz76aJFtPBOqy5cvd1vzIiYmxm3qd5s2bdzq//nnn17H55mYbN26tddtq6yymPJcgUfmSpIMewfKGzZvF2ja/PWze6S0WdzXL//rRkCxX28jwP4pz6bL5skQdk/Ltvs9Usk+uAIAAFWD50jEatWq+dTeM1FXniMbv/nmG82ZM8cqG4ahp59+utjBNnY+Mxuelg+SjXCUJk2a+DuEUsstwVpwpmm6tXN5bF7hmWyMi4vzuu/t27e7lUk2AgAAAIB/eI5CzD8d2Rue6/eX16jGn376SQ888IDbwJmJEyeqb9++xba185lLsuEpfEeyEagC2rVrp9DQUKWlpUmSfv75Z6/bbt261ToPDAxU9+7d7Q4PAAAAAMqUzRNn/MZzjUZfRyZ61vdl/cOSio+P11133eU2qnDo0KGaOHGiV+1Ls+Gp5P7M7EFQPkg2An4WGhqq+Ph4n9r8+OOPuuOOO6zyoEGDNH369ELrBwUF6fLLL9fnn38uKW8dxl9++UUXjP+ATwAAsf1JREFUXHBBkfdJTk62Nq6RpG7dutm+niQAAAAAwDul2fzTs35QUFCZj2xMSEjQ6NGjrYEvkjRw4EA99thjXvfh+cxn11/0hsvl0unTpwvtC2WD3aiBKuLaa691K7/33nvFtlm8eLHb9OwBAwbYHhcAAAAAwDuem38mJyd73dY0Tbf6nn3ZLTk5WSNHjtSRI0esa3/5y1/0/PPPKyDA+3RUaZ75yJEjbn/TsuFp+SDZCFQR/fr1U/v27a3yJ5984rYLmKd9+/Zp4cKFVrl+/fq69dZbyzRGAAAAACgTZgU8SsBzPf5Dhw553fbo0aNu6x2W5Xr8KSkpGjVqlFt8F154oWbPnu3zBi+leebExES3MnsQlA+mUcPxjh07pu+++05btmxRQkKCTpw4YQ0d/+abb/wcXfkxDEOTJ0/WXXfdJSnvU627775bs2bNUq9evdzqxsXFacKECW5rW0ycOJHFdAEAAADAjxo0aKA6dero5MmTkqQdO3Z43dZzo9CySrylp6drzJgx2rNnj3XtvPPO02uvvVaivyk9k42+PDMbnvoHyUY41uHDh/XKK6/os88+O2e3KtM0ZRhGge0+/vhj/eMf/5CUt57i999/7/MnLxXVlVdeqbFjx2rBggWSpLS0NI0cOVLdu3dXly5dFBAQoPj4eG3YsMFtl7AbbrhBQ4YM8VfYAAAAAID/06NHD61Zs0ZS3uCahIQENW/evNh2sbGxbuWePXvaHltmZqbGjx/vluRr27atXn/9ddWuXbtEfYaGhqpdu3b6/fffJeUlGzMzM71KXObf8FQqm2fGuZhGDUdav369YmJitGzZMmVnZ7slzopz3XXXqW7dujJNU2lpaVq9enUZRlr+Jk+erOHDh7tdi42N1aJFi/TGG29o/fr1bl+vgQMH6qmnnirvMAEAAADANoZZ8Y6S6tevn1t55cqVXrX78ssvrfOQkBD17t275EEU4MyZM5o0aZK2bNliXWvevLneeOONUm80mv+Zz5w5o1WrVhXbJisrS2vXrrXKjRo1UnR0dKnigHdINsJxtmzZorvuukspKSlu1wMDAxUeHl5s4jE4OFgDBw60yk6bah0QEKBp06Zp/vz56tq1a6H12rdvr+eff14vvfRSme9QBi8YARX7CDAq+BFQwQ8vnuEsb+qWxfcYAAAAFULfvn3dZt8tXbr0nNl8njZu3Kh9+/ZZ5T59+ti6M7PL5dKUKVPcknsNGzbUm2++actGNNdcc41b2ZsNTz/77DO3XbDZ8LT8MI0ajpKWlqaJEyfqzJkzMgxDpmmqT58+GjVqlHr06KHk5GT179+/2H769eund955R5L0448/lnXYPrv44osVHx9fqj769OmjPn366MCBA9q+fbsOHz6s3NxcRUVFqV27durQoYNN0QIAAAAA7BIZGanBgwfr3XfflSQlJCRo/vz5uueeewqsn5WV5TZbzTAMTZgwodD+Dx486DaSsEmTJsWOJHziiSf0xRdfWOV69erpzTffVNOmTb16puJER0friiuusKaPb968WcuXL1dMTEyB9VNSUjRz5kyrXL16dd155522xILikWyEoyxYsECpqalWeerUqRo5cqRVLmydRk/du3dXYGCgcnNzdfjwYSUnJ9vyaUxF1KJFC7Vo0cLfYQAAAABA2SnFtOWKaPz48Vq+fLm1+emrr76qmjVrasSIEQoI+N+slJSUFN13333avXu3dW3gwIG2TieeOXOmlixZYpXDwsL0xhtv2L4Zy9///nd9//33ysnJkSQ9+uijCgoK0l//+le3en/88YfuvvtuHTt2zLp2xx13qEGDBrbGg8KRbIRjmKapDz/80Eoo3nrrrW6JRl+EhISoefPm1jDzPXv2ODbZCAAAAACoXKKiojRz5kxNmDBBLpdLpmlq+vTpWrx4sS655BKFh4frwIEDWr16tTIzM612bdu21ZNPPmlrLK+99ppbOS0tTTfddJPP/Xjulu2pU6dOmjZtmp544glJUnZ2th544AG9/vrruvDCC1W9enXt2bNH69atsxKSknTRRRdp0qRJPseDkiPZCMfYvn27jh8/LilvfcbS/jJp0qSJlWw8dOhQqeMDAAAAAMAuV1xxhZ599lk98cQTOn36tCRp//792r9/f4H1O3XqpNmzZ5d4V2hvmaap3NzcMul76NChOnnypF555RUrobhjxw7t2LGjwPqXXHKJXnnlFbc1LlH2WPEdjrFnzx5JeVOlo6OjFRkZWar+6tSpY52np6eXqi8AAAAAgB+ZFfCwQUxMjJYtW6b+/fsXmlCrX7++7rnnHn3wwQe2raHoT+PGjdN7772nSy+91G3KeH7NmjXTP/7xDy1atEjh4eHlGyAY2QjnyL/7dJMmTUrdX2BgoHWelZVV6v4AAAAAALBb69atNWfOHB0/flyxsbFKSkpSRka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",
      "text/plain": [
       "<Figure size 720x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 653
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clv.plot_frequency_recency_matrix(bgm);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0aa508f9",
   "metadata": {},
   "source": [
    "We can see our best customers have been active for over 60 weeks and have made over 20 purchases (bottom-right). Note the “tail” sweeping up towards the upper-left corner - these customers are infrequent and/or may not have purchased recently. What is the probability they are still active? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "bcb184f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Probability Customer is Alive,\\nby Frequency and Recency of a Customer'}, xlabel=\"Customer's Historical Frequency\", ylabel=\"Customer's Recency\">"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 532
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clv.plot_probability_alive_matrix(bgm)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a25bd48f",
   "metadata": {},
   "source": [
    "Note that all non-repeat customers have an alive probability of 1, which is one of the quirks of `BetaGeoModel`. In many use cases this is still a valid assumption, but if non-repeat customers are a key focus in your use case, you may want to try `ParetoNBDModel` instead.  \n",
    "\n",
    "Looking at the probability alive matrix, we can infer that customers who have made fewer purchases are less likely to return, and may be worth targeting for retention."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c7906da7",
   "metadata": {},
   "source": [
    "### Ranking customers from best to worst"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49313fc3",
   "metadata": {},
   "source": [
    "Having fit the model, we can ask what is the expected number of purchases for our customers in the next period. Let's look at the four more promising customers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f9748513",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customer_id</th>\n",
       "      <th>frequency</th>\n",
       "      <th>recency</th>\n",
       "      <th>T</th>\n",
       "      <th>monetary_value</th>\n",
       "      <th>expected_purchases</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>812</th>\n",
       "      <td>813</td>\n",
       "      <td>30.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>35.654000</td>\n",
       "      <td>3.437900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1202</th>\n",
       "      <td>1203</td>\n",
       "      <td>32.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>47.172187</td>\n",
       "      <td>3.808939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>157</td>\n",
       "      <td>36.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>30.603611</td>\n",
       "      <td>3.893914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1980</th>\n",
       "      <td>1981</td>\n",
       "      <td>35.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>46.748857</td>\n",
       "      <td>4.301082</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      customer_id  frequency  recency     T  monetary_value  \\\n",
       "812           813       30.0     72.0  74.0       35.654000   \n",
       "1202         1203       32.0     71.0  72.0       47.172187   \n",
       "156           157       36.0     74.0  77.0       30.603611   \n",
       "1980         1981       35.0     66.0  68.0       46.748857   \n",
       "\n",
       "      expected_purchases  \n",
       "812             3.437900  \n",
       "1202            3.808939  \n",
       "156             3.893914  \n",
       "1980            4.301082  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_purchases = bgm.expected_purchases(future_t=10)\n",
    "\n",
    "sdata = rfm_data.copy()\n",
    "sdata[\"expected_purchases\"] = num_purchases.mean((\"chain\", \"draw\")).values\n",
    "sdata.sort_values(by=\"expected_purchases\").tail(4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "622d3da0",
   "metadata": {},
   "source": [
    "We can plot the uncertainty in the expected number of purchases in the next period."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6aa2ec03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kU8r/fwOwym3LL5dcdnGRtdaU6TRnq/Ur8q1vVtZuuKnM2LFu+AYANB2GgwAAAKAJGjnq88Ggt96urPfunZx3tsGglmKrLT//mc7o0svL1NQIkwAAAAAAoKn79NMyhxxeZtA/a2/b+LvJRecX6d1bptMS7LtP5c9xzJjkL7c2UjMAAHUwHAQAAABNzMhRZY44qo7BoMX//2DQ4kKklqJt2yL77l3583zzreQfgxqpIQAAAAAAYI68916ZAw8p8+prlfWiSA7cv8jJJxbp0EGm01KstGKR73y7snbzLWU++8wN3wCApsFwEAAAADQhsx0M+rPBoJboe5sky/StrF1+ZZkpU4RJAAAAAADQFL3wYpmfHlpm2LDKeudOyR9OK7LHbkWKQqbT0uy7V5EZf6zjxiU33izPAQCaBsNBAAAA0ESMHFXmyKMNBrU2bdoUOWC/yp/tBx8kd93TSA0BAAAAAACz9O//lDni6DKffVZZ7907ueTCIut9U57TUi27bJFNNq6s3Xrb5xkfAEBjMxwEAAAATcAXg0FvvlVZ7714cu7ZBoNaug3WT/qtWlm76poyEycKkwAAAAAAoKm49fYyv/pNmcmTK+srrZhcckGRpZeW57R0+/ykSNUMn7ydMDG5/gZ5DgDQ+AwHAQAAQCMbNYvBoMUX+3wwqHdvQVJLVxRFDty/8uf8ySfJrbc3UkMAAAAAAMB0ZVnmkstq8udzy5QzzYGs983kvD8X6dFDntMaLLVUkc2+V1m7/a/JiBEGhACAxmU4CAAAABrR2LFljvpZ3YNB5/3ZYFBrstaaRdYZUFm77oYyn40RJgEAAAAAQGOpqSlzznllrr2+9rYtf5Sc9rsiHTvKc1qTvX5SpE2bL19Pnpxce708BwBoXIaDAAAAoJFMnlzm578q8/oblXWDQa3XAftV/szHjk1uvEmYBAAAAAAAjWHatDJn/KnMrbfX3rbfPkWOO6ZIdbU8p7Xp87UiP9yisva3u5IPP5LpAACNx3AQAAAANIJp08r89vdlnnm2sm4wqHVbeaUiG32nsnbLbcknnwiTAAAAAACgIU2d+nmWc/c9lfWqquSEY4vstWeRopDntFY/2aNI27Zfvp4yJbnuBnkOANB4DAcBAABAIzjvwjL//FdlrXv35JyzDAa1dvvvU6RqhndsJk5Mrr5WmAQAAAAAAA1l8uQyv/5NmX8Mqqy3aZP85ldFfvRDWU5rt1ivIlv9qLJ29z3J8OEyHQCgcRgOAgAAgAb21zvK3HpbZa1Dh+RPZxTp00eY1NotvXSRH2xeWfvbXckHw4RJAAAAAACwoE2cWOaEX5Z56JHKetu2yamnFNlkY1kOn9v9x7WfHnTjzfIcAKBxGA4CAACABvTU02XOPqcyFKiuTk77XZGVVhQm8bm9f1Kk3Qxh0tSpycArhUkAAAAAALAgTZpU5ue/KvP4E5X19u2TP5xWZIP1ZTl8qWfPIj/8QWXtjjuTkSNlOgBAwzMcBAAAAA1kyJAyv/pNmWk1lfVfHF+k/9rCJL60+GJFtt2msnb/A8lbbwmTAAAAAABgQZg6tcyJJ5d54snKeseOyZl/KDKgvyyH2nbbtUibNl++njQpufEv8hwAoOEZDgIAAIAGMHZsmRN+WWbMmMr6Hrsn3/+eMInadt+tSIcOX74uy+TSgcIkAAAAAACob1Onljn5d2UeebSyvvDCyblnFVljdVkOdevdu8hm36+s/d//JaNHy3QAgIZlOAgAAAAWsGnTyvzmlDLvvFtZ33D9ZP99hEnUrXu3IrvsVFl7+JFk8MvCJAAAAAAAqC81NWVO/2OZf/6rst6pU3L2H4usvLIsh9nbc7ciVTN8GnfCxOSW2+Q5AEDDMhwEAAAAC9iFl5R57PHK2nLLJb/+ZZGqKoESs7bLTkW6da2sXX6FMAkAAAAAAOpDWZY58+wy995XWW/fPvnj6QaDmDNLLFFk040ra7felowdK9MBABqO4SAAAABYgO66u8zNf6msdeuWnHFqkY4dBUrMXqdORX68a+XvyeNPJM+/IEwCAAAAAID5UZZlzrugzB13VtbbtU3O+H2R1b8ux2HO7bF7kWKGX5mx45Jbb2+8fgCA1sdwEAAAACwgzz1f5k9nVw5xVFcnp55SZPHFBUrMme22SXp0r6wNvNJwEAAAAAAAzI/LBpb5y62Vterq5NTfFll7LTkOc2eZvkW+8+3K2l9uLTN+vEwHAGgYhoMAAABgARg2rMwvf11m6tTK+nHHFFljdYESc659+yK771b5O/PU08nTzwiTAAAAAABgXlx9bZlrrqustalKTj6xyHrflOMwb36yR+XvzmefJX/9WyM1AwC0OoaDAAAAoJ6NH1/mhF+WGTW6sr7LTskWPxAoMfe23jJZdNHK2sAry5SlASEAAAAAAJgbN99S5rKBle+vF0Xyy18U+c635TjMuxWWL7LB+pW1G28uM3GiPAcAWPAMBwEAAEA9Kssyvz+9zJtvVda/uW5y0IECJebNQgsV2XP3yt+f555PnnyqkRoCAAAAAIBm6P4Hypx3Qe1BjeOPLfL9TeU4zL+Znx40cmRy592N1AwA0KoYDgIAAIB69Jdbk3/9p7LWd+nkpF8XadNGqMS8+9EWyWKLVdYuG+jpQQAAAAAAMCeeebbMaX+o/Z76UYcX+dEWMhzqxyorF1lnQGXtxpvKTJkizwEAFizDQQAAAFBPnnu+zIUXVb6xv/DCyRm/L9K5s1CJ+dOuXZG9Zrrb3OCXk/891kgNAQAAAABAM/Huu2V+8esyU6ZU1g86sMj228lwqF8zPz3o4+HJvfc1UjMAQKthOAgAAADqwaefljnx5DLTairrJ/6ySJ8+QiXqxw82T772tcra5Vd4ehAAAAAAAMzK6NFlfnZCmTFjKus7bJ/stqsMh/q3xupF1li9snbdDWWmTpXnAAALjuEgAAAAmE81NWV+d1qZTz6prP9kj2S9bwqVqD/V1UX23rPyd+rV15KHHm6khgAAAAAAoAmbOvXzm7sNG1ZZ33D95LCDZTgsODM/PWjoB8mD/2qcXgCA1sFwEAAAAMynm/6SPP5EZa3/2sk+ewmVqH/f2zRZcsnK2sCrytTUuNscAAAAAADM6KJLyzz1dGVtlZWTE39VpE0bOQ4LzoD+ycorVdauvU6eAwAsOIaDAAAAYD68/EqZSy6rfBN/kUWS3wiVWECqq4vs/ZPK360330z+9Z9GaggAAAAAAJqg+x8oc/NfKmuLLJKcdmqRDh1kOCxYRVFkz90rf8/efid5+JHG6QcAaPkMBwEAAMA8Gj++zEmnlJk27ctaUSQn/rJI9+5CJRacTb6b9O1bWbviyjLTprnbHAAAAAAAvPpamdP/WPmeedu2yamnFFl0ERkODWOD9ZNl+lbWrrmuTFnKcwCA+mc4CAAAAObRmWeXGfpBZW333ZK11xIqsWC1aVNk370qf8/eeTcZ9M9GaggAAAAAAJqIkaPK/OLXZSZPrqwfc2SR1frJcGg4VVVF9pjp6UGvvJo88WQjNQQAtGiGgwAAAGAe3Ht/mfseqKz1WzW1BjZgQfnOt5Pll6usXXFVmalT3W0OAAAAAIDWaerUMieeVOajjyrr226T/OiHMhwa3sYbJX2+Vlm75jpZDgBQ/wwHAQAAwFx6f0iZM8+ufNO+U6fkpF8Xqa4WLNEwqqqK7Lt35e/bkCHJ/Q/M4gAAAAAAAGjhLriozDPPVtbWWD05/BD5DY2jurrI7j+u/P179rnkuecNCAEA9ctwEAAAAMyFKVPKnHRKmQkTKuvHHVOkd2/BEg1rg/WTlVeqrF15dZkpUwRKAAAAAAC0Lv/6d5lbbqus9eqZ/PakIm3bynBoPJtv9vnv4oyuvlaWAwDUL8NBAAAAMBeuvLrMq69V1n60RbLJxkIlGl5RFNl3n8rfvWEfJn+7q5EaAgAAAACARjD0gzKn/6Fy2KJd2+TU3xbp0UOGQ+Nq27bIrrtU/h4+/kTyyisGhACA+mM4CAAAAObQy6+Uuf6GytrSSyVHHCZUovF8c53k66tV1q6+psyECQIlAAAAAABavilTypx0Spmx4yrrRx1RZJWVZTg0DVv+MOnWrbJ2zfWyHACg/hgOAgAAgDkwaVKZU08rM63my1qbNslvfl2kQwfBEo2nKIr89IDK38FPRya33t5IDQEAAAAAQAO66JIyL79SWfv+psmPftg4/UBd2rcvsstOlXnOfx5K3nrbgBAAUD8MBwEAAMAcuPyKMu+8W1nb+ydFVlzBYBCNb43Vi6y7TmXt+hvLfDZGoAQAAAAAQMv1xJNl/nJrZW3JJZOfHV2kKGQ4NC3bbp107lxZu87TgwCAemI4CAAAAL7Ciy+VuekvlbWVVkx2/3Hj9AN1OXD/ypBz7NjkxpsESgAAAAAAtEyffVbm1NMr3wdv1zY55TdFOnY0GETT06lTkR23r6z948Fk6FB5DgAw/wwHAQAAwGxMmVLm9D+WKWd4T75t2+SXPy9SXS1YoulYcYUiG3+3snbLbcknnwiUAAAAAABoWcqyzB/PKjNiRGX94IOKrLC8/Iama4ftinRo/+XrmprkuhtkOQDA/DMcBAAAALNx3Q3JO+9U1vbdu8iyywiWaHr227tImxne7Zk4MbnmOoESAAAAAAAty/0PJP/8V2VtnQHJdts0Rjcw57p2LbLN1pW1v9+XfPihPAcAmD+GgwAAAGAW3n6nzNXXVr4Rv+IKyS47NVJD8BWWWqrIDzavrN1xZ/LBMIESAAAAAAAtw4cfljnrnMr3vRdeOPn5cUWqqtzcjaZvl52KtGv75eupU5Nrr5flAADzx3AQAAAA1KGmpswf/lRm6tQva22qkuOPLVJdLVii6dp7ryJtZwqUrrhKoAQAAAAAQPM3bVqZ351WZty4yvqxxxTp2VN+Q/OwyCJFttqqsnb335MPP5LnAADzznAQAAAA1OGvf0teeLGytvPOyUorCpZo2hbrVWTbrStr992fvPW2QAkAAAAAgObt5luSZ5+rrG32/WTjjeQ3NC+771r76UHXeXoQADAfDAcBAADATD76uMzFl1a++d7na8k+PxEs0TzssXuRDh2+fF2WyeVXCJQAAAAAAGi+Xn+jzKWXV77XvfhiyVGHy29ofhZdtPbTg+66x9ODAIB5ZzgIAAAAZlCWZc48u8z48ZX1435WpH174RLNQ/duRXbZqbL2n4eSl18RKAEAAAAA0PxMnVrm96eXmTr1y1pRJL/6RZHOneU3NE+eHgQA1CfDQQAAADCDB/+ZPPrfytqPtkjWXkuwRPOy845FunSprF1ymUAJAAAAAIDm5/obk9ffqKztukvyjTXkNzRfiy5aZKstK2t33ZN89LE8BwCYe4aDAAAA4P8bM6bMn8+rfLO9R/fk4IMESzQ/nTsX2f3Hlb+7Tz6VPPW0QAkAAAAAgObjnXfLXHVN5Xvbyy6T7Le3/Ibmb7c6nh50racHAQDzwHAQAAAA/H9XXl1m5MjK2lFHFOmysHCJ5mn7bZNFF62sXXJZmbIUKgEAAAAA0PRNm1bm9D+UmTLly1pVVXLCcUXatZPf0Pz17FnH04Pu9vQgAGDuGQ4CAACAJG+/U+a22ytr638r2eg7jdMP1IeFFiqy156V4ejgl5OHH2mkhgAAAAAAYC783x3Jiy9V1nbaIVl1FYNBtByeHgQA1AfDQQAAALR6ZVnmz+eWmVbzZa1d2+TwQ4sUhXCJ5u1HWyRL9KmsXXp5mWnThEoAAAAAADRdI0aUufTyyveyl+iT7LeP7IaWpWfPIlv+qLJ29z2eHgQAzB3DQQAAALR6/3koeerpytquuyR9viZcovmrri6y70xB6dvvJP8Y1Dj9AAAAAADAnDjvgjLjx1fWjvtZkfbt5Te0PLv/uEjbGZ4eNGVKct0NhoMAgDlnOAgAAIBWbeLEMuddUPnGeq9en78BDy3FJt9Nlluusnb5lWWmTBEqAQAAAADQ9DzxZJlB/6ys/WCzZK015Te0TD17FtlqpqcH3XW3pwcBAHPOcBAAAACt2g03JR9+VFk75KAiHToIl2g5qqqKHLBv5e/0sGHJnXc3UkMAAAAAADALkyaVOfPsyoGIhRdODj5IdkPL5ulBAMD8MBwEAABAqzVsWFnrDfVvrJFsvFHj9AML0rfWS76+WmXt6mvKTJggVAIAAAAAoOm4/sZkyNDK2kEHFunezXAQLVvPnkW2/GFl7a67k489PQgAmAOGgwAAAGi1LriozOTJX76uqkqOPLxIUQiXaHmKosgB+1X+bn/yafKXWxupIQAAAAAAmMmQIWWuu75yEGK1fsmPtmikhqCBeXoQADCvDAcBAADQKj35VJl//aeytu3WyfLLGQyi5VrzG0XWGVBZu+6GMp98IlQCAAAAAKBxlWWZs84pM3nKl7U2VckxRxWpqpLf0Dr06lX76UF3enoQADAHDAcBAADQ6kydWuac8yrfQO/aJdl3b8ESLd9BBxaZ8eFYEyYkA68SKAEAAAAA0Lge/Gfy+BOVtR22T1ZYXn5D61LX04OuuV6WAwDMnuEgAAAAWp177k3efqeytv9+Rbp0ES7R8q2wfJEfbF5Zu+vu5K23hUoAAAAAADSOcePKnHtB5fvUPRd1YzdapzqfHnRXMvQDWQ4AMGuGgwAAAGhVxo8vc/nAyjfOl18utd5gh5Zs/32KtG//5euamuTCiwVKAAAAAAA0jquvK/PJJ5W1ww8t0rGj4SBapz12K9JuhqcHTZuWXHGVLAcAmDXDQQAAALQqN95c5tORlbVDDirSpo1widajZ88iu+5cWfvfY8kTTwqVAAAAAABoWB8MK3PLrZW1b66bbPSdxukHmoKePYtst21l7f4HkrfeluUAAHUzHAQAAECrMXx4mRtuqqx9c91kQH+DQbQ+u+5cZJEelbXzLyozbZpQCQAAAACAhnPJpWWmTPnydZs2nz81qCjkN7Ruu/+4SIcOX74uy+SygXIcAKBuhoMAAABoNS6/ssykSV++rqpKDj5QsETr1LFjkf32qfz9f/PN5N77G6khAAAAAABanRdfKjPon5W17bZJllpSfgPduhXZZafK2kMPJ4NfNiAEANRW3dgNAAAAQEN4480y9/y9svbDLZJllxUuNSXjxo3LO++8k48++iiffPJJJkyYkGnTpqVz587p1q1bVlhhhSy11FKpqmrc+50MHTo0gwcPzsiRIzNhwoT06NEjiy66aFZfffV06tSpUXubG1v8ILnltuStt7+sXXp5mY03Sjp08GcDAAAAAIAFpyzLnH9h5ZBD587J3j/x/nRT1tSznHHjxuXtt9/Oe++9l9GjR2fixInp1KlTunbtmhVXXDF9+/ZtVk+l2mWnIrf/X5nRn31Zu/TyMn8+s/l8DQBAwzAcBAAAQKtw4cVlyhnypQ7tk3339qZ5YyvLMjfddFNefPHFvPTSS/nwww+/8piuXbtms802y0477ZQllliiAbr83JQpU3LHHXfkpptuypAhQ+rcp127dllvvfWy9957Z+WVV26w3uZVmzZFDjkoOea4L/9wfPJJctNfkr1/0oiNAQAAAADQ4v3r38mLL1XW9tqzSJcu8pumpKlnOTU1NXn++efz0EMP5amnnsprr72WmpqaWe7fpUuXbLHFFtlxxx3Tp0+fBdpbfejUqcjuuyUXXPRllvPkU8lTT5dZey1/VgCALxVlWdbr8wVHjhxZn6eDBlcURbp165YkGTVqVOr5jwjQylhTgPpmXYF589jjZcXwQ/L5YJA7zzX+ujJ16tRssMEG83TsQgstlH333Td77rlnPXdV23vvvZdjjz0277777hzt36ZNm+y1117Zb7/9msXd544+tiaPP/Hl6/btkxuuKdKrV9PvnaansdcVoOVpzetK9+7dG7uFOi3oLKg1/8wB6ps1FaD+WFOhfk2dWmb3vcrMeC+uPl9Lrr2qSLt23ptuShZEllNfa+qwYcOy//77Z8SIEfPU24EHHpgf//jH83TthjRpUplddiszfIYvc9VVkksuLJpFDgUsWP6eCs1XfedAnhwEAABAizZtWllxJ60kWWSRZJedGqkhvlKnTp2yxBJLpGfPnunYsWOmTZuWUaNG5fXXX89nn302fb9JkyblwgsvzMcff5yf/exnC6yfN954IwcddFDGjBlTUe/evXtWXXXVdOrUKZ9++mlefPHFTJw4MUkybdq0DBw4MBMnTsxhhx22wHqrL4ccVOTJp8p8cSO9iROT8y8qc8pvBEoAAAAAANS/u+5OxWBQkhx4gMGg5qKpZDnjx4+vczCoTZs2WWaZZbLoooumS5cuGTduXF577bUMHz68ordzzz03H374YY4++uh6760+LbRQkb1+kvzxzC8zz8EvJ488mmywfiM2BgA0KYaDAAAAaNH+fm/y1tuVtf33LdKhg3CpqejcuXO++c1v5pvf/GZWX331LLXUUnXuV1NTkyeeeCIXXnhhXn311en1W2+9NWuuuWY22WSTeu9tzJgxOf744ysGg7p3755jjjkmG2+8caqqqqbXJ06cmOuvvz5XXHFFpk2bliS5/vrr07dv32y55Zb13lt9Wm7ZIj/6YZm/3fll7cF/Jlv9qEz/tf1ZAQAAAACg/owfX+aKqypv7LbKKsl3v9NIDfGVmnKW84V27dplww03zOabb5611lornTp1qrXPk08+mbPPPjtvvvnm9Npf/vKXLLfcctl6660XWG/14Yc/SG64MRn6wZe1Sy8vs943kzZtZDkAQFKU9fzssJEjR9bn6aDBebweUJ+sKUB9s67A3Jk8ucwuu5f5+OMva8stm1xxWeFN8v+vKawrU6dOzf9j776j7CzPe2H/3plRQQ1Eb6aa3iXRe1Ol497iXmMb2zmOnS9xkpM4sXNsH5fEsWPHNe6YLiTRO0KNbnoXHSEhUNfM+/3BsUbPSIDKjPaU61qLtXju2Xv2rTLvhue37+dtaVnz80uWLl2az3/+85kxY8aK2o477pjf/e53nd7b97///fziF79Ysd54443zox/96DVDryS54oor8rd/+7cr1sOHD8+555672hCqO5k3r8673ldnpQP9stOOyU9/XKVfPz8vrLnucF0Bepe+fF0ZPnx4o1tYra7OgvrynzlAZ3NNBeg8rqnQeX72izo//kn5M/Td/1tlxEH2orurzs5yOuua+tBDD+UjH/lI3v72t+cd73hHNt544zd8zuLFi/O5z30ut95664raxhtvnPPPPz+DBg1apz42lMuuqPO//7n8vfq7v6kyZrSfHejL/Hcq9FydnQM1vfFDAAAAoGe6+JIUg0FJ8smPGwzqbtYmTEpePfntS1/6UlF77LHH8uijj3ZiV8mCBQty7rnnFrVzzjnndQeDkuSkk07KhAkTVqznzp2bX/3qV53aW1fYZJMqH/1w+bPx6GPJH/7YoIYAAAAAAOh15s6r86vflB9aPuzQGAzq5rprlrP11lvn/PPPz8c+9rE1GgxKkoEDB+af/umfikGgl156KTfffHOn9tYVTjrh1YMQV/bjn9RZutQgAABgOAgAAIBeavHiOr/4n3Ij/MADkkMOblBDdKrtt98+O+64Y1GbPXt2p77GrFmzsnDhwhXrLbbYIqNHj16j577nPe8p1hMnTuwRJzSdOiHZY/ey9tOf1Xn++e7fOwAAAAAA3d/Pf1ln0aL2dVUlH/+owaDeaENkOYMHD17joaCVbb755jnuuOOK2syZMzupq67T1LTqQW9PP5NceHGDGgIAupW1G+cGAACADuq6zt13353Zs2fn+eefT1NTU7bbbruMGDEiw4YNe93nLl68OLfffnseffTRLFy4MEOHDs2OO+6Ygw46aK1PIOvod39YmOefvz2pX0gyL0lT9t1709x7787ZY4890tS0fudlzJ49O4899liefvrpFQMkw4YNy+abb5599tmn02/9myRLlizJ7bffnmeeeSZz587N4MGDs/XWW+eggw7K4MGDO/31uruOf79WHuTpDLfddluxPvjgg9Pc3LxGz915552z1VZb5dlnn02SPPvss7n77ruz7777dmqPna25ucoXPpd87JN1/jzLtGhx8u//WecfvyKcBQAAAADoibpLlvPkU3UuuHDlvhZmxEF35N57XszNN81NU1NTNt100+y0006ynF6iq7Oc9bH77rvn0ksvXbF+4YUXGtjNmjvi8GS/fZM772qv/fyXdSaMSwYNkuUAQF9mOAgAAIDXNXPmzHzqU59asf7Qhz6Uj3zkI1m2bFl+85vf5Pzzz8/TTz+9yvP69++f0047LZ/85CczaNCg4mvz5s3Lj370o0ycODGLFy9e5bnDhg3LBz/4wbztbW9b6+Bn6tSp+dnPfpnbbrs9yfLiaz/76av/bLLJJjn11FPz3ve+9w1Drz9btGhRbrjhhlxzzTWZNWtW5s6d+7qP32OPPfLOd74zJ5988hoPlPzv//2/ixDivPPOy7bbbpuXX345P/zhDzNlypS8/PLLqzyvubk5Y8aMycc//vFsueWWa/RavcEzzzxTrDfffPNO/f7PPfdcsd51113X6vm77rrriuGgJLnpppu6/XBQkuy9V5VTxte5eGJ77cqrktNPrTPiIKESAAAAAEB301OynB//pM7y5Ulb69TUrf+Tuu2OTLt5eabdvOpjZTm9Q1dnOeuj45/5smXLGtTJ2qmqKp/4WPLJT9cravPmJb/5XZ0PfUCOAwB92fqN1gMAANAnvfTSS/n4xz+e73//+6sNk5Jk6dKlOffcc/Pxj3+8CEHuu+++vPe9780f//jH1YZJSTJ//vx8+9vfzj/90z+lra1tjXqaN29ePv3pT+ecc87JbbfNTMfBoI6P/eUvf5m3vvWtufXWW9fo+//d3/1d/u7v/i5XXnnlG4ZJyau/zn/4h3/IZz/72TV6/Gu5++678973vjfnnnvuasOkJGltbc2ll16aD37wg3nggQfW+bV6kunTp+f5559fsd5oo42y9957d+przJ8/v1gPGTJkrZ7f8fEPPfTQeve0oXzsI1WGDi1r3/p2neXL69U/AQAAAACAbqW7ZTn33V/nssvnpXXpZ9O27POp22ZFltO7bYgsZ33Mnj27WHenwaU3sv9+VY48oqz99vfJiy/KcQCgLzMcBAAAwFpZvnx5Pv/5z+fuu+9OkgwYMCAjRozIySefnKOPPjpbbLFF8fj7778///zP/5wkefzxx/PpT396RRCw8cYb57DDDsvo0aNz2GGHrXIq3aRJk/L73//+DXt64okn8qEPfSjTp0/v8JVBqZpGZIstT8wJJ5yQvfbaqzi97qWXXspnPvOZTJ069Q1fo67LzfTBgwdn3333zdFHH50xY8bk+OOPzz777JMBAwYUj5sxY0bOOeecLF269A1fY3W/rs997nMrTlUbNmxYDjnkkIwePXq1v9cvvPBCvvSlL2XRokVr/Vo9yaOPPrri79SfnXXWWRk4cGCnvk5LS3nD5bU9Ma7j4x955JH17mlD2WSTKh/7cHm63KOPJb8/t0ENAQAAAACwxrpjlvN/v/NEWpd+OHVbmeUMGjQoI0aMyEknnSTL6UU2VJazrtra2nLttdcWte40uLQmPvbhKtVKUc6iRcmPf2o4CAD6spY3fggAAAC0O//88zN//vz0798/H/7wh/O2t72t2Miv6zoXXHBBvvGNb6S1tTVJcu2112batGn53ve+l/nz52fLLbfMOeeck+OOO64IeBYtWpTvfve7Of/881fU/uu//iunnnpqBg8evNp+Fi9enC996Ut58skn24vVDmlq+ViqpmNSVc355jer7L7bq7vjL7zwQn70ox/lwgsvTPLqAMc//MM/5Be/+EW23HLL1/2177bbbhk7dmyOOOKI7Lzzzq/Zz5QpU/KDH/xgxSlz9913X370ox/lU5/61Ot+/47+/u//PvPnz8/WW2+dz3zmMzn22GPT3Ny84ut1XWfKlCn52te+tuLkvieffDK/+c1v8sEPfvB1v/e8efOycOHCVFWVV155Jcmrp/x1DM7W19ChQzO04y1o1tKyZcsyf/78PPjgg7n22mtzySWXFAHd3nvvnY985CPr2+oqNt5442L9wgsvrNXzOz7+ySefTGtra/Fn2J2dekpy0cTk/vvbaz/9eZ3RJyWbb1699hMBAAAAAGio7pbl3DJtUW6b9aWkfmpFbZNNdsgXv/jxVbKPRJbzZ3/OcrpaT85y1tXVV1+9YqArSZqbm3PUUUc1sKO1t8suVcaNqXPp5PbaJROTM0+vs9ub5TgA0BcZDgIAAGCtzJ8/Py0tLfnWt76VUaNGrfL1qqpy5pln5pVXXsl//Md/rKj/7d/+bebPn59tt902P/zhD1c5KS1JNtpoo/z1X/91nn322dx0001JkoULF+bKK6/Maaedttp+vve97+Whhx5asW7pd3jqpn9JVb166tuxx2TFYFCSbL755vnyl7+cHXfcMd/97neTvBqu/Nd//Vf+9m//9jV/3V/4whey7bbbvt5vTZJk4MCBOf3003PooYfmYx/7WJ599tkkyXnnnZf3v//9rxmMrc68efOyyy675D/+4z8yfPjwVb5eVVXGjh274vftzy666KJ84AMfSFW99sb/d7/73Vx66aVr3Mu6+tCHPrTWYc8Xv/jFXHfddWv02BNPPDFf/vKXu+SkuZ122qlY33XXXWv83KVLl+b+ladqkrS2tmbRokUZMmRIZ7TX5Zqbq3zhnORjn2wfGFu0KPn3/6zzD38nVAIAAAAA6K66W5bz1a9+L6kfXrHuP/Dw/O53/5KNN95otY+X5bxKltM1XnnllXznO98pamPGjFnt3/fu7iMfqnLVNXX+39xZ2tqS7/1Hne98K6/7dwsA6J2a3vghAAAAUHr/+9+/2jBpZW9961szaNCgFev58+cnSb7yla+84eb6e9/73mI9Y8aM1T7u+eefz0UXXbRiPWTINqmbvrpiMKiqkg+9f/Ub3+9617tyxBFHrFhPmTIlc+bMec2e1iRMWtnWW2+dz372syvWCxYsyPXXX79W36O5uTlf/epXVxsmrezYY4/NXnvttWL9zDPP5Iknnlir1+pJmpqaMm7cuPz4xz/OV7/61S4bthkxYkSxvvXWW1cEhG/kyiuvzJIlS1apb4gT/jrTPntXOWV8WbviymTWrZ17hykAAAAAADpXd8lyrrr6uTz37MXthWqbfOpTrz0YtDJZTs+1obKctVXXdf7pn/4pzz333IrakCFD8olPfKKBXa27Lbao8p53lVnorFuTG25sUEMAQEMZDgIAAGCtDBw4MG9/+9vX6HH7779/UTvggANy4IEHvuFzDzjggAwYMGDFuuMdWP7s/PPPz7Jly1asl7d+MFXVfurYiScku+zy2qdivetd71rx78uWLcvNN9/8hr2tjaOPPjr9+vVbsb7zzjvX6vnHH398dt555zV67JFHHlmsX+v3rDdoa2vL1Vdfnd/97ndd+uvce++9s8MOO6xYt7a2rjih8PUsWLAgP/zhD1/zaz3Nxz5apWNm963v1Fm+3IAQAAAAAEB31J2ynO/9+/lJ2rOcTYZ/MGeevuZ3kJHl9EwbKstZWz/60Y9y7bXXFrX/9b/+V4+8a9CfveNtyZZblrV//36dpUvlOADQ17Q0ugEAAAB6ln333TdDhw5do8duv/32xfqwww5bo+c1NTVl++23z0MPPZQkefHFF1f7uGnTpq3496pqzrK241NVf/4eyQf/4rUHg5JXg6vm5ua0trYmSW6//faccsopa9Tjn7W1tWXRokVZuHBhMaj0Z8OGDVtxit2jjz66Vt+7Y0j0enbaaadiPXfu3Nd9/Fe+8pV85StfSVVV2WSTTZIk8+bNS103Pij40pe+lHPOOWfFevHixZk7d27uvffeXHnllfnTn/6UxYsX5/LLL89VV12Vj3zkI3n/+9/f6X00NTXlfe97X/75n/95Re3KK6/M1ltvnU9+8pNpbm5e5Tkvv/xyvvjFL+aZZ555ze/Z0wzfpMrHPpJ88/+2/9149NHkD39M3vnG2TIAAAAAABtYd8lyZt1a5+mnpq1Uac4HPnBC+vd//fxmZbKcr6xVPxtKd8ly1sZFF12Un/zkJ0Xt7LPPzpgxYxrUUecYOLDKJz6W/OM/tec4Tz6V/PF8OQ4A9DWGgwAAAFgrHYOL1zOkw+1G1ua5gwcPXvHvq7vbypIlS3Lvvfe2F6otk/ql1PVLSZKjj05aWqo89dTrv87QoUMzb968JMns2bPfsK9FixblhhtuyPXXX5/7778/TzzxxIpA6o28/PLLa/S4P1vTk+aSrBLyvfLKK2v1Wt3Jpptuutr6yJEj8+53vzvXXnttvvrVr2b+/PlpbW3ND37wg7S1teWDH/xgp/cyYcKEXH/99cUpcr/61a9yyy235Mwzz8w+++yTQYMG5cUXX8zMmTNz7rnnrgjzhg0bliVLlmTJkiUrntvxZ6KnOO2U5OKJycqH+/3kp3WOPy7Zeqs1D3EBAAAAAOh63SXL+fFPFif1fSvWzc1b5rBDXspTT720xq+RyHK6o+6U5ayJq666Kl//+teL2oknnpjPf/7zDemns510QnLuH5O7/9Re+9kv6owd8+ohcABA32A4CAAAgLUybNiwNX5sxzurrOkpdR2fu7rAZs6cOVm+fPmKdd32dFqXnr1ifeXlr/6zNubPn/+6X7/wwgvzgx/84A1PcnstaxvyrM3vV0tL+b/4K//e9DbHHntsttxyy3z0ox9dccLfj3/84xxxxBHZc889O/W1qqrKV77ylfz1X/91ZsyYsaL+4IMP5v/8n//zms8bMGBAvv71r+cv//Ivi/ra/Jl2J83NVT7/2eTjn2o/dW7R4uRb/7fO1//11d8nAAAAAAC6h+6Q5dx+R53bb38xyfKVHvN03v72s9b4+6+OLKdn2JBZzhu58cYb8/d///fF39Gjjjoq//iP/7jK3/+eqqqqfOYvk499sj3HWbAg+e+f1Pmrz8twAKCvaGp0AwAAAPQs6zME0JkDBG8U/qyLhQsXvubXvv3tb+df//Vf1zlMSpK2tra1eryBi9e211575eyz24fB2tra8utf/7pLXmvw4MH59re/nb/4i7/IwIED3/Dxu+++e3784x9nu+22K4KmoUOHpn///l3S44aw7z5VTju1rN00Nbn62tU/HgAAAACAxugOWc7//LpOsnZ3CFoTspyeY0NmOa9l2rRp+Zu/+ZsVA0pJcthhh+Vf/uVfVhnW6un22bvKmJPL2kWXJA89XK/+CQBAr9O7/usGAACAPmPlTfzOUter3xy/8sor89vf/rao7bLLLjnppJOyzz77ZJtttsmmm26a/v37rzL8ccYZZ+SZZ57p9F7X17x587Jw4cJUVbXiFLz58+e/5u/Buho6dGiX3S1n9OjRxZ/LLbfckrquuySIa2lpySc+8Ym8/e1vz5QpUzJt2rQ88sgjeemll1LXdbbYYovsvvvuGT16dI488si0tLRk2rRpxffY0CfhdYVPfLTKjTfWmfNie+07361z8Mhk6FABKAAAAAAAyQMP1Ll5apLIctbHn7OcrtZbspyOZs2alS9+8YtZsmTJitrIkSPzta99rUcf5vZ6PvaRKtdcV+fPv+S2tuS7/17n2980yAYAfYHhIAAAAHqkjTfeuFhXTYekuf+3c8zRyb/8U+feKPdHP/pRsf7oRz+aD3zgA2u0ib4hQpt18d3vfjeXXnppl7/Ohz70oXzkIx/pku+94447FuuXXnopL7/8coYNG9Ylr5ckm266ad75znfmne985xs+9q677irW++yzT1e1tcEMHVrlM59O/v4f28PXOS8mP/xRnb/6vFAJAAAAAIA/3zUoSTYp6oceemi+853vdMlrynLWXSOynI45X2e7/fbb81d/9VdZvHjxitoBBxyQb3zjGxk4cGCXvnYjbblllXe/M/nJz9pznJmzkutuSI49uoGNAQAbROd+WgoAAAA2kM0226xY1/UTSZL3vadzBxQef/zxPProoyvWBx10UD74wQ+uUZi0ePHivPzyy53aD+2am5tXqXXFHaXW1fTp04v1iBEjGtRJ5zrhuOTww8raBRcld9zZuXedAgAAAACg55k9u87V1/6/RbVp8bXHH3+8S15TltN9NSLLueuuu/K5z32uGPrad999861vfSsbbbRRl752d/CudyRbblHWvvfvdRYvluMAQG9nOAgAAIAeqX//QWlp2bm9UD+d/fd7Invu0bnDQbNnzy7WRx555Bo/96677kpd22jvKs8991yxbmpqyiabbNKYZjqYPXt2brvtthXrbbfdNqNGjWpcQ52oqqp84ZwqHQ/W+7dv1lm2zN93AAAAAIC+7Fe/rdPW9uq/V9XgNDW3ZzlPP/10lwwIyXK6rw2d5dx7770555xzisGgvfbaK9/+9rczePDgLnvd7mTgwCqf/HiZlz7zbPKr3/h7DgC9XUujGwAAAIB1MXlK0lofmuSRFbXNh1+U5NOd+jodT4sbMmTIGj934sSJndpLZ/rKV76Sr3zlK6mqakUIM2/evB4VgE2bNq1Yb7vttqs9ga4RfvGLXxS/l6effnqamnrPGS1bb13lwx9M/v377b/GRx9Nfv3b5C/e27i+AAAAAABonOefrzNpclnbc89D86e727OcCy+8MJ/+tCxnTfw5y+nJNmSW88ADD+Qzn/lMXnnllRW13XffPd/5znfW6u9Eb3DiCcmFFye33tZe+9Wvk7Fj6my3becetAgAdB+951MpAAAA9BnLl9f55a/rNDWflaQ9QLj22nPz8MMPd+prDR06tFg/+uija/S8e+65J5dffnmn9kK7xYsX53/+53+K2tFHH92gbkozZ87MxRdfvGK9xRZb5Oyzz25gR13jLWclu+9e1n7+izqPP9FzBswAAAAAAOg8v/1DneXL29f9+yWfO+esYhjk3HNlOX3FhsxyHnnkkXzmM5/J/PnzV9R23XXXfO9738uwYcO65DW7s6qq8rnPVGle6RPCS5cl3/le3aMOCgQA1o7hIAAAAHqcq65OnnoqqZq2T9U8YUV9yZIl+fznP59HHnnkdZ69qqVLl+aSSy5Z7dd22223Yn3ppZdmzpw5r/v9nnzyyfzN3/xNlq+cgLFav/zlL1c50e+NLFq0KF/60pfyzDPPrKj169cvp59++us+76mnnsphhx1W/PPUU0+94eutzZ/jHXfckS9+8YtFsPLFL36xV55I19JS5YtfqNLUIVj6xrcESwAAAAAAfdFFF5Xr8eOT/fbbIaeccsqKmiyn5+nuWc7jjz+ev/zLv8zcuXNX1Hbaaad873vfy8Ybb7xWffcmu+xS5eyzytpNNyfX3dCYfgCArmc4CAAAgB6lra3OL37VPnjQ1PKZDBz45hXrZ555Ju9///vzn//5n3n22Wdf8/ssXrw406ZNyze/+c2cfvrp+ed//ufVPm6LLbbIAQccsGI9f/78fPKTn8xdd921ymOXLl2aCy+8MB/+8Ifz9NNPZ8CAARk0aNC6/DL7jJ///Oc566yz8rWvfS3Tp0/P4sWLX/Oxr7zySi644IK8853vzNSpU4uvvfe9781OO+3UJT1+5jOfyde//vVMnz79NUPCJ598Mt/85jfziU98IgsWLFhRP/vss7vNHY26wp57VHlrh5sizbo1mTylMf0AAAAAANA4i1ba4m9uSt71jipJ8tnPfjZvfrMsp6fqzlnOM888k09/+tPFMNimm26av/3bv83ixYvz1FNPrfE/zz33XKf21h188P1VNh1e1r79nToLFjjkDQB6o5ZGNwAAAABr48abkkcfbV9X1aD81V99I7/85Wfz2GOPJXn11Lmf//zn+fnPf57tttsuO+64Y4YMGZLW1tYsWLAgTz/9dGbPnp3W1tY1es1PfepT+cQnPrHi8Y899lg+/OEPZ8cdd8wuu+ySfv365cUXX8yf/vSnLFy4cMXzPv/5z+enP/1pUWNVL7/8ci644IJccMEFaW5uzg477JCtttoqQ4YMSVNTUxYsWJAnn3wyTzzxxGr/zM4444x85CMf6bL+Fi5cmPPPPz/nn39+BgwYkF122SVbbrllBg4cmJdeeilPPfVUHn/88VWeN378+Hz+85/vsr66iw99oMo119VZOb/93vfrHHZYMnyTqnGNAQAAAADQMCeekGy7zat7xIMGDco3v/nNfOYzn5Hl9FDdNcuZMWPGKgNmL774Yj784Q+v9ffaeuutc8EFF3RSZ93DkCFVPv2XyT/+U/sw0PMvJP/14zqf+6wMBwB6G8NBAAAA9Ci/+V15ktWuuyTjx2+VE074ab7+9a9nypTyliVPPvlknnzyyTf8vkOHDn3Nr+2///758pe/nK997WvFnWMee+yxFSHWypqbm/OZz3wmp59+en7605++4WvTrrW1NY888kgeeeSRN3zssGHD8slPfjKnn356qmrDBBhLlizJPffck3vuuec1HzNgwIB84hOfyDve8Y4N0lOjDRpU5QvnJF/8cvvP5vz5yb9/v87f/Y1gCQAAAACgL3rPu8r94a222io//akspzfo7lkOpZNOSCZNTqZNb6+dd0EyZnSdvffyZwIAvYnhIAAAAHqMu/9U5447y9q73lGlqanKoEGD8o//+I95z3vek1/96le56aabMn/+/Nf9fltssUVGjBiRY489NkcdddTrPvaUU07JTjvtlO9///uZNWvWah8zYMCAHHHEEfmLv/iL7Lnnnmv1a+urvv71r+fGG2/MjBkz8tBDD73hCYBVVWX33XfPuHHjMm7cuGy88cZd3uPpp5+efv365U9/+tPr9rfJJptk7Nixede73pUtt9yyy/vqTo44vMrxx9W5+pr22pTLkrGj6xw8SrAEAAAAANCXHHVksssuq+4Ny3J6pp6Q5fDaqqrKFz6XvO8DdZYsebVW18m/faPOj3+YtLTIcQCgt6jquq7f+GFrbu7cuZ357WCDq6oqm2yySZJk3rx56eQfEaCPcU0BOpvrCn3d3/1DWzF8sMXmyR9+W61207qtrS0PPvhgHnnkkcyfPz8vv/xyBgwYkMGDB2ebbbbJTjvtlK222mqd+njmmWdyxx135Pnnn09ra2uGDx+ezTffPPvvv38GDx68jr+6xuhO15UlS5bkkUceyVNPPZUXXnghixYtSltbWwYNGpQhQ4Zku+22y+67755BgwY1pL/FixfngQceyOzZs/Piiy9myZIl6devXzbffPPssssu2W233dLU1NSQ3rqDF+bUec/76ryyoL229VbJL35aZdAgwVJf0p2uK0Dv0JevK8OHD290C6vV1VlQX/4zB+hsrqkAncc1FVbvokvq/Ns3yp+HH/xHlX33eeN9YVlOz9NZWY5r6ob3P7+u84P/Kn+fP/nxKu96hwwHejrXVOi5OjsHMhwEHXiTBDqTawrQ2VxX6MueerrOO95dp62tvWbDev25rtCZLriozje+Vf4dOvOM5Avn9N2hqb7IdQXobH35umI4qO/9mQN0NtdUgM7jmgqrWr68zrvfV+fJp9prIw5Kvvt/7Qnz+lxTN7zly+t86KN1Hnq4vTZwYPLLn1bZZht5K/RkrqnQc3V2DuS/wgEAAOgRfn9uORg0aFBy2imN6wdY1WmnJAcdWNbOvyCZdasNaAAAAACA3uaaa1MMBiXJe99tyAC6o5aWKv/rC1WqlX5EFy9Ovvnt2iABAPQShoMAAADo9ua/XGfixLJ26oRkyBABE3QnTU1VvvS/qgwcWNa/9n/qLFokWAIAAAAA6C3qus7//Lrc991zj2TUyAY1BLyhffepcsbpZW3qLclV1zSkHQCgkxkOAgAAoNu78KJk0eL2dXNT8tazDQZBd7TddlU++uHy5/Opp5If/bfhIAAAAACA3mLqLcmDD5W19767SlXJb6A7+9iHq2y2WVn77vfqvPyyHAcAejrDQQAAAHRrS5fWOfe8cjP6uOOSrbcWLkF39Zazkv32LWt/+GNyx52CJQAAAACA3uBXvyn3e3fcITn6qAY1A6yxIUOqnPPpMmed82Lyg/+S4QBAT2c4CAAAgG7tiiuTOXPK2jvfZjAIurOmpipf/usq/fu31+o6+dd/q7NkiXAJAAAAAKAnu+feOrfdXtbe/c4qTU3yG+gJjjs2OeLwsnbhxcmdd8lwAKAnMxwEAABAt1XXdX77+3IT+sADkj33FC5Bd7fDm6p8+IPlz+oTTyT//VPBEgAAAABAT/bb35X7vJtvnpx8UoOaAdZaVVX5/GerDBxY1v/tG3WWLZPjAEBPZTgIAACAbmva9OThR8raO99uMAh6ire/Ndlrr7L2298nf7pHsAQAAAAA0BM980yda64ta285q0q/fvIb6Em23nrVQ94eeTT59W8b0w8AsP4MBwEAANBtdbxr0I47JIcf1qBmgLXW3Fzlb/66Sr9+7bW2tuRfvl5n6VIDQgAAAAAAPc0f/linta19vdHA5LRTG9cPsO7eclay+25l7We/qPPwIzIcAOiJDAcBAADQLT30cJ3pM8ra299WpanJyXPQk+y8U5UP/EX5c/voo6+GSwAAAAAA9Bwvv1znokvK2oQJybChshvoiVpaqnzxC1WaVvok8bJlyb/+W53ly+U4ANDTGA4CAACgW/rDueWG8yabJGNObkwvwPp51zuS3Xcva7/6dXLf/YIlAAAAAICe4uKJyaJF7eumpuRtbzEYBD3ZnntWecfbyto99yS/P7cx/QAA685wEAAAAN3O3Hl1Lru8rJ15ejJggIAJeqKWlipf/mKV5ub2Wmtb8i9fr7NsmQEhAAAAAIDubvnyOn88v9zPPeboZNttZDfQ033oA1Xe9Kay9uP/rvP44zIcAOhJDAcBAADQ7Vx0cbJ0Wfu6pSU54zThEvRku725yvveU9Yeeij55a8a0w8AAAAAAGvuxpuSZ58ta+94m+wGeoMBA6r8zV9XqVb6kV66LPnXf6vT2mpACAB6CsNBAAAAdCvLltU574Jyk/mkE5PNNhMwQU/3vvdU2XXXsvbzX9Z58CHBEgAAAABAd/aHP5b7uHvtmeyzd4OaATrdfvtWeevZZe3Ou5I/nteYfgCAtWc4CAAAgG7l6muSOXPK2lvPNhgEvUG/flW+/MUqzSvtSLW2Jv/69TrLlxsQAgAAAADojh54oM5tt5e1t55dparkN9CbfPTDVbbbtqz98Md1Zs+W4QBAT2A4CAAAgG6jruv8/txyc/mA/ZM9dhcuQW+x5x5V3vXOsnbf/clvfteYfgAAAAAAeH3nnl9mN5ttmhx/XENaAbrQwIFVvvzXZS67ZEnytf9Tp63NgBAAdHeGgwAAAOg27ro7ufe+sva2txgMgt7m/e+rstOOZe0nP6vz8MOCJQAAAACA7mTevDqXX17WTj+tSr9+8hvojQ48oMrZZ5a1225PzrugIe0AAGvBcBAAAADdRse7Bm2zdXLUkQ1qBugyAwa8evJc00o7U8uWJf/8tTrLlxsQAgAAAADoLi6emCxd1r5uaUnOOK1x/QBd72MfqbLNNmXtP39Y54nZMhwA6M4MBwEAANAtPPNsneuuK2tnn1WludnJc9Ab7bN3lXe8razdf3/yi/9pTD8AAAAAAJRaW+ucf2E5DHDi8cmmm8puoDcbNKjKl/5X+XO+ZEnyL1+r09pqQAgAuivDQQAAAHQL511Qp7Wtfb3RwGTCuMb1A3S9D32gyk47lrWf/7LOffcLlgAAAAAAGu2mm5PnnitrZ59lMAj6gpEjqpx1Rlm7867kd39oSDsAwBowHAQAAEDDLVpU56KLy9r4ccnQoQIm6M0GDKjyt1+u0rzSDlVra/LVf62zbJkBIQAAAACARjrvgnKfds89kr33kt1AX/GJj1XZbtuy9uP/rvPIozIcAOiODAcBAADQcFMuS155pay95WzhEvQFe+5Z5X3vLWsPP5L85neN6QcAAAAAgOTxJ+pMn1HWzjpDdgN9yUYbVfmbL1WpVvrRX7rs1UPeli83IAQA3Y3hIAAAABqqruv84Y/l5vERhydv2l7ABH3F+95TZbc3l7Wf/bzOE7MFSwAAAAAAjXB+h7sGDRuWnHhCg5oBGuaA/au87a1l7d77kv/5dWP6AQBem+EgAAAAGmrmrOSxx8vaW901CPqUfv2q/PVfVWlaaadq6bLkG9+qU9cGhAAAAAAANqRFi+pMmlzWThmfDBggv4G+6KMfqrLjDmXtpz+v88ADMhwA6E4MBwEAANBQfzy/3DTeacdk1MgGNQM0zJ57VnnLWWVt5qxk8pTG9AMAAAAA0FdddkXyyoL2dVUlZ5xuMAj6qgEDqvx/Xy4PeWttTf75a3WWLTMgBADdheEgAAAAGuaZZ+rceFNZO+vMKlUlYIK+6MMfrLLllmXt379fZ+48wRIAAAAAwIZQ13XOu6Dckz380GTbbWQ30JftvVeVd7+rrD300Kt3EAIAugfDQQAAADTMBRfVaWtrXw8alIwd3bh+gMYaNKjK588pA+aX5r86IAQAAAAAQNe7485XP/C/sjPPNBgEJB94X5Vddylrv/p18qd75DgA0B0YDgIAAKAhliypc8nEsjZuzKvDAUDfddQRVY47tqxNuSyZPkOwBAAAAADQ1TreNWi7bZNDD25QM0C30r9/lb/9cpXm5vZaa1vy1X+ts2SJHAcAGs1wEAAAAA1x1TXJvJfK2llnGAwCknM+U2XI4LL2jW8JlgAAAAAAutKcOXWuva6snXF6laYm+Q3wqt12q/L+95XXhMceT3703zIcAGg0w0EAAAA0xHnnlxvEo0YmO+4oXAKSzTer8vGPlteDJ59KfvYLwRIAAAAAQFe5eGKyfHn7un//ZMK4xvUDdE/vfXeyx+5l7Xd/SO66W44DAI1kOAgAAIAN7k/31Lnn3rLmrkHAyk47Ndlv37L2698mDz0sWAIAAAAA6GzLl9e58KJy//Xkk5Jhw+Q3QKmlpcr/9+Uq/fq11+o6+dq/1VmyRI4DAI1iOAgAAIAN7rwLyk3hrbZKjji8Qc0A3VJTU5X/9YUqLS3ttdbW5N++UaetTbAEAAAAANCZbrw5ef6FsuZgN+C17LJzlQ99oLxGPPpY8rNfynAAoFEMBwEAALBBzZ1X58qrytoZp1VpaREwAaVddq7y7neWtbv/lFxwUWP6AQAAAADorS66uPxA/z57J3vsLrsBXts73pbssXtZ+/Wvk/sfMCAEAI1gOAgAAIAN6pKJybJl7et+/ZJTJjSuH6B7e997qmy/fVn7wX/Vef55wRIAAAAAQGd4+uk606aXtTNOMxgEvL6Wlipf/usqzc3ttda25F+/Xmf5cjkOAGxohoMAAADYYJYvr3P+heVG8IknJMM3ETABqzdgQJUvfqG8RixcmHzn34VKAAAAAACd4ZJL69QrbbkOGZwcf1yjugF6kjfvWuV97ylrDzyY/Pq3jekHAPoyw0EAAABsMDfenDz3XFk7+0yDQcDrG3FQlfFjy9o11ybTphsQAgAAAABYH8uX17nk0rI2ZnQycKD8Blgz73tPlZ13Kms//XmdRx+T4wDAhmQ4CAAAgA3m/AvKDeC99kr22lO4BLyxT32iysbDytr//W6dpUsFSwAAAAAA6+rmqcmcOWXttFNlN8Ca69evypf/ukrTSp9IXrYs+dev12ltleMAwIZiOAgAAIAN4skn68yYWdbOOkO4BKyZjTeu8vGPlteMJ55IfveHBjUEAAAAANALXHRJ+cH9ffZOdt1FfgOsnb33qvL2t5a1u/+U/PG8xvQDAH2R4SAAAAA2iI7h0tChyQnHNaYXoGeaMP7VO46t7Ge/qPPMM06dAwAAAABYW888W+eWaWXNXYOAdfWhD1TZfruy9l//XefJp+Q4ALAhGA4CAACgyy1bVufSyWVt7OhkwAABE7DmmpqqfOGcKtVKl44lS5Lv/odQCQAAAABgbU28tE5bW/t68GAHuwHrbuDAKl/6Ypn/Ll6c/Ns36tS1LAcAuprhIAAAALrc9Tcmc+eWNSfPAetizz2qnHF6Wbvu+uTmW4RKAAAAAABravnyOhMvLWujT0422kh+A6y7Aw+ocuYZZW3mrOTiiQ1pBwD6FMNBAAAAdLmLLi4/tL//fsnOOwmXgHXzkQ9V2WTjsvbt79RZssSAEAAAAADAmrhlWvLc82XttFNkN8D6+8RHq2y1VVn79+/Xee45OQ4AdCXDQQAAAHSp2bPrzJhZ1k531yBgPQwbWuUTHy+vI08+lfzmdw1qCAAAAACgh7nokvJD+nvtmez2ZvkNsP4GDaryxS+U15OFC5NvfrtOXRsQAoCuYjgIAACALnXxxHKDd+jQ5LhjG9QM0GuMG5Psu09Z+8X/1HnqaaESAAAAAMDree65OjdPLWvuGgR0pkMPqTJ+bFm78abkuhsa0w8A9AWGgwAAAOgyy5bVuXRyWRs3JhkwQMAErJ+mpipfOKdK00q7W0uXJj/4L8NBAAAAAACvZ+KkpK2tfb3RRsmJJzSuH6B3+stPVdl0eFn7znfrLFwoywGArmA4CAAAgC5z/Y3J3Lll7bRTDQYBnWO33aqcdUZZu+rq5K67hUoAAAAAAKvT2lrn4onlHurok5JBg+Q3QOcaNrTKp/+yvLY893zy3z+V4wBAVzAcBAAAQJe58KJyY/eA/ZOddhQuAZ3ng++vMnRoWfuP/6xT14IlAAAAAICOpk1PnnuurDnYDegqJ52QHDyqrP3hj8n9D8hxAKCzGQ4CAACgS8yeXWfmrLJ2unAJ6GTDhlX5i/eW15Y770quu75BDQEAAAAAdGMXXVx+IH+P3ZM9dpffAF2jqqp8/pwq/fu119rakv/zrTqtrQaEAKAzGQ4CAACgS1w0sdzMHTYsOfaYBjUD9GpnnZFss01Z+88f1lm2TKgEAAAAAPBnzz9f56aby5q7BgFd7U3bV3nve8przT33JBdd0qCGAKCXMhwEAABAp1u2rM6lk8rauDHJgAECJqDz9e9f5eMfKa8vs59MLry4QQ0BAAAAAHRDEyclrW3t640GJief2Lh+gL7j3e9M3vSmsvbD/6ozZ46D3gCgsxgOAgAAoNNdd0Myb15ZO/UUg0FA1znh+GTvvcraT39W5+WXhUoAAAAAAG1tdS6ZWO6XnnRSMmiQ/Aboev37V/mrz5XXm1cWJP/+n3IcAOgshoMAAADodBddXG7iHnhAstOOwiWg61RVlU99orzOvDQ/+Z9fC5UAAAAAAKbPSJ55tqyd7mA3YAMaOaLKmJPL2uVXJNNnyHIAoDMYDgIAAKBTPTG7zsxZZe004RKwARywf5Vjji5rfzg3eeYZoRIAAAAA0LdddEm5T7rbm5M99mhQM0Cf9alPVBkypKx96zt1li6V5QDA+jIcBAAAQKe6uEO4NGxYcuwxDWoG6HM+/tEqzc3t66XLkh/9t0AJAAAAAOi7Xnyxzg03lrXTTq1SVQ53AzasTTet8omPldeeJ55IfveHBjUEAL2I4SAAAAA6zdKldS6dVNbGjUkGDBAuARvGDm+qcsZpZW3K5cl99xsQAgAAAAD6psmXJa2t7euBA5OTT2xcP0DfduqEZK+9ytrPf1nn2edkOQCwPgwHAQAA0GmuvyGZ91JZO+0Ug0HAhvX+v6gyeHBZ+/FPBEoAAAAAQN9T13UmXlrujx5/bDJkiPwGaIympipf+GyVlW9etnhx8r3/kOUAwPowHAQAAECnueiScsP2wAOSHXcULgEb1vBNqrznXeW15+apyR13CpUAAAAAgL7lrruTxx4vaxPGy26AxtpzzyqnnVLWrrk2mT5DlgMA68pwEAAAAJ3iidl1Zs4qa6edKlwCGuMtZyXDh5e1//pxnboWKgEAAAAAfUfHuwZtv11ywP4NagZgJR/9cJVhw8rav3+/TmurLAcA1oXhIAAAADrFJRPLTdqNhyXHHt2gZoA+b6ONqrzvPeWA4m23JzNmNqghAAAAAIANbOHCOldeXdYmjK9SVQ53Axpv442rfOwj5fXooYeTSVMa1BAA9HCGgwAAAFhvy5fXmdxhk3bsmGTAAOES0Dinn5psuWVZc/cgAAAAAKCvuPraZNGi9nVTUzJuTOP6AejolPHJrruUtR/9d51Fi2Q5ALC2DAcBAACw3m6emsx5saxNGG8wCGis/v2rfOB95bXonnuTm25uUEMAAAAAABvQJRPLD9cfdkiy+ebyG6D7aG6u8qlPlNelOXOS3/yuQQ0BQA9mOAgAAID1dsmlZbi0917JLjsLl4DGGzc22X77svbTn7t7EAAAAADQuz3+eJ077yprEybIboDu55CDqxx6SFn79W/rvDBHlgMAa8NwEAAAAOvlhTl1pk4ta6cKl4BuoqWlyvs73D3o3vteveMZAAAAAEBvdcmk8kP1m2ySHHFYY3oBeCOf+niVppU+0bx4cfLfPzEcBABrw3AQAAAA62XS5KS1rX290cDkxBMa1w9ARyed4O5BAAAAAEDfsXx5ncmTy9rY0Um/fg53A7qnXXapMmFcWZs4KXnoYVkOAKwpw0EAAACss7quM7HDyXPHH58MGiRcArqPlpYqf/He8rp0z73J1Fsa1BAAAAAAQBeaekvy4tyyNmG87Abo3j70wSobDWxft7Ul//GfhoMAYE0ZDgIAAGCd3X5HMnt2WTtFuAR0QyefmGy/XVn7ibsHAQAAAAC90CWXlvue++yd7LyT/Abo3jbfrMq73lleq6ZNT26ZJssBgDVhOAgAAIB11jFc2uFNyX77NqgZgNfR0lLlfe/pcPege5KZsxrUEAAAAABAF5gzp87NN5c1B7sBPcU73pZsvnlZ+/4P6rS2GhACgDdiOAgAAIB18sorda6+pqydMqFKVQmYgO5p9MnJttuWtV/9RpgEAAAAAPQeky9LWtva1wMHJicc37h+ANbGRhtV+ciHyrz5oYdfvbYBAK/PcBAAAADr5IorkyVL2tfNzcnY0Y3rB+CNtLRUedfby0Bp+ozkvvsNCAEAAAAAPV9d17l0UrnfecJxyeDBDnYDeo6xo5Nddy1rP/lZnaVL5TkA8HoMBwEAALBOLrm03Hw98ohk002FS0D3Nm5sMnx4WXP3IAAAAACgN7j3vuSxx8va+HGyG6BnaW6u8omPlteuZ59NLrqkQQ0BQA9hOAgAAIC19uBDde69r6ydMl64BHR/AwZUeevZ5fXqmmuTJ580IAQAAAAA9GyTJpf7nNtumxywf4OaAVgPhx6SHHhAWfv5L+ssXCjPAYDXYjgIAACAtdbxrkGbb54ccnCDmgFYS2eengwa1L5ua0t+8zthEgAAAADQcy1dWueKq8ra2NFVqsrhbkDPU1VVPvrh8vo1d25y7nkNaggAegDDQQAAAKyVpUvrXHZ5WRs3NmlpES4BPcPQoVVOP7WsXTopefFFA0IAAAAAQM908y3J/PllbczoxvQC0Bn236/KEYeVtV//ps78+fIcAFgdw0EAAACsletvWDVcOmWcwSCgZ3nbW6q0tLSvly5L/nCeMAkAAAAA6JkmTy73Nw/YP9luW/kN0LN95EPldeyVBcmvfyvPAYDVMRwEAADAWrnk0nKzdcRByXbbCZeAnmWLLapVTs08//xkwQKBEgAAAADQs8ydV+emqWVt3BjZDdDz7bZblRNPKGt/+GPywhx5DgB0ZDgIAACANfb003Wmzyhrp4wXLgE907veXqVa6RL2yoLkwosb1w8AAAAAwLq48qqktbV93b9/ctyxjesHoDN9+INVmlf6tPOSJckvfmk4CAA6MhwEAADAGrt0crnJOmRwcuwxDWoGYD3tuGOVo44sa78/t87SpQIlAAAAAKDnmNQhvznm6GTIEIe7Ab3Dm7avMn58WbvokuSpp+U5ALAyw0EAAACskdbWOhMnlbWTT04GDBAuAT3Xu99ZXsNeeCG57IoGNQMAAAAAsJYefqTOffeXtXFjZDdA7/KB91Xp3699vXx58pOfGQ4CgJUZDgIAAGCNzJiZPPdcWTtlvHAJ6Nn23afKgQeUtd/8tk5dC5QAAAAAgO5v8mXlXuZmmyWjRjaoGYAusuWWVc48s6xNuSx5/HF5DgD8meEgAAAA1sgll5Ybq7u9Odljd8NBQM/37neV17LHHn91IBIAAAAAoDtrba1z2eVlbczJSXOz/Abofd7zriobbdS+ruvk1781HAQAf2Y4CAAAgDf00kt1rr+hrJ0yQbAE9A6HHZLstFNZ+8MfhUkAAAAAQPc2c1bywgtlbexo+Q3QOw3fpMpbziprky9Lnn9epgMAieEgAAAA1sAVVybLl7ev+/dLTj6pcf0AdKaqqvKWM8vA/OapyezZwiQAAAAAoPuaNKXcw9x992SXXQwHAb3XW8+u0r9f+3r58uS3f5DnAEBiOAgAAIA10DFcOvqoZNhQ4RLQe4wZnQwZ3L6u6+S8C4RJAAAAAED3tGBBneuuL2vjxshugN5t002rjB9f1i66KJk/X6YDAIaDAAAAeF0PP1Ln3vvK2rixwiWgd9looyoTJpS1iZOShQuFSQAAAABA93P1tcmSJe3r5ubkpBMb1w/AhvKud1RpXunTz4sWJ388v3H9AEB3YTgIAACA1zW5w12DNtssOXhUg5oB6EJnnVGlWmn2ccGCZPJljesHAAAAAOC1dMxvDj8sGb6Jw92A3m/bbaqccEJZO/ePdRYtcuAbAH2b4SAAAABe0/LldaZcXtbGjE6am4VLQO+z3bZVjjyirP3xvDptbcIkAAAAAKD7eOrpOrfdXtbGjZHdAH3He95VXvNemp9ccmmDmgGAbsJwEAAAAK9p+sxkzpyyJlwCerO3nFVe4x57PJkxs0HNAAAAAACsxpQOdzwfOvTVOwcB9BW77lLliA7Xvd/8rs6yZQ58A6DvMhwEAADAa5o8udw83XOPZOedDAcBvdfIEclOO5W1c/8oSAIAAAAAuoe6rjN5SrlnedKJSf/+8hugb3nPu8vr3nPPJVdc2aBmAKAbMBwEAADAas1/uc71N5S1cWMFS0DvVlXVKncPuvmWZPZsA0IAAAAAQOPdeVfy5FNlbdwY+Q3Q9+y/X5X99ytrv/pNnbY2mQ4AfZPhIAAAAFbrqquTpcva1y0tyUknNK4fgA1lzMnJkCHt67pOzrtAkAQAAAAANN6kDncN2uFNyV57NqgZgAZ7b4e7Bz36WHLDjQ1qBgAazHAQAAAAqzVpchkuHXVEsvHGTp4Der+NNqpyyviyNnFSsnChASEAAAAAoHGWLKlz1dVlbdzYKlUlvwH6psMOTXbdtaz98td16lqmA0DfYzgIAACAVTz+eJ27/1TWxo4VLAF9x1lnVlk5T1+wIJk0uXH9AAAAAADccOOre5V/VlXJ6JMb1w9Ao1VVlfe8q8yx77knuePOBjUEAA1kOAgAAIBVTLqsPElp+PDksEMa1AxAA2y7TZWjjihrF17spDkAAAAAoHEmTSn3J0cclGy1pcPdgL7t+GOTbbYua7/5nTwHgL7HcBAAAACF1tY6U6aUtdEnJS0twiWgbznrzPK69/AjWeWuagAAAAAAG8KcOXWmTS9r48bKbgBaWqq87a3l9fCGG5PHHzcgBEDfYjgIAACAwqxbk+eeL2tjxwiXgL5n5Ihk223L2iUTBUkAAAAAwIZ32RVJW1v7eqOByTFHNa4fgO5kwrhkyJCy9ts/yHQA6FsMBwEAAFCYNLncJN3tzclubzYcBPQ9TU1VThlfXv+uvCpZuFCYBAAAAABsOHVdZ/KUcl/yuGOTQYPkNwDJq9fDM08va5OnJHPnynQA6DsMBwEAALDCggV1rr2+rI1z1yCgDxs/LmleaQdt0eLkiqsa1w8AAAAA0Pc8+GDy0MNlbdxY+Q3Ays4+q0pLS/t66dLkvAsMBwHQdxgOAgAAYIWrr02WLGlfNzcnJ5/UuH4AGm3zzaoccXhZu/gSQRIAAAAAsOFM6nDXoK22Sg48oEHNAHRTm29WZfTJZe38C5OlS+U6APQNhoMAAABYYdLkcmP08MOS4cOdPAf0badMKK+D99ybPPCgIAkAAAAA6HrLl9e57IqyNubkpKlJfgPQ0TveWl4b581Lrr6mIa0AwAZnOAgAAIAkyZNP1rn9jrI2boxgCeDQQ5ItNi9rl0w0HAQAAAAAdL1bpr364faVjZXfAKzWLrtUGXFQWTvvApkOAH2D4SAAAACSJJMvKzdFNx6WHHF4g5oB6EZaWqqMH1fWplyeLFkiTAIAAAAAutakKeU+5D57Jzu8yXAQwGs564zyGnn3n5J775PpAND7GQ4CAAAgbW11Jk8payedmPTrJ1wCSJJTxlepVrokvvJKcs21jesHAAAAAOj95r9c58abyto4dw0CeF1HHZlsuUVZc/cgAPoCw0EAAADk9juSp58pa+PGCpcA/mybbaqMGlnWLp4oSAIAAAAAus5VVyXLlrWv+/VLTji+cf0A9AQtLVVOO7XMuq+4MnnpJbkOAL2b4SAAAAAyaXK5EbrzTskeuzemF4Du6tRTyiDpttuTx58QJAEAAAAAXWPSlHL/8cgjkmHDHO4G8EZOOyVpaWlfL12aTJzUuH4AYEMwHAQAANDHLVxY5+prytq4sVWqSrgEsLKjjkg22bisXXKp4SAAAAAAoPM9/kSdu/9U1saNkd0ArIlNN61y/HFl7fwL67S2ynUA6L0MBwEAAPRx116fLFrcvm5qSkaf3Lh+ALqr/v2rjB1T1iZNTpYtEyQBAAAAAJ1rcoe7Bm2ySXLoIY3pBaAnOuuMcqDy6aeTW6Y1qBkA2AAMBwEAAPRxHcOlQw5ONt/MyXMAq3PKhPL6OHducuNNDWoGAAAAAOiV2trqTLm8rI0+KWlpkd8ArKl990l2e3NZO+8CB74B0HsZDgIAAOjDnnmmzqxby9q4sYIlgNey045V9t+vrE2+TJAEAAAAAHSe225Pnn22rI0bI78BWBtVVeXsM8tr59Rbktmz5ToA9E6GgwAAAPqwyZcl9Up7n0OGJEcd0bh+AHqCCePLIOnmqcm8eYIkAAAAAKBzTJpc7jfuukvy5je/xoMBeE0nnZgMHVrWzr9IpgNA72Q4CAAAoI+q6zqTp5QbnyedkAwY4OQ5gNdz3DFJ//7t69bW5KprGtYOAAAAANCLLFxY55pry9rYMVWqSn4DsLYGDqwyflxZm3hpsnixASEAeh/DQQAAAH3UnXcls58sa2PHCJYA3sjgwVWOPrKsXXa5EAkAAAAAWH/X3ZAsWty+bmpKRp/UuH4AerozTysz8FdeSS6/okHNAEAXMhwEAADQR03qcNegN70p2WfvBjUD0MOMPrkMku66O5k924AQAAAAALB+Jk0u9xkPOTjZbDOHuwGsq+23r3LYoWXtwotlOgD0PoaDAAAA+qAlS+pcdXVZGz+2SlUJlwDWxKGHJJtsXNYuc8ocAAAAALAenn2uzqxby9q4MbIbgPV15unltfTe+5L7HzAgBEDvYjgIAACgD7ruhmTBgvZ1VSVjTm5cPwA9TUtLlRNPKGtTLqtT14IkAAAAAGDdXHZ5svIW45DByVFHNq4fgN7isEOTLbcoaxddItMBoHcxHAQAANAHTZpcbnSOGplsuaWT5wDWxpjR5XXzyaeSu//UoGYAAAAAgB6trutV8pvjj08GDJDfAKyv5uYqE8aXtcuvSBYtMiAEQO9hOAgAAKCPef75OjNmlrVxYwRLAGtrrz2T7bcva5ddLkQCAAAAANbePfcmjz9R1uQ3AJ1nwrgq1UqX1QULkquvaVg7ANDpDAcBAAD0MVMuT9ra2teDBiXHHN24fgB6qqqqMrbD3YOuvCpZtsyAEAAAAACwdiZNKfcVt9s22W/fBjUD0AttvXWVQw4uaxdPlOkA0HsYDgIAAOhD6rrOpMnlBucJxyUDBzp5DmBdnHxSuX5pfnLL9Mb0AgAAAAD0TEuX1rniyrI2dkyVqpLfAHSm004tr6t33pU8/IgBIQB6B8NBAAAAfcg99yaPPV7Wxo0VLAGsq+22rVY5vXPKZUIkAAAAAGDN3Tw1efnlsjZmdGN6AejNjjw82XR4WZt4qVwHgN7BcBAAAEAfMmlKubG57bbJ/vs1qBmAXmLMyeWQ5Y03Jq+8IkgCAAAAANZMx/zmwAOSbbdxuBtAZ2tpqTJ+XFm77Ipk+XK5DgA9n+EgAACAPmLp0jpXXFnWxo2pUlXCJYD1ccLxSUtL+3rpsuSaaxvXDwAAAADQc8ydV+fmqWVt7BjZDUBXGT+2vMbOnZtMm96gZgCgExkOAgAA6CNuvCl5+eWyNnZ0Y3oB6E2GDaty+GFlbcrlTpgDAAAAAN7YFVcmra3t6wEDkuOPbVw/AL3dDjtU2XuvstbxDm4A0BMZDgIAAOgjJk0uNzQPOjDZZhsnzwF0hrGjy+vprbdAeNX0AAEAAElEQVQlzzwrSAIAAAAAXl/HD6Qfc3QyeLD8BqArjetw96AbbkzmvyzXAaBnMxwEAADQB7z4Yp1bppW1cWMESwCd5fDDkiFDytpVVzemFwAAAACgZ3j44Tr331/W5DcAXe/E45N+/drXy5bJdQDo+QwHAQAA9AGXXZG0trWvNxqYHHds4/oB6G36969yfIfr6tXXOmEOAAAAAHhtky8r9xA33zwZOaJBzQD0IcOGVTny8LI2eYpcB4CezXAQAABAL1fXdSZNLjcyjz02GTTIyXMAnen448rr6j33JE8/LUgCAAAAAFa1fHmdKZeXtdEnJ83N8huADWHs2PJ6e9fdyeNPyHUA6LkMBwEAAPRyDzyYPPRwWRs/VrAE0NlGHJRsPKysXX1tY3oBAAAAALq3mbOSOXPK2tjR8huADeWwQ5JNNilr7h4EQE9mOAgAAKCXu7TDXYO23io58IAGNQPQi7W0VDnmmLJ21dVCJAAAAABgVZM6fAB9j92TXXY2HASwobS0VDn5xLI25fKkrU22A0DPZDgIAACgF1u2rM4VV5S1MaOTpibhEkBXOOG48vp6733Jk08JkQAAAACAdgsW1Lnu+rI2bqzsBmBD63jtffbZ5LbbG9QMAKwnw0EAAAC92M1Tk3kvlbVxY4RLAF3loAOTTTYua9dc25BWAAAAAIBu6uprkqVL29fNzclJJzSsHYA+a7c3J7vuUtYmTXboGwA9k+EgAACAXqzjxuX++yXbb284CKCrtLRUOeaYsnbV1UIkAAAAAKDdpCnlnuERhyWbbCK/AdjQqqrK2A6Ha15zbbJokWwHgJ7HcBAAAEAvNXdunZumlrXxYwVLAF3thOPKa+199ydPPilEAgAAAACSJ5+qc/sdZW2s/AagYU4+KWla6dPUixYn117fuH4AYF0ZDgIAAOilLr8iaW1tXw8YkBx/XKO6Aeg7Djwg2WSTsnbVNY3oBAAAAADobqZcVq6HDUsOP7QxvQCQbL5ZlUMOLmuTJjv0DYCex3AQAABAL3Vphw3L445JBg928hxAV2tpqXLcMWXt6muESAAAAADQ19V1ncmXlXuFJ52Q9O8vvwFopHFjyuvwrFuTZ5+T7QDQsxgOAgAA6IUeeKDOgw+VtXFjBUsAG8oJx5fX3PsfSGbPFiIBAAAAQF92x53JU0+VNfkNQOMddWQyZHD7uq6Ty69oXD8AsC4MBwEAAPRCk6aUH0DfcstkxEENagagDzpg/2T48LJ29bWN6QUAAAAA6B4md8hvdtwh2XOPBjUDwAoDBlQ5/riydvmVDn0DoGcxHAQAANDLLFtW57LLy9rY0UlTk5PnADaU5uYqxx5T1q66WogEAAAAAH3VkiV1rrqmrI0dU6Wq5DcA3cHJJ5XX44ceSh5+WLYDQM9hOAgAAKCXmXpLMu+lsjZurGAJYEM74bjy2vvAg8njTwiRAAAAAKAvuv6GZMGC9nVVJWNOblw/AJQO2D/ZYvOydvlVch0Aeg7DQQAAAL3MpZPLDcr99k3etL3hIIAN7YD9k02Hl7Wrr2lIKwAAAABAg02aUuY3I0ckW24pvwHoLpqbq5x4Qlm74oqkrg0IAdAzGA4CAADoRebOq3PTzWVtvLsGATREc3OV444ta1dfI0ACAAAAgL7mhTl1ps8oa+PGyG8AupuTTyqvzU8/k9x1d4OaAYC1ZDgIAACgF7niyqS1tX3dv39y/HGN6gaAE44vQ6QHH0qemG1ACAAAAAD6kssuT9ra2tcbbZQcc3Tj+gFg9XbfLdnhTWXt8ivkOgD0DIaDAAAAepFJk8uNyWOPSYYMcfIcQKPst2+y6fCydv0NjekFAAAAANjw6rrO5CllfnP8sclGG8lvALqbqqpWuXvQVdcky5cbEAKg+zMcBAAA0Es88GCd+x8oa+PHCpYAGqm5ucpRR5W1628QIAEAAABAX/HAg8nDj5S1sWPkNwDd1Uknlut585IZMxvSCgCsFcNBAAAAvUTHU+e23CIZcVCDmgFghWOOKoP+u+5O5swxIAQAAAAAfcGkyeVe4NZbJQce0KBmAHhDb9q+yl57lrWrr5XrAND9GQ4CAADoBZYvrzPl8rI2Zsyrd6wAoLFGHJQMGtS+ruvkhpsa1w8AAAAAsGEsX17n8ivL2pjRSVOT/AagOzv+uPI6ff0Nr17TAaA7MxwEAADQC0y95dXbma9s3GjBEkB30L9/lcMPLWvX3yBAAgAAAIDebuq0VfObsWPkNwDd3fHHluv585OZsxrTCwCsKcNBAAAAvcCkKeWHzPfdJ9lhB+ESQHdxzNHlNXnmrGTBAgNCAAAAANCbTZ68an7zpu3lNwDd3TbbVNlrr7J21TVyHQC6N8NBAAAAPdy8eXVuvKmsjRsrWALoTg47NGlpaV8vW/bqXd8AAAAAgN5p3rw6N3TIb9w1CKDnOP7Y8pp9/Q3J8uUGhADovgwHAQAA9HBXXJUsX96+7t8/OeG4hrUDwGoMHlxl5Iiydt0NAiQAAAAA6K0uu2LV/ObE4xvXDwBrp2PmPn9+MnNWQ1oBgDViOAgAAKCHu3Ry+eHyY45Ohg518hxAd3PM0eW1+eapydKlBoQAAAAAoLep6zoTJ5V7f8ceI78B6Em23rrKXnuVtauukesA0H0ZDgIAAOjBHnq4zv33l7XxYwVLAN3RUUck1UqX6IULk1m3Nq4fAAAAAKBr3P9A8tBDZW3COPkNQE9zwnHltfv6G5Llyw0IAdA9GQ4CAADowSZ1uGvQ5psnI0c0qBkAXtdmm1XZZ++ydt0NAiQAAAAA6G0mXlru+229VTLioAY1A8A6O/7Ycj1/fjJzVmN6AYA3YjgIAACgh1q+vM5ll5e1saOT5mYnzwF0V8ccXV6jb7ghaWszIAQAAAAAvcWSJXUuu6KsjRubNDXJbwB6mq23rrLXXmXtqmvkOgB0T4aDAAAAeqhbpiUvzi1r48YIlgC6s6OPKtcvzk3+dE9jegEAAAAAOt/1NySvvFLWxo+V3wD0VCccV17Dr7/h1YM8AaC7MRwEAADQQ02aXG447rN3suOOwiWA7uxN21fZaaeydt31AiQAAAAA6C0mTir3+0aOSLbZRn4D0FMdf2y5nj8/mTmrMb0AwOsxHAQAANADvfRSnRtuKmvuGgTQM3S8e9B11yd1bUAIAAAAAHq6Z56tM2NmWZswXn4D0JNtvXWVvfcqa1ddI9cBoPsxHAQAANADXXFlsnx5+7p/v+SEExrXDwBr7tijyg8DzH4yeeTRxvQCAAAAAHSeyVOSlc8BGjI4OfboxvUDQOc4/rgy27n+hmT5cgNCAHQvhoMAAAB6oElTyo3Go49Khg118hxAT7DHHskWm5e1629oTC8AAAAAQOdoa6szcVKZ35x0YjJggPwGoKc7/thyPX9+MnNWY3oBgNdiOAgAAKCHefjhOvfeV9bGjRUsAfQUVVXl6KPK2nXXO10OAAAAAHqy225Pnn66rE0YL78B6A223rrK3nuVtauuke0A0L0YDgIAAOhhOt41aPPNk4NHNagZANbJMUeXHwq47/7khTlCJAAAAADoqSZeWu7v7bJzsuceDWoGgE53/HFltnPd9cny5bIdALoPw0EAAAA9yPLldaZcVtZGn5w0Nzt5DqAnOWD/ZPDgsjZ1amN6AQAAAADWzyuv1LnmurI2YXyVqpLfAPQWxx9Xrl9+Obn1tgY0AgCvwXAQAABADzJtevLi3LI2boxgCaCn6devWuWubzdNdbocAAAAAPREV16dLFnSvm5ufvVwNwB6j623qrLXXmXt2utkOwB0H4aDAAAAepBJU8rNxb32SnbeyXAQQE905OHl9Xv69GTpUiESAAAAAPQ0Ey8t9/WOPCIZvon8BqC3Ofbo8tp+3fVJa6tsB4DuwXAQAABADzF/fp0bbixr48cKlgB6qsMOTaqVLuOLFie339G4fgAAAACAtffwI3X+dE9ZmzBOfgPQGx17TLl+cW5y192N6QUAOjIcBAAA0ENccVWybFn7ul+/5MQTGtcPAOtn+PAqe+5Z1m662elyAAAAANCTXDqp3NPbbNPk0EMa1AwAXepN21fZdZeydu11sh0AugfDQQAAAD3EpMnlpuJRRybDhjp5DqAnO/Lw8jp+081JXQuRAAAAAKAnWL68zpTLy9qYMUlLi/wGoLc65uhyfe31sh0AugfDQQAAAD3AI4/WuefesjZ+rGAJoKc7/LBy/eRTyRNPNKYXAAAAAGDt3Dw1mTu3rE2Q3wD0ascdW17nn302ue/+BjUDACsxHAQAANADTJpSnjS02abJwaMa1AwAnWb33ZLNNy9rN01tTC8AAAAAwNqZOKnMb/bbN9lxR8NBAL3ZLjsn229X1q69zp2DAGg8w0EAAADd3PLldaZcVtbGjE5aWoRLAD1dVVU5/NCydtPNAiQAAAAA6O7mzKlz881lbcI42Q1Ab1dVVY49pqxde11jegGAlRkOAgAA6Oamz0zmzClrY8cIlwB6i8MPK6/pt9+RvPKKASEAAAAA6M6mXJ60trWvBw5MTji+cf0AsOEce0yZ7Tz+RPL447IdABrLcBAAAEA3N2lyuYm45x7JLjsbDgLoLUaNTPr1a1+3tibTZzSuHwAAAADg9dV1nYsnlvnN8ccmgwbJbwD6gj33SDbbrKzdcFNjegGAPzMcBAAA0I3Nf7nO9TeUtXFjBUsAvcmgQVUOOrCs3XSz0+UAAAAAoLu6487kiSfK2ikT5DcAfUVTU5UjDi9rsh0AGs1wEAAAQDd25VXJsmXt6379kpNOaFw/AHSNIw4vPzhw8y1JW5sQCQAAAAC6o4suKffudnhTsv9+DWoGgIY48ogy27nzzmT+fNkOAI1jOAgAAKAbu3RyuXl45BHJxhs7eQ6gtzn8sHI9b15yz70NaQUAAAAAeB0vv1zn6mvK2ikTqlSV/AagLxk1IhkwoH3d2pZMvaVx/QCA4SAAAIBu6uGH69xzT1kbN0awBNAbbbdtlR13KGs3T3W6HAAAAAB0N5dfmSxd2r5uaUnGjWlcPwA0xsCBVUaNLGs33iTbAaBxDAcBAAB0UxMnlRuHm22aHHpIg5oBoMsdcXi5vmlqY/oAAAAAAF7bJRPL/OaoI5Phwx3uBtAXHXlEef2fOi1ZtsyAEACNYTgIAACgG1q2rM6Uy8ra2DFJS4twCaC3Ovyw8hp///3JCy8IkAAAAACgu7j3vjr3P1DWTp0guwHoqzoe/LZgQXL7HY3pBQAMBwEAAHRDN96UzHuprE0YL1wC6M323y8ZMris3ezuQQAAAADQbXS8a9BWWyWjRjaoGQAabvPNquy5R1m78SYHvwHQGIaDAAAAuqFLLi03DPffL9nhTYaDAHqzlpYqhxxS1m6aKkACAAAAgO5g0aI6l19Z1iaMq9LcLL8B6MuOPKJ8H7jx5qSu5TsAbHiGgwAAALqZ556rM216WTvFXYMA+oTDDyuv9zNnJcuXC5AAAAAAoNGuuTZZsKB9XVXJhPGN6weA7uGoI8r1U08ljz7WmF4A6NsMBwEAAHQzk6YkbW3t6402So4/rlHdALAhHXpwuV64MLnr7sb0AgAAAAC0u3hieYjPoYckW23pcDeAvu7Nb0623LKs3XhTY3oBoG8zHAQAANCNtLXVmTipDJdOOiHZaCPhEkBfsOmmVXbfrazdMt2dgwAAAACgkR59rM4dd5a1UyfIbgBIqqrKEYeXtRtvku0AsOEZDgIAAOhGbrv91duMr2zCeOESQF9ySIe7B90yrTF9AAAAAACvuqTDXYOGD88qHwQHoO868ogy07/r7mTuPANCAGxYhoMAAAC6kY53Ddppx2SfvRvUDAANceghZYB0//3J3LkCJAAAAABohGXL6kyeUtbGjU369XO4GwCvGnFgstHA9nVdJ1OnNqwdAPoow0EAAADdxCuv1Lnm2rI2YXyVqhIuAfQl++6TbLRRWZs2vTG9AAAAAEBfd8ONybyXytop42U3ALQbMKDKqFFl7cabHPwGwIZlOAgAAKCbuOLKZMmS9nVzczJ2dOP6AaAx+vWrMmpEWZs2XYAEAAAAAI1w8cRyb+7AA5Id3mQ4CIDSUUeW7w23TE+WLpXvALDhGA4CAADoJiZOKjcGjzwiGT5cuATQFx1yyKoBUlubAAkAAAAANqSnn64zfUZZO2WC7AaAVR1xWFKt9BaxaFFy2+2N6weAvsdwEAAAQDfw0MN17rm3rJ0yXrgE0FcdcnC5njcvuf+BhrQCAAAAAH3WpZPr1Cud2TNkcHL8sY3rB4Dua/jwKnvvVdZuuNHBbwBsOIaDAAAAuoGJl5abgptttuoHwwHoO7bbtsr225e1adMb0wsAAAAA9EWtrXUmXlrWRp+cDBjgcDcAVu/II8r3iJunJnVtQAiADcNwEAAAQIMtXVpn8mVlbdyYpKVFuATQlx12SLm+ZZrwCAAAAAA2lGnTk+eeL2unTpDdAPDajji8XD/9TPL4443pBYC+x3AQAABAg11/QzJ/flmbMF64BNDXHXpI+V5w193JK68YEAIAAACADeHiieVe3B67J7vtJr8B4LXtukuyxeZl7eZbGtMLAH2P4SAAAIAG6xguHXRg8qbthUsAfd2BByT9+rWvW1uTmbc2rh8AAAAA6CvmzKlz401lzV2DAHgjVVXlsEPL2tRbHPwGwIZhOAgAAKCBnnq6zoyZZU24BECSbLRRlQP2L2vTpgmQAAAAAKCrTZz06mE9fzZwYHLySY3rB4Ce47DDyrz/ttuThQvlOwB0PcNBAAAADTTx0nITcMiQ5NhjGtQMAN3OIQeXAdIt05K6FiABAAAAQFdpba1z0cXlHtwJxyeDBzvcDYA3NmpE0tzcvl6+PJk5q3H9ANB3GA4CAABokOXL61w6qayNOTkZMEC4BMCrDjukXD/zbPLEE43pBQAAAAD6gmnTX92HW9kZp8luAFgzgwdXOWD/sjb1Fge/AdD1DAcBAAA0yLTpyfMvlLVTJgiXAGi3887JFpuXtanTGtMLAAAAAPQFF3a4a9DuuyV77dmgZgDokQ47tMz9b74lqWsDQgB0LcNBAAAADXLxxHLzb889kt3ebDgIgHZVVeWQDncPmjZdeAQAAAAAXeHZ5+rcdHNZO/20KlUlvwFgzR12aLl+7rnkkUca0wsAfYfhIAAAgAaYM6fOTTeVNXcNAmB1Djm4fH+49bZkyRIDQgAAAADQ2S6ZWKetrX09aFBy8omN6weAnmnnnZKttiprU6c1pBUA+hDDQQAAAA0waUrSulK4NHCgcAmA1Tt4ZNK00i7ekiXJ7Xc0rh8AAAAA6I2WL69z0SVlbfTJyaBBDncDYO1UVZXDO9w96OapDn4DoGsZDgIAANjA6rrOJRPLjb8Tjk8GDxYuAbCqYcOq7LVnWZs2XYAEAAAAAJ3pxpuTOXPK2umnym4AWDeHHVq+h9xxZ7JggXwHgK5jOAgAAGADu+32ZPaTZe3UCcIlAF7bIQeX6xkzG9MHAAAAAPRWF15UfmB7n72T3d4svwFg3Yw4KOnXr33d2irfAaBrGQ4CAADYwDreNWinHZN992lQMwD0CKNGlh9CePChZO5cp8sBAAAAQGd48qk606aXtTNOMxgEwLobNKjKgQeUtZunynYA6DqGgwAAADag+S/XufrasnbKhCpVJWAC4LXts3ey0UZlbeasxvQCAAAAAL3NRReXH9YeMiQ54fgGNQNAr3HYoeXnAKZOS+ragBAAXcNwEAAAwAZ0+RXJ0qXt65aWZMzoxvUDQM/Q0lLloA6ny82YKTwCAAAAgPW1dGmdiZPK2vixyYABDnYDYP0cfmi5fuGF5MGHGtMLAL2f4SAAAIANpK7rXHxJ+UHuo49Khm8iXALgjY0aWb5fTJ/pdDkAAAAAWF/XXZ/Mm1fWTj9VdgPA+nvTm5JttilrU29pTC8A9H6GgwAAADaQ++5f9RSgUycIlwBYM6NGletnn02efLIxvQAAAABAb3HBReUBPAcekOy4o/wGgPVXVdUqdw+aeouD3wDoGoaDAAAANpBLJpabfFtvlYwa2aBmAOhxdt4p2WzTsjZjZkNaAQAAAIBe4dHH6tx2e1k74zSDQQB0nsMPK99X7rormf+yASEAOp/hIAAAgA1g0aI6l19Z1iaMr9LUJGACYM1UVbXKUOmMmcIjAAAAAFhXF3a4a9AmmyTHHN2YXgDonQ46MOnfr33d2pZMn9GwdgDoxQwHAQAAbADXXJssWNC+rqpk/LjG9QNAzzRqZDlUOvPWpLXVgBAAAAAArK0lS+pMmlLWJoxL+vd3sBsAnWfgwCoHHVTWbpkm2wGg8xkOAgAA2AAunlhu7h16SLLVlsIlANbOyBHl+uWXk/sfaEwvAAAAANCTXXV18sorZe20U2U3AHS+ww4t31+mT0/q2oAQAJ3LcBAAAEAXe+yxOnfcWdZOnSBcAmDtbblllR13KGszZjamFwAAAADoyS64qPxQ9iEHJ9ttK78BoPMdMqpcP/9C8uhjjekFgN7LcBAAAEAXu+iSMlwaPjw54vAGNQNAjzdqZLmeMdPJcgAAAACwNh54oM7dfyprp59mMAiArrHDDsmWW5a16dMb0wsAvZfhIAAAgC60ZEmdSVPK2rgxSb9+AiYA1s2okeV7yB13JosXGxACAAAAgDV14cXlftrmmydHOtgNgC5SVdUqdw+6ZbpsB4DOZTgIAACgC119bTJ/flk77RSDQQCsu4MOTJpW2tVbtiy5866GtQMAAAAAPcqCBXWmXF7WTp2QtLTIbwDoOoccUr7P3Hb7q4eNAkBnMRwEAADQhS68qNzMGzUy2X574RIA627IkCp77VnWps8UHgEAAADAmpg8JVm0qH3d1JScMkF2A0DXGjUiqVZ6u1myxOFvAHQuw0EAAABd5OGH61U28844TbgEwPobNbJcz5jZmD4AAAAAoCep6zrnX1getHPkEclWW8pvAOhaw4ZV2bPD4W/TZjj8DYDOYzgIAACgi1x4cbmRt9mmyVFHNqgZAHqVUSPLDys88EAyb54ACQAAAABez6xbk0cfK2tnnWEwCIAN45BR5XratMb0AUDvZDgIAACgCyxaVGfyZWVtwvikpUXABMD622fvZODA9nVdJ7Nua1g7AAAAANAjnHdBecDODm9a9S7dANBVDjm4/LzAgw8lc+Y4/A2AzmE4CAAAoAtceXWyYEH7uqqS004xGARA5+jfv8qBB5S1GTOFRwAAAADwWp57rs4NN5S1M8+oUlXyGwA2jH32TgYNKmszZjamFwB6H8NBAAAAXeDCi8sPaB96SLL11sIlADrPqJHl+4rwCAAAAABe24UX12lta19vNDAZN6Zx/QDQ97S0VBl5UFmbNsPhbwB0DsNBAAAAnez+B+rcc09ZO+M0g0EAdK5RI8v1U08lTz4lQAIAAACAjpYtq3PxJWVt9MnJkCHyGwA2rIMPLt97pk9P6lq+A8D6MxwEAADQyS68qNy422Lz5LBDG9QMAL3WLjsnw4eXtVmzGtMLAAAAAHRn11yXvDi3rJ11psEgADa8Q0aV6xfnJg8+1JheAOhdDAcBAAB0ooUL61x2RVk79ZQqLS0CJgA6V1NTlREHlbWZtzpZDgAAAAA6Ou/8ct/sgP2TXXeR3QCw4W2/fZVtty1r02c0phcAehfDQQAAAJ3osiuSRYva101NySnjG9cPAL3biIPKDzDMmpXUtQEhAAAAAPizBx6sc+ddZe2sMwwGAdA4He8eNG26bAeA9Wc4CAAAoJPUdZ0LLyo37Y44PNlySwETAF1jZIc7B704N3n0scb0AgAAAADd0fkXltnNZpsmxxzdoGYAIMnBB5efIbjjjmTxYgNCAKwfw0EAAACd5J57kwceLGunn2YwCICus912yZZblrVZtzamFwAAAADobl5+uc5ll5e1005N+vWT3wDQOCMOTJpX+gT30mXJbbc3rB0AegnDQQAAAJ3kgg53Ddp6q1VvBw4AnamqqlXuHjTrVifLAQAAAECSTJqSLF7cvm5uSk47xWAQAI01dGiVvfcua9NnyHcAWD+GgwAAADrByy/XufKqsnbaqVWamwVMAHStEQeV7zWzbk3a2gRIAAAAAPRtbW11zju/3Cc7+uhkiy1kNwA03iEHl+9H06Y3qBEAeg3DQQAAAJ3gssuTJUva183NyYRxjesHgL7joA53Dnr55eTBhxrTCwAAAAB0F7dMS2Y/WdbOPtNgEADdw8GjyvUjjybPP+/wNwDWneEgAACA9VTXdS64qMPJc0cmm20mYAKg6229VZXttytrM2c1phcAAAAA6C7+8Mcyu9l11+TAAxrUDAB0sOceyZAhZW3ajMb0AkDvYDgIAABgPd1516un+Kzs9NMMBgGw4YwYUa5vvdXJcgAAAAD0XY89Vmfa9LL21rOqVJX8BoDuoaWlyqgO+c7MmfIdANad4SAAAID1dGGHuwZtt20ycsRrPBgAusCIA8sPNdx6e7J8uQAJAAAAgL7pj+eXe2PDhiUnn9SgZgDgNYwcWeY7M2cldS3fAWDdGA4CAABYD/Pm1bn6mrJ2+mlVmpqcPAfAhjPioHK9aFFy732N6QUAAAAAGumVV+pMmlzWTjslGTBAdgNA9zJqZLme82LyyKMNaQWAXsBwEAAAwHq45NJk6bL2dUtLMm5s4/oBoG/adNMqO+9U1mbd2pBWAAAAAKChLp2ULFrcvm5uSs443WAQAN3P9tslW21V1mbMbEwvAPR8hoMAAADWUWtrnQsuLG/pfcJxyfBNBEwAbHgjR5TrWbfWq38gAAAAAPRSra11zj2/3Bc7+uhk661kNwB0P1VVrZLvzJwl3wFg3RgOAgAAWEc335I882xZO+tM4RIAjTHioPI96I47k6VLBUgAAAAA9B1Tb0meeqqsvfVs2Q0A3deokeX71K23JcuXy3cAWHuGgwAAANbReR1Ontt992SfvRvUDAB93oEHJtVK+dHSpcndf2pYOwAAAACwwZ17Xpnd7PbmZP/9GtQMAKyBUR3uHLRwYXLPvY3pBYCezXAQAADAOnj8iTrTppe1s86oUlVOnwOgMYYNrbLbbmVt1q1OlgMAAACgb3jk0TrTZ5S1t5wtuwGge9t00yq77FzWZs5qTC8A9GyGgwAAANbB+ReUH7YeNiw5+cQGNQMA/8/Ig8r1rFsb0wcAAAAAbGh/PL/MbjbZODnphAY1AwBrYdTIcj1jpsPfAFh7hoMAAADW0qJFdSZNLmsTxiUDBjh5DoDGGjGifC+6+0+vvm8BAAAAQG/28st1Jk8pa6edKrsBoGcYNbJ8v7rrbvkOAGvPcBAAAMBauuyK5JUF7euqSs44XbgEQOMdsF/SvNKO3/LlyZ13Na4fAAAAANgQLp6YLF7cvm5uSs6U3QDQQxx4QNLc3L5evjy5/Y7G9QNAz2Q4CAAAYC3UdZ3zzi9P6Dn80GS7bQVMADTeoEFV9tqrrM2c5WQ5AAAAAHqvZcvq/OHccg/s2GOTLbaQ3QDQMwwaVGXvDvnOjJnyHQDWjuEgAACAtXDHnclDD5e1M88ULgHQfYw4qFzPuq0hbQAAAADABnHV1cnzL5S1t79VdgNAzzJqZLmeMbMxfQDQcxkOAgAAWAsd7xq03bbJoQc3qBkAWI2RI8oPPtx3X/LKK06XAwAAAKD3qes6v/ldufe1/37JPnsbDgKgZxk1snzvevChZO48+Q4Aa85wEAAAwBp6YU6da64ra2eeUaWpScAEQPex7z5Jv37t67a25LY7GtcPAAAAAHSVmbNe/fD0yt75drkNAD3P3nslGw0sa7NmNaYXAHomw0EAAABr6KKLk9bW9vWAAcn4cY3rBwBWZ8CAKvvuU9ZmzXKyHAAAAAC9T8e7Bm2/fXLkEQ1qBgDWQ79+VQ48sKzNmCnfAWDNGQ4CAABYA8uW1bnwonLjbfRJybChTp8DoPsZOaJ8f5p5a4MaAQAAAIAu8vDDdW6ZVtbe8dYqTU2yGwB6plEjy/ewGe4cBMBaMBwEAACwBq6+JpnzYlk76wzhEgDd04iDyvVDDyXz5jldDgAAAIDe47e/L/e7Ntk4GTumQc0AQCcYOaJcP/108uRT8h0A1ozhIAAAgDXwh/PKDbcD9k92281wEADd0157JgMHlrVbb2tIKwAAAADQ6V6YU+eyK8ramWckAwfKbgDouXbZORk+vKzNmNmYXgDoeQwHAQAAvIG77q5zzz1l7a1nC5cA6L769auy/35lbeatTpYDAAAAoHf443l1li9vX/fvl5x1huwGgJ6tqala5e5BM2bKdwBYM4aDAAAA3sC5He4atNVWyVFHNqgZAFhDI0eUH4aYNatBjQAAAABAJ1q4sM75F5a1sWOT4cMNBwHQ841aTb7T1mZACIA3ZjgIAADgdTz/fJ2rrylrZ51RpaVFwARA9zbyoHL9+BPJCy8IjwAAAADo2SZOSl55pay9461yGwB6h1Ejy/VL85MHH2pMLwD0LIaDAAAAXscFF9VpbW1fDxiQnDqhcf0AwJrabbdkyOCyNuvWxvQCAAAAAJ1h+fI6vz+3PADnqCOTHXYwHARA77D11lW227aszZzVmF4A6FkMBwEAALyGJUvqXHhxWRszOhk2TMAEQPfX3FzlwAPL2sxb3TkIAAAAgJ7ruhuSp58ua+98u9wGgN5lZIe7B82S7wCwBgwHAQAAvIYrr0rmzStrbzlLwARAzzHioPJ9a5aT5QAAAADooeq6zm9+W344eq89k/33a1BDANBFRnbId267/dW75wHA6zEcBAAAsBp1XecPfyw310aNTHbZ2XAQAD3HyBHl+ulnkqefFh4BAAAA0PPccWdyz71l7R1vr1JVshsAepcRB5XrRYtWfQ8EgI4MBwEAAKzGHXcmDzxY1t5ytnAJgJ5l552STTYua7fd3pBWAAAAAGC9/OZ35aE322ydHHt0g5oBgC40fHiVXXcpazNnNaYXAHoOw0EAAACr8Ydzy4Bpu22TIw5rUDMAsI6amqoceEBZu/U2dw4CAAAAoGd5/PE6N95U1t721iotLQ52A6B36nj3oJmz5DsAvD7DQQAAAB0882yd624oa2efVaWpScAEQM9z0IHl+9ettzWmDwAAAABYV7/7Q516pc9EDxmSTBjXuH4AoKuNHFHmO3fdnSxZYkAIgNdmOAgAAKCD886v09bWvt5oo2T82Mb1AwDr46ADy/XTzyRPPy08AgAAAKBnmDu3zqQpZe2M05JBgxzqBkDvdeABSdNKn/Jetiy5867G9QNA92c4CAAAYCULFtS58OKyNmFcMmSIgAmAnmmnnZJNNi5rt93ekFYAAAAAYK2dd0GdpUvb1y0tyVvOktsA0LsNGVJljz3K2sxZDn8D4LUZDgIAAFjJJZcmCxa0r6tKwARAz9bUVOXAA8rarbcJjwAAAADo/pYsqXP+BWVt9EnJ5pvLbgDo/UYeVK5nzmpMHwD0DIaDAAAA/p/ly+v8/tzyw9JHH5Vsv72ACYCe7aADy/eyWbc2qBEAAAAAWAuTpiTzXiprb3+b3AaAvmHkiPI97977kldecQAcAKtnOAgAAOD/ueba5Nlny9o73y5gAqDnO+jAcv3Ms8nTTwuPAAAAAOi+2trq/Pb35R7WIQcnu+4iuwGgb9hv36Rfv/Z1W1ty2x2N6weA7s1wEAAAQJK6rvOb35UB0z57J/vtK2ACoOfbaadkk43L2q23NaITAAAAAFgzN96UzJ5d1hzqBkBfMnBglX32LmuzZjn8DYDVMxwEAACQ5Lbbk/vuL2sCJgB6i6amKgceUNZuvU14BAAAAED31fFQtzfvmowa2aBmAKBBRo0sP7cw89YGNQJAt2c4CAAAIKsGTNtumxx9VIOaAYAucNCBZXjkzkEAAAAAdFd33FnnjjvL2jveXqWqHOwGQN8y4qBy/dBDydy5DoADYFWGgwAAgD7v0cfq3HRzWXv7W6o0NwuYAOg9DjqwXD/zbP5/9u4zQK+yXBfwvSaTBiQkhN67SE0j9A4iRUHcUsSC0kRRBAG7st0qigWQJkhREQQUQSlWFKWTTu+9JbQQSEiddX7kmORNAiRhkm/Kdf1i3flmfDj7kFnz3d/zrjz/vPIIAAAAgLbnN5eU71stt2yyy04NGgYAGmjD9yY9e5TZiFENGQWANs5yEAAA0Old/ruyYOrVK9lzjwYNAwCLyJprJn2WLjNPDwIAAACgrXnk0Tq33l5mBx1QpWtXh7oB0Pk0N1fZbLMyGzHC4W8AzM1yEAAA0Km98kqdv/61zPbdJ+nZU8EEQMfS1FSl/xzl0chRyiMAAAAA2pbfXFq+Z7V07+QDezdoGABoAwYOKD+/MHxEgwYBoE2zHAQAAHRqV/2xzpSps667dk0+/CGLQQB0TAP6lz/jPDkIAAAAgLbk2Wfr/PNfZfY/H64c6gZApzZ4UHn9zLPJC2McAAdAyXIQAADQaU2aVOcPV5XZbrsmy/ZTMAHQMQ3oX16/MCZ5/nnlEQAAAABtw6WX1WlpmXXds2fy4Q81bh4AaAvWXSfp1avMRo5szCwAtF2WgwAAgE7rz39NXhtfZgfubzEIgI5rrbWSPkuXmacHAQAAANAWvPRynev/Umb7fjDp3Vt3A0Dn1tRUZeCAMhs2wuFvAJQsBwEAAJ3S9Ol1Lv9d+WbZFkOStddSMAHQcVVVlf79y2zkKOURAAAAAI13+RV1pk6ddd21a3LAR/Q2AJAkgwaWPxNHjEjqWscDwCyWgwAAgE7plluTZ54ps4MOUDAB0PEN6F/+vPPkIAAAAAAabfzrda7+U5nt8f5k2WV1NwCQJIPmeHLQiy8lTz8z79cC0DlZDgIAADqly64oT9BZb91k0MAGDQMAi9GA/uX1C2OS5593shwAAAAAjfOHq5I335x13dSUHHygxSAA+K/VV0/69Suz4SMaMwsAbZPlIAAAoNO55946d91dZgfuX6WqlEwAdHxrrZn0WbrMPD0IAAAAgEZ58806v/t9eXjNTjsmq6yitwGA/6qqKoPnOPB0+AiHvwEwi+UgAACg05nzqUHLLZvssnODhgGAxayqqvTvX2YjRimPAAAAAGiMa65LXhtfZh/7qMUgAJjTwIHlz8eRI5OWFh0PADNYDgIAADqVZ5+r85+byuwj/1OluVnJBEDnMaB/+XNv1KjGzAEAAABA5zZ1ap3LLi8/1LzVlsl66+ptAGBOgwaU16+NTx59tDGzAND2WA4CAAA6ld9eVqelZdb1EkskH9y7cfMAQCMM6F9evzAmef55J8sBAAAAsHj97R/J2BfL7OMHWwwCgHlZccUqq6xcZsNHNmYWANoey0EAAECn8dLLda77c5l9YO9kqaWUTAB0LmutmfRZusxGjmrEJAAAAAB0VtOn1/nNpeWBNZttmmy6id4GAN7KwIHl9fARDn8DYAbLQQAAQKdxxe/qTJ0667pr1+TAjyiYAOh8qqpK/83KbNRo5REAAAAAi89/bkqefrrMPuapQQDwtgYPLH9WjhqdTJum4wHAchAAANBJjB9f56o/ltn7d0+WW07JBEDnNKB/+TPQk4MAAAAAWFzqus7Fczw1aL11ky2HNGggAGgnBvQvr998M3ngwYaMAkAbYzkIAADoFK68asabYv/V1JQcfKDFIAA6r/79y+vnX0heeMHJcgAAAAAsekOHJQ89VGYf+2iVqtLdAMDbWWaZKmuvVWbDhjdmFgDaFstBAABAhzdxYp3fXVl+2HmnHZNVV1UwAdB5rbVmsnTvMhs5uiGjAAAAANCJ1HWdX/667G1WXSXZcYcGDQQA7cyggeX18BEOfwPAchAAANAJXHNdMn58mX38YItBAHRuTU3VXE8PGjlKeQQAAADAojV0WHLX3WX20YOqdOmiuwGA+TFoYPkz8957k8mTdTwAnZ3lIAAAoEObMqXOZZeXb4JtvVWy7joKJgDov1n583DkqMbMAQAAAEDnUNd1fnFh2dusuEKyx+4NGggA2qHNNk2aZvsE+JSpyb33NW4eANoGy0EAAECH9te/JS++VGaeGgQAMwzoX14//3zywhgnywEAAACwaNxyW3L//WV2yCeqdO2quwGA+dWrV5X3rF9mw0fodwA6O8tBAABAhzV9ep1Lflu+AdZ/s2STjRVMAJAka6+V9O5dZqNGN2YWAAAAADq2lpY6F8zx1KBVVk7e76lBALDABgwor0eMbMwcALQdloMAAIAO68Z/J888W2aeGgQAszQ1Vdls0zIbOcrJcgAAAAC0vv/clDz8SJl96pAqzc26GwBYUIMGlD8/77s/mThRxwPQmVkOAgAAOqS6rnPxJeUbX+uvnwzZvEEDAUAbNaB/WR6NGtWYOQAAAADouKZPr3PBRWVvs8bqyW67NGggAGjnNt0k6dJl1vX06clddzduHgAaz3IQAADQId1ya/LIo2X28Y9WqSqnzwHA7Ab0L6+ffS4ZM9bJcgAAAAC0nn/emDz+RJl9+pAqXbrobQBgYfTsWWXD95bZiJH6HYDOzHIQAADQ4dR1nQt/Wb7ptfpqyfbbNWggAGjD1lk76dWrzDw9CAAAAIDWMm3a3L3NOmsnO+3YkHEAoMMYNLC8Hj6iMXMA0DZYDgIAADqcW25LHnq4zA75hNPnAGBempqq9N+0zEaNdrIcAAAAAK3j7/9Inn66zD79qSpNTXobAHg3Bg4of5Y+/Egy/nUdD0BnZTkIAADoUOq6zkVznD632mrJLjs3aCAAaAcG9C/Lo5GjGjMHAAAAAB3LtGl1Lvp12dusv36y/bYNGggAOpCNNky6dZ113dKSjB7duHkAaCzLQQAAQIdy623Jgw+V2Sc/7qlBAPB2BvQvr595NnnxRSfLAQAAAPDuXPfn5LnnyuzwT1epKr0NALxb3btX2WSTMhs+Ur8D0FlZDgIAADqMuq5z0a/KN7pWXTXZ1VODAOBtrb12stRSZTbSyXIAAAAAvAuTJtW58Jdlb7PRhsmWWzRoIADogAYOKBduR45s0CAANJzlIAAAoMO4/Y7kgQfL7JMfr9Lc7PQ5AHg7XbpU6b9ZmY0c5WQ5AAAAABbe765MXn65zA4/1FODAKA1DRxQXj/6WPLqqzoegM7IchAAANAh1PXcp8+tukqy2y4NGggA2pkB/ec4WW5UY+YAAAAAoP177bU6l1xa9jabD04GD7IYBACt6b0bJD17lNmIUQ0ZBYAGsxwEAAB0CLffmdz/QJl5ahAAzL85nxz0zDPJSy85WQ4AAACABXfxJXXemFBmnzlCZwMAra25ucpmc3Q8I0fqdwA6I8tBAABAuzevpwatsnKy264NGggA2qF110mWWrLMRo5uzCwAAAAAtF8vjKnzh6vKbJedk/esbzkIABaFgQPKn7HDRzZoEAAaynIQAADQ7t1xZ3L//WXmqUEAsGC6dJnHyXKjnCwHAAAAwIK58Jd1pkyddd2lS3LEoTobAFhUBg4or59+OnnxRR0PQGdjOQgAAGjX6rrOBXM8NWjllZP37daggQCgHeu/WfkhjVGjGjMHAAAAAO3TY4/X+ctfy2yfDySrrGI5CAAWlfXWTZZaqsxGeHoQQKdjOQgAAGjX/nOTpwYBQGsZ0L+8furp5KWXnSwHAAAAwPw57/w6LS2zrnv2SA75hM4GABalLl2quTqe4SP1OwCdjeUgAACg3Zo2rc65vyjf0Fp1lWR3Tw0CgIWy3rrJkkuWmacHAQAAADA/Rt9V5+ZbyuzAA5JllrEcBACL2sAB5c/bESMaNAgADWM5CAAAaLf+8tcZTzSY3eGHemoQACysLl2qbLZJmY0a7WQ5AAAAAN5eXdf5+Xnl+0h9lk4O3F9nAwCLw6AB5fULY5LnntfxAHQmloMAAIB2afLkOhdcVL6Rtf76yU47NmQcAOgw+vcvP7AxclRj5gAAAACg/bjp5uTue8rsk5+osuSSloMAYHFYa62kT58y8/QggM7FchAAANAuXXlV8uJLZXbUEVWampRMAPBuDOxfXj/5VPLyy06WAwAAAGDepk6tc/bPy/ePVlox2ecDDRoIADqhqqoycI6nBw0fqd8B6EwsBwEAAO3O66/XufiS8k2sQQOTwYMaNBAAdCDrrpsssUSZjbqrMbMAAAAA0PZdeVXyzLNldsThVbp1c6AbACxOAweUP3tHjEjq2oIQQGdhOQgAAGh3LvltnddfL7PPHFGlqpRMAPBuNTdX2WzTMhs5SnEEAAAAwNzGjavzy1+V7x1ttGGy684NGggAOrFBA8vrl19JnnqqMbMAsPhZDgIAANqVl16q87sry2zHHZL3bmAxCABay4D+5c/VUaMaMwcAAAAAbdsFv6zzxoQy+/znHOgGAI2w6irJcsuW2fCRjZkFgMXPchAAANCuXPirOpMnz7ru0pQccZiCCQBaU//NyusnnkxefdXTgwAAAACY5fEn6vzpT2W26y7JxhvpbQCgEaqqysA5nh40YoR+B6CzsBwEAAC0G089Vee668psr72S1VdTMgFAa1p/vaRnzzIbOboxswAAAADQNp15dp3pLbOuu3VLPnOEzgYAGmnQgPJn8chRSUuLBSGAzsByEAAA0G6ce/7cJdOnPqFkAoDW1txcZbNNy2zkKMURAAAAADPcfkedO+4ss4MOSFZcQW8DAI00cEB5/dr45NHHGjMLAIuX5SAAAKBdGH1XnX//p8w+8uFkueWUTACwKPTfbO6T5QAAAABg2rQ6Z55THiTTr19y8EE6GwBotBVXrLLyymU2YmRjZgFg8bIcBAAAtHktLXXOOKssmZbunRz8USUTACwqA/qX1088kbz6qqcHAQAAAHR2f7p2xntFszvisCpLLKG3AYC2YNAcTw8aMVK/A9AZWA4CAADavL//I3ngwTL79CFVevdSMgHAovKe9ZOePcts1OjGzAIAAABA2zB+fJ0LLyo/YLz+eskeuzdoIABgLgMGlJ+lGDV6xpP/AOjYLAcBAABt2qRJdc79Rfkm1eqrJft8sEEDAUAn0dxcZZONy2zkKMURAAAAQGd23gV1xr1WZp//XJWmJge6AUBbMXCOJwdNmJA89HBjZgFg8bEcBAAAtGmX/y4Z+2KZffaoKs3NSiYAWNQG9J/7ZDkAAAAAOqcHHqzzxz+V2Q7bz/0eEgDQWMv2q7LmGmU2YmRjZgFg8bEcBAAAtFkvv1znN5eUTygYNDDZZqsGDQQAncyA/uX1Y48nr47z9CAAAACAzqalpc5PT6tTz/bWUPfuM54aBAC0PQPmeHrQiJH6HYCOznIQAADQZp1/UZ03J826rqrk6KOqVJWiCQAWhw3ek/TsUWajPT0IAAAAoNO5/s/JffeX2Sc/XmXFFXQ2ANAWDRpQ/oy+6+5k6lQLQgAdmeUgAACgTXrk0TrXXV9me7w/WW89JRMALC7NzVU22aTMRo1WHAEAAAB0JuPH1znn3PI9oVVXTQ7cv0EDAQDvaED/8nrSpLkXfQHoWCwHAQAAbU5d1znrnDotLbOyHj2SIw61GAQAi9uA/uXP35GjGjMHAAAAAI1x3gV1XhtfZsd+oUq3bnobAGirll66ynrrltmIkY2ZBYDFw3IQAADQ5tx2ezJ0WJkdfFCVZZdVMgHA4tZ/s/L60ceSceM8PQgAAACgM3jgwTp//FOZ7bB9ssUQnQ0AtHUDB5TXw0fodwA6MstBAABAmzJ5cp3TzyjfkFpu2eTA/Rs0EAB0chu8Z8YT/GY3+q7GzAIAAADA4tPSUuenp9WpZ6ttundPPv85i0EA0B4MHFD+zL73vhmfyQCgY7IcBAAAtCmXXZE8+1yZHXF4lZ49FU0A0Ahdu1bZZOMyGzlKcQQAAADQ0V3/5+S++8vskx+vsuIKOhsAaA/6b5Z0me2T4lOnJnff07h5AFi0LAcBAABtxgtj6vz6N+WHjTfZONl9twYNBAAkSQb0Lz/wMWJkgwYBAAAAYLF49dU6Z59bdjarrpocuH+DBgIAFtiSS1ZZ/z1lNnykA+AAOirLQQAAQJtx5ll1Jk+edV1VybHHVGlqcgIdADTSwAHl9WOPJ6+OUx4BAAAAdFSnn1ln/PgyO/YLVbp109kAQHsyaI6OZ8SIxswBwKJnOQgAAGgThg6rc+N/ymyfDybrr6dkAoBG2+A9Sc8eZTZyVENGAQAAAGARu+2OOv+4ocx23inZYojOBgDam0EDy5/fDzyQTJzoADiAjshyEAAA0HBTp9Y57Wflm09L906OOFTJBABtQXNzlU03LbMRIxVHAAAAAB3NxIl1fvLT8n2fpZZKjjlaZwMA7dEmGyfNzbOup7cko+9q3DwALDqWgwAAgIb73ZXJk0+V2ZFHVOndW9EEAG3FwAHlz+WRIxs0CAAAAACLzAUX1XlhTJkdfVSVfv10NgDQHvXoUWWjDcts+AgHwAF0RJaDAACAhnrxxToX/ap842mD9yR77dGggQCAeRo4oLx+8qnkpZeVRwAAAAAdxf0P1PndlWU2oH+y154NGQcAaCVzdjwjRjVkDAAWMctBAABAQ5318zpvvllmx32xSpcuTqADgLZkvXWTJZcss5GjGjIKAAAAAK1s2rQ6P/xRnZaWWVm3rsmJx1epKp0NALRnAweUP8sffjgZP94BcAAdjeUgAACgYYYNr/OPG8ps7z2TDd+rZAKAtqa5ucpmm5bZiJGKIwAAAICO4LIrkkceLbNDPllltVV1NgDQ3m20YdKt26zruk5Gjm7cPAAsGpaDAACAhpg8uc6PflJ+oHippZIjj1AyAUBbNefJciNHNmgQAAAAAFrNs8/WufCXZWezztrJRw9s0EAAQKvq1q3KppuU2UgHwAF0OJaDAACAhrjwl3Wefa7Mjjy8St8+loMAoK0aOKC8fubZZOxY5REAAABAe9XSUufkU+pMmTIrq6rkxOOrNDfrbACgo5jzALjhIxo0CACLjOUgAABgsXv4kTqXXV5mm2yc7POBxswDAMyfddae8aS/2Y0c1ZBRAAAAAGgFf7g6GTW6zD68X7LRhhaDAKAjmfMAuMefSF55xQFwAB2J5SAAAGCxmj69zik/rjO9ZVbW3DzjBLqmJkUTALRlXbpUGbBZmY0YpTgCAAAAaI+eeabOOeeW7+2suEJyxKH6GgDoaDZ4T7LEEmXmADiAjsVyEAAAsFhd+Yfk/gfK7OMHJ2utqWgCgPZgwIDyZ/aIkQ0aBAAAAICF1tJS5/s/rDN5cpl/9ctVllhCZwMAHU1zc5X+m5bZ8JEOgAPoSCwHAQAAi80LL9T5xQXlm0urr5Z8/GAlEwC0FwMHlNfPPz/jZzwAAAAA7cdlVyR33V1m++2bDBqoswGAjmquA+BGNGgQABYJy0EAAMBiUdd1fnxqnTcnlfmXT6jSrZuiCQDai7XXSpbuXWaeHgQAAADQfjzwYJ3zzi8Pe1l55eQzR+hrAKAjGzSwvH7m2WTMWAfAAXQUloMAAIDF4oZ/JrffUWYf/ECy2aaKJgBoT5qaqgzoX2YjRimOAAAAANqDiRPrnPR/daZNm5VVVfLVE6sssYTOBgA6snXXSXr1KjMHwAF0HJaDAACARe7VcXVOO6P80HC/ZZKjnEAHAO3SgAHlz/ARI2c8JRAAAACAtu1nZ9Z55pky+9hHkwH9dTYA0NHN8wC4EfodgI7CchAAALBI1XWdH/+0zrhxZf7FL1Tp1UvRBADt0cAB5fXYsclzzzVmFgAAAADmzw3/rHPt9WX23g2SQz+lrwGAzmLQHAfADXcAHECHYTkIAABYpP5+Q/Lv/5TZdtskO+7QmHkAgHdvzTWSZfqW2YiRjZkFAAAAgHf29DN1fvjj8oO/PXsm3/5GleZmy0EA0FkMHFheOwAOoOOwHAQAACwyL71U56enlUXT0r2TE75UpaoUTQDQXlVVlQH9y2zEKKfKAQAAALRFkyfX+dZJdSZOLPPjjqmy6qr6GgDoTOZ1ANxwB8ABdAiWgwAAgEWiruv84Ed13nijzI8/rsoyyyiaAKC9G9C//Hk+YuSMn/8AAAAAtC1nnF3n4UfKbI/dkz3er68BgM6mqqoMGFBmw0fodwA6AstBAADAInHtdcntd5TZrrskO+2oaAKAjmDgHMXRyy8nTz/dmFkAAAAAmLcb/lnn6j+W2ZprJMd9UV8DAJ3VoIHlfcBIB8ABdAiWgwAAgFb3/PN1fnZW+cZRv2WS445RNAFAR7Haakm/fmU2YlRDRgEAAABgHp5+ps4Pf1z2NT16JN85qUrPnjobAOisBvYvr195NXniyYaMAkArshwEAAC0qpaWOt//YZ033yzzL59QpXdvRRMAdBRVVc319KCRI50qBwAAANAWTJ5c51sn1Zk4scy/9MUqa6+lrwGAzmyVVZLlly+zESMaMwsArcdyEAAA0Kp+/4dk5Kgy22vPZOutFE0A0NEM7F/+fB85KqlrC0IAAAAAjXbG2XUefqTM9nx/ssf79TUA0NlVVZVBcxwAN2KUfgegvbMcBAAAtJqHHq5zzrnlG0YrrJB84XOKJgDoiOZ8ctArryZPPNmYWQAAAACY4drr6lz9xzJbc83k2GP0NQDADAMHlPcFI0YmLS0WhADaM8tBAABAq5g4sc63/rfO1Kll/tUTqyy5pLIJADqilVdOll++zEaMVBwBAAAANMrou+r8+NTy/ZkePZL/O6lKz576GgBghgFzHAD3+uvJI482ZhYAWoflIAAA4F2r6zo//mmdZ54p8wP2TwYPUjQBQEdVVdVcTw+yHAQAAADQGM8/X+fr36ozbVqZH39clbXW1NcAALOsuEKVVVcpsxEjGzMLAK3DchAAAPCuXf+X5G//KLP3vjf5zOGKJgDo6Ab2L3/ejxyVtLRYEAIAAABYnCZMqPOVr9cZN67MDzogef/79DUAwNzmfHrQiBH6HYD2zHIQAADwrjzxZJ1TTy/fIFpyyeSkb1bp2lXZBAAd3ZxPDnrtteThR6Y3ZhgAAACATmjatDrf+HadRx8r8622TD5zhK4GAJi3QQPK+4RRd824rwCgfbIcBAAALLTJk+t866Q6kyaV+ZdPqLLKysomAOgMVlyxykorldmdQ6c2ZhgAAACATqau6/zop3WGDivzNddIvv2NKl266GsAgHmb8wC4iROTBx9qzCwAvHuWgwAAgIV2+pl1Hnu8zPb9YLLzjoomAOhMBvQvry0HAQAAACwev7o4ue76MuvTJ/nh96sstZS+BgB4a8ssU2WtNctsxMiGjAJAK7AcBAAALJS//aPOn64ps3XWST7/OUUTAHQ2AweUP/+HDZuW6dPrBk0DAAAA0Dn89W91zr+wfA+me/cZi0GrrKKvAQDe2ZxPDxo+Qr8D0F5ZDgIAABbYAw/U+cEp5RtCPXok3/lWle7dlU0A0NkM7F9ej3+9zgMPTm/ILAAAAACdwYiRdU6eo6upquTb36iy0Ya6GgBg/gwcWN433H1PMmWKBSGA9shyEAAAsEBeernOV79RZ8qUMj/umCprrKFsAoDOaPnlq6y6apndfsfUxgwDAAAA0ME9/kSdr32jzrRpZf75z1XZfjtdDQAw/wZsNmPB+L8mT07uu79x8wCw8CwHAQAA823y5Bll04svlfm+H0z23EPZBACd2eCB5bXlIAAAAIDWN2ZsnS+dUOeNCWX+kQ8n+/+PrgYAWDC9e1dZb90yGz7Ck4MA2iPLQQAAwHyp6zqn/KSe64SYAf2TL35B2QQAnd2ggeX9wIiRUzN1qvIIAAAAoLWMG1fnuOPrjH2xzLffLjn6s7oaAGDhDBxQXo8Y2Zg5AHh3LAcBAADz5beXJ3/9W5mttFLyfydVaW5WOAFAZzdwQFLNdkswaVJy732NmwcAAACgI5k4sc4JX6nz5FNlvuF7k299vUqXLroaAGDhzHkA3L33JW++6QA4gPbGchAAAPCObru9zjnnlm/89OyZ/PB7Vfr0UTYBAMnSS1dZb90yGzZccQQAAADwbk2ZUudr36xz/wNlvuYaySknV+nRQ1cDACy8zTZNusz2ifJp05K77m7cPAAsHMtBAADA23riyTon/V+derbP9lZV8u1vVFl7bWUTADDLoIHl9fARloMAAAAA3o3p0+v83/frDBte5ssvn/zkRw5xAwDevSWWqLLhhmXmADiA9sdyEAAA8JbGv17nK1+rM2FCmR9+aJVtt1E2AQClgQPL+4N770smTlQeAQAAACyMuq7z09Pq/OvGMu+zdHLqj6qssLyuBgBoHYMHlddzLiYD0PZZDgIAAOZp2rQ63/7fOs88W+a77Jx8/ODGzAQAtG2bbZJ06TLrevr0ZPRdjZsHAAAAoL2q6zrnnFfnj9eUec+eyY9/WGWNNSwGAQCtZ/Cg8t7i4UeSV191ABxAe2I5CAAAmKezzqkzdFiZvWf95KsnVqkqhRMAMLcllqiy0YZlNmyE4ggAAABgQdR1nfMuqHPpb8u8a9fk5O9W2WADPQ0A0Lo22nDGEvLsho9ozCwALBzLQQAAwFwu/12d311ZZv2WmVE49eihcAIA3tqcJ8uNUBwBAAAALJALLqpz8W/KrKkp+fY3qrneewEAaA3NzVUGbFZmw4Y7AA6gPbEcBAAAFP76tzpnnFW+wdOta/K9/6uy/PIKJwDg7Q0aWN4vPPxIMm6c8ggAAABgflz0qzq//HWZVVXy1ROr7LiDngYAWHTmXEIeOnzGEw0BaB8sBwEAADPddnud7/9w7jd2TjyhysYbKZwAgHe20YZJzx5lNmJUQ0YBAAAAaFd+dXGdCy6au6f58glV9ni/ngYAWLQGDy6vx4xJnnm2MbMAsOAsBwEAAEmSe+6t841v15k+vcyPOrLK+9+ncAIA5k/XrlUGDepaZMOHO1UOAAAA4O1cfEmdX1wwjwPcjq+y9556GgBg0VtrzaTfMmU2bHhDRgFgIVgOAgAA8tjjdU74Sp3Jk8v8wP2Tjx7YmJkAgPZriyFzLAeNaNAgAAAAAO3ApZfVOfcXcy8GHX9slQ/ubTEIAFg8qqrK4EFlNswBcADthuUgAADo5F54oc6XTqjz+utl/v7dk89+pkpVKZ0AgAWz5RblctAzzyYvjFEeAQAAAMzpsivqnP3zud83OfaYKvvuo6MBABavwYPK+4/hI5Lp03U8AO2B5SAAAOjExo2rc9wJdV58qcy33jL5yglVmpqUTgDAgtvgPV2y9NJzl0cAAAAAzHLF7+ucefbcH7b94heqfPhDOhoAYPGb88lBb7yRPPhQY2YBYMFYDgIAgE5q4sQ6J3ylzlNPl/kmGyffOalKc7PSCQBYOE1NVYZsXj49aMQIp8oBAAAA/NfFl9T52Zlzv1/yhc9V+Z/9dDQAQGMst1yVNdcos2HDGzMLAAvGchAAAHRCU6fW+fq36tz/QJmvtWbyw+9X6dFD6QQAvDtbblEuBw0bkdS1BSEAAACgc6vrOuec25JzfzH3+ySfO6rK/h/R0QAAjTXn04OGDdfvALQHloMAAKCTaWmp893v1xk6rMxXWCH56Y+q9O6tdAIA3r0th5TLQS+/nDz5VIOGAQAAAGgDpk+v8+Of1rnkt3P/2WeOqHLQAToaAKDxBg8u70nuvieZNMmCEEBbZzkIAAA6kbquc/oZdW74V5n3WTo59UdVlltO6QQAtI411mjKcsuV2fDhjZkFAAAAoNGmTavzne/V+eM1c//ZF46u8rGP6mgAgLZhwGZJl9k+YT51ajL6rsbNA8D8sRwEAACdyK8uTq68qsx69kh+9MMqq6+udAIAWk9VVRk0sLy/GDbCqXIAAABA5zNpUp2vfqPODf8s86am5GtfrrL//+hoAIC2Y8klq2y4YZkNG67jAWjrLAcBAEAn8Yer65x/YflmTXNz8v3vVnnvBkonAKD1DR5YXo8cOeOUXAAAAIDOYuLEOsd/uc5tt5d5167J/51UZc89dDQAQNszeFB5PWx4Y+YAYP5ZDgIAgE7gmmvr/PS08oO4VZV88+tVNh+sdAIAFo3Bc9xnvDEheeDBBg0DAAAAsJj9dzFo1Ogy79EjOeXkKjtsr6MBANqmwYPK+5SHH0lefdUBcABtmeUgAADo4P78lzqn/GTuN2iOPabKLjspnQCARWe5ZaustWaZDR3WkFEAAAAAFqsJE+p86cQ6d91d5kstlZz2E4e3AQBt20YbJj17ltnwEY2ZBYD5YzkIAAA6sL/9vc73f1innmM36NBPVdlvX6UTALDoDdm8vL5zqFPlAAAAgI7tv4tBd99T5n2WTs44rcrGG+loAIC2rbm5yoDNymzYcB0PQFtmOQgAADqoG/5Z57snz70Y9ImPJYd8ojEzAQCdz+A5TsG9774ZH5ABAAAA6IjeeKPOcSfUuefeMu/TJ/nZqVXWW9diEADQPszZ8QwdntRzfggFgDbDchAAAHRAN/67zne+W6elpcw/elBy+KFVqkrxBAAsHv03Tbp2nXU9vSUZMbJx8wAAAAAsKq+/XufYE+rce1+Z9+07YzFo7bX1MwBA+zF4UHk9Zkzy9NONmQWAd2Y5CAAAOpibbq7z7e/UmT7HYtABH0mOOsJiEACwePXsWWWTjcts6DCnygEAAAAdyxtv1DnuxDr331/my/x3MWgt/QwA0L6stWay3LJlduewhowCwHywHAQAAB3IzbfW+eZJdaZPL/P/2S85+rMWgwCAxth8cHkPojgCAAAAOpIJE+p86a0Wg06rstaa+hkAoP2pqiqbb15md97pADiAtspyEAAAdBC33V7nm9+uM21ame/7weSYz1sMAgAaZ8gcxdEzzyTPP688AgAAANq/iRPrHP/lOvfeV+b9lknOOK3KmmvoZwCA9mvIHAfAjRiVTJmi4wFoiywHAQBAB3D7HXW+9s06U6eW+Qf2So77osUgAKCx1ls36bN0mQ0d3phZAAAAAFrLm2/WOfGrde6+p8yX6Zv87NQqa1gMAgDaucGDktk/cjJpUnLPvY2bB4C3ZjkIAADauTuH1vnaN+ZeDNprz+SEL1VpalI8AQCN1dRUZdCgMrtzqFPlAAAAgPZr0qQZi0GjRpd5377J6RaDAIAOok+fKu9Zv8x0PABtk+UgAABox4YOq/OVr9eZMsdi0B67J18+3mIQANB2DNm8vC8ZPiKZPl15BAAAALQ/kyfX+fLX6owcVeZ9lk5O/0mVtdbUzwAAHcfmm5fXdw5tzBwAvD3LQQAA0E6NGPn/F4OmlPnu70u+cqLFIACgbdl8jicHvf568uBDjZkFAAAAYGFNnVrn699qyfARZd67d3LaT6usvbZ+BgDoWLaY4wC4hx5OXn3VAXAAbY3lIAAAaIdGjZ6aE7/aksmTy3y3XZOvfblKly6KJwCgbVl++SprrlFmTpYDAAAA2pOWljpf/9Ybue32Mu/VKzntJ1XWXUc/AwB0PBttmPTsWWZDhzVmFgDemuUgAABoZ+69b1qO/OzrefPNMt9l5+TrX7EYBAC0XYMHl9fDhjtVDgAAAGgf6rrO938wIdddP6XIl1oyOfXHVdZfTz8DAHRMXbtWGTSwzO4cpuMBaGssBwEAQDvyyKN1Dv/M+LzxRvkmy47bJ9/8WpXmZsUTANB2DRlc3qvcfU8ycaLyCAAAAGj7Lriozm8vn1xkPXokP/phlQ3eo58BADq2zefoeIYOnbE8DUDbYTkIAADaiSefrHPMcS157bXyzZWtt0q+/U2LQQBA29d/s6S5edb19OnJyFENGwcAAABgvvzuyjoX/arsZ5qbk+99p8omG+tnAICOb4vNy+uXX0kefawxswAwb5aDAACgHXj22TrHfKnOuHFlPnhQ8n8nVenaVfEEALR9SyxRZeONymzoMKfKAQAAAG3XX/5W5/Qzyvcvqir55teqbDFEPwMAdA6rrJKstFKZ3Tm0MbMAMG+WgwAAoI17YUydLxxX56WXynyzTZOTv1ule3fFEwDQfgzZvLx3URwBAAAAbdXtd9Q5+QdzH2xy/HFVdtlZPwMAdB5VVWXI4DK7c6gD4ADaEstBAADQhr30Up1jjq0zZkyZb7pJc370w6b07Kl4AgDal83nKI6eenrGMjQAAABAW/LY43W+9b91preU+TGf75l9P+gjVwBA5zNkjqcm3nVXMmmSjgegrfCbKgAAtFGvvlrnmOPqPPtcmb93gy459+xeWXIJi0EAQPuz/npJ795lNmxYY2YBAAAAmJdx4+p8+Wt1Jk4s809+vEcOP7RnY4YCAGiwQQOSLrN98nzK1GTU6MbNA0DJchAAALRBr79e59jj6zz5VJmvtVbyi5/3Tu/ebuUBgPapS5cqgweV2Z3DnCoHAAAAtA1Tp9b5+rfqPP98me+yc5Xjj1siVeXwNgCgc1pqqSobblhmdw7V8QC0FT5RCAAAbczkyXW++o06jzxa5qutlpz+k6b07es2HgBo34YMLj9EM3RYMn268ggAAABorLqu89PT6oy+q8zfu0Hy9a9UaWqyGAQAdG5DNi/vh+4c1qBBAJiLTxUCAEAbMn16nf/9bj3XY5dXWik5/SdV+vVTOgEA7d+Qzcvr119P7n+gMbMAAAAA/NdVf0yuua7Mll8uOfl7Vbp319EAAMzZ8TzxRDJmrAPgANoCy0EAANBG1HWdH59a5z83lXm/ZZLTflJl+eWVTgBAx7D88lXWWrPM7rhTcQQAAAA0zshRdU4/o3x/onv35Affr7Ksw9sAAJIkG7wn6dWrzIZ6ehBAm2A5CAAA2ojzL6xzzbVltuSSyY9PqbLKykonAKBj2WJIeX3HnY2ZAwAAAOCFF+p889t1pk8v8699pcr66+loAAD+q0uXKoMHlZkD4ADaBstBAADQBlz5hzq/urjMunVNfvj9Kuutq3QCADqeLYaU9zj3P5C89pryCAAAAFi83nyzzle/UWfca2X+8Y8lu+ykowEAmNOQweU90tChybRpOh6ARrMcBAAADXbDv+qcdkb5JklTU3LSt6r030zpBAB0TJtuknTvPuu6rpNhwxs3DwAAAND51HWdk0+p8/AjZb71Vsnhn9bRAADMy5ZblNdvTEjuva8xswAwi+UgAABooNF31fnu9+vUcxygcvxxVbbfTukEAHRc3btXGTigzO6406lyAAAAwOLzm0uTf/6rzNZYPfnW16s0NelpAADmZbnlqqy7TpnddruOB6DRLAcBAECDPP1Mna9+o87UqWV+2KerfHBvhRMA0PFtMaS857njzhkn9gIAAAAsancOrXPe+eX7EEstmZz8vSpLLaWnAQB4O1ttWV7fdntj5gBgFstBAADQAOPG1Tnhy3XGjy/zD+2bfPLjDRkJAGCx22JIef3yK8kjjzZmFgAAAKDzGDu2zne+W2f2M0qqKjnpW1VWX81iEADAO9lqy/Ke6dHHkjFjHQAH0EiWgwAAYDGbPHnGE4OeebbMt94q+eLnq1SV0gkA6BxWXSVZaaUyu+POxswCAAAAdA7TptX59nfqjHutzI88vMqWW+hoAADmx4bvTXr1KrPb72jMLADMYDkIAAAWo5aWOt//QZ277ynz9ddLTvpmlS5dlE4AQOdRVdVcTw+67XanygEAAACLznnnz93TbLdNcvBBjZkHAKA9am6uMmTzMrtdxwPQUJaDAABgMfrFBXVu+FeZLb98csrJVZZYwmIQAND5bL1leQ90zz3J+PHKIwAAAKD13XxLnUsvK7OVVky++pUqVaWnAQBYEHN2PMOGJ1Om6HgAGsVyEAAALCbXXl/n4kvKbIklkh/9oMqyyyqcAIDOaeCApFu3WdfTW5I7hjZuHgAAAKBjeu75Ot89ufywateuyf+dVKV3Lz0NAMCCGjIkmX2/+s1Jyei7GjcPQGdnOQgAABaDu+6u8+OfloVTl6bku/9bZZ21FU4AQOfVo0eVwQPL7LbbnCoHAAAAtJ4pU+p866Q6b7xR5p//XJUNNtDTAAAsjL59qrx3gzK77XYdD0CjWA4CAIBFbMzYOl//Vp1p08r8S8dVGbK5wgkAYKutynui2+9Mpk9XHgEAAACt48yz6zzwYJntsnPyoX0aMw8AQEex1ZZlx3PbHQ0aBADLQQAAsChNmlTnq9+o8+qrZX7g/skH97YYBACQJFttWV6PH5/ce19jZgEAAAA6lltvq/OHq8tstdWSLx9fpap0NQAA78acHc/TTyfPPOMAOIBGsBwEAACLSF3XOfmUOg89VOZDNk+OOlLZBADwXyuuUGWdtcvs1tsURwAAAMC78+q4Oj84pXyPoXv35Lv/W2WJJXQ1AADv1vrrJcv0LTNPDwJoDMtBAACwiPzm0uSGf5bZqqsmJ32rSpcuCicAgNltvVV5fdvtjZkDAAAA6Bjqus4pP67zyqtl/oWjq6yztp4GAKA1NDVV2XKLMrvtdgfAATSC5SAAAFgEbrm1znnnl292LLlk8sPvVendS+EEADCnrbYs75EefSx5YYzyCAAAAFg4f/5LctPNZbb1VskH927MPAAAHdWWc3Q8o0Ylb76p4wFY3CwHAQBAK3vqqTr/+9069Wzvc1RVctI3q6yxhsUgAIB52WjDpHfvMvP0IAAAAGBhjBlb57Qzyg+k9lk6+coJVapKVwMA0JqGDE66zPaJ9ClTk+EjGzcPQGdlOQgAAFrR5Ml1vvm/dSZOLPMjD6/mOg0fAIBZunSpsuWQMrv1NqfKAQAAAAumruv8+KdzdzUnHl9lmWV0NQAArW2ppapsskmZ3X67jgdgcbMcBAAArejsn9d59NEy223X5OCDGjMPAEB7svVW5Qd0ho9IJk1SHgEAAADz769/n/tpxHvsnmy/ncUgAIBFZc4Dc2+7Y8bSNgCLj+UgAABoJTfdXOfKq8ps7bWSLx9fpaoUTgAA72TIkKTLbO9YTpkyY0EIAAAAYH68/HKd088oP4Tab5nk80fraQAAFqWttiyvx4xJHn+iIaMAdFqWgwAAoBWMHVvn5FPKsql79+Skb1Xp0UPhBAAwP3r3qrLJJmV22+1OlQMAAADeWV3X+clpdV5/vcyPP65K7166GgCARWmtNZMVViizW29ryCgAnZblIAAAeJemT6/zne/VGT++zL9wdJW111I2AQAsiK22LO+fbr1txod7AAAAAN7Ov/6d/OemMttl52S7bXU1AACLWlVV2WqLMrvlVv0OwOJkOQgAAN6lX12cjBpdZjvtmHxw70ZMAwDQvm29VXk99sXk0ccaMwsAAADQPowbV+enp5UfPu2zdPLFL1gMAgBYXLbZprz3uufe5JVXLAgBLC6WgwAA4F0YNbrOL39dvpGx4grJiV+qUlUKJwCABbXmGslKK5bZrbc1ZhYAAACgfTj9zDrjxpXZscdU6dtHVwMAsLgMGpD07Dnruq51PACLk+UgAABYSK+9Vuc7363T0jIr69KUnPStKr16KZsAABZGVVVzPT3ottudKgcAAADM28231vn7P8psu22TnXdqzDwAAJ1Vt25VthhSZjfdouMBWFyaGz0AAAC0R3Vd5wen1Bn7Ypkf+ukqG29kMQgW1IQJEzJ69OiMHTs2r732WpZYYoksu+yyWWeddbL66qs3erz5NmXKlAwfPjxPPfVUJk+enH79+mXAgAFZeeWVF/p7jhgxIsOHD0+SrLTSStl7771ba1yANmurLatcedWssuiee5Nx4+r0cdovAAAAMJuJE+v89NTyA6dLLZV86dgqVeV9BFjU9DtvTb8DdFbbblPlxn/Puj8bOiyZNKlOjx7uzQAWNctBAACwEP5wdXLTLWU2aGBy8EENGQfardGjR+eiiy7K0KFDM3369Hm+Zr311suHPvShfOhDH1okZe4jjzySQw45JNOmTSvyb3zjGwtU1Fx++eU5//zz8/rrr8/1Z1tttVWOP/74rLLKKgs024QJE/Ktb30rL730UpLkpz/96QJ9/cJ67rnnst9++xXZ7bffvti+11FHHZWRI0e+7Wu6du2arl27pnfv3unbt29WXnnlrLXWWtloo42y6aabZskll1yoeZPkO9/5Tq6//vqZ14ceemgOP/zwhf5+wIIb0D/p0SOZNGnGdV0nt92R7LF7Q8cCAAAA2pgLfjn3QW7HHF1l2X4+fAqLkn7n7el33trs/c6yyy6b1VZbLauuumo23HBD/Q50EFtvmXRpSqa3zLieMmXGgtB22zZ2LoDOwHIQAAAsoIcfqXPW2eUpdH2WTr75tSpduiibYH5MmzYtP/nJT3LVVVe942sffvjhnHLKKfn73/+ek046KSussEKrzTF9+vR873vfm6s4WlA/+MEPcvXVV7/ln99222057LDDctZZZ2Xttdee7+97zjnnzCyOdtppp2y99dbvas6OZOrUqZk6dWomTpyYF154Iffff//MP+vWrVuGDBmS/fbbL1tttZUTQqEd6t69yuaD6mIZ+6ab6+yxu/+eAQAAgBkefrjO739fZoMGJu93uAgsMvqd+aPfeWtz9jv33HPPzD/T70DH0Lt3lU03rTNy1KzsplvqbLet/6YBFrWmRg8AAADtyaRJdf73/+pMmVrmX/9qlWWX9UYGzI9p06bl+OOPn6s4am5uzmabbZbddtst2267bVZcccXiz0eOHJkvfOELee2111ptlksvvbRYKlkY1157bVEcdevWLVtssUV23XXX4iS5V199NV/72tcyefLk+fq+DzzwQP7whz8kSZZYYokce+yx72rOzmTKlCm5+eabc9xxx+WQQw4piiWg/ZizJLrjzhn3YgAAAAAtLXV+9NN65on0SdKta3L8cZUPk8Miot/R7yxq+h3oOLbbprwfu/W2ZPp0HQ/AoubJQQAAsAB+fl6dJ54sswM+kmy1paIJ5tdZZ52V22+/vcj233//HHbYYendu3eR33HHHTnllFPy7LPPJkmefPLJfOUrX8nZZ5/9rgvep556Kueff/7M6yWWWCITJ05coO8xbdq0/PznP595veqqq+b000+fWRq1tLTk/PPPz4UXXpgkeeKJJ3Lttdfmwx/+8Nt+35aWlpxyyilpaZnRbB922GFZfvnlF2i2juTzn/98dtpppyJraWnJG2+8kddffz0vvvhi7rvvvtx999158MEHi9c9+OCDOfLII/P5z38+Bx544OIcG3iXttk6aWpK/v9fhZk8ORk6LNlu28bOBQAAADTen65N7ptjL+BjB1dZbVV9DSwq+h39zoJ6u37njTfeyIQJE3LXXXdl2LBh+h3oYLbdNvnZWbOux41L7rk32WzTho0E0ClYDgIAgPk0dFid3/+hzNZfPznycEUTzK/HH388l19+eZF94QtfyEc/+tF5vn6LLbbIeeedlyOOOGJmgTRy5Mj84x//yG677bbQc9R1ne9///szT3nbeeed8+qrr2bkyJEL9H1uv/32vPTSSzOv//d//7c4Ta6pqSlHHHFE7rnnntx5551JMl/l0R/+8Ifcd999SZL11lsvBxxwwALN1dEsvfTSWXnlld/2NXvuuWeS5JFHHsnll1+e6667bmb5Nn369Jx22mmZNm1aPvaxjy3yeYHWsfTSVTbbtM7IUbOym26u53qiEAAAANC5vPJKnZ+fV548v+qqycEHNWgg6AT0O/qdhfF2/U5VVenTp0/23XffjBs3Lg8//LB+BzqQlVeqss7adR59bFZ28y11NttUxwOwKDU1egAAAGgPXn+9zsk/LIum7t2Tk75RpVs3b17A/Lr44otnvqGfJJtvvvlbFkf/1a9fv3z9618vsnPOOSfTp09f6DmuvPLKjBo1Kkmy1FJL5bjjjluo7zN69OiZ//ye97wnG2200TxfN3tZ9NBDD+XNN998y+/58ssvzzytrqqqnHjiienSpctCzdcZrbvuuvn617+e0047LX379i3+7Oyzz55Z4gHtw/bblfdZt9yaTJtWv8WrAQAAgM7grHPqvPFGmX3pi1W6d9fXwKKi39HvLGr6Heh4ttm6vL7plhlLngAsOpaDAABgPpz2szpjXyyzzx5ZZfXVFU0wv+q6zq233lpkBx988Hx97cCBA7PhhhvOvH7uuecyYsSIhZrjhRdeyNlnnz3z+uijj86yyy67UN/rv6fdJSnmm9PspdL06dPzwgsvvOVrTz/99Lzx/5vtffbZJ5tssslCzdbZDRkyJGeeeWZ69OgxM2tpackpp5ySqVOnNnAyYEFst015/dr45K67GzMLAAAA0HjDR9T569/LbLddk80H62tgUdHvzKDfWTz0O9BxbLdteX/2zDPJU081aBiATsJyEAAAvIN/3Th30TR4UPKhfRsyDrRbjz/+eMaNGzfzumvXrhk4cOB8f/2WW25ZXP/zn/9cqDl+8IMfZOLEiUmS/v37Z5999lmo75Mkr7/++sx/Xnrppd/ydX369HnLr5vdsGHD8re//S1J0rdv3xx11FELPRvJOuusk+OPP77Innnmmfz1r39t0ETAglpxxSrrr1dm/7nZqXIAAADQGU2ZUufHp5bvCyy1ZHL0URaDYFHS78z762an32ld+h3oGN6zfjLnDudNtzRmFoDOwnIQAAC8jZdervPjn85dNH31y1WampRNsCDGjh1bXK+22mrp1q3bfH/9OuusU1zPeUrd/Lj22mtz++23J0m6deuWr3zlK6mqhf9vefb5p02b9pavm/PP5vXvPXXq1PzoRz+aef35z3/+bQsp5s+ee+6ZVVddtciuvvrqxgwDLJTttyv/nr7p5hmnlQIAAACdy28vT55+usw+c0SVfv30NbAo6Xfm/XX/pd9ZNPQ70P41NVXZdusyu/kW/Q7AomQ5CAAA3kJd1znlR3VeG1/mx32xygrLK5pgQY0fX/7HtNRSSy3Q18/5+jFjxuSNN96Y769/+eWX87Of/Wzm9SGHHJI111xzgWaY0+wnxj377LNv+bpnnnmmuO7bt+9cr7n44ovz5JNPJkkGDBiQPffc813NxgxNTU35yEc+UmT33ntvXn755QZNBCyo7bYtr8eMSR5+pDGzAAAAAI0xdmydiy8pP0y64XuTD36gQQNBJ6LfmUW/s/jod6Bj2Hab8rM1996XvPKKBSGARcVyEAAAvIVrrktuvb3Mdtwh2W3XxswD7V1zc3NxPXXq1AX6+nm9/vHHH5/vr//Rj340s8Bae+218/GPf3yB/vfn5T3vec/Mfx4+fHimTJkyz9fNfgpenz59ssIKKxR//uyzz+ZXv/pVkhn/73TiiSe+69mYZciQIcV1Xde55557GjQNsKDWXitZZeUy+89NiiMAAADoTM45r86kSbOum5qS44+r0tTkMDdY1PQ7M+h3Fj/9DrR/AwckPXvOuq7r5JYFf4AcAPPJchAAAMzDmLF1zjir/NDpMn2T44+t3tUj6qEzW3rppYvrl156aYG+fl6v/+9JbO/khhtuyI033pgkqaoqX/nKV9K1a9cF+t+fl6222mrm3wnjx4/PRRddNNdrxo4dm0suuWTm9dZbbz3Xa370ox9l8uTJSZKDDz44a6211ruejVnWXHPN9OrVq8gefvjhBk0DLKiqquZ6etBNNzdmFgAAAGDxu+vuOn//R5l9YK9k/fX0NbA46Hdm0O8sfvodaP+6dauyRbnnl5tucQAcwKLS/M4vAQCAzqWu6/zk1DpvvlnmXzmxSp8+iiZYWGuuuWZx/eKLL2bs2LFZfvnl5+vr53US2IQJE97x61577bX8+Mc/nnn94Q9/OJtuuul8/W++k9VWWy1bb711brnlliTJRRddlHHjxmWvvfZKr169ct999+Xcc8/Na6+9liRpamrK/vvvX3yPG264IbffPuMxZSuttFI+9alPtcpsre25555bqK8bO3ZsK0+y4KqqymqrrZb77rtvZjZmzJgGTgQsqO23q3LZFbPKokcfS559ts4qq7g3AwAAgI5s+vQ6p51RfoB0qSWTww71ngAsLvod/U6j6HegY9humyo3/nvW/dyw4cmbb9bp2dP9HEBrsxwEAABz+OeNya23ldleeyZbb+WNCXg3+vXrlzXWWKM4De7Pf/5zPvnJT77j17755pszT4ab3fyUR6eeempeffXVJMlyyy2Xo446av6Hng/HH3987rrrrrz++utJkquuuipXXXXVPF970EEHZYMNNph5PWHChJx22mnF9+rRo0erztda9ttvv0aP8K707t27uP7v/58A2oeNNkz69k1m/0/3PzcnBx3QuJkAAACARe/6PycPPVRmn/5Ulb4Oc4PFRr+j32kk/Q60f1ttmXRpSqa3zLieMiW5485kxx0aOxdAR9TU6AEAAKAtGf96ndN/Vp5At0zf5HNHKZmgNey+++7F9W9+85v5Onns3HPPzRtvvDFXPnHixLf9ultvvTV/+ctfZl6fcMIJWXLJJedz2vmz0kor5Ywzzki/fv3e9nX7779/jj766CI777zz8uKLLyZJdthhh2yzzTbFn0+aNCm/+c1vcthhh+V973tftt9+++y777456aSTMnr06Fb99+joevXqVVxPnjy5QZMAC6NLlyrbbl1m/7mpnveLAQAAgA7h9dfrnHt++fv/mmsm++3bkHGgU9Pv6HcaRb8D7V/v3lX69y+zG/+j4wFYFCwHAQDAbM4+p84rcxw29MVjqvTuZTkIWsNHPvKRLLXUUjOvX3/99Rx77LFvWyBdeumlufzyy+f5Z01Nb/1r7YQJE/LDH/5w5vVOO+2U7bfffiGmfmcbbLBBrrjiinzmM5/JhhtumF69eqVbt25ZccUVs/vuu+fcc8/Ncccdl6qa9XfJQw89lN///vdJkp49e+a4444rvucjjzySAw44IGeeeWbuueeejB8/PlOmTMkLL7yQv/zlLznyyCNz6qmnpq69cTo/WlpaiuvZ/28BtA/bb1f+d3vPvckrr/g7EAAAADqqX15cZ9y4Mjvm6CrNzd7bg8VNv6PfaRT9DnQMO2xf/rd7y63J5Mn+HgRobc2NHgAAANqKESPrXHt9mW2zdbKTRxlDq+nVq1e+/vWv56tf/erM7NFHH82BBx6YD33oQ9l6662z7LLLZvLkyXnooYdyzTXXFCeoLb/88kXRNHsRNaczzzwzY8aMmfm6L33pS4vg32iWJZdcMoccckgOOeSQd3xtXdf54Q9/mOnTpydJDjvssKywwgoz/3zs2LH53Oc+l9deey1JssQSS2SbbbZJ7969c++99+aBBx5Iklx++eXp3r17PvvZz7b+v9Acbr/99oX6uueeey777bdfK0+z4OY8mbB79+4NmgRYWAMHJD17Jm++OeO6rmeURx/Yu7FzAQAAAK3vySfr/P7KMtt2m2TzwT4UDo2g35lBv7P46XegY9hhu+TU02d0O8mMrmfosBn3dwC0HstBAACQGSeSnPLj8lSSnj2T475YOX0IWtlOO+2UY489NqeffvrM074mTpyYSy65JJdccslbft3++++fN954I9dfP2uLr1evXvN87fDhw3P11VfPvD766KOz7LLLts6/QCu4+uqrc++99yZJ1l133RxwwAHFn//kJz+ZWRytvvrqOfPMM7P88svP/PNf//rXOfvss5Mkv/nNb7Lrrrtm/fXXX0zTt0+vv/56cd2nT5/GDAIstO7dq2y1ZZ1//mtW9p+b63xgb/dqAAAA0JHUdZ2fnVXn/3/2PknStWvy+c96DwAaSb+j32kE/Q50DP36Vdls0zqjZu2N5l//rrPtNu7vAFrTWz+fEwAAOpFf/rrOM8+W2WeOqLLC8t6IgEXhgAMOyKmnnpo11ljjHV+7xBJL5Pjjj8+xxx6bF198sfizfv36zfX6SZMm5eSTT079/48d6t+/f/bZZ5/WGbwVvPLKKznnnHOSJFVV5cQTT0xz86yzO5599tn85z//mXn9rW99qyiOkuQTn/hEhgwZkiRpaWnJ5Zdfvhgmb79aWlry5JNPFtlKK63UoGmAd2O7bct7s2HDkwkT6rd4NQAAANAe3X5HcsedZXbAR5JVVtHZQKPpd/Q7i5N+BzqWHXco7+VuuSWZMkXHA9CaPDkIAIBO75FH61x6WZltvFHyobbzXjN0SFtssUUuvfTS/Oc//8mtt96au+++O6+88komTpyYvn37ZuWVV87222+f97///TNLojkLgA022GCu7/vnP/85zzzzTJKkqakpn/zkJ/P888+/4zxTpkwprl977bU899xzM6979OiRZZZZZoH/Ped0xhlnZPz48UmSD3zgA9l0002LP7/11ltnFl/rrLNONt5443l+n3333Td33nnnzK/hrT3++OOZMGFCka277roNmgZ4N7baImluTqZNm3E9dWpy6+3Jbrs0di4AAACgdUybVuesn5cfEu3XL/nExywGQVuh39HvLC76HehYdtguOe1ns67fmDDjELitt2rcTAAdjeUgAAA6tZaWOqf8uM706bOy5ubkxOOrNDUpmmBR69KlS3baaafstNNO7/jaMWPGZOzYsTOvl1tuublOXEuSyZMnz/znlpaWHHvssQs12xlnnJEzzjhj5vX222+fU045ZaG+13+NGDEif/7zn5Mkffr0yec+97m5XvPggw/O/OcNN9zwLb/XRhttNPOfX3311YwZMyYrrLDCu5qvo/pvyfZfTU1N2WSTTRo0DfBuLLVUlcGD6tx+x6zsxn/X2W0X920AAADQEVz35+SJJ8rsM4dXWWIJv/tDW6Lf0e8sDvod6FiWW67KJhvXufueWdmN/66z9Vbu8wBaS1OjBwAAgEa69vrkvvvL7GMfTdZey5sP0NYMHTq0uB44cGCDJlk4U6dOLcqno48+OksvvfRcr3v11Vdn/vPbnWQ355/N/nXM0tLSkiuvvLLINt544/Tt27dBEwHv1k47lvdpt92eTJxYv8WrAQAAgPZi4sQ6F1xY/o6/3rrJ7u9r0EBAq9DvlPQ780e/Ax3TTjuUHc9/bk6mTtXxALQWy0EAAHRa48bV+fl55ZsMq62WfPxgi0HQFl1zzTXF9Qc/+MEGTbJwLrnkkjzx/4+87N+/f/baa695vm7KlCnz9f3quvz7a36/rrO5/vrr88wzzxTZvvvu25hhgFax3TZJly6zrqdMSW6/861fDwAAALQPl/y2zitzfEb+6M9WaWrS20B7pt8p6Xfmj34HOqbtty+v33gjGTGyMbMAdETNjR4AAAAa5dxf1Bk/vsyOO6ZK9+5KJmhrRo0aldGjR8+8XmONNTJo0KB5vvbAAw/MgQceuMD/G0cddVRGjpz1zuM3vvGN7L333gs+7Dw899xzueiii5Ikzc3NOfHEE1NV8/67Zqmllpr5zy+99NJbfs85/6xXr16tMGnH8uijj+bHP/5xka2++up53/scNQrtWe/eVQYNrHPnbAeO/uvGOjvv6B4OAAAA2quxY+tcdkWZbb1lMmig3/ehPdPvzE2/8870O9BxrbhClQ3fW+e++2dlN/67zhZD3PMBtAZPDgIAoFO6594611xXZjvtmGw+2BsO0NZMmjQpp5xySpEdeeSRDZpm4fzkJz/J5MmTkyQHHXRQ1l577bd87SqrrDLzn+++++63fN0999wz85+7dOmSFVdcsRUm7TiGDh2az3/+85k0adLMrKmpKSeeeGKam52VAu3djjuU92y33Z5MmlS/xasBAACAtu78C+v8/7dQkyRdmpKjPqOzgfZMvzNv+p23p9+Bjm/Ojuc/NyXTpul4AFqD5SAAADqd6dPr/PT08o2Fnj2Sz39WyQSLw7Rp0+b7tRMnTsxxxx2Xxx57bGa20047Zeedd14Uoy0S//rXv3LLLbckSVZcccUceuihb/v6zTbbbOY/P/XUUxk2bNg8X/eHP/xh5j+vv/766dmzZytM2/49+uijOfnkk3PMMcfklVdeKf7sc5/7XAYPHtygyYDWtN22SdNs72xOmpTccWfj5gEAAAAW3sMP1/nzX8vsA3sna62pt4G2RL+j31mU9DvQeey4Q3n92vhk5KiGjALQ4VilBgCg07n6T8lDD5XZpw6psvzySiZYHK6++ur861//yh577JFtttkmffv2nes1EydOzL/+9a/8/Oc/z4svvjgzX2mllXLCCScsznHflYkTJ+bUU0+def2lL30pPXr0eNuv2WqrrdKvX7+8/PLLSZL/+7//y89+9rOsscYaSZKWlpacc845GTVq1Myv2WuvvVp/+Dbktddey3PPPVdkLS0teeONNzJhwoSMHTs29913X+6+++488MADc319ly5dcswxx2T//fdfXCMDi1jfPlUG9K8zfMSs7F//rrPD9u7nAAAAoD2p6zpnnlOnnu1Mt549k08f4nd8aGv0O/qdBfVO/c6ECRNy9913Z+jQofod6ERWXqnKBu+p88CDs7Ib/11n88Hu/wDeLctBAAB0Kq+8UucX55dPDVprzWT//2nMPNAZ1XWd4cOHZ/jw4amqKiuvvHJWX3319OrVK5MnT87LL7+cBx98MFOnTi2+buWVV87pp5+eZZZZpkGTL7jzzz8/Y8eOTZLssMMO2W677d7xa5qbm3PEEUfk5JNPTpKMGTMmBx98cAYMGJCll146999/f5599tmZr19jjTWy9957L5p/gTbijDPOyBlnnLFQX/ve9743xx9/fDbaaKNWngpotJ12qDJ8xKz7ultuTSZPrtO9u/IIAAAA2ovb70xx+EeSfOyjVZZZxu/30Nbod96efmdu+h3grey4Q5UHHpzV8fz7puS4L9bp0sU9IMC7YTkIAIBO5exz67wxocyO+2KV5mZvMEAj1HWdZ599tihD5mW77bbL1772tXmeQtdWPfzww7n88suTJD179syxxx4731+7zz775J577sk111yTJJk2bVqGDh061+v69OmT7373u+94Wl1n061btwwZMiT77bdfttpqq1SVv+OhI9p+u+SnpyctLTOu33wzueW2ZOcdGzoWAAAAMJ+mTatz9jnlgW7LLZsc8JEGDQTMN/3OvOl33h39DnQeO26f/Py8WdfjxiWj70oGDmjYSAAdguUgAAA6jdF31fnLX8ts992SAf29qQiL02abbZZddtklQ4cOzfjx49/ydV26dMmQIUNy0EEHZciQIYtxwnevruuccsopmT59epLk0EMPzYorrrhA3+NrX/ta1llnnVxwwQV5/fXX5/rzIUOG5IQTTshqq63WKjO3N126dEm3bt3Sq1evLLPMMllllVWy5pprZuONN86mm26aJZdcstEjAovYMstUGdC/Lk4X/scNdXbe0b0dAAAAtAd/+Vvy+BNldsRhVXr08Ls9tEX6nfmj33l7s/c7yy23XFZbbbWsssoq+h3oZFZdtcp669Z5+JFZ2Y3/rjNwgPtAgHejquu6fueXzb9XX321Nb8dLHZVVaVPnz5JknHjxqWV/xMBOhl/p0DbMW1anU8fXuexx2dlSy6ZXPrrKv36tZ83F/y9QkdS13WeeuqpPP744xk7dmwmTJiQqqqy1FJLZfXVV89GG23UbguAF154YeapcF27ds3HPvaxNDcv3PkckydPzvDhw/P0009n8uTJ6du3b/r3799qpZG/V4DWtjj/Xrn2ujo/+NGs79+ta/LHP1Tp1av93N8B76wz36+01ZOVF3UX1Jn/bw7Q2vydCrRVkyfXOfDgOi++NCtbb93k/HOrdOnSNn+v93cqzKDfmT+Lut9p7/ydCvz6N3XOO3/Wf/v9lkn+8Lu2ey/Ylvk7Fdqv1u6BPDkIAIBO4fd/SLEYlCSHfbp9LQZBR1NVVdZYY42sscYajR6l1a244oo5/PDDW+V7de/ePVtvvXWrfC+Ajmb77ZMfn5pMmzbjesrU5D83J3vt0di5AAAAgLd35VUpFoOS5KgjfRgU2gP9zvzR7wC8vR13SM47f9b1y68ko+9KBg5o3EwA7V1TowcAAIBF7cUX61xwUXkqxnrrJh/ap0EDAQDQKnr3qrLlFmX2jxuchgYAAABt2fjX6/z6N+Xv74MGJpsPbtBAAAAsdquvVmXddcrs7zoegHfFchAAAB3emefUefPNMvvSsVWam50+BwDQ3u22S3lPN3xE8soryiMAAABoqy65tM4bb5TZUUdUqSq9DQBAZ7LrHB3Pjf9Opk7V8QAsLMtBAAB0aMNH1Lnhn2W2157JxhspmAAAOoJttk569ph13dKS/PPGho0DAAAAvI2xY+v87soy23mnZIMN9DYAAJ3NrjuX16+/ntwxtDGzAHQEloMAAOiwpk2rc9rPyhNFevVKPnOEggkAoKPo0aPKttuW2T9ucKocAAAAtEUX/rLOlCmzrrt0SQ4/VG8DANAZrbhilU02LjMdD8DCsxwEAECH9adrk8efKLMjD6vSt4+SCQCgI9ltl/L+7p57k+eeVx4BAABAW/LEk3Wu/0uZfWDvZLVV9TYAAJ3VrnN0PDffkrz5po4HYGFYDgIAoEMaP77O+ReWbxasu86MkgkAgI5l88FJ795ldsM/GzMLAAAAMG/n/qJOS8us6x49kk99wmIQAEBntvOOSZfZPs0+aVJy860NGwegXbMcBABAh3Thr+qMH19mx3y+SpcuSiYAgI6ma9cqO+5QZv+4walyAAAA0Fbcc2+dm24uswM+kvTrp7cBAOjM+vatMmhQmel4ABaO5SAAADqcx5+oc9VVZbbjDsmA/gomAICOarddynu9Rx9LHntMeQQAAACNVtd1zjm3/B196d7JRw/U2wAAkOy2a3lfeMedyfjxOh6ABWU5CACADqWu65xxVp3pLbOybl2Tz31GwQQA0JFttmmy3LJl9vd/Ko4AAACg0W69LRl9V5l98uNVllxSdwMAQLL9tkm3brOup01LbvxP4+YBaK8sBwEA0KHcelty59AyO/CAZKWVFEwAAB1ZU1OVnXcusxv+OWN5HAAAAGiM6dPrnPuL8nfzFVdI9t2nQQMBANDmLLlkla23LLO//0O/A7CgLAcBANBhTJ1a54yzyzcH+vVLPvZRi0EAAJ3BbjuX933PPZfcd3+DhgEAAADyt78njz1eZocfWqVbN90NAACz7LZreX84anTy4osWhAAWhOUgAAA6jN//IXnmmTI76sgqSyyhYAIA6Aze855k1VXL7O83KI4AAACgESZPrnP+ReXv5eusk+y2a4MGAgCgzdpyi2TJJWdd13XyzxsbNg5Au2Q5CACADuHVV+v88tdlwfTe9ybvUzABAHQaVVVlt13K7J//TKZNsyAEAAAAi9tVf0zGjCmzzxxRpanJoW4AAJS6d6+yw3Zl9vd/6HcAFoTlIAAAOoTzLqgzYUKZHXO0ggkAoLPZbZfy/u+VV5Ohwxs0DAAAAHRSb7xR59e/KT/M2X+zZMshDRoIAIA2b9c5Op4HHkyefsaCEMD8shwEAEC79/DDda69rsx23y3ZeCOLQQAAnc3qq1d57wZl9pe/Ko4AAABgcbrksjrjx5fZUUdWqSrdDQAA8zZwQNK3b5n944bGzALQHlkOAgCgXavrOqefWaee7fOePXoknzlCuQQA0Fm9/33lveBNNycTJlgQAgAAgMXhpZfqXPG7Mttx+2SjDXU3AAC8tebmKjvvWGZ//0edutbxAMwPy0EAALRrN/47GTW6zD720SrLLadgAgDorHbZOenSZdb1lCnJjf9p3DwAAADQmVz0qzqTJ8+67tKUHHGY3gYAgHe26y7lfeNTTyf3P9CgYQDaGctBAAC0W5Mn1znrnPJ0kBVXSA46oEEDAQDQJvTpU2XLLcrsL391qhwAAAAsak89Vefa68psr72S1Ve3HAQAwDvbeKNklZXLTMcDMH8sBwEA0G5ddkXywpgy++xRVbp3VzABAHR2739feU84clTywhjlEQAAACxK551fZ3rLrOvu3ZNPf1JvAwDA/KmqKu/fvbx//Mc/kylTdDwA78RyEAAA7dKLL9a5+JLyF//+myU77dCggQAAaFO23ipZasky+9vfGzMLAAAAdAb33lfnxv+U2f7/kyy7rOUgAADm3/t2K6/Hj09uu6MxswC0J5aDAABol37+izqTJs26rqrkC0dXqSoFEwAASffuVXbaqcyu/0udunayHAAAALS2uq7z8/PK37l79Uo+eqDeBgCABbPKylU227TM/vJX/Q7AO7EcBABAu3PPvXX++rcy23uvZP31FEwAAMyyx+7l/eEzzySjRjdoGAAAAOjA7rgzGTmqzD7xsSq9euluAABYcHN2PLfdnowbZ0EI4O1YDgIAoF1paanzszPLX/aXXDI54lDlEgAApU02TtZYvcyuvU5xBAAAAK2ppaXOOXM8NWj55ZP99m3MPAAAtH877pB06zbretq05IZ/Nm4egPbAchAAAO3K3/6R3Hd/mR3yiSp9+1oOAgCgVFVV9t6rvE/817+T8a9bEAIAAIDW8vd/JI8+WmaHfapK9+66GwAAFs5SS1XZbtsyu+4v+h2At2M5CACAdmPixDo/n+PkuVVXTf5nvwYNBABAm/f+3ZPm5lnXU6bM+NASAAAA8O5NmVLn/AvL7matNZPd39eYeQAA6Dj22L1cNn/ooeTBhywIAbwVy0EAALQbv7m0zksvldnnP1ula1cnzwEAMG99+8x9stw119apa+URAAAAvFtX/yl5/oUyO/KIKl266G4AAHh3Nh+crLBCmV1zrX4H4K1YDgIAoF147vk6l11eZkM2T7beqjHzAADQfnxgr/IDSY88mjz4UIOGAQAAgA5iwoQ6v764/HDmppsk2+huAABoBV26VNlrj7Lj+ds/kokTLQgBzIvlIAAA2oWzf15nytRZ112aks9/rkpVOXkOAIC3N3hQsqKT5QAAAKBV/fbyOuNeK7OjjtTdAADQevbaM2ma7dPuEycm/7yxYeMAtGmWgwAAaPNGjqpz47/L7EMfStZaU7kEAMA7a2qqstee5b3j329I3nzTghAAAAAsjJdfrnPZFWW23TbJJhvrbgAAaD0rLF9liyFl5gA4gHmzHAQAQJs2fXqd088of6nv3Tv59CeVSwAAzL8990hmP7h44sTkXzc2bBwAAABo1y76VZ1Jk2ZdNzUlRxyuuwEAoPV9cO/yPvPe+5JHH7MgBDAny0EAALRp116fPPJomR326Sq9eyuYAACYf/M8We46xREAAAAsqMefqPOna8tsj/cna62puwEAoPVttWXSr1+ZeXoQwNwsBwEA0Ga9/nqdX1xQ/jK/9lrJB/du0EAAALRrH5jjZLm770meeFJ5BAAAAAvi7J/XaWmZdd29e3LoIRaDAABYNJqbq+y5R5n95W/J5Mk6HoDZWQ4CAKDN+uXFdcaNK7MvHF2luVnBBADAgttmq6Rv3zK71tODAAAAYL4NHVbnttvL7MD9k+WX190AALDo7L1neb/5xhvJjf9u0DAAbZTlIAAA2qSnnqrz+yvLbLttksGDlEsAACyc5uYqe7y/zP7y12TqVAtCAAAA8E6mT69z1jnl79DL9E0OPkh3AwDAorXKylU2H1xmf7pWvwMwO8tBAAC0SWeeXWf69FnXXbsmnztKuQQAwLsz58ly415L/nNzg4YBAACAduQvf0seebTMDju0yhJL6G8AAFj0PrB3ed85+q7kySctCAH8l+UgAADanNvvqHPr7WX2kf9JVl1VuQQAwLuz+mpV+m9WZlddrTgCAACAt/Pmm3V+cUH5+/NaayZ7vn/erwcAgNa23TZJnz5lds11Oh6A/7IcBABAmzJtWp0zzip/cV+mb/LJj1kMAgCgdXzwA+W95ajRySOPKo8AAADgrVx2RfLSS2X2uaOqNDfrbwAAWDy6dq2yx+5l9ue/JFOm6HgAEstBAAC0MVf9MXnyqTI74vAqSy6pXAIAoHXstMOMBfTZXXmV4ggAAADm5aWX61z62/L35iGbJ1tuobsBAGDx+sDe5T3oa+OTm25u0DAAbYzlIAAA2oxXX61zwUVlufSe9ZM939+ggQAA6JC6dq2yzwfL7G9/T8aPtyAEAAAAc7rgwjpvTpp1XVXJZz9jMQgAgMVv9dWq9N+szK76o34HILEcBABAG/LzX9R5440y+8LRVZqaFEwAALSufT5QpUuXWdeTJyfX/blx8wAAAEBb9Ohj9Vy/L++1R7LuOrobAAAaY58Plveio0Ynjz1uQQjAchAAAG3CvffVue76Mttt12SzTZVLAAC0vmWXrbLjDmX2h6vrTJ+uPAIAAID/OuucOi0ts6579EgOO1R3AwBA4+ywXdK3b5ld7elBAJaDAABovOnT6/z0tPKX9J49k899RrkEAMCi8+EPlfebzz+f3HZHg4YBAACANuaOO+vcObTMPnpglWX76W8AAGicbt2q7L1Xmf3lb8nEiRaEgM7NchAAAA133Z+TBx8qs099ssqyyyqXAABYdDbZOFl/vTK78g+KIwAAAJg+vc5Z55S/Iy+7bHLQAQ0aCAAAZrPPB6o0zfYp+IkTk7/+vXHzALQFloMAAGio8ePrnHteWS6tsXrykQ83aCAAADqNqqry4f3KhfShw5Inn7QgBAAAQOd2/Z+Txx4vs8MPrdKzp4PdAABovBVXqLLNVmV21dV16lrHA3ReloMAAGioX1xY57XxZfbFL1Tp2lW5BADAorfrzsnSvcvsD1crjgAAAOi8Jk6sc/6F5e/G66yTvP99DRoIAADm4UP7lp8teuzxZPRdDRoGoA2wHAQAQMM89HCdP/6pzHbcPtl8sMUgAAAWj+7dq+y9V5ld/5dkwgQLQgAAAHROl15W5+VXyuzoo6p06aK/AQCg7Rg8KFl11TK74vf6HaDzshwEAEBD1HWdU0+v09IyK+vePTn6s4olAAAWrw/tU6VptndK33wz+fNfGzcPAAAANMqLL9b57eVlttWWDnYDAKDtaWqqst8cTw+66ebkmWcsCAGdk+UgAAAa4q9/T+6+p8w+fnCVFVdULgEAsHituGKVbbcpsyuvqtPSojwCAACgc/nFBXUmT5513dSUHHWk7gYAgLZp7z2TpZacdV3Xnh4EdF6WgwAAWOwmTKhz9jnlL+Irr5wcdECDBgIAoNP7n/3KDzo9/XRyx9AGDQMAAAAN8PDD9VxP0v3AXsnaa1kOAgCgbVpiiSof/ECZXf+XZPx4C0JA52M5CACAxe7CX9V55dUyO+boKt27K5cAAGiMAf2TtdYss99epjgCAACgc6jrOmeeU6ee7Vfhnj2TQz+luwEAoG378H5VunSZdT1pUvLHaxo3D0CjWA4CAGCxeuzxOr//fZltvVWyzdbKJQAAGqeqqhzwkfKedMTI5IEHLQgBAADQ8d18SzJ8RJl97KNVlllGfwMAQNu2wvJVdt6pzH7/hzpTp+p4gM7FchAAAItNXdc5/Yw601tmZV27znhqEAAANNr7dkv6LVNmnh4EAABARzd5cp2fnVX+/rv8cskBH2nQQAAAsIDmPADu5ZeTf9zQoGEAGsRyEAAAi80/b5z71LmPHpissorlIAAAGq9btyr/8+Hy3vRf/06ee96CEAAAAB3XZVckzz9fZkd9pkqPHvobAADahw3eU6X/ZmV22e/q1LWOB+g8LAcBALBYvPFGnZ+dUf7CvcIKyccPViwBANB27PPBpGePWdctLckVv1McAQAA0DGNGVvn4kvK33s33STZdecGDQQAAAvpwP3LzyA9+mgybHiDhgFoAMtBAAAsFueeX+flV8rs85916hwAAG1L715VPrB3mV17ffLaaxaEAAAA6HjO/nmdSZNmXTc1Jcd+oUpV6W8AAGhftt4qWW21MrvsCv0O0HlYDgIAYJG77/46V/+xzLbaMtlh+8bMAwAAb2f//6nSZbZ3TidNSq7641u/HgAAANqjUaPr3PDPMvvAXsl661kMAgCg/WlqqnLA/5T3snfcmTz2uAUhoHOwHAQAwCI1bVqdU35cp57t9+zu3ZPjjnHqHAAAbdOKK1bZeecyu/KqOpMnK48AAADoGKZPr3Paz8rfc5daKjn8UN0NAADt1/t3T5buXWZX/E6/A3QOloMAAFikfndl8sijZfbpQ6qstJJyCQCAtuujB5T3q6++mvz5rw0aBgAAAFrZNdfO3d8c/ukqffrobwAAaL969Kiy7z5l9te/Jy+/bEEI6PgsBwEAsMi8MKbOBReVv1yvs3ZywEcaNBAAAMyn9darMnhQmV12RZ3p05VHAAAAtG/jx9c574Ly99u110r2+WCDBgIAgFa0375VunaddT11anK5pwcBnYDlIAAAFom6rnPq6XUmTSrzE75UpbnZqXMAALR9Hz2wvG995pnk5lsbNAwAAAC0kl9cWGf8+DL74hf0NwAAdAz9+lXZfbcyu+rqZNw4C0JAx2Y5CACAReI/Nye3zPHByX0+kGy8kWIJAID2YfPBybrrlNmlv61T18ojAAAA2qf77q9z9R/LbKcdk4ED9DcAAHQcH/tolabZPiX/5qTkit/rd4COzXIQAACtbuLEOqedXv5C3bdvcuQRiiUAANqPqqpy0AHlPey99yUjRjZoIAAAAHgXpk2r88Mf15n9zItu3ZLPfUZ/AwBAx7LqqlV226XMrrwqef11C0JAx2U5CACAVvfz8+q8+FKZfeHoKr17KZcAAGhfdtk5WWGFMrvwl54eBAAAQPtz+e+SRx8ts099ssqKK+pvAADoeD7+sSrVbLe6EybMWBAC6KgsBwEA0KpG31Xnqj+W2eaDk113bsw8AADwbjQ3V/n4weWHpEbflQwf0aCBAAAAYCE8+1ydC39ZHnSxztrJQQc0aCAAAFjE1lyjyo47lNkVv68zcaID4ICOyXIQAACtZvLkOj/8UZ3ZD1Hv3j05/rgqVeXUOQAA2qe99kiWX77MPD0IAACA9qKu6/zk1DqTJ8/Kqio58fgqzc36GwAAOq5PfKy83x0/PnMdegzQUVgOAgCg1fzq4jpPPV1mh326yiorK5YAAGi/unat5iqP7rrb04MAAABoH/7+j+TOoWW2377JRhvqbwAA6NjWW7fKttuU2WVX1Jk0yQFwQMdjOQgAgFbxyKN1Lvltmb13g+QjH27MPAAA0Jr22iNZYYUy8/QgAAAA2rrXXqvzs7PK312XWzY54jCLQQAAdA6f/Hh57/vqq8mfrmnQMACLkOUgAADetWnT6vzglDrTp8/KunRJvnxCleZm5RIAAO3fWz09aNjwBg0EAAAA8+Gsn9cZN67Mjj2mypJL6m8AAOgc3rtBlSGbl9mll9eZPNkBcEDHYjkIAIB37YrfJw88WGYf+2iy7jqKJQAAOo493+/pQQAAALQfI0bWuf7PZbbdtsn22+lvAADoXA75RHkP/NJLyfV/adAwAIuI5SAAAN6VZ5+tc8FF5Ych11h97kfyAgBAezevpwfdfY+nBwEAAND2TJpU54c/KvubJZZIjv2C/gYAgM5n002qDBxQZr+5tM6UKQ6AAzoOy0EAACy0lpY6p/ykzuTJs7KqSr58QpVu3ZRLAAB0PHu+P1nR04MAAABo4847v86zz5XZkYdVWX55/Q0AAJ3TnAcdjxmTXHNdg4YBWAQsBwEAsNCu/lMyfESZfWifGadtAABAR9S1a5VPfNzTgwAAAGi77rq7zu+uLLNNNk723acx8wAAQFswcECy6SZl9uuL60ya5AA4oGOwHAQAwEJ59tk6Z/+8/OV4+eWTzxxhMQgAgI5tj93nfnrQ+Rd6ehAAAACNN3lynZNPqTP7r6jduiVfPbFKly46HAAAOq+qqnL4oeU98cuvJH+4ujHzALQ2y0EAACyw6dPrfO8HdSZNKvOvnFBliSUUSwAAdGxdu1b55BxPD7r3vuSWWxs0EAAAAPx/519Y5+mny+ywT1dZfXX9DQAADOhfZfPBZXbJpXUmTnQAHND+WQ4CAGCB/e7K5K67y2yfDyRDNlcsAQDQOezx/mTllcvs3F/UmT5deQQAAEBj3HNvnct/V2Ybvjc54CONmQcAANqiOZ8e9Nr45IrfN2gYgFZkOQgAgAXyxJN1zvtF+YHHlVZKPneUxSAAADqP5uYqh326vAd+/Inkb/9ozDwAAAB0bpMn1zn5h3VaWmZlXbsmX/1ylS5ddDgAAPBfG763yrbblNmll9V5dZwD4ID2zXIQAADzbdq0Ot87uc6UqWX+tS9XWWIJxRIAAJ3Lrjsn66xTZhdcWGfKFOURAAAAi9dFv6rz5FNl9ulDqqy1pv4GAADmdNinq1Sz3SpPnJhc9Ev9DtC+WQ4CAGC+XXpZcv8DZfaRDycD+iuWAADofJqaqnzm8PJe+IUxyR+vadBAAAAAdEr33V/n0svKbIP3JAcd0Jh5AACgrVt3nSrv263M/nhN8tRTFoSA9styEAAA8+WRR+tcOMcJGauumhx5uMUgAAA6ry23SDbbtMx+dXGdiROVRwAAACx6EyfW+c736rS0zMqam5OvfblKc7MOBwAA3srhh1bp1m3W9fTpyTnn6XeA9styEAAA72jKlDrf/X6dadNmZU1NyTe+WqVHD8USAACdV1VVcy3MjxuXXP67xswDAABA53LGWXWeeabMDvlElbXX1t8AAMDbWXGFKgd8pMxuujkZNdqCENA+WQ4CAOAdnXt+nUceLbODDkg23kixBAAAm25SZZuty+y3l9cZN055BAAAwKLz75vqXHNdmW343uRjH23MPAAA0N587KNV+vQps7POqdPSouMB2h/LQQAAvK2hw+pcfkWZrb1WcuinLAYBAMB/HXFYlWq2W+SJE5OLL1UcAQAAsGi89FKdH/6o/L2zZ8/k29+o0tyswwEAgPmx5JJVPn1Ief98/wPJDf9q0EAA74LlIAAA3tK4cXW+e3JZLHXrmnz7m1W6dVMsAQDAf62zdpX37VZmV12VvDDGghAAAACtq6Wlzvd+UGf8+DL/4heqrLKK/gYAABbEB/dOVlutzM49r87kyToeoH2xHAQAwDzV9YwT515+ucw/c2SVddZWLAEAwJwO/VSV5uZZ11OmJr+4QHEEAABA6/r9lcnQYWW24/bJnu9vzDwAANCeNTdX+eyR5WehXhiTXHlVgwYCWEiWgwAAmKc/XZvcdEuZDdk8+Z/9GjMPAAC0dSuvVGXfD5bZX/+W3HufBSEAAABaxyOP1jnnvPL3zOWWTU48vkpVOdwNAAAWxrbbJP03K7NfX1xn3DgdD9B+WA4CAGAuTz5Z52dnlr/c9lk6+fpXqjQ1KZYAAOCtfPLjVZZcssx+dmadulYeAQAA8O5MnlznO9+tM3VqmX/9q1V699bfAADAwqqqKp87qrynfmNCctGv9DtA+2E5CACAwtSpdf73e3UmTy7zr3y5Sr9+iiUAAHg7fftW+eTHy/vme+9L/v6PBg0EAABAh3HaGXUee7zMDjogGTxIfwMAAO/WezeostuuZXbVH5OHH7EgBLQPloMAACj8/Bd1HnqozPbdJ9l2a8USAADMj498OFl1lTI759w6b76pPAIAAGDh/PVvda65tszWWzc5/FD9DQAAtJYjD6vSrdus65aW5NTT69S1jgdo+ywHAQAw043/rnP5FWW25hrJ0UcplgAAYH517Vrl6M+V99AvvpRc8lvFEQAAAAvu8Sfq/Oin5e+UPXok3/5mlW7ddDgAANBaVlyxyscPLu+x77o7+evfGzQQwAKwHAQAQJLkqafrfP+HZbHUtWvy7W9U6dFDsQQAAAtim62SzQeX2aWXJS+8YEEIAACA+ffmm3W+eVKdSZPK/ITjqqy5hv4GAABa20cPTFZeuczOPqfOG2/oeIC27f+xd9/hUZTrG8fvN71ASOhdqdJB7L3rsffeFUUQu9J7UxBFxIJYDnaPx4L1iD8VewWl9yYl1EAISSDJZp/fHwuEIUHaJtnNfj/XtVcyzzs7GY1O5p17nxmagwAAAKCtW019+5tyc731+7o5NWtGsAQAAADsL+ec7rnbKXqXK7D5+dJzLxAcAQAAAAD2jZnpiadMy5Z56xdeIJ1zNvkNAAAAUBri453u6+Y93964SXplAhkPgNBGcxAAAECEMzONGm1astRbP+ds6eKLymefAAAAgIqgcSOnSy721r6ZLE2fQXgEAAAAANi7z/4nfTHJW2vaRLr/HhqDAAAAgNJ0wvFOxx/nrb3/gbR4CRkPgNBFcxAAAECE++gTadKX3lrjRtIjDzo5R7gEAAAAHIzbb3VKSfHWxow1FRYSHgEAAAAA9mzRYtOTT3nnjklJ0pBBTvHx5DcAAABAabuvm1NcbNFyoV8aPcZkRsYDIDTRHAQAABDB5s0zjRlbPFgaOtgpIYFgCQAAADhYKSlOt9/iPbdesFD65LNy2iEAAAAAQMjbssXUb6ApP99b7/GIU4P65DcAAABAWahXz+m6a721adOl//u6fPYHAPaG5iAAAIAItXmzqe8AU0GBt96np1PDBgRLAAAAQLBcfJF06KHe2rjxpk2buLMcAAAAAMDL5zMNGGxascJbv+wS6YzTyG8AAACAsnTDdU61a3lrzz5vyskh4wEQemgOAgAAiEA+n6n/INOatd76NVdJp5xMsAQAAAAEU0yM0/33eM+zs7OlZ54nOAIAAAAAeD37vOn3P7y1w5pL3bqS3wAAAABlLSHB6d5u3nPxjAzppVfIeACEHpqDAAAAItBz40xT//TW2rWV7rqTYAkAAAAoDUce4XTWmd7apC+lP/8iPAIAAAAABHzyqem/73trVdOkYUOc4uLIcAAAAIDycNKJ0jFHe2vvfyjNm0fGAyC00BwEAAAQYf43yfTue95atWrS4AFOMTEESwAAAEBp6dbFqVKytzbqSVN+PuERAAAAAES6adNNTzzlnR/GxkrDhzrVrkV+AwAAAJQX55weuNcpLq6o5vdLI0aZfD4yHgChg+YgAACACDJnrunxUcWDpWGDnapXJ1gCAAAASlO1ak533uE9716+QnrrnXLaIQAAAABASEhfberb3+TzeevdH3Jq05r8BgAAAChv9es73XKT99x84SIVu0EzAJQnmoMAAAAixIYMU+9+pvwCb/3hBwmWAAAAgLJy8YVSyxbe2mtvmFat4s5yAAAAABCJcnNNPXubMjd769ddI537L/IbAAAAIFRce7XUuJG39soEU/pqMh4AoYHmIAAAgAiQnx+449yGDd76FZdJ559LsAQAAACUlehop4cfdIra5cpsfr705BiTGeERAAAAAEQSv980eJhpyVJv/fhjpc53kN8AAAAAoSQ21qn7w05ul1P1bdukJ0aT8QAIDTQHAQAAVHBmptFjTLNme+sdD5e6dSVYAgAAAMraYc2dLr/UW/vtd2nyd+WzPwAAAACA8vHiy6Yff/LWDj1UGtDPKTqaDAcAAAAINW1aO11ysbf22+/S19+Uz/4AwK5oDgIAAKjg3n1P+uQzb61ObWnwAKeYGIIlAAAAoDx0us2penVvbcxYU04Od5YDAAAAgEjw5f+ZXn/TW0tJkUYMc0pOJr8BAAAAQlXnTiVkPM+YsrLIeACUL5qDAAAAKrAffzI985x34pmQIA0f6pSaSrAEAAAAlJfkZKd7u3nPyTMypBdfITgCAAAAgIpu9hzTYyO987/oaGnoIKd69chvAAAAgFBWqZLTA/d6z9s3bZKef4GMB0D5ojkIAACggpq/wDRwiMl2m3f27unUrCnBEgAAAFDeTjtFOuZob+2DD6V58wmPAAAAAKCiWrnS1KOXKb/AW3/gPqeOh5PfAAAAAOHg5JOkk07w1j75TJoylYwHQPmhOQgAAKACWrfO1KO3ads2b/3OTk6nn0qwBAAAAIQC55wevM8pLq6o5vdLo540FRYSHgEAAABARbNxo+nB7qbMzd76ZZdIl1xEfgMAAACEC+ec7r/PKTHRW390pCknh4wHQPmgOQgAAKCCyc0NNAZt2OCtn3uOdOP15bNPAAAAAEpWr57TzTd6PwA2b7408eNy2iEAAAAAQKnIzTV172VKT/fWjzpSurcbjUEAAABAuKlV0+muO7zn8mvXSmOfpTkIQPmgOQgAAKACKSw0DRpqWrjIW+/QXur+sJNzhEsAAABAqLn2aumQht7a+JdM69cTHgEAAABARVBQYOo7wDRvvrfevJk0bLBTTAz5DQAAABCOLr1E6ni4t/bp59LPv5DxACh7NAcBAABUEGamZ54z/fSzt16/fiBYio0lWAIAAABCUVyc00MPeM/Xc3KkUaNNZoRHAAAAABDO/H7T0EdNv//hrdepLT3+mFNSEvkNAAAAEK6iopx6dXdKSvLWR4wyZWWR8QAoWzQHAQAAVBBvvi39931vLSUlECxVqUKwBAAAAISyjoc7nXuOt/bTz9I3k8tnfwAAAAAAB8/MNGas6etvvPUqKdITI52qVSO/AQAAAMJdnTpO93T1nttnZEijn6Y5CEDZojkIAACgAvj0M9O48d4JZUyMNHyIU4P6BEsAAABAOOjW1SktzVsb/bQpM5PwCAAAAADC0YTXpPc/9NYSE6THRzg1bEh+AwAAAFQUF5wvHXuMt/Z/X0nffkfGA6Ds0BwEAAAQ5r7/wTTyieITyV7dnTq0J1gCAAAAwkWVKk4P3Oc9h8/MlMY+S3AEAAAAAOHmw49ML/+7hBu7DXVq1ZL8BgAAAKhInHPq+YhT5cre+qgnTZs2kfMAKBs0BwEAAISxadNNAweb/H5v/Z67nc45m2AJAAAACDennSKddKK3Nun/pF9+JTgCAAAAgHDx9WTTk09553HOSf36OB11JPkNAAAAUBFVr+70wL273QRuszTyCZMZOQ+A0kdzEAAAQJhauMjUo7cpv8Bbv/F66eorCZYAAACAcOSc00P3O1VK9tYff9KUk0NwBAAAAACh7pffTEOGmXb/7N8D9zmdcRr5DQAAAFCRnXWmdMrJ3toPP0qff1E++wMgstAcBAAAEIZWpZseesSUk+OtX3CedGcngiUAAAAgnFWv7tStq/e8ft06adyLNAcBAAAAQCj7Y4qpT1+Tz+et33qzdNkl5DcAAABAReec08MPOKWmeutPPW1atYqcB0DpojkIAAAgzGRkmB582LRxk7d+0onSww86OUe4BAAAAIS788+TjujorX04UZo+g+AIAAAAAELRX9NMPfuY8gu89UsvkW67hewGAAAAiBRpaU49HvbOAbZulYYMN/l85DwASg/NQQAAAGEkO9v0UHfTqnRvvUN7aWA/p5gYwiUAAACgInDOqfvDTgkJ3vqjI0zbthEcAQAAAEAomTHT1L2nKS/PWz/nLOn+e7ixGwAAABBpTjrR6cLzvbVZs6U33iqf/QEQGWgOAgAACBN5eYE7zi1a7K03bSI9NswpPp5gCQAAAKhI6tV1uvN273n+ylXSCy/SHAQAAAAAoWLOXNPDPUxbt3nrZ5wm9erhFB1NfgMAAABEonvudqpX11v79wTTnLnkPABKB81BAAAAYaCgwNRvgGnadG+9bl3piZFOlSoRLAEAAAAV0eWXSW1ae2v/fV/6axrBEQAAAACUt/kLTA8+bMrN9dZPPknq18cpJob8BgAAAIhUSUlO/fo4Re/yaf1CvzR4qCk3l5wHQPDRHAQAABDifD5T/0Gmn3/11qumSaMfd6pWjWAJAAAAqKiio51693CKi/PWHx1JcAQAAAAA5WnePNMDD5uyc7z144+TBvWnMQgAAACA1Ka10003emsrV0nPPE/GAyD4aA4CAAAIYT6faeAQ0w8/euvJyYEnBtWrR7AEAAAAVHQNGzp1vsN77p+eLj0/nuAIAAAAAMrDjJmm+x4yZWV568ccLQ0d5BQbS34DAAAAIODmG51atfTWPv5E+vEnch4AwUVzEAAAQIgqLDQNfdT07XfeemKiNGqEU7NmBEsAAABApLjiMqldW2/tw4nSlKkERwAAAABQlqZMNT34iClntycGHdFRGj7EKS6O/AYAAABAkZgYp359nBITvPXHRpo2ZJDzAAgemoMAAABCUGGhafgI01dfe+sJCYHGoLZtCJYAAACASBId7dS7h1PCbsHRoyNNOTkERwAAAABQFn7+xdS9p2nbNm/9qCOlx4Y5xceT3wAAAAAorkF9p3u6eecLmZulYY+a/H5yHgDBQXMQAABAiPH7TSOfME360luPi5NGPurUvh3BEgAAABCJ6td36nKndz6wdq307DhCIwAAAAAobZO/NfXqa8ov8NZPOD7QGJSYSH4DAAAAYM8uPF866QRv7Y8p0n/+Wz77A6DioTkIAAAghBQWmh4bafrsc289LlYaMdyp4+EESwAAAEAku/QS6fAO3trHn0i//0GDEAAAAACUli++NA0YbCos9NZPP00aNpgnBgEAAADYO+ecejziVL26t/7Ci6Z588l5ABw8moMAAABChM9nGjLc9PkX3npsrDRsqNNRRxIsAQAAAJEuKsqpVw+nxARv/bGRpi1bCI4AAAAAINg++sQ07FGT3++tn3uONKCvU0wM+Q0AAACAfZOa6tSvt5PbZRrh80kDBpHzADh4NAcBAACEgIIC08DBpq++9tajo6UhA52OO4ZgCQAAAEBA3TpOd3fxzhHWrZfGPkdoBAAAAADB9J//mh5/wmS7TbcuuVjq1cMpOpr8BgAAAMD+OaKj0/XXemur0qXhI0y2++QDAPYDzUEAAADlLC/P1Luf6dvvvfXYWGn4EKcTTyBYAgAAAOB18UXSkUd4a5//T/r5F0IjAAAAAAiGV183jX22+Bzr2qulh+53iooivwEAAABwYDrd5tSqpbf2w4/S2/8pn/0BUDHQHAQAAFCOcnNN3XuZfvnVW4+Pl0YMdzrheIIlAAAAAMU559Szu1NSkrc+YpQpawsNQgAAAABwoMxML7zo14svF59b3Xqz1PUuJ+fIbwAAAAAcuJgYp8EDnaqkeOsvjDdNn0HOA+DA0BwEAABQTrKzTQ91N03901tPTJAef8zp6KMIlgAAAADsWe1aTvfe7Z03ZGRITzxpMiM4AgAAAID9ZWYa84zp9TeLj3Xp7HT7rVE0BgEAAAAIitq1nPr3ddp1ilHol/oPMm3cSM4DYP/RHAQAAFAOMjNN9z5omjnLW6+ULI1+wqnj4QRLAAAAAPbu/POkY4721r6eLH3xZfnsDwAAAACEq4IC07DHTO+9X3zsgfucrr+W7AYAAABAcB1ztNMtN3lrGRnSwCEmn48GIQD7h+YgAACAMpaRYbrnftOCBd56lRRpzGinNq0JlwAAAADsG+ecej7iVLmyt/7kU6ZVqwiNAAAAAGBfZG0xPdTd9MUkb905qWd3p8svJbsBAAAAUDpuucnpqCO9tT//kl6eQM4DYP/QHAQAAFCGVqWb7r7XtHSZt16tqjR2jNNhzQmXAAAAAOyfGjWcejzsnUts3SoNGspd5QAAAABgb9JXm7rcbfrzL289Okrq39fpgvPIbgAAAACUnuhop/59nWrW8NZff0P66WdyHgD7juYgAACAMjJvvumuu00rV3nrNWtKzzzt1LgR4RIAAACAA3PqKU7nn+etzZkr/ftVQiMAAAAA2JPZc0ydu5r+Xu6tJyRIw4c6nXUG2Q0AAACA0peW6jR4oFN0tLc+ZLgpfTVZD4B9Q3MQAABAGfj1N9M995k2bfLW69WVnnvaqUF9wiUAAAAAB+e+bk7163trr78pTZ9BaAQAAAAAu/vue9M99xfPbqpVlZ4Z43TC8WQ3AAAAAMpOm9ZOd3fxzkOys6V+A0z5+WQ9APaO5iAAAIBS9r8vTD16m7Zu89abNJGefdqpdm3CJQAAAAAHLynJaUBf713l/H5p8DDTli2ERgAAAAAgSWamd9419R1gys/3jjVuJL3wvFOLw8huAAAAAJS9Ky+XTjvVW5u/QHr6GXIeAHtHcxAAAEApMTO99oZp2GOmwkLv2BEdpWfHOFWvTrgEAAAAIHhatnDqdJt3nrF2rTRqtMmM4AgAAABAZPP5TE+OMT3znGn3KdJRR0rPjXWqXYvsBgAAAED5cM6p5yNODRp46xM/liZ9Sc4D4J/RHAQAAFAKCgtNTzxlGv9S8UnZmWdIo0Y4VapEuAQAAAAg+K67RurQ3lv7+hvpiy/LZ38AAAAAIBTk5Jh69TV9OLH42IXnS48/RnYDAAAAoPwlJzsNHeQUH++tP/6kaclSGoQA7BnNQQAAAEGWl2fqO8A08aPiY9ddI/Xv4xQbS7gEAAAAoHRERzv16+NUubK3/uRTplWrCI0AAAAARJ6//zbdcZfpl1+Lj3W+w6n7w04xMWQ3AAAAAEJDk8ZOjzzknaNs2yb17W/KzSXrAVAymoMAAACCaPNm0/0PmX740Vt3Trq3m1PXu6IUFUW4BAAAAKB01arp1H230GjrVmnQUJPPR2gEAAAAIHJ8/4Ppji6m5Su89bhYaVB/pxuvd3KO7AYAAABAaPnX2U4XXeitLV8hPfa4yYysB0BxNAcBAAAEybK/TZ27mmbO8tZjY6VBA5yuuoJgCQAAAEDZOe1Up/PP89bmzJUmvEZgBAAAAKDiKyw0vfiyX737mXJzvWNVUqSnnnQ643SyGwAAAACh675uTs2be2vfTJb++3757A+A0EZzEAAAQBD88lugMWjlKm+9UiXpycedTj+VcAkAAABA2buvm1P9et7aa29I02fQIAQAAACg4sraYurR2/Tq68XHmjeTXnrBqV1bshsAAAAAoS0+3mnoIKdKlbz1Z58z/TWNrAeAF81BAAAAB8HM9PZ/TD16mXJyvGM1a0jPjXU6vAPhEgAAAIDykZTkNKCfU3R0Uc3vlwYPM23ZQmgEAAAAoOJZuNB0R2fTr78VHzvnbOn5Z5zq1CG7AQAAABAe6tZx6tvbO4cp9Ev9B5nWryfrAVCE5iAAAIADlJ9venSE6dnnTX6/d6zFYdILzzk1bkS4BAAAAKB8tWzh1Ok279xk7Vpp1GiTGaERAAAAgIrBzPTxp6bOXU2r0r1j0VHS/fc69e3lFB9PdgMAAAAgvJx4vNMtN3lrmzZJfQeY8vPJegAE0BwEAABwADIyTPc+YPr8i+JjZ5wuPfu0U40ahEsAAAAAQsN110gd2ntrX38jTfq/8tkfAAAAAAimrVtNQx81jRxlyi/wjqWmSk896XTFZU7Okd0AAAAACE+33ux07DHe2uw50pixNAcBCKA5CAAAYD8tWGi6o4tp1uziY3d2chrYj7vOAQAAAAgt0dFO/fo4VarkrT/5lGlVOqERAAAAgPD199+mO7uYJn1ZfKxVS+nl8U6HdyC3AQAAABDeoqOd+vdxqlvXW5/4senDidvKZ6cAhBSagwAAAPbD5G9NXe8xrVvnrScmSMOHON10A3edAwAAABCaatV06v6wd76SmysNHmry+WgQAgAAABB+vvra1Oku09JlxceuuFx69mmnWjXJbQAAAABUDCkpTsMGO8XHe+uDh+Vo9hxf+ewUgJBBcxAAAMA+8PlML7zoV7+Bpm273Wihdi3p+WedTj6JcAkAAABAaDv9VKfzzvXWZs+RJrxGcxAAAACA8JGfb3riKb8GDjFt3eodS0qSBg90uv+eKMXGkt0AAAAAqFiaNXXqsdvN4PLzpfse3KLMTPIeIJLRHAQAALAXmzaZHupuev3N4mPt2kovvuDUtAnhEgAAAIDwcP89TvXreWuvvSFNn0FgBAAAACD0rV5t6nqP6cOJxceaNJFeesHp9FPJbQAAAABUXGef5XTF5d7a6tV+DRjsl89H3gNEKpqDAAAA/sHsOabb7zRN/bP42AXnSWOedEpLJWACAAAAED6SkpwG9HOKji6q+f3S4GGmrC0ERgAAAABCk5npf5NMN99umje/+Pj550njn3Nq2IDcBgAAAEDF162LU/t23tqUqdKLL5P1AJGK5iAAAIASmJk+mGi6+17TuvXeseho6f57nXo84hQbS8AEAAAAIPy0bOF0+63e+czatdLIx01mhEYAAAAAQktWlqn/INOwR025ud6x+Hipdw+nXt2jFB9PbgMAAAAgMsTEOA0e4FStmrf+5tvSt9+R9QCRiOYgAACA3eTmmoYMMz35lMnn845Vry49M8bpisucnCNgAgAAABC+rr9W6tDeW/v2e+mjj8tnfwAAAACgJH9MMd10m2nyt8XH6teXxj/vdN65ZDYAAAAAIk+1ak7DB0cpJsZbH/aYadnfNAgBkYbmIAAAgF3MX2C67U7Tl18VHzu8g/TKeKe2bQiYAAAAAIS/6Gin/n2cUlK89aefMS1aTGAEAAAAoHzl5ZnGjPXrgYdNGzYUHz/vX9LLLzg1aUxuAwAAACBytWnj1KtHsqe2davUu68pJ4e8B4gkNAcBAABIMjO9+19T566mlSuLj193rTR6lFPVqgRMAAAAACqOmjWdevf0znPyC6SBg01btxIYAQAAACgfCxeZOnU2/ff94mMpKdLQQU69e0YpOZncBgAAAACuvjJel1wU76ktXyENfdTk95P3AJGC5iAAABDxNmWauvcyPf2syefzjiUlScMGO3XtHKWYGAImAAAAABXPicc7XXm5t7bsb2nMWMIiAAAAAGWrsND01jumO+4yLV1WfPzoo6TXXnE69RQyGwAAAADYwTmnfn2SdVhzb/2HH6U33y6ffQJQ9mgOAgAAEW3qn6Zbbjf98mvxsZYtpH+/6HTKyQRMAAAAACq2Lp2dmjfz1j79XPq/r2kQAgAAAFA21qw13feg6blxxW/mFhcn3X+v06gRTtWrk9sAAAAAwO4SEpyGDY5SSoq3Pv4l0+9/kPcAkYDmIAAAEJF8PtMLL/l1/0OmjIzi49ddKz031qlePQImAAAAABVfXJzToAFOiYne+uNPmFatIjACAAAAUHrMTF9+ZbrlNtO06cXHmzWVXh7vdMVlTlFR5DYAAAAAsCd16jgN6u8UtUuHgJk0cIgpfTV5D1DR0RwEAAAizurVpm73mV5/IzD52VXVNOnJx526do5SbCwBEwAAAIDI0aC+08MPeOdBubnSgMGmggICIwAAAADBt369qVdf0+Chpuwc75hz0vXXSuOfd2p0KJkNAAAAAOyLo450uuN27xwqK0vq08+Ul0feA1RkNAcBAICIYWb65FPTTbeZZs0uPn70UdKEl52OPoqACQAAAEBkOudsp3PP8dbmzZfGv0RYBAAAACB4/H7TR5+YbrjF9ONPxcdr1ZLGPuXUhZu5AQAAAMB+u+E66eSTvLWFi6THnzTZ7nfTBlBhxJT3DgAAAJSF9etNI0aZfv2t+Fh0tNT5DqdrrpKiogiYAAAAAES2B+5zmjXHtGJFUe3t/0gdO5qOO4Y5EwAAAICDs3JlILP5a1rJ4+ecLT1wr1OlSsw/AAAAAOBAOOfUp6f099+mv5cX1b+YJLVqKV12SbntGoBSxJODAABAhWZmmvSl6cZbS24MqldXGves03XXOBqDAAAAAEBSUpLT4P5OsbHe+rDhpg0buJscAAAAgAPj85neesd0020lNwalpkqDBzr16x1FYxAAAAAAHKTkZKfhQ5wSE731MWNNM2eR9wAVEc1BAACgwtq40dS7n2nIcFN2dvHxC86TXnnRqWULAiYAAAAA2FWzZk7dunjnSpmbpSHDTYWFBEYAAAAA9s/CRabOXU3PjTPl5xcf/9c50puvOp1+KpkNAAAAAATLIYc49e3lnWcVFkp9B5g2ZJD3ABUNzUEAAKBCmvyt6aZbTT/8WHysWjVp5KNOPbtHKTmZkAkAAAAASnLZpdJJJ3hrU/+U3nirfPYHAAAAQPjZutX0wot+depsmr+g+HitWtITI5369opSlSpkNgAAAAAQbKec7HTDdd5aRobUb4CpoIAGIaAioTkIAABUKJmZpoFD/Oo30JS5ufj42WdKr//b6fjjCJgAAAAA4J8459Srh1PNmt76K/82TZ9BWAQAAABgz8xM331vuv5m0+tvBu5MvSvnpCsuD2Q2xxxNZgMAAAAApemO252OPMJbmzlLGjOWvAeoSGgOAgAAFYKZ6YsvTdffZPrq6+LjqVWkoYOc+veNUkoKIRMAAAAA7IuUFKcBfZ2idrmSXOiXBg01ZWURGAEAAAAobvkK00PdTX36m9atKz5+6CHS88843X9PlJKSyGwAAAAAoLRFRzsN7OdUu5a3PvFj6ZNPyXuAioLmIAAAEPZWrTI98LBp6HDT5qzi46ecLL0+wenUUwiYAAAAAGB/tW/ndNst3vnUunXSoyNNZgRGAAAAAAK2bjW98KJfN91q+v2P4uPR0dItN0mvvOjUpjWZDQAAAACUpdRUp+FDneLjvfUnx5hmzSbvASoCmoMAAEDY8vlMb7xluvFW05SpxccrVZL693EaOsgpLY2QCQAAAAAO1I3XSx0P99Z++FH6YGK57A4AAACAEGJm+vY70/U3m15/U/L5iq9zREdpwstOnW6LUlwcmQ0AAAAAlIfmzZx6POKdkxUUSH0HmDIyaBACwh3NQQAAICzNmWu6vbNp3HhTfn7x8VNPlt6Y4HT2WU7OETIBAAAAwMGIjnbq38cptYq3/sxzpoULCYsAAACASLV8uenBR0x9B5jWrSs+XqO6NKi/01NPODU6lLwGAAAAAMrb2Wc6XX2Vt7ZhQ6BBqKCAzAcIZzQHAQCAsJKba3pqrF+du5oWLy4+XrOG9Ngwp6GDo1S9OiETAAAAAARL9epOfXoVv5vcgMGm3FzCIgAAACCS5Oaann/Br5tuM/0xpfh4dLR03bXSm685nXE6N3IDAAAAgFDS5U6nIzp6azNnSWPGkvcA4YzmIAAAEBbMTN98a7rhZtN770u22zzEOemKy6U3XnU68QQCJgAAAAAoDccd63TNbneTW75CeuIpk+0+UQMAAABQ4eya17z5tuTzFV/niI7Sq684de0cpaQkMhsAAAAACDUxMU6D+jvVruWtT/xY+uRT8h4gXMWU9w4AAADszfLlpifHmKZMLXm8SROpx8NOrVoSMAEAAABAaet8h9O06aZ584tqk76UDm8vXXB++e0XAAAAgNL199+BvGbqnyWP16gu3dPN6bRTxJOCAAAAACDEpaY6PTpUuqubKS+vqP7kGFOjRlKb1szrgHDDk4MAAEDI2rrVNG68XzfdVnJjUFyc1KWz08sv0BgEAAAAAGUlNjZwN7nkZG/9yTGmRYu5mxwAAABQ0eTmmp57wa+bby+5MSgmRrr+WunN15xOP9XRGAQAAAAAYaJZM6ee3b1zuIICqU9/04YMMh8g3NAcBAAAQo6ZafK3putvNr3xluTzFV/nqCOl1//tdP21TjExhEwAAAAAUJbq1XPqtVtYlJ8v9Rtoys0lLAIAAAAqAjPT15NN199keuvtkvOaI4+QXn3ZqUvnKCUlkdcAAAAAQLg56wyna67y1jIypH4DTAUFZD5AOIkp7x0AAADY1fwFpqefMU2fUfJ4zRrSPXc7nXqKuPMcAAAAAJSjU09xuuIy03sfFNVWrJBGjDIN7MecDQAAAAhny/42jR5T8pOCJPIaAAAAAKhI7rrTaeEi7xxw5ixpzFjTww8y5wPCBc1BAAAgJGzIMI1/yfS/LyQr4YYD0dHSNVdJN9/ouPMcAAAAAISIrnc5zZ5jmjuvqPb1N9Lh7aVLLi6//QIAAABwYHJzTf9+1fTue1JhYfHxmJhAXnPTDeQ1AAAAAFBRxMQ4DeovdepsWrO2qD7xY+mw5qYLL2D+B4SDqPLeAQAAENny8kyvvm669nrT5/8ruTHoiI7Sq684dekcRdAEAAAAACEkLs5p8ACnSpW89THPmOYvKGGCBwAAACAkmZm++tp03U2mt/9TcmPQUUdKr73idNed5DUAAAAAUNGkpjo9OtQpPt5bf3KMafYcMh8gHNAcBAAAyoWZ6etvAiHTiy+btm4rvk7tWtLggU5PPeF06CGETAAAAAAQiurUcerT0ztnKyiQ+g00ZWcTFgEAAAChbslS030PmgYOMW3YUHy8Zk1p6CCnJx93atiQvAYAAAAAKqpmzZx6PFI88+nb35SRQeYDhDqagwAAQJmbO8/U9R7TgMGmtWuLjycmSp3vcHrzNafTT3VyjqAJAAAAAELZSSc6XX2Vt5aeLj020mQlPSIWAAAAQLnLzjaNfdavW283/flX8fGYGOnG66U3X3U69RTyGgAAAACIBGefWTzzWb8hcFO4ggIyHyCUxZT3DgAAgMixfr3phZdMX0wqedw56fxzpTtud6pWjYAJAAAAAMJJlzudZs82zZpdVPv2e+m9D6QrLy+//QIAAADgZWb64kvp+XGmjZtKXufoo6T773Vq2IC8BgAAAAAiTZc7nRYtMk39s6g2Y6b0zHOmB+5jngiEKpqDAABAqcvJMb39H9M770rbtpW8Tof20r3dnJo3Y/IAAAAAAOEoJsZp0ADp1k6mrKyi+rPPm1q3klq1ZL4HAAAAlLeFC01PjjHNnFXyeM2a0n3dnE4+STwpCAAAAAAiVEyM08D+UqfOprVri+rvfygd1tx03rnMF4FQRHMQAAAoNQUFpokfS6++ZsrcXHzcLE/Vqy3TOWeuVc2aG/TrL7n68QefkpOTVaVKFTVp0kSNGjVSTEz5nrJs3rxZ8+bNU3p6urZs2SJJSk5OVs2aNdWqVStVq1atXPcPAAAAAEJFrZpO/XpLj/S0nTWfT+o/0PTKS1JKZcIiAAAAoDxkZZlefMX00ceS3198PDZWuu4a6cbrnRISAuft27Zt099//601a9Zo/fr1ys3Nlc8XejkOAAAAACC4CgsLtTlzha6+Il3PPLtWPl+OpDxJCXpsRGUV+hrqzDMPU2JiYrnsH/NVoGT8Fw8AAILO7zd9PVka/5Jp9erdxnyfyvxT5TRHZqu0Nt2v117b87aSkpJ0xhln6Morr1Tz5s1Ld8d3YWb66quv9N5772n69On/uG7z5s112WWX6YILLmBCAQAAACDiHXes0/XXmt58O7Ds932olX8/rrPP8q73wQcfqG7dumW/gwAAAEAEKSw0ffY/6YXxps1ZJa9z/LHSvd2c6td3+vTTTzVlyhTNnj1bq1atkr+kTqJdlFeO4/P5tHTpUs2ZM0fz5s3TnDlztHjxYvl8vp3rnHfeeerfv3+Z7RMAAAAAhLOpU6dq8uTJmjlzppYuXar8/PwS18v3ScOGSY8+Gq1jjz1Gl1xyiU4++eRS379wma8C5cmZme19tX23adOmYG4OKHPOOaWmpkqSMjMzFeT/RQBEmEg8pvwxxfT8eNOCBSWP+/Iulmz9fm83OjpaV155pbp161bqDTgZGRnq37+/pk6dul/va9GihYYMGaIGDRqU0p4BkXlcAVC6OK4ACDaOK5Akn8907wOm6TPWqjDvBkk5xdahOQj7KpKPK2lpaeW9CyUq7Swokn/nABBsHFMj2+w5ptFjTPPmlzxet650XzenE44vesLnhRdeqPXrQzfHef/99/XFF19owYIFysvL+8d1aQ5CsHFMBYDg4ZgKAMETrGPqgAEDNGnSpAN677HHHqt+/fqpWrVqB/T+fRHq81XgQAQ7B+K/cAAAEBTzF5jGjTf9MWXP65x4gjTjL2njxqJaQkKC6tWrp9q1ays5OVl+v19ZWVlavHixMjIydq5XWFiod955R6tXr9bw4cMVHR1dKv8cmzZtUteuXfX333976jExMWrevLnq1Kkj55zWrVun+fPne4KnefPm6e6779YLL7ygOnXqlMr+AQAAAEA4iIlxGtRfuuzykSosoTEIAAAAQOnZtMk07kXTZ5+XPB4fL914vdO1V0vx8a7klbYLtRznt99+08yZM0tl2wAAAACAItHR0apTp47q1aunpKRkTZ8Ro02bcmS2XLIVnnV//fVXdenSRc8995yqV69eJvsXavNVIBTQHAQAAA7KqnTTS6+Y/u+rPa/Tto10151O7ds5XXVVolq3PknHHXec2rZtqyZNmigqKqrE982aNUvjxo3TlClFHUffffed3n77bd1www3B/keRJI0ePbpYY9Cll16qO+64Q1WrVvXUt2zZotdff11vvPHGzseUrlu3TiNGjNBTTz1VKvsHAAAAAOFiypQvVJD/y/alJEm55bk7AAAAQIXn85kmfiy99LIpew89+qeeLHXr6lS7dslNQYmJiTrppNDNcfakcuXKSkhIOKC7SAMAAAAAAs1Abdu21Yknnqj27durZcuWio+P3zm+aZPp9jtN69ZL5k+Xv/AtWeGHkgJPKlq+fLmGDx+uJ598slT2L1znq0BZchbk5zFu2rQpmJsDyhyPLAUQTBX5mLIp0/Tq66aJH0k+X8nrHNJQ6nyH00knBv5dSJLP59uvx3P6/X4NHjxYX3zxxc5apUqV9PnnnysuLu6g/hl2l56erssuu8xTu/nmm9WlS5d/fN9///tfPfHEE57aSy+9pDZt2gR1/wCpYh9XAJQPjisAgo3jCiRp48aNuuaaa5SVlSVJiop5SH6fd970/vsfqF69uuWxewgzkXxcSUtLK+9dKFFpZ0GR/DsHgGDjmBo5pk03jR5jWryk5PFDGkr33+t01JH//KSgUM5xJKl79+6aMmWKmjdvrhYtWqhVq1Zq0aKFGjRooJdeekkvv/zyznXPO+889e/fP+j7gMjFMRUAgodjKgAET7COqfsyH5w7z3T3Pab8gsCy3/eR/L4RnnVK63NzoT5fBQ5EsHOgktvlAAAA9mDrVtOE10xXX2d67/2SG4OqV5d6POz06itOJ5/kdjYGSdqvE3RJioqK0iOPPKLExMSdtezsbE2dOvWA/xn25Mcff/QsV61aVbfffvte33fFFVeoadOm/7gtAAAAAIgko0aN2tkY1Lp1G3U84tJi60z8uKz3CgAAAKh4NmwwDR7qV7f7Sm4MSkyUut7lNOHlvTcGSaGd40hSjx499NVXX2ncuHG6//77dfbZZ6thw4aeLAoAAAAAsP/2ZT7YsoXTIw8Vzb+iYi6WXHvPOt99913Q900K/fkqEApoDgIAAPvE5zNN/Mh0zfWml14x5eYWXyc5OfCkoHfecLrwAqeYmOAEMcnJyWrf3juJWLlyZVC2vav09HTP8jHHHLNPdwlwzunEE0/01FasWBHUfQMAAACAcDF58mR98803kgJBTe/evTSwf3Sx9f7zH9P0GdwRFAAAADgQBQWmt94xXXuj6cuvSl7n7DOlt193uu4ap9jY0mueKascR5KqVaumqCg+6gIAAAAA5eXcfzldc1XRclT0cZ7x0poPHoiynK8CoWD/WugAAEDEMTN99730wkumPfW7xMZKl10q3XS9U5UqpRMupaSkeJZzS+pOOkhbt271LNesWXOf31urVi3P8pYtW4KyTwAAAAAQTrKysjRq1KidyzfeeKOaNGlS4rqFfqn/INMr46Vq1bjLNwAAALCv/phieupp09/LSx5v0kR64F6nDu3L7jy7LHIcAAAAAEBo6NLZaeky02+/S5J3PpiTE1rzQeariCQ0BwEAgD2aNt303DjTnLkljzsnnX2W1OlWpzp1SjdgWr16tWe5evXqQf8Z1apV8yzn5eXt83vz8/M9y7tPKgAAAAAgEjz11FPKyMiQJDVs2FC33nrrP66fkSENGGx66gkF7emzAAAAQEW1Zq3pmWdN335f8nilZOmO250uvqjsz6/LIscBAAAAAISG6Gingf2kzl1NS5es8YxlZlbbw7vKB/NVRBKagwAAQDGLl5heGG/6+dc9r3PM0dJddzo1a1r64dLy5cs1Z86cncvOOR1++OFB/zm7P0J0/vz5+/zeefPmeZZbtmwZlH0CAAAAgHDx66+/6vPPP5cUmLf17NlTcXFxe33ftOnS8+NN93SlOQgAAAAoSV6e6Z13pdfeMO3pvmYXnCd1vsMpLa3sz6vLKscBAAAAAISOypWdhg4u0A3Xfy3bpb5o6RH65lvT6aeWf+7DfBWRhuYgAACw05q1plf+bfrfJMms5HVaHBZ4LOgRHcvm5H3Dhg3q3bu3CgsLd9ZOP/101a1bN+g/66ijjtIhhxyiv//+W5I0ffp0LVy4UM2aNfvH961bt06TJ0/euRwTE6Ozzz476PsHAAAAAKEqNzdXjz322M7liy66SB07dtzn9//nXalVS9MZp5V/UAQAAACEkp9/MY0Za1qVXvJ4i8OkB+5zat2qfM6lyzLHAQAAAACEjoKCAr06YZj8/lW7VGvJRZ2uYY+a6teTmjcrv9yH+SoiEc1BAABAWVmm1980vf+BlF9Q8jr16kp33uF0+qmBDvrS4vP5tGXLFi1btkw//vijJk6cqJycnKL9qFdPDz30UKn87KioKPXp00fdunVTfn6+/H6/evfurTFjxuxxUpCRkaEePXpo27ZtO2u33nqratSoUSr7CAAAAACh6Nlnn9WaNWskSdWqVVO3bt32+p6YWGmXPEaPjTA1biQ1OpQGIQAAAGDVKtOYZ0w//1LyeJUUqfOdThecJ0VFld05dHnmOAAAAACA8uP3+5Wbm6uVK1dq6tSp+vDDD7Vy5cpd1ohXdNwAORevvDypZx/TS+OkqlXLZs7KfBWgOQgAgIiWl2d67wPp9TdN2dklr5OWJt16s9NFF0gxMcE/UR89erT+85//7NO6RxxxhAYMGKCqVasGfT92aNeunUaNGqUBAwZo06ZNWrFihW644QZddNFFOvbYY1W7dm0557Ru3TpNmTJFEydO1ObNm3e+/9JLL9Vtt91WavsHAAAAAKFm2rRp+uCDD3YuP/TQQ6pcufJe33f7rU7jXypa3rpN6tPP9OI4KTmZBiEAAABEpq1bTW+8ZXrrHamghBu6RUVJF18k3XGbU0pK6Z83h1qOAwAAAAAoG99995169OixT+vWrVtXTZsP0M+/tt1ZW7dO6t3P9PRoKS6u4n/uEAgFNAcBABCBfD7TpP+TXn7FtG59yeskJkrXXu10zVVSUlL5fijrpJNO0hVXXKFjjjmmTH7e0UcfrXfeeUfvvPOOJk2apPT09J3Le3LIIYfozjvv1BlnnFEm+wgAAAAAoSAvL0/Dhw+XmUmSTjzxRJ1++un79N4zT5dWpUuffV5UW75CGj7CNHRQ6T61FgAAAAg1ZqavvpGeH7fn7KZtG+mB+5yaNwutc+WyznEAAAAAAKGhefPmuuqqq3TOOedIitH9D5mmzyganzVbGvWkqVeP8sl9mK8i0tAcBABABPH7Td9Mll6eYFqxouR1oqOlSy6Sbr7RldkjPffml19+kd/vV1xcnA4//PAy+Zk+n0+SFBsbu9d127Ztq06dOunoo48u7d0CAAAAgJAyfvx4LV++XJKUlJSk7t2779f7H7zPaeEi04IFRbXvvpfefFu64bpg7ikAAAAQuhYsND31tGnGzJLHq6ZJXbs4nXNWaDbRl0eOAwAAAAAofwsWLNB7770n55zOPfdcDR3sdEdn05q1Ret8/oXUuLF0zVVlv3/MVxFpnO24pWOQbNq0KZibA8qcc06pqamSpMzMTAX5fxEAESZUjilmpu9/DDwpaMnSPa93xmnSHbc71a9fdsHS5s2blZOTs3M5Ly9Pmzdv1sKFC/Xdd99pypQpnvWvuOIKPfDAA4qOji61fZo4caLGjBmjrVu37tf7mjRpou7du6t9+/altGdA6BxXAFQcHFcABBvHlcgxd+5cderUSYWFhZKkhx56SFdeeeUe1z/22GM9yx988IHq1q2r1atNt3c2ZWUVjTknPf6Y07HHhN4HH1H2Ivm4kpaWVt67UKLSzoIi+XcOAMHGMTW0bco0vfiy6ZNPpZJ+NdFR0hVXSLfe5FSpUvmcG4dijrMnL774ol5++eWdy+edd5769+9f5vuBiotjKgAED8dUAAie0jqmbtu2TRs3bty5XFhYqC1btmjp0qX6/fffNXnyZOXn5+8c79Chgx577DFtyKiiLnebtm4r2lZUlDTiUafjgpj7hNN8FdiTYOdANAcBu2HiASCYyvuYYmb69TfpxVe8d2He3REdpS53OrVoEXofupo2bZoGDhyoNWvW7KxdeOGF6tOnT6n8vH//+9964YUXPLWWLVvq8ssvV/v27VWjRg0555SRkaHZs2dr4sSJmjp16s51o6Oj1bt3b51//vmlsn9AeR9XAFQ8HFcABBvHlcjg8/l08803a/HixZKkNm3aaPz48YqKitrje/bUHCRJv/5meqSneT4QWSlZGj/OqWGD0JuromxF8nGF5qDI+50DQLBxTA1NPp/pw4+kl/9tys4ueZ0jj5Du7ebUuFFonw+XdY7zT2gOQmnjmAoAwcMxFQCCp7yOqWvWrNHgwYP1559/7qw1adJEL7/8sn77I159+nn3IzlZGv+c0yGHlM08N5Tmq8CeBDsH2nNSCwAAwpaZacpU0113Bz5ctafGoObNpVEjnJ56IjQbg6TAHQWee+45ValSZWftk08+0ffffx/0nzVlyhSNHz/eU+vUqZNeeeUVXXDBBWrQoIESEhIUHx+vunXr6qyzztKzzz6rnj17yrnAv7/CwkINHz5c06dPD/r+AQAAAEComDBhws7GoJiYGPXq1esfG4P25thjnO643Tsvzc6RevUxZWfzwQAAAABUHH9MMd3SyTRmbMmNQXXqSMOHOI0eFfqNQVLZ5jgAAAAAgNBRu3ZtjR49Wm3btt1ZW7x4scaNG6dTTnLqdJt3TpuTIz3Sy5SZWTa5D/NVRCKagwAAqGCmzzDd+4Dp/odMs+eUvE7jRtKwIU4vv+B07DFuZ2NLqKpbt65uu+02T+31118P+s8ZN26c584J5513njp16rTXfz+