{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fb4093cc",
   "metadata": {},
   "source": [
    "(clv_quickstart)=\n",
    "# CLV Quickstart"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55cf0b5e",
   "metadata": {},
   "source": [
    "Customer Lifetime Value (CLV) is the measure of a customer's contribution over time to a business. This metric is used to inform spending levels on new customer acquisition, retention, and other marketing and sales efforts, so reliable estimation is essential.\n",
    "\n",
    "PyMC-Marketing provides tools to segment customers on their past behavior (see [RFM Segmentation](https://www.pymc-marketing.io/en/stable/api/generated/pymc_marketing.clv.utils.rfm_segments.html#pymc_marketing.clv.utils.rfm_segments)) as well as the following Buy Till You Die (BTYD) probabilistic models to predict future behavior:\n",
    "\n",
    "* **[BG/NBD model](https://pymc-marketing.readthedocs.io/en/stable/notebooks/clv/bg_nbd.html)** for continuous time, non-contractual modeling\n",
    "* **[Pareto/NBD model](https://pymc-marketing.readthedocs.io/en/stable/notebooks/clv/pareto_nbd.html)** for continuous time, non-contractual modeling with covariates\n",
    "* **[Shifted BG model](https://pymc-marketing.readthedocs.io/en/stable/notebooks/clv/sBG.html)** for discrete time, contractual modeling\n",
    "* **[BG/BB model](https://www.pymc-marketing.io/en/latest/api/generated/pymc_marketing.clv.models.beta_geo_beta_binom.BetaGeoBetaBinomModel.html)** for discrete time, contractual modeling\n",
    "* **Exponential Gamma model** for discrete time, contractual modeling (coming soon)\n",
    "* **[Gamma-Gamma model](https://pymc-marketing.readthedocs.io/en/stable/notebooks/clv/gamma_gamma.html)** for expected monetary value\n",
    "* **[Modified BG/NBD model](https://pymc-marketing.readthedocs.io/en/stable/notebooks/clv/mbg_nbd.html)**, similar to the BG/NBD model, but assumes non-repeat customers are still active.\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": 2,
   "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\n",
    "from pymc_marketing.prior import Prior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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": 4,
   "id": "5b56f8db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>_id</th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>cds_bought</th>\n",
       "      <th>spent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>19970101</td>\n",
       "      <td>2</td>\n",
       "      <td>29.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>19970118</td>\n",
       "      <td>2</td>\n",
       "      <td>29.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>19970802</td>\n",
       "      <td>1</td>\n",
       "      <td>14.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>19971212</td>\n",
       "      <td>2</td>\n",
       "      <td>26.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>19970101</td>\n",
       "      <td>3</td>\n",
       "      <td>63.34</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   _id  id      date  cds_bought  spent\n",
       "0    4   1  19970101           2  29.33\n",
       "1    4   1  19970118           2  29.73\n",
       "2    4   1  19970802           1  14.96\n",
       "3    4   1  19971212           2  26.48\n",
       "4   21   2  19970101           3  63.34"
      ]
     },
     "execution_count": 4,
     "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": 5,
   "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": 5,
     "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": 6,
   "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.\n",
    "\n",
    "Let's take a look at the underlying structure of the BG/NBD model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "40d5f47d",
   "metadata": {},
   "outputs": [
    {
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   "source": [
    "bgm = clv.BetaGeoModel(data=rfm_data)\n",
    "\n",
    "bgm.build_model()\n",
    "bgm.graphviz()"
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   "source": [
    "The default priors for the `r` and `alpha` purchase rate parameters follow a HalfFlat distribution, which is an uninformative positive distribution. The `a` and `b` dropout parameters are pooled with the hierarchical `kappa_dropout` and `phi_dropout` priors for improved performance.\n",
    "\n",
    "More informative priors can be specified in a custom model configuration by passing a dictionary with keys for prior names, and values as distributions defined with the `Prior` class in PyMC-Marketing."
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   "execution_count": 8,
   "id": "3af6449f",
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   "outputs": [],
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    "model_config = {\n",
    "    \"a\": Prior(\"HalfNormal\", sigma=10),\n",
    "    \"b\": Prior(\"HalfNormal\", sigma=10),\n",
    "    \"alpha\": Prior(\"HalfNormal\", sigma=10),\n",
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      "text/plain": [
       "BG/NBD\n",
       "     alpha ~ HalfNormal(0, 10)\n",
       "         r ~ HalfNormal(0, 10)\n",
       "         a ~ HalfNormal(0, 10)\n",
       "         b ~ HalfNormal(0, 10)\n",
       "likelihood ~ Potential(f(r, alpha, b, a))"
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    "bgm = clv.BetaGeoModel(\n",
    "    data=rfm_data,\n",
    "    model_config=model_config,\n",
    ")\n",
    "bgm.build_model()\n",
    "bgm"
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   "execution_count": 10,
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    "Having specified the model, we can now fit it."
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      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [alpha, r, a, b]\n"
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       "      <td>0.030</td>\n",
       "      <td>0.022</td>\n",
       "      <td>1401.0</td>\n",
       "      <td>1603.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>r</th>\n",
       "      <td>0.276</td>\n",
       "      <td>0.012</td>\n",
       "      <td>0.254</td>\n",
       "      <td>0.299</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>2274.0</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      0.701  0.170   0.427    1.007      0.005    0.003    1418.0    1520.0   \n",
       "alpha  7.100  0.506   6.149    8.051      0.011    0.008    1978.0    1985.0   \n",
       "b      3.348  1.068   1.669    5.269      0.030    0.022    1401.0    1603.0   \n",
       "r      0.276  0.012   0.254    0.299      0.000    0.000    2027.0    2274.0   \n",
       "\n",
       "       r_hat  \n",
       "a        1.0  \n",
       "alpha    1.0  \n",
       "b        1.0  \n",
       "r        1.0  "
      ]
     },
     "execution_count": 11,
     "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": 12,
   "id": "fe4ab5d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 3312x552 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 563,
       "width": 3323
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_posterior(bgm.fit_result);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f56cc87-6932-4334-9473-f1b7224947f1",
   "metadata": {},
   "source": [
    "### 1.2.1. Visualizing Predictions over Time"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb36d4d8-5ce2-425a-aa5c-66ca386a9f07",
   "metadata": {},
   "source": [
    "Let's evaluate model performance by tracking predictions against historical purchases:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "20d7c191-05f9-490b-9441-a36eb6cf52e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clv.plot_expected_purchases_over_time(\n",
    "    model=bgm,\n",
    "    purchase_history=raw_trans,\n",
    "    datetime_col=\"date\",\n",
    "    customer_id_col=\"spent\",\n",
    "    datetime_format=\"%Y%m%d\",\n",
    "    time_unit=\"W\",\n",
    "    t=78,\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "312b781f-7044-4aff-b08e-e3a29b916801",
   "metadata": {},
   "source": [
    "There is a wide discrepancy between cumulative actual and predicted purchases! This is a good indicator of extraneous customers and/or date ranges to exclude from model training, and perhaps the need for additional covariates.\n",
    "\n",
    "\n",
    "Let's plot incremental purchase dates for more insights:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a3487622-29c7-41c3-a749-ca7b0990461d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clv.plot_expected_purchases_over_time(\n",
    "    model=bgm,\n",
    "    purchase_history=raw_trans,\n",
    "    datetime_col=\"date\",\n",
    "    customer_id_col=\"spent\",\n",
    "    datetime_format=\"%Y%m%d\",\n",
    "    time_unit=\"W\",\n",
    "    t=78,\n",
    "    set_index_date=True,\n",
    "    plot_cumulative=False,\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8ee48b0-ede5-4490-a282-5898380430a2",
   "metadata": {},
   "source": [
    "There was a large sales bump in the first few months that is biasing model results and should be investigated. However, notice purchases flatline in the following months and the model is still able to capture this trend. Simply excluding data prior to Apr 1997 should improve performance considerably, but for pedagogical purposes we will continue with the tutorial."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5a0d8b6",
   "metadata": {},
   "source": [
    "### Visualizing Prediction Matrices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "75e7e1a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 653
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clv.plot_frequency_recency_matrix(bgm);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0aa508f9",
   "metadata": {},
   "source": [
    "We can see our best customers have been active for over 60 weeks and have made over 20 purchases (bottom-right). Note the “tail” sweeping up towards the upper-left corner - these customers are infrequent and/or may not have purchased recently. What is the probability they are still active? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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": 18,
     "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 over the next 10 time periods. Let's look at the four more promising customers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "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>future_spend</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>35.692751</td>\n",
       "      <td>3.441759</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>46.988670</td>\n",
       "      <td>3.812528</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>30.721913</td>\n",
       "      <td>3.899491</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>46.588182</td>\n",
       "      <td>4.306360</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      customer_id  frequency  recency     T  monetary_value  future_spend  \\\n",
       "812           813       30.0     72.0  74.0       35.654000     35.692751   \n",
       "1202         1203       32.0     71.0  72.0       47.172187     46.988670   \n",
       "156           157       36.0     74.0  77.0       30.603611     30.721913   \n",
       "1980         1981       35.0     66.0  68.0       46.748857     46.588182   \n",
       "\n",
       "      expected_purchases  \n",
       "812             3.441759  \n",
       "1202            3.812528  \n",
       "156             3.899491  \n",
       "1980            4.306360  "
      ]
     },
     "execution_count": 49,
     "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 also plot credibility intervals for the expected purchases:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "6aa2ec03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4TFFRUZx//vlx4YUXRr169aq9JsgH2cx/hw4doqioKFasWBEREe+//34sXrw4mjVrttXjKioqYsyYMZts1xwEVfPOO+/E3/72t4iIKCgoiOuuu67Ga1i5cmXaeHuz26RJk62+HrB5Scg/AFuXhPdq92pQc5KQeaBm5GLey8vL49prr42ysrLUtpNPPjn23HPPLFYFuSGpmS8tLY2DDz44Na6oqIjy8vJN9vvGN74RV199dXTt2rUGq4PclLS8z5o1K4YOHRoR61f3vf76602yDtUoac2AERZfyWU13hxUUVGRWlZuc+rWrRtnnXVWnH/++Rmd7alp06ZxzDHHRO/evaNjx47RqlWraNSoUSxbtiw++uijeP311+Pxxx9PPUxUVlYWgwYNiqZNm5qtAnZQNvO/fPnytIcRP/7445g4cWJErJ+V4vTTT4+TTz452rdvH3Xq1ImZM2fGM888E3/+85/jyy+/jIiI8ePHxzXXXBO/+93vqrU2yAdJuf5vzbp169JmqIqI6NOnT1ZqgdoiKdnfZZdd4q677ooxY8bEoEGD4vPPP9/ivm3bto1BgwZF7969M1YP5INs5r9evXpx5JFHxgsvvBAR63+UGjZs2DaX3R45cmTMmTNnk+2VVxkFNlVaWhoDBw5Mfe6++OKLY++9967xOirntWHDhtt1fOX95R+2LSn5B2DLkvJe7V4NakZSMg9kXq7m/e6774533nknNW7evHlcddVVWawIckOSM7+t34QiIk444YS45JJLEjFRPCRd0vJeUVERAwcOjLVr10ZExCmnnBKHHnpo1uqB2iZpzYDbw+IryVQ32wVUVl5eHiNGjIjvfOc7ccstt0RpaWm1n+PSSy+Nf/7zn3HzzTfH8ccfH+3bt4+ioqKoX79+NG/ePA477LDo379/jB49Onr06JFW24ABA2Lx4sXVXhOQ2fxX/pFowypCDRs2jPvvvz8GDRoUXbt2jSZNmkRhYWEccMABce2118aDDz4YjRo1Sh334osvxquvvlptdQHr1cT1f1vefPPNWLhwYWrcvXv3aNu2bY3XAfmkprI/f/78uPzyy+Oiiy7aamNQRMScOXPi/PPPjzPOOCOmT5+ekXqAzOf/vPPOSxsPGzYsXn755S3uP3ny5Ljppps2+29r1qyp1tqgNrr77rvj448/joiIdu3axQUXXJCVOjb8MLVBgwYNtuv4yrPcVX49YFNJyT8AW5aU92r3alAzkpJ5IPNyMe//+Mc/4u67706N69SpE7/5zW+iefPmWawKckMuZn5jzz//fBx//PHRv3//1DNbwOYlLe9PPPFEjBs3LiIimjVrFv/93/+d1XqgNklaM2DE+sVXTjnllPjf//3feOGFF+K9996LyZMnx1tvvRV//OMf47zzzouioqLU/hsWX9na8xjUrBpfOah9+/YxderU1Li0tDSWLFkSH374Ybz44osxcuTIKCsri7Kyshg+fHhMmzYt7r333mpdgm7jhp+tadGiRdx///3x4x//OKZMmRIREStWrIgHHnggfv3rX1dbPZAvspn/Lc1Ad/nll8cRRxyxxeN69uwZV1xxRQwZMiS17aGHHopjjjnma9cE+SQJ1/9tefrpp9PGVg2Cry8J2S8pKYlzzjkn1eBfp06dOOGEE+KUU06JTp06xU477RTLly+PKVOmxNNPPx2jRo2KioqKmDBhQvzwhz+MBx54wKw3sAOynf8DDzwwzjzzzPjzn/8cERFffvllXHbZZfHDH/4wTjvttOjQoUPUq1cv5syZEyNHjoyHH344Vq9eHRERTZo0iZUrV6Zeq7CwsFpqgtpq6tSp8dBDD6XG119/fY3ex2+s8mf/srKy7Tq+cqPi9s5mD/kmSfkHYPOS9F7tXg0yL0mZBzIrF/P+3nvvxZVXXpl68DEi4pJLLvHsBVRB0jPfsGHDtN+Evvzyy1i6dGlMmzYtXnnllXjyySdj1apVUV5eHs8880yUlJTEH//4xyguLs5i1ZBMScv7woUL47bbbkuN+/fvH82aNctaPVDbJK0Z8NJLL42DDjpos9+7bVh85bDDDot+/frFr371q1Tj4IbFV7p37+49IgGyvnJQQUFBtGzZMo466qi4+eab44knnojddtst9e9jx46NP/zhD1mrr3Hjxpss0fXCCy9kqRqoXWoy/5t7oK+4uDjOOuusbR575plnps1U895778WSJUuqpS7IV0m7/i9btixtVbDGjRvHcccdV2Pnh3xR09lfunRpXHDBBanGoAYNGsQ999wT//M//xO9evWK5s2bR4MGDaJ58+bxzW9+M26//fYYOnRoauba1atXxyWXXJK2qhiwY7Jx7f9//+//Re/evVPj8vLyePzxx+O0006Lgw46KA444IA4/vjj45577kk1Bp166qnRrVu3tNfZeeedq7UuqE3Ky8tj4MCBqQc7+/TpE4cddljW6qn82X97Z5OvvL/mQNiypOUfgE0l7b3avRpkVtIyD2ROLuZ96tSpcfHFF6et0n7mmWfGJZdcksWqIDfkYubr168fu+yyS/Ts2TOuvfbaGDlyZHTq1Cn17yUlJXHDDTdksUJIpiTm/cYbb4xly5ZFxPpFGUy0DNUnac2AEetzXpUJeTYsvtK5c+fUtg2Lr5B9WW8OqqxTp07xwAMPpC0l/8gjj6Qe6MuGgw8+OPbdd9/U+LPPPotZs2ZlrR6orTKZ/0aNGkX9+umLpfXq1atKF7KCgoL45je/mRpvWE0AqD7Zvv6PGjUq7cflY489Nm35SyAzMp39e++9NxYsWJAaX3755XH00Udv9ZhjjjkmfvnLX6bGS5YsiXvuuada6gG+UhPX/oKCgrjvvvviggsu2OaXaPXr149f/OIXccMNN6Q1BNatW9c9AWzFiBEj4j//+U9ErF9iPtsrbTdp0iRtvPEqYFVRef/Krwd8JWn5B2BTSXuvdq8GmZW0zAOZk2t5nzNnTvTr1y/1YHFExPHHHx+DBg3KYlWQO3It85uzxx57xEMPPZS2UtDzzz8fH330URarguRJWt5feeWVGD16dESsn4j1+uuvz2o9UJsksRlwe1l8JbkS1xwUEbHffvvF8ccfnxqvWbMmxowZk8WK1jcIbezTTz/NTiFQy2Uy/61atdrkXFXVoUOHtPH8+fOrpSbgK9m8/j/zzDNpYzNdQM3JVPYrKirSsl1YWBg/+clPqnTs2WefnTb77MiRI6O8vPxr1wSkq4lrf7169eKqq66Kl19+OX71q19Fjx49omXLllFQUBDFxcXRqVOnuOCCC+K5556Lyy67LOrVqxeffPJJ6vh99tkn6tZN5FcnkHVr1qyJO++8MzX+9a9/nbbqbjZU/ty/vZ/dP//889TfG2a3BDaVxPwDkC6J79Xu1SBzkph5IDNyLe/z58+Pc845J21Cpt69e8dtt93me1eoglzL/Na0aNEizjrrrLRtL730UpaqgeRJYt5vueWW1N8XXnhh7LPPPlmsBmqXpDUD7iiLryRT/W3vkh29evWKZ599NjWeOnVqFquJTb5gzuZKRlDbZSr/7du3T3vQb+MZKbal8r5Lly6tlpqAdNm4/s+cOTPef//91Hj33XePww8/POPnBb6SiezPmTMnFi1alBp37do1GjVqVKVjGzVqFAceeGC8/fbbERGxbNmymD17drRr1+5r1wWkq6lrf+vWrePiiy+Oiy++eKv7zZo1K20GywMPPDAj9UBtUFpaGqtWrUqNBw4cGAMHDtzqMRUVFWnjZ555Jp577rnU+OSTT44hQ4bscE1t2rSJRo0axZo1ayIi0r4D2JaKioq0B07btm2btroZ8JUk5h+AdEl8r3avBpmTxMwDmZFLeV+0aFGce+65adf87t27xx/+8AfXcaiiXMp8VRxxxBExdOjQ1Djbz4NCkiQx7xs/I33vvffGvffeu13Hjxs3Ljp37pwaH3roofHII4/scD1QWySxGfDrOPjgg2P69Omp8aeffhp777139goiuc1BLVq0SBuvWLEiS5Wst3r16rRxw4YNs1QJ1H6Zyv++++4b//znP1Pj0tLSKh9beV/vAZAZ2bj+V1416KSTToo6depk/LzAVzKR/S+++GKr59iWXXfdNW28ePFizUGQAUn77D9+/Pi0cdeuXbNUCeSedevWbfcxFRUVacd93ZX66tatG3vvvXeUlJRExPpm4ZUrV0aTJk22eeyMGTNi7dq1qbEZ8KDqkpB/ALYuCe/V7tWg5iQh80DNSGreV6xYEeeff37MmDEjta1Lly5x3333VXkiN2BTSc18VVWenD3bvwlBkiUt7ztST+XjfMaA9ZLYDPh1WHwleRK7Rmvlm7+dd945S5WsN3fu3LRxLnfpQdJlKv89evRIG8+fP7/Kx248I11ERLNmzaqlJiBdTV//y8vL026UIyL69OmT0XMCm8pE9is38m78AElVVJ4coLCw8GvXBGwqaZ/9n3/++dTfDRo0iOOOOy6L1QA7olu3bqm/161bFxMnTqzScRMmTEgbH3roodVaFwAA7tUAIB+sWbMmLrroopg8eXJq27777hsPPvhgFBUVZbEyINuS9psQACTBunXrtvlf5ea6Dc2AW/r3mmTxleRJ7MpBU6ZMSRvvtttuWapk/f9x33nnndS4fv36sd9++2WtHqjtMpX/I444IgoLC1Ndt5VnBd+ayj88bbzkJVB9avr6/9Zbb8Vnn32WGnfr1i322muvjJ4T2FQmsl95ZoqNZ6erisr7mxwAMiNJn/1nzJgR//73v1PjY445RvZhK3beeeeYOnXqdh3z9ttvx09/+tPUuE+fPnHLLbdUa13f/va347HHHkuNX3zxxejZs+c2j3vxxRc3eR1g85KafwC+ktT3avdqkBlJzTxQ/ZKe97Kysrjsssvi3XffTW1r27ZtDBs2zHetsAOSnvntlaTfhCBpkpj3ja/nVTFv3ry0z+s9evSIESNGVFs9QDJZfCV5EtkctGbNmhg5cmTatl69emWpmohHHnkkrXP9oIMOip122ilr9UBtlsn8FxQUxHe+853UKiETJ06MadOmRYcOHbZ63IwZM+K9995LjVu2bKlBEDIgG9f/p59+Om1s1SCoeZnKfuvWraNly5axYMGCiIiYOXNmlJSURKdOnbZ57KRJk2LWrFmpcZs2baJly5ZfuyYgXdI++//mN79JzahTt27d6NevX9ZqAXZcjx49onnz5rFo0aKIiBg1alRceeWVW52Fcvbs2fGvf/0rNe7SpUvsueeeGa8VACDfuFcDgNqrvLw8+vfvH2PGjElta926dQwfPjxatWqVxcqAJKioqIgnnngibVs2fxMCgGxJYjPgjrL4SjLVzeSLl5aWRklJyXYdU15eHtddd118+umnqW0HHXRQ7LPPPpvdf968edGxY8fUf8ccc8xWX397A/Xmm2/GH/7wh7Rt55xzzna9BuSjJOY/IuLnP/951K//VV/k4MGDo6ysbIv7f/nllzF48OCoqKhIbTv77LOr8j8H8lZS81/ZihUr4h//+Edq3Lhx4/j+97+/3a8DrJfE7B999NFp48GDB0dpaelWj1m7dm1cf/31adt25D0G8kkS87+9br755hg7dmxqfOaZZ8ZBBx1UrecAdsz25r9BgwZx/vnnp8bLly/f6pfjG96PNjQHRqz/7gDIvkxf/wH4+tyrQX5xfwb5Y0fyPnjw4Bg1alRqvMsuu8Tw4cNjjz32yGSpQDXY3sxPnDhxu8/xu9/9Lu243XbbLQ477LDtfh3g63FPD1Qni68kU0abg9asWRMnn3xyXHbZZfHaa69t80G8//znP/HTn/40nnnmma8KrFs3rrnmmmqr6Sc/+UlceOGF8fLLL8fatWu3uN+yZcvi97//fVx00UVpjQM9evSIY489ttrqgdoqifmPiGjXrl2cfvrpqfF7770XP/vZz1KrCmxs4cKF8Ytf/CLGjRuX2tamTZv48Y9/XK01QW2T1PxX9ve//z1Wr16dGn/3u9+NoqKijJ4TarMkZv/CCy+MBg0apMYTJkyIfv36xZw5cza7/8yZM6Nv374xadKk1LaGDRumPbQCbCqJ+Y+IGDp0aNx6660xffr0Le4zZ86cuPjii+Phhx9Obdt7773jiiuuqNZagJp11llnxW677ZYaP/nkk3Hrrbdu8v60YsWKuPLKK+Ott95KbTvkkEPiO9/5To3VCgCQb9yrAUDtc8cdd8Rf//rX1Li4uDiGDRu2xcmggNzWr1+/OO+88+KFF15Ie+Zic6ZPnx6XXHJJ3HPPPWnbBwwYEAUFBZksEwDymsVX8lf9be/y9VRUVMTo0aNj9OjR0bhx4+jUqVPsu+++UVxcHI0bN46VK1fG559/HpMmTYq5c+emHVunTp246aabqnW23oqKihgzZkyMGTMmGjduHB07dox99903mjZtGo0aNYrly5fH9OnTY/z48ZvcvLZr1y7uuuuuaqsFaruk5X+DAQMGRElJSbz33nsREfHGG2/Ed7/73TjiiCOiffv2EbH+4eCxY8emvQ80btw47rrrLs0DUAVJzf/GNn4gOSLilFNOyej5IB8kLft77LFHDBw4MAYNGpTaNm7cuDjuuOOiW7du0blz5ygqKorly5fH5MmTY/z48Wkz0UZE3HDDDdG6detqqwlqq6TlP2L9DNTDhg2LYcOGRdu2baNr167RunXrKCgoiC+++CKmTJmS1gwYsX6mugceeMA9P+S4Ro0axd133x1nnXVW6nP9sGHD4vnnn4+jjjoqdtlll/j888/j1VdfjWXLlqWO23XXXePOO+/MUtVAdencufNmt69bt65K+w0ZMiROPvnk6i4LgP+fezXIP+7PoPa777770sbLli3bod9ep0yZUl0lARlUUVERY8eOjbFjx0ZBQUHst99+0bFjx2jatGk0adIkVq1aFQsXLowpU6ZsdgK3Sy+9NI477rgsVA4AbMlPfvKTOOSQQ+K0006LI488Mho2bLjZ/ZYtWxYPP/xw3HffffHll1+mtlt8JTky3hy0sdWrV8eECRNiwoQJ29y3VatWcf3118fRRx+d0Xref//9eP/997e57/e+97244YYbomnTphmrB2qzJOW/oKAghg4dGldccUWMHTs2ItbPdv7KK6/EK6+8stljdt1117jnnnuiS5cuGakJarMk5X+DuXPnphoEIyJ23333OPzwwzN6Tsg3Scn+hhUDhwwZEmvWrImI9T86jxs3Lm11wMoKCwtj4MCBfnSGHZCU/G9szpw5W1w1bINDDz00br/99mjVqlVGawFqRpcuXeKuu+6Kq666KpYsWRIREQsWLIi//e1vm91/jz32iLvuuktTMNQClR8y3d79Kk8YAED1c68G+cX9GeSfioqKKmcfyG2lpaUxefLkmDx58jb33XnnnaN///7xwx/+sAYqAwC2h8VXao+MNgc1adIkbr311njjjTfinXfeifnz52/zmM6dO0efPn3ilFNOychMvRdddFG88cYbMWnSpFi1atVW9y0oKIjevXvH2WefHT179qz2WqA2S2L+N9a0adN46KGH4q9//WuMGDFiszNVbNjv9NNPj379+kVxcXFGa4LaIun5j1i/alBFRUVqfNJJJ0WdOnUyfl6ozZKc/dNPPz0OP/zwGD58eDz33HOxcuXKLe5bVFQUJ510Upx77rmx5557ZqwmqE2Smv/DDz88pk2bFuPHj9/q5/8DDjggzjnnnDjhhBPcD0At07t37xg5cmTcfvvtMXr06E2+qI6IKC4ujhNPPDEuv/xyq4YBANQg92oAAJCbbr755njttdfinXfe2ebEbBERe++9d/Tp0ydOO+202GWXXWqgQgDg67D4Sm6rU7Hxk7EZtmDBgpgxY0bMmzcvli5dGmvXro3CwsIoKiqKPfbYI7p06RI777xzjdRSXl4es2fPjtmzZ8fnn38ey5cvj7KysigsLIzi4uJo165ddO7cOQoKCmqkHqjtkpT/zSkpKYkZM2bE/PnzY926ddGsWbPYb7/94sADD4y6detmrS6oDZKefyAzkpr9devWxdSpU2PatGmxZMmSWLVqVRQWFkbTpk2jY8eO0aFDh6hXr16N1wW1SdLyX1ZWFh9++GHMnDkzvvjii1izZk0UFhbG7rvvHgcddJCZpyFPrFy5Mt5999347LPPYunSpdG8efNo06ZNdO/e3fd/AABZ5l4NAABy0+LFi2P69Okxb968WLx4caxZsyYaNWoURUVF0apVqzjggAM0BAHA1/T222/HT3/609S4T58+ccstt2z1mHnz5sW3v/3t1LhNmzbx6quvbnH/Bx54wOIrtUSNNgcBAAAAAAAAAAAAAACQHBZfyX2agwAAAAAAAAAAAAAAACBH1c12AQAAAAAAAAAAAAAAAMCO0RwEAAAAAAAAAAAAAAAAOUpzEAAAAAAAAAAAAAAAAOQozUEAAAAAAAAAAAAAAACQozQHAQAAAAAAAAAAAAAAQI7SHAQAAAAAAAAAAAAAAAA5SnMQAAAAAAAAAAAAAAAA5CjNQQAAAAAAAAAAAAAAAJCjNAcBAAAAAAAAAAAAAABAjtIcBAAAAAAAAAAAAAAAADlKcxAAAAAAAAAAAAAAAADkKM1BAAAAAAAAAAAAAAAAkKM0BwEAAAAAAAAAAAAAAECO0hwEAAAAAAAAAAAAAAAAOUpzEAAAAAAAAAAAAAAAAOQozUEAAAAAAAAAAAAAAACQozQHAQAAAAAAAAAAAAAAQI7SHAQAAAAAAAAAAAAAAAA5SnMQAAAAAAAAAAAAAAAA5CjNQQAAAAAAAAAAAAAAAJCjNAcBAAAAAAAAAAAAAABAjtIcBAAAAAAAAAAAAAAAADlKcxAAAAAAAAAAAAAAAADkKM1BAAAAAAAAAAAAAAAAkKM0BwEAAAAAAAAAAAAAAECO+v8AizhihdOT4UEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1656x1104 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1175,
       "width": 1667
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ids = [813, 1203, 157, 1981]\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 of Purchase over 10 Time Periods\", 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": 21,
   "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": 22,
   "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": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_1516 = rfm_data.loc[1515]\n",
    "customer_1516"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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": 23,
     "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": 24,
   "id": "71bba204",
   "metadata": {},
   "outputs": [],
   "source": [
    "p_alive = bgm.expected_probability_alive(data=customer_1516_history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "6b03c584",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_hdi(customer_1516_history[\"T\"], p_alive, color=\"C0\")\n",
    "plt.plot(customer_1516_history[\"T\"], p_alive.mean((\"draw\", \"chain\")), marker=\"o\")\n",
    "plt.axvline(\n",
    "    customer_1516_history[\"recency\"].iloc[0], c=\"black\", ls=\"--\", label=\"Purchase\"\n",
    ")\n",
    "\n",
    "plt.title(\"Probability Customer 1516 will purchase again\")\n",
    "plt.xlabel(\"T\")\n",
    "plt.ylabel(\"p\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92918446",
   "metadata": {},
   "source": [
    "We can see that, if no purchases are being made in the next 9 weeks, the model has low confidence that the costumer will ever return. What if they had done one purchase in between?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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": 26,
     "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": 27,
   "id": "80be3745",
   "metadata": {},
   "outputs": [],
   "source": [
    "p_alive = bgm.expected_probability_alive(data=customer_1516_history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "61915242",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FF17AAw88YDGwDQBZWVlYunQpZsyYgYSEBKsff+LEibjvvvvw448/NhnYBsTV+Y8++ghTp041O/ltjh9//BGzZ8/Gtm3bLP5dS0pKsGbNGlx99dXYsmVLi5+zM5o+fTp8fX2N6ykpKdi5c2ezHsu0ZMicOXPslgl95MgR6HQ6xbYbbrjBLo/dUS1btgzXX3891q9f32RgGxDZXQcPHsTixYtx8ODBNjhCob0+w2RZxn//+1/ceeedFgPbAJCcnIzHHnsMb7zxhmK7Xq/HPffcg2eeeabRE+1jx47hlltuwe+//27zMebl5WHhwoWYO3cutm3bZjGwDYgLgtu2bcMNN9yAl156qdGgTFPi4+Mxc+ZMLF26tMHgEHVcVVVVOH78uGLb+PHj2+loGjZu3DjF+p49e5q8jyGAZMqa+5peMBsxYkSHmKXSHnbs2IFrr70Wv/zyi8XP2oqKCmzatAnXXXedWXmbjq4ln107d+7EtGnT8MILL+D48eNNfoZmZGTgf//7H+bMmaMIGFojNjYW//jHP/DRRx81OuY/deoU7rrrLixbtszqx37rrbdw7bXXYtmyZTh69Gij36lA3XfHbbfdhkWLFqGiosLq50pOTsaMGTPw6quvWhXYBkQCxQ8//GBTn5J169Zh8uTJWLp0aaPft4C4sPP2229j+vTpOHnypNXP0Vw333wz7rjjDnz99ddNBrYBoLCwEKtXr8ZVV12Fb7/9tlnPuWzZMsyePRu7du2yOA6qqKjAunXrcM011+Cvv/5q1vN8++23mDJlCt5++23s27evyVKbVVVVOHDgABYuXIiFCxeiqKioWc/bEp988gluvPFGi4lJgPjdrFmzBjNmzGj0HJa6Nwa3iahby83NNdtmTY3L2NhYLFiwADk5OYrtrq6ujWYdZGVl4dZbb8W2bdsavN3FxaXB+9fU1OCbb77BAw880Oya4K+++qrZSY9Wq7U4lTU+Ph533HEHkpKSrHp8S4N9jUYDLy8vuLm5NZgdXFJSgocffhi//PKLVc/TkI0bN+K5555TnBCoVCp4eno2GGwtLCzEo48+2i0D3A4ODrjxxhsV20yD1Na4cOGCIqCq1WrtGnxuKCgycuRIuz1+R7Ny5Uq8//77DZ6cazQaeHp6wtPTE2q1uh2Ork57foa9+eab+PTTTxXbHB0dLX6GGTIBAVHm5e677za7kOPq6trgVNeqqio88cQTiI2Ntfr44uPjMWfOHGzfvr3B252dneHh4WH2OSjLMr755hs8+OCDzQr+Z2ZmYv78+WYBBGdn5y49jVev1+PgwYPYsGEDfvzxR2zatAkHDx5Efn5+ex+aTc6dO2f2nhg4cKBiXa/X4+jRo9i4cSPWrl2LHTt24OzZs5BluU2OMSAgQFE64OLFi01e/D558iQKCgrMtlsT3DbdxzS43l0cPnwYDz30EIqLixXbPTw8GvwuKC8vxwsvvNDsAFxba8ln1+eff46FCxdaDFI7ODjAy8vL4nemLe+duLg4zJs3z+y53N3dLY7533//ffz0009WPX5jwXIXFxd4eXlZvLjz008/4f7777cqWSc/Px+33XYbLly4YPG5vL29W5Q9Lcsy3n33XTz11FNmCQqA6Hfi5eXV4MzQixcv4vbbb8fevXub/fzWsPT7VqlUcHd3h4eHR4PnDpWVlfjPf/6DDz/80Kbne+eddyyO77RaLTw8PBTbiouL8eCDD+Lw4cM2PQ8ARXkrU87Ozo2+lrZv3465c+e2ae+p5cuX44033lD8bgznjQ29d/Pz87FgwQLk5eW12TFS58GyJETUrZlm/2m1WqvKVTzxxBPGk40xY8Zg3rx5GDNmjHEacV5eHjZv3gwvLy/jfaqrq/HYY4+ZZUpER0dj4cKFuOKKK4xlBTIzM7Fp0yasWLFCEUDfsWMHXn31Vbz88ss2/Zw7d+7E33//DUAM+O+8807MmDEDPXv2hCRJKC0txe7du7Fq1SocPXrUeL/MzEw8/PDD+Omnn6zKmlKr1Rg8eDAmTpyIQYMGISYmBj4+PsbbKyoqEBsbi82bN+Pbb781ZgjIsox///vfGDRoECIjI2362bKzs/H8888bT1SuueYa3HrrrRgyZAg0Go0xK2716tWKAHplZSWefPJJ/PLLLy2aZthWvLy88OKLLwIQ5XCWLFmiuO2xxx6z+rFuueUWfPzxx8bB5Pbt25GRkYHAwECrH2P16tWK9SlTptitvAwgpm/W5+DggJiYGLs9fkeSlpaGpUuXKrZFRERg/vz5uOyyyxASEqIY5GdmZiIuLg779+/Htm3bLGYeGV4vpv9vaN1U/c8ug/b8DPvrr7+M2a3+/v647777MHnyZONrtrCwEL///jveffddxUnPW2+9henTp+Ptt982frYNGjQId999N8aNG2cMjKenp+N///sfVq1aZQwwV1VV4cUXX7Tq4o9Op8OCBQuQnp5u3KZWqzF9+nTMnDlTUUuzvLwcR44cwddff43Nmzcb99+2bRuWLFmCJ5980qbfzQsvvIDMzEwAYkr8ggULcOmllxr/hkVFRdixY0enLNVgyZdffokVK1Y0GCyQJAnR0dGYMmUKbr/9drt+LrUG00xFZ2dnY0+K2NhYrFq1Cps3b25wFoC3tzcmTpyIe++9t1X7WADA2LFjER8fb1zfs2dPo89pKYh97tw55OTkNPp3Mb2vafPv7qCsrAz/+te/jFm5l112Ge644w6MGTMGDg4OqKmpQVxcHH788Ud8++23ivfCyy+/jH79+mHo0KHtdfhWae5n15o1a7B48WKzx5s6daqxdEb977D09HScPHkS27Ztw5YtWxq86GJJWVkZHnroIRQUFECSJFx99dW48cYbMWzYMDg6OgIQM+DWrl2LVatWoby83Hjf119/HVOmTDErGWZJSEgIrrjiCowZMwYxMTEICwtTfPenpKRg3759WL16tSJ7ddeuXfjoo49w3333Nfr47777LrKysozrKpUKM2fOxIwZMzBgwABFvefy8nJcuHABp06dwl9//WX1DL9PPvnELPgbFhaGuXPnYvz48cbzDkBkbG/evBmrVq0yZu2XlJTgsccew88//2zTmLQ5LrnkElxxxRUYOnQoYmJi4O/vbzy2qqoqnD9/Htu2bcM333yjmFXw/vvvY8SIEVaVhNm8eTNWrlyp2Obi4oIFCxbgmmuuQWRkJCRJQkVFBQ4cOIBvvvkGW7duRUVFBf71r381O9Ds5+eHyy+/HJdeein69OmDyMhIxXlcRkYGDh8+jO+++06RTBIbG9usMVpzGMqmAGLMeeedd2Lq1KnG10h1dTWOHj2KFStWKPpj5efn47///S/++9//tvoxUufC4DYRdVuGQWJ9AwcOtCpj4fz585AkCYsWLVLULDTw8fHBnDlzFNs++eQTs6vwM2bMwCuvvGKWwRAQEIC5c+fiuuuuw8KFCxUB5++//x4TJ07EpEmTmjxOA0Ng28fHB59//rlZ7VtnZ2dMmTIFkyZNwhtvvIHPPvvMeJuhBvADDzzQ6HPceeedmDNnTqMBFAcHBwwaNAiDBg3CvHnzcP/99xsDViUlJVi5cmWDJyyNMWSPqVQqvPHGG7juuusUtxvqyQ0bNgyTJ0/GE088YQxelZSU4Pnnn8fnn39u03O2Bzc3N9xyyy0AxAlB/eC2q6ur8TZrBAYGYvLkyfjzzz8BiKDl999/j0ceecSq+5eWluLnn39WbLPl+a2RnJysWO/Zs2eXnZb+22+/KWYdDBkyBJ999pnFzLWAgAAEBARg/PjxePLJJ3Ho0KEGZ5zU/5uYBrOb8/dqz88ww+fE6NGjsXz5crOmSx4eHpgzZw6GDx+OG2+80XjxsaioCM8++6wxiHzPPffgiSeeMMueDg4OxuOPP47o6GhFTfqjR4/izJkzFnsnGDz99NOKwHZgYCDee+89DBkyxGxfR0dHjB07FmPHjsXPP/+MRYsWGT+TVq1ahSuvvNKmet+Gixt33XUX/vWvf5llnLm7u+Paa6+1+vE6g8YyHWVZxvnz53H+/Hl89tlnuPvuu/Hggw+2+6wHSy5evKhY9/f3h0qlwsqVK7F06dJGSxTk5+djzZo1+Pnnn7FgwQI8/vjjrdYkd9y4cfjmm2+M63v27MFtt91mcf/6Aerg4GDj+0OWZezdu9fsu9ogNzcX586dM677+vraredIZ1J/ZuETTzyBe++9V3G7SqVC37598dxzz2H69Om45557jOWsampq8Oyzz+Lnn3/u0N+bzfnsOnv2rNn3mbe3N5YuXWpxdldwcDCCg4Nx5ZVXorS0FD/88IPVzXxzc3ORm5sLFxcXLFmypMF68WFhYXjkkUcwYsQI3H333cYLDYWFhfj5558bPE+ob9iwYbjyyitx2WWXNbpfWFgYwsLCMHv2bCxfvlxxUfzjjz/G3LlzLTYkrKiowG+//abYtmTJEkybNq3B/R0dHdG/f3/0798fN954IwoKCprMqD527BjeffddxbbbbrsNTz/9dIOZ2qGhoZg/fz7+8Y9/4MEHH8SRI0cAiIvF//73v82CwvYyc+ZMTJ48Gb1797a4j0ajQd++fdG3b1/cfvvtePLJJ40z1qqrq/Hee+81WaNer9ebvVZDQkLwxRdfmCXVODg44LLLLsNll12G7777Di+++KLNpXMAoFevXnjvvfcwderURr/zAgMDcc011+Caa67BDz/8gH//+9/G1+2PP/6Ie++9t9UTfwzjwiFDhmDFihWKZChAJAiMGDECq1atwqJFi7BmzRrjbb/99hueeuops/tQ98ayJETULVVVVeHZZ581y/qaMmWK1Y9x9913NzlgNSgrK8Mnn3yi2DZmzBgsXry40aaNnp6e+Pjjj826ry9fvtzq4zRQqVRYsWJFoyeJKpUKTz/9NK688krF9s8++6zJ7IF//vOfNmUG+vn5YeXKlYrsml9//dWmjBrT57d0smwwffp0PPXUU4pte/fubbR+b1dlGpT44YcfrC6J8NtvvymCSz179rSp2aI16mcXAbA686kzOn36tGL9oYcesqmcxIgRIxAdHW3vw1LoCJ9h4eHhWLFihcWTd0Bkkd91112KbYbA9rXXXosnn3yy0eapDTXMaqr29t69exVlWtzd3fHZZ581GNg2NWPGDEWmtizLWLVqVZP3M3X11VfjqaeearXAZmdVXl6OZcuWYf78+Y1O125PpoH6Hj16YMmSJXjnnXearL1rUF1djY8++giPPPJIi2q3N2b06NGKYMn+/fstPldZWZnigtbs2bMVnwGNlSbZs2ePomTE2LFjm9XwuKu45ZZbzALbpkaMGIG33npLse3ChQvGC9gdma2fXUuWLFFkR7u4uOCbb76xumyZs7Mz5s2bp+g9Yo3//ve/TTZCHTduHG6++WbFNmt6N8ycObPJwHZ9KpUKDz30EK6//nrjNr1eb5Z0UF9KSoriM3DIkCEWA9sN8fT0xPTp0xvd54033lCMI2+66Sa88MILTTan9/HxwYoVKxSfEdu3b7d783aD++67r9HAtik3Nze8//77ipkqBw4caLJe95o1axQZ3w4ODvj444+bDBrffPPNWLhwodXHV9+kSZMwffp0my7m3njjjbj//vuN6zU1NWazM1tLSEgIPvroo0aD1JIk4bnnnlPM9qmsrOyWpSWpcRwBE1G3k5qairvvvhv79+9XbPfx8bE6m9HX19fY4dka69evV9Se02g0+M9//mPV4MPd3R2LFi1SbDtx4oTixNEas2bNsirYAgDPPvuscbolIE6+TTM+7MHHx0dRp7miosKYuWGLqKgo3HnnnVbtO3fuXLMAf1sN4jqSMWPGoFevXsb1rKwsbN261ar7mv6+7J21DcCsoaJpTcKuxDS41RHLR3SEz7D/+7//M5Z+asyMGTPMtjk4OOCZZ56x6nlM799U8yLTYPRDDz2kqE/clNtvvx3h4eHG9U2bNtlUT1Kr1eLZZ5+1ev/OLDQ0FHPnzsWSJUuwYcMGHDx4EKdOncKBAwewfv16vPTSSw0GuQ4cOIBHHnmkRQ1NW4tp0P38+fNYsWKFcT04OBjPP/88/vjjD/z99984dOgQfvjhB9x9991mM802bdqkmNVjT+7u7rjkkkuM60VFRRabvx06dEjR5M4wU8GgsQxQliSp4+XlhSeeeMKqfSdPnowrrrhCsa2jj21s/ewylImo75lnnmn1i7uXX365WdKHJTfddJNi/cyZMy1qXt+Ye+65R7Fuel5Tn2niiL3HGUePHlXM7AoICMDTTz9t9f29vLzw0EMPKbb98MMPdju+lnJwcDBLaDKd/Wvq+++/V6zPmzfP6tfqAw880OplWeqbP3++YpZHUz+bvTz55JNWJa+4urqaJTC1RfNR6lwY3CaiLiUrKwurV682W7766iu8//77WLBgAaZPn252YqVSqfDyyy9bnS05Y8YMRfC3KaZdr8ePH29TbenJkyebDUR37Nhh9f0BmGWTNCYwMBATJ05UbLPUJK2lTAPuhhIqtrjxxhuh0VhXaUulUpmdfLTWz9bR3XrrrYp1a2oLnzx5UjGgdHJywsyZM+19aGYZi9ZOIe6MTBsidsQBe3t/hvn4+FhdxiQsLMysZvjEiROtrr1s2syvfp1hU3l5edi9e7dx3cnJyaxha1M0Go0ig66mpsamRlKTJk3q8HWlW2rIkCH44osvsGXLFjz//PO46qqrEB0dDQ8PD2PD1ZiYGNx00034+uuv8cknn5j9Tnbv3q0IGncUphfy6l9EmjhxIjZs2IC5c+ciMjISTk5OcHd3x6BBg/Cvf/0L69atM5sV8fHHHzd5Qaa5TBs71n/t11c/QO3q6orBgwcr7ttYQ0rToEp3Dm5fc801FhvmNsT0O/3QoUPG3iYdka2fXX/88Yciqz8gIACzZs1qjUNTMB0zNiYmJkYxu6ikpMSs9JC9REdHK56rsfGzaYLA6dOn7Rp0//XXXxXrs2fPtrmh8ZVXXqkYyzfUWLw92XK+kpmZqSivBNj2OnJ0dGyVsbUl7u7uiovyZ8+eVcyQaA1eXl42zR4YNmyYYr2xsRl1T6y5TURdSmJiYpON0kw5ODjghRdesKkkia0lGEwzFKdOnWrT/SVJwpVXXolPP/3U4mM2xt/f3yxg05TJkycrplM2J+icl5eHCxcuQKfTobi4GGVlZWYd6hMTExXrzTkJmDx5sk37T5kyBS+99JJxXafTISkpCRERETY/d2c2Y8YMvP3228b6xHv27Gny92CaCXbNNde0Sla1VqtVZP411Eytqxg0aJDivbZ48WL4+/vbvdRLS7T3Z9iwYcNsmmYbFBSkCBJa0/jJIDg4WLHeWH3nQ4cOKT7Thg0bZlV2uan+/fsr1o8ePWr177gjvU5ay/jx423a31C3dM6cOYos+E8//RS33nqrzSUJWpOlmsgxMTF4//33G53SHxUVhZUrV2LWrFnGz0tZlrFy5Uq8//77dj/WsWPHKprF7d27t8F+HPUTCEaNGgWNRmMsL2J4vzTUkDIhIUFRuz4iIsIseN+d2Dq2ufTSS+Hk5GQsIyfLMk6cOGF2UaKjsPWzyzTYefXVV1ud2NBckiRZXfLEsH9oaChiY2ON25pzgaGiogLx8fG4ePEiiouLUVJS0mAZoPo/f2ZmJmpqahos8RIVFQV3d3fjscTHx+P555/HM88802ipL2uZ/m1sKbNi4ObmhoiICFy4cAGAaD5bXFzcrO9UWxUVFeHcuXPIy8uDXq9v8Hyl/pgCaPx8xbTcYWRkpGKGljXGjx9v1pyzOaqqqpCYmIi0tDTo9XoUFxc3+FqqH8yuqqpCVlZWq9bdHj58uE3jOtNj6cgX7qh9MLhNRN3aqFGj8Oyzz6Jv37423S8mJsbqffPy8hQ11wBgwIABNj1fQ/expRZd/anEzb1PZmYm8vPzG2xcV9+pU6ewdu1abNq0CRkZGTY/b2OBpIa4urraHJQOCAiAr6+vomFTbGxstwtuu7m5YebMmcYmYbIs47vvvjOrS26g1+uxYcMGxbbWKEkCiDqa9YPbXXkQO2PGDCxdutQYwM/NzcW8efMwaNAgTJ8+HZdeeiliYmLarZ5yR/gMMw04N8U0Y8yW+5ve13DxpyGmF/0qKiqaVQrAcDJvYPr7bowt30fdSVhYGF599VVFLdGSkhKsXbsWd999dzsemZKlwM1TTz3VZK1aAOjduzduueUWfPHFF8Ztmzdvhl6vt0vQqr5hw4YpgqdHjx5FSUmJ4j2Tn5+PM2fOGNcNgVUfHx/06dPHGPTbu3evWe8H01l13TlrG0CTjWxNaTQaxMTEGBvwAmJs01GD27Z+dpn2pxg6dKg9D6dBbm5uNvf8MH1PW1vvX6fTYd26ddiwYQNOnTplcxklWZZRVFTU4PGq1WrceOONigvMP/74I37//XdMnz4dEydOxMiRI5vV36SkpMQsS/nIkSOIi4uz+bHqj/tqamqQm5vbasHthIQErFmzBn/88QeSkpJsvn9j5yumWcW2nmcC4v1f/4KgLUpLS7F+/Xr8+uuvOHLkiNX9G+pr7XG3rRcum/u+ou6DwW0i6hY0Gg3c3Nzg4eGB6OhoDB48GFOmTLGpoUh9tgz+TK/0A7Z/oQPm9fEKCwshy7JVjZZsDQxZuo9Op7MY3C4qKsIrr7yCn3/+uVkDMYPGAkkNCQ4OblazqeDgYEVwu6G/U3dw2223GYPbALB27Vo8/vjjDQZV1q1bp5hCP2DAAJtnBFjL399f8TdpbqPRzsDPzw8vvfQSnnrqKcU04ePHjxuDFB4eHhg0aBBGjBiB0aNHY8iQIW0W7O4In2G2TM0HYJYNZEuQz/S+jU3dzsnJUawfOnQIhw4dsvq5LLHl9d6Vm6221KRJk9C/f39FUGznzp0dPrgdGBiISy+91OrHmD17tiK4XV1djSNHjuDyyy+3yzEaODg4YPjw4cZyJJWVlTh48KCi0d6+ffsUY4D6gdVx48YZg9uGhpT132+mwe2OGpRtCy4uLo02WbMkODhYEdzuyGMbWz67qqqqzIKJtmbCNoet3z2A+XeINU1ef/zxR7z55pst/nsVFxdb/L0+/PDD2L9/v6JskV6vx48//ogff/wRkiQhOjoaQ4cOxahRozBu3Dirysbk5uaajftNG5w2l06ns/vfuaKiAm+//Ta+/vrrFvVhaOx8paFGwbZydXWFs7OzWemqpmzduhUvvfRSi8vh2Ho+Zitb31umY97WqmVPnReD20TUpYwaNQpfffVVqz+PLVkEpgMclUrVrCwE0+BMdXU19Hq9VYOD5mRvOTs7Q6PRKAZ+lrIUCgsLMX/+fLvU+bQ1MN7czDTT31tXDp42Jjo6GmPGjDHWOc3Pz8fGjRsbbMpnWpPbljrutgoLC1Nk/Vy4cAGVlZUWp/B3dv/4xz/g7e2Nl156CcnJyWa3FxYWYteuXdi1axcAEfyfMWMG7rzzzlYvsdARPsOacwHLnve3pLU+N2wpw2NrXdPuZuLEiYrgdv3AX0fQUFmnYcOG2fSajYmJUZQcAETGrr2D24DIpq5fa3vv3r2K4Hb9ALW/v7+icfHYsWONmaOFhYU4efIkBg8eDEAEKuo3xFOpVN2i5I4lzc1W7UxjG1s+uxoK+jYn8Gyr1vruqG/58uV477337PJYjQX8XFxc8NVXX+H111/HTz/9ZBZ0l2UZ58+fx/nz5/HDDz9ArVZj9OjRmDdvnlkfnvpa8zVmmCViLxUVFXjwwQfN+og0R2PnK6ZZz819P7u5udkU3F67di0WLVpkl8BvaweP2+K9Rd0Lg9tERJ1YRxkYLF682CywHRQUhKuvvhpDhw5FWFgY/P394ezsDEdHR8XV9/3795t1IG8LLcku72rmzp2raOL13XffmQW3Dx06pJh26u7ujmuvvbbVjql///7YsmWLcb2iogLnzp0zq03clYwfPx4bNmzA5s2b8dtvv2H//v0WLyhlZWXh448/xjfffIPnn3++TZpqtYaO8hnWXM2Z6kttq35wFRBT6MvKyuDk5NROR6RkWncasH1mhCRJCAoKUgRU8vPzW3xsDTEtFVK/eaTpumnm9ciRI6HVao3vmz179hiD2ydPnlQEyfr372/WGJaa1p3GNp39+wMADh48aBbYdnBwwNSpUzF69Gj06dMHAQEBcHd3h6Ojo9kF/kmTJiEtLc3q53N1dcXLL7+Mu+++G2vWrMHWrVtx7ty5Bl831dXV2LNnD/bs2YNx48bhjTfeaDADuTW/B+39ev7oo4/MAtve3t645pprMHz4cERERCAgIAAuLi5wdHRUZOGnpqZaXQffdPZjc39HttwvKSkJL7zwgiIorVarcfnll+PSSy9Fv379EBAQAG9vbzg4OJgd4+23397hmngS2YLBbSKiVmaalVVTU4Pi4mKbM45Na4up1WqrMwGaU5estLTUbLpeQxlmSUlJWLt2rWLbXXfdhSeeeMKqRj+2Trcz1dyaa6b3685T+ydNmoSgoCDjFMYjR47g7Nmz6NOnj3Ef0zrCM2fOhLOzc6sdU0MNAA8cONBpgtvNzXjRarW46qqrcNVVV6GmpgZnz57F4cOHcfjwYRw8eNCsFnNJSQmeeeYZ1NTU4IYbbrDHoZvpCJ9hHZXp58ajjz7aYIM9aj8NfbYXFBR0mOC2afAdaF6Wn+n7sbXqkRqCzoZM2ri4OOTk5MDPzw+pqalISUkx7msaCHd2dsbQoUONAZQ9e/YYa6Kz3rZSc0sCtOXYpi3LAjR0oaOwsLDTNxxdsmSJYr1Pnz5YsWKF1T9Xc18nERERePzxx/H4449Dp9Ph0KFDOHLkCI4cOYITJ06Yjf/37NmDO++8E999953ZZ43pa0yr1eL48ePt1ifEkuLiYnz88ceKbddeey1eeeUVq8aztpyvmM4qsNe5SmOWLVumqFkeHByMFStWWF3vu7XLkBC1to71iUNE1AU1NCC3JcvCIDU1VbHu4eFhddZKenq6zc/X0H0a+lk2b96syKwYNWoUnnrqKas72Lc0uyw9Pb1ZmR2mtei6c4aYWq3GTTfdpNhWvwRJXl4e/vzzT8XtrdVI0mD48OFmJ0w//fRTqz5nfabvLVtP4u3RiEelUqFfv36YO3cu3n33XezcuRM//fQTbrnlFrPsrcWLF7dabdWO8BnWUZnWxK0f2KOOoaHZD21RzsBaERERZu/n5lz0Nb2PvZtJGpiWC5Fl2RiYNs3ibqhmdv2g9dGjR40leKy5b3dSUlLSrPGR6djN0tjGNPBoTV1oU7Y2AG8JjUZjdqG1OU0AO5Lc3FwcOXLEuK5Wq/HBBx9YHdiuqqqyy1jDy8sLU6ZMwf/93//hu+++w969e7F48WKzhp/nzp3DqlWrzO5v+j1YWVnZrIbyrW3nzp2KMieRkZFYvHix1YkatrwfTTPcExISrL6vQUpKitWZ21VVVdi2bZti2+uvv25TI8uOXJ+fyBoMbhMRtTIfHx+zQc7JkydtfhzT+9TPqm1Kc2phm97H39+/wWaSZ8+eVaz/4x//sOl5Tpw4YfOx1VdcXGzzCU5mZqZZIzhbfp9d0Zw5cxQBll9++cUYLPnpp58U2SCjRo1CdHR0qx6PVqvFddddp9gWFxdnl2Z91jDNnLQ1o6U5wd+mSJKEAQMG4MUXX8SXX36p+Hvp9XqzExt76QifYR2V6YljW70+yXqm3w/Ozs4dqk65VqvFyJEjFdua0wjMNJhkqfmzPVgqTVI/QN27d2/4+/ub3bd+o8zKykocOnQI5eXlOHr0qHG7o6Mjhg8fbu/D7nTq14q3RlVVlaJXBWD5c9b0O87WCyoFBQVtnul5ySWXKNbrv2Y6o7i4OMWF88GDB9vUPPH06dPNuijRFA8PD8yaNQtr167FpEmTFLf98ssvZvt7eXmZNaE/ePCg3Y+rpUzPV6ZPn95g83RLbDlfGTBggGL99OnTNpcm+fvvv63e9+LFi4qLTYGBgTb1LMjNzW2VcStRW2Jwm4ioDQwdOlSxvmnTJpvuL8uy2X1MH7MxWVlZNgeR69c7BmCsi2kqNzdXsR4UFGT1c9TU1GDHjh02HVdDTI+1KZs3b1ase3l5ITIyssXH0VZMs+LtcXLj6+uL6dOnG9f1ej3Wr18PWZbx/fffK/Zt7axtg3nz5pn9rP/5z38UgfaWspSRbZohZpp13JTWPrEbNmwYpk6dqthmeuJWX/26kYDtr5n2/gzrqOoH6gAgOTnZLo11yX5Mv2M64kUV0/eyrUG7+Ph4s6w7WzL2bGWaVb13717IsqxoCGmprMiAAQMUn6979uwxBrgNhg0bBkdHRzsfdedj69hm9+7disxUSZIwcODABvc1nb1ga2CrPYKXo0aNUqxv2LDBrHxGZ5KXl6dYNw0QN6W1LmgbaDQaPPnkk4ptaWlpDZbKMH2/b9y4sVWPrTlMz1da8/fdv39/xWeYXq+3+Xzn119/tXrflpyLAa3/WiJqCwxuExG1gQkTJijWd+7cieTkZKvvv23bNrPp7ldccYVNx1C/zERTMjIyzAY6lp7PdDq1LdNUf//9d7tkCvzwww9Wn+DU1NTgf//7n2Kb6d+nozPNuLJXbdW5c+cq1r/77jvs2rVL8Vr19fXFlClT7PJ8TYmIiMCNN96o2BYXF4d33323xY9dXV2NV155xWLJnp49eyrW608dbsrff/+N2NjYFh2fNUJDQxXrjWXetfQ10xE+wzqioKAgDBo0SLHt/fffb6ejIVMHDhwwe++OHz++nY7GsilTppg1LrMleGja90Kr1TbYt8BeIiIiFKUTLl68iA0bNiiCdaYXfgzUarUiSLl3716WJLHgt99+s6nsxLfffqtYHz58eIO9UgAR2KtfjqGwsFDRNLoptowp7WXatGmKUlZZWVlYs2ZNmx+HvbRk/KzX69vkbxAWFma2zVBKqL5p06Yp1rdt24bjx4+32nE1h2mWti2/77///tummVkODg648sorFds+/PBDq0vcnTx50qZgeEteS9XV1fjiiy+s3p+oo2Jwm4ioDVx77bWKuodVVVV48cUXrRrk6PV6vPrqq4ptAwcOxJAhQ2w6hjVr1uDYsWNW7fvqq68qsqjc3d1xzTXXNLhvYGCgYt3awVh2djZeeeUVq/ZtSkJCAj777DOr9v3666/NMlxvvvlmuxxHW3F1dVU0Q9Pr9cjMzGzx4w4ZMkQx7ff06dN47bXXFPvccMMNNk3jbKknn3zSLLvm008/xRtvvNHsx7x48SLmz5+Pr776yuI+pgHLHTt2mJWyaUhFRQX+85//2HQ8zc08i4+PV6yblg6pz9fXV7F+4cIFm56rI3yGdVQPPvigYn379u0tOlFsTg+Brqy5v4+cnBw8/fTTim0NlTvqCPz9/XH99dcrtr3xxhtWzbBISUnB119/rdg2bdq0Vi+9MmbMGMX6e++9Z/x/Q6VW6qsfvI6NjcUff/yhuL27N5M00Ol0ePvtt63ad8uWLdi+fbtiW2NjG7Vabdag+ccff7Tquf7880/s3LnTqn3tKTo62uzi+uuvv27z91lHYTp+Pnz4sNUXnl966SWzzO/G2GucoVarzWpsA+ICuOksgSeffLJFfXXs/V0YEBCgWLf2fKWkpMTsu8Qat956q2L9xIkTWLp0aZP30+l0xkbh1jJ9LcXHx1vdA+SDDz4wK2dE1BkxuE1E1AacnJywYMECxbbdu3fj2WefbbQGW2FhIe69916zkgimwRRr1NTU4P777290AFNTU4PXX3/drHng/PnzLTZcMZ0mun79+iYHjCkpKbj99tvNptG1xLvvvtvkFL4//vgD//3vfxXbRo8ejWHDhtntONqCSqUym3K+evVquzy26WC8/omNSqXCnDlz7PI81nJzc8Py5cvNAjWffPIJFixYYFOmmV6vx/Lly3H11VfjwIEDje47YsQIRUC4rKwMzz33XKMniCUlJXjkkUdsLktx3XXXYfny5Ta9H3bs2GE2u6Kx+oqmQYzvvvvOphPHjvAZ1lFdccUVuOyyyxTbXn/9dbz77rs2BRTy8/OxcuVK3H333fY+xE5t3rx5+OabbxTlFppy5swZ3HbbbWYzg+bMmYOIiAh7H6JdPPLII4qLlsePH8eiRYsaDXBnZWXh/vvvV8zaUKlUuP/++1v1WAHz7Or6tc0HDRpkNlukvvrBa1mWFUEYT09Ps9rK3dnq1avx8ccfN7rP4cOHzcpHREVFmWXTmjK9/ZtvvmlyxsCOHTvw1FNPNbpPa3r00UcV75Pi4mLMnTvX6qza0tJSfPXVV3YdfzZX//79FY1fi4uLm7xobLiw/PPPP9v0XN9++y3uvfde7Nmzx+rv/rKyMixevFixbfjw4WZlzgxMm8knJSXh1ltvtWkmmyzL2LdvH+6//36zEoItZTpGOnjwoNlMTlN5eXm46667zIL81hg2bBiuvvpqxbbly5fj5ZdftngR49SpU7j99tsRFxcHSZLMMrIt8fX1VfTCkWUZzz77bKNl/GRZxocffojly5db9RxEHZ2m6V2IiMgeFixYgO3bt+Pw4cPGbWvWrMHJkydxzz334IorrjBOH83KysKmTZuwYsUKZGdnKx7npptuwsSJE2167sGDB+Pvv/9GXl4eZs+ejbvuugszZsxAVFQUJElCWVkZdu3ahVWrVpnV+oyJicG9995r8bEnT54Mf39/ZGVlARDT2x544AHcfvvtuOGGGxAdHQ1JklBTU4PY2Fj89ttv+Prrr42BilGjRjUZaGxMVFQUcnJyUFRUhCeeeALbtm3DrbfeisGDB0Oj0aC6uhrHjx/H6tWrzU4GnJyc7JY93tYmTpyoyMRfsWIFDh06hJEjR8LX19fs5MPaOtnXXXcd3nzzzQa7pl9++eVmpTDaQr9+/bBy5UosXLhQEcTZtWsXZsyYgQkTJuCKK67AmDFjEBAQYDzxlWUZFy9exN9//40dO3bgzz//tLoBllarxZw5c7BixQrjtm3btmHu3Ll46KGHMGrUKGMGe1paGrZt24ZVq1YZG8ENHTrU6rq52dnZeO+99/DBBx9gxIgRmDRpEgYMGICYmBjFlPKSkhKcOnUKP//8M9asWaMIevXv37/RTMmJEyfit99+M67//PPPOHfuHC677DL06NHD7ATquuuuU5x0A+37GdbRvf3225gzZ44xwFdTU4MPP/wQ69evx80334xx48ahT58+it+zTqdDXFwcTp8+je3bt+PgwYOoqqpC79692+vHsEljF9RM32cnT560uH9UVJRZFnB9aWlpeOmll/DWW2/hiiuuwPjx49GvXz/07NlTUdNUp9PhyJEjWL9+Pf744w+zoHDfvn3xz3/+05ofDYDIsrPUOLWhWVCN/T4aej+ZCggIwCOPPKKYlbJu3TrExsbi/vvvx2WXXWZ8jIyMDGzcuBEffvih2Wf1o48+il69ejX6XPYwduxYSJLUYKCsqbIiPXv2RFBQUIONM0ePHg2VivlXvr6+cHJyQlpaGt566y3s27cPd955p/G7p6amBnFxcfjxxx/x7bffKl7vkiTh1VdfbXKW1YwZM7B06VJj6ZPKykrcc889uOeee3D99dcbZ01VVFTg8OHD+OGHH7BhwwbIsozw8HAUFxe3eZC4d+/eePHFFxWZtHl5ebjttttw5ZVXYsaMGRg5ciQ8PT2Nt1+8eBEnT57Etm3bsHnzZhQUFHSI7yCNRoMbbrgBn3/+uXHb+vXrcfHiRSxcuBCjRo0yjmeys7OxY8cOrFq1CgkJCQCAyMhIFBcXm33HNsTQ42bHjh3o0aMHpk6dipEjR6J///4IDQ01BqVlWUZaWhp27dqFzz77DImJiYrHueOOOyw+x8iRI/H0008rxtXx8fGYNWsWpkyZguuuuw7Dhg1TJA5UVlYiJSUFsbGxOHToEDZv3myciThjxowmfy5bDBw4EJdccokiAeGFF17AsWPHcNttt6Ffv35Qq9WQZRnx8fH4888/8dlnn6GgoABA885Xnn/+eRw+fFgxu/Lrr7/Gzz//jAkTJqBXr15wdXVFbm4uDhw4gGPHjhkvbtxyyy3YsWOH4iJt/bI8pm6++WbFLLn9+/dj9uzZePDBBxXfHwUFBdi9ezc+/fRTYz8mb29v+Pr64vz58zb9fEQdCYPbRERtRK1WY8mSJViwYIEiezouLg7/+te/AIhyE9XV1RYz1C6//HIsWrTI5uceP348Bg4ciK+//hoVFRX48MMP8eGHH0Kr1cLZ2dlibbYePXrg/fffb/QEydHREYsWLcJjjz1m3FZVVYXPPvsMn332GRwcHODi4oLCwkKzbJRx48bh7rvvblFwu0ePHnj00Ufx+OOPQ5Zl/Prrr/j111+hUqng7u6OoqKiBrNgNBoN3nrrLZs603ckc+bMwZdffqk4sTx48KDFrCtrg9uOjo6YNWsWPv3002Y/RmsYNWoUVq9ejUcffVRxslVdXY2tW7di69atxm0uLi5wcHBAcXFxo1nFYWFhjQac7rvvPvz+++/GE0lANHpbsGABVCoVPDw8GnyO2bNnY8SIETY3hauursb+/fsVTdm0Wi3c3NxQWVlpMdPH09MTb7zxRqMnPdOmTcOyZcsUP8vp06dx+vTpBvcfP3682e+mPT/DOjovLy988skneOCBBxS/m7S0NLz99tvG0gKurq7QaDTQ6/V2aQTbnl588UWr992+fbtZyQSD66+/vtHgtkFJSQk2bNiADRs2GLc5OjrCxcUFxcXFjWaoRUdH4+OPP24ywGx6zB988IHV+zf2+2jo/dSQBQsWID4+XlEeIjY2Fo8++igAUSKssrLS4vtr5syZWLhwodXH3BK+vr7o3bt3g7PBrKmZPXbs2AbrJbMkieDk5IQ333wT8+fPR0VFBXbt2oVdu3ZBkiTjd4+lmSHPPvsshg8f3uRzeHl54ZlnnlF8JpeWluL999/H+++/D2dnZ2i1WrMxoru7O5YuXYoHHnigZT9kM11//fXIz8/Hm2++qRjf/fnnn8aZh46OjnB2doZer+/QTSfvu+8+bNq0SRHAPHToEA4dOmQcZ5SWlipKBQJiVtt7773XrL9BdnY2vv32W0WNdldXVzg4OECv11scN910001N9ly5/fbbUVpaiiVLlhi/46qrq/HHH38Yyw9ptVq4urqivLy8wfrdrUWSJDz33HOYN2+e4mdcs2YN1qxZYzyuhl4zMTExePbZZ20OuPv4+OCLL77AvHnzjElAAFBUVNTobNOxY8fimWeeMfvebKzR7s0334x169YpgvdxcXF49NFHIUkS3N3dUVVVZdafRavV4q233sLKlStt+tmIOhpeFiciakP+/v749ttvLWaMFBcXN3jSqlKpcOutt2LFihWK6Zi2WLRoEW666SbFtsrKSouB7cjISHz55ZeIiopq8rGvuuoqLFq0qMGpihUVFdDpdGYB5smTJ2PZsmWKKYzNddVVV+HVV19VZEXW1NSgoKCgwcC2u7s7lixZgqlTp7b4uduLj48Pli9fbnNHdGvceuutZplzISEhuPzyy+3+XLbo27cv1q1bh/vuu6/RerIlJSXQ6XQWT9D8/PywaNEibNy4UVFH2pSTkxNWrVrVYBmDmpqaBp/jtttuw8svv2zdD1SrsaB0ZWUl8vPzLQa2Y2JisHr16iazfR0cHLB8+fIWZwW352dYRxcWFobvv/8eN9xwg8Vp28XFxSgoKLAY2JYkCX369GnNw+xSysvLkZ+fbzGwrVKpcNttt2HNmjXw9/dv46NrnpdffhkPPPBAg6+hoqKiBt9fGo0Gjz/+OP773/82+nlibw0Fsd3c3Mx6FjTEUhCbzSTrDB8+HMuWLVOUeJFlGQUFBQ0GbB0cHPDvf/8bt99+u9XPMXv2bDzyyCMN3lZaWmo2RgwICMDnn39uVhqtrd11111Yvny5xfd1eXk5dDqdxcB2R5kd4O3tjZUrVyoatBoYxhmmge0ePXrgs88+s+lv0NTnQnFxMfLz8xscN2m1WjzwwANW9xO59957sWrVKosz/SorK6HT6RoNbPv4+JjVyLaHYcOG4c0332xwHGI4LtPXzNChQ/H555/bdHG0vqioKPzwww9WNWM3fGd99NFHxosN9VlqEAuI9/+KFSsaHEPIsozCwkKzwLabmxs++OADs9JqRJ0RM7eJiNqYu7s7PvzwQ+zduxcrV67EoUOHLAbhXFxcMH78eDzwwAMtPpFQq9V46aWXMGHCBHzwwQcWMzZ79OiBm266CQsXLrSpceAdd9yBQYMGYcmSJdi3b5/F/fr164d77rnHYoPK5po9ezYGDhyId955Bzt27GgwqO3i4oIrr7wSTzzxRKcJdDRmyJAh2LBhA37//Xf89ddfOHv2LHJyclBaWtpoxnJTwsLCEBkZqagxOGfOnA5xMujs7IzHH38cd955J9auXYvff/8dJ06caDIL1tvbG6NGjcLMmTNx+eWXW31RJTQ0FD/++CM+/PBDrF692uzEwGDAgAF45JFHMGHCBJt/po0bN2L79u3YuXMnjhw5osjuaYgkSRg6dChmzZqFWbNmWQykmurZsyfWrFljzHSPjY1FZmZmkxnuptrrM6wzcHZ2xquvvoqFCxfik08+wbZt25ps9urg4IAhQ4Zg/PjxuPrqq9ul9E9H9u9//xs7d+7E4cOHce7cOateqyEhIZg2bRpuvfVWhIWFtcFR2o9KpcKjjz6KadOmYfny5di6davFn9nd3R1Tp07F/fff3y6zkMaNG6coqQCI0gTWfL6OGzfOrKxJcHAwIiMj7XyUndvll1+O9evXY8mSJdi4caPF4OOECRPw5JNPWpWQYOrBBx/E0KFD8c477xjLFJhycXHBDTfcgIcffrjRAFtbmjhxIjZv3ozVq1djzZo1iIuLa7SedEhICCZOnIg5c+aYNapuT71798aaNWuwbNky/PjjjxbHGV5eXpg9ezbuu+8+m/8Gc+fOxSWXXILt27dj//79OHPmTJOfpV5eXpg2bRruvPNOm19X48aNwx9//IFff/0V33//PY4fP97k84WEhGDMmDGYPHkyJkyYYJfkl4ZcddVV6N27N5YsWYItW7ZYrHEeERGBO+64AzfffDPUarVZ7xBbBAYGYtmyZTh69Ch+++03HDhwAFlZWSgsLISrqysiIyMxevRozJo1Cz179gQgkoMMJYMAkXDR1HlZQEAAvv/+e3z88cf4+uuvGywxCIj383XXXYcHH3ywVS4iELUHSWZLdiKidlVcXIwjR44gMzMTeXl5UKvV8PX1RXBwMIYMGWJTgNkWSUlJOH78ODIyMlBTUwM/Pz9ERkZi6NChLQ5iZmVlGWvMlZSUwNnZGUFBQRg4cGCD2Sn2lpeXhyNHjiA1NRWlpaXw9vZGUFAQRo0aZbExJtWJi4vDddddZ1zXarXYvn07/Pz82vGoLCsuLsaZM2eQmpqK/Px8lJaWwsHBAZ6envD29kafPn3sEuCqqKjA0aNHkZiYCJ1OB0mSEBQUhMGDB9s1sJSRkYGEhASkpqaiqKgIpaWlcHJygru7O8LDw9G3b99GM87bWnt9hnUWiYmJOHv2LHQ6nfF14+rqCl9fX0RFRSEqKqrb/46sVVlZifj4eKSlpSErKwt6vR7l5eVwdnaGh4cHfH19MWDAAPTo0aO9D9Vu9Ho9jh07hsTERBQVFcHR0RHe3t6IjIzEoEGDrL64RR1bamoqJk+ebFwPCQlRlNsCxGvh8OHDSExMRHFxMTw9PREYGIiRI0faLeCcnp6OI0eOICcnByUlJfDw8EB0dDSGDRvWaEmEjiA7OxvHjx9HXl4e8vPzAYhyGyEhIejVq1enuHBYXl6Oo0ePIj4+HoWFhVCpVPDx8UHv3r0xYMAAu73fy8vLceHCBSQnJyMnJwfFxcWQZdn43RQTE4OoqCi7PV9paSn+/vtvZGRkQKfToaSkBC4uLnBzc0NoaCiio6Pb5XNbp9Ph0KFDSE9Ph16vh6OjIwICAtCvXz9Fg8b2cOTIEUU5wEsuuaTBUk6WVFZW4uTJk4iLi0NBQQFkWYaXlxeio6MxaNAgjjuoy2Fwm4iIiBReeuklfPPNN8b1q666CkuWLGm/AyIiIurCrAluE1H38eabb2LVqlXG9Ztvvtnq0jBE3VH7zy8mIiKiDqOoqAjr1q1TbLvtttva52CIiIiIiLqR3NxcfP/994pt7EdA1DgGt4mIiMjos88+Q3FxsXG9b9++GDlyZDseERERERFR52Op4bElpaWlePzxxxXNXHv06KGY2UFE5thQkoiIiACI+n4ff/yxYtvChQvb6WiIiIiIiDqv//u//4OzszNuvPFGDBkypNG+Rvv27cNrr72Gs2fPKrbfc889rdZgk6ir4DuEiIioG4qPj8f+/fsBAIWFhTh9+jT+/PNPRdf4Sy65BFdddVV7HSIRERERUadVUVGBjRs3Ys2aNfD19cWgQYPQu3dveHt7w8HBAYWFhUhNTcWhQ4eQlJRkdv9x48Zh3rx57XDkRJ0Lg9tERETd0LFjx/Diiy9avF2r1eK1116DJEltd1BERERERF1Qbm4utm3bhm3btlm1/7hx4/Dee+9xLE5kBQa3iYiISMHJyQlvvfUW+vbt296HQkRERETUKUVGRkKtVqO6utrq+/j4+ODOO+/EXXfdxXIkRFbiO4WIiIjg5OSE0NBQ4/THsLCw9j4kIiIiIqJO6//+7/9w9913Y+fOnTh69CjOnTuHixcvIj8/H+Xl5dBqtfD09ISvry8GDhyI0aNHY9KkSXB2dm7vQyfqVCRZluX2PggiIiIiIiIiIiIiIltYbtVKRERERERERERERNRBMbhNRERERERERERERJ0Og9tERERERERERERE1OkwuE1EREREREREREREnQ6D20RERERERERERETU6TC4TURERERERERERESdjqa9D4CoPeXn57f3IRDZlSRJ8PLyAgDodDrIsty+B0RErYrveaLuhe95ou6F73mi7qM7vd+9vb3t+njM3CYiIiIiIiIiIiKiTofBbSIiIiIiIiIiIiLqdBjcJiIiIiIiIiIiIqJOh8FtIiIiIiIiIiIiIup02FCSqAsqLy/Hxo0bFduuuuoqODo6ttMRERERERER2YbnNURE1BQGt4m6oKKiItx1112KbXFxcRwEEhERERFRp8HzGiIiagrLkhARERERERERERFRp8PgNhERERERERERERF1OgxuExEREREREREREVGnw+A2EREREREREREREXU6DG4TERERERERERERUafD4DYRERERERERERERdToMbhMRERERERERERFRp8PgNhERERERERERERF1OgxuExEREREREREREVGnw+A2EREREREREREREXU6DG4TERERERERERERUafD4DYRERERERERERERdToMbhMRERERERERERFRp8PgNhERERERERERERF1Opr2PgAisj8fHx/ExcWZbSMiIiIiIuoseF5DRERNYXCbqAtSqVTw8/Nr78MgIiIiIiJqNp7XEBFRU1iWhIiIiIiIiIiIiIg6HQa3iYiIiIiIiIiIiKjTYXCbiIiIiIiIiIiIiDodBreJiIiIiIiIiIiIqNNhQ0miLqiiogIHDhxQbBs1ahQcHBza6YiIiIiIiIhsw/MaIiJqCoPbRF1QYWEh/vGPfyi2xcXFsdM4ERERERF1GjyvISKiprAsCRERERERERERERF1OgxuExEREREREREREVGnw+A2EREREREREREREXU6DG4TERERERERERERUafD4DYRERERERERERERdToMbhMRERERERERERFRp6Np7wMgorZRXCwjJ1dGDz/AxweQJKm9D4mIiIiIiIiIiKjZGNwm6iZ2/AVUVskAAC9PCZGRItDt5Q24uzHYTUREREREREREnQuD20TdhF4P5OQBZaWAt7eM3DxArRa3abUSvL1keHsD3t6Aj7fI7nZ0ZMCbiIiIiIiIiIg6Jga3iboRWQaK9EBhkVjXagFnJ8DZWUZmJuDkDDg5AqraavyuriLQ7V0b7PbxBjw8ALWaQW8iIiIiIiIiImpfDG4TdTOOjkCvaJHJXVomMrnzdUBFhbhdksQ+hqB3urP4v4ODuF2tluDlJRuzu318AF9meRMRERERERERURtjcJuoG9JqRTa2d71t1dVAWZkIeJeWiqB3YZHYDogSJs7OgLOTjMwswMUZcHKqy/J2cxOP6Vsv4O3uzlreRERERERERETUOhjcJiIAInjt6ioWA1kGKitFsNuQ5V2kB7Jz6vZxcqwNejvLtf+K4DkAODhI8PGRjcFuXx/Ay4tlTYiIiIiIiIiIqOUY3CYiiyRJlCNxcAA8Peu219SILO+S2gzvUpMsb41GZHY7O9dleTs6itvUagne3jJ8fesC3j4+gEbDgDcREREREREREVmPwW2iLsjLywu7d+9WbNt3wAvItc/jq1SAi4tYDGRZ1O0uLa1b8vKByqy6+zg7Ay7OMrKy68qaSBKgUknw9JTh5wsR9K4NfGu1DHgTEREREXVXDZ3XeHl5tc/BEBFRh8TgNlEXpNFo0K9fP8W2g4dlAHKrPaehEaWjoyg9YlBVJQLdJfUyvA1lTSSprqSJizOQllZXx1uSagPefiLQbfiXAW8iIiIiou6hofMaIiKi+hjcJqJWpdGIxpLu7nXbqqvrsrtLSoGSEiAvT2R/S5IIcLs4y3B2EQFvZ+e6gLeXl8jw9vMD/HxZ0oSIiIiIiIiIqLticJuI2pxaDbi5icWgpqaBgHe+ecA7O7su4G0oaeLtLTK8e9QGvL29xXYiIiIiIiIiIuq6GNwmog5BpQJcXcViYGxcWdJwwNtQwzs7G0hNravhrdFI8PWpDXj3EEFvd3eR+U1EREREREQdS3m5jPx8oLikXtJT7XlgebnYR5Jql9r7aLS1vaCca88Na/tCeXoAzs489yPqLhjcJqIOq6HGlYYMb0OwW18M5OTW7e/sDLi6iIC3S4qoAQ4ATk4SevgpA95OThzwEBERERERtaWqKhk5uUBOTu2SCxQU1PWHqqkBKitrlyqguqrenesFt1VqQKsBtFqxqFR1u7m4iJ5NPrWLny8Tnoi6Kga3ibqgqqoqnDt3TrGturoXAHX7HJAdNZThbajhXVIiFl0BkJUtbtNoxJV8F1cZmVmAq4vYBgAeHiLI3aMH4N9DDHrUag52iIiIiIg6gobOa3r37g2NhqGMzqa0VEZyCpCUDKSnA9XVcl3iUkldlnZFhQhu11c/Hi3LsEitFkFuJyfA2VnGxQxxLqjVittdXCQEB8sIDgJCgsU6EXV+/EYg6oJ0Oh0uvfRSxbZXXj0LwLd9DqiVNVTDu6qqdkpbifg3J0dsAwAHBxEcd3GRcfFiXcNKtVqCn68sMrtrA96urry6T0RERETUHho6r4mLi4Ofn187HRHZoqRERkIikJQEZGQCsixDrxfJSHq9KEFpKDnp4izO5xwdRLkRrVZkZWu0gFqlDHAD4n7VNUBVpTLLu6JCPG5WlkiCAuoSntzcRcb4+fNiu7e3CHJHRAAB/jzvI+qsGNwmoi5JoxG11jw9xLosi4GOISuguATQ6ZT1u11dZeTkAMmpYlAFiKv5/j1k+PuLgLefr6jpTUREREREROays2WcOg0kJIoM7aIiEdAuKBAJR1ot4OEO+PmJoLOTk7KkiDUkCdCoxeLkZH67LAMVlfXqdxcDGRkia1yjEYH03FwZWVnAyVOAq6uEqEgZUZHivI+BbqLOg8FtIuoWJEnU33Z0FFfogbqGlcXFIthdWAhk1ytn4uoq6ndnZQEuCXXZ3T4+Mvx7AP7+4gq/qysHPkRERERE1H3V1MhISgZOnQIys2SUV4hzq7w8kUHt6ChqYHt6inrYrR07liSRsOToAHh5Go5RnPcVFQH6IiA5RWx3dQW8vWTodCLQ7e4mISpKRkxvwNOT53pEHR2D20TUbdVvWNmjdpuhnElJbcA7s3Y6mySJjABXVxnZOUBqWl12t5sbFMFub2/W7iYiIiIioq6vpkZGXBxw/ARQpBdlR7KyRZa2RiOys729xLlUeydDq1SAu5tYECTO/QoLgXwdkJYuzvHc3GoD3QXiZwoOAvrEAOHhnMFL1FExuE1EVE9D5UzKykSgu7hYXOXPyanbVzS3lJGRKabUqVRi0GMoZRJQW87E0ZEDISIiIiIi6jpSU2UcOATk58vIzxeJQaWlIpAdFgb4eNtebqQtaTSAj49YqqqAgkJAly+C3KlpIiiv18tIvwg4OUnoFS3Dw0MkP1VViX+rq0XtbwniZ5WkusXQ4NJBK/o+aR3E/0XDSyZEEdkLg9tE3URFZSNtpckiQz1uZ2dRbxuoy+4uLhZLRoaY4iZJIgvc1VVGbq6Y5qbRiHpt3t4yAvyBgAAR8HZz40CGiIiIiIg6n/x8GQcOAqlpIlM7NU0EtT08RKazu3v7Z2nbSqMRZVN8fURzyrx8IDdX/OvkCPj6ip9VrRbnfrIs/jX83/DzShIASQS7DQFuSwF+Z2eRIGWYTezuLn6HHrX/arWd7JdI1E4Y3CbqQmRZxtFjwDff1pjd9r8fgKAg8WVd/8uXbNdQdndpaV3tbl2+6M4NiNpyhkaV6el1zU7c3KAIdnt7s2kJERERERF1XOXlMg4dBs7GAWVlMtLSRfkRVxegd2/AzbW9j9A+tFpxjubfA9AXA7k5QPpFUbqkOeoHudVqQKsRz6HVytBqAU1tdrejo7jdwNVVnHMassv9fEXNcpWK541E9TG4TdRFnI2T8cprMhISRWaxKVkWAdesLOBiBjD+srpMZGoZQ8Z2/drdFRV1md36YtFIBVCWMsnMBFwuGJpdSvD3lxEYIALefr6cpkZERERERB1DWpqMv3YBRUUyMjKA7BwRpI2MALy8umbylCTV1eg21OeWAaikuhIkhn9lAJDr/Vu7GMqW1NQrYVJZKUpfFunF/+V6k6w1mtpGmE6Ao6MMJ0eR4e3oKG5XqyX4+Mjw8+WsYCIDBrftQKfT4ciRI8jIyIBer4e/vz9CQ0MxdOhQqOtfdmsjsbGxiI2NRV5eHmRZRkBAAKKionDJJZe0+bFQ2zh4SMai52SUllm3v04HbPwdmDQRCAlu1UPrthwcxOLtLdarq5XBbkMpE0NTSzc3kd2dlKSs2x0QAAQGiqwBNjAhIiIiIqK2VFUl4+Ah4PQZGUVFQFKyOLcxnKN05Jra9mSoz21vhgB4RQVQXl671P6/sLAucU2tNpTLlJGdDaS4NDwrOChQZHdzVjB1Jwxut0BCQgLefvttbN++HZWVlWa39+jRAzfddBMWLlwIBweHVj2WsrIyfP311/j888+RnZ3d4D7h4eG45ZZbcMcdd1gddJ80aRLS0tJafHyLFy/GrFmzGrxt//79mDdvXrMed9iwYVi9enVLDq3TOxtnW2DboKoK2LoNuGo6M7jbglpdWz+ttpRJTU1dKRN9sWhSmZFRV+PbzaRut0olwc9XRmCgGEgG+AMODhywEBERERFR68jOlrFjp6ixnZ4usrXd3YHwMJHIQy0nSeJ8T6MRSU+mKivFeaNhKSwEDCEfw6xgN5NZwe5uEkJCZISGiNKkPG+kro7B7Wb6+eef8eKLL6KkpMTiPtnZ2fjggw+wdetWLF26FKGhoa1yLImJibjvvvuQkJDQ6H7Jycn473//iz///BPvvfceAgICWuV4GuLS0Kc0tZgsi1Iktga2DaqqgJ27gJn/6JrTyDoylcpQngTwh7hiX14uAt16vciuz6odtDg5iczu3FxR502rFVfifX1FGZOgQHGV3tGRf0QiIiIiImoZQy+nv48Der2MpCSgohIIDQH8/Hju2JZEbe66JClAZHqXlNSdO16sNyvYzQ3wcJeRkwvEnhVJUv7+MiLCgYhwwN2dfzzqehjcboYdO3bg6aefRk1NXdO+yMhIjB49Gl5eXkhOTsa2bdtQViYijqdPn8bChQvxv//9D25ubnY9ltTUVNx8883Iz883btNqtRgzZgxiYmKg0WiQlJSEnTt3ori4GABw9OhR3Hvvvfjmm2+aPB61Wm1zaRVZlhW/GxcXF4wfP97q+6tUKqun0Gg03fslfPQYkJDYssfQ6YCMTBEgpfYjSSKI7eRUl0lfXgEU68WgpahIZHcDot6aIdidni6yJiRJ1F4LCgRiYqoRHNRN5gcSEREREZHdVFWJbO2EBBkZmUBmpphZ2ieqrgwGtS+1WmTQu7uLdcOsYMN5Y1o6kJomzhM93GXk54vzxv0HxMWJyAixeHoy0E1dQ/eODDZDVlYWHn/8cWPwVpIkPPXUU7jjjjugqldsKi8vD48++igOHDgAADh//jxeeOEFvPPOO3Y7lurqajzyyCOKwPbQoUPx5ptvIiwsTLGvTqfDiy++iI0bNwIQdbmtOZ5NmzbZfFyff/45Fi9ebFy/8sor4epqfdvkzz//HKNHj7b5ebujNevkpneyQmwsg9sdkaMD4OhTV9utslJcmdcXi6B3bq7Y7uBQF+y+eFHGhfjy2vImNQgKZGY3ERERERE1rbxcxuatQHq6jMQkUQLD0LSwu9TW7ozqzwoO8BeZ3Xo9UFhUmySVK/bx9ADydTKysoBDh8V5Zq9oILon4OLCc0XqvBjcttGKFSuMGdAA8PDDD+POO+8028/HxwerVq3C9ddfjwsXLgAANmzYgLvvvhv9+/e3y7Fs2LABp06dMq5HR0fj008/bbAEiJeXF9555x2UlZVh27ZtAIDffvsN8+fPx6BBg+xyPAZr165VrF9//fV2fXwSiotl7Nxpn8dKShYNLFg3rWPTakWDSkOTyqqquqloej2Qlye2u7pWwt1dBUcHGRcv1mV2+/qKzO6gINbsJiIiIiKiOnq9jD83izrb8QkiEzgqSgREqXNRq0VTSU9PsV5WJmZs6wqA/EQR6PZwF4HunBzg4CEJoSEyekUD4eGARsPzROpcGNy2QU5ODn744Qfjenh4OO69916L+zs6OuL555/H/PnzAYhyHStWrMDSpUvtcjzffPONYv25555rtLa1SqXCiy++iJ07d6KqtuXusmXLsHLlSrscDwCcOXMGsbGxxvWQkBBmYbeSrGyguqbp/awhy6JmF4PbnYtGA3h5igUQwe6SEqC8XIXCItFURJbF39XdmNkNaE/WNagMCqoLdnMQQ0RERETU/eTlicB2fr6MCxeAqmqR0WvDBGzqwJycgMBAsZSXiyB3gQ5ITBSBcC8vGUV6ICVVJED1jJLRry/g48PzQ+ocGNy2wZYtW1BZWWlcnzNnDrRabaP3GTt2LHr27In4+HgAol53SUlJixss6vV6HD9+3LgeEhKCcePGNXm/wMBAjB8/3pi9vXv3bhQWFsLDwz6XY02ztmfOnGl1/WyyTWmp5dvUKg9E9Fxntq0xScli8NLES5o6MI1G1E1zchJ18vX6ShTVZnXri4Dc2sxuRc3ui+J+arUE/x51we4efmIbEREREVF78fDwwC+//GK2jezn4kVRiqSgQMaFeJHVG9NbnDNQ1+PoKBKbAvxFRndePpCfJ0peOjoCPt4yiotFM8qAAKBfX9GIkolQ1JExuG2DrVu3KtanT59u1f2mTZuGFStWAADKy8uxe/duTJ06tUXHEhsbi+rqauP6kCFDrL7vsGHDjMHtyspKbNu2DTNmzGjR8QBAVVUVfv31V+O6JEksSdKKnJ0t3yapHODqdplNj3fkKPD330BQMBARBoSFNf4c1PFpNBK8PGVFZrdeD2PA21Cz28kJcHeXkZcnGo+o1YBWKyEwQEZwsKjZ7eMDXqgiIiIiojbl4OCAyy6z7byGrJeVVZexnZAogps9o5jw1F04OQHBQeJ8T18sylxmZgEZmaIcTVHtbGBnZwkxvWX07QO4ufGckDoeBrdtcPjwYeP//fz8zJo2WjJ06FDF+sGDB1sc3K7fRBIAAgICrL6vv7+/2fHYI7i9Y8cO5BqiZQCGDx9u9e+IbOffA1Cr7FeaBBCPlZoqFuwF/P3FVdrwMIAJEp2fRgN4eYkFEA0qi2qzugsKgOxs1DaiFGVM8vJERr9KJQY0QYEiszs4GPBw56CGiIiIiKizKiiQsWkLoKvN2HZ3ByIjRKILdS+SBLi7iSU0RGRz5+QA5y8ATo6Ar58MvR44cVJCz54yBl7CkiXUsTC4baXMzEwUFRUZ1/v162f1fU0bSBoaTLZEWVmZYt3BhmLJjibzi86fP9/i4wGAdevWKdaZtd26XF0ljB8vY/uO1nuOrCyxHDwkAqIR4aLBhK+P+AKkzk2rBXy8xQIA5RUi0F2kFyVMMrPE39nVVWR25+QAF+JrBz/uQEgwjJndTk58QRARERER2VNxsYyc3CqUlMiorpbRw0+Gq2vLx90lJTL++BPQ6WTEx4vxflSkSGqh7k2tFiUq/XyB4mIR5E5PF72bfH1llJUB588DYaHAgAHiXJAzfKm9MbhtJUPNbIPg4GCr7+vn5wetVmus152QkNDi4zGtM1ZYWGj1fU33Nf3ZmiM/P99Y6gQAnJ2drS7bYup///sfli1bhsTERBQUFMDFxQXe3t7o168fRo4ciauvvpp11mrNmilh+w65xY/j6yumIMmNPJROJ5a/j4vBT3iYCHYHBHAQ1FU4OgCOvuL1IMui2UhRkViyssSARq0G3NxEZnd2tqjFJkkSfH1lBAeJaW0BAazJRkRERETUHLIs4+gxYM1aGTt3A9XVBcbb1Cpg/HgZs2ZKGDqkeUHF8nIZf24C8vJFxraDAxAVxXM6UpIkcd7n5iZm/ObkANk54l9vL6C0VEZKKuDnJ2HIIBnh4QxyU/thcNtKmZmZivXAwECr7ytJEgICApCamtrgYzWHaWkRW7Kvz507p1gvKChocZPL3377TdFs88orr4Sbm1uzH6u+srIy5OXl4cKFC/j111/x5ptvYt68eXjggQeabOjZ1Q0dIq6wJyQ2/zG8vIDrrgEqKkU5kuRkUXe5qsryfYqLgTOxYnF0BEJDRZ3u4GDWZ+sqJEnUYHNyAnr0EMHukpLaYLceSEsX27RakdWdmyeC38e1bE5JRERERNQcZ+NkvPKabPH8rroG2L4D2L5DRlQk8NwioE+M9ePsqioZW7cBWdkyztdOKI/uCWhYioQaodWK8zp/f5EUl5UN5J0Vs3mL9GKGr6+vhGFDZISFMchNbY/BbSuVlJQo1m0NBLu6uhr/X1VVhfLycrPyILaIiYmBm5sb9Ho9AODYsWPIz8+Ht7d3o/eTZRk7dpjXsWhpcHvt2rWK9dYsSaLX67F8+XLs3bsXy5cvh4+PT7Mfq7N/6EqShOeflfHgIzUoLa3bLss1qK7OU+yrVvtAkpSX4zUa4PLxgEolwckR6BUtlqoqGRczgKQkIDlFdFG2pLwcuHBBLGq1KFURES4aUrJURfuz12u8/pX7IADV1aKLtiGzO6/25WbanFKjkaDRAIGBMkKCJAQFsTklkT3Vfy/xfUXU9fE9T91NTU0N8vKU5zU+Pj5QdcE04wMHZSx6Xlac1zUmIRF46FEZr70sYdTIpj8PZFnGrt0S0tJrEJ8gkpliegMODvwsIetoNCLA3aOHDJ0OyMwUJUrc3AC9XkZengQ/X2DoUFG2hN9TtuF3fPMxuG0l0+C2rYFp0/2Li4tbFNxWq9W4/PLLsWHDBgBARUUFPv30UzzxxBON3m/9+vVITk42227689ni/PnzOHnypHE9JCQEY8aMsflxhg4dikmTJmHIkCHo2bMnPDw8UFlZiezsbBw5cgQ//PADjhw5Ytz/6NGjeOCBB/DFF180+3fpZeis14mNHgW8/24FHnm8yDgQqq7OQ9zpvor9YvrHQqPxM65rNMBV0xwQGtLwZfrevcRSUyMjM7MG8Yk1SEioRmGh5dol1dUiGJ6cIoKhQUESoiLViIpUwcOj6w1AOzonJ6dWfXxXVzG4AYDKShmFRTKKCmUUFMrIz5chSYCLiwQPDwnFJRIyMyWoT0hwcpIQGqJCaKgaYaF8bRDZi6enZ3sfAhG1Ib7nqTvIzs5G7969FduysrJalODUEZ0+U4VFzxdYHdg2KC0FFj1fgy8/80T/fo2Hd/buq0BaeiXS0qtRUSGjfz8N3NwYQKPmcXYWCUy6Ahnp6TVISJTh4SGhslIF/S4V/P1VGDdGixAL8QZqHL/jbcPgtpXKy8sV67aWwzBt+Gj6eM1x1113GYPbAPDpp59i0KBBmDp1aoP7nzp1Cq+88kqDt5k2qLTFmjVrFOszZsyw6SpTZGQkfv31V7NBCyB+b66uroiMjMSsWbOwdu1a/Pvf/zb+/o4ePYrly5fj8ccfb/bxdwXjxjrgy8888cyzepy/UN3k/j4+EiZPdECPHk0HFVUqCUFBagQFqTFujAZ5+TISEqqRkFCN7BzLgW5ZBtLTa5CeXoPdewA/XwlRUWpERanh6yPxSmQXo9VK8PWR4Ft7nlFeLoLdhYUycnJqcPGiqOPn5ibBw11CTo6Ec+erIEkSPD0khIaqERqqQmiImhn/RERERNRtyLKMZ57V2xzYNigtBRY9p8faHz0tnmMlJFbjyNEqpKTWQKeT0buXmoFtajFJkuDtJcHLU4JOJyMtvQZnYqvh4VEDvV6FrKwaRESoMW6MFj4+TGii1sPgtpVMM4Pr15e2RkVFRaOP1xwDBw7ELbfcgtWrVwMQ5U4eeeQR3HDDDbjxxhsRExMDtVqN5ORkrF+/Hp9//jlKa78xXV1dUVxcbHys5pYkqa6uxi+//KLYZmtJkoCAAAQEBFi17/XXXw8HBwf885//NG778ssvcccddzTr6r1Op7P5Ph1VcBDw+Scyjh5T4ZtvgbjTytslCQjwF80CR4+SIUkVjZYbscTVBRhwiVj0epGlnZQMZGQ03pAyJ1d0+j54qApubqJ0SUQE4N9DBNDJfgwZ2y25aGUP7m5iCQ4SXbWL9KKESUqqyPJXq2v3cRevIScnCZIkOnOHhEgICRb1vlmvm8gySZKMmR0FBQWQG/sgJqJOj+956m4KCgoa3NaVei8dPiLj/IWaFj3GufPV2LZdh2FDzcfNRUUyfv1NRlaWjNRUIDQEcHKqbta5IJElzs5AdE8ZBQXAxQzgxEnAyxMoKADi4iTE9JYwdCjg6sJzO0u603e8vasoMLhtJdPgr62Z16b716/B3RKLFi1Camoqdu7cCUDUJPv+++/x/fffW7zP7NmzkZ2djb/++su4zcPDo1nPv2vXLmRnZxvXR4wYgfDw8GY9lrWuueYarFmzBrt27QIgSqps3boVN9xwg82P1RU/LIYOAcJCVfh0lXL7TTcCBYUiuAjY52d3dQX69RVLWZmosZyUDKSlieClJXo9cOq0WBwdgfAw0V05OEiUS6HmM83W6CivcWNzSj/z5pSpaWKbg4MMdzcgNxdIvyjjqEZkhAcGyggJFgNxDw/WHyOyRJblDvOeJ6LWx/c8dQcNvca72mt/zbqWBbbrP87QIcrs2KoqGVu3A4VFMpKSAS8vwM+v45wjUNfj6SnO2fLygYsXgdNnAD8/GRUVMs5fkDBwgIxBA0VvJrKsq33OtTaGkaxkGtyun/Vsjfr7azQau2RuA6Jsx8qVK/Huu+/iiy++MMsQr0+j0WDhwoV44IEHFIFglUoFNze3Zj3/unXrFOut2UiyvhtuuMEY3AaAvXv3Niu43Z04aFv3y8PJqX5DSiAtHUhOFlm6jV0LKi8Hzp0Xi0YDhIQAEWFAaKgIfFPXI0niwoirKxAIcSFEXwzoi4DCIiC3tmeQszPg4S4jL1+8liQJcHeTEBIiIyREXAxhAxwiIiIi6qyKi2XU5qm12F9/icdzda0bHx88DGRmykhMFLMmw8LEmJqoNUkS4OsDeHsBWdlAVhaQlwcE+MuorATOn5cwepRIcGPiEtkDg9tWMi2bkZmZafV9ZVlW7G9tCQ5rqdVqPPnkk5g7dy7WrVuH3bt3IzExETqdDs7OzggKCsL48eNx/fXXIzo6GrIsIy0tzXj/nj17NqvbdFFREbZs2WJcd3Z2xvTp0+3yMzVl6NChivX09PQ2eV6yjkZTW3YkHKipATKzRHAyOVkEMS2pqgKSksQiSUBQIBAeDoSHiUAodU1qNeDpIZYQAJWVIqvbEOjOzDLU6xbB7pxcIPasKGfj7y8jNERcFPH14eCIiIiIiDqPrGyg2j6J26iuAbJz6s6bEhJlnD4tIy1d1OWO6Q1o2NuP2pBKBQQGiPO0zExRriQ3DwgNkbF5KxAaIoLcXl48h6OWYXDbStHR0Yr1+sHhpuTk5ChqdPfs2dNux1VfYGAg7rvvPtx3332N7peYmIjCwkLj+sCBA5v1fL/99pui3MrUqVObnQFuK9P62vn5+W3yvGQ7lUoEqYMCgVEjYczCTUoGGvuzyTKQflEs+/aLOszhtQFzT09mHHRlWi3g4yMWWQZKy2qD3YViRkBqGuDgIALd+fmiDI5aDTg7SwgNqQt2OzryRUJEREREHVdzm0haUlIi/i0slLFrtzjfyskBwkKBZrbZImoxrVbMzPbzE+dyF+LFOX15hYyLGRIu6S9jyGBRkpKoORjctpK/vz/c3d1RVFuw+MyZM1bf9/RpZWe/1gpuW+vIkSOK9UGDBjXrcUxLksyaNau5h2Qz00Z59irzQq3LMD3J10fUBi8qqgt0Z2U31ZBSLEeOihpe4WEi0N2jBwPdXZkkAS7OYgnwry1hoq/L7M7JrStz4uEhIy9PlLiRJJHVHRYqanX7MKubiIiIiDoYZ2f7Pl5CooyePWVs3SahqEhGSirg7Q34+tr3eYiaw8kJiO4pmkympQFnztSVKolPkDBurIywUJ6zke0Y3LbB8OHDsX37dgBAbm4ukpOTrWqeaBpMHjlyZGscntV+/fVX4/+1Wm2zSokkJibi6NGjxvXg4GCMGTPGLsdnjZSUFMW6L7+tOyV3d+CSS8RSWirqcycnA+npjU/PKywETp4Si7MTEFab0R0UKDJ4qetSq8VV/tom0igvF0HuokIgI0O8drRaEejO14n1Q2rAxUVCWKiM0FDW6iYiIiKijsG/B6BW2a80yeL/AkuXASHBMtRqUdYvLJTJQNRxSJJobOrhAWRkihKUeflAeJiMPzcBPaOAMaPFrFwiazG4bYPJkycbg9sA8Pvvv+Pee+9t8n5//PGH8f+Ojo649NJLW+PwrHLhwgXs27fPuD5p0iSzEh/WWLt2rWJ9xowZbZoVuWPHDsV637592+y5qXU4O4s6cDG9Rc3l+g0pG+mTitIyIC5OLFqtyNINDxf/Oji03fFT+3B0BHo4Aj38RH334mJx8aOwCMitzep2q5fVfTYOUKslBAaK8iXhYYCHBwdORERERNT2XF0ljB8vY/uOpve1ll4vxryAyJQtLASiIgF/f1EykqgjUKlE0pGvjzjnP38B8PEGqqpkpKVLGD1SRq9enH1L1mFw2waTJk3CSy+9ZKyf/cMPP+DOO++EVqu1eJ+9e/ciISHBuD5hwgS4tGOxq1dffRU1NeKysEqlwoIFC2x+DFmW8csvvyi2XX/99XY5PmsUFRXhq6++UmwbP358mz0/tT6tFoiMEEtNjcjITUoGklPq6sg1pLISSEgUi0oFBAWJ4GV4GGvMdQcqlZgN4O4uGlMasroLC0XzkrR0ccHD01PU6k5JAfYfALw8Ref48DDDoJ8DKCIiIiJqG7NmSti+o5H6jC1QViYasceeFclEkRF1gW7GDKkjcHQUpUryanspFRaJmQd/7QLOx0u4bJwMd3e+WKlxDG7bwM/PD3PmzME333wDAEhOTsZHH32EBx98sMH9y8vL8corrxjXJUnC/fffb/HxU1NTMXnyZON6SEgItm7daqejBxYvXozdu3cb12+55RYMHjzY5sfZt28f0tPTjevDhw9HREREs44pOTkZPXr0gLOVxcbKy8vx2GOPIS8vz7itb9++bVoShdqWSgUEB4tlzGiRjZuULLK6dQWW71dTI74c09KAvftEbe6IcBHANJS0oK7NNKu7SC8C3QUFQHZ2XTDc00NGdg5w4qRoQhkWKmp1syklEREREbW2oUNEwDkhsfmP4eMtgtdp6Zb3KS0FzsSKxcWlNpkoUpRGYaCb2pOhN5eHu3gNJyWLYHdFhYycHAmjRsqI6c0sbrKMwW0bLVy4EOvWrUNxcTEAYOnSpXBxccEdd9wBVb05Pnl5eXj00Udx/vx547arr74a/fv3t+vxLF++HEVFRZg9ezZ69erV4D7Jycl47bXXsG3bNuO2yMhI/POf/2zWc65Zs0ax3pKs7a1bt+Kjjz7CrbfeimuuuQZRUVEW9z148CBeffVVRTNPlUqFp59+mh9y3YQkiQ7Lfn7A8GEiSJmcIr78srMbv292tlgOHRbB7YhwUb7Ez5eDue5ApQI8PcQiyyKLpbAQKCgUryFADPI9PWTodGJanEolypdEhItahcwYICIiIiJ7kyQJzy0CHnpERmmZ7fd3dgKeeQo4Eysh7pyMC/EikK3TWb5PSQlw+oxYXFxEcD0qUpxn8dyI2othBre3N5CaImYchATL2LUbSEoWWdwuLnyBkjkGt20UEBCAd955B/fffz9qamogyzJef/11fPfddxgzZgy8vLyQlJSEbdu2oays7pupV69eeOmll+x+PEVFRfj000/x6aefIjw8HIMGDUJgYCAcHByQm5uL06dP48SJE4r7BAUF4eOPP4abm5vNz1dcXIxNmzYZ152dnXHVVVe16GfIzc3F0qVLsXTpUoSEhKBfv34ICgqCu7s7qqurkZ2djSNHjiAxMdHsvs899xzGjh3bouenzsvTExjoCQwcIAZoKaki0H3xosjUtaSgADh+QiwuLiKbOyIcCAxkHbruQJJEZouzMxAQAFRV1QW6s7JFCRMHB1Gn29DJ25BNEF57UcTXh5kDRERERGQffWIkvPYKsOg52wLczk7Ay/8B0tIlFBfLKC4Ghg4WY9yCAiAxSWSE5+dbfoySEuDUabG4uoogd2Qkk4Co/Xh6AG59gdQ0kYikKwAqK2VkZUkYN0ZGz558YZISg9vNcMUVV2Dx4sV48cUXUVpaCgBITExsMPgKAP369cMHH3zQrGCyLZKTk5GcnNzoPiNHjsTbb7+NgICAZj3H77//bvyZAWDq1Kl2/bnS0tKQlpbW5H5eXl545ZVXMHXqVLs9N3VuLi5AnxixVFTUfhEmi39ry+Q3qKSkrg6dgwMQGioC3SHB4soxdX0aDeDjIxZDU8qC2vIlOTmAWi3Kl+Tly8jKBo4eA9zcJISHi6zuAH/RpJKIiIiIqLlGjpDwwfvAoudlZGY2vX/PKODZZyQUFQF5eTKSkkXyhr+/uN3TExg8SCy6AiAxUQS6G8voLi4GTp4Si5ubCHJHRRoSO1r8IxJZTa0W5+VeniLAfSYWCAuVsW2HSGgbN5YlJKkOg9vNNHPmTAwaNAhvv/02duzYYWwyWV+PHj0wZ84c3HfffXBwcGiV4xgzZgzi4uJw5MgRlDTSaW/AgAGYP38+rr322hZlG65bt06xPmvWrGY/FgCMHj0as2fPxsGDB5sMzANAaGgo5syZgzlz5sDb27tFz92Vubu749NPP1Vsy8t3b6ejaXsODmKw1zMKqK4WmbjJtQ0p612bMVNRAcTHi0VdW+s7vLZOt5NT2x0/tR9FU8pgUb6koEAEu5OSxKDezVU0pczLA06frq3THSYjMlzU6dZoOMgiIiIisoeGzmvc3bvueU2fGAlXTpHx1TcN365WA5ePB66fIWHoENGPaM9eICNTNFPvE9NwENrLExgyWCz5+XUZ3QWN9DDS64GTJ8XiXi/Q7cNAN7UhT0+gn6uYpZ2YJF6z1dUysrMlTJggI8CfL0YCJFmWW6ctbzeSn5+PI0eOICMjA8XFxfDz80NYWBiGDRsGtVrdJsdQWVmJM2fOID4+Hrm5uSgrK4OLiwuCg4MxePBgBAYGtslxtERRURHOnTuH9PR05OTkoLS0FGq1Gh4eHvDz88PAgQObnXFuSX5j87O6mC+/lpGQKKOoCOjXt72Ppn3Isqi7nZQigt2FhdbdT5JEo5XwcHH1uCOPpyVJglNtJL6srAz8iLefioq6hpRFevF6cnYWJwteXuICiEYjITQEiIgQdbqZTUCtTZIkeHl5AQB0Oh3f80RdHN/zRF3fw4/V4OixuvXZsxxwwywn1FTr4ecnw9VVjC+rq2X8vB5IS5MRdw4IDBBlFq0lyyKLOyFRLNaeG7m719Xo9vZmoJvaTn6+CHKr1aI2t7u7uMgzaKDol9TZdafveHsnqzK4Td0ag9vdlyyLIGVSsgh05+Raf19v79qGlGEdL3OBwe22UVUNFNUGuguLxAwBR0cR6Pb0FPUKVSoJQUFAZG2dbjY/odbQnQbBRMT3PFFXV1UlY/q1Muq178IH77lj4hUOZu/54ydkHDgo42ycWI/p3fz+QbIsAoeGQHdRkXX38/Coq9Ht7dWxzouoa6qoEBncJSV1F3SCgyRcPh7GCz+dVXf6jrd3cJtlSYioW5IkkW3r5SXq0BUXi7IlycmijElj3yP5+WI59rcoUWFoMhjgz4aU3YVGLS5yeHuLOt1FehHozs0DMrNEvXZPT9GQMjUVUO2TEBAganSL7P/OPfAiIiIiIvs7fwGKwDYADBlsHrYpLpZx7G8gO0eUXewT07LzEEmq60EzbCiQl19boztBjHMtKSwE/j4uFk/P2kB3hBgjE7UGBwegdy9Riudihnh9VlbKWPeLhPGXyQgP43lWd8TgNhERRKZtv75iKS8XjSiTkoG0NKCqyvL99MXA6TNicXQUpSjCaxtSavgJ2y2oVKKjt6cHIIfWNqQsEI17cnLE68DDQ4auAEhPB/YfAPz8xMA/MgLw9OQAjIiIiIhEI8f6wsIAb2/zqPXBQ0BJiYyMDDGudHGx3zFIkmgg6Vsb6M7Nq2tGqW8k0F1QIJJ/jv0tEogMge7aRFQiu5EkIChQ1IJPTBLNJiPCZWzaLBLXhg3tGmVKyHoMvRARmXB0BKJ7iqWqCrh4UdTpTkkxz6Sor7xcZFucvyDqgIXUNqQMC2VDyu5CkkRneTc30ZC0tFQEuXU6IC9PvC483AGdTkZWFnDosMhsiYwQJwBeXmhR018iIiIi6rxOnFBOHx00wHxcmJEh40K8jPSLdUG+1iJJgJ+vWIYPEw0sExJFsFtfbPl+Oh1w9JhY6o91PT1b71ip+3FzA/r2ETOw4xPETGpZFs0mr5ggw9mZ51XdBYPbRESN0GhExkRYmCg/kZUtSpckJTeeuVBdXVvmJEUMCgMC6up0u7m13fFT+5EkkUXj4gIEB4kLIzqdCHYnJIqMb3d3wCtfRk6OGPx7ekqIjJARGSmyZRjoJiIiIuo+Tphkbg8YoFyvqZGxd7+YKZiXJ85R2mq2qCSJLHE/P2DEcDFDMSFRZM4WNxLoNpR0PHoM8PEW9bkjI8WsR6KW0mjEhZPsbCD9IlBcImrXr/tFwqSJMgL8eT7VHbChJHVrXbWhZE5ODmJiYhTbXnn1LLJzfdlQ0k4MTVeSU0SgOy/P+vv6+tTV6bZ345XKSqCqyhGVlUCNXA4XZ1GXjDqW8nIR5C7QiQGYJNUGur3EQF+jEXW5DdM5/fwY6KaGdafGM0TE9zx1Pw2d18TFxcHPz6+djqj1ZGbJmD1H+Z7++gsVhg4RBax1Oh1OnqrBvv0yYs+K8WNM7/Zv4ijLIrBoCHSXlFh3Px+futIlHgx0kx3o9eI1CIgLKB7uEkaOAC7p3znOpbrTdzwbShIRdQD1m64MGSy+SJOSRbA7M7PxhpS5eWI5ekwENMPDRFZ3jx7NawQjy0BGBnDmrMgql+VyxXFGhIvpWoGB7T/4JcHRUUybC/AXHb8LakuXJCfXlTbx8pSRnw8cPwG4u0mIjJQRGSFeJ51hcEZERERE1jOtt+3mJsbxBiUlMo4cFRnTpaUdI7ANiGPw9xfLqJFipquhdElpqeX75eWJ5fARwNe3LtDt7t5GB05djpubaK6amAScPw8EB8nYfwDIyZFw2aUyNJoO8IahVsHgNhGRHbi5iSvCl/QX5SdSUkWgMi1dlCixpKgIOHVaLE5OYmphRDgQFARo1E0/b04usHOXCIw2RJbFl3tiksgKHn+ZqJlHHYeDgwhY9+ghMu8NzShT08Ti5gp4ecnIywdOnATc3CREhMuIigL8GegmIiIi6hJOnlRmxwwcoGyKd/iICHCnXxQJNq6ubX2ETZOkugSO0SOBzCwR5E5MajzQnZsrlkOHxblKZKQIdrOcI9lKqwV6RYu+WWnpYpZsTY2MgkIJUybJcHXluVNXxOA2EZGdOTkBvXuJpbJS1P5KShYNKSsqLN+vrAw4d04sGg0QGiJKl4SGAo4NlBZJSwe2bhNNL62h0wEbfwcmTRTNLqnj0WrrahlWVdWVLklNExdM6md0nzotAt2RETKiIpnRTURERNSZnTipXB9wSd24LiOzGnHnZFy8KNaDg9rwwJpJkoDAALGMGglkZdWVLikrs3y/nFyxHDoM9PCrq9Ht1gGD+dQxSRIQHCx6HyUlA3HnRB3un9dLmDyJdbi7Iga3ibqZmmqRSay2IiuYWk6rFZnYEeGiIWVmJpCUIrK6G2u8UlVVl3Ft6IIeXtuQ0tVVDPhsCWzXf9yt24CrpjODu6PTaOq601dV1WV0p6XXZnS7iYzu/HwxjdUQ6O4ZxRrdRERERJ1JaamMc+eU2wbWNpOUZRl/7axEcYmMnFyRAKPVtv0xtoRKJUokBgYCo0eJc6KERBF4bCzQnZ0jloOHRCKHoXRJR8xap47Hy0uUg4xPAM7GAVGRMjb+LmHcWBkxvXmu1JUwuE3UTag1gLubmO4VGysCpaxn1rZUKlFuJChITNPLzRNB7uQU0ZzSElkW2d/pF4F9+0VNuuJi2wPbBlVVopTJzH90jDp91DSNRvzdfQ2B7kKRiZ+WBqSmmge6RTNKUbrE14eBbiIiIqKOLPYsUF1Tt65WiZ45AHD+fDWys2uQlgY4O4kkhs6s/jnRmNFAhiHQnSSarluSnS2WAwdF2ZPISBHodnFpqyOnzsjZWdThTkgEzl8AQkNl7Nwl6r2PGqks/UOdF4PbRN3EiOHAqdMSnJ1lJCeLD3ZXF8DLG/DyFHV/qe1IUl1W7rChQGGhCHInJ4vadI3JzW358+t0YiAZFNjyx6K2pdGIgLWvj0lGd22g271eoPv4CcDTUwS6e0YB3t4cvBERERF1NKbNJKN7AS4uEqqqZOw7UIl8XQ30eiC6Z9dKTlGpRImV4CBg7GjgYoao0Z2U3HigOzNLLPsPAAEBIqM7IgJwcW6rI6fORKMR7520dFEqtLRUzIgoLJIwcYIMrbYLvam6KQa3ibqJiHAJvXsDu3dLcHCQka8T2cLp6SIo5uZaF+jubNPcugIPD2DAJWIpLRVfukkp4u9TU9P0/ZsjNpbB7c7ONKNbVyAuXBibUboB3l4y8vKAY38D3t5AzyixeHhwEEdERETUEZw4oWwmOai2JEnsWaCgoAapqTVwd+/aM29VKtEXKCQYGDtGNAQ0lC5prG9RZqZY9u0XZU+iIkSg25mBbqpHpQLCQsXrIjVVXDypqZHxW7GEqVPYaLKzY3CbqBvxcJcwfZqMs3ESYmOB3DwZ1dUi8zM/XwS509JE5qe3N+Dpydrc7cHZGYiJEUtlpQhSJieLL+GKSvs9j2GgyKz9rqF+je7Kytr3tU7MCEhJFSdD3t4ycnOBw0fElFZDoJuDOSIiIqL2UVMj4+Rp5bYBl0goL5fx999ATo6M0lIZvaK7VtZ2Y1QqICRELGPHiPKMiYninKix86GMDLHsOyAaWRpKlzg5tdWRU0fn5ws4OogLJ3HngOpqGet/kzB1sgxf327yBuuCGNwm6mYkSULfPqKGW74OSEgQi85HFpmfOrE9KVkMnjw9AW8vkVmsUrXvsXdHWq2YZhcVKRqBnr8A7Nlrn8eWZaCkhMHtrkirFcFrPz8R6Da+r5OAFJV4P+t0MrKygIOHJAQEyIiOEicATk4c1BERERG1lZQUUaKwvgEDgBMngZJSGWlp1fD1VcHFRYIsyw0/SBemVouM27BQcT6Uni4Ck8kpYpzbEFkWJU4uZoiM7qBAMc6NCGegm0TST0xv4EK8CHD3jJLx20YJE6+QERbKc6HOiMFtom7M20uC91Bg6BAZeXkS4msD3X56GZWVIps7L18MHtRqEej28RalDrpL1kBHolaL3789WRoQUteh1Yru8j16AOUVtYFuxftaRkGBmPq5d7+EkGAZ0dFAeBhYf46IiIiolZ0wqbfdww9wc5Vx6rSErCygqhoICVEB3S+ubUatBsLCxFJVDaSnAQlJIqO7qqrh+8iyyPxOvwjs3ScaWUZFikC3o2ObHj51IE5OIsCdkACcOw9ERsjYtFnCuDEy+vblOVBnw+A2EUGSJGPd3hHDZWRlS4iPF8Evf38ZZWUi6zMvTyxarcjm9vYRHbsZ6G479q6Hzvrq3Yujg+guH+AP4/s6P1+8rzUa0YiysEiUMdFoJESEi0B3cBCgVvONTkRERGRvJ04qo9YDBwLH/pZQViYjMwsIClLByVFCWVk7HWAHpVED4eFiqaoSzQITE0VGd6OB7nSx7NkLBAeLGt3hDHR3S1ot0KuXmLUenwCEhMjYvRcoKQWGDhFxEuocGNwmIgVJkozBr9GjZKSnS7iQIMoZBAXKKC6uy+jOyhZXPH18RLCb5S1an4uLuJhgrxmJ+w+IJpbBwbxI0d04OYkpmoEBoolpfr4IdufkiPeyt7cMvV5M13NykhAVKQLd/j040CMiIiKyl5MnlevRPUWphIxMsR4UyNqQTdFoRCZ2RG2gOzVNBLpTUhsPdBt6Tqn2iWSOyMjaQDfPa7sNlUrUZU93EK+FqkoAkFFSKrK4VSqe93QGDG4TkUUqlYTQUCA0FKgaKyM5WcL5ePGhHxIiMjzz80Q5g/R0UbvKh40oW5WDgxi0JSbZ5/EMU/Q8PYH+/cRgmtnc3YskiYsmLi7iIkdxsbh4lZMjOs87O4tAd1ERcCYWcHeX0CtaRnRPwNOTgz0iIiKi5iookJGUrNwmAygrk5GTI0posEycbTQaEayMjKgNdKeKGckpqaJmd0NqakRAPDUNUO0FQoJF6ZKwMCZwdQeSJP7mWq2IdVRWAbIso6xUwhUTZGg0fA92dAxuE5FVNBoJPXsCPXuKwVZCooQLF4DMLBnV1aKOb16+mNKjUgFeniKjm/W57a9vH/sFtw0KCkQNusNHRO2xfn3F3466F0kSf3c3NyA0BCgqEhndGRniApabG+DjLUOnA44eE3W8e0UDPaPYiJKIiIjIVqdOK9cdHIDKCpE8pNGIGXPUfBqNyMaOjBS9hlLTRKA7tYlAd0qqWNQqICSkNqM7jElAXZ1/D0CrETGNqtoAd3mFhCmTZDg68lynI2Nwm6gLcnV1xRtvvGG2zV6cnCT06ysCoIWFwPkLYvH1lVFRIYLceXniXwetqM3t483O1PYSGAh4eYkLCs1lqbRJRQVw8pQYaEeEi2xuf39eoOiOVCqR0e/pKQb/ugIR6E5OEYN9T0+RbZSVBew/ICE0VEavaNHJntkNREREZA+tfV7T3k6cUg7I6/dFCQ8DSyLYkVYrsrGjIkWgOyVFBLrT0oDqmobvU10jxr7JKbWB7tDajO5QBrq7Km9vcVEkPgE4fx6oqZGx4XcJ06bKcHHh+7GjkmTZXpVbiTqf/Pz89j6ELkOWRcOTCxfEF0FFhajPnZcnBmfV1YCra119bpYtaZmcXGDj75ZryDVGowGmThHB8dNnRNZ2Y3x9gP79xUCOfzeqrBQXrvLzRa1ujaa2way3eI87OEiIihIZ3QH+rM/d2iRJgpeXFwBAp9OBwzqiro3veaKu5aFHa3Ds77r1QQNFEkt5uUgkUqkkONVmCJWVlfE93woqKkTihiHQXWMh0F2fWi1Kd0ZFitmODHR3PSUloveQRg1ERwO+vhKmTwM83Fvv3KY7fcd7e3vb9fEY3KZujcHt1lFVJSM5RVzpTEsX6wWFItBdVCSygD09RdCUZUuaLy0d2LrNtgC3RgNMmihqigF1HcNPnxHT9Brj7AT06SMWF+fmHzd1HaWldYHuykrRZd6ndqaGgwPg4SGhV7QIdLu34kCwO+tOg2Ai4nueqCupqpIx7RoZ5eV12y4bB+iLRb1ob2/xnmdwu+1UVIgs7cREca5lbaA7zBDoDhXnW/Y4jpISMb7WakVvHNb+bntlZSLADYjzGR8fCdOvBLy8Wue8pjt9xzO4TWRHDG63vpISGRfigXPngfx8WWR95omlrFx8Sft4Az6+7ErdHDm5wM5d1pUo8fICxl8G+Pk2fHtBgWgYeO584wFzlUoM3vr3t/xY1L3IMqDXi/e1rkCcCLi5iQtYXl7iNRMUKKF3L1GzkI2R7Kc7DYKJiO95oq4kNlbG3fcp38NjRot/+/YRCUAMbref8gogObku0G3Nr16jEYHuyEiR0W1LoFuWRZ+bM2fF89Z/PkkSJSP79hElKpkc1nYqK0UJ1qqqugD3tKkik9veutN3PIPbRHbE4HbbkWUZubkicHohHigvF2VLcvNEYLa6GnB3F8EwT08RDCPryDKQkQnExormFw0OhPoCgQHWDYQqKoBz54DTsSJg2Rh/f1GXOyKcfzMSqqvFhZK8fDFTQ6USAW4fb/Ee12olREUCvXsBAQEsW9JS3WkQTER8zxN1JT/8JOO9pXXvYXd3ILqnSCKpfZszuN1BlJeLgHNCkpj1am2gOzxMBLpDQkR5C0vsmbBE9ldVJQLcFRUiwO3lJQLc/v72PY/pTt/xDG4T2RGD2+2jftmS1DSgulqGTicC3Xq9mNrl7Q34+rL8ha0qK4GqakdUVgCyXA5n5+ZPYTN0Cj99RmQRNMbVVWQS9IkRpSmIACgazJYbZmr4iMWxtmxJ714i0O3qyiB3c3SnQTAR8T1P1JW88J8abN1Wtx4QAPSMFCUADdf+GdzueMrKROmShETg4kXrAt1abb1Ad7Cyj5E9Sk1S66uqBuLjxd+/ZxTg7S1hymQgOMh+5zDd6TuewW0iO2Jwu/0VF8s4fwGIOwcUFoqac7m5IiBWWSnqi/n6sgmltVprAJyXJ4Lc8fGWu4kD4m/UK1pkcxsyTohkGSguqS1bohPZ3fXLlqjVEkJDgN69xcBfrWag21rdaRBMRHzPE3Uls26sQVZ23XpYKDBiuHIMzeB2x1ZWJmbOJiYCFzNsCHSHiwx9Rwfgj022BbYNNBrgqunM4G5L1dXiokZxsQhwe3lJmDIJCA21z7lLd/qOZ3CbyI66anA7NzcXY8aMUWzbt28ffH077jefLMvIyADizovBQWWljMJCMUXL0ITSy0t8ebu4sM6YJa09AC4rA87GiRIoJaWN7xscJOpyh4bw70V1ampgNlPDy0sEul1dAWdnCdE9gZgYwLuVmrV0Jd1pEExEfM9T99MZz2uskZklY/Yc5ft38GBg6GDluJnB7c6jtLQu0J2RaV2gW5Ks288SLy9g5j94rtWWamrE37iwSFyg8PGRMHkSEGaHAHd3+o63d3DbDn1ciaijEfWtc822dWSSJCEoCAgKAsaMkhGfIOFsHODpKZpQ5ubVZnTnAc5OtdncPo3XLiP7c3ICBg8CBg4QX+qnzwDZOQ3vm35RLB4eQL++ovSEVtumh0sdkEpVV5qkvKK2wWyueH87OQG+vjKKioCTp4AAfxHkjopkE0oiIqLuqDOe11jj5EnlulotxjsMUnZezs6iTGPfPiLQnZhUF+i2pKUvZZ1OPH5QYMseh6ynUonyMknJIosbkLFlq4TJk2S7BLipeRjcJqIOx9FRQr++IiCakwvExYkmlIEBIuiVkytqk6VfrM349AVcmc3dplQqoGdPsWRniyB3QmLDA7TCQmD/AeDIURHg7t9PNMwhcnQQg/HAADFDIzdPNOlJTxeNZYuKZGRmAfsPSIjuKSMmBvBrhc7kRERERG3pxCnloNndHfDybKeDIbtzdobxfLakpC7QnZll/+eKjWVwu62pVEBEuHmAe9JEGeFhPFdpDwxuE1GH5ucrwW8sMHKEjMREkc3t7i6yufPyRKA7L09kfPoxm7td9OgBTOghagTGnhVlS8rLzferrBRB8NNngLAwEeQOCuRFCRKvAQ8PsVRViZr7ubmiK7mDg8jmLi4GzsQCfn6icWl0T2ZzExERUed04oRyPTiIY+KuysVFnPf07ydqNScli8StHAuzX22VlCyauDs42OfxyDoqFRAZIS5cJCQCMmRs3cYAd3thcJuIOgWtVkLv3qLhXF4ecPYccP48EGDI5s6py+b29q6rzU1tx9UVGD5MlC2JTxBBbEtl7VNSxOLtLQZ6PaNEUxQijQbw7wH08BOZLjm5QGYmkJEhgt8FhTJycoCDhyT0jJLRtw/gy2xuIiIi6iRKS2WcO6/cFhbWPsdCbcvVVZz7BAcBa3+2z2PKshgzM7jd9iRJBLiTajPzwQB3u2EogYg6HR8fCWNHAyOHy0hIUGZz5+bW1ed2canN5vYWV1apbWg0QExvUYIkI0MEuZNTGt43Px/YvQc4dFhk4/btIwZ9RJIkXguurqIpaX6+CHTHx9dmc/uIbO7YsyIY3qeP4SIJB5JERETUcZ2JlVFTU7cuSeKiPnUflZUd+/HIepIEREQAMAlwT5kkI5Q1uNsMg9tE1GlpNMps7tizYopXQICMwkIRCEtOERndvj6inIGjY3sfdfchSTA2CS0qEiUl4s41PPgqLweOnwBOnBRXv/v3FwFLIkA0WfLzE0tJiZipkZklGuh4eACFhTKysoEDByX07iWyuT09OZgkIiKijmfPXuW6jw+brlsiy6JkXWUVoJLEmFClEktnLuNi7783Xz/tyxjgThYBbgkyNm+VcOVUGcFBnfiF2okwuE1EXYKPj4RxY4ERw2XEJ0iIjQU8PWWUVwC5OSKbOytbNGvx8wM8PTr3gKizcXcHRo0Ehg4Bzp0Xge7CQvP9ZFnULEtIFH+n/v1EsFvNOupUy8UFCA8HgmuzuXNzxEUtBwfAr7Y298lTQHCwaOITHgaoVHyzExERUcdw8JBy3d+/fY6jo6moAAqLgPIyoLwCqCgX/9bPcq9PkkRQ18UFcHUBXFwBF+fOMWPXxUUcvyw3va81du8BBg0Ssx15jts+JEk0mTScz0qSjM1bJEy7UkaAP/8orY3BbSLqUhwcJPTtA/SJkZGdLeHMWSAhAQgMlKHTiYzPhARDIAzw9WWt57ak1YqAdb++QGqaKFmSnt7wvjk5wF87xQlA3z5icXJq2+OljkujFlN4/XzrsrkvZojF2wvQF8tITwdcXSX0iZHRJwZwceHAkoiIiNrPxYwapKQqt3Xn2YoVFYBOB+gKRLNFQ8Da0RFwdQN8HMT/tVoR5K6pAapr/62pBioqxf0uZohtkgQ4O4vEGh/vjnvu4OAgAqGJSfZ5vKxsYPMWwMsTGHAJ0LMnk4PagyHAnZgoAtwqlYw/N0m4apoMPz+eh7QmhnSIqEuSJAn+/iITYvRIGXHnJMSeBXx8ZJSUANn1A2G1DShZ67ntSBIQFioWnU4EuS/Ei2mHpkpLgaPHgOPHxUCtfz8xfZMIUNbmDgmpq7mfd06c3Pj5iaazfx+XEBkho29fIMBffEYQERERtaWt20VAt77ulrldUyPGavm6uoC2h4co6+DpUReUVasluLkBHu4i07m6BqiqFCVKDP8WFgJVVTJkGSgtA0qKgWJDCbtMkdHt4wN4eXW8hKa+fewX3DbQFQC79gCHj4pzpj59AEc2mmxTKhUQGQnEJ4jzW0mS8fufEq6eLsPHh+cfraWDvb2JiOzPyUnCoIHAwAEyUtMknDlTGwgLlpGbJwY/eXli0NTDTwx+OsN0tq7CywsYNxYYPkzU5D4TKwa6pqprREmTc+eBwEAxYAsL5d+K6mg0InDt30PUec/JBVJSxOwAw4WtC/GAr4+Efv1kRPdkA0oiIiJqG7m5Mo4fV25zcQHcukmCjSyLJISMDJHQYhrQ9vaWEBUpgv0e7uJ8ranScjU1MvLzJWRni+SlrGxApxMNOwsKxTleappYPD2BHj06zu87MFCcB+l0zX8MS6VNSkuBw0f+n73/Do/zvA68/+89GPQ26INCEI0A2JsokiIlilSjumQ7dpz4jV+XuMZlvfvG+XlTvL6c1/Ym9r6J226cVZTEvmzLG1mFpGRLIkVJFFVJiiKJTvTee8f9++OQIDAAQZQBZgCcz3XhImfmmZkbwDx47uc85z4H3jsPebly3hQRMf/3UXPjcEij+7KyKwFux7UAt8ul5x6LQYPbSqlVwxgzni3c1WUpLDIUFUNSoqWzUyZElVXSgDL+SrkDbc6xdIKDYfMm2LhBGoFeuiRNA6fT0CBfERFS4mTdOs1KUNdczQCKipJaja2t8tXcLCdLnV1yYevtd6Rkyfp8iIjQiaZSSimlFs/592XV6ERJqyBr21oJNNfVSRP5mBhpOB8cdC2gnZEBMfMI+jkchrgrpSbzr9zX1ydZsyWlEOOyDA9f6dPSBiUlMj9MdsuFBV8yBm7dD889P/3q1RtxOuGeu+Rne+Hi9EHykRG4eElWyWZmSsmSOF0BuyQcDll1XFYmX44rGdz332uJjNTzDm8z1nqrhL1Sy097e7uvh7AoWlpayM3NnXRfcXEx8fHxPhqR/xoZsZRdhoICaG2zDAxIkLutTSZiLpdkcy+XkiXGGEKuFJcbGBhguf+Jb2mVyVh5+fWbyYBM7nKyJSshOnrpxqeWj7ExmfQ3t8hJT1CQZO/ExUr29tp0+fy43curZIkxBpfLBUBHR8ey3+eVUjPTfV6tNivlvKaz0/Ifv4VfPSErya7afbPMP65nuc/te3olqN3bK3WwU1Kk6WN6umHHNoiLW9w5V2urpaRUsmcHBizt7ZIgMzAo5wzJbilj50u1dXD8xNwC3E4nHDoIqSly21rJTr9wUb6/maQkS5A7JUWbTy6FkREoLZN/162DxATD/fdCaOjUH/5qOsbHxMR49fU0uK1WNQ1uq6ustTQ2wsUCqKqC4eFrJUsGB6VeW0KCTIL8uQzGcp8AX09/PxQWQVGR1NObSWoqbFyvEzZ1fb29EuTu6JDPSGyM7N8hIVKyZMMGWUq4HEqWrKZJsFJK93m1+qyU85rXTlneedfyf56cfP+D98uK0etZrnN7a6GhUQKtYWESUI2MhKQkw007wZ20tHOs0VFLaRmcew+6uyXIXd8g9c9jYmR8QT5cBdrSCq++NrsSJS6XZHzHx13ntVokyF1ROX3JkqtiYyTInZnp3+e3K8HwsKwkAFiXA8nJhnvvgaCgyfvBajrGa3BbKS/S4LaaTk+PpaBQ6j8PDFwpWdIM3T1SpuRqyRJ/a0oCy3cCPFujo9J5+lKBlJmYSXQ0bMiH7GwtL6OmNzx8pVxJi2RTREZeuYgVJdkU+XnS7CcszH+D3KtpEqyU0n1erT4r4bymt9fym/+Ad89Yzp67dn9AAHzsj2YOLC7Huf3wsJR67O6WzGipLW3YtRPWrPHtCrmREUtxiQS5+/osra0ShB8bk1Ip8XG+S465ekGgsFB+fhN/1cbA2nTIzwd30uzG2N0tJUlKSmfOCg8Lk7KQuet8G+Bf6QaHpCyO0ykB7jVphrvunJxMs5qO8RrcVsqLVmpwu7e3lx/+8IeT7vvSl75E+HKpreEnrpYsuVQAbW2W/v5rJUtAOm8nXsn29BfLcQI8H9ZKw5hLl6ZO/jwFBclkTeoqL90Y1fIxNibd5ZubpWRJcLCUI4qLg8BAQ2amTPrjF3np7HyspkmwUkr3ebX6rITzmjfetJx/3/L7FyR4eZU7Ce49PPNzl9vcvrsHKirk/xkZEBVp2LEdtmy+cXPIpTQyIslM59+Xiw+1dZLwEB4O6Wt8f343NCRz0uFhSdIJC5t/4HlgQFbAFhTK/68nKBBy82QFrK/rka9UAwOSQBcSIiU1MzMMhw5e2zdW0zFeg9tKedFKDW4r77LWUt8gV76rq6VkSUurLPkaHpYGdQkJkvXp6zIYy20C7A09PVdKlhTLRPB6jIH0dMnmTpplxoNafXp7Jcjd0SmZVHGxsn8HBUGy27Bpo++zjiZaTZNgpZTu80otNwMDll//BmpqLK+eknnrVVs2w84dMz9/ucztrYXGRin1ERkBa9dCdLTh9tukBIO/Ghy0vP0OFBVbenqkqf3QkFx4SExcWeU6RkalseGFi9DVdf3tHA4pz7dpo5RsUd7V2ys1uCMi5Oecl2vYv0/29dV0jNfgtlJepMFtNVddXZZLBXLFdWhI6rU1NUtN6JAQCYLFxvhuIrRcJsCLYWREmsVcuiSByZnExkrznsxMcAYszfjU8jI0JBewWlolszs6WlZqhIfLydrGDZJxERjo2xO21TQJVkrpPq/UcnPuPcvb71jevwjnzk1ukH7nHbAmbebnL4e5/diY1Hfu7JQSJMluSEkxHLjVv0u7TVRXbzn1OnR0WBoaoakJQoIl+9zXWdzeZq0E8S9clO9zJqmpsHnj1YbrSzO+1aCrCy6XQ4xLLgRt2WzYdZMGtxdCg9tqVdPgtpqvwUHpvH3pEnT3yJX+pmaZ1DmdUtIgPn7p63IvhwnwYrMW6uqlnExNzczbhoRITeW8POncrpSn0VFoa5ds7vHmsongioaQEMP6fCl546uTt9U0CVZK6T6v1HIyMmJ54v9AdbWlqFiSYyb66EduHDj197n92Jj0w+nulqQRV7Rh+zbYusW/ypDMxsiI1ES/cFFKlVRUSrLDmjRJjFmJmprk+62smnm7uDjJ5M5Yu7Ky2X2pvV0uCiUmyEWEW/YaNqx3rJpjvAa3lfIiDW6rhRobs1RWwcWL0NhkGRyUIPfEutwJ8Ut3xd/fJ8BLrbMLCgpu3EjF4YDMDMnmXkb9idQSslayLJqaZUlxUJCs1IiLlU7n2VlXl28u7YmcBrqUWl10n1dq+Sgqtrx2yo43Qi8tu/ZYdDR84JEbv4Y/z+3HxiT7tLdXyivExBjuPASpqcsrqO2ppdXyyqvQ2mqprpHzurhYSEtbuYHdzi45ny0tk8SO64mIkD4063KkFrhamOZmqKmV4HZSouHOQ4atWyXou9KP8RrcVsqLNLitvKmpyXLhkjRRuVqXu7lZgqpXSxosdkNDf54A+9LQkAS4Cwqk0c1MEhNgwwbpSL5SJ7BqYfr6obkJ2jvkMxIfJ4HuwEDpfL5pkyzJXYq63BroUmp10X1eqeXBWsuTv4WKKkt5uZQ5m7iicN062H/LjV/HX+f2o6MS2O7rg+wsCWzffSe43cs7sH3VyIjljTflAkVbG1TXSGJDZsbKK1MyUX//teaTg4PX3y4oSFa/blgPobr6dUHq6qCxST5b8fGGj3w4mmR3wIo/xmtwWykv0uC2Wgxd3ZZLl2Tp4eCgpb1DlnwNDEi93sQECXYvRtzLXyfA/mJsTE4sLhVIw5uZhIVJuYncdSt7Eqvmb2gImlskG2tsTOrmJSbKJD8uzrBlk9RqXMxluRroUmp10X1eqeWhqtrywotWSpFYOHtOLo5fte8WmWPeiD/O7UdHpc/NwMCEwPZdknm60pSUWl4/DT09lvIKmftFRcmKvolfAAEBU7+cTggOguDgpS9XuRAjI5IYdPHizIlBAQ7IzpbVi9HRSze+lcRaKQvT0SEZ8WlpYXzw0WCgyy/298WiwW2lvGilBrfb29u57777Jt137Ngxr/8BUTMbHJT6ehcvQV+fpbNLgtw9PTLBSUyQsiXezA72xwmwv2prl0zussszL78LCJCJ+4b12jFcTW90FFrbJJt7aBgiIyEpUf6NjDBs2AB5uYvTfFIDXUqtLrrPq9VmuZ7XHHvOUlomwW13Ejz/+8mPP/qI9O+4EX+b24+MwuUyGBi8Ftg+fDckJKy8wPZV7R2W4yegrc1SWycZzcZM/gKZD3p+TWwgGhAgTSqDgiURIjxMkmn8eaXo2BhUVcH7F6XR+kzWrJHmk4mJ2nxyrsbGrl0w2rwphKQkB3ccHFjRWfEa3FbKi1ZqcLulpYXc3NxJ9xUXFxOvxYR9YnTUcvmyTAra2y19fbL0qLNTJjnebD7pbxPg5WBgQLLsCwplaeVMkpNh43qpuaeTNuXJWsm6aGySZZ2hoTLBj3FBcLA0n9yw3rvNJzXQpdTqovu8Wm2W43lNc7PlmSNSjqR/QJJaXnn12uPBwdJMcjZzSX+a21+tsd3XBznZVwLb90B83MqfFA8PS5mSklLm9DsYHYXBIQmIT/zq75efpzFXAt3hEuyOjPTPDG9robFRmk9W18y8bUKCZHKnr/HvwL2/GRmF0lIwxsmG9U5iYwa5/z4ICFiZ+5e3g9t+uNsopdTKEhBgWLcOcnIstbWG9y9AWNi15pMNjRIMu1q3NyjI1yNeXUJCYMtmmYRVVErJkubm6betr5evyEgJUuZk6+9LXWOMZPe7XLJCo6kZKivlM5OQYOnvhwsXDTnZlk0bweVamZNVpZRSajW7cFECmB2dks1aWjr58cSE5ZkkUVsn85ucbIiNlYztuFUQ2AZZfXfrfrh5l2V42OBwSODWmGsB3OFhCWQPTfjq7YWubujukn97eiQwbq0k2PT2Xtmm69r5R0Q4REVDdJT/lEY0Btxu+erogAuXoKxscmb6Vc3NcOJlOV/atFE+L/4YsPc3ziurhS+XQ0npKNlZUFcPa9J8PbLlQT9iSim1RIwxpKVJ1m9LC7x/QSYsyW5Lc7PU7m1ukSzPpCT/mcysFg6HdHrPypRJ2aUCKK+4Vkdvou5uePMtOHNWaqOtz5f6e0qBnABERspXf78EuevqoKEB4uMsAwNQVAzp6bB5E7iTVseJoVJKKbXSdXdLbeamZgnoxcZIWcKJEhN9MrQFaWmRrzVrIDracMeh1RPYnig42BAcPP1jgYFSZmQmIyNXAtkt8rloaoKOTjnZGB6Wxzq7ZM5YVydZ/tHR8jnylxIVLpc0Q92xTVa+FhZJIN9TdzecfkPOl9bny5ee384sKMjgdgdQUyM1M6f7uarpaXBbKaV8ID7ecPB22NlluXDRUFwCSUmWllaZ5LS1y0QmKVGWqamllZAABxJg100yYSsqluwKT8PDEgS/VCBX1TdsgGT38szGUYsjNBTWpsvnorkF2ceb5SRlYMBSVSX7+eZNEuw2+uFRSimllq0Ll6SERVubHN9HR2VeP1Figm/GNl/d3VBTK/Pj+Di4Za9emJ8vp9MQGyt9l/KuVNu5upq3vh6qqyXYPTYmP/fOLmhrk/PDsDCIi5NEqIAAn34bgIxn5w5ZAVtcIn2menunbjc4COfek8SudTmwcYMmBc1E96z50eC2Ukr5UFSU4Za9sH2b5VKBoaAQEuItbe3Q1CgThYiIa83pNO61tMLCYMd22LIFyi9LENvzBOWq6hr5crmkZEl2li7BU9cEBUFqijSVammV1QGtbTK57+mxNDaBK9qwaZO98tnRnV0ppZRaTgYHLSUl1xrvxcfL8X7iKkBj5P7lYnBQVjJGRMg8ZtNGQ+46naN4U3CwYU2aJMrcvEvKflTXQFW11LkeG7N0dkFrK9TUQG2tNCONi5MkKF+fHwYGSsB6fT5UVEifqba2qduNjkrSUGERrF0rzScTltmFHuW/9LRbKaX8QGiouXLl21JULHW542ItHZ0yqSm7LBmg7iTJ6Pb1JGa1cQZwpW66/D4uFkhmxXQlSzo64PXT8O4ZyF0nEz3NvldXBQTIxaqE+GvNJ0tKpYlQYqLs8++eMWzcYMnPkxMepZRSSvm/wiIJcDe3SGau0ykZuRPFxS6f5IeRUan/63RCZgakrzHsusnXo1r5XC6DyyWr+gYGLGWXDSUl4Iq2DA9L4Li1TRJuwsOlzE10lO/PDx0OyMqCzEyob4ALF6RO+3QqK+UrKVHqcq9Z4/vxq+VtmfxZVUqp1SEw0LBpI+TnyUTm/QsykenuliBYeYXUXktKkiVp2oF6aU1sptLdAwUFUFICQ8NTtx0clOV3Fy5CxlrJ5k5Ypg2ElPc5HHLiGxMjDYaaJuzfiQmW3l5477whP8+ycQOEh+sHRymllPJXo6N2fIXfyMi10iONy7TetrVQWSEl+PJypb72gdvA4dD5yFIKCTFs3AAb1lta2wzFxZL0lJRk6eq6cn5YLrWsExP94/zQGEhJlq+2NinVc/ny9ElBjU3yFR0NmzZAVrYkFSk1VxrcVkopP+R0GvJyYV2OpbLK8N55iIyUgFdjE1RVSaORxETJAPH1JGY1ioyQpYPbt0FpmQS6O7umbmetBC3LK6RO4YYNEuz2h1p5yveMkWyb6CipU9jULEtR6xskyD0wAJcKDFmZls2bIcalJ5VKKaWUv6mohL4+aRIfHS0Xq62VsiQTLZfgdnOzXHzPyZYyinfdoavJfMkYQ3wcxO+Fm3dZyssN71+EqKjJ54f19ZINHRfnH+eHsbFw237YuV3KOxYVywUTT52dcOr0leaT67myenHpx6uWLw1uK6WUH3M4DJkZkLHWUltreO99CA+39PdLeYza2mtB7vi45bPMcSUJDJTSI/l5svTu0qXrL8FraYVXXoW335Ht83L9p/O58r3wcMgMv9JYqEkC3A2NEB8nQe6SUmk6uWUzJCXqCaZSSinlD6y1XLwkDQAHBiAtTe7v7IShocnbLodmkoODMgdJSJDA9qGD8q/yD06nuVIu0VJdIyt9w8NlrtjYJOchzS3SzNzl8o9Vo+HhsOsm2LpFAtyXCqCvb+p2/QMS4D7/vpSE3LhBEoqUuhENgyil1DJgjCEtTSbLDQ3w3nkIDbUMDkqQu75egmGJiZa0VKvN6HzAGEhLla+OTsnkLi2Tpame+vvh7Dk4f17q0m3YIBn4SoFkqqxZI+VvmlukMVVzi5QwGRiwVFXJY5s3QfoaX49WKaWUWt2amqG52dLULEkLEVd6rTR5lCQJD/f/PizWygoyp1PKSqzPh5RkPa/wR8YY0tfIXLCxSQLCISGWpEQJcFdUQngzpKRIQ1B/EBQk89cN62VV6/sXpAeNp5EROZcqLJQVr5s2SSKXUtejwW2llFpm3G6D2y1ZwO+dh+Bgi9stk5qGBmhrGyEp0UF0tNXSFz7iioa9e2DHdigukYlZT+/U7UbHJABeWiZ11DeslwnqfJYRDg1JBsTwsGSTh4XJBFItX4GBcmKZlAitrXLy3NYmy517ey0NDXJR5JZbRliXozu7Ukop5QuXLkm2c1eXrLC6minr2UxyOWRtt7dLBnp2FkRGSsN75f+SEqV0TEsLvPW2BLm7e6CuTlb+RUdDaor/lPoICJCSN9lZEoi/cEFWC3iaWN4x2S3NJ1NT/SMbXfkXDW4rpdQyFR9nuOOgTELPvy+TFbfb0tHuoKFxjJpaiI+XibSWK/GN4GDJTti4AaqqZQleY+P02zY2yldEOOTnQ24uBN8gOG2tXNAoKJI6exMbtRgDa9Ol/InbrZPA5Swg4ErpoXho75DPSXGJZOF0JVn6+od48y3DumxLTo6u3FBKKaWWSk+PpaJSalQ7ndLQ76rl1kxyeBhqamWlWFQU3LIXgoJ0TrGcxMcb7j1sqak1vP0OREZY2tuhrh4KCsGdJJ9Df6jHDZNXvra0wsWLEsiervlkfYN8uVwS5M7K1B5G6hoNdyil1DIXEyPdy7dttbx/wUF1TQDJyQ6qqkdobpbJ9tUgd2Cgr0e7OjkcsqQuY61k4F4qgMvlMDY2ddueXnjnXTj3nmQ0bFgv2RaeWlrh1demX8oHMimsqJQvlwtu3a/L+ZY7h0MytWNjpHlpUyOUlUFz8wjJbgdNTWOcOWfYuMFeacSjJ6RKKaXUYioohOFhS2ubzLWvBg0HBiSTeyJ/D27X1l0LNmZlGtLX6DxiOTLGsCYNUlMspWWGd89AdLSs+GtolESJNWn+U6rkqvg4OHAb7NghqyGKS6Yv79jRAa+dktrcG9ZLDyNdrao0uK2UUitEdLTh1v0GhyOEM2dHsHaQxATp2n61bm9cnJQ40CC378TFSaD5pp3SUKWwSGpwexoZkccKi2T53Yb1spzQGDn5OH5i+gnfdDo64Lnn4dBBeQ21vBkjpW+io6C3F9raoezyqGR4J1h6e+H8+4b1+ZaNGyA0VE9OlVJKKW8bGbEUFUNrmyQVxMdfe8yzJInTKRen/VVnl6wGXZsO4eGG3Tf7ekRqoRwOQ+46yMywnD1nZGVBjKW6WkqVxMVJ+Tt/W+EbGQG7b4ZtW+U8qKBAGk166uuThKD3zkPuleaT/l7TXi0eP/sYK6W8ITg4mE996lNT7lOrQ1SUg9sPBJGTbTj/vgRQExPtlWY3EuSOj9cgt6+FhsqkbfMmqKiQbO6W1um3ra2Vr+goqeVYUDj7wPZVIyMSEL/3sGZwrxTGSD3MhAQnvb2WquoRqmtkyWZioqW/Hy5cNOTlWTZvhIgIDXIrpZRaXvz5vKa0VBo9NzdLOZKJ82rPZpLx8f5TCsLT6CjUVENkJMTGwu5dEBamc4aVIjDQcPMuyM6ynDptCA21tLRIqZLOTun3M90qUV8LDoatW2DjRrh8GS5clPF6Gh6Gi5fkXCorU0qWxMYu/XiVbxlrp6tmo9Tq0N7e7ushKOVVxhhcLhcAHR0dWGvp67O8f0GufA8OXgtyj41pkNufWCtZPpcKoLJy+lpz3uBywSMPaQ3ulcIYQ0hICAADAwP099vxxpMOByQkQEK81MzMyZaLKS6X/vKVWq6mO84rpZaetZYnn4KKSkt5uZRGCAu79vix5ybX3N6ymXk1Z/Q8zi/GPl9TI9nn6/MhI8Nw+G55X7XyjI1ZCgrh3TPQ12epqpbyOfHxsrrTXy/AgJwbVddI80nPevaeUlMkyJ2cvLzOeYwxdHYGUV0zyqaNoxy4DbKzltE3MAcxMd5dyqKZ20optcKFhcnSws2bLBcuGgoKGS9X0qSZ3H7DGPkdJCVK3e3CQqk1Nzjo3ffp6JB6e8lu776u8g8hIZKB406Si1hNTfIVH2cZHISSUkNGhmXrZoiLW5mTZaWUUmqx1dVBR4fMp8PDJwe2R0enrsbz13rbAwNSvjA1Rc4Z9u3VwPZK5nAYNm6AjLWSxR0YKFnctXXQ3S39gSZ+lv2JMTLHTV8jc9wLF6GyavqEoNo6+YqNlSB3ZoZ/B+7VwmlwWymlVomwMFmStmnjtSB3woQgd2urlKtI1CC3z0WES03ubVuh7LJkc1+vceR8FBZqcHulCwqSWu1JV4LczS3yFRtrGRiE8nIpcbN1MyQm6kmsUkopNRcXL0FfP/T0SOBsorY2CXBPlJiwZEObk4ZGmTPEx0sJiKgonROsBuHhhrvusBQVGd58GyIiLBWVkliTnCyfV3++xpGQAAdvl6zzi5ekhrjnPgeyL77yqmSqb9wgtbn1PHdl0uC2UkqtMtcLco/X5G69lsntbw1GVhunU5a55q6TZXgvHffO61ZWwdCQdhZfDZzOKycpibJvNzXJRD8mRuqEVlVBSgps2wJut2ZrKaWUUjfS0WGprpEEkaDAqfWKPZtJRkdL/WB/098vTSTXpMn5wcYNvh6RWkrGGPLzwe22vPyKITjYUl8vqxK6uiSL298DwVFRsHcPbN8mPYkKCqdf9drbC2+9Defek3OrDev9N0NdzY+GLZRSapWaGOR+/8K1ciVNTZLh2dIiV8UTEzTI7WvGQFSk917PWukwrsHt1SMgQC5YJcTLKo3GK0Fulwv6+y11dZCUZNi+1ZKSokFupZRS6noKiqRRd3v79DV9PZtJJvlpSZKrWdtxcVITPDBQj/2rkctlePB+y5mzBocDIqMsFRVQVCyrEsLDfT3CGwsJkQD35k1QWiYlS7q7p243NATvX5Bs7+wsKVlypY2FWuY0XKGUUqvcxJrc771vKCq6ksnddCWTu0UC3AkJEiBTvjE87N+vp5aHq00m4+KgrV1OwAuLJPOlt9fS2AgJCYZtWy1r0jTIrZRSSk00NGQpLZXVUMZAXOzkx62dGtz2x5Ikff1S8i49Xc4F1uf7ekTKlwICDLtugrRUyeIOCbaUV0i5j7Q0KV25HDidkJ8nq16rqiXI3dw8dbuxMfneSkpl5cKmjVLKT6e9y5cGt72go6ODM2fO0NDQQE9PD4mJiaSlpbF9+3YCfBAJKiwspLCwkLa2Nqy1JCUlkZmZycaNG5d8LAtRXFxMSUkJjY2NOBwO3G43GzZsID093ddD83udnZ187GMfm3Tfz3/+c6I918wpNUFYmGHvbtiyyfLeeUNxCSQmSrCroVGWWCYlSskSDXIvPW8vC/T3ZYZqcTkccqISFyuZZ41NUmcxMhJ6emSpdVysYds2y9p0DXIrpZTyDX87rym7DIOD0oQvJmbq6sbeXgkcT+SPzSQbGqRUSmyMZG07nXqcV5CcbHj4Qcvxlw1Op6WmFqqroa9XgtzLpSmjwyFlVdamy8Wm9y/K9zGd6hr5io+DTZvkOcvl+1TXaHB7AcrLy/n+97/Pyy+/zPA0KXAJCQl85CMf4bOf/SxBi7z2e2BggJ///Oc8/vjjNE93aQpIT0/nox/9KB//+MfnFHTPy8ub97guXryIc471DJ5++mn++Z//meLi4mkf3759O1/4whe47bbb5j2ulW54eJhTp05NuU+p2QgPN9yy90om93lDUJAEuRsaob7hSpA7SSYAeuBfOmFhkk0wXUfwuTJG68wpYYx0ko+JkQyuxkbJYomIgO4kS2sbxMYatm6xZGZokFsppdTS8qfzGmstlwqgs1NWwMXHT93GM2s7OFhWR/mTvj75Htamy7w/f/6n+2oFCgsz3HuP5a13DMZYwsMkC7p/QMqULKeyhsbIeWtSknzmL1yEsjIYHZu6bUsrvHwSIiNg40ZYl6OlOZcTDUvM09NPP80HPvABXnjhheseXJubm/nRj37ERz7yEWpqahZtLBUVFTzyyCP83d/93XUD2wBVVVV873vf44//+I9pbGxctPHM1+DgIF/96lf58z//8+sGtgHOnj3LZz7zGb7zne9gvRHlUUpNKzLSsH+f4YOPwvr1hvQ1hg3rITpKGo1cKpBJwNg0kwPlfUFBchLiDaGhMKTXu9QExkiAOy8PMjNlvy4tk2zuigrLiZctTz4Fly9bxsb02KuUUmr1qW+QZpLNLRARDmGhU7fxbCaZmOB/pQ7qGyAkWC5ub9uqWdtqqoAAw97dhgO3GRITDbm5Ume+qFgujixH0dGw7xb4gw/JaoXrBem7e+CNN+GJ/wNnzkrjVeX/9DrEPJw8eZK/+Iu/YGxCRCcjI4Pdu3fjcrmoqqrixIkTDAwMAHDp0iU++9nP8utf/5qIiAivjqWmpoY//MM/pL29ffy+wMBA9uzZQ25uLk6nk8rKSl599VV6e3uBa8HhX/ziF3MejzEGxxxSNeeS4fWNb3yD5557btJz9+3bR15eHsPDw7z//vucPXsWkKvmjz/+OKGhoXz1q1+d9XsopeYuKspw4FbYutly5pwhKMiSlAT19bK8q6kJ3G6Icfnf5H2lyc+DisqFv05fH/z2KZnYbdqoZWbUNcaAK1ouYnV1y7LlsssQHgZut6WjA1znpFxJZgY4HLrTK6WUWh0uXZJAV0+PlDyYTqNnvW0/K0nS0wtdXTL+iAjDuhxfj0j5s5xsQ4zL8tIJQ1Cg5fJlWeGXsVaCxctRaCjs3CHnQSWl0lyyp2fqdoOD8N55yfbOyZZs7mg/W4WhrtHg9hw1NTXxn/7TfxoPbBtj+PrXv87HP/7xSUHftrY2vvKVr/DWW28BUFpayl//9V/zgx/8wGtjGR0d5ctf/vKkwPb27dv5u7/7O9asWTNp246ODr75zW+OB48LCwvnNZ4vfvGLfOlLX1r44D38/Oc/58iRI+O33W43//N//k/Wr18/abtTp07xla98he4rrW9/+tOfsmPHDi1RotQScLkMh26H1s3w7lkIDrYk9Uv2R2WllDNIdstER4Pci8Ptlo7eHR0Lf62REclGKCmF3TdLMxWlrjJGJvBRkdJtvqFRgtxhV4PcnXBOg9xKKaVWie5uS1U1NLdI35LpAnvDw9LHYiJ/aybZ0AAhIbJaS7O21WzExRkeesDy4nGDw2GpqITL5VKDO2Ga0jzLRWAgbFh/LXnowkVobZ263eioZKwXFUsD1s0b/e+ildKyJHP205/+dDwDGuBLX/oSn/jEJ6ZkM8fGxvLP//zPZGdnj9937NgxLl265LWxHDt2jIsXL47fzs7O5rHHHpsS2AZwuVz84Ac/4ODBg+P3HT16lPPnz3ttPPPV19fHT37yk/HbwcHBPP7441MC2wD79u3jJz/5yaSM8B/84AdankSpJRQXZ7j7TsMD9xuyswxZmdKROjAQyivkwN/Z6Z3a0GoyY+DW/d6t/9bdDS++JF9dXd57XbUyGCO1QtflSNaKw8Dly7KfV1ZbXj5p+e1TUKblSpRSSq1ghUUwMmJpb79+35nmlsnzX2Omr8vtKz09Mu9LTpbygznZN36OUgAhIYbDd0N2tpz7JSRATQ3U1i3/cz6HA7Iy4cH74fDdkJp6/W2rquDoc3D0GFRWLf/vfSXR4PYctLS08Jvf/Gb8dnp6Op/5zGeuu31wcDB/9Vd/NX7bWstPf/pTr43nF7/4xaTbf/mXf0nYDB3CHA4H3/zmNyc1ePzxj3/stfHM1xNPPEHrhEtkn/70p8nMzLzu9jfffDMPPfTQ+O2CggJOnDixqGNUSk2VlGi497Dh8D2GzAyZIK/LkRIXl8uhpESCpXrQ9674ODh0cO4BbqcTbj8AebnTP15dA799Gt49I5lHSk1kDERGQs4NgtyXL1u94KyUUmpFGRmxFJdAa5vMa+Pipt/Os5lkXKx/NaRraJSSDK5o2L5V6iorNVtOp+HgAdiy2ZCWKkHgpibJel4JPZiMkQs/d98Jjzx0Zb57nYhpUzMcPwFPPiVz4ZGRJR2qmoYGt+fgpZdemtQ88sMf/jCBgYEzPmfv3r1kZWWN3z558iR9XqjA39PTMynrOjU1lVtuueWGz3O73dx6663jt0+dOkWXj1P1nn/++fH/BwQE8JGPfOSGz/mjP/qj676GUmpppaYYHrgf7rrTsHatGc/wBCljUFo6fR0zNX+pKXDvYSlRMhsul2yfmQG37IUHH5CMC09jY3D+fQlyl1fohQk11UxB7qpqy4mT9srnR4PcSimlVobychgYsLS0yJzqeiGAKc0k/ah0wcCAZG0nJUrWdrZmbat5MMaw6ybDvr2GpETJ4u7qknO+0VFfj857YmJkteyHPgCbNl1/n+/qgtdPw2/+A869J/uZ8g0Nbs/B8ePHJ90+fPjwrJ53zz33jP9/cHCQU6dOLXgshYWFjE7467Ft27ZZP3fHjh3j/x8eHvZp1nNrayvvvffe+O3t27eTlJR0w+dt27YNt9s9fvvkyZOM6OUypXzGGEP6GsPDD8Idhwzp6dJVOysLRsekrnNpGUyo6qQWKD5OsgoO3yNNXTzrnBsj9x++R7aLj5v83PvvlUlbaMjU1+7thZdPwu9+P7V2pFIwNchtjJzYFBdDVZXl+AnL08/I/zXIrZRSarmy1nKpUIJYg4PXLzNiLTT7cTPJ5mYJ0LlcUmdYe2WohcjPN9x1J8THy4WS/n6ZB46soAA3QHg47NoJH/4Q7LpJes