XXHKJbrnllp3LhYWFGj16dND3DwAAAABCweLFi/Xqq6/uXL7xxhvVpEmTg97ujddLp5/mrf29XBo81FRYSIMQAAAAwtuqdFOvvn498LBp2bLi4wkJ0p2dnN6Y4HTySaGf3eyqrHIcAAAAAEBoiY+PV/fu3T21Dz/8UNnZ2br5RumM3XKf9HSpdz9Tfn7Z5D7MVxFpaA4CAKCCmDPX9OAjft19r+mvaSWv07CBNLCf04SXnU4Js2DprLPO8izPnj1bW7ZsCdr2161bp1mzZnlqnTp12uf333TTTYqPj9+5PG/ePC1cuDBo+wcAAAAAoWLChAkqKCiQJFWvXl3/+te/lJ6evtfX7tatW+cZz83NVa/uTs2aetf7+VfppVdoDgIAAEB42rrVNP4lv2682fTDjyWvc9aZ0luvOd10g1N8fPhkN7sq7RwHAAAAABCamjVrpkaNGu1czsvL019//SXnnHr1cDqsuXf9GTOlEY+b5ybepYn5KiJJTHnvAAAAODgLF5pe+rfpp5/3vE6dOtJtNzuddaYUExOeoVLVqlWVkpKirKwsSZLf71d6eroOO+ywoGx/90aeevXqqW7duvv8/sTERLVp00ZTp07dWZs9e7aaNWsWlP0DAAAAgFCRl5e38/sNGzbo6quvPqDt3HXXXZ7l+++/X9dcc40eHSp16mzK3Fw09vqbUtMmpjNOD885LQAAACKPmemrb6Tnnjet31DyOs2bS/ff49Subfif55Z2jgMAAAAACF0NGzbU0qVLdy6vXLlSkpSQ4DRiuHRnF9O69UXrT/o/qUED6ZabSn/fmK8iktAcBABAmFq6zPTKBNPkb/e8Ts0a0s03OZ1/bvg2Be0qOjras7zjTtXBsPvdAKpWrbrf26hWrZpnefPmzXtYEwAAAACwJ7VrOw0ZJN3/kKmwsKg+fISpQQOpebPwn98CAACgYluw0PTU06YZM0seT60i3XlHIL+Jjq4457elmeMAAAAAAEJXTIy3JWHX+WD16k4jHpW6djNt3Va0zkuvmOrXk848o/TnxcxXESloDgIAIMysWGma8Krpy6+kPT1Zs2qadNONTheeL8XHV4xQKS8vr1izzYE08OxJ5cqVPcvbtm3bw5p7lpub61lOTEw8qH0CAAAAgEh1eAen+++VnhhdNPHNy5N69TW9NE5KS6sYc10AAABULJsyTeNfMn36WckZTnSUdPll0q03O1WuXLHOaUs7xwEAAAAAhK5169Z5lnefDzZr6jSwfyDn8fuL6sMfM9WuLbVpXXpzZOariCQ0BwEAECaWLDW99obpm8nynCDvqkqKdP11TpddEngkZ0UyZcoU+Xf5B09ISFCNGjWCtv3q1at7lpcvX65t27YpISFhn7cxf/58z/LuTxICAAAAgIpg5MiRB/S+Y4891rP8wQcfqG7duntc/5KLpIWLpI8/KaqtXSv1HWB66gkpNrZizXsBAAAQvnw+0wcTpVf+bcrOKXmdo46U7u3m1OjQinkeW9o5DgAAAAAgNG3ZskVz58711OrXr19svROOd+rWVXr6maK7aeQXSD37mMY/L9WtUzrzZeariCRR5b0DAADgn81fYOrT36+bbjV99XXJjUGVKkl33O7033ecrrvGVbjGIL/fr1deecVTO/bYYxUbGxu0n9G0aVOlpKTsXM7Ly9P//ve/fX7/jz/+qPXr13tq7du3D9r+AQAAAECkcc7pgXud2rbx1qfPkMaM3cOjdAEAAIAy9scU0y2dTE8/U3JjUN260qNDnZ58vOI2BpVFjgMAAAAACE0TJkyQz+fbuZyWlqa2bduWuO6Vl0uXXOytZWZK3XuZsrODn/0wX0WkoTkIAIAQNWu26ZGeft1+p+m770teJzFRuuUm6b9vO918o1NSUmiHSu+++642bNiwX+/x+XwaNmyYZs+e7alfccUVe33vscce63lNnTp1j+tGR0frtNNO89See+45LV68eK8/Z82aNRoxYoSn1q5du2JPIwIAAAAA7J/YWKdhg51q7nYDt4kfS+9/SIMQAAAAys+qdFOvvn498LBp2bLi4wkJ0p2dnF7/t9NJJzo5F9oZjhTaOQ4AAAAAoPR88803mj9//n6/b+LEiXrrrbc8tcsuu0zR0dElru+c0/33OCXF3y3ftuN3vhYvfEn9B5l8vpKzn7KerwLhKqa8dwAAABQxM/01TXr1ddPUP/e8XmKidOkl0nVXO6Wmhn6YtMMnn3yiZ599VqeeeqrOPPNMdezYUcnJySWuu23bNn3//feaMGGClixZ4hk799xzdeSRRwZ9/26//XZ98cUXysvLkxR45Okdd9yhLl266MILL1RCQoJn/YKCAn355ZcaO3asMjMzPWNdu3YN+v4BAAAAQCSqWtVp+FCp6z2m/Pyi+tNjTfXrScccHT7zYgAAAIS/zEzTa2+YPvxIKigoeZ2zz5S6dHaqUSO8zlVDPceRAh/uWrduXYlj2dnZnuWtW7cqPT29xHVTU1OVlJQU9P0DAAAAgHA0ffp09enTR0cddZTOPPNMHX/88Xu8Mbbf79eff/6pt99+Wz/99JNnrGHDhrrpppv+8WfFxDgdeog0Y4a3/vsf0lNjTQ/dr2I32AiH+SoQCmgOAgAgBJiZfvs90BQ0c9ae16tUKfBozSsvd0pJCa9AaYe8vDxNmjRJkyZNknNO9evXV506dVS5cmXFxMQoNzdXa9as0dKlSz2PG93hhBNOUK9evUpl32rWrKlBgwapT58+KiwslCTl5ubqiSee0DPPPKMWLVqoevXqioqKUkZGhubNm6fc3Nxi27nrrrvUoUOHUtlHAAAAAIhELQ5z6tVDGjSk6I5xhX6p/yDT889IjRuF5xwZAAAA4SM31/Tue9Jb75hKiAYkSc2bS/ff49Subfien4ZyjiNJ69at02WXXbZP606ePFmTJ08ucaxv37664IILgrlrAAAAABDWzEy///67fv/9d0lStWrVdMghh6hy5cpKTEzU1q1btXHjRi1evLjEz8zVr19fY8eOVXx8/F5/1h4eLKSJH0l160jXXVN8LNTnq0AooDkIAIByVFho+uFH6Y23TPP+4amcqVWkq69yuvRiqVKl8A2UdmdmWrFihVasWLHXdePj43XrrbfqhhtuUExM6Z3CnHrqqRo5cqSGDRumjRs37qzn5eVp+vTp//jexMREde3aVVdeeWWp7R8AAAAARKqzznBatsz06utFtZwcqUcv0/jnpbS0ijNfBgAAQOgoKDB9/Ik04XXTpk0lr5OaKnXu5HTeuVJ0dMU5Lw3FHAcAAAAAUDYyMjKUkZGxT+uee+65uu+++5SamnrQP/e5caZataQzTtvz/Jr5KlAy/gsHAKAc5OebvvgycHe5lSv3vF61atJ11zhddIGUmBj+YVKvXr30ww8/aMqUKZo/f77y8/P3+p5DDjlE55xzji644ALVrFmzDPYycJeAt99+WxMnTtQnn3yilf/0S5JUtWpVnXvuubriiitUp06dMtlHAAAAAIhEt9/qtGKl6Ztdbv69eo3Uq69pzJNSfHz4z50BAAAQGvLzTZ9/Ib35lmn1mpLXiYmRLrtEuvVmp8qVw/9cNFxyHAAAAABAcF1zzTWqXbu2fvvtN82ePVtbtmzZ63uqVq2q008/XRdccIFatGgR1P0ZOtxUvZrUvl1grs18Fdg3zswsmBvctKdb5QBhwjm3s3M1MzNTQf5fBECE2f2YsmWLXx99Ir37X1PGxj2/r1Yt6fprnc4/t+J+sMnn82np0qVKT0/X+vXrlZubK5/Pp6SkJCUnJ6tOnTpq3ry5UlJSyntXtW7dOs2bN08bNmxQdna2zEzJyclKS0tT8+bN1aBBg/LeRUQQzlUABBvHFQDBxnEFpS0vz3TP/aY5c731M8+QBvR1cq5izqMjWSQfV9LS0sp7F0pU2llQJP/OASDYOKbuv7w808efSm+9bVq/oeR1nJPOPivQvF63TsU8/wynHAcoKxxTASB4OKYCQPAE+5hqZlq1apVWrFihtWvXKicnR3l5eYqPj1dycrKqVaumZs2aqXbt2kHY+4A33jKNG+/d78qVpeefcTr0EO+8m/kqKpJg50A0BwG7YeIBIJh2HFMWLfbp1dey9L9Jpq1b97x+vbrSjTc4nXOWFBtbMcMkAAeHcxUAwcZxBUCwcVxBWdi40XRHF9Patd76bbc43XYL8+mKJpKPKzQHRd7vHACCjWPqvsvNNU38WHrnP6aN//Cn7vhjpTvvcGrahPNOINJwTAWA4OGYCgDBUxGOqWamJ54yTfzIW69dS3rhOadq1ZiDo2IKdg4UE9StAQCAnXw+048/Sx9/slm//+H7x3WbNQ08KejUU6SYGE5kAQAAAAD4J1WrOo18VOrSzZSbW1R/ZYKpTh3p3HOYWwMAAGDfZGebPpgo/edd0+asPa/Xto10151O7dtxrgkAAAAAQDA553T/PdL69aaffi6qr1krPdLL9MxTUlIS83Fgb2gOAgAgyDIyTJ98Jn30sWn9BpPk3+O6R3QMNAUddWTgBBcAAAAAAOybJo2dBg2QevQy+XeZej820lS9mnTUkcyzAQAAsGcbMkzvf2j6cKKUnb3n9Tq0l265yemIjmQ5AAAAAACUlpgYp4H9pHsfMM2dV1RfsEDqP8j02DBuvA7sDc1BAAAEgZlp+gxp4semb7+TfP/woKCoKOnkkwJNQS1bcLIKAAAAAMCBOu4Yp/u6SaOftp21wkKpT3/Ts2OkZs2YdwMAAMBr8RLTO/8x/d/X/5znHH2UdPONPCkIAAAAAICykpjoNPJRqfPdpvT0ovqvv0nDHjP16y1FRTFPB/aE5iAAAA7ChgzT/76QPvufaeXKf143NVW68ALp4gudatfiBBUAAAAAgGC4/DKn1WtM77xbVMvNlR7uYXrhOal2bebgAAAAkc7vN02ZKr3zrun3P/553ROODzQFtWrJeSQAAAAAAGUtLc3piZHSXV1Nm7OK6v/3lVS5kumB+3iyL7AnNAcBALCffD7Tr79Jn35u+uUXqdD/z+u3bxeja69O0DFH5yo2tmz2EQAAAACASNL1Lqf1601fTy6qZWyUHupuev4ZKSWFkAgAACASZWWZPv9Cmvjx3m/ydurJgaYgnj4JAAAAAED5alDfacSj0v0PmbZtK6p/MFFKSTF1uo25O1ASmoMAANgHZqb5C6QvvjR99bWUmfnP68fFSWedKV1+aZSOObqKJCkzc6vMrPR3FgAAAACACBMV5dSnl5Sx0TRtelH97+VSzz6m0aOk+HiCIgAAgEhgZpozV5r4UaB5PD9/z+vGxUrnnCNdfaXToYdwvggAAAAAQKho09pp2GCpR2+Tz1dUn/CaVLmy6eormccDu6M5CACAf7BunenLrwJNQcuW7X39QxpKF5zvdP65gbsS8/hKAAAAAADKRlyc0/Ch0t33mJYuK6rPmCkNGWYaNECKjmaeDgAAUFFlZJi++kb63xemRYv/ed3UKtKll0iXXeKUlsY5IgAAAAAAoeiYo53695UGDDLtel/2sc+aKlWSzj+XOT2wK5qDAADYTW6u6bsfpC8mmf78S9rbw34SEqTTT5MuPN+pTWvREAQAAAAAQDlJqez0+AjprrtNGzYU1b/9Xhr5hKnnI8zbAQAAKpJt20w//CRN+tL0xx9Sof+f1z/0UOnKy53+dTZPlgQAAAAAIBycfqpTdrY0cpT3g5wjHjdVSpZOOZn5PbADzUEAAEjK2mL66Wfp+x9Mv/8h5eXt/T2tW0kXnOd0xulSUhInmAAAAAAAhILatZwef0y6+15Tbm5R/bPPpUrJpm5daRACAAAIZ36/adp06YsvTd9+J885X0liYqRTTpYuvdipfTvOBQEAAAAACDcXXeC0ZYv0/AtFDUJ+vzRgsGn4EOn445jrAxLNQQCACLYhw/TDj9J335v+miYVFu79PXVqS+ecLZ1ztlOD+pxQAgAAAAAQipo1dXp0qPRID1N+QVH9P/+VKleWbrmp/PYNAAAA+8/vN82ZG7jJ29eTpbVr9/6eOrWliy50uuA8KS2NTAcAAAAAgHB2/bVOm7NMb71dVPP5pL79TY8Nl44+irk/QHMQACBimJlWrJR+/CkQHs2avW/vS06WTj810BDUrq0UFcVJJAAAAAAAoe6Ijk6DBgRCoUJ/Uf2lV0xJSdJVVzC/BwAACGU+n2nGzMBN3r7/QVq/Ye/vSUyQTj5Z+tfZTh0Pl6KjOecDAAAAAKCi6HKnU3a26eNPimr5BVLPPqZRI6SOh3MdAJGN5iAAQIWWlxd4KtCvv5l++VValb5v74uOko4+OhAenXiCFB/PSSMAAAAAAOHmpBOdeveUhgw3T/3pZ0yVkqXzzmW+DwAAEEo2bzb99of022+mX3+TNmft/T1RUdIRHQOZzsknSYmJnOMBAAAAAFAROef08ANSQb7pf5OK6vn5UvdepidGSu3bcV0AkYvmIABAheL3mxYvkf76S5oy1TT1Lykvb9/eGxcbaAg6+USnE46XqlThJBEAAAAAgHB3ztlOObnSk095G4QeezzwBKFTT2H+DwAAUF4KC00LFkq//ha40ducuZLZ3t8nSU0aB871zjpDqlGDczoAAAAAACJBVJRTz+6Sr9D0f18V1bdtkx7uYRo9SmrTmusEiEw0BwEAwpqZ6e/l0tQ/pb/+CjwlaF/uIrdDcrJ03LHSKSc5HXO0lJTESSEAAAAAABXNZZc45eRIL7xY9ElTv18aOMT0aLx03LFcDwAAACgLZqbly6Upf0pT/zT9+ZeUnb3v7z+koXTKydJppzo1a8o5HAAAAAAAkSg62qlPT6mgwPTtd0X1rVulh7qbnnpCatmC6waIPDQHAQDCit9vWva3NHOW9OdfpmnTpIyN+7eNalWl44+TTj7Z6YjDpbg4TgIBAAAAAKjobrzeKTvb9ObbRTWfT+rTzzTiUemoI7k+AAAAEGw+n2nRYmn2HGn2bNOf06QNG/ZvG82bB27ydsrJ0qGHcM4GAAAAAACkmBingf2kfj7TDz8V1XNypAceCjQItaBBCBGG5iAAQEjLzTXNniPNmi3NnGWaM0fKztm/bURFSa1bScce43TcsVKzppJznPQBAAAAABBp7rrTKSfXNPGjolp+gdSzj2nUCOnwDlwvAAAAOBgZGaZZc6TZc0yzZ0vz5kt5efu3jYQEqePh23OdY6Q6dThHAwAAAAAAxcXEOA0aIPXpb/rl16J6do50/0Om0TxBCBGG5iA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",
      "text/plain": [
       "<Figure size 1656x1104 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1175,
       "width": 1667
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ids = [841, 1981, 157, 1516]\n",
    "ax = az.plot_posterior(num_purchases.sel(customer_id=ids), grid=(2, 2))\n",
    "for axi, id in zip(ax.ravel(), ids, strict=False):\n",
    "    axi.set_title(f\"Customer: {id}\", size=20)\n",
    "plt.suptitle(\"Expected number purchases in the next period\", fontsize=28, y=1.05);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56138ddf",
   "metadata": {},
   "source": [
    "### Predicting purchase behavior of a new customer\n",
    "\n",
    "We can use the fitted model to predict the number of purchases for a fresh new customer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "88c3534c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_posterior(bgm.expected_purchases_new_customer(t=10).sel(customer_id=1))\n",
    "plt.title(\"Expected purchases of a new customer in the first 10 periods\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec50518a",
   "metadata": {},
   "source": [
    "### Customer Probability Histories"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70f09789",
   "metadata": {},
   "source": [
    "Given a customer transaction history, we can calculate their historical probability of being alive, according to our trained model. \n",
    "\n",
    "Let look at active customer 1516 and assess the change in probability that the user will ever return if they do no other purchases in the next 9 time periods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "586147ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customer_id       1516.000000\n",
       "frequency           27.000000\n",
       "recency             67.000000\n",
       "T                   70.000000\n",
       "monetary_value      51.944074\n",
       "Name: 1515, dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_1516 = rfm_data.loc[1515]\n",
    "customer_1516"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d263f46f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customer_id</th>\n",
       "      <th>frequency</th>\n",
       "      <th>recency</th>\n",
       "      <th>T</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   customer_id  frequency  recency   T\n",
       "0            0         27     67.0  67\n",
       "1            1         27     67.0  68\n",
       "2            2         27     67.0  69\n",
       "3            3         27     67.0  70\n",
       "4            4         27     67.0  71\n",
       "5            5         27     67.0  72\n",
       "6            6         27     67.0  73\n",
       "7            7         27     67.0  74\n",
       "8            8         27     67.0  75\n",
       "9            9         27     67.0  76"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_1516_history = pd.DataFrame(\n",
    "    dict(\n",
    "        customer_id=np.arange(10),\n",
    "        frequency=np.full(10, customer_1516[\"frequency\"], dtype=\"int\"),\n",
    "        recency=np.full(10, customer_1516[\"recency\"]),\n",
    "        T=(np.arange(0, 10) + customer_1516[\"recency\"]).astype(\"int\"),\n",
    "    )\n",
    ")\n",
    "customer_1516_history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "71bba204",
   "metadata": {},
   "outputs": [],
   "source": [
    "p_alive = bgm.expected_probability_alive(data=customer_1516_history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6b03c584",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QN4vrHm7v2bOn39d+9NFHfseE20DwGI6NJHfu3Km///u/V3t7u2/s7//+7/W5z31uyPcGMDICOTd0dHSc96vrG2GSHXZ3fby3PYIAjLyhzg2pqak9+u8HMssYjQi3AYxa3VdId28tci7dV1F2/8ul+18Qzc3N/b5393NjYmL6fS2A4XH69Gnfx4Ml+8/lypUrB3SPwsJCv5US3T/hcS7vvPOO73u3261LLrlkQM8NYHgEYm7o7r333tNXvvIVv3983nrrrT02gQIQvIZjbgAQ+gI1Nwwlyzhy5Ijve4/HM6BV36GKcBvAqLV06VK/TRt2797dr+ssy/ILpdxut6ZMmeJ3TkpKit9x1/Yn59N9c8rU1NR+XwtgeKxbt87vjadly5YpPj5+QPfweDxasGCB7/jw4cN67733zntdbW2t33kzZ87sMccAcEYg5oauiouL9f/+3/9TU1OTb+wv//Iv9c1vfnNIdQIYWUOdG5YuXap9+/YN6OuOO+7wu8cDDzzg9zgbUgLOC9TvDUuXLvU77m+WUVVV5bc32JQpUwK2AXYwI9wGMGplZmb6rX7csmVLj3YivXnttdf8euXOmDGjx19IM2bM8Dtev359v+tau3at3/HFF1/c72sBDI/uO5oP9h+I3Vdm/OEPfzjvNU8++aQ6Ojp8x0VFRYN6bgCBF6i5QZIqKyt18803++3jsWbNGn3ve98b9D0BOCOQcwOA0SNQc8OiRYsUGxvrO/7f//3ffl33pz/9ye943rx5g3r+UEO4DWBUu/POO33ft7S06J//+Z/PeX5jY6N+8IMf+I19/vOf73HepZde6vfxnj179uiJJ544bz3vvPNOj79wFi1adN7rAAyfyspKv9UQ48aN0+WXXz6oey1ZssRvN/Nnn31Wb731Vp/nl5eX69e//rXvOC0tTf/3//7fQT03gMAK5NxQW1urL37xi36rqZYvX64HHnggLFZUAaNJIOcGAKNHIOeGhIQE/c3f/I3v+MMPPzzvopl9+/bpd7/7ne84IiJCN91006CeP9QQbgMY1ebOnaurrrrKd7xu3TrdfffdOnXqVI9zKysr9cUvflHl5eW+senTp/faIysqKkq33HKL39j999+vn//8573237YsS88//7xuvfVWtbW1+cYXLVqkCy+8cDA/GoAAeeqpp/yO16xZM+iwyRijr3/9675jy7L0la98RTt37uxx7p49e/Q3f/M3amlp8Y3dcccdio6OHtRzAwisQM0NDQ0NuvXWW1VdXe0bmz9/vn7yk5/I7XYPuU4AIyuQvzcAGD0CPTfccsstSktL8x3ff//9+s///E+/T3yetXPnTn3xi1/0+3fF5z73OY0bN27Qzx9KjNV9y10AGGUaGhp04403+oXWCQkJmj9/vnJyctTW1qbi4mK9/vrrfsFzSkqK/vd//7fPvxBaW1t1yy236M033/QbT0pK0hVXXKHx48fL7XbryJEjev3113Xw4EG/88aOHas//vGPysjICOBPC2AgLMvSkiVL/P58vvTSS5owYcKQ7vuv//qv+uUvf+k3dskll2jGjBlyuVzat2+fduzYoa6/hl177bX68Y9/PKTnBRAYgZwbnn76ad1zzz1+Yy6Xa8D/4L3uuuv0wx/+cMDPDyBwhuv3hv54+OGH9cgjj/iOH3jgAdqhAEFiuOaGDz74QJ///Od15swZ39i4ceM0b948paWl6fTp09q9e7c+/PBDv+tmzZql3/3ud4qIiBjS84cKj9MFAMBwS0xM1K9+9St99atf1UcffSRJOnXqlNatW9fnNXl5efqP//iPc77TGRkZqUcffVTf+ta3tHHjRt94fX39Oe8tSVOnTtW//du/EWwDDnvjjTf8fgmdNWtWQP6B+vWvf13Nzc367//+b9/Y7t27+9wMZtWqVbr//vuH/LwAAiOQc0Nva4k6OzsHfJ/BXAMgsIbr9wYAoW245obp06fr0Ucf1Te/+U3V1dVJkg4dOqQ///nPfV6zdOlS/fjHPw6bYFuiLQmAMDF+/Hj98Y9/1Ne//nVlZWX1eV56erq++c1v6umnn1ZOTs5575uQkKBHHnlEP//5z3XZZZeddxVWQUGB7r33Xv3pT3/SxIkTB/pjAAiwZ555xu/4M5/5TEDu63K59J3vfEePP/74OTeNnTRpkh588EH99Kc/VVRUVECeG8DQDdfcACC0MTcA6M1wzg1XXHGFnn/+ed14441KSEjo87ypU6fq3//93/XII4/4bUYZDmhLAiDsWJalDz74QOXl5Tp69KiMMUpJSdHUqVM1ZcqUId371KlTev/991VdXa2TJ0+qs7NT8fHxysjI0PTp01mpDYSpiooKffTRRzpy5Ig6OjqUkZGhwsJCTZ482enSAAAAAISA1tZW7dq1S4cOHdKxY8cUHR2ttLQ0zZw5U2PHjnW6PMcQbgMAAAAAAAAAQg5tSQAAAAAAAAAAIYdwGwAAAAAAAAAQcgi3AQAAAAAAAAAhh3AbAAAAAAAAABByCLcBAAAAAAAAACGHcBsAAAAAAAAAEHIItwEAAAAAAAAAIYdwGwAAAAAAAAAQcgi3AQAAAAAAAAAhh3AbAAAAAAAAABByCLcBAAAAAAAAACGHcBsAAAAAAAAAEHIItwEAAAAAAAAAIYdwGwAAAAAAAAAQcgi3AQAAAAAAAAAhh3AbAAAAAAAAABByCLcBAAAAAAAAACGHcBsAAAAAAAAAEHI8ThcAAAAAIHhVV1dryZIlw/48n/nMZ/SjH/1o2J8HAAAAowcrtwEAAAAAAAAAIYdwGwAAAAAAAAAQcoxlWZbTRQAAAAAITu3t7aqpqenXuS+++KIefPBB3/FFF12khx56qF/XxsbGKiUlZVA1AgAAIDzRcxsAAABAnzwej8aPH9+vc5OTk/2Oo6Ki+n0tAAAAMFC0JQEAAAAAAAAAhBzCbQAAAAD4/+3asQkAMADDMPr/0ekNnYpBuiCzCQAAOeI2AAAAAAA54jYAAAAAADniNgAAAAAAOeI2AAAAAAA54jYAAAAAADniNgAAAAAAOeI2AAAAAAA54jYAAAAAADniNgAAAAAAOeI2AAAAAAA54jYAAAAAADniNgAAAAAAOeI2AAAAAAA54jYAAAAAADniNgAAAAAAOeI2AAAAAAA54jYAAAAAADniNgAAAAAAOeI2AAAAAAA54jYAAAAAADniNgAAAAAAOeI2AAAAAAA54jYAAAAAADln236PAAAAAACAF57bAAAAAADkiNsAAAAAAOSI2wAAAAAA5IjbAAAAAADkiNsAAAAAAOSI2wAAAAAA5IjbAAAAAADkiNsAAAAAAOSI2wAAAAAA5IjbAAAAAADkiNsAAAAAAOSI2wAAAAAA5IjbAAAAAADkiNsAAAAAAOSI2wAAAAAA5IjbAAAAAADkiNsAAAAAAOSI2wAAAAAA5IjbAAAAAADkiNsAAAAAAOSI2wAAAAAA5IjbAAAAAADkiNsAAAAAAOSI2wAAAAAA5IjbAAAAAADkiNsAAAAAAOSI2wAAAAAA5IjbAAAAAADkXIhbAKwqjnLjAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_hdi(customer_1516_history[\"T\"], p_alive, color=\"C0\")\n",
    "plt.plot(customer_1516_history[\"T\"], p_alive.mean((\"draw\", \"chain\")), marker=\"o\")\n",
    "plt.axvline(\n",
    "    customer_1516_history[\"recency\"].iloc[0], c=\"black\", ls=\"--\", label=\"Purchase\"\n",
    ")\n",
    "\n",
    "plt.title(\"Probability Customer 1516 will purchase again\")\n",
    "plt.xlabel(\"T\")\n",
    "plt.ylabel(\"p\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92918446",
   "metadata": {},
   "source": [
    "We can see that, if no purchases are being made in the next 9 weeks, the model has low confidence that the costumer will ever return. What if they had done one purchase in between?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "48bd5403",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customer_id</th>\n",
       "      <th>frequency</th>\n",
       "      <th>recency</th>\n",
       "      <th>T</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>27</td>\n",
       "      <td>67.0</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>28</td>\n",
       "      <td>73.5</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>28</td>\n",
       "      <td>73.5</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>28</td>\n",
       "      <td>73.5</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   customer_id  frequency  recency   T\n",
       "0            0         27     67.0  67\n",
       "1            1         27     67.0  68\n",
       "2            2         27     67.0  69\n",
       "3            3         27     67.0  70\n",
       "4            4         27     67.0  71\n",
       "5            5         27     67.0  72\n",
       "6            6         27     67.0  73\n",
       "7            7         28     73.5  74\n",
       "8            8         28     73.5  75\n",
       "9            9         28     73.5  76"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_1516_history.loc[7:, \"frequency\"] += 1\n",
    "customer_1516_history.loc[7:, \"recency\"] = customer_1516_history.loc[7, \"T\"] - 0.5\n",
    "customer_1516_history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "80be3745",
   "metadata": {},
   "outputs": [],
   "source": [
    "p_alive = bgm.expected_probability_alive(data=customer_1516_history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "61915242",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_hdi(customer_1516_history[\"T\"], p_alive, color=\"C0\")\n",
    "plt.plot(customer_1516_history[\"T\"], p_alive.mean((\"draw\", \"chain\")), marker=\"o\")\n",
    "plt.axvline(\n",
    "    customer_1516_history[\"recency\"].iloc[0], c=\"black\", ls=\"--\", label=\"Purchase\"\n",
    ")\n",
    "plt.axvline(customer_1516_history[\"recency\"].iloc[-1], c=\"black\", ls=\"--\")\n",
    "\n",
    "plt.title(\"Probability Customer 1516 will purchase again\")\n",
    "plt.xlabel(\"T\")\n",
    "plt.ylabel(\"p\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a45c921f",
   "metadata": {},
   "source": [
    "From the plot above, say that customer 1516 makes a purchase at week 73.5, just over 6 weeks after they have made their last recorded purchase. We can see that the probability of the customer returning quickly goes back up!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "815d2f63",
   "metadata": {},
   "source": [
    "## Estimating Customer Lifetime Value Using the Gamma-Gamma Model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d26ffad",
   "metadata": {},
   "source": [
    "Until now we’ve focused mainly on transaction frequencies and probabilities, but to estimate economic value we can use the Gamma-Gamma model.\n",
    "\n",
    "The Gamma-Gamma model assumes at least 1 repeat transaction has been observed per customer. As such we filter out those with zero repeat purchases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ee66d183",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customer_id</th>\n",
       "      <th>frequency</th>\n",
       "      <th>recency</th>\n",
       "      <th>T</th>\n",
       "      <th>monetary_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>23.723333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>11.770000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>14.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>76.503571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>11.770000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>26.760000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2351</th>\n",
       "      <td>2352</td>\n",
       "      <td>1.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>14.490000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2352</th>\n",
       "      <td>2353</td>\n",
       "      <td>2.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>19.775000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2353</th>\n",
       "      <td>2354</td>\n",
       "      <td>5.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>44.928000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2354</th>\n",
       "      <td>2355</td>\n",
       "      <td>1.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>24.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2355</th>\n",
       "      <td>2356</td>\n",
       "      <td>6.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>31.871667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1126 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      customer_id  frequency  recency     T  monetary_value\n",
       "0               1        3.0     49.0  78.0       23.723333\n",
       "1               2        1.0      2.0  78.0       11.770000\n",
       "5               6       14.0     76.0  78.0       76.503571\n",
       "6               7        1.0      5.0  78.0       11.770000\n",
       "7               8        1.0     61.0  78.0       26.760000\n",
       "...           ...        ...      ...   ...             ...\n",
       "2351         2352        1.0     47.0  66.0       14.490000\n",
       "2352         2353        2.0     53.0  66.0       19.775000\n",
       "2353         2354        5.0     24.0  66.0       44.928000\n",
       "2354         2355        1.0     44.0  66.0       24.600000\n",
       "2355         2356        6.0     62.0  66.0       31.871667\n",
       "\n",
       "[1126 rows x 5 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nonzero_data = rfm_data.query(\"frequency>0\")\n",
    "nonzero_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c844025c-8f6b-4128-a109-cf3af964ca04",
   "metadata": {},
   "source": [
    "If computing the monetary value from your own data, note that it is the *mean* of a given customer’s value, *not* the sum. `monetary_value` can be used to represent profit, or revenue, or any value as long as it is consistently calculated for each customer.\n",
    "\n",
    "The Gamma-Gamma model relies upon the important assumption there is no relationship between the monetary value and the purchase frequency. In practice we need to check whether the Pearson correlation is less than 0.3:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e8ccbfb7-1951-49fa-bf57-a43fbf5df4cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>monetary_value</th>\n",
       "      <th>frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>monetary_value</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.052819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>frequency</th>\n",
       "      <td>0.052819</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                monetary_value  frequency\n",
       "monetary_value        1.000000   0.052819\n",
       "frequency             0.052819   1.000000"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nonzero_data[[\"monetary_value\", \"frequency\"]].corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "057edfe6-ac7c-48f9-941f-6e5c047b09c5",
   "metadata": {},
   "source": [
    "Transaction frequencies and monetary values are uncorrelated; we can now fit our Gamma-Gamma model to predict average spend and expected lifetime values of our customers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ad94288",
   "metadata": {},
   "source": [
    "The Gamma-Gamma model takes in a 'data' parameter, a pandas DataFrame with 3 columns representing Customer ID, average spend of repeat purchases, and number of repeat purchase for that customer. As with the BG/NBD model, these parameters are given HalfFlat priors which can be too diffuse for small datasets. For this example, we will use the default priors, but other priors can be specified just like with the BG/NBD example above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg = clv.GammaGammaModel(data=nonzero_data)\n",
    "gg.build_model()\n",
    "gg"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc7e4225",
   "metadata": {},
   "source": [
    "By default, `fit` approximates full Bayesian posterior using [MCMC](https://en.wikipedia.org/wiki/Markov_chain_Monte_Carlo) sampling provided by `pymc.sample`. If the full posterior is not needed or MCMC sampling is too slow, users can obtain the single [maximum a posteriori estimate](https://en.wikipedia.org/wiki/Maximum_a_posteriori_estimation) via the `fit_method` kwarg."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f8f280ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "56171ba60bc64242a384ef95e460120f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gg.fit(fit_method=\"map\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.fit_summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "6928cb36",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [p, q, v]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f18bcd7a8eb24e0286967a93490845d9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 142 seconds.\n",
      "We recommend running at least 4 chains for robust computation of convergence diagnostics\n"
     ]
    }
   ],
   "source": [
    "gg.fit();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "078fb357",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hdi_3%</th>\n",
       "      <th>hdi_97%</th>\n",
       "      <th>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>ess_bulk</th>\n",
       "      <th>ess_tail</th>\n",
       "      <th>r_hat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>p</th>\n",
       "      <td>4.906</td>\n",
       "      <td>0.790</td>\n",
       "      <td>3.636</td>\n",
       "      <td>6.548</td>\n",
       "      <td>0.038</td>\n",
       "      <td>0.027</td>\n",
       "      <td>477.0</td>\n",
       "      <td>648.0</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>q</th>\n",
       "      <td>3.888</td>\n",
       "      <td>0.269</td>\n",
       "      <td>3.379</td>\n",
       "      <td>4.373</td>\n",
       "      <td>0.012</td>\n",
       "      <td>0.008</td>\n",
       "      <td>520.0</td>\n",
       "      <td>590.0</td>\n",
       "      <td>1.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>v</th>\n",
       "      <td>22.932</td>\n",
       "      <td>5.132</td>\n",
       "      <td>13.802</td>\n",
       "      <td>32.460</td>\n",
       "      <td>0.237</td>\n",
       "      <td>0.168</td>\n",
       "      <td>452.0</td>\n",
       "      <td>642.0</td>\n",
       "      <td>1.00</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   4.906  0.790   3.636    6.548      0.038    0.027     477.0     648.0   \n",
       "q   3.888  0.269   3.379    4.373      0.012    0.008     520.0     590.0   \n",
       "v  22.932  5.132  13.802   32.460      0.237    0.168     452.0     642.0   \n",
       "\n",
       "   r_hat  \n",
       "p   1.00  \n",
       "q   1.01  \n",
       "v   1.00  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.fit_summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "8c53afb0",
   "metadata": {},
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 2484x552 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 563,
       "width": 2495
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_posterior(gg.fit_result);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec45dde5",
   "metadata": {},
   "source": [
    "### Predicting spend value of customers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1532f34",
   "metadata": {},
   "source": [
    "Having fit our model, we can now use it to predict the conditional, expected average lifetime value of our customers, including those with zero repeat purchases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "00fca54a",
   "metadata": {},
   "outputs": [],
   "source": [
    "expected_spend = gg.expected_customer_spend(data=rfm_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d3b123c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hdi_3%</th>\n",
       "      <th>hdi_97%</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>x[1]</th>\n",
       "      <td>26.058</td>\n",
       "      <td>0.444</td>\n",
       "      <td>25.204</td>\n",
       "      <td>26.822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[2]</th>\n",
       "      <td>21.454</td>\n",
       "      <td>1.363</td>\n",
       "      <td>18.923</td>\n",
       "      <td>23.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[3]</th>\n",
       "      <td>37.680</td>\n",
       "      <td>0.912</td>\n",
       "      <td>36.015</td>\n",
       "      <td>39.323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[4]</th>\n",
       "      <td>37.680</td>\n",
       "      <td>0.912</td>\n",
       "      <td>36.015</td>\n",
       "      <td>39.323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[5]</th>\n",
       "      <td>37.680</td>\n",
       "      <td>0.912</td>\n",
       "      <td>36.015</td>\n",
       "      <td>39.323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[6]</th>\n",
       "      <td>74.887</td>\n",
       "      <td>0.356</td>\n",
       "      <td>74.245</td>\n",
       "      <td>75.557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[7]</th>\n",
       "      <td>21.454</td>\n",
       "      <td>1.363</td>\n",
       "      <td>18.923</td>\n",
       "      <td>23.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[8]</th>\n",
       "      <td>30.837</td>\n",
       "      <td>0.627</td>\n",
       "      <td>29.700</td>\n",
       "      <td>31.993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[9]</th>\n",
       "      <td>36.436</td>\n",
       "      <td>0.153</td>\n",
       "      <td>36.139</td>\n",
       "      <td>36.705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[10]</th>\n",
       "      <td>37.680</td>\n",
       "      <td>0.912</td>\n",
       "      <td>36.015</td>\n",
       "      <td>39.323</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         mean     sd  hdi_3%  hdi_97%\n",
       "x[1]   26.058  0.444  25.204   26.822\n",
       "x[2]   21.454  1.363  18.923   23.950\n",
       "x[3]   37.680  0.912  36.015   39.323\n",
       "x[4]   37.680  0.912  36.015   39.323\n",
       "x[5]   37.680  0.912  36.015   39.323\n",
       "x[6]   74.887  0.356  74.245   75.557\n",
       "x[7]   21.454  1.363  18.923   23.950\n",
       "x[8]   30.837  0.627  29.700   31.993\n",
       "x[9]   36.436  0.153  36.139   36.705\n",
       "x[10]  37.680  0.912  36.015   39.323"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(expected_spend.isel(customer_id=range(10)), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "7a7471f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 511,
       "width": 611
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "labeller = MapLabeller(var_name_map={\"x\": \"customer\"})\n",
    "az.plot_forest(\n",
    "    expected_spend.isel(customer_id=(range(10))), combined=True, labeller=labeller\n",
    ")\n",
    "plt.xlabel(\"Expected mean spend\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e0737f0",
   "metadata": {},
   "source": [
    "We can also look at the average expected mean spend across all customers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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>38.039</td>\n",
       "      <td>0.573</td>\n",
       "      <td>36.994</td>\n",
       "      <td>39.094</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     mean     sd  hdi_3%  hdi_97%\n",
       "x  38.039  0.573  36.994   39.094"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(expected_spend.mean(\"customer_id\"), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "a5059bd2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZM2aof//+CgsLc7rM29s7ydf9qVOn9MILL2jVqlWZMMq0Cw8PT7Tu5eWl4OBghYSEJPoai42N1Xvvvaevvvoqo4eYaX7++We1b99eBw4cSPRyX19fhYaGJtnOKKu0lrl8+bLat2+vQ4cOJXp5YGCg8ubNm64tk9LKXe+vEydO6IUXXrDMhjcMQ3ny5En0+T179qx69uxp/+H0t99+U79+/SyB9Y3xJvZ+2bJli9N39OSYpqnRo0drwIABST42oaGhic5eP3PmjDp27Kh169a5vL1bjRs3ThMmTLC8nm98viX1Gbpp0yb17t1bV65ccbrMMAzlzp072fcOAHga2pIAQApy586tsWPHqnXr1vYwaPv27Ro5cmSS7TBiYmLUt29fy6y+MmXKaOjQoana9pw5c+wzYYKDg9WjRw89/fTTKlq0qCTp6tWrWrlypb766ivLH00HDhzQgAEDNGnSpBS38c8//6hv376Ki4uz14KDg9WqVSs98cQTqlSpkv3LelhYmNasWaNJkybp33//ta//2Wef6e6771b9+vWT3VZkZKR69Ojh9IdqwYIF1alTJz388MMqW7asPci9fv269u7dqy1btujXX3/Vjh07nG6zRo0a9sd127Zt+umnnyyXNW/ePMnxJNVSJSYmRj179nSaTfzII4/oueee0z333GPv+RgXF6cdO3Zo7ty5WrhwoT3M27FjhwYPHqzRo0cn+5jExsaqT58+TrN3H3jgAXXu3Fl169aVv7+/bDabDh48qAULFmjmzJmKjY3Vt99+q+rVqyd7+xll3759WrJkiSQpT5486tq1qxo3bmzvCR4VFaWVK1dq5MiRlj9Wp0yZohYtWui3337Tb7/9JkkqVaqUevbsqfr169sf14sXL+qnn37S559/bpn1O2zYMD344IMp/kGWmc/hDSEhIapXr54eeughVaxYUaVLl7aE2jf6QP/444+WUPXs2bN666239M0337i0nVv98MMP9kDyjjvuULdu3fToo4/aD4+PiYnR+vXrNW7cOO3cudN+vSNHjujrr7/Wq6++muptpuTUqVMaP368pVaiRAl17txZDz30kIoWLWr5g/y///7T/v37tWHDBq1cudKl2aq3On/+vAYPHmz/w//pp59Wu3btVKNGDfn4+Nif39mzZ2vRokX268XGxuqNN97QokWLUmzn4I7X0w3jxo2zP8elS5dWt27dVK9ePfv+KyIiQn/99ZfGjBljmUm4ceNGzZ8/X88++2yK2xgwYIDTbNLKlSurR48eqlevnoKCgmSapk6cOKHFixdr8uTJioyM1MqVK1P1Q+rtWr16tT766CNLyOPt7a22bduqZcuWqlChgry9vRUbG6utW7fqu+++06+//mpfNyoqSv369dOCBQssP1rfcOtndFhYmP3HOCmh5Uu/fv0SHVeNGjVu8545q1y5sh555BHVrFlT5cuXV6FCheyhYlxcnA4ePKiVK1dq1qxZllmZ48aN07333qt777033ceUmdatW6c333zT6QeyOnXqqFWrVqpbt66ltdD58+e1e/du/fXXX/rtt99cmqmaWUaPHm05IsvLy0vNmzdXs2bNVKVKFcsPutHR0Tp06JD9vqxevTrR23zkkUfsPbn//PNPyw+/jzzySLL9l5NqN5HR76/kvPbaa/YfeZ966im1adNGtWrVkq+vr0zT1J49e/TVV1/ZvzdICT/UTpw4Uc2aNdOAAQPsfcs7duyoJk2a2PvRx8bGat26dRo1apT27t1rv/6vv/6qNWvW6MEHH0xxfN98843TD0d33XWXOnTooHr16ll6vZ88eVJ//PGHJk+ebH8dRkZGql+/flq4cKHuuOMOlx+XHTt22L/X+vv7q3379mrSpIkqVqwoLy8vxcfH6/Dhw9q8ebP9OqZpasiQIZYfe4ODg9WxY0c99thjKlu2rCWEDw8P1/79+7Vt2zatWrXKclsA4CkMM6v8pA0AqeDYdzYt/RJTa86cORoyZIil9sUXX6hRo0ZO6w4dOlSzZ8+2LwcEBGju3LkqV65csttwvF83lCxZUtOnT0/yC3FMTIzeeust/fLLL5b6iBEj1KxZsyS3d+XKFTVr1kxnzpyx1+677z6NGjVKhQsXTvJ68fHx+vDDDzVr1ix7LX/+/Fq+fLkCAgKSvN4bb7yhxYsXW2otW7bUkCFDkr3eDbt379ahQ4fUtGnTRC9PrldhagwbNsxy34KDg/Xpp5+m2Gt9zZo16tOnj2Xm0NixYy2tbRx98cUXGjdunKXWr18/vfzyy0leZ9euXXrxxRcTnZHTu3dv9enTJ9lxpkVSvc3Lly+vyZMnJ/l6OX/+vJ577jmdPXvWXqtfv77WrVunmJgYNW3aVB999FGSYfWNtg63BhxJve9ulZnP4ZYtW3TkyBE988wzLvfw/PPPP9WvXz9LW4eZM2c69VV1lNQ+4tFHH9Vnn32W5BEPMTExevnll/X333/ba/nz59eqVavSfebWxIkTNWrUKPtyjRo1NHXq1CTH5mjz5s3KmzevypQpk+jljv1yb/Dy8tKIESP0zDPPJHnbv/76q15//XXLj3n3339/ii1vMvP15Nhz+4bnn39eQ4YMSfLkrOHh4erYsaMlvKlUqVKy5x2QEg6zHzBggKXWpk0bDRkyJMlZgYnNsrwhrfvdlISHh+upp56yhJbBwcGaPHlysuHyokWLNHDgQMs+pEqVKpo3b16yJx48efKk5dwGRYsW1YoVK27vTrjgq6++UsOGDVP8vnDDtWvX9MYbb1iO8HL1O1FSfY+Tklw/+PR07tw5NW3a1NJaJyAgQB9//HGy750bYmNjtWTJElWtWlVly5Z1ujwze27HxMTo/vvvtxy1MW7cOD3xxBMubefKlStat25dsvfbsf92Wr4HZPb7K7H2fH5+fho5cmSyj80777yjuXPn2pdDQ0NVrlw5bdq0SUWLFtWkSZOS/OyIiIhQ+/btLZMzGjZsqAkTJiS5PSlh4kT79u0tnxvt27fXwIEDk+0zfunSJb3yyivaunWrvfbII4/o66+/TvI6SX3XuuOOOzRlypQk79utbhwRdkOePHn0ww8/uPyDw/Hjx3Xq1Kk0nz8GANyBtiQAsoWNGzfq7rvvTvO/W7/oJuX55593Ck0GDRrk1Lt26dKllmBbSmgb4Oofqo4CAwM1efLkZGd6+Pn56dNPP1W1atUs9ZQOT546daol2K5cubImTpyYbLAtJczkGTx4sBo0aGCvXbx4Mdn+23v27HEKtlu1aqXhw4e7FGzfGF9SwXZ6OXr0qOX58/Hx0VdffeXSSUQffPBBp1AnuZYtUVFRTqFa69atkw22pYQ/HD///PNk/3DMDKGhockG21LCrPz+/ftbaqtWrVJMTIzuvfdeffLJJ8mGq7Vr13b6gebWmWKJycznUJLuuecePffcc6k6OdUjjzzi9GPZreFpalSpUkXjxo1LNjz28/PTRx99ZPlD/OLFixkyQ2vPnj2W5d69e7scbEvSvffe69If8I5ee+21ZINtSWrcuLFTkLtu3Tpt27Ytyetk9uspMQ0aNNCwYcOSDLalhCMHPvjgA0ttz549yfbPlpw/Jx566CENHTo02ZYxd911lyZPnpzmE7KlxZw5cyzBm2EY+vzzz1OcNd20aVOn53zXrl1Ztj3JSy+9lKrvC7lz59a4ceMss3E3btyY6iMgspKJEydagm1vb29NnDjRpWBbSmhX0qJFi0SD7cx24sQJS7Bdo0YNl4NtKSGYdPV+346s8P56++23U3xsBg4caGnHFBYWpk2bNsnPz09ffvllsp8dQUFBTq1I/vrrL12/fj3ZbY4YMcISbN/4oTGlE2jmy5dPX375pf1oSynhh+2UfkRy5Ovrq6+//trlz0XHI4yef/75VM2kL168OME2AI9DuA0AqTBs2DCVLl3avhweHq5+/frZT1xz5MgRvfPOO5brtGzZUi1btkzzNrt3757iIfNSwpdfx7Ds8OHDWr9+faLrR0ZGWgIbwzD0wQcfuBxCGYahgQMHWgKQOXPmJLm+Y6BTokQJp8cqK5gyZYqlf3K7du1SdXj3448/bpl9u3v37iRPlrh06VJLf9U8efLojTfecGk7tWvXTjHIy2gvv/xyij+ESNITTzyRaAj2zjvvJNoL05HjDxrJnXxSytzn8HY0b97cclj9hg0b0nQ7rvyRLUmFCxd2OlT91lYl6cWxZ3BisxnTW6lSpdSlSxeX1u3QoYPTrEHHHyRv5e7Xk6+vr959912X1q1ataoqV65sqSV3IrP169fryJEj9mUfHx8NGTLEpR/OSpcurRdffNGlcd0um83mdIKz5s2bq27dui5dv2PHjk6PS0Yf7ZWZ/Pz8nI5mSOqzP6u7fPmy5s2bZ6l17949xaNasirHI6wyY3+YWlnh/XX33Xerbdu2Ka6XO3fuRH9YbNu2rUsna69du7aKFCliX46NjU02bP7nn38sJ2ouXLiwBg4cmOJ2bggNDVXv3r0ttVtnnruiTZs2qlChgsvru+MzGADcjXAbAFIhMDBQY8eOtcw03rlzp0aMGKHo6Gj17dvXcvh5uXLlnALn1PD29rYcWpiSqlWrqmrVqpZaUifgW716teWkOPfcc48qVaqUqvGVKFFCVapUsS8fOHDAMtvqhpiYGKeTYnbu3DlLnDzpVjabTUuXLrXUOnbsmOrbeeqppyzLmzZtSnQ9x0Pcn376aeXJk8fl7bRv3z7VY0sv3t7eLv9oExAQ4DSDrkqVKqpYsaJL13d8TR89ejTJEzhm9nN4O7y8vCz37fLlyynOsnVUsWLFVPVdr1WrlmX51mAzvQQHB1uWkwtX00urVq2SndV8Ky8vLz3//POWWlL7yazweqpfv36qerQ6PsdJnahWct4HPfjgg/a++a5o27atSz9Q3a4DBw7o9OnTllqHDh1cvr6Xl5fT+hs2bEhxxqYncZxhe+N8HZ5m1apVlnZNuXLlcvmHq6zI8aSve/bsSfLzy12ywvurVatWLq/r+J0gtde/9XurpCRP9CnJfm6RG5599tlUHYkkJfzAeevnU2Jtp5KTmr8DJPd8BgOAu3FCSQDZQsmSJdW5c+c0Xz81wUH58uU1ZMgQS0+8mTNnateuXZbZH4GBgRozZozLLTcSU61aNfsJg1zVsGFDy2zMpP7AdQxXHnroodQPUAk9XW9swzRN7dixw+nEkjt27LD8kePl5aUmTZqkaXsZ6d9//7WcBLREiRIqXrx4qm/HcQbTP//8k+jr0/G5ubW/qytq1KihggULuuXEWeXLl3f6oz05d955p2W2ampmvubOnVshISH22Ug2m03Xrl1LdPuZ/RwmxWaz6cSJEzp27JiuXbumiIgIy2HNNziejO/06dOpGu99993n8rqSnI4CcZzhlR6qVatmaR0zfPhwFSpUKEN6896Q2vdOo0aNNGzYMPtyWFiYjh075hTsZoXXU2qfY8dZesk9x44n6U3t41i4cGFVrVo1w4PUGyfUvKFIkSJOAVVKHn/8cb399tv2k+XFxsZq165dHnHixatXr+rAgQO6dOmSrl27puvXr8vxtEm3/lgtydJyzJM4Bn8PP/ywQkND3TOYdFCqVCkFBwfb9yOHDx/W4MGDNWjQIMuJJN0pK7y/UrOfu/POOy3LoaGhqWpB43j95PaRjq/HtHxXzp07t0qUKGEP0Q8cOKCIiAgFBQWleN28efOqfPnyqdqeY4vCH3/8URUqVMi0HyMBwB0ItwFkC4UKFXLpcMb00rJlS23atEnz58+31xz/OHj33Xdvu9+jYyDiCsfZ17eeXOxWjmHEyZMnkz00PymOPcfPnTvntI7jIfhly5ZNVTCaWRwfE19f3zQ9JhcvXrQsJxY+X7p0yame2pnzUsLMXXeE27ce1usKx5lOabn+rX+ARkREJPoayszn0FFcXJx++eUX/fzzz1q/fr1l9qGrbg1SXXFrL09XOP4xfWsv2PTSrFkzjR8/3n7/L168qE6dOqlatWpq3LixHnzwQZUvXz7d/sgOCgpK1WxjKSGUzZ8/v+V53rt3r9PtuPP1dENqDylPzXPs+PmQln3QrT9wZhTHtgGpDd6khICpZMmSlqMV9u3bl2XD7SNHjmj+/PlatmyZjh07lurrZ8QPV5nBsWd/zZo13TSS9OHt7a1WrVppypQp9tq8efP066+/qnHjxnr00Ud13333peqorfSWFd5fqflO4LiPu/POO1N1DhLH7yO3HnF5q8jISB04cMBS27p1q/bv3+/ytm640b5QSvjx++LFiy6F26kNtqWEme1VqlSxz9iOj4/XsGHD9M033+jpp5/Www8/rOrVq7vUzgwAPAXhNgCk0ZAhQ7Rr165Ev+Q+++yzat68+W1vI7UBoOQcdkVGRiomJsbpS+yFCxcsy/PmzXPqc5kWjv0lJefZqa70EHcHx8fk4MGDGjp06G3fbmKPiWP7loCAAOXLly/Vt53acDO9OB72mhLHk9Oldsaa4/Xj4+MTXS8zn8Nbbd26VYMHD77tk7gl9Ud2UlL7PDgGyhlxeHyBAgU0bNgwDRgwwHL7O3bssM8UDgkJUbVq1XTvvfeqTp06qlGjRprD7iJFiqTp5KpFihSxhM6OM18l972ebnW775WknuOYmBinH2DSsj/JjH2Q4+OV1m0WK1bMEr4l9py7W0xMjEaNGqVvv/020aM9XJXafUlW4fh9IS1HSmQ1ffr00YYNGyw/9F+7ds3+vcswDJUpU0Y1a9ZU7dq19cADD6T6qL3bkRXeX6n5LHP8rMiofeTFixedjpAYOXJkqraVlLCwMJde22k9auGTTz5Ru3btLM/tqVOnNHHiRE2cOFF+fn6qVKmSatWqpTp16qhOnTq3daQpALgbx6UAQBoFBASoZ8+eTvWCBQveVp/tW6XlkNXE/kBIbAZXRv1Rn1iPRcdtZcVZ21LqAqfUSGwGr+MM3bQenpzacDO9pCVMTM/rJyUzn8Mb1qxZoy5dutx2sC2lPmzOqMfxdjVt2lQTJ05M8o/38PBw/f333xozZozatm2r+vXra+TIkU4znF2RXu+dxF477ng9OcrM90p6feakN8exZuRz7k4xMTF65ZVXNG3atNsKtiU5hXKewvH7grs+49JTYGCgZs6cqdatWzsFq1LCc3Xw4EHNnTtXb775ph5++GF16dLF6VwlGSUrvL9uZz/nad8npMS/Kycmtf29byhbtqzmzp2b5IlYY2JitG3bNk2ZMkU9e/bUAw88oDfffDPZk2sCQFbGzG0ASKOwsDCNGjXKqX7+/Hn9/vvveuaZZ9wwKtf/oI2NjXXb9rNqIJdRj0lG8tQAI6Nk9nMYFham119/3ekP1Tp16qh+/fqqXLmy7rzzTuXLl0/+/v5OR1AMHDhQCxYsyMwhZ5p69epp6dKl+uOPP/Tzzz9rw4YNSbZKOHfunCZNmqRZs2Zp8ODBLp+s9Ha48t7xxH1CZvPkfVBW+yyaOHGi/vrrL0stb968evrpp3XPPfeoRIkSKly4sAIDA+Xv728JSk+ePJnqnumeIKs9R2kVFBSk999/X926ddP8+fO1YsUKHThwINH3T3x8vNauXau1a9fqgQce0IgRI1SwYEE3jPr2ePpzl5H7/8zYb5YoUUIzZ87U5s2btXDhQq1evTrJXvyRkZFatGiRFi9erE6dOunNN9+Ur69vho8RANIL4TYApIFpmho4cKDT2eVvGDJkiKpUqaJSpUrd1nbS0g83seskNlM6NDTU0vd11qxZGdZ71PGwyqw2W+4Gx56Xzz33nD788MMM2ZbjDKe09j7OiJ7Jniwzn0NJmj59uqXFTEhIiMaPH6+6deu6dP3IyMiMGlqW4OvrqyeffFJPPvmkbDab9u3bpy1btmjLli3atGmTU+/pyMhIDRo0SDabTc8995xL20iv905iPW8z+/WUmRK7v9euXUt1e6TM2Ac5jjWt23Q8YiYrHUUUERGhSZMmWWpNmjTRBx984FK7gOyyLwkNDdV///1nX86qvcPT2tKpRIkS6t+/v/r376+wsDBt3rxZW7du1datW7Vz506nGftr165Vly5d9P3332fYCShzwvsrLRwfF19fX+3YscPjTsp477332r/fnzx50v6a27x5s/0klzeYpqnp06crLCxMI0aMcMdwASBNPGvPDABZxDfffGM5XNTLy8vSozAyMlJ9+/ZVdHT0bW0nqfA8OadOnbIsBwYGJnrSmLx581qWHU8MmZ4cw5Ljx49n2LZuh+M4T5w4kWHbcnz8o6KinHqNusLx+c7pMvM5lKTff//dsjxo0CCXg23Jufd6dubl5aWKFSuqQ4cOGj16tFavXq0ff/xRbdu2dZohNnz4cJdbJ50+fTpNs+AcZ7Al1ts0s19PmcnPz88pNE3L/iQz9kGOz01at+n4OZfWfrYZYfXq1ZYjQEqWLKnhw4e73Ac3u+xLHN9zaTmZZkocw8mkzuGQnPQI3UNDQ9WoUSO99dZb+v7777Vu3ToNHz7c6SSCBw4c0OTJk297e8mN41bZ8f2VFo6vxdjYWJ09e9ZNo0kfxYoVU/PmzTVs2DAtXbpUK1asUP/+/Z2+ky5cuFDr1q1z0ygBIPUItwEglbZu3arRo0dbaq+88oomTZpk6Y23b9++257hd+vJh1y1Z88ey/Ldd9+d6HoVK1a0LG/atCnV23JV5cqVLcsHDx7MkrOxKlSoYFneuXPnbf9AkZR8+fI5HWbs+Ny54t9//02vIWULmfkcxsXFWfps+/j46KmnnnL5+vHx8Wl6zrMLwzBUpUoVDR06VDNmzLAE3NeuXXO532xERESqA7D//vvP6WSRie0rM/P15A6O9zktr8fMeA07hn27du1K9W1cu3bN6XWS1OejOzj2um3cuHGiP0wnZefOnek9JLdw/L7wzz//pPs2goKCLMupnfV+5cqVDDlhZ0hIiFq2bKkFCxaoQYMGlssWLVqU7tu7ISe8v9IiNDTU6cTuGfld2R2KFi2ql156SUuWLFGxYsUsl2Xkaw4A0hvhNgCkwuXLl/Xaa69ZDht94IEH1KtXL5UpU0bvvvuuZf05c+ZoyZIlad7ejh07nAKYlCxfvtyyXL169UTXe+CBByzLK1asyLDQpnr16pbZZ6ZpavHixem+HccTNaV2NtY999xjGWdkZKRWrVqVLmNLjONz4/jcpWTbtm1ObR1yusx8Di9fvmyZMZw3b17lypXL5etv3LiRtjL/r1atWnrssccstdSc2Cq1750//vjDshwaGqqSJUs6rZfZ+4TMdrv7oP/++y9TQtWaNWtalk+fPp3qH39///13SysJX19fVa1aNV3Glx4cT6bqGKqlJLNOPpjRHE+At3r16nSfle7YFiy1M5UzOuD08fHRG2+8YamdOnUqyc+L2/3ukxPeX2l1//33W5Z/+eUXN40kYxUoUEDdunWz1Di5JABPQrgNAC660Wf71kPZCxYsqE8//dR+iGvz5s2dToQ2ZMgQHTlyJE3bjI+P1w8//ODy+jt37nQKGh555JFE13344Yctoc2lS5f07bffpmmcKfH19XU60dX06dNdPlu8qxxnY6U2OPTz83N6vD7//PM099ZMieO2fv7551T1I581a1Y6j8jzZeZz6NhKIyIiIlXb+eabb9J7SB7NcdZYamZTzp0716lXbVJsNpvmzJljqdWvXz/RdTN7n5DZHn30UcvymjVrUjULfvbs2ZnyWJQrV87S+ktSqj6vTNN0Wr9OnTry9/dPl/GlB8dZ2qk5umn79u3avHlzeg/JLerXr285Cu769euaNm1aum6jSJEilu8/4eHhOnDggMvX//7779N1PIm56667nGpRUVGJrnu7331ywvsrrZ544gnL8sqVK7Vjxw43jSZj3c5nMAC4G+E2ALho0qRJ+vPPP+3L3t7eGjVqlAoUKGBZb8iQISpXrpx9OSIiQv369UvzrOhJkya51Oc1NjZWw4YNs9RKliyZZP/ffPnyqW3btpba2LFjtW3btjSNU0r+7O/du3e3LB87dizdT8zm+FwcPnw41bfRq1cvGYZhX963b58+/vjjNI8pucekSZMmlhlkV65c0ciRI1263Y0bN2bI7PfsILOewzx58jjN6t24caNLtzlv3jytXr06zWPKylwNmR05vl8d2/Yk58iRI5o6dapL63777bdOM9LatGmT5PqZuU/IbHXr1rXMWI+Li9OwYcNcGuORI0c0ZcqUDBzdTV5eXmrXrp2ltmDBApffb7NmzXJqtdCpU6d0G196KFy4sGXZ1SMEIiMjNXDgwIwYkluEhoaqdevWltqkSZPSdba0t7e3KlWqZKnNmzfPpev+9ttvqdp3p9f+0NvbO8mTvd7ud5+c8P5Kq/r16zvNQH/jjTdu62iCjP4McMdnMAC4G+E2ALhg69atGjt2rKX2yiuvqE6dOk7rBgQEaOzYsZaZR3v37k1zkBsZGalu3bolexKbmJgYvfXWW06zSV5++WVLKOOoe/fuKlSokH05Ojpa3bp109KlS1M1xsOHD+u9995LNpitUKGCmjVrZqn98MMPGjRoUJKzkRzt2bMn2R6Ad999t+VEUUePHk31CXHKly+vVq1aWWrTp0/X//73P5fHKSX8qDFr1iynmfy3CggIUOfOnS21H374QV9//XWyt71792717t07S4VkWUlmPYeGYei+++6z1D744IMUZ98vWLDAqYVRdvLMM89owoQJTm0WkrNq1SqntgqJ7V+TM3r06BTbQC1btkyffPKJ03Zq1aqV5HUyc5+Q2QzD0EsvvWSp/f3333rvvfeSbW1w4sQJde3aNVP7j7du3doStpimqd69e6c4i/Lnn3/WRx99ZKlVrVpVDz/8cIaMM60cX++bNm1yOsLA0aVLl/Tiiy+m6YfcrKxbt26WIDc+Pl7du3fXb7/95tL14+Li9NNPP1nOieDIcUburFmzUgzQV61apQEDBrg0hhu+++479ejRQ2vXrnX5M/v69esaPny4pXbPPfc4tR+5wfEcKhs3bkz2vicmu7+/bseAAQPk4+NjXz527JjatWunvXv3unwbpmlq/fr1evnll53aYqW3AQMGaMiQIal6DZw8eVKTJk2y1FL7GQwA7uST8ioAkPWdO3dOs2fPvq3baNCggdPMKSmhr27//v0tMyEefPBBvfzyy0ne1o3+27f+ETRnzhzVqVNHTz/9tMtjql69urZv366jR4+qSZMm6tmzp55++ml7L84bJ1376quvnL7EPvTQQ2revHmyt58vXz598cUX6tChgz2kuHr1qvr376/p06erVatWuu+++1S8eHF7SG6z2XTu3Dnt27dP27dv1/Lly+1f8Nu3b5/s9oYOHao9e/ZYDv+dP3++Vq9erU6dOql+/foqW7as/Q+469eva9++fdq8ebOWLVum7du3q0WLFmratGmitx8QEKD7779fa9assde6d++uBg0aqFKlSgoODraE34UKFXJqlyJJgwcP1oEDBywnspo3b55WrFihNm3aqF69eqpcubLlkNtr167pwIED+vfff/XXX39p7dq1io6OtvzIkZgePXro119/tTwmn332mdavX68uXbqobt268vPzk2maOnjwoObPn6+ZM2cqNjZW0s3XCKwy6zls06aN/vrrL/vygQMH1KJFC/Xu3VuPPvqo8ubNKykh2NywYYNmzZqlv//+W5Lk7++vu+++O9sd4nz+/HmNHTtWn3/+ue699141aNBAVapUUfny5RUSEmJfLzIyUrt379bChQs1f/58S5haqVIlpx8OklKqVClduHBBV69e1euvv66VK1eqXbt2ql69unx8fBQfH68dO3Zo9uzZWrhwoeW6uXLl0gcffJDiNjJzn5DZWrRooSVLlthfl1JCu5EdO3aoZ8+eqlevnn3MJ06c0OLFizVp0iT7Ies1atS4rSN+XBUSEqLhw4ere/fu9pDwypUratu2rdq1a6eWLVvaf+CMjY3Vtm3b9N133zn9WBsYGKiRI0cm+8OvO1StWlWVK1e29DoeMmSItm3bpvbt26tixYry9vaWaZo6fPiwfvvtN02dOtX+Y1rt2rVdnmmb1RUsWFCfffaZunbtat8vREVFqU+fPqpbt65atWqlunXrWmYsX7hwQbt379Zff/2lZcuW6fz585oxY4bKli2b6DaaNWum8ePH6+rVq5ISjn7r3r27unfvrhYtWti/Z8XExGjLli2aO3euli5dKtM0Vbx4cUVERLj0A57NZtOqVau0atUqFSxYUI899pjuu+8+VapUScWKFbOHpqZp6tSpU/r77781depUHT161HI7L7zwQpLbKF26tEqWLGm/TmxsrFq1aqVGjRqpXLlyyp07t+X1XqpUKaej+rL7++t23HfffRo4cKDls+Lw4cNq2bKlGjVqpGeeeUa1atVS/vz57ZfHxsbqxIkT2rt3rzZv3qw//vhD//33nyQ5TfRIb1FRUVqyZInmzJmj8uXLq1GjRqpRo4YqVKigQoUK2Z+b2NhYHTp0SH/88YemT59uaYUUGBioZ599NkPHCQDpiXAbQLZw9OhRDR069LZuo3Tp0k7htmmaeuuttyyzph37bCelefPm2rhxo3788Ud7bfDgwapcuXKiJy5LzPPPP6/8+fNrxYoVunr1qkaOHKmRI0fK399fvr6+SfZVLFOmjEaMGOHSNqpVq6YJEybotddes8w43bZtmz2w8PLyUkhIiOLi4hQREZHmGcOBgYGaOHGievbsqf3799vr58+f16hRozRq1CgZhqGQkBDFxsamqd9fjx49tG7dOnsf2NjYWC1btkzLli1zWrd27dqJhtt+fn6aMGGC+vbtawkLLl26pAkTJmjChAn2++Pn56eIiAh72Jxafn5+Gj9+vDp27Gg5OeTatWu1du1a++MRERHhdKhpx44dlSdPHsLtRGTWc9iwYUM9+uijllnHp06d0qBBgyRJuXPnlpR4D9R3331XmzZtynbh9g3x8fHasGGDNmzYYK/5+voqd+7cio2NTXL/lSdPHo0YMcLlcKRgwYLq27ev+vfvL9M0tWTJEi1ZskReXl4KDg7W1atXE+0L7ePjo5EjR6p48eIpbiMz9wnuMGLECHXs2FGHDh2y13bv3q1XX31VUsIJ+KKjoxUTE2O5XoMGDdSoUaNMCbclqV69enr77bf10Ucf2T+H4uLiNGPGDM2YMUPe3t7KnTu3wsPDE/2cCggI0OjRo13+DM5MhmHonXfeUadOnSyvnfnz52v+/Pny9fVVUFCQrl275vRZUL58ef3vf//L8NAsM91///0aMWKE3n77bcsRAuvXr9f69eslyf6YpOX9FhoaqkGDBuntt9+216KiojRu3DiNGzdOAQEB8vX1dep9HhwcrPHjx6tXr16pvk/nz5/Xd999p++++85eCwoKkp+fn65du5bkfXj++efVqFGjZG/7pZdesrSniYyMTPJItxYtWiTasi47v79uV8eOHRUVFaUxY8bYf3CJj4+3fL+88XqMjo5O1VE9GWn//v2W79s3PhelhO8liR2h4+XlpaFDh+rOO+/MtHECwO2iLQkAJGPSpEmWWZne3t767LPPLLMzkjNkyBCVL1/evpza/tuGYeizzz5TgwYNLPXo6Ogkg6Fq1app+vTpLo9RSpjl/eOPPyY5U9JmsyksLEzXrl1LMtj29/dX6dKlU9xWkSJFNHv2bDVp0iTR8Mo0TV25ciXJYDulwKtu3bp67733lCtXrhTHkpx8+fJp6tSp6tGjh9OJvm6IjIxUWFhYsn9UOx4unJhSpUppxowZif5BeOPxcAwz2rRpYw9QkbjMeg5HjhyZ5OG7165dc3qv+vr66oMPPsi2s6KSe4/Gxsbq8uXLSe6/ypcvr9mzZ1vOW+CKJ598Uh9++KHlJJ82m01XrlxJNNgODg7WmDFj9Nhjj7m8jczcJ2S2/Pnza8aMGapWrVqil1+9etUp2G7YsKE+++yzTJ+h2alTJ40ePVqhoaFOl8XHx+vKlSuJfk4VLVpU06dPT/Iky1lBrVq19Omnnyb6+RUbG6uwsDCnz4KaNWtq2rRp9h/SspMmTZok+dko3XxMknq/pTQJ4dlnn7X/gOMoKirKKdguXLiwpk2bpgoVKqQ8+P+X0vsjIiJCly9fTvQ++Pr6qlevXnrvvfdS3E6LFi3Up0+fJFuXuCo7v79uV48ePTR58mSnEy/ecOP1mFywnS9fvkSPEk1Pyb3mbnwuXrlyJdFgO2/evBo3bly2+qEMQM7AzG0ASMKWLVuc+mz37t1btWvXdvk2cuXKpTFjxui5556zh7X//vuvPvzwQ6eTPyYlICBAEyZM0Pz58zVx4kSnQ1VvKFasmF544QV16NAhxT/oEnPXXXfp22+/1caNGzV9+nStX78+yQDqhjx58qh27dqqX7++GjdubDk5YnJy586tUaNGqWvXrpo4caL+/vtv+6HBifHz89M999yjJk2aqEmTJinefuvWrVW/fn0tWrRImzZt0sGDB+1/cCQWdCXFx8dHr7/+ujp27Khp06bp999/1/Hjx5O9jre3t6pWraoHHnhATz31lMshXenSpbV48WJNnDhR33//vWUW960qV66s3r17O/3ggcRlxnOYO3duTZ06Vd9++62mTJmSZH98X19fPf744+rdu7dLPwR5ql9++UV//vmnVq9era1bt+rcuXPJrm8YhmrWrKmWLVuqZcuWaQ5nnn32WVWtWlWfffaZVq1aleh7PTAwUI8//rhef/11y/kGXJWZ+4TMVqBAAc2ZM0ezZs3StGnTdPLkyUTXK1mypHr27OnW3uFPPvmkHnzwQU2aNElLlizR6dOnk1y3TJkyat26tdq1a5fkjxJZyZNPPqly5cppzJgxWr58eZKfWSVKlNALL7ygNm3ayNvbO8nny9PVqFFDS5cu1YIFC/TDDz9o586dyX6OFyxYUPXq1dNzzz2ne+65J8Xbf+WVV1SzZk199tln2rlzZ6LrBAYG6rnnnlOfPn0srZVc0aFDB1W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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": 37,