9MZ2AAzp6TIPcbb8qFpPkYGrJ0dY3R02Np77D09+scerb8aJGM/3v33XfH/x8fHz9tbevpbN++fdLtt99+m7vuumtBY2n3iDbMJiB8VaLHUfbtt9/m4YcfXtB45uvMmTPjzTlh6s9qJtu3bx9vkNnR0UFpaSn5+fleH6NSavaMMWSshbXplvJyw9lzEB1l6eiQxpPFJdKkzp0MYaG+Hu3yZ4w08Ux2w9AQ9PVJSZHAQJl8BQXN/NycbEhfI5kGlwqmZmrXN8DTz8pJ0LatM7+eWp2uBrkjIq40nmyQC1kREdDjtrS2yYnPzu2W1FQm9cxQSiml/F1zM7S0WJpbpKRH+HWCWx0dMORR1s1fmkmOjEBbu2RtBwXJKkulFmpNmuHw3ZbfvWBwZNvxFbvZWdfPdF6ugoJg00Y5Jyovh/cvTp8ANDICBYVSo39tumR936jpprUyfy4okpre1sofkksF8PQzcNutY3zgEcP2bTqPnokGt2epsbGR7gmXX6Zrdng9GzZsmHS7rKxsweMZ8FjvEDSHiENwcPCk26WlpQsez3x5/iw8f1Yz2bBhw3hw++praXBbKf9gjCErCzIyLGVlhrPvgctlaWuXg3dREcS4wO2Wju1q4YKC5hd8DgqCm3dJU9A33oL6+smPWwsXL0npiZ07r2XpKjXR1caTkZHQdSXIXVIKkRHQ2ytLud1uw84dFneSfoCUUkotDwWFkrHd1SUJAdebA3mWJAkPly9/cLVWeHy89McJDtbjsPKOxETDfYevBLgdlpJSmf/lZK/MpBiHA7KzZXVyXR1cuAh19VO3s1ZqkVdUgjtJgtxpqVP/frS0wquvycWx6YyNyWral09aMjPgL78Bebm6/05Hg9uzdPny5Um3U1JSZv3c+Ph4AgMDx+t1l5eXL3g8UVFRk27PpW6257ae39tM3nzzTQoLCyksLKStrQ2n00lMTAxr165l165dHD58mPT09Fm/nud7Jycnz/q5ntvO5ftQSi0Nh8Owbh1kZVlKSgznzkOMy9LWJk1tCosgNkaC3CtxArScuFxwz11QWQlvvTO1hEz/ALx2Smor79k9ucyJUlcZI6szoiIlEFBfLys2oqKgv9/S0CCT+507JKNbKaWU8lf9/ZbyCmhpkcaQMTHX39azmWSSn5QksVbGHxMj38N6zQVTXhYXJwHu539vMMZSWnYtwO2RV7liGCMNNVNT5eLRhYuS0T1dJb6GRvlyRcPGjZLZHhAAtXXSlHK21XXLK+DPvmz5f78Nu27SObQnDW7PUmNj46TbE+s934gxhqSkJGpqaqZ9rfnwLC0yl+zrkpKSSbc7Ozvp6+sj7HoFhCZ4++23p9zX1dVFZWUlr7zyCv/f//f/ce+99/KNb3yDuOu1kZ7A82cxl+C25++goaFh1s9VSi2tgABDfj7k5FgKiwzn34eYGEtLKzQ2ylLJ+Hg5EVhpy9iWE2MgIwPS0qSx5IULUjN9ouZmePYI5OXCju2aea+mZwxER0tQ+2pZosIiuYgyMGCpqZXP2s7t4HLpBF0ppZT/KS6B4WEpsRUXJ1mb1+OZuT1d425f6OyS0nUJ8ZCWavSYqxaFy2W4717L87+bHOCWlQK+Ht3iiouFA7fKnPZSgSQCTRew7uiEU6/DmbPSF6mkdPaB7av6B+Abf2n50T9qBrcnDW7PUl9f36TbswkETxQ+YU3SyMgIg4ODU8qDzEVubi4RERH09PQAcO7cOdrb24mZ6XIy0hDj5MmTU+6fbXD7RkZHRzly5AhvvfUWP/7xj9myZcuM2y/k5xrusc7L87VmY6XWLJru+zLGrNjvV10z8Xfsj7/vwEDD5k2Qn2e5eMnw/gVLfJyluRkam6CtTeoTJiZKQFz5RmCgZNauy7G8+TZUV0/dpqhYMgh27pBAtzYm8g/+tt8bA7GxcjGrrU3KlVxdsTE0ZKmqktUd27dCRIR/jV0pf+Tvx3mlvM1X5zVjY5aiYrlAOzYmweHrvWf/gMVzIXVS0uLso3N9zZYWe6VEimHjRj0fVIsnOsrwwP2W53/HeImS0rLVUwonMhJ23wzbtsrfjouXpNGmp/5+KXc0X/0D8Lffsfzbv+j+PJEGt2fJM3A618C05/a9vb0LCm4HBARw2223cezYMQCGhoZ47LHH+M//+T/P+Lxnn32WqqqqKfffKDC8du1a7rjjDvbs2UNOTg6xsbEEBATQ1tbGhQsXOHbsGM8//zyjo9Iet6mpic985jM88cQTM5YpWcjP1XPb+QS3XS7XnJ+zHFwtgTNRdHT0iv1+1fSio6N9PYQZ3X4A9uy2nD03zPn3R0hLs9TXj9HYNEZHJ6QkB5CQYDRo6kMhIfDg/VBZOcprp4bp7Jq81m5oCE6/ASUlhlv3B5KcHOCjkSqAED9Po09NheRkS3Ozpa5+lOISSEx04HA4qK01bN7kZMf2QEJDdZ9Xajb8/TivlDf46rymomKUkZFBOjpHiIuF6Ojrh07qG0aBofHbTiekJId4fQ471+N8X5+lv3+E7KwA3EkBbNoYosEwtahcLvjoRyxPPztIcPAohYUjVFQa1ucHEBS0Oj57ISHSz2jnDktxySjn3huhvX2aeiULcLkcSkojuHmXLnm+SoPbszQ4ODjpduAc1817Nnz0fL35+OQnPzke3AZ47LHH2LJlC3fddde021+8eJFvf/vb0z7m2aByov/9v/83+/btm/ZA6Ha7cbvd3Hnnnfzf//f/zZe//GXqr3Qja29v58///M/51a9+dd3XXsjP1fNnOtP3sNoEBQXxoQ99aMp9SvmbkBDD3j1BbNkcyDvvDhMYOEJSkoPaujGqqkdpaDSkpjiIi9Mr0760dm0AaWkO3js/wjvvjkxZQtfSavnt00Pkrgtg755AwsP1d6Wm53AYkpIM8fGGxqYx6uvHaGkZIynJwdCQ5VLBKNu3OdmyxUlQoH6OlFJqtfPVec2FiyP09lp6ey2562a+eN/QMLmGW1Kiwy+SM5qaxggKgthYw+bNTp1LqyURFmZ46MFgnnp6AGudFBaNUFg0Sn7e6glwg6xCXp/vJD8vgMqqMc6dG6GufuzGT5ylXz0xoMHtCTS4PUueWcLTXUGeydDQ0KTbC8navmrz5s189KMf5Ze//CUg5U6+/OUv86EPfYg/+IM/IDc3l4CAAKqqqnj22Wd5/PHH6b+yLiI8PJzeCd3CZioHsn///lmNZ8uWLTz22GN8+MMfpru7G4CzZ89y8uRJDhw4MO1zpvu5zvZn4/kznU/GWsf12tKuAD/72c8m3bbWrujvVwljzHgmV2dnJ3a6rhZ+ausWyMywvHtGloLGuCx1V5rRhdZASoo0qdOJue9sWA9r06Xh5HS9kYtLRrlcPsr2bbKtlpZZGlePf8vtIm9sDERFWhqboKZGus67k2QJ+NvvGLZvM+Su05I3Sk20nI/zSs3XUp/XdHVbikssNbWWAAcEB48wMHD9Y1Fd3eT9MD5+zKvH5Pkc50dGLA2NclwdGxvFnTRER4ceT9XSuf2A5dgxS8ZaS0kJXLg4zLocKVO52riT4PA9UFcPz//OO6/54ktD1Na2L9ukIm+vvtHg9ix5Bn/nmnntub1nvej5+sY3vkFNTQ2vvvoqAGNjYzzxxBM88cQT133OBz/4QZqbm3nllVfG74uKivLKeLKysvjMZz7D97///fH7jh49et3g9nQ/19kGtz1/pvOpGa4nBGols9Yuu894ZKSUK9m0Cd591xAcbOntlYlAWRlEREBqisULLQLUPIWFwe23SZ3tN96UQOREIyPw9jtyUWL3zZbUFJ8Mc9XwvNiz3Pb5gABISYb4OOkkX1MrTbmSkyVb7sIFw007LenpemFLKU/L8Tiv1HJQWGgZHra0t0vtbLj+8XV0FFpaJt+XmOC94/F8j/MtrWCtNMKUgOLymyOo5S0sVAK6x54z2BxLcQmUlkJOjsW5SiORoV6sIDg6Ck3Nlgw9LwZghn6/aiLPwOnErOfZmLi90+n0SuY2yJKs//W//hd/+qd/esPlWU6nky9+8Yt861vforn5Wjtnh8NBRESEV8YDEjyfeBA+ffr0dbddyM/Vc1tvNMRUSvmH+DjDPXcb7j1sWLvWsC4HsjIlcFpUDBUV4IXqTmoBkt3w8IPSOCVomhVxnZ3w+xfg+Am40vtYqesKCoL0NbA+H0JDobJSGk9W11hePG45+hw0NelJuVJKqcU1MiJBuNa2K8Hh2Jm3b2uDUY9KAwkJize+2bAWWpohJkayZDes9+141OoVEWE4fFhK46zLgeERKLssgdnVaI4FIG5oHm3nVqxVer1k7pKuXrK9orGxcdbPtdZO2t7ztRYqICCA//Jf/gsf+9jHeOqppzh16hQVFRV0dHQQGhpKcnIyt956K48++ijZ2dlYa6mtrR1/flZWFg6H965zxMXFsWbNmvHGlU1NTQwPD09bT9vzZ9HQ0EBycvKs3udqbe+r3G73PEeslPJXKcmGhx6wlFcY3nkXoqIsbW1Q3yBdpuPjZZnXar3672sOh5QfycyAd89ASenUbSqrJBt3y2bYtFF/V2pmISFyIaunR1ZslJbJio7+fktjI2Rmwk07ISpSs7iVUkp5X0UlDAxYWlqkOd6NWkI1NU2+7YoGL+WxzVtnJwwNS5A9LQ2iovSYqXwnKtJw7z2Wo88ZcrItJaVQXiHzPS+GoZaFObbuuyHN77xGTzFnKTs7e9LticHhG2lpaZlUozsrK8tr45rI7Xbzuc99js997nMzbldRUUFXV9f47c2bN3t9LHFxcePBbZDa1gnTXML2/LnW1dWxffv2Wb1HQ0PDjK+llFoZjDFkZcLadEthkeHcexATY2lqlhOKtjZZMpoQv/omSP4iNBT277tWqqSldfLjo6Nw9pwEv2/eJRm6WmFCzSQiQpZRd3ZJLe7CIoiNheFhS1WVYX2+ZdtWCA7WD5JSSinvKSyC7m5ZIZi+5sbbNzZPvp2YuDjjmovWNggPk7IQG/J9PRqlIDpaAtxHjhkyMy1lZVBVLb18VtM5QViYfL/eqBAUECDnv0poGGCWEhMTiYyMHL9dUFAw6+deunRp0u3FCm7P1pkzZybd3rJli9ff42rjyquuV4bFMyDt+bOaycWLFyfd9vXPVSm1uAICDBs3GP7gg7BjuyEtVZZZxrigvl4yudvbvTNZUPOTkAAP3A/79k6ftdTTI2VKXnhRsoqUmokxkgGXnyeZZ11dcKkAamos7523/OY/4MJFy+io7vRKKaUWrq3N0tgoWdshIXCjNlnWTs3c9nVwe3hYgvOxsVISIjXVt+NR6qqYGMNdd4Ar2rB2rZy31dXf+HkrSVCQBPS94bZbWbbNJBeDZm7Pwc6dO3n55ZcBaG1tpaqqivT0G38yPYPJu3btWozhzdqRI0fG/x8YGMjhw4e9+vpjY2PU1dVNeo/rNazcvn07DoeDsTEpVHb27NlZv8+5c+fG/+9yucjJyZnfgFegrq4uvvzlL0+67x//8R+91jhUKV8KCjLs3AH5eZZ3zxgCAyEhwVJbJ0tJw5shJRUivNO3V82RMZCbC2vXSrZ2YdHUCw61dfDUM7BxA2zd4v0lemplcTgkMyU2Bhqb5KulFZLdloEBKCwy7NKmk0optSIt5XlNQaEEhzu7IDX1xhmlPb3gkdNFoo/rbbe1y78xMZCTrcdF5V/cbsPBA5aXThhGhi01tXIe4Ov9Zinl58k560I9+rDu2xNpcHsO7rjjjvHgNsDzzz/PZz7zmRs+73e/+934/4ODg9m3b99iDG9WysrKeOONN8ZvHzp0iNjYG3TJmKMzZ85MKnuSn3/9tVBxcXFs3bp1PKh97tw5Ghsbb1iX/OzZs5PKkhw4cACnFnIdNzQ0xDPPPDPpvr//+7/30WiUWhzh4YbbboWNGyxvvWMICbF090BtLZSUSEZ3cgoEz9xrVy2S4GDYsxty10mpkkaPzKaxMXj/ApSVwU03Sd09Pf9SMwkIgJRkiI+T1RrVNdDcAqkpls5OqdF/8y5LXJx+kJRSaqVYqvOaoSFL2WW5eGqMXFC9Ec+s7eBg8GUukbVSrs8VLcfMdZr7pfzQ2rWGW/ZYTp2Wi0m1tRDolAsyq4HbLfX8Ozrm/xpZmbB9m5cGtEJoWZI5OHTo0KSmiL/5zW8m1dKezunTpykvLx+/feDAAcJ8WPX9b//2b8ezpB0OB5/61Ke8/h4//elPJ93ev3//jNtPzBwfHR3l17/+9Q3f45e//OV1X0MptbrExRkO3w1332VYk2bIz5PlXj29UFAg9XpXa0dufxAbC/celqVzYaFTH+/rh1dehed+JydkSt1IUJCsDMjLBWcAlF2Wr8vllqefhVdfs/T1aakSpZRSs1d2WQLcra0S2A4IuPFzppQkSfDthfr+fhgYkLlXUpLRRpLKb+XnG7ZvM6SkyOe1skrK6awGxsCt+2G+uZmhIfBf/39GV2V40OD2HMTHx/PhD394/HZVVRX/9E//dN3tBwcH+fa3vz1+2xjD5z//+etuX1NTQ15e3vjXoUOHvDPwK77zne9w6tSp8dsf/ehH2bp163W37+jooLGxcU7v8Y//+I+89tpr47eDg4P56Ec/OuNzPvzhDxMXFzd++5//+Z8nXRDw9NZbb026er9+/XoOHjw4p3EqpVYWYySw/ejDsG+vISVF6nEnJUlm56UCycTRety+YQxkZ8EHHoVNm6Zv/NnYCM8ckSzvwcGlH6NafsLCICcHMjO4Up4Eqqotlwos/+dJeO+8ZWREd3qllFIzs9ZSUCjlSIaHIX6WTdqa/KyZZGublHiIitKsbeX/tm+DvDxD+hqIjIDyCpnPrQbxcXDo4NwD3KEh8P9+25CXq4FtTxrcnqPPfvazhE/oLPHDH/6Qf/mXfxnPhr6qra2NT3/605SWlo7fd99997FhwwavjucnP/kJ3/ve9ya9j6eqqio+97nP8fjjj4/fl5GRwde+9rUZX7u+vp4777yTv/7rv+add97BzhAVqqqq4itf+Qo//vGPJ93/p3/6pzcsMRIWFsYXvvCF8duDg4N84hOfmLZp5+uvv84XvvCFSWP52te+pletlFIAOByG/HzDhz4A27ZeazoZFQXV1VBUDN09vh7l6hUYCLt2wiMPQWrK1MetlXqX//FbKC7WixHqxoyRpZ3r8yE5WZoTXSqA2jrL2+9Yfvs0VFbaGecwSimlVrfGJmhvl0aS4eEQOs1KM0/Dw3LMmciXwe2xMRlPbAw4nYbMDN+NRanZMMZwyx4pU5KRIecJl8thZMTXI1saqSmyutXlmt32WZnwo3807LpJY1/T0SLFc5SUlMQPfvADPv/5zzM2Noa1lu9+97v86le/Ys+ePbhcLiorKzlx4gQDEy475eTk8K1vfcvr4+nu7uaxxx7jscceIz09nS1btuB2uwkKCqK1tZVLly7x/vvvT3pOcnIyP/vZz4iIiLjh6w8NDfHrX/+aX//617hcLjZs2EBGRgZRUVE4HA7a29u5ePEiFy5cmBLgv/fee/mzP/uzWX0fH/vYxzhz5gxHjx4FJLD+6KOPsm/fPvLy8hgZGeH8+fNTGk5+7nOf47bbbpvVeyilVo/gYMOumyAv1/L2u4bAQEtCPNTUQGmpTCJStB63z0RHw113QlU1vPU29HhccBgchFOn5WLEnt2QsIqazKj5cTggKVFO6hsapH5jayukpVpe7ILUVMPuXZaYGD0hUEopNVlRkcw9urultN1sNLdMvghvjGRj+kpnp5Thi42FjLXSgF0pf+dwGG6/zdLTYxgZtRQXSwZ3dtb0Kz1Xmvg4SfppaITCQinPMvHvSkCAlHZ89GHD9m3aIHYmGtyeh9tvv53vfOc7fPOb36T/SnvkiooKKioqpt1+/fr1/OhHP5pVMHkhqqqqqKqqmnGbXbt28f3vf/+G2dTT6ejo4PXXX+f111+fcbuAgAC+8IUv8PnPf35OO993vvMdRkdHef755wFZHvbaa69NKnNylTGGP/mTP+GrX/3qnL4HpdTqEhVluOOgBLveeAvCwixt7VKHu6BAMmySEmdXV1F5lzFyApmaAhcuwvn3p9ZGb2mFI8dkae3OHbPLpFKrW2AgrFkDcfES4C4tk5Ubg4OW+npDfr5lxza5AKaUUkoNDFjKK+SCaEDA7LMoPettx8XNv4auN7S1Q3gYhIRIyS6llovAQMNdd1ieOWLIzLSUlkJNLaxJWx3N5o2BZLd8DQ9DY2MgtXVj5OeNcvddsGnjKojye4H+lObpkUce4cknn+TOO++c1GRyooSEBL74xS/yxBNPkJaWtijj2LNnD/v3779hk8pNmzbx93//9/z7v//7rAPbbrebT3ziE2zcuBHnLI7U0dHR/NEf/RFHjhzhz/7szwiYY7QoODiYf/iHf+B73/seubm5191u27Zt/NM//RPf+MY39MqVUmpW3G7DQw/A/n2G1In1uJulDEZbu5bA8BWnE7ZthUcfuX62VEkpPPlbKTfhsUhIqWmFhUJO9rV63AWFUFNjuXDBStmbEi1VopRSSi6CjoxYWtsgLnb22aKewe0kH5YkGR6Gri7J2o6IMKQk+24sSs1HRIThzkMQHSU1uFtb5TxttQkKMkRFOYiIMLhchtBQjXfNlrE6s1+w9vZ2zpw5Q0NDA729vcTHx7NmzRp27Ngx5wDvfA0PD1NQUMDly5dpbW1lYGCAsLAwUlJS2Lp1K263e0GvPzQ0RGlpKTU1NTQ1NdHb28vY2BhRUVG4XC7y8vLIzs72arC5qKiIkpISGhsbCQgIIDExkY0bN7J27VqvvUe7Z6G0FaKlpWXKBYLi4mLiZ9sdRS1bxhhcV1JOOjo6NHgzjcFBy3vnJVDa32+prYOODqmxmJYmQTHlO7V18OZbsrx2OjExsOdmWOBhbcUwxhASEgLAwMCA7vPTGBuTIERjk2TlpaRI+ZKEBMPe3fKvUsuFHufVarOY5zXWygXPigpLRaX0b7hySL3B8+AXv5Sg8lUHD0BGxoKHNMVsjvONTVBfD5s3wc4dhp079Limlqeyy5aXT1rq6uRznZUp5QxXC2MMnZ1BVNeMsmnjKAdug+yslbk/x8TEePX1tCyJF8TExHDHHXf4dAyBgYFs2bKFLVu2LMrrBwUFsWHDBq83xJxJXl4eeXl5S/Z+SqnVITjYcPMuqcf95tuGoCBLd7csfysqktpnycm+XVq6mqWmwMMPysWHc+9NbSrT3g7P/U4ycnfdJBcllJqJwyEXQ2Jj5eJJZaVkBPX3W5qbIS/3atmblXnyoJRSanr1DdDZaWlphYiI2QW2QZIiJga2wXfNJK2FtjZwRcsF3HVakkQtY9lZho4OAMvAIFRUQu46LU2obkxP3ZVSSq1K0dGGu++E6hrJFI6IsDS3SH3u9g4JcMfHrY5ab/4mIECyj7Kz4J13oezy1G3KK+R3t3ULbNygddPVjQUFyUWR8YtZxVIjdXTUUlFpuGmHJTdXmhsppZRa+QqLpHRVT480YZytJo9yCRHhcIMqoYumr0++h9QUSEoyREXpMUwtbzu2Q0enYWzMUlwic/7cXHDqXF/NQGtuK6WUWtXWpBkefRhu3nWtHrfLBTU1Evzq6fX1CFevsDDpEH7fYSkj4WlkBN49A089I78vpWYjMlKytVOSZSXApQKoq7ecOm159ig0N2uZB6WUWun6+ixVVdK82umcW+kDz3rbvsraBukbExgozZNz1/luHEp5izGGA7dCQrwhM0Pm+1VV2h9JzUyD20oppVa9gADDls2GD30A8vOlkUlermRtl5RAZdXU5adq6SQlwYMPwJ7dkn3rqasLXngJXnxJ/q/UjTgcEoxYny/B7qoqKC6B6moJcJ963TI4qGdRSim1UpWUwvCwpW2OjSRBagFP5Kvg9tiYXKSNjQGn08wp+1wpf+Z0Gg4dgqgow9q10ounsdHXo1L+TMuSKKWUUleEhUmmQF4uvPEGhIVJHcb6eplUJbshPl5LlfiCwyGByMwMePcsFBdP3aa6BurqYNMm2LJZ66arGwsMlKXocXHXVmvEx1lGRqCi0nDzTZacHLzaMFsppZRvWWspKpba2aOjcgyYrf5+KW81UWKCV4c3a13dMv7YWDmWBQXpsUqtHFGRhttvs/z+RYPbbalvkFWdUVG+HpnyR5q5rZRSSnlwJxkeehD27jGkJBvW50OM61qd3l4tVeIzISGwb69kcidMczI5OgbvnYcnn4KKCl3CqGYnMkIuaiUnQ2vbtVIlr7xmee55aO/QD5JSSq0UtbXQ3W1paZHVO8HBs3+uZ71tpxNipimdthQ6OqTRXkgIZGX5ZgxKLaa0NMP2bZJgFBUlDSYHh3w9KuWPNKdJqRUoMDCQffv2TblPKTV7DofU387MsLzzrsHptMTFSXZwcYksYU1J0exgX4mPg/vvhdIyaTo5MDD58d5eOHFSgpV7bpY66krNxOGApES5kFVbB5WV0NYGg4OWpmbDpo2WbVtlqaxSSqmlsRjnNYVFkoHd2ycrwubCM7idED+3kibeMjYmqwqTkiA42JCSvPRjUGopbNsKLa2G0VFLYRGUl0t9eV/sd8p/6Sm5UitQdHQ0zz77rK+HodSKEBpquHW/dOk+ffpKqZIWqKuHzi4JnsbFaqkSXzAG1uXA2nQ4955k23pmatfXS8PJDetlcjxdzW6lJgoKkmBHV5dczCoohKQky/AwXL5s2LvXsiZNd3illFoK3j6v6e21VNdII8mrjRjnwl+aSXZ1SYA7xiUlSQIC9LikViZjDLftt3R0GLIyrfRIqYH0NXr+pa7Rax1KKaXULCQlSqmSPbsNKSmS1R0VBdXV0pSor9/XI1y9goLg5l3w8IPgdk993Fq4eAme/K1kemupEjUbUVFS5z0pUZoYFRZJqZLfv2A58bKlr08/SEoptdwUl8DIiKW9fe6NJEdHobVl8n2+Cm5fLUkSHDz37HOllpvgYMMdByEy0rAmTVbWtbX7elTKn2hwWymllJolh8OwcYPhg49CXq5hbbpkDo+OSoPD2lr5v/KNmBg4fDfcfkAaznjqH4BXX4Njz0Fr69KPTy0/DoeszsjPkwy/0jKp91hcYvmP30JhocXq1RKllFoWxsYk67O9fe6NJEF6MoyOTb5vuv4fi21sTFYPxrggJMRMe2FfqZUmNtawf580UI2LlUbgnmUJ1eqlwW2llFJqjsLCDLcfMNx72JCWasjPk0YnLa1QWAgdnb4e4epljGQwfeAR2LJ5+oyspmZ45gi8flonxWp2QkIgJxvS06G7W0rg1NdbTp22HD0G7e0a4FZKKX9XUws9PZaWVlmdM9dSZZ4lSVwuCPZBubOrJUlcLlirJUnUKpKdZcjLNaSlyf5bUSH7glIa3FZKKaXmKSXZ8PBDcNNOKVWSnw8hodLo5HI5DGk3b58JDISdO+DRh2FN2vTbFBXDk09JuQmdGKsbMUYyhdbnQ3Q0VF0pSVRZZXnqGThz1jIyokFupZTyV0XFUkaur08aU8+Vv9Tbbu/QkiRq9dqzG+LiDJkZMDgkK2eV0uC2UkoptQBOp2HbVsMHHoGsTEN2lpxo9PVJI7qmJq3x7EtRUXDnHfIVGTn18cFBOP0GPHsUGpumPq6UJ6dTmpjmZMPwsFwcqa2znDlrefoZaGjQHV4ppfxNb6+lulpqZs+nkaS1svJrokQflCQZHZXM7ZgYaXqerCVJ1CrjdBoOHoCICENqqqycbdf626ue09cDUEp5X3d3N9/61rcm3ffXf/3XRE4X2VFKeUVUlOGeuyzl5YY33oLISEt9A9TWScOTNWkQHu7rUa5ea9KkdvLFi3D+fRgZmfx4W5vU4s7Ohpt2Qliob8aplo/ISKnF3dAoDSc7OiB9jeXoc3L/TTulAZJSSqn589Z5TXEJjI5a2jukTraZ45/nnh7o92ge7ovM7aslSWJccqHV4dDjjFp9YmIMe3ZbXjsl5eKqa6TfTnCwr0emfEWD20qtQIODg/zv//2/J9339a9/XYPbSi0yYwxZWZCaann3jMHphNgYS1W1nFQlxEuANSDA1yNdnZwBsHWLBLDffkfq9HkqK4OqKti2FTasn75mt1JXORyQkixBhuor+3l8vARQqqoNe/dYMtZq4EEppebLG+c1VxtJtl1tJBk793F4Zm0HB0OUD06t2jskiBcUBJmZS//+SvmL3HVQV2cYHbUUFknD73U5OndfrfTXrpRSSnlZcLDhlr2GB+6DtDRDXi6kpkJrm5Qq6ejQUiW+FBEOBw/A4bulGZOn4WEJfj/1DNTVLfnw1DIUGgrr1kFaqqwCKCiUhpMvHbe8dMLS16c7vFJK+crVRpKt82wkCdPX255r9vdCjY5aKUnikpIk7qSlfX+l/Ikxhn23SBZ3ZoasrKiv9/WolK9ocFsppZRaJImJhocegN03G1KSDevzJdumvEKaTmrDSd9KToaHH4Sbd0n9TU+dnfC7F+D4y7IcWamZGCNL3dfnS7D7crns66WlliefgpISi9WrWkopteQW2kgSpga3k3xQkqSzS5IjXC7IWKslSZQKCpL625GRhpRkWWHR3e3rUSlf0OC2UkoptYgCAgybN0nDyewsQ1amLCPt65fszuZmzeL2JYcDNm6ADz4qSxmnU1kJTz4F596DkdElHZ5ahoKCICtTAg89PXCpQLK4X3nN8rsXoLtbd3illFoqC20kCZKM0N4x+T5fNJPsaIfwqyVJMpb+/ZXyR/Hxhpt2ymqKyAgpL6jz9dVHg9tKKaXUEoiMNNx1Jxy83ZDslizuuFhZKltcIsFu5TuhobB/H9x/H8RNk9U1Ogpnz8FTT8mkWS9IqJkYAzExksUdFQWVVVLPvbxcsrgvXtIsbqWUWgoTG0nGxc2vlEhLy+TjvsMx/VxhMY2OWrq6wRUDYWGGJC1JotS4jRsgJdmQng6jY1BT4+sRqaWmwW2llFJqiRhjyMo0fPBR2LjBkJYmzVCsheJiqK2DsTFfj3J1S0yAB+6DW/ZO33G9uwdeOgEvvCTLg5WaidMpGdxZmdA/cKUWd4PljTctR5+Dzk4NcCul1GLxRiNJmNpMMi5W/r4vpfYOi7VSbzsjQ0uSKDWRMYZb90NEhJxftbfLl1o9NLitlFJKLbHgYMO+Wwz332dITZWGk8luKVFSUAhdGjT1KYcD8nKlVEl+3vRZXrW18NTT8M670oBSqZlER0sWd2ysZBOVlEJVleW3T8P59y1jYxrkVkopb/NGI0mAxmmaSS619rYxwsKktIqWJFFqqogIw949EBsjdemra7S/0WqiwW2llFLKR9xJhkcegp07DCkpUqokOAjKLkud55ERX49wdQsOhr174KEHpm8cNTYG71+QetyXy7VUiZpZQACsSYOcHLkgUlgEdfWWt962HDkG7e36AVJKKW/yRiPJsTFJPphoqYPbo6OWzi5LjOtKSRIfBNeVWg6ysyAr05C+RpJVqqp1fr5aaHBbKaWU8qGAAMP2bRLkXrvWkJMDa9Ol5EVBIbS16aTM12Jj4d7DcNutUpvbU18fnHwFnv+dLH1WaiaREbIiID4O6uqkHmx1teXpZ+Hce5bRUd3hlVJqobzRSBKgo3PqCq2lbibZ2WkZG5NVQGvTpQSDUmoqYwy37IWoKMPadOjulpr5auXT4LZSSinlB1wuw32HYf8+g9tt2LAeIiOvNKK7DIO6rM6njJFskA8+Cps2Tl+qpKERnnkW3nhLf19qZg4HpKbCunVSB7awCGrrLO+8a3n2KLS1aYBbKaUWYlIjydj5NZIEaPIoSRIRAWFhCx7enHR0WsLCDMHBErBTSl1fcLDh1n1yHpWQID2NBgZ8PSq12DS4rZRSSvkJYwx5udJwct06Q8ZaCagODkJhoTQ00ixu3woMhF03wSMPQ0rK1MethYICePK3cmKtvy81k4hwyeJOTIT6evnM1NRYnjkCZ89pFrdSSs3HlEaS8yxJAlObSS51SRJrLR0dY7iiDYGBkJS0tO+v1HKUmmrYsMGQkiwlHyurdE6+0mlwWymllPIzYWGGQ7cb7rrDkJwstbjj4qSJYXEJ9Pf7eoTKFQ133wmHDkqA0tPAAJx6HY4cg2ZdDqlm4HBASjLkrpParkXFUFtrefeMZHG3turZmFJKzUVtnXcaScLUzO2lLknS0yM9WFwuQ1qqwenUkiRKzcaunRAbY0hPlxKCnheq1MqiwW2llFLKT6WnGz7wCGzaaEhLnRz8qquX/yvfMUZqXz76CGzbKg0DPbW0wJGjEujWJZFqJuHhkJcrWYENjbKfaxa3UkrNXVGRJAIspJEkyGt0d0++b6kztzu7ICgQwsO1JIlSc+F0Gvbvh4gIM75CTufiK5fT1wNQSiml1PUFBRn27oHMTDh1CsLCLI2NEvzq7IQ1a6bPHFZLx+mE7dsgJxveels6s3sqLoGKStkuP0+ydZXydDWL2xUtS2iLisHttoyOQlW14bb9lpgYzdpTSqnr6e21VNdAS+vCGknC1ExPpxNiXAsa3pxYK3O9uFgHDochLW3p3luplSAp0bBxg8yjOjtljr4uZ/41+JX/0uC2UitQQEAAeXl5U+5TSi1f7iTDww9Zzr9veO88uFyWqiooKZFmKcnu6TOH1dKJjIQ7Dkn5mDfegq6uyY8PDcGbb0mge8/N4Hb7ZpzK/4WFSRZ3Q6NkGnV2wuCg5elnDTu2WzZtBIdDz8yUUivfXM9rSkphZMTS3g4J8QsLYnmWJElIWNqL0wMD0nfFFWNISXEQHGywWjhYqTnZuUMSBNLXWEpKpVzgUpcXUotPg9tKrUAxMTGcPn3a18NQSnmZ02nYsR0y1lpePWUICbE0NV8Lfq1JW1iGkvKO1FR45CG4VADn3pNamRO1t8Nzv4OsTLhpp5SjUMrT1Szu6CjJ4i4sguTkK1ncVYZb91uiozXArZRa2eZyXmOtpbgY2jukkWTsAkqSwNTgdpIPSpIEBEBUpCErQzMYlJoPp9Nw6z7L0efkAlV9vcytgoN9PTLlTbooVimllFpmYmMND94PN+8ypCQb8vNlglZ2WYJgnsFUtfQCAmDzJvjgo5CVNf02l8vhyafg/PtyEq7UdMLDpZRNQjzU1Unmf1W15aln4FKB1Sw+pZS6orYWunssrS1ysT94AY0kR0eltMlES53t2dkpq8IcDkOGBreVmje327BhvSElWcoLVVVL2R+1cmhwWymllFqGHA7D5k2GRx+GjHRDTjakr5ETocIi+Vf5XlgYHLgV7j0MMTFTHx8ZgXfPwFPPQE3t0o9PLQ8Oh6wIWJcjn5nCIqhvsJx+w/L876GnR8/QlFKqqFiaQPb2QdwCs7ZbW6c27o5fwuD28LA0xHRFQ1ycg6goDd0otRA37YToKEN6OvT0TL14pZY3/QuplFJKLWNRUYZ7D8O+WwzJyYb1+RAaKlnBFZVycqR8z50EDz0Ae3ZD0DSZZF1d8MKL8NJx6O5e+vGp5SEiQmpxx8ZCTQ2UlkFlpeW3T0NJiWZxK6VWr74+S1W1BKWdToiKXNjreTaTdLkWlgk+V52dUi88KgoyNWtbqQULDDTs2weRERAfJ6vhBod8PSrlLVpzWymllFrmjDHk50FaquX104bAQEtbuyzPLSyCtFQ5KdPO4L7lcMD6fMjMkGzt4pKp21RVy+9t82Ypa+K8wUxtaMjS1zfG8DCMWUtY6PTBc7VyBARIfX1XtJQhKiiUff+V16CyyrDvFktoqO7sSqnV5WojybZ2iI9feOPHRj+otx0RLvWCNbitlHekphjy8mB01NLZJYkCWZl6jrQSaHBbKaWUWiEiIgx33WkpLTO8+RZERVqqaySDO7pDAmKBgb4epQoJgX23SAbuG29K1/aJRsekEWVJKdy8C9amT550WwsNDVBQBFVVYO3g+GPGyPb5eeB262R9JYuMhPx8qK2RIHdnpwR2mpoN+2+xpKfrL18ptTpYaykqho4OqZUdF7vQ14Nmj+B24hIGt0dHZRVXSgqEh0FCgv49V8pbdu2E6mrDmjTL5XKZP7lcvh6VWigNbiu1AvX29vLDH/5w0n1f+tKXCA8P99GIlFJLxRjDuhxITbGcfsPgdFo6OqC6RrK4U1MhxqVBT38QHw/33welpfDOGRgYmPx4by+ceBlSkmH3bsnUbWmFV1+TE/jpWCsXMyoqZaJ+635ZeqlWJmcArF0L0dGyjxcUQvoaywsvycWTm3dBUJDu7Eqp5Ws25zV1ddDdbWlplQt/wcELe8+eHuj3OCYvZTPJ7m45nkdHQ3q6weikTSmvCQ427NltOX5C9rGaWoiIlDmVWr40uK3UCtTf389//+//fdJ9n/70pzW4rdQqEhZmuOOQ1N4+/QZERFhqaqCyUgKjmsXtH4yBdesgfS2cOyfBSc+yyXX18NTTkpFdUysNBWejowOeex4OHYTUFG+PXPkTlwvCw6WszeVyaaQ2NmapqzccuM2SlKiBEaXU8jSb85rCYrlA3Nsrpb8WqskjazskRILmS6WzU/qnBAdJs3CllHdlrIU1awzDw5aCQqivl3MjtXxpQ0mllFJqBcvKNHzgEVi3zpCRAZmZcvJXUAhtbVMDqco3goNg983w8INSTsTT1Yzs2Qa2rxoZgeMntCP8ahAYKHUj16yB9nbZxxsaLEePwTvvWkZHdWdXSq08fX2Wqio5zjmd0oBxoTybSSYmLN2KN2ul3nZ0lKy8mW5OoJRaGGMMt+yRZCC3G1pa5PxILV8a3FZKKaVWuNBQw6HbDYcOGpLdhvX5cvJXWQXlFTA87OsRqqtiYuDw3XD7AQgL885rjoxIKRO9kLHyGSNlaPLzJNhdUgq1dZZz71mOHIOODv0QKKVWlvFGkm1Sa3uhjSRhajPJpay33dMrNbejo6WUnNOpK2+UWgwREYYd2+XiVVgYVFfD2JivR6XmS4PbSiml1CqRmSFZ3LnrDBlrr2VxFxZJpqfyD8bIsuoPPAJbNnsnW6yjAxoaF/46ankIDoZ1ObIKoKkJioqhpsby9LNQUGixeqVDKbUCWGspLpnQSNILPSaGhqbOiZYyuN3VKRcnw8K0JIlSi23DeoiLM6xZAwODU5u8q+VDg9tKKaXUKhISYjjokcUdESElLzSL278EBsLOHdJQ0hsKC73zOmp5MAbcSZC7TjKRioqhvsHy+mnLCy/KUn6llFrO6uqhq8t7jSRhanDL4fBO0Hy2OrtkdZ0xRmsAK7XIHA7D/lsgPMyQEA8NDTA46OtRqfnQhpJKKaXUKpSZYXAnWV5/w+B0Wto7oKZGsrjXpEmDOuV7Q0Ny8u4NlVXyekFB3nk9tTyEhUmZkto62ce7umB42NLSath/iyU9XZe8K6WWp6IJjSQz1nrnNT2bScbFgTPAO699I4OD8pWSItniwcH691mpxRYfb1i/3jI6Ch2dMlfKylq6OvvKOzRzWymllFqlQkMNdxyUTO7xLO5wyeCeT/NC5X19fd6rlW2tvJ5afRwOuWiVlSWfgcIiaTb5wkuWU69bRkY0i1sptbz0909uJBkd7Z3X9QxuJyZ453Vno6tbAmqREWjWtlJLaOd2iIw0pKXKftjZ6esRqbnSzG2llFJqlcvKvJLFfVqyuNvar2Rx90i9x6goX49w9fJ2mRgtO7O6RUdJFnd1DVwul+aTY2OWhkbD7bdZ4uI0TUkptTyUlMoqlLY2ya72RiPJsbGpZUmWtN52F4SHQ0CANJNUSi2NoCDD7pstx0/IeU9trfzrjb8ramnor0oppZRShIUZ7jgEB24zuJMkizs0BMouQ1W1NGpSSy8w0L9fTy0/gYHSsHTNGmhrh6IiqK+3PHsU3r+gzSaVUv7PWktRsZQQGB2FuFjvvG5Hx9SLwEuVuT02Bj09ElALDTVe+56UUrOTsRZSUyV7e3hEG7EvNxrcVkoppRQgzYtysg0feAQyMgzZ2bIstr1dyhj09Ph6hKtPWJj3av4ZI6+nlDGStZ2XC8ZxpdlkveWtty3P/16bTSql/FtjkzSSbG2VptghId553abmybcjIpbuuNnTIwHu6ChIS5U5mVJq6Rhj2HOzJPwkJUqJIm0uuXxocFsppZRSk4SHG+65C/btNSQnG/LzpQlhSaks0xsb8/UIV4+gIFib7p3XWpuuzSTVZCEhkLsOEuKl4WRpGVRWWn77NFRVaYBbKeWfSkulkWRPj1yo8xbPettJS1mSpFtW1oSEQJrW21bKJ1wuw8YNkJQk+2NNra9HpGZLg9tKKaWUmsIYQ36+4ZGHYW26YV0OpKRILcqiYujr9/UIV4/8PO+8TkiI95pTqpXD4ZDarjnZEiwqLILGRmk2efoNbTaplPI/NbXQ6uVGkuDjZpJdV2v8GlJTlu59lVKTbdsKERGG1FTZL7W55PKgwW2llFJKXVdUpOHee+DmXYaUZCNlDAwUF0stOg2WLj63G1yuhb9OYRG88iqMjCz8tdTKExkpF1LCw6TZZHUNXLgotbjb23VHV0r5j+FhaX4dG+O9hm99/dDtUX5tqZpJDg7KV1QUJCRAcLCWJFHKVwIDDbt3gSta5kY1ump1WdDgtlJKKaVm5HAYNm8yPPQApKVKgDsxERoapFSJ1qNbXMbArfslQ22hLpfD0WPQ3b3w11Irj9MJmZmyJL61VVZp1NVZnn4WCgq12aRSyj90dcmF2jgvliRp9sjadjq9c2F5Nrq65VgfGSG9TpRSvpWZCcluw5o0aTLruapD+R8Nbiu1AhljiIuLm/SlTUmUUgsVG2t48AHYttWQmiKlSoaHJSO4pVWzuBdTfBwcOjj3APd0GW1t7fDMEamfrpQnY6QGd16u3L5apuT105bjJ2BwUHd0pdTSmXheExMTR3h4HO3txquNJGFqM8nEBO9lhd9IVxeEh0NAgJSJUkr5ljGGvXsgNNSQmCCrVQeHfD0qNRMv5AAppfxNXFwcJSUlvh6GUmoFCggw3LQT1qyxvPKqITTUUlML1dXQ1Qlr1kgDFuV9qSlw72F49TXo6Ljx9i6XZHz39Uk5kuHha48NDcHvX4SdO2DzJgloKjVRaKgEuGvrpERJVzeMjlpaWg0HbrO4k/RDo5RafBPPa14+ablUYLlU4N2sbYBGz3rbS1SSZGxMGmO63RJIi4tdmvdVSs0sJsawYb1lZEQSQ2prISvT16NS16OZ20oppZSas6REwyMPwfr1hvQ1Mtnr7ZMsT228snji4+CRh+DwPZCxdmpQ2hi5//A9sl18HKSvgQfvn77p1rtn4MTLkwPfSl3lcMgS+axMCb4UFEJDg+XYc3D2nGVsTLO4lVJLY2DAUlEpK8WcTqmH6y0jo1KKaaKlaibZ0yMB7ugo+Xurq22V8h/btkJ4uDR57eycWpdf+Q/N3FZKKaXUvAQGGvbfAulp8NrrEB5uqaqWus5xcZJpHBDg61GuPMZAslu+hodhZDSY4SGwdpDQUAgKmvqc6GgJcL96CiorJz9WWQUdR+GOg9MHwJWKjpZmk5WVUFoGSUmWsTGor5cs7vBwDcYopRZXadmVRpJt3m0kCRLY9mwYl7BEwe2ublnxFhKiJUmU8jfBwYabdlpe7YfmFsnezsvVFY/+SDO3lVJKKbUg6emGRx+GrCxDVqaUJmlvl2Z0fX2+Ht3KFhRkiI1xkJTkwOUy0wa2rwoMhIMHpBSJp85OePYoVFUt3ljV8hYUBDk54E6SZrKlZVBVbXnqGflXKaUWi7WWoisrw7zdSBKmNouLiZn+QvFi6OqCqChp3p2asjTvqZSavZxsiIuT/bO/H1rbfD0iNR0NbiullFJqwUJDDXcegn23GNxJhvw8ydouLoHGRm026S+MgS2b4e47p564Dw/DSyfg7Dn9fanpGSN1YdflwODglWaTTZYXXrS89bZldFQ/OEop72togI5OS0srXm8kCVOD20tVkmRwUL6ioiRTPDhY00GV8jcOh2H3Lmn6GhMD9fUwOurrUSlPGtxWSimllFcYY8jPk1rcqamG3HVyglhXL1meQ9pl3G+kpsJDD8jSbk/n3oMXj2tXeHV9ERFSpiQ8DC5flmW659+3HH0Ouro1wK2U8q7CIhgYkPrU8V7O2rYWmpon37dUzSS7uuSiYWSE1NtWSvmn5GRDxlpDSrKUMPJsQKt8T2tuK7UC9ff384tf/GLSfX/8x39MaGioj0aklFpNoqMND9xnOXvO4HBAVJSlskpOTtekSdaD8r3ISLj/Pjh1WgKUE9XUwLNHpA63/r7UdJxOyMyUGpR1ddDTC0PDlqefMezfZ8nM0AxEpdTCtbX18Ytf/IL2dmlc3dsNu/f8EYGB3jmv6e6WwPlES5W53dUNEeGy0i1N620r5dd23QTVNYbEREtjo5RHCl6i8kXqxjS4rdQK1Nvby5//+Z9Puu+RRx7R4LZSaskEBBhu2glpqZaTrxpCQ6XZZEWlnEimpmqzSX/gdMJt+yUT7u13Jpcj6e6GI8dg/z7IzPDZEJUfM0aCQBHhUF4BRUWQvsZy/ARsWC8ngk6nBrmVUvN38VIvT/7H1yfdt237w14LbntmbYeEyMXfxTY2JpnobjeEhRliYxf/PZVS8xcVZdi4wTI8LE1o6+p0fuxPtCyJUkoppRaN2y1lStblGDIzID0d2ju02aQ/MQY2boB77p5ax3RkBF4+CW+/KyfiSk0nLAzy8iQgVF4B1TVw4aKWKVFKLYy1ltKyxX2P6eptmyW4JtfTI8fV6CjJ2jZL8aZKqQXZshnCw6U8SUeH7MfKP2hwWymllFKLKjjYcPsBuG3/tWaTDoc0m2xq0uaF/iLZDQ8+MH090wsX4IUXpy7dVuoqZwBkrJXSQ62tsn/X1lqefgYqKnUnV0rNXX0DdHUt7t8PX9Xb7u6GwEC5qJyqJUmUWhaCgw07tkFsrFzYr63T8xh/ocFtpZRSSi06Ywzr1hkeflCaTeblQkKCTAovX4bhYV+PUIGUl7j3Xli3bupjdfVSh7u1denHpZYHYyA+HnJzJSOxqBiamiwvHbe88aZldFTPAJVSs1dUBIODi/f6Q0PQ3j75viULbvfIahdjJAtUKbU85OZCbKwhNVVWoXr+DVG+ocFtpZRSSi0ZaTYJW7cYUlMgJxv6+qXZZHe3r0enQDJw9+2FvXskw36inl44+hyLvkxcLW9hoZCXe61MSc2EMiXdWqZEKTUL/f3SjLq1bfHeo9kja9vhkCZxi214GPr75W9kXByEhGhJEqWWC4fDcPMuSQhxuaC+Xkv3+QMNbiullFJqSQUEGHbdZDh8tyExUcqUhIZKwLSuXpf3+QNjID8P7r1HfjcTjY7Cq6/BG2/pZF5dX8CVMiVpadBypUxJTa3l6WehukZ3cqXUzEpKYXjY0tGxeO/hWZIkLk4u8C627it1eiMj0KxtpZah1BRDWqqsuhgegeYWX49IaXBbKaWUUj6RmirNJjMyDDnZcoLX1CQntENDvh6dAlme/dAD0y/TLiiA538v2WdKTccYSIiH3HXSnLSoCJqaLb9/wfLuGcvYmAa5lVJTWWspKpaGbaOji/c+ns0kk5aw3nZoqNTc1nrbSi1Pu26SVRdxcdDYKPMc5Tsa3FZKKaWUz4SFGe65C27aaUhONqzLkeW6hUXQ0enr0SmQhjmH75ZMbk+NjfDMkalLu5WaKCwM8vIgIkJq7NfVwdlzlt+9IKUHlFJqorp6aSTZ0ip/NxbD2Ng0zSQTFue9JrJWgtuREeB0miV5T6WU98XGSnJOslv268ZGX49oddPgtlJKKaV8yhjD1i2G++4Fd5KUKYmMgPJyqK3V0hf+ICBAanDv3wcBHrPHvj449rw0D1TqepwBkJkBKSkSUCotg8pKy1PPQEOjBriVUtcUFsHAAPT2Qoxrcd6jo2NqpmXCEmRuDw7KRfzISEhKkgC3Ump52rEdgoMNiYlSmkRXnvqOBreVUkop5ReSEg0PPwTZ2YbMTEhLlYliSSkM6mTRL6zLgfvug/DwyfePjcHrp+HU64u7hFwtb8bIsv+cbAnwFBVDU5Plueel4aTVgvtKrXp9fZaqKmhpAacToqIW5308S5JERkgz3MXW3S1/CyMiIDVl8d9PKbV4IiIMGzfI3CYgQJpLKt/Q4LZSSiml/EZwsOHQ7bB3j8HtNpNq9WqZEv8QHyd1uJPdUx8rLoHnnpdsO6WuJyIC8nIhOFgyuOsbLG++ZXn5pDSQU0qtXsUlMDJiaWuXBo+ORYpYTClJsoT1tsPD5fvSZpJKLX9bNkNoqCHZDW3t0Ke9aHxCg9tKKaWU8ivGGDasNzxwP7jdV8qUREqZkhotU+IXQkLg7rtg44apjzW3wLNHoEFrD6oZBAZKBndigtTgLq+AklLLM0ego0MD3EqtRmNj0kiyvV1WAcXFLd57NXpkbi9FcHtsDHp6ISpSgmGxsYv/nkqpxRUcbNi6Rf5eBQdDfZ2vR7Q6aXBbKaWUUn4pPs7w0AOQk2PIzIC0NFmmXFqqNe38gcMBN++CA7fJ0vGJ+gfg+d/BpQJpsqPUdIyRGtyZmZLNWFwMDQ0S4C6v0A+OUqtNTS309EgjyagoCA5anPfp64Oensn3LUVjx74+CdpHRkrWtjFab1uplWB9PkRGGlJSoKtb5jRqaTlvvIm6kY6ODs6cOUNDQwM9PT0kJiaSlpbG9u3bCQgIWPLxFBYWUlhYSFtbG9ZakpKSyMzMZOPGjQt+7ebmZkpKSqiqqqKrqwtjDC6XizVr1rBlyxbCwsK88B0opZRSIjjYcPCAJdltePMtCA+zlFdIs6m1ayF6kWpxqtnLygRXNBw/Ad0TggXWwptvyQWJW/ZODYArdZUrGkLWSfZ2UTGkp1uOn4DNm+CmneBwaABIqdWgsEgCwH19cmxZLJ4lSQIDweVavPe7qrtH6vKGhWm9baVWEqfTsHOHpadHyg7V7ZSvpgABAABJREFU1kn5Nb1+tXT0NGMBysvL+f73v8/LL7/M8PDwlMcTEhL4yEc+wmc/+1mCghbpsvMVAwMD/PznP+fxxx+nubl52m3S09P56Ec/ysc//vFZB92Hh4d5/fXXeemll3jjjTeorKy87rZOp5ODBw/yyU9+kh07dsx67G+++SZ/8id/MuvtJ9qxYwe//OUv5/VcpZRSy4MxhvX5kJBgOX7CEBxsqaiEy5chKUlqP+vk0bdiY+HBB+Dkq1BbO/mxssvQ3gGHDkrDLqWmExICueugugYqKqA3Aay1tLYabj9gCQ3VnVyplay721JTAy2tEBS4eI0kYWozyYT4xavtPVF3t2Rtg6xaUUqtHNlZcOGCISXFUlICHR0QE+PrUa0eGtyep6effppvfvOb9PX1XXeb5uZmfvSjH3H8+HF++MMfkpaWtihjqaio4HOf+xzl5eUzbldVVcX3vvc9fv/73/MP//APJCUlzbh9b28vBw8epLNzdh28RkZGeOGFF3jxxRf5v/6v/4s///M/JzAwcNbfh/Ke+Ph42trafD0MpZTyqvg4w8MPWl59zRAQYGlshPoGaV6YsVYyr5TvBAfDnYfg7Dk4//7kx9rapA737bfpCb26voAAWJsO4WGS9dTfD6OjlmeOGO44aImP1wC3UivV1UaS7e2QlHjtonVERDx/9/0Wr76XL5pJjoxKRnpaGriiDeHh+vdMqZXEGMNNOy2tbXJxrr5BVoRoAs7S0OD2PJw8eZK/+Iu/YGxCR6uMjAx2796Ny+WiqqqKEydOMDAwAMClS5f47Gc/y69//WsiIrybslRTU8Mf/uEf0t7ePn5fYGAge/bsITc3F6fTSWVlJa+++iq9vb0AnD17ls985jP84he/mHE8o6OjUwLbxhjWrVvHpk2biIuLIyAggJqaGk6dOjU+Bmst//Zv/0Zrayt///d/j2OOl8EdDses6485dY2zUkqtKsHBhjsOWS5cNLzzLoSHSxZ3YRFkZoCXD7NqjhwO2LkD4uPh1ddg4sK2wUH4/Yvy+KaNOtlX0zMGEhIgNJTxEkSZGZYjxwy37LXkrtMPjlIrzeioNJJsa5eSVovZSHJkFFpbJ9+3FMHtnh753iIjISV18d9PKbX0UlPB7Tb09VuKiiS5YzH/nqlrNDI4R01NTfyn//SfxgPbxhi+/vWv8/GPf3xSELetrY2vfOUrvPXWWwCUlpby13/91/zgBz/w2lhGR0f58pe/PCmwvX37dv7u7/6ONWvWTNq2o6ODb37zmzz33HOA1OWey3hyc3P5gz/4Ax544AFip2nrPDg4yM9+9jN+/OMfj/9sjh49yo4dO/jYxz42p+/r8ccfZ/fu3XN6jlJKqdXDGMPmTZAQbzlx8lqZktIyadCUkKCBU19bmw7R98Px49DZde1+a+Gdd6UO9/59mm2vri8iAvLzJMBdUgppaZZXX5PPzu6bISBAd3KlVoqqaujvt7ReaSS5mMeG1laYkKMGSFmSxdbdDUFB0iQzNXnx308ptfSMMezcbmm4krXd0CilSZai7NFqpz/iOfrpT386ngEN8KUvfYlPfOITU7KTY2Nj+ed//meys7PH7zt27BiXLl3y2liOHTvGxYsXx29nZ2fz2GOPTQlsA7hcLn7wgx9w8ODB8fuOHj3K+fPnZ3yPdevW8eMf/5hnn32WP/mTP5k2sA0QHBzMn/3Zn/E3f/M3k+7/4Q9/yNDQ0Fy+LaWUUmpW3G7DIw/B2nRDTjYkJkgpg4pKGB319eiUKxoeuB/Sp05LqKiEI8egq2vqY0pdFRgIOdmS9VRdLQGwi5cszz0PfX3W18NTSnlJYRH09EopovhFznL0rLcdEyNB58XW3Q1RkdIg1+1e/PdTSvmG221ISzUku2UFo+dKEbU4NLg9By0tLfzmN78Zv52ens5nPvOZ624fHBzMX/3VX43fttby05/+1Gvj+cUvfjHp9l/+5V8SFhZ23e0dDgff/OY3J5Xy+PGPf3zd7SMiInjmmWe48847Zz2mP/zDP5zUTLKjo4PTp0/P+vlKKaXUXISGGu65G7ZtNaSkQGamnEAWFcOV6mDKh4KCpJHk9m1TH+vokDrc1TVLPSq1nDgcsCZNLpK0tUkWd02t5elnoalJA9xKLXednZa6Oktri/RuuNpwcbF4BreTlqAkydCQlOaKjJTVZUFBuvJEqZVs5w5plB0TI9nbnqtFlPdpcHsOXnrpJYYnFI/88Ic/fMOGiXv37iUrK2v89smTJ2dsQjlbPT09k7KuU1NTueWWW274PLfbza233jp++9SpU3RdJ23K4XDMuV42wP333z/p9vvvv3+dLZVSSqmFczgMN+003HnIkJhgyMuVsiRFxTChcpfyEWNg21a4646p2XFDw/DiS3DuPSlZotT1xMVB7jrJgiosguZmy7HnobhEPzhKLWdFxTAyAu0dsp8vZlkxa6dpJpmweO93VXe3/BsZCanaVFmpFS8+3pCxVlZpjI5Cs3d74qppaHB7Do4fPz7p9uHDh2f1vHvuuWf8/4ODg5w6dWrBYyksLGR0wprrbdu2zfq5EzOrh4eHOXHixILHM1F6evqk2y0tuicvtcHBQZ566qlJX4ODg74ellJKLaq1aw0PPwjJyRLgjo6W8he1tRo49QdpafDg/ZLF4unsOXjphGS3KXU9YWGQlwshwZLB3dhoefU1y+k3LKOjupMrtdyMjFhKSmVVBkDsNMeHkZFB3nvv6UlfIyPzO6/p7p66qmspmkl2d8vfr4AASNHgtlKrwo7tEBJsiIuDxkZpZqsWjzaUnIN33313/P/x8fHT1raezvbt2yfdfvvtt7nrrrsWNJZ2j1S0pKSkWT830eMI/vbbb/Pwww8vaDwTTaxJDkwqg6KWRnd3N5/85Ccn3VdcXExwcLCPRqSUUksjKsrw4P2WU6cNDoclLAzq6qCvHzLWagNDX4uKgvvvhVOvS6PAiaqr4dmjcMdBacKj1HQCAyE7W+rrV9fIvm2tpa3dcOh2S2ioLvdXarkor4CBAUtLq/zdn+4YPTDQzc//7VOT7vub/1ZIRMTcz2s8s7ZDQ6R57WKyFrp7pJZ4UJBZkuaVSinfi4kxZGdbhobkAl5zEyRrM9lFo5nbs9TY2Ej31fVEwPr162f93A0bNky6XVZWtuDxDHhccg6aQxcMzwBnaWnpgsczUVFR0aTbbu2YoZRSagk5nYbb9sPePQZ3kjSbHBiA4mLwQmUwtUCBgXDgNth109Tl511dEuCuqPTN2NTyMF0d7upqyzNHoKVVM7iVWi4KCyWreXBw8RtJwtR62wmJi1sGBaB/QMquRERCsltKqSmlVoft2yA42BAfLxfXRkZ8PaKVS1NqZ+ny5cuTbqfMYT1RfHw8gYGB4/W6y8vLFzyeqKioSbevVzd7Op7ben5vC2Gt5ciRI5Pu27Nnz5xe49e//jU//vGPqaiooLOzk7CwMGJiYli/fj27du3ivvvum/L9K6WUUhMZY9iwHmJjLcdPGIKDLeXlUFwiQbG4JTiJVtdnDGzaCLGx8PJJCWxcNTICJ16GLZvlpGAe7T/UKhEXJw2byiukbm9WpuXoMcOt+yxZWRpAUsqftbRampotzS2SQR0evvjv2eiDZpI9PXLMCw/TrE2lVpuoSEPuOsnebm2V8iSpqb4e1cqkpwuz1NjYOOn2XLKRjTGTyoZ4vtZ8eJYWmUv2dUlJyaTbnZ2dXmlyCfDUU09RXV09fjs9PZ2NGzfO6TWOHj3Km2++SWNjIwMDA7S1tVFWVsaRI0f4m7/5Gw4ePMg//MM/TGruqZRSSk3HnWR45CFISzWsWyfB1KpqKWegnct9LyUZHnpg+osN59+XZpPaMkLNJDxc6nAHBcrFq6Zmy4mTlnfetVgttq+U3yoslD4LXV0QH7/4GdSDQ9DRMfm+pWgm2dMNEeFyoTZFg9tKrTrbtkr2dkKCNJbUMNbi0MztWfIM/oaFhc3p+eETLkWPjIwwODi4oPrHubm5RERE0NPTA8C5c+dob28nZrouTRNYazl58uSU+/v6+ub8PXlqbm7me9/73qT7vvjFL2K8PFPp6enhJz/5CadPn+YnP/kJsbGx834tb4/NX0z3fRljVuz3q66Z+DvW37dSIjzccN+9ljffljrc4WGW6hopVZKZAYGBK2dfWY77fWQk3H+v5fXTUOpRua22Dp45AnccgrjY5fe9qaURFATr1lmqq6GyEgb6ASwdHYYDt0md25VCj/NqJRgctFwuh9Y2CfrGxl7/8+yt85qWlskXuxyOq0H1xduPrLX09EqGeGioISZm7uPWfV6p5S0iwrA+3zI0ZGlulvIkaamz25cNGsOZLQ1uz5JncHuugWnP7Xt7excU3A4ICOC2227j2LFjAAwNDfHYY4/xn//zf57xec8++yxVVVVT7l9o5vbo6Cj/z//z/0xqdLl79+45Narcvn07hw4dYtu2bWRlZREVFcXw8DDNzc2cOXOG3/zmN5w5c2Z8+7Nnz/KFL3yBf/3Xf533z9K1QjtWTZfVHh0dvWK/XzW96OhoXw9BKb9y32HIzBjh5CtDRLvGKCsdpewy5GQ7iYhY/hPHkJAQXw9hQe6605KcPMqp14cnZdX39MDRY3D7ASe563Tqqq4vN9fS2GSprh5ldNQQGBjAi8cDuO/eIFzRK2/Bqh7n1XL13vlhHI4hOjtHcCc5CA8PuO62w8NTz/OCg4PnfMxraxsGrhW8TUxwEB4+//Px2ejpsRgzQlxcADnZgcTELOz9dJ9Xanm69VZLRWU/qamjNDSMsTbded3kms5OmQSHhIQQGRWEy6Vz39lYebO8RTLosSY2cLpWzjPwbPjo+Xrz8clPfnLS7ccee4wXXnjhuttfvHiRb3/729M+5tmgcq6+973vcfr06fHbLpeL7373u7O6ypSRkcGRI0f41a9+xWc+8xluvvlm4uPjCQoKIjw8nIyMDD7wgQ/wy1/+ku9+97uTAtlnz57lJz/5yYLGrpRSavVYn+/k0YeDcScFsGGDk6AgQ2HRCC0tWqPE14wxbN7k5OEHgwgNnfzYyAi8+NIwp14fYmxMS02o6RljcCc5yF0XQE+v5VLBCPX1o/yf/xikpmbU18NTSiHZzBcujNDebhkehsTEpQlJNDRMPs673Yv/vt3dYwQEyAqy1NTrB/CVUitbeJhh00Yn7iQHxkB9g553eJteApglz8zgudZ7HhoamvH15mPz5s189KMf5Ze//CUg5U6+/OUv86EPfYg/+IM/IDc3l4CAAKqqqnj22Wd5/PHH6e/vB6RMSm9v7/hrLaQkyeOPP86//uu/jt8ODAzkf/yP/zHrpptJSUmTapLP5NFHHyUoKIivfe1r4/f927/9Gx//+MfnVZ6kw7Pw2grR2dk57X1zvSijlh9jzHhWR2dnp9YbVWoawcFw952W4ycsIyNSoqS4ZIT2DkhNAYdjeWVxX81eW+iFan8REyN1uI+/DM3Nkx977/wojU2jHDwgS7yVmk5wMGRnWcouw3vnR8jMgCf+Tz97dxvWr1/enxs9zqvlrrbO0tBoqa2zhIaCMaPMdPiaLilscHCQwMDZH/PGxiwNHm2v4mJHGBhY3IterW2W4GAYGholMmKIjo65//3RfV6plSErU/qBxMRY6uogxnW90oiSGDswMEB31+C8/m4sB96uKqDB7VnyDP7ONfPac/twL7WD/sY3vkFNTQ2vvvoqAGNjYzzxxBM88cQT133OBz/4QZqbm3nllVfG74uKiprX+z/11FN897vfHb9tjOG73/0ut9xyy7xebzbuv/9+nnzySV577TVASqocP36cD33oQ3N+rZU6OZju+7JWGyutNvo7V+r6QkPh8D3w5lsGYyxhoVBTC/39kJlhcS6TGZLnCqmVss+HhcG998Cbb0FR8eTHGhrg6Wfh0EFLQrxvxqf8n9ThlhrcZZchNcVy6rSlrd2w+2YICFj+J4t6nFfLUUGBpb/f0tMjfS9u9Bn2xnlNW7usAJooIWFxj5ljY1JWy+2WOUdkpGWhb6f7vFLLV2go5OdJo/TmZmhshNTUyfvzlHk9C/+7sVpoWZJZ8gxuT8x6no2J2zudTq9kboOUO/lf/+t/8ad/+qdTSp94cjqdfPGLX+Rb3/oWzRNSoRwOBxEREXN+75deeon/+l//66QD7F/91V/xwAMPzPm15sozkD2xJIpSSik1GwEBhlv2GvbdYkhKMuRkS5PJomIJcivfCgiAW/bCvluk8ddEfX3w3HNQXOKbsanlwRkAWZmQEC8Xr6qq4VKB5fcvSEM7pdTS6u21VFZBcwsEBsI886vmrKlp8u3ISKaUv/K2vj4JcEdGQEqyNoNUSsHmTdLkOiFB/g7OsSCEmsEyyUvyPc+yGY2NjdfZcipr7aTtZ1uCY7YCAgL4L//lv/Cxj32Mp556ilOnTlFRUUFHRwehoaEkJydz66238uijj5KdnY21ltra2vHnZ2Vl4fA8a7yB06dP89WvfpWRCZfAv/KVr/DHf/zHXvu+ZrJ9+/ZJt+vq6pbkfZVSSq08+XkGl8ty/IQhKMhyuVyCphlrQXs3+V7uOlm6efxlCRZcNToGp16HlhauZOL6aoTKnxkDqakQEgrV1ZIxNTpqeeaI4a47LC6XBpyUWipFxTAyYmlrg8TEqRcuF0uTR4mrxITFf8+eHjkuhYZCcvLiv59Syv+FhRnW51uGhiR7u6lJ5ihq4TS4PUvZ2dmTbk8MDt9IS0vLpBrdWVlZXhvXRG63m8997nN87nOfm3G7iooKurq6xm9v3rx5Tu9z/vx5vvCFL0yqI/7JT36SL3zhC3Mb8AJ41tdub29fsvdWSim18riTDA89YHnxuMHptFRWwuVySHZDUpIEyJTvJCRIHe6XTzKlbmpRMbS3w8HbpZyJUtOJi5Va3OXl8pnJzrI8e9Rw6KAlNUV3cKUW2+iopbBISoRYK/vkUvHM3E5MXPz37O6BiAiZPyS7F//9lFLLw+ZNUFBoSEiwNDbK3yNtjbZwWpZklhITE4mMjBy/XVBQMOvnXrp0adLtxQpuz9aZM2cm3d6yZcusn1tUVMSf/umf0jchderDH/4wX//61702vtnwbJrlrTIvSimlVq+ICMMD90FOtiEzU+pk1jdIzd4xbWruc6GhcM/dsGH91MeamuGZI9DYNPUxpa6KCIe8XAhwyOqMlhYpUVJQqCVKlFpslVXQ329paZFVUTeoqOk1fX2SRT3RYge3x8agt1eC25ERhshIvYCmlBKSvS0rSByOqRff1PxocHsOdu7cOf7/1tZWqqqqZvU8z2Dyrl27vDquuTpy5Mj4/wMDAzl8+PCsnldZWcmnPvUpOjo6xu+7//77+W//7b95e4g3VF1dPel2XFzcko9BKaXUyuN0Gm4/ADftNKQkGzIzoLMLSkphwoIl5SMOh5Qgue3WqWVI+vvhueehoBBtvqOu62qjyYhwWZ3R2Gh5/bTl9JuWsTH94Ci1WAoLJcg8MADxS3jq5lmSJDAQXItccqy3V45DkRFakkQpNZXW3vY+DW7PwR133DHp9vPPPz+r5/3ud78b/39wcDD79u3z6rjmoqysjDfeeGP89qFDh6aU+JhOY2Mjn/jEJyY1ojx06BD//b//9znX6/aGkydPTrqdn5+/5GNQSim1Mhlj2LrFcOchSEgw5K6DkRHJ9JxY81n5TnYW3H+fZMVNZC288Sa8dgpGRn0zNuX/AgIgM1PK3dTUSi3uixctL7yojSaVWgxtbZb6Bktzi5QH8vzbvZg8syITEha/1nd3DzidWm9bKTU9zd72Pq25PQeHDh3iW9/61nj97N/85jd84hOfIHCGAjmnT5+mvLx8/PaBAwcI82FByL/9279l7MraaofDwac+9akbPqe9vZ1PfOITk+qM7927l3/4h3/A6Vz6j1B3dzf//u//Pum+W2+9dcnH4c9iY2MpLi6ecp9SSqnZS083PHCf5cWXpA53+ZVGk2vTISbG16NTcbHw4P1w8lXw7CtdWgbtHXDo9qUNoqjlwxhITYGQYKiugcEhGBuzHDlmuOtOS5SWEVDKay4VSmZiZ6fsd3PpYxEWFsvf/LfCKffNlmfQKGkJ6m339Fw79mi9baXUdMZrb8dbmpqlx4/W3p4/zdyeg/j4eD784Q+P366qquKf/umfrrv94OAg3/72t8dvG2P4/Oc/f93ta2pqyMvLG/86dOiQdwZ+xXe+8x1OnTo1fvujH/0oW7dunfE5PT09fPrTn6asrGz8vu3bt/OTn/yEIC8USquqqqK/v3/W2w8ODvLVr36Vtra28fvy8/PZs2fPgseykjgcDuLj4yd9+SLDXimllrvYWMODD0BamiEnB2JcUFEptbi19IXvhYTAXXfICYKn1lapw11fv/TjUstHXBzkZEtZm+JiKVNy5Cg0NukOrpQ3DA5aysqgpUUyFOeab+NwOIiIiJ/0NdvzmpERaG2bfF9iwtzef65GR2WVV2QEREcbwsP1QplSaqqwMENerqwmgakllNTcaLRrjj772c8SHh4+fvuHP/wh//Iv/zKeDX1VW1sbn/70pyktLR2/77777mPDhg1eHc9PfvITvve97016H09VVVV87nOf4/HHHx+/LyMjg6997WszvvbQ0BBf+MIXuHDhwvh9Gzdu5Gc/+5nXss+PHz/OHXfcwY9+9KNJGe7Tefvtt/nIRz7Ca6+9Nn6fw+HgL/7iLzBzufyvlFJKzUFoqOHw3ZCfZ1i7FlKSoaFBgtzaaNL3HA64aSccvF2WgU80OAi/ewEuXNSLEer6IiIgdx1YZHVGc7Plueeh7LJ+aJRaqOISGBqytLRCbMzUfgmLqbV18nHaGIiPX9z3vFpvOyJCs7aVUjO7Wns7Pk4uAI6M6LxjvrQsyRwlJSXxgx/8gM9//vOMjY1hreW73/0uv/rVr9izZw8ul4vKykpOnDjBwMDA+PNycnL41re+5fXxdHd389hjj/HYY4+Rnp7Oli1bcLvdBAUF0drayqVLl3j//fcnPSc5OZmf/exnRNxgne65c+d48803J91XUFDA7t275zTGXbt28a//+q/Xfby1tZUf/vCH/PCHPyQ1NZX169eTnJxMZGQko6OjNDc3c+bMGSoqKqY89y//8i/Zu3fvnMajlFJKzZXTadi/z+JyGd5+B0JCLBWV0mgyK1OXEfqDjLXSJOylE9DVde1+a+Htd+SkYd8t+rtS0wsOlgB3eYWUtUlfY3n5pHyWtm1FEymUmoexMUtBAXR0SBb1YgeWPXlmQsa4pKnsYurukeNMSIjW21ZKzSwiwpCTbRkclMaSLa0QGuLrUS1PGtyeh9tvv53vfOc7fPOb3xwvqVFRUTFt8BVg/fr1/OhHP7phMHmhqqqqqKqqmnGbXbt28f3vf5+kpKQbvp6dJsXJM0N9NubynNra2km1va/H5XLx7W9/m7vuumvO41FKKaXmwxjD5k0QHW15+aQhMMhy+bKUMsjMgrBQX49QuVxSh/uVV6WO8kTlFdDRKXW4o6J8MDjl95xOaVZaUwOVVZL5fwZLV5dh3y0Wp1MD3ErNRU0NdPdII8moSAn4LqVGj3rbiVpvWynlZ7ZshpJSQ1yspbkZ0lI1e3s+tCzJPD3yyCM8+eST3HnnnddtKJmQkMAXv/hFnnjiCdLS0hZlHHv27GH//v03LBOyadMm/v7v/55///d/n1Vge6ns3r2bD37wg6Snp89q+7S0NL72ta/x/PPPa2BbKaWUT6SvMTxwHyQmSK28ACeUlEijLOV7QUFwxyHJtvXU3g7PHoWaG19HV6uUwwFr1kBKCjQ0QkUFFJdYfvcCDAzoCadSc3GxQMp09PUtfda2tVObSS52cHtkQr3tmBhDaKheEFNKzSw62pCZIQ0lR0aguUXnGvNh7HTpuWpO2tvbOXPmDA0NDfT29hIfH8+aNWvYsWMHAUtUVGx4eJiCggIuX75Ma2srAwMDhIWFkZKSwtatW3G7/f+ycXd3NyUlJdTV1dHS0kJ/fz8BAQFERUURHx/P5s2bvR6Yb29v9+rr+YuhoSHeeuutSffdfPPNXmkCqvybMQaXywVAR0fHtCswlFLe0ddneek4NDRaKislKzg1RRrDLFUFA2MMIVdS4QYGBnSf91BdDSdfheHhqY/t2C7ZMlptQl1PR4dkcIeGSvmhuDjDXXfIiaiv6HFeLRftHZYnfyvHx94+WJ8/v7+3IyNDVFZMPq9Zm3EzTufM5zWdXfDkbyff96EPQGTk3McwW52dcLkcNmyA7dsMe3cv/G+F7vNKrXxtbZbfPm2prIKuLicOB2zaOMqB2yA7a2VOVGNiYrz6elqWxAtiYmK44447fDqGwMBAtmzZwpYtW3w6joWIjIxkx44d7Nixw9dDWfa6urp46KGHJt1XXFxM/FKnTCil1AoWFma497DlldcMDoelrg5q66SUQWqqZIAq31qzBh58AI4fl4sPE505K7UNb923+DVY1fLkcslno+wyFBVDdpbl2aOGOw9Z3O6VebKplLcUFMiFxfYOacQ83wuJAwNd/M+fPjLpvr/5b4VERMx8XuOZtR0aeq1cyGLp7pG/GcFBkOL/uWVKKT8RG2tIT4fBQUt3t69HszzpaZdSSiml1Dw5nYaDByRDKyUF0tOhtU0yt0ZGfT06BRAdBQ/cLw0nPVVVwZFjUwPfSl0VFga5uXKxqrgEWlotz/8eyi5r9qRS1zM4aCktg9ZWCWrHxi39GDybSSYuwaqqq/W2jTEsg4XTSik/sm0LhIQYYlx68Xw+NLitlFJKKbUAxhh2bDccuM2QmGDIzpaamyUlMDjk69EpgMBAuP0A3LRzanCjsxOOHJXyE0pNJzgI1q2TQHdZGTQ3W14+aTn3ntUSAUpNo6QUhoYsLa0QGwPOpanUOcmS19segf5+qbcdGwPBwRqgUkrNXkKCISUZklN88AdzBdDgtlJKKaWUF+RkGw7fDQnxhtx10syquFiaaSnfMwY2b4K77oTg4MmPDQ/D8RNSqmRszDfjU/7NGSB1t2Nj5EJIfT28e8by+mkYG9MAt1JXWWspKJSa9cPDS99IEuTCckfH5PsWO7h99VgfHoFmbSul5mXbVkN4mMHlw94ey5UGt5VSSimlvMTtNjx4PyQlSYA7OFgy2FZo/+JlKTUFHrwfYmOnPvbeeXjxuNRNV8qTwyF13FOSoaFRytoUFFpOvAwjIxrgVgqgpha6uizNLVKiIzR06cfQ7FGSJMABcdP8zfemngn1tjW4rZSaD7cb3EkOzd6eBw1uK6WUUkp5UVSUBLjXpBlysiHGBRWVEgzTCgb+ITIS7r8XsrOmPlZbC88ehTa9IKGmYQwkJcHadPmMlFfA5XLL71+QOsNKrXaXLkFfv2QyJ/iol71nSZK4eAhY5FhRTy9EhMv/3UmL+15KqZXJGMPePYFERhgCAnz3N3Q50uC2UkoppZSXBQcb7rkb8nINa9dKJkZ9PVRVa9kLf+F0wq37YffNU+twd3fD0WPSGFSp6cTGSpmS7m4oLYOaWsux56GvTwPcavVq77DU1FqamyWLOTraN+NY6nrbo6PSayMiAmJiDCEhWlJAKTU/KSkB/PFHQ/iDDxqiovRvyWxpcFsppZRSahEEBBhu3Q837TQkuyXTs70dyi7DyKivR6dAgtob1sPhuyEkZPJjIyNw8hV4+x29IKGmFxUFOdlSxqa4BBoaLEeOQmenBrjV6nTpktTZbm+XjEPPC4dLYWwMmlsm35eYsLjv2XOl3nZEBCRrSRKl1AJFRTkID9fA9lxocFsppZRSapEYY9i6xXDwgCEhQcqU9PdDSYnWdfYnbjc89MD0jc8uXITfvwgDA0s/LuX/wsNhXY4E1IpLoLnFcvQ56OjQALdaXQYGLKVl0NIiQe3YON+Mo71dLk5OtNjB7d4eCAyUPhtJWpJEKaWWnAa3lVJKKaUWWVaW4d7DEB9vyMuV2tvFJVKTVPmH8HC47zDkrpv6WH09PHMEWlqXflzK/4WEyOfGGXC1gazlud9pBrdaXYqKYWjI0tIqzRudPuqH1uTRTDIycvGbWvb0aL1tpZTyJQ1uK6WUUkotgaREw4MPyL+56yQgJoEwX49MXRUQAPtugVv2gsNjltzbC8eOye9MKU+BgZCTI/+WlEJbm9Tg1gC3Wg1GRy2XCq5lTScscqb0THxSb7tfSpK4og1hYVpKQCmllpoGt5VSSimllkhUpOGB+yF9jSE7C1wuqKiExibJ5lb+IS8X7j0MYR7ZfqNj8NopOP2GBDSUmsjplBrcgc5rAe7nfgddXbpzq5WtolKaqTY1SxPJ4GDfjcUzuJ20yMHtvj45fkdEQJLW21ZKKZ/Q4LZSSiml1BIKDjbcfRfk5Roy1soS5ro6qKnRALc/SUyABx/8/7N35+Fxlve9/9/3zGgd7bstW5bk3QaDbQwG7zbGZklCSAKhaULSEkhoQ2jyO2mvXgdKmrQ0peSkJwnktISSnqQJ5DQLOxivYHZsMMY2XiRZlm3J2i2Ndun5/XFjWTOSbEme0Sz6vK5Ll/TcmpnnnpFGmvk+9/P5Dl0YOfARvPiSXa0nMpDHA9On28+HDkN9vV3BrQK3xCrHcdj7IbS02N4E4Vy17fOdbe54Rqjztlta7fM9MVHNJEVEwkXFbREREZFx5nYbViyHxYsMkybBtCKob4CyMq0IjiTJSbDhGpg7Z/D3ak7B008PXiUoEhdnV3B7PHD4yNkV3C0tKnBL7Kk5BXV1dtV2UtLZ7OlwqA3I246Ls2dIhZKv1a7aBuVti4iEi4rbIiIiImFgjOHSSwyrVxlycw3Tp4OvDQ4dgq6ucM9OznC7YekVsGK5/XqgtnZ4/kW7klur7mWgMwVut/vsCu4XN0F7u35RJLZ8uM+u2D592q6SNmGMnA5sJhnq+fT12f/bKV5ISzN4vcrbFhEJB0+4JyAiwZeRkcHOnTsHjYmISOSZXmrwJju8vMUQ53E4UgYHD0Fp6eDMZwmfGdPtCsAtW+2p72f09dkM7rp6WwT3uIe9CZlgzhS4Dx22K7hdLoeXXjZcu8EhPl5FMIl+LS0OR4/aFdMeT2hWSSclZfDt//HqoLGh1IxzM0nfgLxtrdoWEQkfFbdFYpDH42Hu3LnhnoaIiIxQQYHhE9fbwpfb7VBWbldwFxdDelq4Zydn5GTDJ2+AbTvg5En/7x06BI2NsGZ1eE/Ll8gSF2czuA8dgiNltsC9eath/ToHj0cFbolu+/ZDT49DQ6PtT+AKwXnhbreHgoIhsqEC9PRAfb3/WKiL262t9uyMpCQoUN62iEjYKJZEREREJAKkpxtuuA6mFBpmzoDUVCgvtyuCJXIkJsI1V8NF8wd/r64Onn4GqqvHf14SuRLiYXqpjRsqK4eqKoftr0BfnyJKJHp1dTkcPGT/7jkOZGeHdz519f7xUMZAbk5o99mqvG0RkYig4raIiIhIhEhKMmzcAKWlhtISyMmBY8fgxAllOkcSlwuWXAarVtpT8Qfq6IAXXrI5tPqZyRlJSTZqqK0NKo5CebnD62+Ao18SiVIHD0Fnp0NtHWRl2rMUwimwuW9miOfU12cjqlJSICXFkJqqMzFERMJFsSQiIiIiEcTjMaxd7fD2OwZwiI+H48ftqs+iotCc9i1jU1pyNoe7peXsuOPAW2/blYTLrhxcAJeJKcVro4bKy+1BK2MckpIMixaGe2Yio9Pb6/DhPhvF1N0NubnhntHg4nZeiOfUNjBvW5EkIiJhpbdHIiIiIhHGGMPlSwxXXWnIzzOUlEDzaduUrqcn3LOTgbIy4RPXw5TCwd8rK4Nnn/cvfMvElp4GRVOhvsGekbH7PYePDmr1tkSX8gpobXWoOQVpafbMhHByHDhV6z8W8rxtn83bTk5SJImISLhpHYlIDOrp6eHQoUN+YzNnzsSjpWMiIlFl7hyD1+uwdZshzmMbTR48ZPN7ExLCPTs5IyEBrl4Hu9+D9/f4f6+hAZ5+FlatgMIhCuAy8WRlQU+vPSMjPh5eex1SvA6FhYo1kMjnOA5798Lp0zaGacqU0O6vt7eH2trDfmO5uTNwu8++rzl9Gjo7/a83Hs0kvR83D56kldsiImGlSpdIDGpqamLZsmV+YwcPHiQnJ8RdVUREJOiKphquv9bhpZcNHo/DkbKzBe4zb6wl/IyBRQttU7VXXrWn6p/R2QmbNtvvX3yRvaxMbHm5Nmqo6jjExzts2Wa44TqHzEz9ckhkO3EC6hscTp2C5GQbtxNK7e1NPPTgcr+xv/vuAVJSzr6vCVy1nZQU2nmdydsuKIDkZENqauj2JSIi56dYEhEREZEIl5NjuOF6yM8zzJoJCfFw6DA0NyvOINJMK4Ibrof0dP9xx4F3d8G27f6Fb5m4CifbSIfyCvtcfullaGvTc1oi2569Nm+6pRXy8yLjYN2gvO0Qz6u93Ra4U7x21baJhAdBRGQCU3FbREREJAqkpdoCd2GhYcYMSEuFsnI4daov3FOTABnpcMN1tgFooIqj8Myz0Nw8/vOSyGKMPRiSmAhHyqCx0WHTZujuVoFbIlNdvcOJEzZrOyFh8EG8cAksbueHuJlkq882d05OVt62iEgkUHFbREREJEokJBg2XgPTp9smkzk5UHG0l6qqXhxHBbFIEh8Pa1fbKJJATc02h/vYsXGflkQYtxtKS8BgC9ynTjls2wF9fXo+S+TZuxc6u+zBudzcyFi13dlp/6YONF5528ZAvvK2RUTCTsVtERERkSji8RjWrIKLLzJMnWKYOtXFyeo+jlba06QlchgDlyyA9VfbYvdA3d3w8hbbhFLHJSa2uDgoLbUZ3OUVcPSow1tvh3tWIv5aWhzKK6D2lD0ok50V7hlZtQF5226XbdoaKo5j87ZTvJCYaMiIkNXrIiITmYrbIiIiIlHGGMPlSwxXLjVMnuSmtMRNU5ONKentDffsJNCUQvjkDZCZOfh7770Pm7fYwqZMXElJUFIMLS22yeSH+xwOfKSjHhI5PtwHXV0O9Q32rCFXhFQSAptJ5uTY4nuodHTY/7PelDOZ4xGwfF1EZIKLkH9JIiIiIjJa8+YaNlwTT16ei+mltsnXocNqWBiJUlPh+mttBEWgY1U2pqSxcfznJZEjNRWmTIG6Ovvx+htw8qQK3BJ+nZ0OHx20v5cAuTnhnc9ANUM0kwylVp89K8ebDAWKJBERiQgqbouIiIhEsemlHj71yQRycgyzZtoVZQcP2tVlElni4mDlCrj8ssFZtadPwzPPQUVFWKYmESIn22YZVx2H5maHLdvgdIsK3BJe+w/YVdu1dTbyw+MJ94ysvr6zBfcz8kLcTNLng+Qku3I9P8SFdBERGRkVt0VERESi3KQCNzdcZ8j9uMDt9sDBQ7bplUQWY2D+fNiwHhIS/L/X0wNbt8M77yo/fSIrnAypKTZ/u7nZYdPLtrAoEg49PQ779kNDg/0bFeri8Wg0NNo5DRTKlduOY/+vpqTY/hehzPYWEZGRU3FbREREJAZkZBhuuB4mTTLMnGFXlh0+Ak1N4Z6ZDGXSJJvDnZM9+Hsf7IVNL5979X1Xl/3Z1tbaz8rsjh3GwLRiuzq2rAzq6x227YC+PhW4ZfwdPARtbQ6naiEjY/BBuXA6FRBJkpYGiYmh219Xt4398nptEd3tVt62iEgkiJATikRERETkQiUnG67b6LBlq8Hlcjh61K7+nDIlsjJSxUpJgWuvhTfesFnpA504aXO4166G7I8L4I4D1dWw/yOorLTbZxgD04pgzmybA6seZ9HN47b57AcP2agal8vhnXcNV1we7pnJRNLb6/DBXmhsgs5OKC4O94z81QY0kwx5JMnHZ0OlpCiSREQkkqi4LSIiIhJD4uIMV69zePU1gzEOccehqsquNpukomfE8bhh2VV2Bfebb/vHkbS2wrPPw7IrIT0DXnl1+JX4jgMVR+1HRgasWD70qnCJHomJUFIMR8rg+AkwxiEz0+HyJeGemUwUR8qgtdWhpsauik5OCveM/IWjmWRiIrjdaiYpIhJJVNwWERERiTFut2HlcgdvsgEc4uJscay7G6ZOsY2wJHIYA3PmQGYWbN0G7e1nv9fbCztetZdxRphK0dQEz78Aa9fY/GaJXqmpUFhoD1AlJcJrrzsUFfVSkO8O99QkxvX1Oby/B5qabUTS1KnhnpE/n89+DBTqldutrfY56XKZiMoeFxGZ6PTWRkRERCQGGWO4bLHhyqWG/HxD8TRobLQxJb294Z6dDCU/z+ZwD1U0GWlh+4yeHtiyFerqgzM3CZ/cHMjJgWNV0Hza4YUXuvD5lL8toVVeAadPO1RX2xiOFG+4Z+TvVEAkSXycPWslVLq7bTRLiteeFePx6DQoEZFIoeK2iIiISAybN9ewZjXk5Biml9qVboeP2OKnRJ7kZNi4wWZnX6ieHhtlMtrCuESewsngTYbycmhs6uP5Fzvp6dEPVkLDceyq7dOn7ZkkBfnhntFggc0kc/NCG7t1ZpV4SgrkR+DjISIykSmWRCQGpaWl8dRTTw0aExGRiamk2JCU6LBps8HtcThyxDaqmz4dEuLDPTsJ5HbDlUvB44G9H17YbTU1QXWNzVuX6OVy2WZ+Bw/BocO9eDzw+huw7CoHoyB9CbLKSmhsdKiuAa/XFnTDJTExja99/Q+DxgKL2yFvJumD+HiIi4vMYr+IyESm4rZIDIqPj2f58uXhnoaIiESQggLD9dc6vLjJ4HbbAvehQzC9FJIirEmYWK2twbmdAwdU3I4FcXFQWgJl5Q4VFb10dTlkZcG8ueGemcQSx3F4b4/9++Pz2d+5cB4/8XjimT7D/31NTw/UN/hfbjyaSZ6JZgn1vkREZHQUSyIiIiIyQWRlGW64DvJzDbNm2mLZocPQEqQiqgRPVxccrQzObR2ttLcn0S852VBS7Kau3uHUKYc334KTJxVPIsFz4gTU1dlV20lJEIknf9bV+cctGWOz6UOlt9fGs3hTIDPTkJiosyVERCKJitsiIiIiE0hqquH662DyJMPMGTbj+cgRG18hkaOtLXhZ2Y5jb09iQ3a2i0kFLo6fgOZmhy3boKVFBW4Jjvf22L8XLS02fiMSU28Cm0lmZtqDtaFy5u9xitc2/hURkcii4raIiIjIBJOYaNi4AaZNs00mMzKgvALq6sM9Mzmjuzuyb0/Ca8oUF6mp9nnb3OyweQtqMCkXrLrasR81kJAA6enhntHQAvO2Q11wbm21PRASE6FAEU8iIhFHxW0RERGRCSguzrBuDcyaaSieBrm5cOwYVFcHb8WwjF2wVyGGclWjjD9j7PPW44Gycqitc3h1p81LFhmr9/bY+I3m5shdte04g1duh7qZZKvPNtYErdwWEYlEaigpEoP6+vpoaPDvspKVlYXLpeNZIiJyltttWLHcISnJAA4eD5w8Cd09MKUwMgsbE0Vysn38g1GrNMbensQWj8dQWuLw0UGbq+5yOWRnGy6+KNwzk2hUXeNw/LhdtR0fb6M+IkFfXx9tbWff15w+DR0dWRhz9n1NKBs89vXZWJJJkyA1xZCSon+MIiKRRsVtkRjU0NDArFmz/MYOHjxITk4IO62IiEhUMsaw5DJ7Cvrb79gCd1UV9PZAURHouGh4xMfDtCKoOHrhtzWtyN6exJ7ERJg2DcrLoaYG3n4HsjIdCgtVgJPR2bXLrtpuarJ/+yPl4GZbWwPf/bs5fmOz5h3A47Hva5KTzq6qDoX2dlvgTvFCfn7o9iMiImOntysiIiIiwoKLDSuXG/JyDcXF0NRs4w56e8M9s4lrzuwg3c6c819GoldGuo2QOHHS5m9v3Q6nTyueREbuxEmHk9UOJ07aA51ZEbJqeyTy8kJbiG/12YO8SUmKJBERiVQqbouIiIgIADNnGtathewsw4zp9lTsw0egpyfcM5uYCgpss88LkZFhC58S2woKID3NrvQ/fdrh5S3Q3a0Ct5yf4zjs2gU+n438KCiInFXbIxHKSBIAX6tdGW4M5KuZpIhIRFJxW0RERET6FU01bNwAWVmGGTOgqwsOHbafZXwZAyuW26aBY5WRHrz5SOQyxsaTnGkwWVfnsONVNZiU86s6DjWnHE5W25ibzIxwz2h0QtlM0nHONpNMTDT6eyoiEqFU3BYRERERPwX5huuvtSu4Z820eaOHDkFHR7hnNvHkZMPaNWMvcFcctTnMqnHGPrcbSkugu9s2mKyocNjzQbhnJZHMcRx27bYF3JYWmBRlq7bdbsjKCt3td3TYaK6UFBtJYqLpwRERmUBU3BYRERGRQbKyDDdcDzk5tsDtctsV3G1t4Z7ZxFM4Ga7dOPaIkg/3we73gjkjiVSJibaBaHMznKyGd3dB5TEd2ZChVVbaVf4nT9pM6fQoW5mck20L3KHi89livzdZzSRFRCKZitsiIiIiMqS0VMMN10F+vi1wJ8TbDO6W1nDPbOLJyYYbPwkbN0DxtMGrK42x4xs3wOqVg7///h60ineCSE+3K3Crq6GpyWH7DvtZZCDHcdj1nv173toafau2IfR5260+W/R3udRMUkQkkl1Agp+IiIiIxLrkZMN1Gx02bTYY41BWDkeOQElx9K3yi3bG2ALUpAKbgd7WZiMo4uIgORni489etq8Pdrzqf/13d9lVjvPnje+8Zfzl50N7h40nSUhw2LzFcMP1DgkJUVa9lJApr4CGBrtqOzkZ0tLCPaPRC3kzSZ/9P+d2G7KzQ7svEREZO63cFhEREZFzSkgwbLwGpk0zTC+1b/ZtYSTcM5u44uNtTElurv08sLANMH06XHXl4Ou99TZ8dHA8ZijhZAwUTYX4ONtgsr7BYfsrajApVl+fw+734PRpW8CNxlXbENpmkt3d9iBiitf+nXW7o/ABEhGZIFTcFhEREZHz8ngM69bAjOmG4mm2idfRSqitDffMZDizZ8HlSwaPv/a6XX0vsc3thpIS6OmxjUWPHbPNA0WOlNmompPV4PVCamq4ZzR6aWk2Yz5UWj+O3/J6FUkiIhLpFEsiIiIiIiPidhtWrXSIj7cRJW43VB2H3l4bgxCNK/9i3fx59ufz7i7/8Vd22uJncXFYpiXjJCHBRggdPgInTgA4ZGVBSbGerBNVT489yNHUbKONZkyPzr/doVy1DeBrs2fExMWpmaSISKRTcVtERERERswYw5VLz2T3OnjccOIk9PRC4eToLJLEugUX29W77+85O+Y4sG0HrPPA1Cnhm5uEXmqqfW4eP2Gb4+14BdJSHbKz9WSdiPbth5YWhxMnIC01OldtQ+hXU/t8kJJivw51IV1ERC6MYklEREREZFSMMSxeZLjickN+vi2O1tZC5TFbNJXIs/DSwY0kHQe2bj2zoldiWW4uZGba5+jpFoeXt0B7u56sE01Hh8P7e6CuHjo7YfLkcM9o7ELZTLK3F9rbbSRJZqZRI1YRkQin4raIiIiIjMlF8w0rlhtyc20Od2Ojzfbt6wv3zCSQMbDkMpvDPVBvH2zeCtU14ZmXjI8zDSYTE6GsDBobHTZvhd5eFbgnkvfetwc1qqtt34SkpHDPaGzi42xj41Bpa7MH/1KUty0iEhVU3BYRERGRMZs107BmNeTkGEqKobkZyitU4I5ExsCVS23G7kA9PfDyZjUHjXUuF5SW2K/Ly+HkSYfX3wBHp1tMCKdPOxz4CGpO2b/PkwrCPaOxy84ObQSWz2d7EiQmhnaFuIiIBIcyt0ViUGpqKo899tigMRERkVAoKTbEeRxe3mJwuRzKyuHIESgttQUCiRzGwLKr7Gn35RVnx7u74aWX4doNdkWnxKa4ONtg8tBhOFYFLpdDZqYZFFkjseedXTaWpLbWxtTEx4d7RiOTmJjK3Pk/p6Xl7NjkyaF9X9Pqs5EkoGaSIiLRQMVtkRiUkJDAjTfeGO5piIjIBDJlimHjNQ6bNtsC95EyOHwEppeCR684I4rLBStX2Cagx46dHe/qghc32QJ3RkbYpich5vVCUREcPQpJifDW25CR4VA4WbnCserUKYfycocTJ+3zP5qiNhwnAZfnU6RlnB0L5apzx7GxJPl5kJxsSE0J3b5ERCQ4FEsiIiIiIkFRUGDYeA1kZRlmzrDF0kOH7apgiSwuF6xeNbihXEcHvPASnD4dnnnJ+MjKtMW7Eyehqclhy1ZoblY8SSxyHIe33rENEhsaoKAgus6oqa/3b1RsDOTkhG5/7R32zBav167aNqHMPxERkaBQcVtEREREgiY313D9tWcL3L29tsDd1RXumUkgjxvWrRl82n17uy1wt7aGZ14yPiZNgtRU2wT29GmHTZuhs1MF7lhztBJqahyOn4CEBMiOstihUwG9ALIybbxOqPhabQE9ORnyckO3HxERCR4Vt0VEREQkqDIzDTdcZ5tMzpxpV90dOgydneGemQTyeGD9OsgNWAnp89kCd1tbeOYloWcMFE+zhcKycqivd9i8BXp7VeCOFb29Du+8a8/EaGmxZ2q4oqwCUHPKfzvUDR59PkhOso9TgfK2RUSiQpT9axMRERGRaJCWZrhuI+Tm2BXcxtgCd0dHuGcmgeLiYP36wY0kW1psgVs/s9jldtvGr729tsB94qTDa6/bKAuJfvv229iZEychxQvpaeGe0eg4DtQGrNwej+K2NwXi4oya64qIRAkVt0VEREQkJFJTbURJXq4tcLvdtsDd3h7umUmghHjYsB4y0v3Hm5vhxZe06j6WJcRDaYldpV95DA4ecvhgb7hnJRfK53PY/R7U1dm/uYWF9iBjNGk+PfhvTyijQrq6oKvbHgjIzQGXK8oeMBGRCUrFbZEYVFdXR1ZWlt9HXV1duKclIiITUHKy4bproSDfFrjj4uDwEcVdRKLERNhwDaQFrO5saISXXlZueizzemFakW04WF0Db7/jUHFUq7ej2VtvQ1ubw8lqyMm2GdLR5tQp6OmpY9+enP6P7/5dDq2toXlf0+qzn880kxQRkeig4raIiIiIhFRSkuHajTBpki1wx8fbArfPF+6ZSaDkZFvgTvH6j9fVwcuboacnPPOS0MvMhEkFcPIkNDbC9h1QV6cCdzQ6cdKhrNzGkRhjm4dGo8BmkqHm89mmmx4P5Ic4/kRERIJHxW0RERERCbmEBMPGa2DyZMOM6XaV8JGysyvlJHKkeG2BOznJf7zmFGzeAj294ZmXhF5+vi1yH62E5maHTZuhpUUF7mjS2+vw+hv2b2tDgy1sezzhntXYnDp1/ssEk89n//4ZY8gNYfyJiIgEl4rbIiIiIjIu4uMNG9bDlEJb4E5KgiNHoLU13DOTQGlpsGGDPQgx0ImTsG2bbUAosccYKJpqV/CXlUNjk8NLL0Nnpwrc0WLffmhsdKiqsj/H7ChtitjRYTP/x0tPr80m96ZAVqb9fyUiItEhSo/hRpampiZ27dpFdXU1ra2t5OXlMWXKFBYuXIjb7R73+Rw4cIADBw7Q0NCA4zjk5+dTUlLC/Pnzg7aPmpoa9uzZQ01NDe3t7f37uPjii4O2j4MHD3Lo0CFqampwuVwUFBQwb948ioqKgrYPERERGV9xcYZr1jts2mwAh7Iyu4K7tBRSU8I9OxkoI902mXz+Rf+87WNVsOMVWLUSXFoqE3NcLttg8uAhe/DJ7XJ4eYthw3oHj0cFv0gW2ERy9qzoayJ5Ru04twtqO5O3nay8bRGRaKPi9gUoLy/noYceYtu2bXR3dw/6fm5uLrfccgt33nkn8fHxIZ1LR0cHv/zlL3n88ceprR06nKyoqIhbb72V2267bcxF9z179vCjH/2I119/nb6+viH38cUvfpEvfvGLmDG+kvrjH//Io48+ysGDB4f8/sKFC7nrrrtYuXLlmG5fREREwsvjMaxf57B5y8cF7nIoK7MFtdTUcM9OBsrKsgXuF16CgS93K46CeyesWB69xTMZnscD00ttgbusDFwuh+2vGNascnC59AOPVLHQRPKMcESSeDz2bBXlbYuIRBettRijP/7xj9x0001s2rRpyMI2QG1tLT/5yU+45ZZbqKqqCtlcKioquPHGG3nwwQeHLWwDVFZW8oMf/IAvfOEL1NTUjHo///7v/86tt97Kzp07hyxsn9nHP/zDP/CVr3yFpqamUd1+Z2cn99xzD9/5zneGLWwD7N69mzvuuIMHHngAx9EpkiIiItHI4zGsWwvTphlKSyAlxa7gPn063DOTQDk5sP7qwbm9R8rg9TdAL8diU0KCLXC3d9iDGeXlDm++jV5/R6hYaSJ5xngXt1t94P24kW6eitsiIlFFK7fHYPv27fzN3/yNX4G3uLiYK664goyMDCorK9m6dSsdHR0A7Nu3jzvvvJMnnniClJTgnm9bVVXF5z//eRobG/vH4uLiWLp0KbNmzcLj8XD06FFeeeUVfD57rtWZ4vCvfvWrEc/nN7/5Df/yL//iNzZ37lwWL15MUlISR44cYceOHfT09ADw+uuvc/fdd/Pzn/+cuLi4Ee3jb//2b3n++ef7t40xLFu2jNmzZ9Pd3c0HH3zA7t27Afui+vHHHycpKYl77rlnRLcvIiIikcXjMaxb47B1m8EYh/IKm/NbWmIznyVy5OfBurXw8svQO2CNw0cHwe2Gy5doBXcsSk6G4mIoL4eqKjDGIcVruPiicM9MBurpcXj99bNNJKdOjd4mkgB9feMbS+I40NYGBQWQkmJISdEfMxGRaBLF//LC49SpU/zVX/1Vf2HbGMNf//Vfc9ttt+EaEDrY0NDAN7/5Td566y0ADh8+zH333ccPf/jDoM2lt7eXu+++26+wvXDhQh588EGmTp3qd9mmpibuv//+/uLxgQMHRjyf/fv3873vfa9/Oz4+nn/8x3/kE5/4hN/ljh07xl133dW/6vrNN9/kf//v/823v/3t8+7jl7/8Jc8880z/dkFBAT/72c+YO3eu3+V27tzJN7/5TVpaWgB45JFHWLRokSJKREREopTbbViz2mHbDhtRogJ35Jo8CdasgS1bbfHpjH37bSFt8aLwzU1CJz0Npk6BymMQHw9vve2QnAzTS1UAjBS734OGRodjx2xmdLQ2kTyjoWF8m9a2t9u/aV4v5OWO335FRCQ4FEsySo888kj/CmiAb3zjG3zlK1/xK2wDZGVl8eijjzJ9+vT+seeee459+/YFbS7PPfccH374Yf/29OnTeeyxxwYVtgEyMjL44Q9/yJo1a/rHnn32Wfbs2XPe/fyv//W/+ldkA3zve98bVNgGmDp1Kr/4xS/Izs7uH/vP//xPTp3nnLK2tjYefvjh/u2EhAQef/zxQYVtgGXLlvHwww/75Xn/8Ic/1OmRIiIiUcztNqxeCaWlhpJiW9QuK4dmRZREnKlTbCPJwFXaez6A98//slKiVHY2TCqAEydt4XHHK3CsSq+/I0FtrcMHe6G6Gjo77artaD+L4tTwSZsh4fPZxyw5SZEkIiLRSMXtUairq+O3v/1t/3ZRURF33HHHsJdPSEjg3nvv7d92HIdHHnkkaPP51a9+5bf9P//n/yT5HF1DXC4X999/P54B56j99Kc/Pec+9u3bx/bt2/u3lyxZwo033jjs5bOysvjWt77Vv93R0cFjjz12zn08+eST1NfX92/ffvvtlJSUDHv5yy+/nE9+8pP92/v372fr1q3n3IeIiIhENrfbsGqFf4G7XAXuiFQ8zTaSDLRrNwxYdyExJj/fFrkrj0Fjo8PmLXDypArc4dTT47DjVfD5HE7V2liNpKRwz+rChaOZZHIyuFz291xERKKLitujsHnzZr/mkTfffPN586SvvPJKSktL+7e3b99OW1vbBc+ltbXVb9V1YWEhV1111XmvV1BQwIoVK/q3d+7cyelzdG564YUX/Lb/5E/+5Lz7+MQnPkHagPOIA2/jXPtwu93ccsst591H4DzOtw8RERGJfEOt4C4vh+bmcM9MAk0vhWVDvPR86x048NH4z0dCzxi7cj89HcoroKnJ4eUtUFenAne4vPc+NDQ4HK20Re38GFl1XBOG4rbXa/tAZGWO775FROTCqbg9Clu2bPHb3rhx44iut2HDhv6vOzs72blz5wXP5cCBA/QOCCK79NJLR3zdRYvOBiJ2d3efc9XzwPscFxfHunXrznv7CQkJrF69un/75MmTw8ax1NfX8/777/dvL1y4kPwRHC6/9NJLKSgo6N/evn27X3SKiIiIRCeXyxa4p39c4E5Ps4U0reCOPLNmwhWXDx5//Q04fGT85yOhZwxMK4LUVBsd1Njo8OImaGxSgXu81dY67PkAqmtsHElRDMSRgG2KGYS1YCPW1QVd3Wfztl2uGHgQRUQmGBW3R+Hdd9/t/zonJ2fIbOuhLFy40G/77bffvuC5DGwiCYyoIHxGXkCQ2HDzaW5u5tChQ/3b8+bNIyEhYUT7GOl93rVrV39zzqGuN9J9NDU1cfjw4RFfV0RERCKXy2VY9XGBu7j47Aruc5xsJmEyby5ctnjw+Ks77UEJiT0uF5QU23ziI2W2wP3Ci3C6RQXu8dLT4/DKzo/jSE5BQX5sxJHA4EiS+HOfKH3BzrTT8iYrb1tEJFqpuD1CNTU1tLS09G8P1exwOPPmzfPbPnLkwpeydHR0+G3Hx8eP+LqBBerhisKB8wzFfQ4cD7xeMPYhIiIi0edMgTuwyeSAl2MSIS6+CC69xH/McWD7DpvPLLHH5YLSUkhIsKv0zxS4fT4VuMfDwDiSxMTYKsoGNpPMyQ7t/nxtEB8PcXGx9TiKiEwknvNfRADKysr8tidPnjzi6+bk5BAXF9ef111eXn7B8xmYaQ2cMzc7UOBlA+/bcOOjuc+TJk3y2x7uPgfuI/B6o9nHcPdjIvJ6vfzzP//zoDEREZFo4nIZVq1wcBwDOJSV25Wi00ttLIJEjksvgZ4e2DugoaTjwNZtcPU6KBz5y0iJEm63fS4eOmwL3MY4PP+i4doNDl6voh1Cpa7O4YO9cLLaxpHMnmUPNsSKwJXbBZO83PjpH/iNJSQE732NzwcpH99cXm7QblZERMaRitsjVFNT47c9MO/5fIwx5OfnU1VVNeRtjUVgtMhoIjkGRo2AjR9pa2sjOTnZb/xC7nNubi4ej6c/B7u6unrIywXuYzTF7cD5DLePiSgpKYnbb7893NMQERG5YLbJpIPTZ3Ach/Jyu4K7tBRSU8I9OznDGBtP0tPj31Cyrw82b4FrroZRvJSUKOHxwIzpcPCQLXKDw3MvGK7bqAJ3KHR1OWzdDq2tsRdHAtDdDQ0N/mOTJycxqeDPQ7K/3l5ob4fsLMjIMCQk6HdWRCQaxdAx3tBqC+hqEVgIPp+Bq2Z7enro7Oy8oPnMmjWLlJSz7+jee++9QTncQ3Ech+3btw8aD7x/Q42NZuWvy+UiMTHxnLc/1PhoHtfA+Qy3DxEREYlubrdhzWooLjaUlNjGX2Vl0Noa7pnJQMbA0itg5gz/8d5e2LQZamuHvp5Et7i4sz/zQ4ftyuLnXrAFWAkex3F49TUbAVNeYYvasRajUVdvz/g4w5jQxpK0tdv9eb0wihZWIiISYbRye4QCC6cjbaw43OV9Pt+ob2Mgt9vNypUree655wDo6uriscce49vf/vY5r/f0009TWVk5aHwkxe3R5HqDvc+tH7/rHGlxezSPSeBlx1LcNrHQUlxkgIG/0/r9Fol9E+k57/EY1q522LzVxh8cKbMruGdMRytEI4gxsOwqh55e2wT0jJ4eeOlluHYDZGfr5xUskfK8T0iAWTMdDh0+u4L7+RcN122ElJTImGO0238AKiocKo/ZA0YzZ9gDf7Gkttb/gEhWFsTHh+4+trU5uN32QEF+nomY59NAE+n/vMhEp+f72Km4PUKBK63j4kbXtjmwMHyhK7cB/uzP/qy/uA3w2GOPsWDBAtavXz/k5T/88EO+//3vD/m9wAaVQ83xQu7zULd/ofsIfEyH28e5ZGRkjPo6ItEiPT093FMQkXE0UZ7zn/m0w/MvdJGQ0MPBQ70crXSYPcujAneEueZqh5c2dVFe0dc/1tUFL26CGz8ZT1aWTiC9UAPPkowEiYlw8UUOBz7qpbzCISHRw5ZtLm78ZAJpafp5X4hTp/p4f08Hzc29tLb2MXOmm/T02HtM6+o6gbN/MyZPcpOYOLoFVqPR1dVDRjokJXmYNTORjIzIfkwnyv95EdHzfbQi+693BAlcJXymOeRIdXV1nfP2xuLiiy/m1ltv7d/u6enh7rvv5t5772XPnj10dHTQ3d3NkSNH+NGPfsQXvvAFmpubgcGRHkPFgQTzPg/34vtC9hH4mEbaC3wREREJPo/HsHFDPEVFbmbNdJOYaPjoYA9tbYpAiCRut+Ga9fEUTfV/u9HRAU8900lTU98w15RoFh9vmDPbjctlOHCgh9raPv7wVCdNzfp5j1Vnp8OLmzo5fbqPymN9FOS7yMqMvbfxjuNQXeP/e1JQELr76TgOra0OKSmGxERDeroOkIqIRCut3B6hwOLvaFdeB15+NPnV5/K3f/u3VFVV8corrwDQ19fHk08+yZNPPjnsdT7zmc9QW1vLjh07+sfS0tIGXS7wPgcWk89n4H0eLkt7qMd1pIX/wMd0tDnoAE1NTaO+jkgkM8b0H+Vtbm7GcVTsEYllE/k5v+xKh9YWh6KpDoePwIf7epgxA5ISVaCIJKtXObz0Mgzs+93WBn98upPrr1VkxVicWdAxlrMWx0tJsY0o2bvXPi9/9V/tbLjGkKNImlFxHIfNWx1OnHA48BHEx0NODnR0xN7j2NTkEPgWOzOzm46OnpDsr6PDoaPDZsanpXbT3HzhZ1aHwkT+Py8y0Uyk53uwUxRU3B6hwMKpz+cb1fUHXt7j8QRl5TbYaI7/83/+D//rf/0vfvGLX5yzAO3xeLjzzju56667+OxnP9s/7nK5/JpTnhF4n1tH0bWpr6+P9vb2YW9ruHGfzzdkoX0ogT+DsRS3Y/WPRX19PUuXLvUbe+ONN8jODmFHFok4juPE7O+4iAw20Z7zHg+svxpefMngOLbAffgwzJzhEKSXWRIEbjdcvdbGkQxsKOnzwfMvwLUbHYK05mNCCMzgjNTnvMdj8/APH4GDh6C0xOG552HdWofJk2KvMBsqH+5zqKhwOFppc7ZnzLC59pH6c78QNaf8t5OTwZsMrS11PPjPV/l973985zW8KRf2vqal9ex+cnOj4zGdaP/nRSYyPd9HJ/bOZwqR/ID2yTU1NSO+ruM4fpcPvK0L5Xa7+f/+v/+PTZs28Vd/9Vdcfvnl5OXlER8fT3p6OnPmzOGrX/0qTz31FHfffTdut5vjx4/3X7+0tBSXa/CvwoXc59raWnp7e/u3CwoKhrxc4D6qBy7rOY+TJ0/6bQ+3j4nIcRzq6+v9PvSHUUREYk18vOGa9ZCfb5gxHdwuW+DuHN3JZhJicXH2QER2lv94S6steg9YDyExJC7ONj1MSLBF7ro6h5c2QVm5XpOORHWNw9vvwKlaaG6GaUWQELr46bA7FVDczsuznx0cfL56vw+HC/8d8vlsI0m3G4L89lxERMaZVm6P0PTp0/22BxaHz6eurs4vS7q0tDRo8xqooKCAr33ta3zta1875+UqKio4ffp0//bFF1885OUu5D4HFp6Hu8+B+zhx4gQLFy4c0T4CC+GBtyUiIiKxLyHBsPEah+desCu4Dx22Be5ZM21xTSJDQjxcsx6efxEGpsI1N9sC97Ub0Ir7GHRmBXdFBZSVQ1Gvw7bths5Oh7lztIJ7OE1NDi9vhqZmhxMnIC8XYr23WGBxOz8vtPvz+SA11fYHyNHJrSIiUU0rt0coLy+P1NTU/u39+/eP+Lr79u3z2w5VcXukdu3a5be9YMGCIS8XWCwezX3+8MMP/bZHWtwOfKyCsQ8RERGJbYmJho3XQG6OXcENdqXoKHthS4glJsKGayAwga6xEV7aBKNs7yJRwuWCkhLIzISjR6HmlMNrrzu8u0unXA+lrc3m1Dc3O5SXQ0oKTJoU7lmFVkcHNJ/2H8vLDd3+enqgsxO8XntGicejAy0iItFMxe1RWLx4cf/X9fX1VFZWjuh6gcXkJUuWBHVeo/XMM8/0fx0XF8fGjRuHvFxaWhozZ87s396/f/+IG9fs3r3bb3u4+7xw4UK/SJTA653Le++91/91RkYGM2bMGPF1RUREJLYkJxs2boDsbFvg7umBI2XQ03v+68r4SU6CjdfYgt1AdfXw8mYdkIhVxkDRVBv/cPw4nDgB773vsGUrdHerwH1Gd7fDps3Q0OBwpMw2kCwptgcIYtnAPH6wUSFZWUNfNhjOtG7yes/Gn4iISPSK8X+TwbVu3Tq/7RdeeGFE13vxxRf7v05ISGDZsmVBnddoHDlyhDfeeKN/e+3atWSd45XDwPvc3d3Nli1bzruPzs5Otm/f3r89adIk5s2bN+Rls7OzueSSS/q333vvvRFle+/evdsvlmTVqlV4PErZERERmci8Xlvgzsy0Be6uLigrs43YJHJ4vbbAHdgLvOYUbN6qAxKxyhiYPAkKC+3PuqwcjpQ5PPMcnG5Rgbuvz2HrdqipsYVtx4HSElvojXWnAorbuTmhLej72mxsVUK8itsiIrFAxe1RWLt2LXEDwht/+9vf+mVpD+X111+nvLy8f3vVqlUkB76SH0f/8A//QF9fHwAul4s///M/P+flN2zY4Lf9X//1X+fdx9NPP+2X6T3cyvChvt/b28sTTzxx3n38+te/HvY2REREZOJKS/UvcHd02CLaxy9/JEKkptoCd2Ki//jJk7B1mw5IxLK8XCgthdZWOHgITp50ePoZOHFy4ha4HcfhjTehstKhvMIemJtealduTwQ1wzSTDBWfD7wfvyUPdba3iIiEnorbo5CTk8PNN9/cv11ZWcm//du/DXv5zs5Ovv/97/dvG2P4+te/Puzlq6qqmD17dv/H2rVrgzPxjz3wwAPs3Lmzf/vWW2/1WzU9lHnz5rF69er+7bfffps//OEPw16+oaGBH/7wh/3biYmJ/Nmf/dk593HzzTeTnX22i8ejjz7qd0Ag0FtvvcVTTz3Vvz137lzWrFlzzn2IiIjIxJGZYTO4MzIMpSXQ1gblFSpwR5r0dJvBHdhIsqoKtr+in1csS0+zTV8dBz46CLW1Di++BPv2T8wc7j0fwP4DDseO2aJ/STEkJYV7VuOjrw/q6vzHQlnc7uuz/xO8XkhNMSQnK29bRCTaqbg9SnfeeSder7d/+8c//jH/8R//0b8a+oyGhgZuv/12Dh8+3D923XXXDRvPMVYPP/wwP/jBD/z2E6iyspKvfe1rPP744/1jxcXFfOtb3xrRPu655x6/yI97773XL7f7jGPHjnHbbbdRX1/fP/alL32JvPO8OklOTuauu+7q3+7s7OQrX/nKkA0sX3vtNe666y6/F73f+ta3MEYvSkREROSs7GzDhvV2BXdpCbS0QOUxW0yTyJGVCdestxEBAx09Cq/sVIE7liUmwqxZtsh4pAyqaxxef8NhxyvQ1TUxnqiO4/De+w7vvOtwshrqG2w2eWpquGc2fuobBp+pkZsTuv21t9u/K16vzYAXEZHoF/EhxT09PTQ1NdHc3AxAeno66enpfvEg4yk/P58f/vCHfP3rX6evrw/Hcfinf/onfvOb37B06VIyMjI4evQoW7du9Wu+OGPGDP7+7/8+6PNpaWnhscce47HHHqOoqIgFCxZQUFBAfHw89fX17Nu3jw8++MDvOpMmTeLf//3fSQns5DOMuXPn8j//5//k/vvvB6Crq4tvf/vbPProo1x22WUkJiZy5MgRduzYQU9PT//1Lr/8cu6+++4R7eNP//RP2bVrF88++ywAJ0+e5NOf/jTLli1j9uzZ9PT0sGfPnkENJ7/2ta+xcuXKEe1DREREJpa8PMPV6xxe2mQonuZQcRTcLpgyxeb/SmTIyYb1V8NLm2wj0DPKysDjhquu1M8rVnncNlf65EnbaLKtDXp7HWpOGVatdMjPi90fvOM4vP0OfLDX4cRJqKmxmeShbKQYiU4FRJKkpw+OKwomX5v9e5KcrLxtEZFYEZHF7f379/O73/2Od999l4MHD9IbcCjX7XYza9YsFi9ezKc//emgr4Y+n9WrV/PAAw9w//33097eDkBFRQUVFRVDXn7u3Ln85Cc/GXExeawqKyuprKw852WWLFnCQw89RP4oD1PfeuuttLS08K//+q/9Bez9+/cPuboaYOnSpfzrv/7rqA5CPPDAA/T29vY36nQch1dffZVXX3110GWNMXzpS1/innvuGdX9EBERkYll8iTD2tUOm7caevscKivB7bFFJIkc+Xlw9VrYtNl/FefBQ/bndcUSFbhjlTEwebKN4ThWBQc+guJpDs8+Z7j0EodLLwGXK7Z++H19Dq+9Dh8ddKiqgto6+xhMxPznwGaSebmh3Z/PZwvbxoR+XyIiMj4iqrh95MgR/u7v/o53330XYNi8tZ6eHvbt28f+/fv55S9/yeLFi/nud7/L9OnTx22uN954IwsWLOChhx5i+/btQzaWzM3N5eabb+ZrX/sa8SHqBrJ06VIOHjzIrl27aGtrG/ZyF110EV/+8pe54YYbxhzhcccdd3DFFVfwox/9iDfeeGNQFAvA1KlT+eIXv8iXvvSlUe8nISGBf/3Xf+UPf/gDP//5zzl48OCQl7v00kv5i7/4C63YFhERkREpKjKsWO6w4xVDb6/D8ePgdk/MQlIkmzQJ1q6BzVv840j277crfBcvUoE7lmVm2qLj0Uo4dBjy8x36+uD4ccOqVQ5pqbHxw+/tddj+CpSVOVQeg4YGmDrVnsEw0TjO4JXb49FMMisT4uIMmZmh3ZeIiIwP40RIx44nn3yS73//+3R3d+M4zqDC6JlpDjceHx/Pvffey+c+97nxmfAAjY2N7Nq1i+rqanw+Hzk5OUydOpVFixbhdrvHZQ7d3d3s37+fsrIy6uvr6ejoIDk5mcmTJ3PJJZdQUFAQ1P3V1NTw/vvvU1NTQ0dHB3l5eZSUlLBgwYKg7eOjjz7i0KFD1NTU4Ha7ycvLY/78+UybNi1o+2hsbAzabUWSuro6Zs2a5Td28OBBcnJCGGAnEcEYQ0ZGBgBNTU0TsimTyESi5/zo7D/g8NrrDidPQnXNxC0oRbqjlbB12+B89IWXwqXn7oUe84wxJH6c2dDR0RGTz3nHsREd1TWQnATTiiHFa1i0EObNje5V3D09Dlu2wtFKG5N0+jRMK2LCFllbW+G3/+0/9ukbISN94GXq+O7fzfG7zN999wApKaN/X9PVBR/us1E4c+cart0Q+b9L+j8vMnFMpOd7ZpD/8UXEyu3f/OY3fPe73+0vahtj+n+ICQkJFBYWkvpxV42WlhaOHz9OZ2cncLbY3dXVxX333YfjONx8883jOv/MzEzWrVs3rvsMFBcXx4IFC4JaXD6X/Px8rrnmmpDuY/bs2cyePTuk+xAREZGJY+4cQ2cnvLvLobcXjh2zGdwTtbAUqaYVwcrlsP0V//Hd74HHAxfND8u0ZJwYAwUFtqni0Ur46COYPMnhzW44eMhw5RUOkyZFflEyUFOTw7btUFvnUFZuC7slJZCeFu6ZhU9gJElCQmgfD5/Pfk5OViSJiEgsCXtx+8iRI3z/+98H6C9qJycnc8stt3DDDTcwZ86cQaufe3t7OXDgAE8//TRPPvkkbW1t/df93ve+x2WXXUZpaWk47o6IiIiIRLBLFkBXlwEcevts8czthrQJXGCKRKWl0NMLO1/zH3/7Hfvzmjtn6OtJ7PB6YfYsOH7CZnHX1cPUKQ7PNcL0Urh8CSQnR36R23EcDh6CN96E1la7YrurC2ZMhxC3ZIp4gZEkubmhjR7ytUF8PMTFqZmkiEgsCXtx+wc/+AE9PT39xenLLrvsvA0P3W438+fPZ/78+Xz5y1/m29/+Nu+++y7GGLq7u/nBD37A//k//2cc74VIZElKSuI73/nOoDEREZGJzhjDksscurrsa8+eHiivsIUmrzfcs5OBZs20zSXfeNN//I037QrumTPCMy8ZP243FE2F7CyoOm4bjGZl2XiPymOGSxY4zJtr85MjUWenw6uvQUWFQ109HD9ui6szZ9gGmhNdYHF7qD4I8XFJrL/mfwwaGwufD1I+/juvldsiIrEjrJnbDQ0NrFixor8x4fz58/nVr35FQkLCqG6ns7OTW2+9lf379+M4Dh6Phx07dpCVlRWKaUsMidXMbZm4JlJOl4joOX8h+voctm6DsnKHI2XQ3m6LqR/HGUsE+WAvvPOu/5gxsHKFzc6dSCZC5vZwHAfqG+DkSfv1pALIyYHERMO8uTaPOzExcorc1TUO23dAc7NtHNnUZDP+CwvB5Qr37MKvuxt+9Wv/bP1rN9hImlDo64M9H8CUQpgxw/CZT0fO78q56P+8yMQxkZ7vwc7cDuu/1XfeeYfe3t7+H9j9998/6sI22Fzu+++/v/92ent7eeedd4I6VxERERGJHS6XYdVKmFJoKC2xqykPH7FxARJZLr7INpMcyHFgxys2VkYmBmNscXjuHMjMsCu5P9wHx6oc3t3l8OT/gzffcvD5wlsMaGpy2L7D4bnnobra4cBH0NICJcW2ia0K21ZdnX9h2xh7sCJU2trs/rzeoVeIi4hI9AprLElNTQ1gj04UFxdz0UUXjfm2FixYQElJCeXl5X63LSIiIiIyFI/HsG6tw3MvGPr6bC7u4SM2MiAuLtyzk4EuWQDdPbB379kxx4Ft2+HqtXY1rEwMHo8tEufmQs0pOHECamogN8ehowP2HzBMK3IoLbG/Fx7P+KzQbWxyeP99KCu3cSQ1p6C+HrzJMG2GPYAmZwU2k8zOsj/bUPG12QMLiYn2d0dERGJHWIvbnZ2d/V9Pnz79gm9v+vTp/cXtgbctIiIiIjKU+HjDhvUOzz5/tsBdVm4zuAN6mksYGQOXLYLeHth/4Ox4Xx9s3grrr7YxFTJxJCbCtCIbY3HqFFTX2IJpdpZDa6t9HsfHG4qn2UL3pEn2jI1g6utzqK+HvR/a7P7OToeaGhuf4nbbfeaFuElitBrUTDLEq6l9PnugwRg1kxQRiTVhLW7nDfivEheE5TEDbyNP/7FEREREZASSks4WuGdMdzh02BaqSksUIRBJjIErLoeeXjh06Ox4by+8vBk2rFfRaiJKiIepU6AgH2proa7eFrkTEyEjw6GlxTaiTEgw5OU55ObY+IvcnNFndDuOQ1MTnKy22d8nq21Bu6vLFtcbzhS1P84D1wGyoTnO4JXboYwKcRxb3M7Jtgc8MtJDty8RERl/YS1uT506tf/r48ePX/DtnThxYsjbFhERERE5l9TUswXu0hKHw0egshKmTdOqy0hiDFy11K7gLis/O97TA5tehg0bbAFLJp64OJg82a7kbmmFpkZb7K6uhqQkyEh3qK21mctnis6pqZCRYQvk8fGQkGA/x8XZhocdHdDRCR3t9uvTLdDe7vQXS1tabZ52W9vZldo52Spqn09z8+D+BnkhjArp6rJ/I87kbRv9URcRiSlhLW5feumlTJo0iZMnT/Lhhx9y6tSpMa+4rqmp4YMPPsAYQ35+PgsXLgzybEWiR2NjI9ddd53f2HPPPRf0jrQiIiKxJDPTsP5qhxdeNBQXO1RUgOcEFE5WgTuSuFywYrldsT2woWRXN7y0Ca7dAHrJM3G5XJCeZj/6+uD0aWhssiuFe3vtZeLjbURFstchId4WowM/+vpsQbSnx+a99/RAdxe0+mxhu6/PXi41FaYU2t85FbVHJjCSxOu1H0Npa2vk4Z/c4Dd2118+Q3LyyJ/kPt/Z/ejsDhGR2BPW4rYxhs9+9rP8+Mc/pq+vjwcffJAHH3xwTLf14IMP0tfX13+bIhNZb28vH3300aAxERERObf8PMOa1Q6btxh6uh2OVUGcB/Lzwz0zGcjlglUrYctWqBpwAmhnJ7z4Ely7EdIVPTDhuVx2ZXZGho2m6OqyjQXb2+zn5pO2SD1SHg8kJ9vYkZRUSErUga+xCIwkOdeq7b6+XmpqPho0Nhq+NkhMsAcf1ExSRCT2hLW4DfDVr36VTZs2ceDAAZ555hny8vL4H//jf4zqNh588EGeeeYZAGbOnMlXv/rVUExVRERERCaAoqmGZVc5vPKqXbF54iR44iA7K9wzk4Hcbliz2uZtn6w+O97eAS+8BNddC6kp4ZqdRBpjbOxIQgLw8aJfx7Ersnt7Az76bGHc47bP/TiP/X1TBn9w1ASs3A71amqfz67aNsaQmxPafYmIyPgL+7/n+Ph4Hn30UebNm4fjODz22GN87nOfY/v27fSd4zB6X18f27dv57Of/SyPPfYYAPPmzeOxxx4jISFhvKYvIiIiIjFo1kzDZYuNbQyXDceO2ZxYiSweD6xbO3jlZ1sbvPDi2TgCkaEYY/O1ExNt8TMtzcaL5GRDVqbdTk6yl1FhOzg6OmxUzEChLG739kJ7u/35ZmXahpIiIhJbwr5y+yc/+QkAy5cv5/jx4zQ3N/PBBx/wta99jbS0NC666CKKi4tJSbHLLlpbW6moqGDv3r2c/vi/ouM4pKens2LFCn7zm9+MeN9/+Zd/Gfw7JCIiIiIxYcHF0NZucByH7h6oOAozpg+fDSvhERcH66+2q7Xr68+Ot7aejShJSgrf/ETkrMBIEo/HFp1Dpa3NflbetohI7IqI4vbAbsXG2DcQjuPQ3NzMa6+9xmuvvTboeo7j+F3n9OnT/Nu//duo9q3itoiIiIgMxxjD0ssd2j8ucB8+AmXlMHOGXekpkSM+Hq75uMDd2Hh2vPk0vLgJNl6jn5lIJAhsJpmTE9pV8T6fjZRJTFRxW0QkVkXkyVXGmP6PC7nMcAYWxkVEREREhmOMYeVymFJomF5qVxkeKYPu7nDPTAIlJsKG9ZCe5j/e2AgvvWybCYpIeAUWt8/VTDIYfG3gTR6ffYmISHhERHH7zErt8foQERERERkpj8ewdg3k5toCt+PYFdy9veGemQRKSoIN1wxuJFlfD5te1kEJkXDq7YW6ev+xUK6mdpyzzSSTkgypqaHbl4iIhE/YY0n+8z//M9xTEBERERE5p4QEwzVXOzzznGF6qcOhw1BRASUlajQXabxe2LABnnv+bN4u2KzfzVvg6nV2Bb6IjK+GhsEHBUO5mrqz0+7P67X7GctZ3yIiEvnC/rLu8ssvD/cURERERETOy+s9W+AuKXY4UgbHqqBoKqhmEllSU2DjBnj+BWhvPzt+shq2bIN1a2wOr4iMn8BmkunpkJAQuv35fPZvc3Ky8rZFRGKZ1pmIiIiIiIxQZqbh6rWQkWEoKrIrEaurwz0rGUp6ms3gDiyeHT8O23ZAX1945iUyUQ3K2w5xwdnns1n8breK2yIisUzFbRERERGRUZg0ybByBWRlwuRJUF0zOEdWIkNmJlyzHuLj/McrK+GVV1XgFhkvjjO4uJ0/Ts0kXS5DTnZo9yUiIuGj4raIiIiIyCiVlhiuuNyQnw85OVBVBadPh3tWMpScbFi/fnDOdlk5vPaGLbqJSGj5fNDW7j8WytXUPT3Q0WHztrOzbWNgERGJTSpui4iIiIiMwUXzDfPnGaYUQloalFf4NzCUyJGXC+vXDc7ZPnQI3nxLBW6RUAtctZ2QYP9uhorv47/FZ5pJiohI7FJxW0RERERkjK64HEpKDMXTbLZrWTl0dYV7VjKUggLbSNIV8A5o/wF4Z5cK3CKhFNhMMi83tI1423z2bI2EBBW3RURinef8FxGRaJOQkMCf//mfDxoTERGR4DLGsGqFQ3ubobfX4eAhOFIGM2eCx33+68v4KiyENatgyzb/YvbevRDngUsvCdvURGJazRibSXo8CVx51Z8NGjsfX5tdtT2afYmISHRScVskBqWmpvLggw+GexoiIiITgsdjuHqdw9PPGqZ/XOAuL4fppYNXCUv4FRXByhWw4xX/Avfu92xsycUXhW1qIjGpuxsaG/3HRrqaOjExlZs+88+j2p/j2Izvgnzweg0pKcrbFhGJZXq5LSIiIiJygRITDRvWQ0aGobTUFlYqjynqIlKVlsCyqwaPv/OujSkRkeCprfP/W2iMbcQbKh0d0NdnV27nKpJERCTmqbgtIiIiIhIEaWmG9esgI90wbZpdqVhdHe5ZyXBmzoArrxg8/sabcPDQ+M9HJFYFNpPMzrJ52KHi89kCenIy5CuSREQk5qm4LSIiIiISJHl5htUrISvTMHkSVNdAfX24ZyXDmTMHllw2eHzna1BWNv7zEYlFg5pJhrjg7PNBUpKNhVIzSRGR2KfitoiIiIhIEE2bZrh8CeTnQ3Y2HKuClpZwz0qGc9F8WHjp4PEdr8LRo+M+HZGY4jhQO97F7Y+bSbrdhqys0O5LRETCT8VtEREREZEgmz8P5s0zTJ0CqSlQXgHt7eGelQznkgWw4GL/MceBbTug6nh45iQSC5qaoKvLfyyUq6l7eqCzE7zJkJNtG/6KiEhsC2HSlYiES3NzM3/6p3/qN/bLX/6S9PT0MM1IRERkYjHGcMUSh9ZWQ1+fw6HDNuZi1iyIiwv37CSQMbBooS2M7dt/dryvD7ZshfXrYNKk8M1PJFoFRpJ4vfZjpNrbm3n8P77oN/blr/xfkpKGfl/j853dT6hXiIuISGRQcVskBnV3d7Nz585BYyIiIjJ+XC7D6pUObW22wP3RQSgrhxnTwe0O9+wkkDFw+RJb4B7YULK3F17eAtesV3M6kdEKbCY52lXbvb3dlB15bdDYcHxt9gBifDzkKm9bRGRCUCyJiIiIiEiIxMUZ1q+DzEzD9FJ7uvzRozbyQiKPMXDlUphe6j/e0wObXoY6NQcVGZVwNJP0JtuvdTBKRGRiUHFbRERERCSEkpMN11wN6emG4mlwugWOnwj3rGQ4LhcsXwbTpvmPd3fDS5ugoTE88xKJNh0dcPq0/1goi9uOA20fN5NMTTEkJytvW0RkIlBxW0REREQkxDIzDWvXQEaGYUoh1NbaD4lMLhesWgFTpviPd3bCiy9Bc3N45iUSTQIjSTweyMoM3f7a221OfrJXkSQiIhOJitsiIiIiIuOgcLLhqishJ8cWXqqOQ/Pp819PwsPthjWrYXJAI8mODnjhJWhpCcesRKJHYCRJTo49cBQqPp+NFkpOUjNJEZGJRMVtEREREZFxMnuWYcHFdvV2ejpUVEBbe7hnJcPxuGHtmsHZvW1ttsDt84VnXiLR4EKbSY6Wr80Wtl2u0O9LREQih4rbIiIiIiLj6LLFUFxs87cTE6GszOY5S2SKi4Or10FOtv94a6stcOvghMhgvb1QV+c/FuoGjz6fjSTxeAxZWaHdl4iIRA4Vt0VERERExpExhlUroCDfUFpiT6M/UmaLQRKZ4uPhmvWQGZAXfPq0zeDu6AjPvEQiVUMD9Pb5j4UyB7u7G7q6bDPJnBxwu9VMUkRkolBxW0RERERknHk8hnVrISvTFri7uuBoJThOuGcmw0lIgA3rbZzMQE1N8NIm6OwKy7REIlJgJElGun0OhYqvzX5O8SqSRERkolFxW0REREQkDJKTDevXQ3q6jSg5fRpOnAz3rORckpJg4zWQmuo/Xt8Am15WvIzIGYHNJEPd4NHnsxFCcXEqbouITDQqbouIiIiIhElmhmHtasjIMBROtqsd6+rDPSs5l+RkW+D2ev3Ha2vh5S3Q0xOeeYlECseBmsBmkuNQ3D7znAxl/ImIiEQeFbdFRERERMKosNBw5RW2IJOTA1VV0NIS7lnJuaSk2AJ3UpL/eHU1bNmm/HSZ2Fp90B7QaDWUq6n7+qCtzRa3U1MNycnK2xYRmUhU3BYRERERCbM5cwzz5xmmFNrCaXmFmhRGurQ0W+AOzBE+fhy2bbcFN5GJKDBvOyHBPl9Cpb3drhb3JkN+iFeIi4hI5FFxW0REREQkAly+BIqKDCXFNje2rFwRF5EuIwM2XAPx8f7jlcdgxysqcMvEFFjczssFE8LF1L42e/vJyYokERGZiDzhnoCIBF98fDyf/OQnB42JiIhI5HK5DKtXOjzrM/T0Ohw8COXlMH06uLQkJWJlZ8E1V8MLL/kfjCivALcbli8LbWFPJNIEs5mk2x3PggWfHDQ2UJvPFraNCX22t4iIRB4Vt0ViUFpaGo8//ni4pyEiIiKjFB9vWL/O4alnDKUlDocOw7EqKJqqAmkky82F9evgpZf987YPHwGPB5ZeoZ+fTAzd3dDY6D92IQXnpKQ0vnjbY+e8jM8HGZkQF2fIyhz7vkREJDppDYiIiIiISARJSTGsXwdpaYaiImhoGLwSUiJPQQGsWzt4lf2Bj+Dtd2wmsEisq63z/103BnKyQ7e/ri7o6rbNJHOy7RkwIiIysai4LSIiIiISYXJzDSuXQ1Ym5OfDiRPQ3BzuWcn5FE6GNasHr9L+cB+89344ZiQyvgLztrOz7dkLodLWZj97kxVJIiIyUam4LSIiIiISgUpLDQsvNUyeBBnpUHEU2tvDPSs5n6KpsGrl4AL3e+/Dng/CMyeR8TIobzvEDR59PtvQNS5OxW0RkYlKxW0RERERkQi18FIoLTFMmwYJCVBWZjNtJbKVFNtGkoHe3QX79o/7dETGheNAbcDK7fwQF5x9bTaSBEJfSBcRkcik4raIiIiISIQyxrBiOeTnG6aXggOUV0BfX7hnJuczYzpcuXTw+JtvwcGD4z8fkVBrarL51wOFcjV1X5+NJfEmQ3q6ITFRedsiIhNRCNOvRCRcTp8+zd133+039r//9/8mLS0tTDMSERGRsfJ4DFevdXjqGUNpicOhw1B5DKYVDY6+kMgyZzb09sJbb/uP73wd3B6YXhqeeYmEQmAkSYoXkpMv7Dbb20/z/568x2/sszf/iKSkNNra7WpxrxdytWpbRGTCUnFbJAZ1dXXx1FNP+Y39y7/8S5hmIyIiIhcqOdlw9TqHZ58zFBU5VFRAUqJtNimRbf486OmBXbv9x195FdxuKJ4WnnmJBFtgM8lgrNru7e1izx7/9zWf/sw/A9DmA5cLkpIgX8VtEZEJS7EkIiIiIiJRICfbsGolZGZAQQGcOAnNzeGelYzEJQtgwcX+Y44D23fAsarwzEkk2GpCUNw+F1+bXRlujJpJiohMZCpui4iIiIhEieJphsWLDJMKICMDKo5Ce3u4ZyUjsWihXcU9UF8fbN1qD1SIRLP2dmhp8R8LZYNHxwGfz+Ztx8cbMjJCty8REYlsKm6LiIiIiESRSxZAaYlhWhEkJEBZOXR3n/96El7GwJLLYPYs//HePti8ZfCqV5FoEpi37fFAZmbo9tfdbT+8XsjJAZdLDQhERCYqFbdFRERERKKIMYYVyyEvz1BaYlf/VlTYzxLZjIErl8L06f7jPT2w6WWorQvPvEQuVGBxOzfH5mGHis9nP3u9kK9IEhGRCU3FbRERERGRKOPxGK5eCxkZtsDta4OqKnuqvkQ2Y2D5VYMbSXZ3w0uboKEhPPMSuRChaCZ5Lr42e+aKxwO5aiYpIjKhqbgtIiIiIhKFvF5b4E5LMxRNhfoGrfyNFi4XrFwBU6f4j3d1wYuboEmNQiWK9PZCfcDfnpAXtz/O24bQZnuLiEjkU3FbRERERCRK5ebaiJKsLHtq/vHjcPp0uGclI+F2w+rVMHmS/3hHB7z4on6OEj3qG2x2/EChXE3d12cbWHq9kJFuSEhQ3raIyESm4raIiIiISBSbXmq4ZIFh8mRIS4OKo7ZAKpHP44Z1ayE/33+8rR1efAlaW/3Hu7ocGhr6qKnpo7HJoatr/OYqMpzASJKMDEiID93+2tttBJPXG/oV4iIiEvk84Z6AiIiIiIhcmMWLoLHJ0NvrcPAglFfAzJm2eCqRzeOB9etsMXtgrEyrD154Ca7dYFdx7/8IKivBcTr7L2MMTCuCObOhoMBui4y3wGaSoY4JaWu30T6JiSpui4iIitsiIiIiIlHPGMOqFQ6nTxtKSx0+OghHj0JpiQqe0SAuDtZfbYvZAxtKtrTA//udjWEYiuPYlfoVR+1q2RXLISd7XKYsAtjfwfFuJtnWZvO2jVHetoiIKJZERERERCQmxMcb1q+zDSZLim1h9OTJcM9KRiohATash4x0//HhCtuBmprg+Rfg+ImgT01kWK2tNiZkoHEpbnvt37yMjNDuS0REIp+K2yIiIiIiMSItzbBmNaSn2wzumlPQ0BjuWclIJSbChmsgOXls1+/pgS1boa4+uPMSGU5gJElCAqSlhnafPT2Q7LWrto1OTRERmfBU3BYRERERiSGFkw2XL7GFn6wsm9Pc1hbuWclIJSXZHO6x6umBV161cREioTZUJMl41Ju9yZCrSBIREUGZ2yIxKS4ujmXLlg0aExERkYlh3lxobDT09Tl0dkBZOcyeZbOdJbJVV9sGkheiqQmqa2BSQVCmJDKswOJ2fpAjSdzuOEqnX9W/3dkJiYlxeDzB35eIiEQnFbdFYlB6ejpPP/10uKchIiIiYWKM4cqlDk1Nht5e22CyvAJmTAeXzt2MaAc+CtLtHFBxW0Krqwsam/zHgt3gMSkpna/f9VT/9oGP7NkNxhhycoK7LxERiU56aSsiIiIiEoPcbsPaNZCRYRtMtrVB1fFwz0rOpasLjlYG57aOVtrbEwmVujr/+BuXC7KzQ7e/3l7o6LDNJDMyICFBedsiIqKV20HR1NTErl27qK6uprW1lby8PKZMmcLChQtxu93jOpe+vj4OHz7M/v37aWxspL29Ha/XS3Z2NvPmzaO4uFhNN0REREQmiORkw9VrHZ55zjB1qkNlJSQnoRWPEaqtLXhZ2Y5jby8+Pji3JxIosJlkdtaF5cWfT1u7/b32JttsbxEREVBx+4KUl5fz0EMPsW3bNrq7uwd9Pzc3l1tuuYU777yT+BC/qmxpaeHRRx/lv//7v6mtrR32coWFhXz+85/ntttuIyEh4by3u3btWo4fv/AlPg888AA33XTTkN978803+dKXvjSm2120aBG//vWvL2RqIiIiIjEtJ8ew7CqHHa9Ae7tdvZ2YCCkp4Z6ZBBriLUVE3Z7IQEM1kwwlnw/cbhtLEuz4ExERiV6KJRmjP/7xj9x0001s2rRpyMI2QG1tLT/5yU+45ZZbqKqqCtlcdu/ezfXXX8/Pfvazcxa2AY4fP85DDz3Epz71KY4cORKyOQVKTk4et32JiIiIiL+ZMwwXzTcUToYUr83fVmRF5Al2w081EJVQ6esbvHI71MXtNh+ceVup4raIiJyhldtjsH37dv7mb/6Gvr6+/rHi4mKuuOIKMjIyqKysZOvWrXR0dACwb98+7rzzTp544glSgrxE5sCBA9x+++20trb2jxljWLx4MfPnzyc1NZXm5mb27t3L7t27+y9TXl7ObbfdxpNPPsnkyZOHvX232z3qaBXHcfwem+TkZFasWDHi67tcrhFHp3hCed6biIiISAxZchk0DmgwWVYOs2aqwWQkSU4GY4ITTWLM2UKgSLA1NQ8+MyCUBWfHAV+bjVRKSDCkp4duXyIiEl1UGRylU6dO8Vd/9Vf9xVtjDH/913/NbbfdhmvAO4OGhga++c1v8tZbbwFw+PBh7rvvPn74wx8GbS6O43Dvvff6FbZnzZrFQw89xKxZswZdft++fXzrW9+ivLwcsCvL/+Ef/oGf/vSnw+5j06ZNo57X448/zgMPPNC/fc011+D1ekd1/SuuuGLU+5WzWlpa+Pu//3u/sfvuu4/U1NQwzUhERETCzeUyrFnl8MenDaUlDgcPQeUxmFZkC6ESfvHx9udRcfTCb2takfK2JXQCI0lSUkJzMKWjo4Xnnv0evb3Q2AjpaXDxN+7DmLTg70xERKKS1mmM0iOPPILP5+vf/sY3vsFXvvIVv8I2QFZWFo8++ijTp0/vH3vuuefYt29f0OayZ88e9uzZ07+dnp7OY489NmRhG2DevHn84he/8Ctwbt68mZqamqDNCeD3v/+93/anP/3poN6+nF9nZyc///nP/T46OzvDPS0REREJs4QEw/p1kJZmKJpqi0XnSbWTcTZndpBuZ05wbkdkKIMiSUK0arunp5PXX3uMt958jEMHH+Oddx4jPU3va0RE5CwVt0ehrq6O3/72t/3bRUVF3HHHHcNePiEhgXvvvbd/23EcHnnkkaDN5/XXX/fbvvnmm8nNPferivz8fD73uc/5zenNN98M2pz279/PgQMH+rcLCwu1CltEREQkgmRmGlYsh8xMyM+DEyehpSXcs5IzCgogI+PCbiMjAwrygzEbkaGNdzPJgXJyxm9fIiIS+VTcHoXNmzf7NY+8+eabiTtPl5Yrr7yS0tLS/u3t27fT1tYWlPkErri+9NJLR3S9RYsW+W2fCnxlcgECV23feOONI87PFhEREZHxUVJsuGSBYfJkGydQcRQ61WAyIhgDK5bDWFvLGAMrlilqRkKnvX3wAbHxLG5nZ43fvkREJPKpuD0KW7Zs8dveuHHjiK63YcOG/q87OzvZuXNnUOYzsGkjQGJi4oiul5SU5LcdrOJzT08PzzzzjN/tKpJEREREJDItWghTpxhKim1TyfJyCHh5KWGSkw1r14ytwO04UFcf/DmJnBEYSeLxQGbG+O0/Lk5HbkRE5CwVt0fh3Xff7f86JyeHqVOnjuh6Cxcu9Nt+++23gzKfKVOm+G2fPHlyRNc7fvy43/a0adOCMp/t27dTX3/2lfTixYtH/BiJiIiIyPhyuQyrVtqYktIS6Oy0DSYdJ9wzE4DCyXDtxrFFlLz1FtSrwC0hEnjib26uPUAmIiISDvoXNEI1NTW0DDj3au7cuSO+7rx58/y2jxw5EpQ5rVixwm/7+eefH9H1nnvuuf6vk5OTg5aJ/Yc//MFvW6u2RURERCJbQoLh6rUfN5gssg0mA1dlSvjkZMONn4SNG6B42uCoEWPs+MJL/cd7+2DrduhS1IyEwKC87RA1kxQRERmJMSa5TTxlZWV+25MnTx7xdXNycoiLi+vP6y4vLw/KnObMmcPq1avZtm0bADt37uTXv/41t95667DX+cUvfsEbb7zRv/2Vr3yF1NTUC55LY2MjW7du7d9OSkoacWxLoCeeeIKf/vSnVFRU0NzcTHJyMpmZmcydO5clS5Zw3XXXkZaWdsFzFhERERG7cnvlCofNW6A9D06cgOQkCMJLRAkCY2BSgf3o7oae3gS6u8BxOklKgvh4e7muLvhw39nrtbTAztdh9Urlb0vw9PYOjr3JH8e8bRERkUAqbo9QYPPGgoKCEV/XGEN+fj5VVVVD3taF+N73vsef/MmfcOzYMQDuv/9+3n77bW655Rbmz5+P1+ultbWVvXv38l//9V+89NJL/ddds2YNX//614Myj2effdav2eY111xDSkrKmG9roI6ODhoaGjhy5AjPPPMMDz74IF/60pe46667ztvQU0RERETOr3ia4dJLABza2m2DyVmzICE+3DOTgeLjDWmJ9uTbjg6DMyBDZvEiqDkFdXVnL19RAR/lw5w54zxRiVn19YOz+XNCuHJbMUkiInI+Km6PUFtbm992cnLyqK7v9Xr7v+7p6aGzs5OEhIQLnldeXh5PPPEE999/f3/h+tlnnx1UIB4oJSWF22+/nTvuuAO3233BcwD4/e9/77cdykiS1tZWHn74YV5//XUefvhhsrLG3i47WM00I81Q98sYE7P3V84a+DPWz1sk9uk5L8G0aCHUN0Bvr8NHB21hdNZMm80tkWng897jgTWrHP74tH8cyZtvQ24e5GTr5ygX7lStf7U5MwMSE0L3uzVUtM5Eel+j//MiE4ee72On4vYIBRa3R1uYDry8z+cLSnEbIDs7mx//+Mds376d++67j+rq6mEvW1RUxH333Tcor/tCHD58mL179/ZvFxYWsnTp0lHfzsKFC1m7di2XXnoppaWlpKWl0d3dTW1tLbt27eK3v/0tu3bt6r/87t27ueuuu/jFL34x5scyYywdeqLAwFX0Z6Snp8fs/ZWhpaenh3sKIjKO9JyXYPjUJxz+3393YFx97N/fQ3WNi5Jil95kRaDExMQhxmDd2l6ef+FsRbCvD7ZtN3zuMwkkhLAIKRNDfX0ncHbp9qRJbhITQ3eKR3fP4NueqO9r9H9eZOLQ83101FByhDo7O/22RxuHER/v/0858PYuRE1NDffccw933nnnOQvbAJWVldx+++18/vOf5/Dhw0HZ/+9+9zu/7U996lOjegNUXFzMM888w29+8xvuuOMOLr/8cnJycoiPj8fr9VJcXMxNN93Er3/9a/7pn/7Jr5C9e/duHn744aDcDxEREZGJLjHRcO3GBNLTDCXFburq+jh1SrkA0aSk2M0lC/zXMJ0+7bBte7dfjInIaDmOw8lq/0ySgoLQlhR8vpDevIiIxACt3B6hwJXBQ62MPZeugPOpgrVq+8CBA3z5y1+msbERsKcu3HDDDdx0003MmTOH1NRUWlpa2LdvH7///e959tlncRyH3bt389nPfpZ///d/Z8mSJWPef29vL0899ZTf2GgjSfLz88nPzx/RZT/96U8THx/Pt771rf6x//zP/+S2224bUzxJU1PTqK8TDZqbm4ccU0Z57DPG9B/lbW5u1ptYkRin57yEgtsNSy5z2LrNISvToay8B7cbUlK06jcSnFmx3dHRMexlLr3E4cQJqB2Qv32krJfd7/Uyb65+jjI2p1sc2tv9x7Iyu+no6AnZPpubB+eSTKT3Nfo/LzJxTKTne7DPvlFxe4QCM7ZHu/I68PIDM7jHqrm5ma9+9av9he24uDh+/OMfs2bNGr/LZWVlsXz5cpYvX87111/P3XffTXd3N+3t7fzlX/4lzzzzDLm5Y+sC8uqrr1JbW9u/fdlll1FUVDT2OzUC119/Pb/73e949dVXARsZs2XLFj772c+O+rZi9Y/FUPfLcZyYvb8yNP3MRSYWPeclmEqKoe4iG2nR1g5l5TB7lkO8GkyGVeDZkcM9510uWL2KQfnbb70NubkOOdmhnKXEqlM1/tuJiZCSErr3VD09MNTb7on6/26i3m+RiUjP99FRLMkIBRa3faM8P2rg5T0eT1BWbv/sZz/j1KlT/dv33HPPoMJ2oLVr1/LNb36zf7upqYlHHnlkzHP4wx/+4LcdykaSAwUWsl9//fVx2a+IiIjIRLF4ERQWGkqKbbG0osIWuyU6pKTAiuX+Y319sG3b0E36RM7nVK3/dl4uhDKOX5EkIiIyEipuj1BgbEZNTc0wlxzMcRy/y480guN8tzmwsJycnMyf/umfjui6X/ziF/2K9U8//TR9Y3in0tLSwubNm/u3k5KS2Lhx46hvZywWLlzot33ixIlx2W+0cLvdzJ492+/D7XaHe1oiIiISRVwuw5pVkJlhC9xt7XBcL7miStFUmD/Pf6ylFV59DbQgTEar5pT/dl5eaPfna4P4eDf5+bMpLdX7GhERGZpiSUZo+vTpftvHjx8f8XXr6ur8MrpLS0sveD6VlZU0NDT0by9YsGDIjulDSUxM5OKLL+bNN98E4PTp0xw9epSSkpJRzeHZZ5/1i1tZv349KSkpo7qNsQrM1z4TzSJWZmamVrOLiIjIBUtMNKxd6/DMs4YpUxyOHYPkZMgefasTCZPLFtsVtwOSBDl6FPYfgHlzwzcviS5dXRD4livkxW0fZGVm8v99Zyefv9ng9SovXkREBtPK7RHKy8sjNTW1f3v//v0jvu6+ffv8toNR3K6vr/fbzsnJGdX1AzO2x1IcDowkuemmm0Z9G2MV2EAnWA06RURERMRfTrbhqishJxuys+HYMWhrC/esZKRcLli9kkF56W+/A3V1Q19HJFBtwO+Ky2X/HoSK49i/M16vbWarwraIiAxHxe1RWLx4cf/X9fX1VFZWjuh6u3bt8ttesmTJBc8lsJg72gaX7QFtrgMzxc+noqKC3bt3929PnjyZpUuXjuo2LsSxY8f8trND+cpKREREZIKbNdMwZ7ZhSiEkJUF5hW32JtEhJQVWDpG/vXU7dCp/W0bgVEAkSXY2eEKYDtLebn9HvV6b7S0iIjIcFbdHYd26dX7bL7zwwoiu9+KLL/Z/nZCQwLJlyy54LoHF3CNHjozq+oGXD4z5OJ/f//73ftuf+tSnBnVvD6Xt27f7bc+ZM2fc9i0iIiIyEV1xORTk2/ztvj6oOKrc5mgydSpcNN9/rLUVdu7Uz1HOb6hmkqHk89lmlUlJoY8/ERGR6Kbi9iisXbuWuLi4/u3f/va3flnaQ3n99dcpLy/v3161atWoV0kPpaCggLwB/+XLyso4cODAiK77wQcfUFFR0b9dWFjod1vn4zgOTz31lN/Ypz/96RFf/0K1tLTwf//v//UbW7FixbjtX0RERGQi8ngMa9dAerqheJotjJ6sDvesZDQWL4KAdEKOVtr8bZHh9PX5Z7bD+DSTTE6y8Sf5Km6LiMg5qLg9Cjk5Odx8883925WVlfzbv/3bsJfv7Ozk+9//fv+2MYavf/3rw16+qqqqvwP07NmzWbt27Tnns2bNGr/t+++/n66uc59X2NnZyXe/+12/sfPtJ9Abb7zBiRMn+rcXL17MtGnTRnUbZ1RWVg6KSDmXzs5O7rnnHr9mmnPmzBnXSBQRERGRicrrNaxZZQvckyZBTQ00NYd7VjJSLhesXgWB7WrefmdwprLIGU1NELimazxWbnu99qBaZmZo9yUiItFNxe1RuvPOO/F6vf3bP/7xj/mP//gP+vr6/C7X0NDA7bffzuHDh/vHrrvuOubNmxe0udxxxx1+K8l3797Nn//5nw+bBV5WVsZtt93GBx980D+WkJDA7bffPqr9/u53v/PbvpBV21u2bGHdunX85Cc/8VvhPpS3336bW265hVdffbV/zOVy8Td/8zfjGokSDXw+H//0T//k9+Hz+cI9LREREYkBkyYZllxmV1NmpENlJYyy/YuEUYoXVgyRv71N+dsyjMBIkpQUCMLJyMPq7oaurjPNJH08+OAP9L5GRESGZRxHCWujtW3bNr7+9a/7FbSLi4tZunQpGRkZHD16lK1bt9LR0dH//RkzZvDEE0+QkpIy7O1WVVX55XoXFhayZcuWc87liSee4L777vMbc7vdLF68mHnz5pGSkkJLSwsffvghu3btGlSE/8EPfsCNN944krsN2KLpsmXL+ldbJyUl8eqrr57zfp3L448/zgMPPNC/XVhYyNy5c5k0aRKpqan09vZSW1vLrl27/KJUzrjvvvv4whe+MKZ9AzQ2No75upGsrq6OWbNm+Y0dPHiQnJycMM1IxosxhoyMDACamprQn3iR2KbnvISL4zhs2QZHjjh8dBBcBmbNsiuDJXSMMSQmJgLQ0dFxQc/5t9+FvXv9x4qKYO1qm3UscsaOV+BI2dnt0lJYFcJUyKYm27T2ovkwvbSeW26e7ff9ifS+Rv/nRSaOifR8zwzyKTmeoN7aBLF69WoeeOAB7r///v4ib0VFxZDFV4C5c+fyk5/8ZMwF4HO55ZZbAPjHf/zH/mJ6b28vb731Fm+99daw10tOTubee+8dVWEbbBPNgTEi69evD+r9On78OMePHz/v5TIyMvj+97/P+vXrg7ZvERERERkZYwwrljk0NRpKS2yB+9gxWxxVYTQ6LF4Ip2r8V+VWVsK+/TA/eCebSgw4dcp/O38cIkni4yEuDnInRg1bREQugNZWjNGNN97I7373O66++mq/aJCBcnNz+Yu/+AuefPJJpkyZErK53HLLLTz11FPceuutfpEpQ0lJSeELX/gCTz31FDfddNOo9/WHP/zBb3sstzHQFVdcwWc+8xmKiopGdPkpU6bwrW99ixdeeEGFbREREZEwio83rF0LqamGoqnQ0Aj19eGelYyUywWrhsjffufdwc0DZeJqa4eWVv+xkDeT/DhvGwY3QBUREQmkWJIgaGxsZNeuXVRXV+Pz+cjJyWHq1KksWrQIt9s9rnPp7e3lo48+4uDBgzQ1NdHW1kZycjIZGRnMnj2bWbNmjfucRqqlpYVDhw5x4sQJ6urqaG9vx+12k5aWRk5ODhdffDH5+flB3adiSSTWTKRTmUREz3mJDGXlDlu3OVQdh7o6mDnjbGFKgiuYsSRnHKuClzf7j6WkwCdvGFz4lonn6FHYsu3stscDX7g1dBFEfX2w5wMoLIQZ0w2rV9ZP6Pc1+j8vMnFMpOe7YkkiUGZmpl9Wdji53W7mzZsX1MaV4yU1NZVFixaxaNGicE9FREREREaotMRw6pTN4W5rg4oKmD3bFsEk8k2dAhdfBB8MyN9ubYVXd8LaNYqZmegCm0nm5YY2W7+tDRzHHiDL06ptEREZAcWSiIiIiIjIBVlyGRQUGEqKoc+BiqO2QCXRYdHCwVETlcds/rZMbDUBedshjyRps8XzpEQI8km7IiISo1TcFhERERGRC+J2G9auhrQ0Q3GxXflbXR3uWclIuVyweqXyt8VfT+/gHP1Qr6b2+cCbbM8YCHUhXUREYoOK2yIiIiIicsGSkw1rVkFaqqGgAKpr4PTpcM9KRsrrhZXL/cf6+mDbdujsDM+cJLzq6+3vwEChbPDoOB8Xt1Nsw9qM9NDtS0REYoeK2yIiIiIiEhSTJhkWL4KCfEhLg6OV0NUV7lnJSE2ZAgsu9h9r9cErOxUzMxGdCogkycyE+PjQ7a+zE3p67Mrt/DzbXE1EROR8VNwWEREREZGgWXAxFBUZiqfZuIuKisGrPyVyLbzUFhYHOnYM9u0Ly3QkjIZqJhlKvjb72etVJImIiIycitsiIiIiIhI0xhhWLoeMdNtgsq0dTpwI96xkpFwuWDVE/vbb7w4udkrscpzBK7dD3kzSB4mJ4HaruC0iIiOn4raIiIiIiARVQoJh7RpITTVMKYTaOmhsDPesZKS8Xli1wn/McZS/PZG0tEBHh//YuDST9ILLZcjNCe2+REQkdqi4LSIiIiIiQZeTY1h6BeTk2KzeymODi2USuQoLB+dv+3zwyqvK354IAlfpJyZCamro9tfTa/8+pHghKwvi4pS3LSIiI6PitoiIiIiIhMTsWTBjhqFoqm1EV16h/O1osvBSyM/3HztWBR8qfzvmDYokyYVQ9nds89nPytsWEZHR8oR7AiISfMYYsrOzB42JiIiIjCdjDFctdaivN5QUO3x00BZHpxWFe2YyEi4XrF4Jf3zaf9X9O+/aAmSoYyokfAY1kwxxwbnVBx6PzXrPH/B7pfc1IiJyPipui8Sg7OxsDh06FO5piIiIiBAXZ1iz2uHpZwxTpzgcrbTRAwH1KolQycmwcjm89PLZsTP525/6xODGkxL9uroGZ+SPRzNJr3fwvvS+RkREzkexJCIiIiIiElKZGYarrrRZutlZUHUc2tvDPSsZKeVvTyy1Aau2Xa7QHoxyHGhrs8XtlBRDSopWZouIyMipuC0iIiIiIiE3Y7ph9mzDlCl2tW95BfT2hntWMlILL4WCIfK3934YlulICAVGkmRng8cduv21t9ssfq9XUTciIjJ6Km6LiIiIiMi4WHo55OYYSoqhp8cWR7XyNzq4XLBqJSQm+o+/uwtqTg19HYlOQzWTDCWfzzarTE5SM0kRERk9FbdFRERERGRceDyGNashNdUwdYrN9a1vCPesZKSSk2HlCv8xx4HtO/wbTkr06uuD2jr/sfxQ52232cK2yxX6fYmISOxRcVtERERERMZNerph2VWQmQk5OVBVBW3K344ahZPhkgX+Yz4fvLJTq/BjQVMTdHf7j+WGurjdCt4Ue/ArMzO0+xIRkdjjCfcERCT42tvb+dWvfuU39oUvfIGkpKQwzUhERETkrNISQ00N9PU5+HxQUQGzZ4E7hLm+EjyXXmKjSKqrz45VfZy/ffFF4ZuXXLjASJLUFLuqOlS6uqCr2+Zt5+aA2+3fTFLva0RE5HxU3BaJQT6fj+985zt+YzfeeKNeBIqIiEjEWHIZnKo1dHc7fHTQ5m9PK7LZuxLZXC5YtQL++LR/HMm7u2xmsqIloldgM8lQZ2D7fPazNxny84f6vt7XiIjIuSmWRERERERExp3HY1izSvnb0So52Ra4B3Ic2LZd+dvRLLA5aMiL220QHw9xcWomKSIiY6PitoiIiIiIhEVa2tn87exsG23RrvztqDF5so0oGaitDV55Vfnb0aitDVpb/cfyckO7T58PUrzjsy8REYlNKm6LiIiIiEjYlJYY5s4xTCmExEQor4De3nDPSkbqkgVQUOA/VnXc5m9LdAmMJImLg4yM0O2vr88ezPJ6ISPDkJCgTCIRERk9FbdFRERERCSsLl8CuTmG4mnQ3W1XcEt0cLlg1UpISvQff3cX1NSEZ04yNoHNJHNz7M83VHxtdoW/16ucdhERGTsVt0VEREREJKw8HsOa1R/nb0+FBuVvR5XkJFi50n/McWDbDuVvR5NxbybZCm43JCWpuC0iImOn4raIiIiIiIRderrN387KhOwsu3pbhdHoMXnS0PnbO5S/HRV6eqG+3n9sPJpJepPt1/n5od2XiIjELhW3RUREREQkIkwvNcyebZgyBeLjoaLC5vJKdLhkAUwKyN8+fhw+2Bue+cjI1dcPfq7l5oRuf45jm0l6UyApyZCaGrp9iYhIbFNxW0REREREIsbSyyE72+Zvd3TC8RPhnpGMlMtl40kC87d37YZq5W9HtMC87cxMe4ApVDo6bOPYlI/zto1RM0kRERkbFbdFRERERCRieDyGNats/vaUQqirg6amcM9KRupM/vbAWqXjwHblb0e0wOJ2Xm5o9+fz2d+R5GRFkoiIyIVRcVtERERERCJKZqZh6RWQkwMZGVB5DDq7wj0rGalh87dfUf52JHKcwc0kQ93gsdVnG0m6XKEvpIuISGxTcVtERERERCLOrJlQWmIomgpuNxytUP52NFlwMUya5D92/ITytyNRS8vgVfUhbybps5EkHo8hOzu0+xIRkdim4raIiIiIiEQcYwxXXQkZGTZ/u60dqqvDPSsZKZcLVq2wq3MHUv525AlctZ2UCCkpodtfV5f98Hpt00q3W3nbIiIydipui4iIiIhIREpIOJu/PWkS1JyC06fDPSsZqaQkW+AelL+9Hdrbwzcv8ReYt52b5/8zCzafz372ekO/QlxERGKfitsiIiIiIhKxcnMNly22GcBpqXC0Erq7wz0rGalJQ+Vvt8OOV5W/HSlqwtBMMiEB4uLUTFJERC6cJ9wTEJHgy8nJoaGhIdzTEBEREQmKi+bDyZOGnh6H/QegshJKS0O7ulSCZ8HFUFMDJ06eHTtxAvZ8AJcsCN+8xDZqbWryHxuPZpJer40eOl8hXe9rRETkfLRyW0REREREIpoxhhXLbTzJtCI43QK1tee/nkQGlwtWDpG/vfs95aiHW13A88jlIqQNHnt7bfNKrxcyM230kIiIyIVQcVtERERERCJeUpJh1QpIS7M5vSdOQltbuGclI5WUBKtWDs7f3rZD+dvhFNhMMicb3O7Q7a+tzf7cU7yhjz8REZGJQcVtERERERGJCoWFhgUXGyZPssXSiqN2JahEh0kFg/O329thxyvK3w6XwGaSoW7w2OqzxfPEROVti4hIcKi4LSIiIiIiUWPRQttksniabSxZdTzcM5LRuGQBTJ7kP3biJLy/Jzzzmcj6+gav3A51cdv3cd42hD7bW0REJgYVt0VEREREJGq43YY1qyAlxTB1CjQ0QENjuGclI2XM0Pnb770PJ5W/Pa4am6Cnx38slFEhjmOL2yleSE42pKSEbl8iIjJxeMI9AREJvs7OTp5//nm/sWuvvZaEhIQwzUhEREQkeNLSDFdd6bB9B7S0QFUVeJNBL3WiQ1ISrF4JL7x0No7EcWD7DvjUJwYXviU0AiNJUlND+9i3t9vV4t4UG0lizPmbSep9jYiInI+K2yIxqKWlhT/7sz/zGzt48KBeBIqIiEjMmDHdcPwE9PY6+A7C0aMwYwa4dG5qVCgogIWXwq7dZ8fO5G+vv1o/x/EwKJIkxA0efT67cj85aeSRJHpfIyIi56OXDCIiIiIiEpWuvAIyMw3TiqCtHaprwj0jGY0FF8Pkyf5jJ07Cng/CM5+JZrybSfp8kJxsD1wob1tERIJFxW0REREREYlK8fGGVSsgNdVQUAA1NdDaGu5ZyUgZA6tW2JW8A733Ppw8GZ45TRRtbYOfK6EsbjsOtH6ctx0XZ8jKCt2+RERkYlFxW0REREREolZenmHRQijIh5QUG08S2CRPIldiIqxaZQvdZzgObH/FxpRIaARGksTFQUZ66PbX1Q3d3eD1Qm4uuFznz9sWEREZCRW3RUREREQkql18EUwqsPEkvX1wrOpso0KJfAX5sGih/1h7uy1w9/WFZ06xLjCSxBacQ7c/n89+9noVSSIiIsGl4raIiIiIiEQ1l8uwcgWkpBiKpkJTEzQ0hHtWMhoXXwSFhf5jJ5W/HTKD8rbHoZlkYgJ4PCpui4hIcKm4LSIiIiIiUS8lxbB8GWRkQHYWVB2Hjo5wz0pGyhhYudw2HBxo93u2yaQET08P1Acc/Al1wdnXCt4UMMaQG+JCuoiITCwqbouIiIiISEwoKTbMnmWYMsVmCB+tVKxFNElMhNUr/fO3AXbsgDblbwdNfb3/88IYyMkJ3f56eqG9wzaTzMqyjWBFRESCRcVtERERERGJGVdcDpmZhuJpNre5uibcM5LRyB8qf7vDFrh1oCI4AptJZmZAfHzo9ueXt50fuv2IiMjEpOK2iIiIiIjEjLg4w+qVNqZkUgHU1EBra7hnJaMxZP52Nby/JzzziTWD8rbHIZIkLg4SEmzzUBERkWBScVtERERERGJKTo5h0UK7SjQlBY4etdEIEh2Gy99+733lb18oxxm8cjvUxe1Wn121DWomKSIiwafitoiIiIiIxJyLL4KCAsO0Iujtg6qqcM9IRiMxEVavUv52sJ1uGdxoNS+EDR77+qCtzR5kSkszJCcrb1tERIJLxW0REREREYk5Lpdh1QobTzJ1CjQ2QkNDuGclo5GfB4sX+Y+1d8B25W+PWWAkSVKSLTyHSlubXS2e4lUkiYiIhIaK2yIiIiIiEpNSUgxXXQmZmZCVCVXHobMr3LOS0bhoPkwJyN+uVv72mA2KJMkdvDo+mFpbwe22RXQ1kxQRkVBQcVtERERERGLW9FLDjOmGKVNske3oUbuSVKKDMbBiuPztE+GZUzQb92aSA/K2tXJbRERCwRPuCYhI8GVlZXHw4MFBYyIiIiIT0dIroKbGMG2aw+HDUFMDBQXhnpWM1Jn87edf8D8wsf0V+NQnBhe+ZWidXdDU5D8WyuK244CvzcbLJCUZUlNHfxt6XyMiIuejldsiMcjlcpGTk+P34XLp6S4iIiITU0KCYeVKSE0x5OdBdY3NApboMVT+dofyt0elNiCSxO2C7BDWidvbobcXvCn2YJIZQ/6J3teIiMj56L+CiIiIiIjEvIJ8wyULbJEtKQkqjqooGm0umg9Tp/iPVdfYiBI5v8BIkuwcG9UTKq0+GyuTnGQPToiIiISCitsiIiIiIjIhXHoJ5OYaphVBdzccV2ZzVDEGli87m+F8xvt74Pjx8MwpmgzVTDKUzuRtu1zK2xYRkdBRcVtERERERCYEt9uwagWkpBgmT4a6Omg+He5ZyWgkJsLqlbbQPdCOVxU1cy59fYNjSUKdt93aaovb8fGGzMzQ7UtERCY2FbdFRERERGTCyMgwLLkMcnMgLQ0qK6GnJ9yzktHIy4PLFvuPKX/73BobB/+eh3Lldmen3V+K10aSuFyjz9sWEREZCU+4JyAiwdfV1cVbb73lN3b55ZcTHx8fphmJiIiIRI65c+DYMUN3t8OBj6DyGJQUD14NLJFr/jyoroZjVWfHqmtg93uDG0/K4EiS1FSbPR8qrT772euF/AuIJNH7GhEROR8Vt0Vi0OnTp/nkJz/pN3bw4EFycnLCNCMRERGRyGGMYcVyh7p6w9SpDuXl0NAA2dnhnpmMlDGwYjn88Wmb7XzGng9svnNhYfjmFokCm0mGMpIE7M8kKck2rLyQ4rbe14iIyPkolkRERERERCac5GTDsqsgIx2ys6DquI1SkOiRkACrVw1ecb/9Ff+CtwwubuePQ3E7JcXm3OfooJGIiISQitsiIiIiIjIhFU8zzJppKCwEjweOVtpGeBI98nIH5293dip/eyCf72xMyBmhzNvu7rY/gxQv5OaCx6O8HxERCR0Vt0VEREREZMK64nLbZHLaNFsEDFzhKpFv/jyYOtV/rOaUzd8WqA3I246Lg4yM0O2vtdV+9npDv0JcRERExW0REREREZmw4uMNK5dDaoohPw9OVkNbe7hnJaNhDKxYZlcKD7TnAzh+PDxziiSBzSTzckPbPLXVZyNj4uJs/rmIiEgoqbgtIiIiIiITWkGB4eKLYNIkSEyEyqOKtIg2yt8eXk0YmkmmeG3j1twQxp+IiIiAitsiIiIiIiIsvBSysw3TiqCj067gluiSmwtLlL/tp6cH6uv9x0JZ3O7phfZ28KZAViYkJChvW0REQkvFbRERERERmfA8HsOqFZCSYpg0yWZvn8kOlugxbx4UKX+7X129f5NUYyA3J3T7O7NKPsUL+QWh24+IiMgZKm6LiIiIiIgAWVmGRQttE7yUFDhaCb294Z6VjIYxsHyY/O2qqvDMKZwCG6RmZtos7FDxtYLHY2Ni1ExSRETGgyfcE4gFTU1N7Nq1i+rqalpbW8nLy2PKlCksXLgQt9s9rnPp6+vj8OHD7N+/n8bGRtrb2/F6vWRnZzNv3jyKi4sxoeweEkQHDx7k0KFD1NTU4HK5KCgoYN68eRQVFYV7aiIiIiISoy6aD8eqDF1dDgc+gqrjME0vP6PKmfzt517wjyPZ8Sp86hPg9Q5/3VgzVDPJUGr12QNDoGaSIiIyPlTcvgDl5eU89NBDbNu2je7u7kHfz83N5ZZbbuHOO+8kPj4+pHNpaWnh0Ucf5b//+7+pra0d9nKFhYV8/vOf57bbbiMhIWFEtz179uwxz+vDDz/E4xndr9kf//hHHn30UQ4ePDjk9xcuXMhdd93FypUrxzwvEREREZGhuFyGFcsd/vBHQ2GhQ2UlZKRDenq4ZyajkZsLly2Gt94+O9bZCdt2wLUbwDUBzmF2nMErt0OZt93XB21tMKUQ0tMNycnRsahKRESi2wT4lx4af/zjH7npppvYtGnTkIVtgNraWn7yk59wyy23UBXCc+B2797N9ddfz89+9rNzFrYBjh8/zkMPPcSnPvUpjhw5ErI5jUVnZyf33HMP3/nOd4YtbIO9v3fccQcPPPAAzsAAORERERGRIEhLNSy9ArKzbFG78hgM85JfIti8uYPzt0+dgl27wzOf8Xb6tC3oDxTK4rbPZwvqKSlQoLxtEREZJ1q5PQbbt2/nb/7mb+gbcI5bcXExV1xxBRkZGVRWVrJ161Y6OjoA2LdvH3feeSdPPPEEKWfO0QqSAwcOcPvtt9M6oNuNMYbFixczf/58UlNTaW5uZu/evezeffZVXHl5ObfddhtPPvkkkydPHvH+jDG4RrHMYTQRKH/7t3/L888/73fdZcuWMXv2bLq7u/nggw/674PjODz++OMkJSVxzz33jHgfIiIiIiIjMXMGHK00dHefjScpnmYznSU6nMnffuoZ/+agH+yF/HyYOiV8cxsPgZEkSUmDs8iDqfXjvO3EREWSiIjI+FFxe5ROnTrFX/3VX/UXto0x/PVf/zW33XabX9G3oaGBb37zm7z11lsAHD58mPvuu48f/vCHQZuL4zjce++9foXtWbNm8dBDDzFr1qxBl9+3bx/f+ta3KC8vB+zK8n/4h3/gpz/96Yj3+Rd/8Rd84xvfuPDJB/jlL3/JM888079dUFDAz372M+bOnet3uZ07d/LNb36TlpYWAB555BEWLVqkiBIRERERCSpjDMuudDh1yjB1ikN5BTSmQVZWuGcmo9Gfv/28f/72K6/CJz8R2mJvuA0VSRLKgzOtrWcfz0lauS0iIuNEsSSj9Mgjj+Dz+fq3v/GNb/CVr3xl0GrmrKwsHn30UaZPn94/9txzz7Fv376gzWXPnj3s2bOnfzs9PZ3HHntsyMI2wLx58/jFL35Bampq/9jmzZupqakJ2pzGoq2tjYcffrh/OyEhgccff3xQYRtg2bJlPPzww34rwn/4wx8qnkREREREgi452XDVlZCRAVmZdvV2V1e4ZyWjlZsDSy7zH+vshO3b/QvesWZQcTuEzST7+sDXZiNJUlMNXq9OcRARkfGh4vYo1NXV8dvf/rZ/u6ioiDvuuGPYyyckJHDvvff2bzuOwyOPPBK0+bz++ut+2zfffDO5ued+xZKfn8/nPvc5vzm9+eabQZvTWDz55JPU19f3b99+++2UlJQMe/nLL7+cT37yk/3b+/fvZ+vWrSGdY7TJyMhg586dfh8ZGRnhnpaIiIhI1CkpNsyYbpgyxTYhrDxmc4UlusydA9OK/MdO1cK7MZq/3dkJTc3+Y/mhzNtuO5u3HcxV23pfIyIi56Pi9ihs3rzZr3nkzTffTFxc3Dmvc+WVV1JaWtq/vX37dtra2oIyn8AV15deeumIrrdo0SK/7VOBh/TH2QsvvND/tdvt5pZbbjnvdf7kT/5k2NsQ8Hg8zJ071+/D41EKkYiIiMhYLL0C0tIM04qgpQXq6s9/HYksxsCyZbb4OtDevXCsKjxzCqXagLxttyu0kTq+VnC7ba53MPO29b5GRETOR8XtUdiyZYvf9saNG0d0vQ0bNvR/3dnZyc6dO4Myn76Ac+gSExNHdL2kpCS/7dE0fQy2+vp63n///f7thQsXkp9//ldDl156KQUDWnBv376dnp6ekMxRRERERCa2hATDimWQmgo5OXDihF0ZK9ElIR7WrLIr8Ad65VX/hpOxILCZZE6OLT6HSkvr2QMHBcrbFhGRcaTi9ii8++67/V/n5OQwderUEV1v4cKFfttvv/12UOYzZYp/e++TJ0+O6HrHjx/32542bVpQ5jMWu3bt8ivSBz5W5zLwsk1NTRw+fDiocxMREREROaOw0DB3jqFwMsTFwdFKxZNEo5xh8re37Yit/O3Ak3NzQxhJ0tcHbW22mWRKiiE1VXnbIiIyflTcHqGamhpaWlr6t4dqdjicefPm+W0fOXIkKHNasWKF3/bzzz8/ous999xz/V8nJydzxRVXBGU+YxH4WAQ+VucSqsdVRERERGQoSy6DjAwbT+LzQW1duGckYzF3DgSu76mthXd3hWc+wdbXN/h3Mz+EzSTb2uw+U1K0altERMafwqpGqKyszG978uTJI75uTk4OcXFx/Xnd5eXlQZnTnDlzWL16Ndu2bQNg586d/PrXv+bWW28d9jq/+MUveOONN/q3v/KVr5Camjrifb755pscOHCAAwcO0NDQgMfjITMzk2nTprFkyRI2btxIUVHR+W/oY4GP66RJk0Z83cDLBt6WiIiIiEgwxcUZVix3ePY5yM2FkychPQ0SEsI9MxkNY2D5VdBQb+M0ztj7oc2LHuEJuhGroRECExvzQrhyu9UXmrxtERGRkVBxe4QCmzcWjOKQtDGG/Px8qqqqhrytC/G9732PP/mTP+HYsWMA3H///bz99tvccsstzJ8/H6/XS2trK3v37uW//uu/eOmll/qvu2bNGr7+9a+Pan9DRaqcPn2ao0ePsmPHDn70ox9x7bXX8rd/+7dkZ2ef9/YCH4vRFLcDfwbV1dUjvm6s6+np4dChQ35jM2fOVPMVERERkQtUkG+YNxf6+hyam20zwumltmAq0SM+Hlavhmef848j2fEqfOoTgxtPRpPASJK0NBhhe6YxaW0Fr9c+B4Jd3Nb7GhEROR/9RxihtrY2v+3k5ORRXd/r9fZ/3dPTQ2dnJwlBWOKRl5fHE088wf33399fuH722Wd59tlnh71OSkoKt99+O3fccQfuIHcV6e3t5ZlnnuGtt97ipz/9KQsWLDjn5S/kcR34mA51WyMRzmaaodTc3MyyZcv8xg4dOkROTk6YZiTjZeDvdKz+fovIWXrOi4THZYuh8hgUTXU4fMSulM3JHv/noJ73FyY3By5f4vDGm2fHurps/vb114LLFZ2Pb22tfxh8Xm7oflf6+hza2iA/H7xeQ3q6Ceq+Jvr7Gv2fF5k49HwfOxW3RyiwcDrawnTg5X0+X1CK2wDZ2dn8+Mc/Zvv27dx3333nXMFcVFTEfffdNyiv+3ymTZvGunXrWLp0KTNmzCArKwu3201DQwN79+7lueee44UXXqC3txeAU6dOcccdd/Dkk0+eM6bkQh7XwMuOpbidkZEx6utEgzMROAOlp6fH7P2VoaWnp4d7CiIyjvScFxlf127s5ZlnO/H5ejl1qo+8XA/x8eP3ZjQxlEtxJ5CFlzrU1nZxpOzs8u3aWtj9vodlV8aFcWZjd6q2Azhb4J5SGEdiYmje+re2OhjTQ062m9LSODIzg5vRo/c1Z+n/vMjEoef76Ki4PUKdnZ1+23Fxo3uhEx8ff87buxA1NTU88MADvPDCCzjnadleWVnJ7bffzsKFC/n+97/PjBkzznv7P//5z1m2bNmQR44KCgooKCjg6quv5stf/jJ33303J0+eBKCxsZHvfOc7/OY3vxn2ti/kcQ18TDs6OkZ8XRERERGRCzGtyM2c2R56ehyam/s4erSXGTPcWm0VZYwxrF4VT21dJ6dPn30v9f77PUye5KKkOLhnuoZaa6tDa6v/e8KCAlfI9tfS0ofbbVdtF06OrsdKRERig4rbIxS4SnioI8jn0tXVdc7bG6sDBw7w5S9/mcbGRsC+OLvhhhu46aabmDNnDqmpqbS0tLBv3z5+//vf8+yzz+I4Drt37+azn/0s//7v/86SJUvOuY/ly5ePaC4LFizgscce4+abb6alpQWA3bt3s337dlatWjXkdYZ6XEf62AQ+pmNZvdLU1DTq60SD5ubmIcdGe1BGoo8xpv8ob3Nz83kPeIlIdNNzXiS8Lprv8NFBh4ICh7JySEnpJjMztMXtM695tbAjuFavcnjmWf/87c1burjxk5CSEj0HLI5V+f8fiI+DpKROOjpCcx8aGh0S4qGzsxevt4umpuDuZ6K/r9H/eZGJYyI934N99o2K2yMUmAU92pXXgZcPzIsei+bmZr761a/2F7bj4uL48Y9/zJo1a/wul5WVxfLly1m+fDnXX389d999N93d3bS3t/OXf/mXPPPMM+Tm5l7wfABKS0u54447eOihh/rHnn322WGL20M9riMtbgc+pqPNQQdi9o/FUPfLcZyYvb8yNP3MRSYWPedFxl98PCy9ArZshYwM21zS63UIVd0tcFW4nvPBk50Fly9hUP721m1w7UaHILcqCpmaGv/t3Dz7ORS/K45jm0nm5dmGlelpDsHejd7XnDVR77fIRKTn++iE7vykGBNYOPX5fKO6/sDLezyeoKzc/tnPfsapAa2w77nnnkGF7UBr167lm9/8Zv92U1MTjzzyyAXPZaDPfOYzfi+8X3/99WEveyGPa+Blx1LcFhERERG5ECXFhuJiw9Qpdvv4ifDOR8ZuzmwonuY/Vlv3/7d33+FRVun/xz9POkkmvQdCJxBqQATFAoJl1V3QddG1o9hYK7vWFUTEumtbVOwr7lrQ3yoisHZhvwKKLghIC01CS++9ze+PZxkzqTPJJJNJ3q/r4iLnyTnnuSfkkMw9Z+4j/XeTe+Jpi3pPDyWZh0l2lPJyqbZWCg42D5SkJA8AwB1IbjsoNjbWrp3Z8CXxFlitVrv+DedqC6vVquXLl9vagYGBuvzyyx0ae8UVV9glgj/++GPV1X//XTtFRkaqT58+tnZWVlazZVwafi1aOgyzoeO1vY+Li4tzIkoAAADANU6aYNYcTkiQ8vOlEuf2waCLMAxp0smSxWJ/ffsO6WC6e2JyRk2NlJtnfy0mpuPuV1IieXlJQYFSPE/FAABuQnLbQQMHDrRrHzlyxOGxOTk5dsndAQMGtDue9PR05eX98pvLqFGjHK45HRAQoJEjR9raRUVFOnjwYLtjqi8yMtKu3Vxt64Zf16NHHd/q0jAR3nAuAAAAoDMEBhoaN9YsbREYKB05IpeXZ0Dn8POTppxuJm3r+2adVFzinpgclZNj/31nGFJ0VMfdr6TUTGwbhhTX/v1bAAC0CcltB8XExMhS7yX8nTt3Ojx2x44ddm1XJLdzc3Pt2lFRzv3W0rDG9vG63a5SXl5u126uDEvDhHTDr1VLtm/fbtd2xdcVAAAAaIvkIVJEhKHeiVJZWeMdtPAckZHShPH216qqpDVrzTIcXVVWtn07PFwdVv/9eL3toGDJ399QeHjH3AcAgNaQ3HbCuHHjbB/n5uYqPd2x96Zt2mRfpG38+PHN9HRcw2SxswdcNkw+u7JedV1dnd0ObF9fX4WEhDTZNzU1VV71tkVs3rzZ4fv8+OOPto/DwsI0aNAg54MFAAAAXMDLy9DEE6WgICkiXDp2TKrpwolQtCw5Werfz/5aThevv92Z9bYrKsxEvyXY3LVNvW0AgLuQ3HbC1KlT7dqffPKJQ+M+/fRT28f+/v6aNGlSu2NpWPZj3759To1v2D8iIqLdMR23adMmFRUV2dpDhw5ttm9kZKRGjx5ta//4448O1TPfvHmzXVmS008/XT4+Pm2MGAAAAGi/+HjzcMmEBKmuTsp0/DgZdDGGIZ18kufU37ZaG+/cju3getuGYZbh4egjAIA7kdx2whlnnCHfeu/rev/995s9KPG4DRs26MCBA7b26aef7pJd0nFxcYqpdzrI/v37tWvXLofGbtu2TT///LOtnZiYaDdXey1ZssSufcopp7TY/5xzzrF9XFtbq2XLlrV6j3feeafZOQAAAAB3OfEEKSDAUFyslJ1j7nCFZ/Lzk6ZMlrybqr9d7I6ImldUJDV8M29HHiZZXGK+S8HLi8MkAQDuRXLbCVFRUZo5c6atnZ6erpdffrnZ/pWVlVq0aJGtbRiGbrrppmb7Hz58WMnJybY/Z5xxRovxTJkyxa69YMECVVVVtTimsrJSDz74oN215u5TUFDg0C7q+v72t7/pm2++sbX9/f31+9//vsUxM2fOtNuJ/uqrr9q9INDQxo0btWLFClt72LBhjb4WAAAAgDtYLIZGjZSio83kKIdLerbICOnEE+2vdcX62w1LkgT2MpPPHeF4vW1LsPlCjgvfBAwAgNNIbjvphhtuUFC93xIWL16sv//976qrq7Prl5eXp9mzZ2vv3r22a+eee65SUlJcFsv1119vt5N88+bNuvbaa5utBb5//35dddVV2rZtm+2av7+/Zs+e3WT/Y8eOadq0aZo/f75++OEHWVv4rTw9PV233Xabnn/+ebvr1113nWJjWz46OzAwUHPmzLG1KysrNWvWrCYP7Vy/fr3mzJljF8vcuXOp8QYAAIAuY9RIKSTEUGKCVFRs7qqF50oe0kT97Vzph/+6JZwmNSxJEhNjlg3pCOXlZmI/mHrbAIAugCLFToqNjdVTTz2lm266SXV1dbJarXrsscf07rvvauLEiQoLC9PBgwf19ddfq6LeexAHDRqkhQsXujSW3r17a968eZo/f77t2saNG3XOOedo3LhxSklJUXBwsIqLi7V9+3Zt2rSpURJ+4cKFimuhSFpVVZWWLVumZcuWKSwsTCkpKerXr59CQkLk5eWl/Px8bd++XT/99FOjuX/1q1/p5ptvduixXH755dq0aZNWrVolyUysX3DBBZo0aZKSk5NVU1OjrVu3Njpw8sYbb9Rpp53m0D0AAACAzuDjY2j8OKu5u9UiHTlq/u3F1iKPdLz+dm6e/QsVO3aayd2+fd0X23GZnXiYZHGJ+b0cFCTFx3fcfQAAcATJ7TaYPHmyHn30US1YsEDl5eWSpJ9//tmujnV9w4YN03PPPafg4GCXx3LxxRdLkh555BFbMr22tlYbN27Uxo0bmx0XGBioefPmacaMGQ7fq6CgQOvXr9f69etb7Oft7a05c+bopptucupV/EcffVS1tbW2gzqtVqu++eYbuzInxxmGoSuvvFK33367w/P3JCEhIXalW45fAwAAQOfo31/audtQRYVVu3ab9bc78oA/dCw/P2nK6dLKVVJtvT0936yTIiIaHzzZmSorpcJC+2sdWW+75H/1tg2j45PbPK8BALSG5HYbzZgxQ6NGjdKTTz6ptWvXNnmwZHR0tGbOnKkbb7xRfn5+HRbLxRdfrIkTJ+rvf/+7VqxYodLS0mb7BgcHa/r06Zo1a5b69OnT4rxxcXGaNWuWNm7cqN27d6umpqbF/qGhoTrvvPN0xRVXaMCAAU4/Dn9/fz377LNavny5XnvtNaWlpTXZb8yYMfrDH/7Aju0W+Pn5tXqQJwAAADqOYRiaeKJVmZmGIiOtysyUIiMlH293R4a2ioiQJkyQ1m/45VpVtVl/+9xfSd5u+rdtWJLE21sdVge7rs5MbsfFSr16GQoL7Zj7HMfzGgBAawxrS4WU4ZD8/Hxt2rRJGRkZKi0tVVRUlPr06aOxY8fKu5N/w6mtrdXu3buVlpamgoIClZWVKTAwUGFhYUpOTtaQIUPaFFNVVZX27t2rw4cPKysrS6Wlpaqrq1NISIht7oEDB7q03tru3bu1Z88eZWZmytvbWzExMRo+fLj6uvB9f/n5+S6bC+gKDMNQWFiYJPPdFvwXD3RvrHmg61v7f1bt3GnVjp3mIZMJ7djpahiGAgICJEkVFRWseTewWqX//J+0/4D99WHDpIknNj2mo/13k7T1l2OVFBtjJts7QmmplLZHGjJYGjnC0JTJ1NvuSPycB3qOnrTew8PDXTofO7ddIDw8XFOnTnV3GJLMkiApKSkuPbhSMl8x74h5W5KcnKzk5OROux8AAADgamPHSAcOGIqJtiorW4qOkuqdCQ8Pc7z+dk6uff3tnf+rv93PDfW3mzpMsqMUl5g7wwMDqbcNAOgaONIEAAAAADqIxWJoaLKZcPTykjIy3B0R2svX16y/3fANsevWScXFnRtLXZ2Uk2N/rbPqbbfnXQgAALgKyW0AAAAA6EBjRpv1iWNjpdw86X/nwMODRURIExqUIamqlr5eK9XWdl4ceflSw6ORYqI75l51dWZZEkuwFBxsuPUQTQAAjqMsCdAN1dXVKS8vz+5aRESEvLx4PQsAAKCzBQQYGjHcqooKKTtbOpYh9e/n7qjQXkMGSxmZ0v79v1zLzZW+/0GaOKFzYsjKsm+HhEj/K8vucmVlZoI72CLFxcml5y01h+c1AIDWkNwGuqG8vDwNGTLE7lpaWpqioqLcFBEAAEDPNmK4tHOXofg4qw6mmztgg4LcHRXawzCkkydKuTlSYf3627v+V3+7X8fH0DC53VG7tqV69bZ7SQlxHXef+nheAwBoDS93AgAAAEAH8/U1lDrGLGcRECAdPSZZre6OCu3l6ytNbqL+9jfr7Q+c7CideZhkSbFZkkTiMEkAQNdBchsAAAAAOsGQwVJIiKGEePNgvs4+fBAdIyKicRmS6mppTQfX3y4pNd8BUF9sByW36+qk0jIpONg8JDU4uONLkgAA4AiS2wAAAADQCby9DY1LlUJDzZIk7N7uPgYPkgYOsL+Wmydt/L7j7pndYNe2n5/5vdURSkvN71WLRUpg1zYAoAshuQ0AAAAAnaR/fyky0lBCglReLhUUuDsiuIJhSCdNbJxc3rVbOvBzx9yzYb3t6Ggzjo5QXCL5+JgldShJAgDoSkhuAwAAAEAnMQxDJ4yVgoOkEIuUkcnu7e7C11ea0kT97XUdVH+7Mw+TLCkxS5JIUnwnHSYJAIAjSG4DAAAAQCdKTJRiYwzFxUkVFeze7k7Cw5uuv/31WqnGhfW3a2rMsif1dVS97dpaqazMPEwyLNRQYCD1tgEAXQfJbQAAAADoRIZhKDXVrLsdEiIdy2D3dnfSVP3tvDzpexfW387Jsf+eMQwpKsp189dXUq/eNiVJAABdDcltAAAAAOhkCfFSXJyh+DipslLKL3B3RHCVzqi/ndXgMMmIcLMsSkcoKTbn9vcnuQ0A6HpIbgMAAABAJzMMQ6ljpMBAc/d2Bru3u5WW6m8XuqD+dqN62x1UkkQyd25bqLcNAOiiSG4DAAAAgBskxBuKjzMUH/+/3dv57o4IrhQeLp3URP3tNe2sv221Nt653VHJ7Zoas952sEWKiDAUEEC9bQBA10JyGwAAAADcJHWMFNjLLGGRkcnu7e5m8GBp0ED7a+2tv11YZL4YUl9MdNvna0lJifm3JZhd2wCAronkNgAAAAC4SXy88b8d3GbCMo/d293OxAlN19/ef6Bt8zUsSRIYaB5O2hGKi81a235+UmJix9wDAID2ILkNAAAAAG6Umir16iWFhZq1t+vq3B0RXOl4/W0fH/vrba2/3agkSbR5iGVHKC6RQiySt7ehuNiOuQcAAO1BchsAAAAA3Cgu1lBioqG4OKmqit3b3VF4uLmDu76aGmnNGufrb3fWYZKVleYfi8VMoPv6Um8bAND1+LTeBYCnsVgsev311xtdAwAAQNeUOkY6ckQKC5MyM6WIcMmLrUjdyuBB5s78vft+uZaXL23cKJ18kmNzVFRIhYX21zoquV1cYu4IDw6WEhI65h6t4XkNAKA1JLeBbsjf318zZsxwdxgAAABwUGyMod6JUnm5Vbt2S/kFUmSEu6OCq02cIOXkSAX1EtS706S4WGnAgNbHZ+fYt729O+77pLjYrOft7S0lxHfMPVrD8xoAQGvYCwAAAAAAXcDo0Wbt7dBQc/e21eruiOBqvr7SlMlN1N/e0HhHdlMaliSJiuqYHf5Wq5nctlgkPz9DUVGuvwcAAK5AchsAAAAAuoC4WEMJ8ebBfZWVUkGBuyNCRwgLk06aaH+tpkb6eq35d0uaOkyyI5SXS7W1ZnI7IV7y8qLeNgCgayK5DQAAAABdxOjRZimIEIuUwe7tbmvQQLMGd335+dJ33zc/pq5Oym6Q3I7toHrbRcVmOZKgQPfV2wYAwBEktwEAAACgi4iPM+tvx8U1fXgguo+JE8xd3PWlpUn79jfdPy/P3E1dX3QH7dwuLpaCgswDJRNJbgMAujCS2wAAAADQRRiGodGjzcSiJZjd292Zj4805fTG9bfXN1N/u2FJktAQKSDA9XHV1Umlpea7ByzBhiwW198DAABXIbkNdEM5OTmKiIiw+5OTk9P6QAAAALhd70QpMtJQbJxZ+7io2N0RoaM4Un+7qsqsv37okH2/mA4qSVJSYr6gYrFICYnmCy7uwvMaAEBrfFrvAgAAAADoLIZhaMxoq3JzzR3cmRnmLlo35hjRgQYNNHfo79nzy7X8fOnrNZK3j5Se3vTufT8/87qrvy+KiyVfX3NXeEK8a+cGAMDV2LkNAAAAAF1M3yQpPNxQXKxUWmbupkX3NfHExvW3Dx+RDh5svizN9h3S8hVSTq5rYykuNndtG4ZBchsA0OWR3AYAAACALsYwDI0ZJYWESIGB5s5edF8+PtKUyZKXk8/QCwqkf38iHTnqmjiqq6XyCjO5HRkpBQTwdgEAQNdGchsAAAAAuqB+/aTQUEOxsebO7ZISTpbszo7X2G7LuK++ds0O7uL/vUPAEkxJEgCAZyC5DQAAAABdkJeXodEjpbBQqVcvdm93Z1ar9H/fSHV1bRtfU2OOb66EiaOKi83vNV9fKSGhfXMBANAZSG4DAAAAQBc1YIBkCTYUGyMVFUmlpeze7o4yMswSI+1RUNC+F0Cs1v/V2w6WvL3N7zkAALo6ktsAAAAA0EV5exsaOdI8bNDfXzqW0catvejSdu120Ty72j62stKsuW2xSHFxko8P9bYBAF0fyW0AAAAA6MIGD5ICAw3FxEj5+XWqqGD3dndSVSUdTHfNXAfTzfnaorhYMgwpmHrbAAAPQnIbAAAAALowHx9Dw1OkyAjJ14fd291NWVn7a2UfZ7Wa87VFcbEUFCR5eUmJ1NsGAHgIktsAAAAA0MUNGyoFBBiKjfNSbm6dqqrYvd1dVFe7f766Oqm4RAqxSL16GYqIcG1MAAB0FJLbAAAAANDF+fkZShlmKCbaS15eUlaWuyOCq/j6un++0lIzwR0SIiUmSoZBvW0AgGcguQ0AAAAAHiBlmOTvbygmxks5uVJNjbsjgisEBpq1rl3BMMz5nFVUZCbFe/WSeie6JhYAADoDyW0AAAAA8AC9ehlKGeajuFjzaVx2tpsDgkv4+Ul9k1wzV98kcz5nFRWbJUkMw6DeNgDAo5DcBgAAAAAPMWa0j3x9DUVFSdk5Um2tuyOCKwxNdtE8Q50fU1UlVVSYJUmio8za7gAAeAofdwcAwPWCgoL0xBNPNLoGAAAAz2axeGloso8KC82d2zm5UmyMu6NCe8XFSWFhUkFB2+cIC5PiYp0fV1RkljOxWKTevdt+/47A8xoAQGtIbgPdUK9evTR79mx3hwEAAIAOkDrGRz9uMRQRYVVWlrnb1ov35Ho0w5BOPUX69ydtq6Xu42OOb0vt7qJiKShI8vbuevW2eV4DAGgNvwIBAAAAgAcJD/dS3yRzx3ZtrZSX5+6I4ApRkdIZU8xEtTN8fMxxUZHO37OuTir+X73tXr3McjcAAHgSktsAAAAA4GFGjTLk7y+FhUqZWZLV6u6I4AqJCdKvzjFLjDgiLMzs39ZDIEtLzQS3JcScw2jL1m8AANyIsiQAAAAA4GGiowwlJhoqL7dq124pv0CKCHd3VHCFqEhpxm+kjExp1y7pYLr9ixeGIfVNMg+PjIttWymS44qKzZ3fgb2kxC5WkgQAAEeQ3AYAAAAADzRqpHTkiFlSIitTCg9rX6ITXYdhSPFx5p+qKqmsTKqulnx9pcBAyc/PNfcpKpJCQswd212t3jYAAI4guQ0AAAAAHig+ToqONlRSYtWeveYu3NAQd0cFV/Pzc10yu76qKqmiQoqLk6KipIAAXhkBAHgekttAN5Sbm6uJEyfaXfv2228VGdmGU2YAAADQJRmGoVEjrcrOloKCzN3bJLfhqKJic4d4iEVddtc2z2sAAK0huQ10Q1arVbm5uY2uAQAAoHvpmySFhRqKjbFq/wGppEQKDnZ3VPAERUVmiRNv766b3OZ5DQCgNV7uDgAAAAAA0Dbm7m0pNFQKCJCystwdETxBXZ35QkhIiFmOJCrK3REBANA2JLcBAAAAwIMNGCAFBxuKjZEKi6TycndHhK6utEyqrTWT24kJkpcX9bYBAJ6J5DYAAAAAeDBvb0PDU6TwcPPgwUx2b6MVRUWSj48U2Evq3dvd0QAA0HYktwEAAADAwyUPkXr1MhQTIxUUSJWV7o4IXVlxkblr2zAMJSa4OxoAANqO5DYAAAAAeDhfX0Mpw6TICPOAwKxsd0eErqqqSiqvkEIsUlSU+aIIAACeiuQ2AAAAAHQDKcMkf39D0dFSbq5UXe3uiNAVFRVLhmHu3O6d6O5oAABoH5LbAAAAANAN+PsbSh4iRUdJXl5Sdo67I0JXVFQkBQaaO/xJbgMAPB3JbQAAAADoJkYMl/z8DEVFSjk5Uk2tuyNCV1JXJxUXS6GhZjmS6Gh3RwQAQPuQ3AYAAACAbiIoyNCggVJ0tJnIzGX3NuopLja/L0JDpKQ+5oGSAAB4MpLbAAAAANCNjBxh7t6OjDAPlqyrc3dE6CoKCyV/fykgwExuAwDg6UhuAwAAAEA3EhpqqF8/KSZWqq2VcvPcHRG6AqtVKiwyS5L4+BhKSHB3RAAAtB/JbQAAAADoZkaNlPz9pLAwKSuL3duQysqkmhqzJElCgpngBgDA05HcBgAAAIBuJirSUO9EQ7ExUlWVVFDg7ojgboVFko+PFBQk9U1ydzQAALiGj7sDAOB6vXr10l133dXoGgAAAHqO0aOkw0ekkBApM0sKD5c4P7DnKiw0vxe8vAz1TnR3NI7heQ0AoDUkt4FuKCgoSPfcc4+7wwAAAIAbxcZKsTGGSkutSttj7twNC3V3VHCHykqpokKKj5dioqXAQM94lYPnNQCA1lCWBAAAAAC6IcMwNGqUWYYiOFjKyjQPFUTPU1hk7toPsUh9+rg7GgAAXIfkNgAAAAB0U316SxERZu3t0jKppMTdEcEdCgsli0Xy8pKSqLcNAOhGSG4DAAAAQDdlGIZGjTRrLffqZdbeRs9SUyOVlkqhIVJIiEFpGgBAt0JyGwAAAAC6sf79JIvFUGysVFxsJjrRcxQVmeVoQkOlpD7mCx4AAHQXJLcBAAAAoBvz8jJ3b4eHSQH+UmamuyNCZyoskgIDJV9fqS8lSQAA3YyPuwMA4Hr5+fk699xz7a6tXr1a4eHhbooIAAAA7jRooPTjFkOxsVYdTJfKy80yJeje6urM3fox0ZK/v6GYGHdH5Bye1wAAWkNy2wUKCgq0adMmZWRkqKSkRDExMerdu7dSU1Pl7e3dqbHU1dVp79692rlzp/Lz81VeXq6goCBFRkYqJSVF/fr1a9fb0LKzs7Vnzx6lp6erqKhIhmEoLCxMffr00ahRoxQYGOjCR4O2qq2t1e7duxtdAwAAQM/k42NoxHCrSkqkYxnm7u1+/dwdFTpaSYlUW2uWJOnTx9zF70l4XgMAaA3J7XY4cOCAnnzySa1Zs0bV1dWNPh8dHa2LL75YN9xwg/z8/Do0luLiYr366qv617/+pezs7Gb7JSYm6pJLLtFVV10lf3//Vuetrq7W+vXr9eWXX+rbb7/VwYMHm+3r4+OjKVOm6JprrtHYsWMdjv27777TlVde6XD/+saOHat33nmnTWMBAACAnmRosrR1m6HYGKsOHZbiKqSAAHdHhY5UWCT5+Zm79JP6uDsaAABcj5rbbfTRRx/pwgsv1Oeff95kYlsydzk/99xzuvjii3X48OEOi2Xz5s0677zz9OKLL7aY2JakI0eO6Mknn9T06dO1b9++FvuWlpZq0qRJuv7667Vs2bIWE9uSVFNTo88//1yXXnqpHn744Wa/LgAAAAA6n4+PoeEpUkSEWX85M8vdEaEjWa1SUaG5a9vb21BigrsjAgDA9di53QZr167VPffco7q6Otu1fv36acKECQoLC1N6erq+/vprVVRUSJJ27NihG264QcuWLVNwcLBLY9m1a5dmz56tkpIS2zXDMDRu3DgNHz5cFotFhYWF+umnn7R582ZbnwMHDuiqq67Se++9p4SEpn/Lqa2tVWFhod01wzA0ePBgjRgxQpGRkfL29tbhw4e1bt065efnS5KsVqvefPNN5ebm6q9//au8vJx7DcXLy8vh0ik+PnwLAwAAAI4aNtTcvR0TY9XRo1JcnOTfsW8yhZuUl0tV1VJoiBQfJ/n5eVZJEgAAHEFm0ElZWVm64447bIltwzB0991366qrrrJL4ubl5em2227Txo0bJUl79+7V/Pnz9dRTT7ksFqvVqnnz5tkltocMGaInn3xSQ4YMadR/x44dmjt3rg4cOCDJ3Fn+8MMP6/nnn2/1XkOGDNHvfvc7nX/++YqIiGj0+crKSr3yyit6/vnnbV+bVatWaezYsbr88sudelxvvPGGJkyY4NQYAAAAAK3z8zM0PMWqigqz7nZWltSnt7ujQkcoKJR8fKTgYKlvkrujAQCgY1CWxElLlixRaWmprX3LLbdo1qxZjXYnR0RE6NVXX9XAgQNt11avXq0dO3a4LJatW7dq69attnZoaKhef/31JhPbkpSSkqKlS5fKYrHYrn355ZfKzMxs9h6DBw/W888/r48//lhXXnllk4ltSfL399fNN9+sBx54wO764sWLVVVV5czDAgAAANCBUoZJ/v6GYqKl3FyJaoLdj9UqFRSYJUm8vAz17evuiAAA6Bgkt52Qk5Oj999/39ZOSkrS9ddf32x/f39/zZs3z9a2Wq1asmSJy+LZsGGDXXvmzJmKjo5ucUxsbKx+97vf2cX03XffNdk3ODhYK1as0LRp0xyO6ZJLLrE7TLKgoKBRnAAAAADcJyDA0NBkKSpK8vIyd2+jeymvkCorpfAwsyRJr16UJAEAdE8kt53w5Zdf2h2SOHPmTPn6+rY45qSTTtKAAQNs7bVr16qsrMwl8TTccT1mzBiHxtVPPktmqZWmeHl5OV0vW5LOO+88u/a2bducngMAAABAxxkx3CxREh0l5eRKNTXujgiuVFDwS0mS/v3cHQ0AAB2H5LYTvvrqK7v2Oeec49C4s88+2/ZxZWWl1q1b55J46h9oKUkBAQEOjevVq5dd29HDGx2VlGRf0C0nJ8el8wMAAABon8BAQ8lDpONv/MzKdm88cB1KkgAAehKS207473//a/s4KipKffr0cWhcamqqXfv77793STy9e9uf/HLs2DGHxh05csSu3dfFv+3Ur0kuST4+nFsKAAAAdDUjR5i1t6OipJwcdm93F8dLkoSFUpIEAND9kdx2UGZmpoqLi23tYcOGOTw2JSXFrr1v3z6XxHTqqafatf/97387NG716tW2jwMDAzVhwgSXxHPc7t277dpxcXEunR8AAABA+wUHGxo0SIqNMXf7ZrN7u1soKJC8vSWLRerXz93RAADQsUhuO2j//v127YSEBIfHRkVF2dXmPnDggEtiGjp0qCZPnmxrr1u3Tu+8806LY5YuXapvv/3W1p41a5YsFotL4pHMAypXrlxpd23ixIlOzbFs2TJdeeWVOu200zR69GiddNJJOvfcc/XHP/5R7777roqKilwWLwAAANCTjR5p1t6OipKy2b3t8Y6XJAk7XpIkqdUhAAB4NJLbDmp4eKMzu5ENw1BsbGyzc7XHQw89ZFceZcGCBZo7d66+++47lZSUyGq1qri4WBs2bNAtt9yiRx55xNZ3ypQpuummm1wWiyQtX75chw4dsrWTkpI0fPhwp+ZYtWqVvvvuO2VmZqqiokJ5eXnat2+fVq5cqQceeEBTpkzRs88+a3e4JwAAAADnWSyGBg+ut3ub43I8mq0kSZgUF2vWVgcAoDujGLKDysrK7NqBgYFOjQ8KCrJ9XFNTo8rKSvn7+7c7rpiYGC1btkwLFizQZ599JslMDq9atarZMcHBwZo9e7auv/56eXt7tzuG47Kzs/X444/bXfvDH/7g8gMrS0pK9MILL2jDhg164YUXFBER0ea5XB1bV9HU4zIMo9s+Xvyi/r8x/95A98eaB3qWjlrzY0ZJe/ZIUVFWZWdLMdGSjw//p3iiwkKrfHzMkiQD+nv+7/89/XkNP+eBnoP13nYktx3UMLntbGK6Yf/S0lKXJLclKTIyUosXL9batWs1f/58ZWRkNNs3KSlJ8+fPb1Svu71qa2t15513Kj8/33ZtwoQJmj59usNzpKam6owzztCYMWM0YMAAhYSEqLq6WtnZ2dq0aZPef/99bdq0ydZ/8+bNmjNnjpYuXdrmr2VYWFibxnV13t7emjNnjt212NhYl5agQdcXGhrq7hAAdCLWPNCzuHLNh4VJY8ZUyfCqVkFBjQoLvZSY6LpNMOgcVqtVJSW1io4yFBTkrVGjeynIw3du87zmF/ycB3oO1rtzSG47qLKy0q5dv4a2I/z8/Fqcrz0yMzP16KOP6pNPPpHVam2xb3p6umbPnq3U1FQtWrRIgwYNckkMjz/+uDZs2GBrh4WF6bHHHnPo1aZ+/fpp5cqVGjx4cKPP+fn5KSgoSP369dOFF16oDz/8UA888IDt67d582a98MILuuOOO1zyOLoLi8Wi559/3t1hAAAAwEOMG+ujXbtqFBPtpcysOsXGerF728OUl0sVFVYlJXkpPt7L4xPbEs9rAACtI7ntoIY7g52t91xVVdXifG21a9cuXX311bYd04Zh6Pzzz9eFF16ooUOHymKxqLi4WDt27NCHH36oVatWyWq1avPmzbrooov0yiuvaPz48e2K4Y033tDSpUttbV9fXz399NMOH7oZGxtrV5O8JRdccIH8/Pw0d+5c27U333xTV111VZvKkxQUFDg9BujKDMOwvcpbWFjY6gteADwbax7oWTp6zffpbVVRUZ2OHpMOHa5RfJznJ0d7koxM8/vBz7dGsTHVKiiocHNEaC9+zgM9R09a766uokBy20ENa2w7u/O6Yf/6NbjbqrCwUNddd50tse3r66vFixdrypQpdv0iIiJ0yimn6JRTTtF5552nW2+9VdXV1SovL9fNN9+slStXKjo6uk0xLF++XI899pitbRiGHnvsMZ188sltf2CtOO+88/TBBx/om2++kWSWjPnqq6900UUXOT1Xd/7PArBarXyPAz0Iax7oWTpizY8aZdWevYYiI63KyjJrcPtQncQjWK1Sfr4UGiJ5eRnqm2QVPxK6F37OAz0H6905Xu4OwFM0TG6XlpY6Nb5+fx8fH5fs3H7xxReVlZVla99+++2NEtsNnXHGGbrtttts7YKCAi1ZsqRN9//yyy/15z//2W7BzZs3T+eff36b5nNGw0R2/ZIoAAAAAJwXYjE0aKAUGyPV1Uk52e6OCI6qqJAqK8366bGxUmA3KEkCAIAjSG47qGHZjMzMTIfHWq1Wu/6OluBobc7ly5fb2oGBgbr88ssdGnvFFVfYJes//vhj1dXVOXX/DRs26Pbbb1dNTY3t2m233abLLrvMqXnaKjU11a599OjRTrkvAAAA0J2NHiX5+xuKipKysqWaWndHBEcUFEje3pLFIvXv5+5oAADoPCS3HTRw4EC79pEjRxwem5OTY1eje8CAAe2OJz09XXl5ebb2qFGjFBAQ4NDYgIAAjRw50tYuKirSwYMHHb731q1bNWfOHLs64tdcc02jU6w7UsP62sdLswAAAABou5AQQwMHmLu3rVYpO6v1MXAvq1XKL5BCQ82SJP36ujsiAAA6DzW3HRQTE2M7nFGSdu7c6fDYHTt22LVdkdzOzc21a0dFRTk1vmGN7fz8fPXv37/Vcbt379Z1112nsrIy27WZM2fq7rvvdur+7VVRYX84iqsO6OwuCgsLG+3k/+c//2k7nAAAAABozpgx0r79hqKirMrKlqKjJR+eOXZZ5eVmSZI+vbtfSRKe1wAAWsOvKE4YN26c1qxZI8lMLqenpyspKanVcZs2bbJrjx8/vt2xNEzmOnvAZXl5uV27YU3xphw8eFDXXnutCgoKbNfOO+88Pfjgg07d2xUOHTpk146MjOz0GLqy6upqrVu3rtE1AAAAoDUhFkNDBltVVSXl5kqZmVJiorujQnPy8iRfX7MkyaCBrff3JDyvAQC0hrIkTpg6dapd+5NPPnFo3Keffmr72N/fX5MmTWp3LA2Tufv27XNqfMP+Dct8NJSZmalZs2YpO/uXU2XOOOMMPfHEE/Ly6vxvo7Vr19q1hw4d2ukxAAAAAN3VmNFm7e3oaCk7R6pXkRBdSF2dWZIkIlzy9qYkCQCg5yG57YQzzjhDvr6+tvb777/f6qvGGzZs0IEDB2zt008/3aFd0q2Ji4tTTEyMrb1//37t2rXLobHbtm3Tzz//bGsnJibazdVQfn6+Zs2aZVdn/KSTTtKzzz4rHze8P7G4uFj/+Mc/7K6deuqpnR4HAAAA0F0FBRlKGSbFRJsHFWZmujsiNKW4WKqpkSIipL5J5gsSAAD0JCS3nRAVFaWZM2fa2unp6Xr55Zeb7V9ZWalFixbZ2oZh6Kabbmq2/+HDh5WcnGz7c8YZZ7QYz5QpU+zaCxYssDvksbmYGpYRaek+JSUlmj17tt1O79TUVL3wwgvy8/Nr8V6OSE9Pb1QipSWVlZW6/fbb7Q7THDp0qCZOnNjuWAAAAAD8YtRIKSDAUEyMlJtn1nVG15KXL/XqJQUESIMGuTsaAAA6H8ltJ91www0KCgqytRcvXqy///3vqqurs+uXl5en2bNna+/evbZr5557rlJSUlwWy/XXX2+3k3zz5s269tprlZ6e3mT//fv366qrrtK2bdts1/z9/TV79uwm+1dVVWnOnDn66aefbNeGDx+uV155xSW7zyXpq6++0tSpU/Xcc8/Z7XBvyvfff6+LL75Y33zzje2al5eX7rnnHhkGOxQAAAAAVwoIMDRiuBQdZR4omZHh7ohQX02NVFho7tru1ctQYoK7IwIAoPNxoKSTYmNj9dRTT+mmm25SXV2drFarHnvsMb377ruaOHGiwsLCdPDgQX399deqqKiwjRs0aJAWLlzo0lh69+6tefPmaf78+bZrGzdu1DnnnKNx48YpJSVFwcHBKi4u1vbt27Vp06ZGSfiFCxcqLi6uyfl//PFHfffdd3bXdu7cqQkTJjgV5/jx47V06dJmP5+bm6vFixdr8eLFSkxM1LBhwxQfHy+LxaLa2lplZ2dr06ZNdqVUjrv//vt10kknORUPAAAAAMcMT5F27DQUF2vVocNSTIy5UxjuV1Bg/h0RLg0cIHl5seEHANDzkNxug8mTJ+vRRx/VggULbCU1fv755yaTr5I0bNgwPffccwoODnZ5LBdffLEk6ZFHHrEl02tra7Vx40Zt3Lix2XGBgYGaN2+eZsyY0Wwfq9Xa6FrD5LgjnBlz5MgRu9rezQkLC9OiRYt05plnOh0PAAAAAMf4+xsaNdKqigopM0s6liEN6O/uqCCZJUksFnNX/aCB7o4GAAD3oCxJG82YMUMffPCBpk2bZlcapL7o6Gj94Q9/0HvvvafevXt3WCwXX3yxVqxYod///vd2JVOaEhwcrMsuu0wrVqzQhRde2GExOWrChAn67W9/q6SkJIf69+7dW3PnztUnn3xCYhsAAADoBCnDpMBAQ/FxZhmMsjJ3R4SKCqm01CxJEhFhKCLC3REBAOAehrWp7blwSn5+vjZt2qSMjAyVlpYqKipKffr00dixY+Xt7d2psdTW1mr37t1KS0tTQUGBysrKFBgYqLCwMCUnJ2vIkCGdHpOjiouLtWfPHh09elQ5OTkqLy+Xt7e3QkJCFBUVpZEjRyo2Ntal98zPz3fpfF1FTk6OhgwZYnctLS1NUVFRbooIncUwDIWFhUmSCgoKmnwHBoDugzUP9CzuXPM7dlq1foNVu3ZLvr7sFHa3Y8ek7BxpxHBp4gRDI0d0z5IkPf15DT/ngZ6jJ6338PBwl85HWRIXCA8P19SpU90dhiTJ29tbKSkpLj24srNYLBaNHTtWY8eOdXcoAAAAAOpJHiL99JOh+HirDhyQioqkkBB3R9UzWa1mSZKwMMnb29DAAe6OCAAA96EsCQAAAACgRd7ehsaOlcJCpaAg6egxM8mKzldaKlVVmQdJJiaYJWMAAOipSG4DAAAAAFo1cIAUGWkoMUEqLzd3D6Pz5eVJfn5ScLA0aJC7owEAwL1IbgMAAAAAWmUYhk4cb+7cDgsz6z7X1bk7qp6lrk4qKDQPkvT1NdQ3yd0RAQDgXiS3AQAAAAAOSYg31KePoYQEqaZGyspyd0Q9S2GhVFtrliTp11fy8aEkCQCgZ+NASaAb8vPz029+85tG1wAAAID2Gn+CdOSIoegoqzKzpMhIydfX3VH1DLl55s55f/+eUZKE5zUAgNaQ3Aa6oZCQEL3xxhvuDgMAAADdUHiYoSGDraquNpOtGZlSn97ujqr7q6iQioulvn0li8VQfJy7I+p4PK8BALSGsiQAAAAAAKekjpECAgzFxUq5uWbiFR0rN1fy8ZHCQqVhQ80a6AAA9HQktwEAAAAATgkMNDRqpBQdbZYkOXrU3RF1b3V15i75yP8dJDm4B5QkAQDAESS3AQAAAABOGzFcCgoylBAvFRZJxSXujqj7ys83D5KMipIG9Dd3zQMAAJLbAAAAAIA28PExNG6sFB4uBQVKR45IVqu7o+p+rFYpO0cKCZH8/MySJAAAwERyGwAAAADQJoMGSpERhnr3lsrLpZwcd0fU/ZSVmV/b6CgpKspQVJS7IwIAoOvwcXcAAFyvqKhIt956q921v/3tbwoJCXFTRAAAAOiOvLwMTZxoVe5qKTJSOpYhhYWZdbjhGjm55o7tkJCed5Akz2sAAK0huQ10Q1VVVVqxYoXdtb/+9a9uigYAAADdWVysoUGDpJoaqwoKpGPHpKQkd0fVPdTUmPW24+MlPz9DA/q7O6LOxfMaAEBrKEsCAAAAAGiX8eOkwEDzcMncPKm01N0RdQ+5eebfkRHSkMFmnXMAAPALktsAAAAAgHYJDDSUOkaKipJ69ZIOc7hku1mtZg3z8DDJx0camuzuiAAA6HpIbgMAAAAA2m3YUCk83FCf3uYhiMd3HaNtioulqirzBYPEREOhoezaBgCgIZLbAAAAAIB28/Y2dNIEKShIiogwa2/X1Lg7Ks+Vk2Pugg8KkoaxaxsAgCaR3AYAAAAAuER8vKEB/c3a21ardCzD3RF5psoqqbDI3LUdFGSoTx93RwQAQNdEchsAAAAA4DInjjdrcMfFmbuPy8rcHZHnyc6SvL2liHApeYjk5UVJEgAAmkJyGwAAAADgMkFBhsaMlqL/d7hk+iGprs7dUXmO6mopJ1eKiZb8/AwNG+ruiAAA6LpIbgMAAAAAXGp4ihQZaSgpSaqokLKy3B2R58jOlry8pOhoaWiyFBDArm0AAJpDchsAAAAA4FLe3oZOnSQFBxmKiZEyMs0kN1pWU2Pu2o6KNHdtjxju7ogAoOMtXLhQEydO1MSJEzVjxgx3hwMP4+PuAAAAAAAA3U9UlKERw62qqZEKC6T0dGnwYMlgI3KzcnLMgzhjYqRBg8wSLwC6pqNHj+rCCy9ssY9hGAoKCpLFYtGAAQM0YsQInX322UpISOikKIHuj53bAAAAAIAOkTpGCg83y5OUlpklN9C02lopK1uK/N+u7VEj3R0RgPayWq0qKSnRsWPHtG7dOr300ku66KKLtGDBAhUVFbk7PKBbILkNAAAAAOgQPj6GTpkkBQcbio6WjmVIlZXujqprysk1D96MiZYG9JdCLOzaBjyNt7e33R8vr8Zpt7q6On3yySe6+uqrlZOT44Yoge6FsiQAAAAAgA4TF2to2FCramulwkIp/ZA0aCDlSeqrqzMP3YwIl/z8pFGj3B0RAGelpqZqyZIlja6XlpYqLS1NK1eu1OrVq2W1WiWZZU3uvvtuvfrqqzL4DxFoM5LbQDfk6+urSZMmNboGAAAAuMMJ46T0Q4aS+li1d5+Um2cemghTbp5ZliQ2VurX11B4GIkuiec16B6CgoKUmpqq1NRUnXrqqbrvvvtUV1cnSdq+fbu+/PJLTZs2zc1RAp6L5DbQDYWGhurjjz92dxgAAACAJMnX19ApJ1v1yWdmTemjRyVLsOTv7+7I3O/4ru2wUPPrMZpd2zY8r0F3M3nyZM2cOVPvvvuu7dqnn35KchtoB2puAwAAAAA6XGKioSGDDSUmSN7e0s8HzcRuT1dQIFVVmbu2eycaiopi1zbQnV1wwQV27c2bN7spEqB7YOc2AAAAAKBTTDhRysg01L+fVWl7zAMmExPcHZX7WK1SRqYUGir16sWubaAn6Nu3r3r16qXy8nJJUklJicrKyhQYGOjmyEylpaXasmWLsrKyVFBQoKCgIE2ePFnR0dHNjrFarUpLS9OBAwdUWFhoezxxcXEaPHiwEhLa9x/9nj17tG/fPmVnZ8vX11dRUVEaO3asIiIi2jRfbW2tDhw4oIMHDyonJ0dlZWUKCAhQSEiIBg4cqMGDB8vb27vN8WZkZGj37t3KzMxUWVmZvLy8FBAQoOjoaPXu3VsDBgxo8/x79+7Vvn37lJ+fr6qqKoWGhqp3794aOXKk/Pz82hyzJyO5DQAAAADoFH5+hqacbtXK1YYS4q068r/yJCEh7o7MPXJypcpKqV8/KS7OUFwcu7aBniA4ONiW3JbMBPfx5PaMGTOUkZEhSTr33HM1f/58h+ZcuHChVq9eLUmKi4vT8uXLm+x39OhRXXjhhbb2/fffr/PPP19ZWVlavHix/vOf/6iystJuTExMjE4//fRGc2VlZenNN9/U559/rsLCwmZjS0hI0LRp03TRRRcpJibGoccjSf/5z3/0yiuvaM+ePY0+ZxiGTj/9dN16660OJc+Li4u1du1arVmzRps3b1ZpaWmzfYODg/Wb3/xGl112mSIjHT8g4osvvtA///lP7dq1q8V+AQEBGjt2rH7/+99r/Pjxrc5bWlqqt99+WytWrFB2dnazc5599tm69tprnfoadwcktwEAAAAAnSYqytAJ46z6bqNUXCwdTJeGJks97ZzAmhopI0OKjJACe5mHbgLoGUpKSuzawcHBborE9N1332nevHkqKipyeMzy5cv11FNPqaqqqtW+R48e1ZtvvqmIiAhdcsklDs3/zDPP2NUmb8hqtWrNmjXasmWLFi9erEGDBrU436uvvqply5Y5dO+SkhK9/fbb+uSTT/Too49q9OjRLfavqanRokWL9Mknnzg0f0VFhdavX6/Y2NhWk9ubNm3Sn//8Z+Xn57c650cffaTPP/9cixYt0sknn+xQLN0ByW0AAAAAQKcaniIdPWqopsaqnbvMBPfAAZLRgzYuZ2SYZUni46WBAwzFxvSgBw/0YD///LPdru2goCC3liQ5dOiQnnnmGZWUlMgwDA0bNkzDhw+XxWJRXl6etmzZ0mjMkiVLtHTpUrtr/v7+Sk1NVVJSkiwWi0pLS3X48GHt2LFDeXl5TsX06quv2hLbYWFhGj9+vOLj42UYhg4cOKBvv/3WllTPz8/XvHnztHTpUofLcoSGhmrQoEG2WP38/FRaWqpDhw7Z7erOy8vTH//4R7355pst7g7/+9//3iixPXToUCUnJys8PFze3t4qLS3VsWPHlJaWpmPHjjkU55o1azRv3jxVV1fbrkVGRmrMmDGKi4uTv7+/8vLytGnTJqWnp0uSysrKdOedd+rpp5/WiSee6NB9PB3JbaAbKi4u1sKFC+2uzZ8/XxaLxU0RAQAAAL8wDEOnnmJVbp6hfn2t2rtPysoyD1XsCSoqzJIk8fFSr16Gxp/g7oi6Jp7XoDv64IMP7NpjxoxxTyD/889//lO1tbUaNGiQ5s2bp+Tk5EZ96idXP/vsM7vEtpeXly6//HJdeeWVTe5At1qt2rJliz788EP5+LSehszJydFrr70mLy8vXX/99br00ksbJa2PHj2qP/3pT9q/f78k6cCBA/r000/161//utl5IyIidPnll2vatGlKTk6W0cyrqVVVVfp//+//acmSJaqurlZJSYmeeOIJPfPMM032r6io0Ntvv21r9+7dW4888oiGDBnSbCzp6en67LPPmv388T4LFy60fe3Dw8N166236swzz2zy67hmzRo9+uijKiwsVG1trR544AG98847CgsLa/E+3QHJbaAbqqys1GuvvWZ37e677+aXQAAAAHQZvXoZOv00qz751FBsjFXHMqTgYCkoyN2RdSyrVTp8RPLzk2KipVEjpaAgdm03pTs/r8nJyWm1j2EYtsRWYWGhrFarJHOnb69evZock5uba+vnrF69eimomQWYn5+v2traNs3r7+/f7L9ZYWGhXeK0NVFRUW2KoatYs2aN/t//+39218466yw3RWOqra1Vnz599MILLyikmQMQfP9XN6q0tFR/+ctfbNcNw9BDDz2kqVOnNju/YRgaM2aMxowZ49D3Zk1NjSRp3rx5Ovfcc5vsk5CQoMcff1yXXXaZbQf36tWrW0xuX3XVVa3eW5L8/Px06aWXKjY2Vn/+858lmWVbfv75Z/Xr169R/59++sluJ/7999/fYmJbkpKSkjR79uwW+zz66KMqKyuTZCbmX3rpJfXp06fZ/pMnT1ZCQoKuu+46VVZWKj8/X++9956uv/76Fu/THZDcBgAAAAC4RUK8odGjrKqrk0pKpQM/S8lDunf97aIis9b4gP6SxWJo5Ah3RwR3aC351ZInnnii2cTYxIkTlZub26Z577rrLt1zzz1Nfu7cc8/V7t272zTvtddea5cQre/yyy/XunXrHJ7L2fIWXUFpaanS0tK0cuVKrV692i7BO2TIEJ155plujM70pz/9qdnEdn0ffPCBiouLbe1LLrmkxcR2Q83tlm7o1FNPbTaxfVyfPn10yimn6KuvvpIk7dy5U7W1tfL29nY4npZMnTpVr732mvbv3y+r1ap169Y1mdxu+D05bNiwdt/7p59+0ubNm23tuXPntpjYPm7IkCGaOXOm/vGPf0iSPvzwQ1133XUOf909FcltAAAAAIDbpI6RjmWY9bfT9kj7D0iDBkouyk90KXV10pGjksUihYZK40+QfHy6d9IB6Ck2b96sSZMm2V2zWq2qq6trsn90dLSeeOIJeXl5dUZ4zerdu7cmTJjgUN/PP//c9rG/v7/Du6GdddFFFznULzU11ZbcrqioUEZGhhITE10Wx8CBA22lT3bs2NFkn4bvokhLS9PIkSPbdd/Vq1fbPo6OjtYZZ5zh8Nhp06bZktv5+fnav3+/Bg4c2K54ujqS2wAAAAAAt/HyMjR1ilUfrzQ0oL+Z4D6YLvXv1/0OmMzOkaqqzF3b8XGG+vdzd0QAXMmR0i2GYWjy5Mm68847FRER0QlRtSw1NdWhfsXFxdq7d6+tPX78+A6p5+zt7a3Ro0c71Dc+Pt6uXX9XeUu2bt2qtWvXKi0tTYcPH1ZpaanKysoalU2p/8JEVlZWk3MNGzZMhmHYxj744INauHChUlJSHIqlKZs2bbJ9PHLkSKdeAGm4wzstLY3kNgAAAAAAHalXL0NnTrNq5WrzgMn9B6Rjx6SEBHdH5jrV1VJmphQVZT7eCSc6/hZ9AJ7JMAz16tVLISEh6tevn0aMGKGzzjpLSUlJ7g7Npm/fvg71279/v12yd8SIjqmpZLFYFBAQ4FDfhrumj9eobs7WrVv1xBNP2CXpHVVUVNTk9aioKJ155pm2AyIPHz6sa665RoMHD9bJJ5+s1NRUjRgxosnDNptSVVWln3/+2db++uuvG70jwBVxdycktwEAAAAAbhcebmjK6VZ99oWhxASrjhyV/AOkSPdvbHSJI0fNnejxcWZd8chIEts9WVpaWqt9DMNQaGiopMYHSjbn22+/bdeBks1ZvXp1uw6UbM4///lPpw6U7MpSU1O1ZMkSd4fhNEeTroWFhXbtjjrc09HEdlNa+t7/6quvNG/evDZ/Hx8/uLIpd911l44dO6Zt27bZru3Zs0d79uzR0qVL5eXlpUGDBmncuHGaOnVqiy8M5Ofn2z0Oq9Xa5pglqaSkpM1jPQXJbQAAAABAl9C7t6GJE6za8K1UUSkdOiT5+0kO5l66rNw8KT9f6tvX3LU91rEqAOjGHEkMGoZhK/vg6+vrUNI6MjKyvaE1KTw8vEPmPZ68h/v4+DiWGmy4KzowMLAjwukQx44d04MPPmiXJB4+fLimTZumlJQUxcXFyWKxyN/f3+5AyoULF9rqX7e0/oKDg7VkyRJ99NFHWrZsmdLT0+0+X1dXp7S0NKWlpemdd97R0KFDdeutt2rs2LGN5nK0tIqjmqv53p2Q3AYAAAAAdBkpwwwVFpqJhKoq84DJIYOldmzmc6uKCunwYXMHekS4dPJJZoIbADxJw3cMtFYCpCv5xz/+ocrKSlv71ltv1aWXXtrquPLycofv4ePjo9/+9rf67W9/qz179mjTpk3aunWrtm7dquzsbLu+u3bt0s0336x7771Xv/71r+0+13Dn+tVXX60bb7zR4Th6IpLbAAAAAIAuZcKJUlGRobo684DJPXulwYM8L8FdVyf9/LPk5yf17i0lDzE0cACJbQDNa2stfmcSsW3RcJd9w4RtV/bNN9/YPh47dqxDiW1JysvLa9P9Bg8erMGDB+viiy+WJKWnp+ubb77RRx99pIMHD0oyd1Q//vjjGjt2rBITE21jG75L4siRI22KoSdx/LhNAAAAAAA6gZeXocmnSzHRhgYPknx9zQR3B+duXO7IEamySurfT4qIMDRxgrsjAtDV1a99XlFR4fC4nJycjgjHZsCAAfLy+iWNuH379g69n6tUVFQoKyvL1j7ppJMcGldbW+tQbXxHJCUl6dJLL9Xbb7+tc88913a9pqbGVvbkuKCgIMXGxtraP/74o0ti6M5IbgMAAAAAuhx/f0O/OkeKjTU0aKCZ4N67z3MS3Pn5Uk6ulJgoBQcbOmOy5OPDrm0ALbNYLLaPMzIyHBpTXl6u3bt3d1RIksy60oMHD7a1v//+exUUFHToPV2hYQ3r+l/flqxfv97lu+G9vb31xz/+0e5Fgj179jTqd8IJJ9g+zs7O1n//+1+XxtHdkNwGAAAAAHRJ/v6GfnW2FB9v7uD28zN3cHf1Uq+VldKhw1J4mBQVKU2cIIWHk9gG0Lr+/fvbPt6zZ49DBwyuWLFCVVVVHRmWJOnss8+2fVxZWamlS5d2+D3bq+HBl8eOHWt1TF1dXYc9tqCgILsSL9XV1Y361P86S9KLL75odxgm7JHcBgAAAAB0Wf7+hs4+U4qPM3dw+/ubO7i7aoK7rk76+aDk4yP16SMNHGBoyODWxwGAJI0cOdL2cXV1tT744IMW+6enp+vll1/u6LAkSTNmzFBISIit/e677+qrr75yeLzVau2IsFrUsMzHp59+2mq5l5dfflk//fSTQ/MfOHBApaWlDsfz888/2+14j4+Pb9RnwoQJdt8H27Zt09NPP+3U16+yslJbtmxxuL8nI7kNAAAAAOj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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": 13,
   "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": 13,
     "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:"
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   "execution_count": 14,
   "id": "e8ccbfb7-1951-49fa-bf57-a43fbf5df4cc",
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       "                monetary_value  frequency\n",
       "monetary_value        1.000000   0.052819\n",
       "frequency             0.052819   1.000000"
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    "nonzero_data[[\"monetary_value\", \"frequency\"]].corr()"
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    "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"
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    "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."
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       "Gamma-Gamma Model (Mean Transactions)\n",
       "         p ~ HalfFlat()\n",
       "         q ~ HalfFlat()\n",
       "         v ~ HalfFlat()\n",
       "likelihood ~ Potential(f(q, p, v))"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg = clv.GammaGammaModel(data=nonzero_data)\n",
    "gg.build_model()\n",
    "gg"
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   "id": "cc7e4225",
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    "By default, `fit` generates full Bayesian posteriors via [MCMC](https://en.wikipedia.org/wiki/Markov_chain_Monte_Carlo) sampling. For extremely large datasets where the full posterior is not needed and/dor MCMC is too slow, the [maximum a posteriori](https://en.wikipedia.org/wiki/Maximum_a_posteriori_estimation) `method` can be used to estimate point estimates for model parameters."
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       "    arviz_version:              0.18.0\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.15.1</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-e2dd470f-eebb-4ef4-ae04-d18eb5e29c87' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e2dd470f-eebb-4ef4-ae04-d18eb5e29c87' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 1</li><li><span class='xr-has-index'>draw</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-c42a02b6-9a61-4a8c-b72b-75540fc404d3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c42a02b6-9a61-4a8c-b72b-75540fc404d3' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-9b5a0b92-7191-41df-8d28-cca982ea884b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9b5a0b92-7191-41df-8d28-cca982ea884b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bc48d53d-c6ea-4d87-96d5-8378fe17a03b' class='xr-var-data-in' type='checkbox'><label for='data-bc48d53d-c6ea-4d87-96d5-8378fe17a03b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-e9caf821-6531-40a2-919d-43cc15a37891' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e9caf821-6531-40a2-919d-43cc15a37891' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4193ab57-04bb-4bc2-a024-11d896e39b5f' class='xr-var-data-in' type='checkbox'><label for='data-4193ab57-04bb-4bc2-a024-11d896e39b5f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ee235973-e5c3-47f8-beec-ea1f92ddbca6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ee235973-e5c3-47f8-beec-ea1f92ddbca6' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>p</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.785</div><input id='attrs-7e489130-5bf8-4e1d-a5ee-6fdb85608e65' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7e489130-5bf8-4e1d-a5ee-6fdb85608e65' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ee9d8487-b1f2-4f9a-af67-1ef7ee58b4f1' class='xr-var-data-in' type='checkbox'><label for='data-ee9d8487-b1f2-4f9a-af67-1ef7ee58b4f1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[4.78499478]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.882</div><input id='attrs-47bb65a7-2316-4422-9a94-14b58c9d4175' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-47bb65a7-2316-4422-9a94-14b58c9d4175' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-62df1c80-88e0-4900-82f3-553664b5a088' class='xr-var-data-in' type='checkbox'><label for='data-62df1c80-88e0-4900-82f3-553664b5a088' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[3.88210174]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>22.65</div><input id='attrs-1df4461e-eb1f-4da9-acf8-cac1bc781444' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1df4461e-eb1f-4da9-acf8-cac1bc781444' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6eb8b595-fc16-4ded-a484-c0c25300c2d9' class='xr-var-data-in' type='checkbox'><label for='data-6eb8b595-fc16-4ded-a484-c0c25300c2d9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[22.65321926]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cae2b896-1216-4ca9-8752-dd978a84e302' class='xr-section-summary-in' type='checkbox'  ><label for='section-cae2b896-1216-4ca9-8752-dd978a84e302' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a5771c1c-382b-4ac3-8855-43549c8b4c46' class='xr-index-data-in' type='checkbox'/><label for='index-a5771c1c-382b-4ac3-8855-43549c8b4c46' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0], dtype=&#x27;int64&#x27;, name=&#x27;chain&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>draw</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4bc44ee6-62ff-4b6d-b4b2-6e639db8fd4b' class='xr-index-data-in' type='checkbox'/><label for='index-4bc44ee6-62ff-4b6d-b4b2-6e639db8fd4b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0], dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d5c7bb37-c11a-4620-a779-1439fa576435' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d5c7bb37-c11a-4620-a779-1439fa576435' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2024-12-16T03:19:47.480846+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.18.0</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.15.1</dd></dl></div></li></ul></div></div><br></div>\n",