   "id": "cad44cc8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_posterior(gg.expected_new_customer_spend())\n",
    "plt.title(\"Expected mean spend of a new customer\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81bb907a",
   "metadata": {},
   "source": [
    "### Estimating CLV"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a6e388f",
   "metadata": {},
   "source": [
    "Finally, we can combine the GG with the BG/NBD model to obtain an estimate of the customer lifetime value. This relies on the [Discounted cash flow](https://en.wikipedia.org/wiki/Discounted_cash_flow) model, adjusting for cost of capital:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "0fa553da",
   "metadata": {},
   "outputs": [],
   "source": [
    "clv_estimate = gg.expected_customer_lifetime_value(\n",
    "    transaction_model=bgm,\n",
    "    data=rfm_data,\n",
    "    future_t=12,  # months\n",
    "    discount_rate=0.01,  # monthly discount rate ~ 12.7% annually\n",
    "    time_unit=\"W\",  # original data is in weeks\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "1dc2fbc7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hdi_3%</th>\n",
       "      <th>hdi_97%</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>x[1]</th>\n",
       "      <td>29.115</td>\n",
       "      <td>1.027</td>\n",
       "      <td>26.970</td>\n",
       "      <td>30.838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[2]</th>\n",
       "      <td>3.087</td>\n",
       "      <td>0.304</td>\n",
       "      <td>2.554</td>\n",
       "      <td>3.686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[3]</th>\n",
       "      <td>5.635</td>\n",
       "      <td>0.222</td>\n",
       "      <td>5.235</td>\n",
       "      <td>6.057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[4]</th>\n",
       "      <td>5.635</td>\n",
       "      <td>0.222</td>\n",
       "      <td>5.235</td>\n",
       "      <td>6.057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[5]</th>\n",
       "      <td>5.635</td>\n",
       "      <td>0.222</td>\n",
       "      <td>5.235</td>\n",
       "      <td>6.057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[6]</th>\n",
       "      <td>500.145</td>\n",
       "      <td>16.640</td>\n",
       "      <td>470.435</td>\n",
       "      <td>533.071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[7]</th>\n",
       "      <td>4.059</td>\n",
       "      <td>0.345</td>\n",
       "      <td>3.423</td>\n",
       "      <td>4.702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[8]</th>\n",
       "      <td>16.196</td>\n",
       "      <td>0.429</td>\n",
       "      <td>15.404</td>\n",
       "      <td>16.999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[9]</th>\n",
       "      <td>46.800</td>\n",
       "      <td>1.292</td>\n",
       "      <td>44.379</td>\n",
       "      <td>49.206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[10]</th>\n",
       "      <td>5.635</td>\n",
       "      <td>0.222</td>\n",
       "      <td>5.235</td>\n",
       "      <td>6.057</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          mean      sd   hdi_3%  hdi_97%\n",
       "x[1]    29.115   1.027   26.970   30.838\n",
       "x[2]     3.087   0.304    2.554    3.686\n",
       "x[3]     5.635   0.222    5.235    6.057\n",
       "x[4]     5.635   0.222    5.235    6.057\n",
       "x[5]     5.635   0.222    5.235    6.057\n",
       "x[6]   500.145  16.640  470.435  533.071\n",
       "x[7]     4.059   0.345    3.423    4.702\n",
       "x[8]    16.196   0.429   15.404   16.999\n",
       "x[9]    46.800   1.292   44.379   49.206\n",
       "x[10]    5.635   0.222    5.235    6.057"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(clv_estimate.isel(customer_id=range(10)), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "26636619",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qON2eGLy5WaxWq7W4JwEAzvj66681YcIEXb16Nde2DRs21KxZs1StWrUimBmK0/z587VixQodOXJEGRkZDtvlJzlmtVo1ZcoULVy40Kn2Dz74oKZNm+ZSgvbChQsaPny4fvvtt1zbent7a+TIkXrqqaecHh+Fo2PHjjp58qTL/R588EFNmjRJfn5+TrUnBmHP3r171aNHD5f7+fr6aty4cerWrZtT7Yk/5NXu3bvVu3fvbP8+u5IcI/6Qk6JIjhGD7oGVYwBuCFu2bNGYMWNM31yFhoaqVatWCgwMVGRkpDZt2qSkpCRJ0v79+zVw4EAtWbLE6R8+cWPavn17jqt1CsL06dOzfUPUrFkz3XHHHfL09NShQ4f0yy+/6Nrvm/773//K09NTb7/9tlPjp6amasiQIdq+fbtR5+XlpXbt2ql27dpKSEjQjh07dOjQIaP9m2++qbJly6pnz54F9FEiL+Li4rLVhYaGqnHjxgoKClKpUqUUHR2tX3/9VdHR0Uab//73v4qNjdW8efNUqlSpXJ9DDMIZQUFBqlu3rmrUqKGAgAB5enoqPj5eBw4c0O7du41/Q69evaqxY8cqJSVFjz76aK7jEn/Ii9TUVI0bNy7HX1w5g/iDsywWizw8nD9W3WKxONWOGHQPJMcAlHixsbEaMWKE8c2VxWLRyy+/rCeffNL0D2BcXJyGDRumbdu2SZKOHDmi1157TTNmzCiWeaP4+Pr6qlGjRtq3b59TKw1zsmnTJn388cdG2d/fXzNnzlTr1q1N7fbv369BgwYZCZDVq1erefPmTv3gOWPGDNM3RHXr1tXcuXOzrXxcvXq1XnnlFWNL8cSJE9W4cWPVq1cvzx8fCkbVqlXVs2dPRUREqFKlStneT09P19KlSzV16lQlJydLykzsvvfee3r55ZdzHJsYhCOenp5q0aKFwsPD1bZtW9WqVcth26ioKE2aNEmbN2826qZMmaI2bdro1ltvddiP+ENeffTRR8Yvr4KDg3X27FmXxyD+4IquXbu6vF03N8Sg++C2SgAl3ty5c5WQkGCUhwwZov79+2f7zVD58uX1ySefqHbt2kbdmjVrtH///iKbK4peqVKl1LhxYz3++OOaOnWqvv32W+3cuVOfffaZypUrl6+xrVarKblqsVg0Z86cbN8QSZlbeRcsWGBaBfTBBx8YqxkdiY6O1meffWaUK1SooIULF9rdEtylSxdNnjzZKKempur999936WNCwapSpYqmTJmi9evXa9CgQXYTY1JmEqN3796aNWuW6e+uRYsWKSYmxuH4xCBy0rBhQ3322Wfq06dPjokxKTOBO2fOHLVt29aoS05O1ueff+6wD/GHvDp27Jg+/PBDSVLp0qU1cuRIl8cg/lDciEH3QnIMQIl27tw5LVu2zCjfeuutevbZZx22L1WqlMaNG2eUrVar5s6dW6hzRPF69913tWzZMr322mvq1q2b6tSp49KS+pz88MMPpi2bDz/8sFq0aOGwfc2aNfX0008b5bNnz5ri155PPvlEKSkpRvnFF1/MManXtWtX0xw2bNiggwcP5vgMFJ4VK1aoe/fuTt8A2K5dOz344INGOTU1VRs2bHDYnhhEQfL09NSLL75oqtu6davD9sQf8sJqtWrcuHHG1/X5559X1apVXR6H+ENxIwbdC8kxACXahg0bTLdS9urVS97e3jn2ad26tek36Fu2bMn31jq4p7Vr15rKjz/+eK59Hn30UVOixHaMrKxWq77//nujHBAQoIceeijXZ/Tu3dtUXrduXa59UDi8vFw/oSJrckzKPFTdEWIQBa1Ro0by9fU1ymfOnHHYlvhDXixevFg7duyQlLk9rH///nkah/hDcSMG3QvJMQAlmu3tgp06dXKqX3h4uPE6OTlZP//8c4HOCze/tLQ0/fjjj0a5cuXKTl2bHRISon/84x9G+Y8//rB7aLsk/fXXX6Ytde3bt3fqcPawsDBTkjinlUcoeWzPdzp37pzddsQgCkuZMmWM144urif+kBcxMTGaPn26pMwtaBMnTsz1l5r2EH8obsSg+yE5BqBE27lzp/E6KChI1atXd6pf06ZNTeWsh1wCzjh8+LAuXbpklG1jKidZ26anp2vXrl1222WNb1eeccstt6hBgwZG+dChQ6a5omTLeoai5Hj1GTGIwpCYmKj4+Hij7OjfVeIPefH666/r8uXLkjJX+zdr1ixP4xB/KG7EoPshOQagxIqJiTG+wZJk+kcgNw0bNjSVjx49WmDzgnuwjZn8xN+xY8eceoZtv5zYzsfRM1DyXLuK/RpHh/gTgygMa9euNR1X0L59e7vtiD+46vvvv9f69eslZR4qbnu+nSuIPxQ3YtD9kBwDUGLZ/iVfpUoVp/sGBQWZlhsfP368wOYF95Cf+KtcuXKOYzmqt+2XE9v58E3RjWP16tWm8l133WW3HTGIgnbw4EG9+eabRjkwMFBPPvmk3bbEH1xx+fJlvf7660Z5zJgxCggIyPN4xB/y4uDBgxoxYoTCw8PVvHlzNW/eXGFhYXryySf1wQcfuHRwPTHoflw/RRYAikjWPfiS49UV9lgsFoWEhOj06dN2xwJyk5/4s20bHR2d6zO8vLwUHBxc4M9AybJt2zZt27bNKJctW1Z333233bbEIPLLarXqypUrOnz4sNauXavFixcbt6L5+vpq5syZCgoKstuX+IMr3nrrLcXGxkqS2rRpoy5duuRrPOIPeXHgwAEdOHDAVHflyhWdPn1av/32m2bNmqV7771X//73v1WjRo0cxyIG3Q/JMQAllu0Nk1lv13JG1gOH09LSlJyc7NQhl4CUPf6yxlNubNs6ui01a33p0qVlsVgK/BkoORITEzVu3DhTXf/+/R3GFjEIVx07dsx001lGRobdA/fbtWunsWPHqmbNmg7HIv7grO3bt2vZsmWSJB8fH40fPz7fYxJ/KCw//vijunfvrnfeecfhtnKJGHRHJMcAlFi2f8m7mtiybZ+QkEByDE6zjT8fHx+n+9rGmTPfFLkam7bz4Zuikm/ixIk6ceKEUa5Vq5YGDBjgsD0xCFdZrValp6c7fN/Dw0OPP/64BgwYkOsqCOIPzkhJSdG4ceOMJOxzzz2n0NDQfI9L/MEVISEhCgsLU5s2bVSvXj1VqFBBPj4+io+P14EDB/TDDz9o5cqVxsrZy5cva+jQoVq0aJGaNGlid0xi0P2QHANQYiUnJ5vKrl4FbvuPhu14QE5s48WVb4ps2yYlJeX6jPzGt6NnoGT49NNPtXLlSqPs4+Ojt99+O8dvholBFLSMjAwtWrRIixcv1hNPPKGRI0c6jCviD86YPXu2ca5rzZo19cwzzxTIuMQfnPXGG2+oRYsWdm9+Dg4OVnBwsO699149/fTTGjx4sA4fPiwp8+s/YsQIrV271m58EYPuhwP5AZRYtj80Zr1dyxnXfjvkaDwgJ7bxYhtPObFte8stt+T6jPzGt6NnoPitXbtW06ZNM9VNmjRJt99+e479iEG4qnbt2jp06JDxZ+/evdq6das++ugjdevWzfjhKzU1VfPnz9dzzz3nMK6IP+Tm0KFDmjdvnlGeOHGiSwmEnBB/cFbr1q3tJsZs1ahRQwsWLDAdZB8VFWVsCbZFDLofkmMASizbM8ZcXfll296VswIA2/hz5Zsi29hzdF5e1npX49t2Pq6eyYei8euvv2rUqFHKyMgw6l588UVFRETk2pcYRH75+PioYsWKateunaZOnaqvvvrKdBvazz//rA8++MBuX+IPOcnIyNC4ceOMH+gjIiLUqlWrAhuf+ENhqFChgl566SVT3Zo1a+y2JQbdD8kxACWW7V/yCQkJLvXP2t7Ly4uVY3BJfuLPtq0z3xQlJiaaEigF9QwUnz179uj55583fQP79NNP69lnn3WqPzGIgla/fn19/PHHpu07n376qS5cuJCtLfGHnCxatEh//vmnJCkwMFCjR48u0PGJPxSW8PBw+fn5GeXdu3crMTExWzti0P2QHANQYoWEhJjKtlcq58RqtZra244F5MY2Zly5IvvMmTOmsqODr7M+Iy0tTefOnSvwZ6B4HD58WM8884zpgNyePXu69AMkMYjCUKdOHXXu3NkoJyUlacuWLdnaEX9wJCkpSe+9955RHj16tMqXL1+gzyD+UFi8vLx0xx13GOW0tDTFxsZma0cMuh+SYwBKrNq1a5vKUVFRTvc9d+6cae9+rVq1CmxecA+28fe///3P6b6230A5ir/8PMP2myLbsVB8IiMj9dRTTyk+Pt6o69SpkyZNmuTSOMQgCkubNm1M5UOHDmVrQ/zBkZSUFFPif9y4cWrYsGGOf/r162caY9WqVab3X3nlFdP7xB8KU4UKFUxle6tniUH3Q3IMQIlVsWJFlS1b1igfOHDA6b779+83lUmOwVW232TYxlRO9u3bZyo7ij/beleeQYyXTDExMerXr5/Onj1r1LVr107vvPOOPDxc+7aLGERhCQoKMpWvXLmSrQ3xB2elp6fn+sd2u5jVas3xfeIPhcl2G6W9o1eIQfdDcgxAida8eXPj9fnz5xUZGelUv127dpnKLVq0KNB54eZXp04d+fv7G+Xdu3c73fePP/4wXnt6eqpZs2Z222WNb9t+OUlKStLBgweNcr169UyJZBSPuLg49evXz7TKtWXLlpo5c6bLV7RLxCAKj20yLGucXUP8oTgRfyhMp06dMpXtbQsmBt0PyTEAJVpYWJipvHbtWqf6rVu3znhdqlQptW3btkDnhZufl5eX7r33XqN85swZ4/DhnMTExJjaNW3a1OFZLLfffrvpvInNmzc7dVvRDz/8YNo2bPv/CYrelStXNGDAAB07dsyoa9y4sebOnZvn69WJQRQW2xUHWW+wvIb4gyP+/v46dOiQS38WLlxoGiMiIsL0/rRp00zvE38oLGfOnNHff/9tlCtUqKCKFStma0cMuh+SYwBKtA4dOphWXCxbtsz0j4E9v/76q44fP26U27Vrxw0uyJMHHnjAVP7iiy9y7bN48WKlp6cb5U6dOjlsa7FYFB4ebpQvXbqkb7/91qlnZJV1DBS9pKQkPffcc6ZtFHXr1tUnn3xiuhErL4hBFLSkpCR98803pjrbM8iuIf5QnIg/FIY5c+bIarUa5bZt28pisdhtSwy6F5JjAEq0oKAg9erVyyhHRkbqo48+ctg+OTlZkydPNsoWi0WDBg0q1Dni5hUWFqa6desa5a+//lrbt2932P748eOaN2+eUQ4ODlbPnj1zfMbTTz8tHx8fozx9+nS7B8Nes2rVKtMcwsLCVL9+/RyfgcKTlpamYcOGmb4moaGhmj9/vgICAvI9PjEIR1JSUkzbapyRkZGh8ePHmw59btKkicOzaog/FCfiDzlJSUkxrdZ2xvLly7V06VKjbLFY1LdvX4ftiUH3QnIMQIk3cOBAlSlTxijPmjVL8+fPz3Z4a1xcnAYMGKAjR44YdZ07d1bDhg2LbK64uVgsFo0cOdIoW61WPf/88/r111+ztd2/f7/69etnWg4/ePDgXLfUVapUSU888YRRPn/+vPr27avTp09na7t69Wr9+9//Nsre3t4aNmyYSx8TCo7VatWYMWO0efNmo65q1apasGBBtgPP84oYhCNJSUnq2rWrhg4dqk2bNiklJSXH9n/++af69u2rVatWGXUeHh569dVXHfYh/lCciD/kJCkpSQ899JBGjhypn376SWlpaQ7bnj17VhMnTsx2K2rXrl11xx13OOxHDLoXizXrmkIAKKE2b96sQYMGmRJioaGhuuuuuxQYGKiTJ09q06ZNSkpKMt6/7bbbtGTJknxva0LJFhUVpfvvv9/ue1mXtUuZh6Las2DBArVs2dLhM9555x19/PHHprpmzZqpcePG8vDw0KFDh/TLL7+Ylul36dJFb7/9tlMfQ0pKivr3768dO3YYdd7e3mrXrp1q1aqlq1evavv27Tp06JCp3+TJk3P9jSQKT1RUlDp06GCqs1gsLt9KWbVqVa1fvz7HNsQgbF26dMl02Uzp0qVVv3593XbbbQoICFDp0qWVkJCg6Oho7d27N9sB1BaLRW+88Ya6d++e67OIP+TX77//blqhExERke2cMUeIP9hj+3egn5+fGjRooFq1aikgIEDe3t66dOmSDh48qN27d2c7luXOO+/U/PnzTau2HCEG3QPJMQA3jFWrVmnChAnZrl+2p0GDBvrggw9UrVq1IpgZitPp06fzfRDpwoUL1apVK4fvZ2RkaMqUKVq0aJFT43Xu3FnTpk2zezW4I3FxcRo2bJi2bduWa1svLy+NGDFCAwYMcHp8FLyCiD0pMzm2cePGHNsQg7Bl+4OhK0JCQjRx4kT985//dKo98Yf8yk9yjPiDPfn5O7B3794aM2aM0xfmEIPugeQYgBvKsWPHNH36dG3ZssXuwfzBwcHq1auXnnvuOad+E4QbX1Ekx67ZsmWL5syZ4/A677p162rAgAF6+OGH8zSPjIwMLVy4UJ999lm2VR5S5haou+66SyNGjFDjxo3z9AwUnKJMjl1DDOKa9PR0ffPNN9q6dau2b9+umJiYXPs0bNhQERER6tatW55WVRN/yKv8JMeuIf6QVUpKimbPnq3ff/9d+/bty3Vrua+vr+677z717ds3x62UOSEGb24kxwDckC5cuKBdu3YpOjpaCQkJCgoKUvXq1dWsWTOHW+eAgnLy5Ent27dPsbGxSk9PV0hIiOrUqaN69eoVyPhWq1V79+7V8ePHFRsbq1tuuUUhISFq0qSJ6cpvuC9iELZiY2N19OhRnT59WhcvXlRycrJ8fX3l5+enatWqqVGjRvL39y+QZxF/KE7EH2ylpaXp+PHjioyMNH42SEtLU9myZeXv72/ER0H9jEAM3pxIjgEAAAAAAMBtcVslAAAAAAAA3BbJMQAAAAAAALgtkmMAAAAAAABwWyTHAAAAAAAA4LZIjgEAAAAAAMBtkRwDAAAAAACA2yI5BgAAAAAAALdFcgwAAAAAAABui+QYAAAAAAAA3BbJMQAAAAAAALgtkmMAAAAAAABwWyTHAAAAAAAA4LZIjgEAAAAAAMBtkRwDAAAAAACA2yI5BgAAAAAAALdFcgwAAAAAAABui+QYAAAAAAAA3JZXcU8AAAAAQMl1+vRphYWFGeWIiAhNmzatyOeRkpKigwcPKjIyUufOnVNiYqK8vb0VEBCgcuXKqX79+qpWrVqRzwsAcOMjOQYAAFBAOnTooKioqAIZa/bs2brvvvsKZCzgRpWSkqJvv/1W3377rbZt26bU1NQc25crV0733HOPunTpojZt2sjT09NhW9uknyQdOnTIqXmdOXNGHTp0UEZGhlG3atUqNWjQwKn+OUlLS1O7du107tw5o+7dd99V586d8z02AMA+tlUCAAAAeXT69GnVq1fP+DNmzJjintJNY9WqVerQoYPGjh2rn3/+OdfEmCRduHBBq1ev1oABA9SxY0d9/fXXpgRWQalcubLatGljqlu+fHmBjL1582ZTYiwwMJBEOQAUMlaOAQAAACgxrly5opdfflk//PCD3ferVq2qKlWqqHz58rJYLDp37pxiY2MVGRlpanf69GmNHj1aMTExevbZZwt8nj169NBPP/1klL/55huNHj1aPj4++RrXNsnWpUuXfI8JAMgZyTEAAIBCMmPGDDVp0iRPfStUqFDAswFKvitXrqhfv37au3evqb58+fJ6+umnFRYWppo1a9rte+bMGW3atElfffWV9u3bZ9QnJycXylzDwsJUrlw5XbhwQZIUHx+vDRs26IEHHsjzmOfPn9ePP/5oquvevXu+5gkAyB3JMQAAgEISFBTEAeGAC8aOHZstMfbII49o9OjR8vPzy7Fv5cqV9dhjj+mxxx7TunXrNGPGDJ04caLQ5urj46MuXbro008/NepWrFiRr+TYqlWrlJaWZpTvuOMO1a9fP1/zBADkjjPHAAAAABS7BQsW6PvvvzfVDR06VJMmTco1MWYrPDxcK1asUMeOHQtyitn06NHDVP75558VExOT5/FWrFhhKrNqDACKBskxAAAAAMUqLi5O7733nqkuPDxcL7zwQp7HLFOmjGbNmqWuXbvmb3I5qFu3rho3bmyU09PTtWrVqjyN9eeff+rIkSNG+ZZbbtFDDz2U3ykCAJzAtkoAAAC4JCMjQ7t379apU6cUGxurUqVKKSQkRC1atFD58uUL5BkJCQnatWuXYmNjFRcXJ09PT5UvX161a9dWo0aN5OFRML/jjYmJ0d69exUXF6f4+HhZLBb5+/srNDRUDRo0kL+/f4E8Jy/i4+P1xx9/6Ny5c7pw4YJ8fHxUvnx5NWjQQHXq1Mn3+Onp6dq5c6dOnjypuLg4BQYGKiQkRM2aNSvyj3vhwoVKTEw0ygEBAZo4cWKBjF29evUCGceRHj16aM+ePUZ5xYoVGjhwoMvj2B7EHx4errJly+Z7fgCA3JEcAwAAuEFs3rxZzz33nKxWqySpdOnSWrp0qerWretU/ylTppjOR6pbt66WLl2q0qVLm9r9/vvv6tu3r1EePHiwhgwZouTkZH3yySdatmyZzpw5k218T09PtW3bVi+//LJuu+22vHyI2rp1qz7++GPt2rVLqampdtuUK1dOPXr00DPPPKOAgACXn3H16lV98cUX+uqrr3T8+HGH7Tw8PHT77bfroYceUrdu3UyJig4dOigqKipbn5UrV2rlypUOx5w6daq6devm8H2r1ao1a9bo008/1d69e5WRkWG3XUhIiJ544gn17dtXt9xyi8Px7ElJSdFHH32kzz77zDhMPisfHx/dd999GjJkiGrVquXS2HmRkpKiL774wlTXrVs3lStXrtCfXRAefPBBTZ061UjunThxQjt27NCdd97p9BhJSUlas2aNqc52yyYAoPCwrRIAAOAG0b59e9OKlMTERA0ZMkRXrlzJte/atWtNiTE/Pz/NnDkzW2LMkbNnz+qRRx7RzJkz7SbGpMyVSD/++KO6du2qL7/80qlxr4mLi1P//v01YMAA/f777w4TY5J04cIFffzxx+rYsaO2b9/u0nM2b96sDh066O23384xMSZlrpDbs2ePpkyZovXr17v0nLw4deqUunXrppEjR+rPP/90mBiTMle8TZ8+XZ07d9bff//t9DPOnDmjhx9+WLNmzbKbGJMyk1Vr1qxRREREkXzce/bs0cWLF011vXr1KvTnFhQ/Pz916tTJVGe7Ciw369at0+XLl41yjRo11KJFiwKZHwAgdyTHAAAAbiDDhg1TmzZtjPKJEyf06quv5tjn2LFjeuWVV0x1U6ZMUc2aNZ16ZkpKigYOHKgDBw5IylxRdccdd6hTp04KCwtTaGioqX1qaqomTJigxYsXOzX+yZMn1atXL/3yyy+m+jJlyqhly5bq3LmzwsPDdfvtt5u2U8bHx6t///7aunWrU8+ZP3++Bg0alC0p5OvrqxYtWqhTp0564IEH1Lp1awUFBTk1ZkHZs2ePevbsqf3795vqAwMD1aZNGz344IO6//77s60SjIqKUu/evY2vTU5iY2PVp08fHTt2zFTv7++vu+++Ww899JDatm1rrJBLSkrSiBEj9Mcff+Tzo8vZtm3bTOXg4OAiWbFWkGxXea1du1ZXr151ur9tMq1bt26yWCwFMjcAQO7YVgkAAHAD8fDw0PTp0xUREaHo6GhJmT+IL1iwQP369cvWPjExUcOGDVNCQoJR179/f4WHhzv9zCVLlhgrex566CGNHj1aISEhpjZ79uzRhAkTtG/fPqNu8uTJat68eY7nYyUmJmrw4ME6deqUUVezZk2NGDFC9913nzw9PU3tY2NjNWvWLC1dulRSZiJu1KhR+vrrr7PNKav169frzTffNLakStJtt92m4cOHq3379vL29s7W5/jx41q3bp2WLFmS7b0vvvhCaWlpio6O1uOPP27Uh4eHa/To0Q7nYW+r4NmzZ/X888+bknZNmjQxEqG2SZKTJ0/qrbfe0g8//CBJunz5soYPH67ly5fneKvjuHHjTJ9nPz8/jRo1St26dZOPj49Rn5KSomXLlumdd97R1atX9frrrzscsyDs2rXLVM56wP2N4s4771RoaKhOnDghKXPr7nfffefUbZOnTp0yJQg9PT0VERFRWFMFANjByjEAAIBCcu7cOZ0+fdrlP+fPn89x3PLly+v99983JXTeeeedbEkGSXrttdd0+PBho9y8eXO99NJLLn0c1xJjTz31lKZPn243CdW4cWN9/vnnpnOWUlNTNX78+BzHfuutt0zzu/fee7Vq1SqFh4dnS4xJUsWKFfX6669rzJgxRt2FCxey3XSYVVxcnMaMGWNKjHXs2FHLly/X/fffbzcxJmUm6Z577jmtX79e7du3N71XqVIlVatWTZUqVTLV+/r6qlq1ag7/lClTJttzXn31VZ09e9Yo9+jRQ19++aXatm1rd/VQjRo1NHv2bPXp08eoO3HihBYsWODwc/D9999r8+bNpnnOnz9fjz76qCkxJmWeOfb444/rk08+UenSpbNteSxoMTExpnLt2rUL9XmFxTYRtmLFCqf6rVy50hSb99xzT46JXgBAwSM5BgAAUEhGjhypsLAwl/+MGzcu17H/8Y9/6OWXXzbKqampGj58uOLi4oy6zz//XKtXrzbKQUFBevfdd+Xl5frmgUaNGmnUqFE5tildurSmT58uX19fo27nzp2m1WRZxcTEaNmyZUa5atWqmjlzplMHzPfv31/t2rUzyt98840pwZTVp59+ajqXrX79+po+fbrTB9l7eXkV2C2ctvbu3astW7YY5aZNm+r111+3mxi0NXbsWNWrV88of/7550pJSbHbNut5c5L04osv5rpCq3nz5ho6dGiu88gv2+TbjXpDY0REhOn/rR07dhgryRyxWq1atWqVqY6D+AGg6JEcAwAAuEH16dNHDz74oFGOiYnRyJEjjYPkp06darzn6enpcNWXM4YMGWI678uRSpUq6ZFHHjHVObq9cfHixaaD9wcPHuz0BQFSZoLsmtTUVLtnj2VkZGQ7++yVV17JtlqquCxatMhUHjFihFOfZynza5r1VtG4uDi754OdPn1aO3bsMMrBwcHq3bu3U8/o06dPoSUGr4mPjzeV/f39C/V5hSU4OFj33HOPqS6nm0sl6ZdffjHdelqhQoVsqxQBAIWP5BgAAMANbPLkybrtttuM8q+//qopU6Zo2LBhpsTT8OHDddddd+XpGQEBAdl+6M/JQw89ZCrv3LnTbrusB/B7enq6dA6alLmyyXaljq2DBw+aki81a9ZUq1atXHpOYcr6OQgODlbLli1d6m/7sdj7HNh+/jt16uTUyjRJ8vb21gMPPODSnNyZ7aqvlStX5njrqO3Wy4cfftjhNl8AQOHhQH4AAIBCsnDhwkJPxPj6+mrmzJnq0aOHcTue7WqkDh066JlnnsnzMxo1auTSVsz69eurVKlSSk5OliQdOnRIKSkpptVaycnJpu2WlSpV0oULF7LdJJmbsmXLGn2yHjZ/je1KKleTT4UpMjLStBX01ltvNa0ickbWBKhk/3Pw119/mcpNmjRx6RnXzpMrLAEBAYqNjTXKly9fLrRnFbb27dsrODjY+LrGxMTop59+0r333put7aVLl7R+/XpTnTMH+AMACh7JMQAAgBtc7dq19cYbb2jEiBHZ3rv11lv15ptv2j3Y3VmhoaEutffy8lLVqlV17NgxSVJ6erri4+NVsWJFo83Zs2dNiZ2oqCiFhYXleY5S9u15kkxJF0k53pxZ1M6cOWMq79y5s1A+B7YXPNSoUcOlMWvWrJmfKeUqMDDwpkmOeXl56eGHH9Ynn3xi1C1fvtxucuybb74xEshS5nlzWVeBAgCKDtsqAQAAbgKdO3dW06ZNs9W/9dZb+T7Dyc/Pz+U+toeq2x66bi+Jk18JCQnZ6kryeVZF9Tmw/dy7+vXMy9ffFVmTppJ09OjRQn1eYbPdWrlx40a7X2vbLZWsGgOA4kNyDAAA4CawevVqu4exf/XVV/keOz+rzhyNYbsdsKgUxMdSUPgcZGrWrJmpvGfPnmKaScGoWbOmmjdvbpRTUlL0zTffmNocPnzYtN3V19dXnTt3LrI5AgDM2FYJAABwg/v77781fvx4u+999dVXat68ubp165bn8fOyzc22j+2KrXLlypnKd999t+bNm+f65HJh+xzbVVTFyXZujzzyiCZNmlTgzwkICDCVXf16XrlypSCnk43tOXCxsbE6fvx4oW/nLEw9evQwXYSwfPly9enTxyjbJq07deqkMmXKFNn8AABmrBwDAAC4gSUkJGjo0KHGYfxS5gH8Hh7Xv82bOHGiDh48mOdnnDhxwqX2aWlppoPlPT09FRgYaGoTFBRkKh8/fjyv08tRcHCwqXzkyJFCeU5eVKhQwVQurM+B7XNOnjzpUv/Cmtc1TZo0yZbAW7p0aaE+s7DZJrsOHDigAwcOSMpcMWi7ksx2KyYAoGiRHAMAALiBvfrqq8bB95LUunVrzZ49W88//7xRl5SUpGHDhuV5BdC+ffuUlpbmdPuDBw+aDhqvV6+e6aZKKfMcq6yH40dFRbmchHNG1u1tkrR9+/YCHT8/WxTr1KljOptt9+7dhbJK6/bbbzeV//zzT5f6F/Y2Rx8fH/Xu3dtUt2LFikI5k62o+Pr66sEHHzTVLV++XJK0adMmxcXFGfW22zABAEWP5BgAAMANauHChfruu++MckhIiKZPny4PDw+98MILuvvuu433Tpw4obFjx+bpORcvXtTWrVudbv/tt9+ayo5+8M86P6lwVgvVq1dP5cuXN8pHjx4t0ASZbdIvJSXF6b6enp5q3bq1qe/XX39dYHO7xvbzv3btWqWnpzvVNzU11RRjheXJJ5/ULbfcYpTj4+M1ceLEAhn71KlTBTKOq2xXg33zzTdKSUkxkmSO2gEAih7JMQAAgBvQ7t279dZbbxllb29vvfvuu8YWOg8PD7399tuqVKmS0eb777/X/Pnz8/S8WbNmKSMjI9d20dHRWrJkiamua9eudtv27t1bXl7Xj8D97LPP9Pfff+dpfo5YLBY99thjpropU6a4lMTKie1ZamfPnnWp/xNPPGEqz549W7GxsfmeV1bVqlXTnXfeaZTPnj2rL7/80qm+ixYtMq1yKizly5fXkCFDTHVr1qzRf/7znzyPeW3L8apVq/I5u7xp0qSJaXVkfHy8Fi9ebEo0e3l5Ofz/AwBQdEiOAQAA3GDi4uI0fPhw022HL730UrYVQuXLl9d7770nb29vo+6dd94xHRTurH379untt9/OsU1SUpJefPFF0/lnzZo1y7at75oaNWqYLgpITk7Ws88+6/K5YCkpKVqxYoXD9/v06WNKYu3fv1+jRo1yOkGWlpbmMEFUqlQpVa1a1Sjv3btXly5dcnLmUqtWrdS2bVujfP78eT377LOKjo52egwp89B823Ossurbt6+pPGPGDO3duzfHMXft2qWZM2e6NI/8GDBggMLCwkx1M2bM0KRJk5SQkODSWN9//726deumdevWFeQUXWa7Kuytt94yrdpr165dtvP3AABFj+QYAABAITl37pxOnz6dpz/nz5+3O2ZGRoZGjRqlM2fOGHXh4eHq16+f3fZNmzbVqFGjjHJaWpqGDx/ucHx7rh2W/n//93968cUXFRMTk63Nnj179Nhjj2nHjh1Gnbe3d65b48aMGaN69eoZ5f/973/q3r273n33XdPHaCspKUm//PKLJk+erHbt2uW4ZTQwMFBvvvmm6XywtWvXqnv37tqwYYPD89ROnDih//znP+rYsaM2b97scPxWrVoZrxMTEzVgwACtWbNGhw8f1qlTp0xfV3tJnmnTpplW+B04cEBdunTRxx9/nOOqrStXrmjDhg165ZVXdO+99+rdd9912DY8PFzt2rUzygkJCerfv7+WLFmSLUmYkpKizz//XAMGDFBiYmK2w/IL05tvvqlGjRqZ6j7//HPdf//9mjdvXo6XCZw5c0ZffvmlunXrpiFDhuTpDLu8/v/qaMVgly5dTMnprAltiS2VAFBSWKxWq7W4JwEAAHAz6NChg+mWxvwICwvTnDlzstXPnDlTs2fPNsqhoaFavny5/Pz8chxv2LBhWrt2rVG+6667NH/+fNOtltf8/vvvppVGzz77rLZu3Wrctufh4aE77rhDVapUUWpqqo4ePWr3RsOJEyfq0UcfzfVjPXPmjJ566inTxQLXVK9eXbVq1VLZsmWVnp6uy5cvKyoqSpGRkdnOzTp06FCOz1mwYIHefPPNbNtDy5Qpo0aNGqlChQqyWCyKj4/X4cOHde7cOaPN1KlTTavcsjpw4IB69Ojh1KUFjsY5ePCgnnnmmWxbKi0Wi2rXrq3q1avLz89PKSkpunz5siIjIxUVFaWs38pXrVpVGzdudPjs2NhY9e7dW6dPnzbV+/v7q3HjxgoMDFR8fLz+/PNPXb58WVJmgvONN97Q6NGjjfYRERGaNm1arh9rXl25ckUvvfSSNm3aZPf9qlWrqmrVqipXrpw8PDx07tw5xcbGOkycvfTSS3rmmWey1Z8+fTrbSrW8atmypRYtWmT3vaFDh9pdwRYcHKzNmzebthYDAIoHfxMDAADcILZu3aq5c+ca5dKlS2vmzJm5JsYk6Y033tDBgweN1TS//fab3n//fY0YMSLXvj4+Pvroo4/09NNP6/Dhw8rIyNCff/7p8NZDb29vvfrqq04lxiSpcuXK+uqrrzR+/PhsWwNPnTrl1IHqtmd/2dOvXz9Vr15dr7zyiukmxISEBG3bts2pudrToEEDTZo0SRMnTjTd0umK+vXra9WqVRo9erR++ukno95qterIkSNObTXN7XNQsWJFLVq0SE899ZQpmXnp0iXTM6/x8fHR22+/7XBbbGHx8/PThx9+qOXLl+vdd9/NtiorKirKqSR0aGiohg8frgceeKCwpuqUHj162E2ORUREkBgDgBKCbZUAAAA3gDNnzuill14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      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 511,
       "width": 611
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_forest(\n",
    "    clv_estimate.isel(customer_id=range(10)), combined=True, labeller=labeller\n",
    ")\n",
    "plt.xlabel(\"Expected CLV\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d524c246",
   "metadata": {},
   "source": [
    "According to our models, customer[6] has a much higher expected CLV. There is also a large variability in this estimate that arises solely from uncertainty in the parameters of the BG/NBD and GG models. \n",
    "\n",
    "In general, these models tend to induce a strong correlation between expected CLV and uncertainty. This modelling of uncertainty can be very useful when making marketing decisions."
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