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       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 54kB\n",
       "Dimensions:         (index: 1126)\n",
       "Coordinates:\n",
       "  * index           (index) int64 9kB 0 1 5 6 7 8 ... 2351 2352 2353 2354 2355\n",
       "Data variables:\n",
       "    customer_id     (index) int64 9kB 1 2 6 7 8 9 ... 2352 2353 2354 2355 2356\n",
       "    frequency       (index) float64 9kB 3.0 1.0 14.0 1.0 1.0 ... 2.0 5.0 1.0 6.0\n",
       "    recency         (index) float64 9kB 49.0 2.0 76.0 5.0 ... 24.0 44.0 62.0\n",
       "    T               (index) float64 9kB 78.0 78.0 78.0 78.0 ... 66.0 66.0 66.0\n",
       "    monetary_value  (index) float64 9kB 23.72 11.77 76.5 ... 44.93 24.6 31.87</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-542f25db-9f0c-426d-aa0a-c3ee37110860' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-542f25db-9f0c-426d-aa0a-c3ee37110860' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>index</span>: 1126</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ada5ab05-9861-430b-85d5-ef602fc5e488' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ada5ab05-9861-430b-85d5-ef602fc5e488' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>index</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 5 6 7 ... 2352 2353 2354 2355</div><input id='attrs-a6c22e31-6d4b-4163-97d0-c1b8ac088126' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a6c22e31-6d4b-4163-97d0-c1b8ac088126' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb4d9e0c-2e0a-4de1-9ea2-b51f8e07b036' class='xr-var-data-in' type='checkbox'><label for='data-bb4d9e0c-2e0a-4de1-9ea2-b51f8e07b036' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([   0,    1,    5, ..., 2353, 2354, 2355])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0ae0942c-10d3-42e2-be84-2855db552121' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0ae0942c-10d3-42e2-be84-2855db552121' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>customer_id</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 6 7 8 ... 2353 2354 2355 2356</div><input id='attrs-22bf8539-c58f-41ba-9585-1a1f7f687395' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-22bf8539-c58f-41ba-9585-1a1f7f687395' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a588a9d4-5429-4b6a-985b-21c84458cd07' class='xr-var-data-in' type='checkbox'><label for='data-a588a9d4-5429-4b6a-985b-21c84458cd07' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([   1,    2,    6, ..., 2354, 2355, 2356])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>frequency</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.0 1.0 14.0 1.0 ... 5.0 1.0 6.0</div><input id='attrs-2903407e-5eb3-4f81-b2ff-b72be17da30e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2903407e-5eb3-4f81-b2ff-b72be17da30e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1762381d-1b77-46ac-8454-4150edf4e996' class='xr-var-data-in' type='checkbox'><label for='data-1762381d-1b77-46ac-8454-4150edf4e996' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 3.,  1., 14., ...,  5.,  1.,  6.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>recency</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>49.0 2.0 76.0 ... 24.0 44.0 62.0</div><input id='attrs-860883c5-44de-4181-a497-5bbbd8e16e44' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-860883c5-44de-4181-a497-5bbbd8e16e44' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4504a388-aa00-4910-a70d-3a866c92a480' class='xr-var-data-in' type='checkbox'><label for='data-4504a388-aa00-4910-a70d-3a866c92a480' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([49.,  2., 76., ..., 24., 44., 62.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>T</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>78.0 78.0 78.0 ... 66.0 66.0 66.0</div><input id='attrs-38a73a72-ff7a-4559-ae15-706ad576b66a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-38a73a72-ff7a-4559-ae15-706ad576b66a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f8fb2e91-1264-480f-9f1c-d7618e1ed612' class='xr-var-data-in' type='checkbox'><label for='data-f8fb2e91-1264-480f-9f1c-d7618e1ed612' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([78., 78., 78., ..., 66., 66., 66.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>monetary_value</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>23.72 11.77 76.5 ... 24.6 31.87</div><input id='attrs-a49c2b97-1c9d-4bbd-a4f0-fb9da6b33d57' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a49c2b97-1c9d-4bbd-a4f0-fb9da6b33d57' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da1a4104-a1a6-4bdb-826e-9a17ec68a961' class='xr-var-data-in' type='checkbox'><label for='data-da1a4104-a1a6-4bdb-826e-9a17ec68a961' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([23.72333333, 11.77      , 76.50357143, ..., 44.928     ,\n",
       "       24.6       , 31.87166667])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3bbaeca9-9782-44d7-8918-640f3f08eda0' class='xr-section-summary-in' type='checkbox'  ><label for='section-3bbaeca9-9782-44d7-8918-640f3f08eda0' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>index</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-6c62e832-90d6-4d33-9404-980475436b32' class='xr-index-data-in' type='checkbox'/><label for='index-6c62e832-90d6-4d33-9404-980475436b32' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([   0,    1,    5,    6,    7,    8,   10,   12,   16,   17,\n",
       "       ...\n",
       "       2345, 2346, 2347, 2348, 2349, 2351, 2352, 2353, 2354, 2355],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;index&#x27;, length=1126))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-50308b75-8ec3-4e1c-aa5e-70ca4e6c0e64' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-50308b75-8ec3-4e1c-aa5e-70ca4e6c0e64' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
       "            </li>\n",
       "            \n",
       "              </ul>\n",
       "            </div>\n",
       "            <style> /* CSS stylesheet for displaying InferenceData objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
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       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
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       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
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       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
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       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
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       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
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       "\n",
       ".xr-obj-type {\n",
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       "\n",
       ".xr-sections {\n",
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       "\n",
       ".xr-sections.group-sections {\n",
       "  grid-template-columns: auto;\n",
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       "\n",
       ".xr-section-item {\n",
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       "\n",
       ".xr-section-item input {\n",
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       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
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       "\n",
       ".xr-section-item input:enabled + label {\n",
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       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
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       "\n",
       ".xr-section-summary {\n",
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       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-summary > span {\n",
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       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-summary-in + label:before {\n",
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       "  font-size: 11px;\n",
       "  width: 15px;\n",
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       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
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       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
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       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
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       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
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       "\n",
       ".xr-section-inline-details {\n",
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       "\n",
       ".xr-section-details {\n",
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       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
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       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
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       "\n",
       ".xr-array-wrap {\n",
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       "\n",
       ".xr-array-wrap > label {\n",
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       "\n",
       ".xr-preview {\n",
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       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
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       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
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       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
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       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
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       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
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       "\n",
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       "\n",
       ".xr-dim-list:after {\n",
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       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
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       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
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       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
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       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
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       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
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       "\n",
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       "\n",
       ".xr-var-dims {\n",
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       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
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       "  text-overflow: ellipsis;\n",
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       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       ".xr-wrap{width:700px!important;} </style>"
      ],
      "text/plain": [
       "Inference data with groups:\n",
       "\t> posterior\n",
       "\t> fit_data"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.fit(method=\"map\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.fit_summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6891d6d-e856-4fb0-a291-b1662aa0cc45",
   "metadata": {},
   "source": [
    "However, MCMC sampling is recommended to illustrate uncertainty in parameter estimates and create credibility intervals around predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "6928cb36",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [p, q, v]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "72525a2522c548e5b3bc1d36ddbc21b1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 6 seconds.\n"
     ]
    }
   ],
   "source": [
    "gg.fit();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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>4.849</td>\n",
       "      <td>0.793</td>\n",
       "      <td>3.473</td>\n",
       "      <td>6.320</td>\n",
       "      <td>0.028</td>\n",
       "      <td>0.020</td>\n",
       "      <td>855.0</td>\n",
       "      <td>1055.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>q</th>\n",
       "      <td>3.920</td>\n",
       "      <td>0.276</td>\n",
       "      <td>3.405</td>\n",
       "      <td>4.430</td>\n",
       "      <td>0.009</td>\n",
       "      <td>0.006</td>\n",
       "      <td>991.0</td>\n",
       "      <td>1383.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>v</th>\n",
       "      <td>23.415</td>\n",
       "      <td>5.284</td>\n",
       "      <td>14.156</td>\n",
       "      <td>33.558</td>\n",
       "      <td>0.184</td>\n",
       "      <td>0.130</td>\n",
       "      <td>810.0</td>\n",
       "      <td>1179.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_bulk  ess_tail  \\\n",
       "p   4.849  0.793   3.473    6.320      0.028    0.020     855.0    1055.0   \n",
       "q   3.920  0.276   3.405    4.430      0.009    0.006     991.0    1383.0   \n",
       "v  23.415  5.284  14.156   33.558      0.184    0.130     810.0    1179.0   \n",
       "\n",
       "   r_hat  \n",
       "p    1.0  \n",
       "q    1.0  \n",
       "v    1.0  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.fit_summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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": 37,
   "id": "00fca54a",
   "metadata": {},
   "outputs": [],
   "source": [
    "expected_spend = gg.expected_customer_spend(data=rfm_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "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>26.087</td>\n",
       "      <td>0.446</td>\n",
       "      <td>25.269</td>\n",
       "      <td>26.917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[2]</th>\n",
       "      <td>21.558</td>\n",
       "      <td>1.369</td>\n",
       "      <td>18.967</td>\n",
       "      <td>24.032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[3]</th>\n",
       "      <td>37.590</td>\n",
       "      <td>0.865</td>\n",
       "      <td>36.053</td>\n",
       "      <td>39.237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[4]</th>\n",
       "      <td>37.590</td>\n",
       "      <td>0.865</td>\n",
       "      <td>36.053</td>\n",
       "      <td>39.237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[5]</th>\n",
       "      <td>37.590</td>\n",
       "      <td>0.865</td>\n",
       "      <td>36.053</td>\n",
       "      <td>39.237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[6]</th>\n",
       "      <td>74.847</td>\n",
       "      <td>0.370</td>\n",
       "      <td>74.111</td>\n",
       "      <td>75.468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[7]</th>\n",
       "      <td>21.558</td>\n",
       "      <td>1.369</td>\n",
       "      <td>18.967</td>\n",
       "      <td>24.032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[8]</th>\n",
       "      <td>30.861</td>\n",
       "      <td>0.619</td>\n",
       "      <td>29.751</td>\n",
       "      <td>32.080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[9]</th>\n",
       "      <td>36.425</td>\n",
       "      <td>0.148</td>\n",
       "      <td>36.151</td>\n",
       "      <td>36.704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[10]</th>\n",
       "      <td>37.590</td>\n",
       "      <td>0.865</td>\n",
       "      <td>36.053</td>\n",
       "      <td>39.237</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         mean     sd  hdi_3%  hdi_97%\n",
       "x[1]   26.087  0.446  25.269   26.917\n",
       "x[2]   21.558  1.369  18.967   24.032\n",
       "x[3]   37.590  0.865  36.053   39.237\n",
       "x[4]   37.590  0.865  36.053   39.237\n",
       "x[5]   37.590  0.865  36.053   39.237\n",
       "x[6]   74.847  0.370  74.111   75.468\n",
       "x[7]   21.558  1.369  18.967   24.032\n",
       "x[8]   30.861  0.619  29.751   32.080\n",
       "x[9]   36.425  0.148  36.151   36.704\n",
       "x[10]  37.590  0.865  36.053   39.237"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(expected_spend.isel(customer_id=range(10)), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "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": 40,
   "id": "f8593742",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hdi_3%</th>\n",
       "      <th>hdi_97%</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>x</th>\n",
       "      <td>37.984</td>\n",
       "      <td>0.546</td>\n",
       "      <td>37.006</td>\n",
       "      <td>39.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     mean     sd  hdi_3%  hdi_97%\n",
       "x  37.984  0.546  37.006    39.01"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(expected_spend.mean(\"customer_id\"), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "a5059bd2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_posterior(expected_spend.mean(\"customer_id\"))\n",
    "plt.axvline(expected_spend.mean(), color=\"k\", ls=\"--\")\n",
    "plt.title(\"Expected mean spend of all customers\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "653f74ac",
   "metadata": {},
   "source": [
    "### Predicting spend value of a new customer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "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.\n",
    "\n",
    "If computational issues are encountered, use the `thin_fit_result` method prior to estimating CLV."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "3312e193-97b1-422e-bb7f-68625e348314",
   "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": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bgm.thin_fit_result(keep_every=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "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": 54,
   "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>29.213</td>\n",
       "      <td>1.045</td>\n",
       "      <td>27.298</td>\n",
       "      <td>31.185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[2]</th>\n",
       "      <td>3.098</td>\n",
       "      <td>0.300</td>\n",
       "      <td>2.531</td>\n",
       "      <td>3.635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[3]</th>\n",
       "      <td>5.617</td>\n",
       "      <td>0.221</td>\n",
       "      <td>5.191</td>\n",
       "      <td>6.018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[4]</th>\n",
       "      <td>5.617</td>\n",
       "      <td>0.221</td>\n",
       "      <td>5.191</td>\n",
       "      <td>6.018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[5]</th>\n",
       "      <td>5.617</td>\n",
       "      <td>0.221</td>\n",
       "      <td>5.191</td>\n",
       "      <td>6.018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[6]</th>\n",
       "      <td>501.112</td>\n",
       "      <td>16.591</td>\n",
       "      <td>471.640</td>\n",
       "      <td>532.160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[7]</th>\n",
       "      <td>4.074</td>\n",
       "      <td>0.341</td>\n",
       "      <td>3.455</td>\n",
       "      <td>4.707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[8]</th>\n",
       "      <td>16.202</td>\n",
       "      <td>0.429</td>\n",
       "      <td>15.433</td>\n",
       "      <td>17.031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[9]</th>\n",
       "      <td>46.869</td>\n",
       "      <td>1.311</td>\n",
       "      <td>44.489</td>\n",
       "      <td>49.345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[10]</th>\n",
       "      <td>5.617</td>\n",
       "      <td>0.221</td>\n",
       "      <td>5.191</td>\n",
       "      <td>6.018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          mean      sd   hdi_3%  hdi_97%\n",
       "x[1]    29.213   1.045   27.298   31.185\n",
       "x[2]     3.098   0.300    2.531    3.635\n",
       "x[3]     5.617   0.221    5.191    6.018\n",
       "x[4]     5.617   0.221    5.191    6.018\n",
       "x[5]     5.617   0.221    5.191    6.018\n",
       "x[6]   501.112  16.591  471.640  532.160\n",
       "x[7]     4.074   0.341    3.455    4.707\n",
       "x[8]    16.202   0.429   15.433   17.031\n",
       "x[9]    46.869   1.311   44.489   49.345\n",
       "x[10]    5.617   0.221    5.191    6.018"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(clv_estimate.isel(customer_id=range(10)), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "26636619",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bfXb16tVZm/APHDgw9tlnn6xn/v73v8ePf/zjrJl+O++8cxQUFMTs2bMzM9pefvnl+MEPfhAPPfRQNG1aP/87/53vfCd23XXXzR5///33N5hwrLoZlxuaBQjAtk84BgDQCDRr1ix+85vfxJAhQ+LNN9/M9JeXl8fEiRNj4sSJNY79/ve/H506dcoKx9q2bRtNmlS/w8bDDz+cNeNs8ODBWxSMbC3rh1gbWw5Zk/XHbY2low8//HB88MEHERHRrl27+MlPfpJ1f+HChTF8+PBMMNahQ4e4+eab42tf+1pEVAY6v/jFL+LPf/5zRET861//it/97nc17ndGzao7qXX9E0sBSBZ7jgEANBLt27ePBx98MAYPHlyrAKewsDBuueWWuPzyy2P+/PlZ93beeedqx3z22Wfx61//OtPeY489NulkzPq0/kb2q1at2qzZSZ9//nlWu7oN27fE/Pnz484778y0f/rTn1ZZojh69OhYuHBhpn3bbbdlgrGIiPz8/PjVr34VBx10UKbvwQcf3OxAMMlmzJhRpW+XXXbJQSUANBTCMQCARqR58+ZxySWXxN///ve4+uqr45hjjokuXbpEfn5+tGjRInbdddc4/PDD47rrrou///3vccIJJ0RExMyZM7Pes/6SvjV+97vfZZ3cN3LkyM3e6H5r69q1a5W+zz77bJPfs/6Y3XbbbXNLqtaNN96Y2edqn332iQEDBlR55plnnslc9+rVK/r06VPlmSZNmsTgwYMz7ZKSknjllVfqtNYkePvtt7PaTZs2rXbfPgCSw7JKAIBGqEOHDnHGGWfEGWecUavn1w8EagrH1t+s/Kyzztq8AiNi2LBhMWzYsKy+9957b7Pft77OnTtHs2bNsvZWKy4ujh49etT6Hel0OutEzoi6DcfefPPN+Mtf/hIRlfu8jRgxospy1rKyssySy4iIr3/96zW+79BDD42WLVtmZoxNnjw5jj322Dqrd1u3fPnyKv8t9OjRo1aHMACw7TJzDABgG/fxxx9XWVa57vK8xiovL6/K7LH1g4+NmTlzZpSVlWX17bHHHltaWkRU7gd37bXXZtqnnHJK7LffflWe++yzz6KioiLT3n333Wt8Z15eXnTu3DnT/vTTT+uk1qQYO3ZslQ35v/GNb+SmGAAaDOEYAMA27umnn85qd+/ePbp3756bYurY+ssP33rrrU0av/7z7dq126SZZxvy3//935mZcoWFhfHTn/602udKS0uz2jWdIlrd/fXHUrPVq1fHQw89lNXXpEmTOOmkk3JUEQANhWWVAADbsJUrV8ZTTz2V1Tdw4MAan+/Xr1/sv//+m/VZI0eOrPKuAw44YLPeVVtHH310PPzww5n2lClT4rPPPqvxwIH1Pffcc1ntI444Ipo23fL/Rf7yyy/jjjvuyLQvueSS6NChQ7XPNm/ePKu9cuXKDb573fvrj6Vmt9xyS/znP//J6jvmmGOiqKgoRxUB0FAIxwAAtmH33Xdf1obz7du3jxNPPLHG5/v06VPtZvC1sX441rt37+jfv/9mvau2Dj744GjXrl3mlMqKiooYPXp0XHLJJRsdO3v27Jg0aVJW3zHHHFMndd18882Z5Xs9e/aM008/vcZn1z+5ct68eRt897r327dvv/lFJsj//M//xIMPPpjV17x58/jZz36Wo4oAaEgsqwQA2EZNmDAh7rvvvqy+oUOHRn5+fo4q2rCzzjorvvKVr2T+OeqoozY6pmnTpnH22Wdn9T344INRXFy80bG/+MUvIp1OZ9q77bZbHH300Zte+HomT54cY8aMiYjKTfivuuqqKpvwr2vXXXeNgoKCrPE1+eSTT+Lzzz/PtLeV5bFby7Jly2LEiBExfPjwrH/XEZX/LVR34ikAySMcAwBoBD7//PMqs5w25Omnn47BgwdnneT4ta99Lfr167cVqsuts88+O2vJ4rJly+KSSy6JBQsW1Djm17/+dbzyyitZfRdffHHk5eVtUS0VFRVx7bXXZoKYk08+Ob761a9ucEwqlYrevXtn2i+++GIsWrSo2mefeOKJrPbmzvLb1n300Udxyy23xBFHHBGPP/54lfvnnXderU96BWDbZ1klAEAj8MUXX8TZZ58du+22Wxx77LFx2GGHRffu3TPL6ioqKmLevHkxYcKEePLJJ6vMPurcuXPcfPPNuSh9q2vTpk1cccUVccUVV2T63n333TjllFNi8ODB8c1vfjMKCgpi5cqV8c4778T9998f//jHP7Lecdhhh8Vxxx23xbU8/vjjMW3atIiIyM/Pj0svvbRW40477bR48cUXIyJi8eLFcdVVV8Wtt96atf/Zv/71r6ylgQcddFB85Stf2eKaG4uPPvooHnvssSr9K1asiNLS0igtLY1PPvkkpkyZEgsXLqz2HU2bNo1LL700zj333K1dLgCNiHAMAKAR+eijj+K3v/1t/Pa3v42IiBYtWkSrVq1i8eLFUV5eXu2YPfbYIx544IEaN4TfFvTr1y+mT58ef/jDHzJ9c+bMieHDh8fw4cOjbdu2sXTp0qioqKgydrfddotbbrklUqnUFtWwYMGCuP322zPtiy++OLbbbrtajT388MPjmGOOib/97W8REfHCCy/EKaecEieddFIUFhbGO++8E0888URmJmCzZs3iyiuv3KJ6G5spU6bElClTNnv8IYccEsOHD7cUFYAqhGMAAI3YihUrYsWKFdXeS6VScfLJJ2fCoW3dsGHDorCwMO66664qQWFZWVm1Y3r16hW33357nQSHt956a+ZggK985SubvGzv+uuvj3nz5sU777wTERHTp0+P6dOnV3muadOmcf3110fPnj23uOZtXX5+fhxzzDExcODAjS5vBSC5hGMAAI3ArrvuGhdddFH885//jOnTp8fq1atrfLZ169ZxzDHHxLnnnpu4AGXw4MFx5JFHxl133RUvvfRSjb9Pe+65Z5x77rnRv3//DW6WX1tTp06NJ598MtO++uqrN3n/snbt2sVDDz0Ud911VzzyyCPVhp49e/aM4cOHR69evba45m1BKpWK5s2bR8uWLaN9+/ax/fbbR5cuXWKvvfaKAw88MPbZZ5+spakAUJ1Uev1jWwAAaNCWLVsW7733XsyePTsWLFgQS5cujWbNmsV2220Xe+yxR+y9997RrFmzXJeZc6WlpTF58uSYNWtWLFmyJJo1axYdO3aMvffeO3bfffc6/awXXngh3n///YiI2GmnnWLgwIFb9L6lS5fGpEmTori4OJYvXx4dOnSI/fffP7p161YX5QIA6xCOAQAAAJBYWz6HHAAAAAAaKeEYAAAAAIklHAMAAAAgsYRjAAAAACSWcAwAAACAxBKOAQAAAJBYwjEAAAAAEks4BgAAAEBiCccAAAAASCzhGAAAAACJJRwDAAAAILGEYwAAAAAklnAMAAAAgMQSjgEAAACQWMIxAAAAABKraa4LABqPhQsX5rqELKlUKtq1axcRESUlJZFOp3NbEInjO0gu+f6Ra76D5JrvILnk+5db7du3r9P3mTkGAAAAQGIJxwAAAABILOEYAAAAAIklHAMAAAAgsYRjAAAAACSWcAwAAACAxBKOAQAAAJBYwjEAAAAAEks4BgAAAEBiCccAAAAASCzhGAAAAACJJRwDAAAAILGEYwAAAAAklnAMAAAAgMQSjgEAAACQWMIxAAAAABJLOAYAAABAYgnHAAAAAEgs4RgAAAAAiSUcAwAAACCxhGMAAAAAJJZwDAAAAIDEEo4BAAAAkFjCMQAAAAASSzgGAAAAQGIJxwAAAABILOEYAAAAAIklHAMAAAAgsYRjAAAAACSWcAwAAACAxBKOAQAAAJBYwjEAAAAAEks4BgAAAEBiCccAAAAASCzhGAAAAACJJRwDAAAAILGEYwAAAAAklnAMAAAAgMQSjgEAAACQWMIxAAAAABJLOAYAAABAYgnHAAAAAEgs4RgAAAAAiSUcAwAAACCxhGMAAAAAJJZwDAAAAIDEEo4BAAAAkFjCMQAAAAASSzgGAAAAQGIJxwAAAABILOEYAAAAAIklHAMAAAAgsYRjAAAAACSWcAwAAACAxBKOAQAAAJBYwjEAAAAAEks4BgAAAEBiCccAAAAASCzhGAAAAACJJRwDAAAAILGEYwAAAAAklnAMAAAAgMQSjgEAAACQWMIxAAAAABJLOAYAAABAYgnHAAAAAEgs4RgAAAAAiSUcAwAAACCxhGMAAAAAJJZwDAAAAIDEaprrAqCxOeqoo2LOnDk13n/66aejR48e9VhRtj/84Q8xatSoGu+ffPLJ8atf/aoeKwIAAICGSzgGObJkyZKYNm1aTJ06NaZOnRrvvPNOVujWqVOnGD9+fA4rBAAAgG2fcGwr++STT2LMmDGZ9sknnxy77rprDiuiLqVSqWjSpEmVvg158MEH46mnnooPPvggKioq6rymJk2aRF5eXlZfeXl5nX8OAAAAbAuEY1vZnDlz4q677sq0DznkEOHYNqRfv36bvETxjTfeiPfff38rVRQxaNCgGDRoUFbfxpaCAgAAQFLZkB8agNatW8fBBx8crVu3znUpAAAAkChmjkE9a9GiRey3336x7777xj777BP77rtv7LHHHtGkSZM46qijYunSpbkuEQAAABJDOAb17Lbbbst1CQAAAMD/EY4B5EA6nY5FiyKWLoto3SqisHDjhzkAAABQ93ISjpWUlMTkyZPj888/j5KSkkilUtGuXbvYY489omfPntGyZctclFXFihUrYvr06fHBBx/EokWLYsWKFdGyZcsoLCyMTp06Rbdu3aJDhw71XteMGTPivffeiwULFsSqVatiu+22i86dO8cBBxwQzZo1q9PPef/992PevHnRpEmT2G233aJPnz4b3Bdr1apV8dZbb8V//vOfKCsri4KCgujWrVt89atfrXKq46aaNWtWTJs2Lb788stYsmRJtGvXLnbZZZc46KCDok2bNlv07jXS6XRMnTo1Zs+eHZ9//nlUVFTE/vvvH4ccckidvB9KF6fj+XERT49NR3Hx2v6iooh+J0Yc1zeiIF9IBgAAUF/qLRxLp9Px17/+NR544IF45513oqKiotrnWrRoEYccckgMHDgwvvnNb2bde+qpp2LYsGGZ9t///vdanfz4ySefxNFHH51pjxo1Kvr371/j859//nnceeed8eyzz0ZZWdkG3921a9c4+uij45JLLokWLVpk+ms6HXD9UwTXtaG6li9fHg899FA8/PDDMX/+/Gqfadu2bXznO9+JIUOGxPbbb7/BuiMi7rzzzqyTNN97772IiHj22Wfjvvvuy7TX1aZNm7jgggviBz/4QdYsl9WrV8eDDz4YDzzwQCxcuLDKuF122SWGDx8exxxzzEbrWtfKlSvj0UcfjUceeSSK100S1tGsWbM4+uij4+KLL4499thjo+8866yz4vXXX4+IytNDH3744SgvL4/f//738eijj8ann36a9fzRRx8tHKNOTHotHSOvTUfZkqr3iosj7rw7HQ/+IeKaERG9DxGQAQAA1Id6Oa3y888/j9NPPz0uvvjiePvtt2sMxiIqZ2u98sor8fOf/7w+Sqti8uTJ8e1vfzv+9Kc/bTQYi6iczfTAAw9EaWnpVqvpo48+ihNOOCFuueWWGoOxiIiysrJ47LHH4pvf/Gb885//3KzPuu666+KnP/1ptcFYRMSSJUvilltuyfr3U1ZWFueee27cfPPN1QZjERGffvppDBkyJJ544ola1/L+++/H8ccfH6NGjaoxGIuonK02bty4OOmkk+Kpp56q9fvXKC0tjbPOOituvvnmKsEY1JVJr6Xjip9nB2N794w4+sjKX9coWxJx+bB0vPZ6uv6LBAAASKCtPnOsuLg4zjjjjJg3b15Wf+fOnaNXr16xww47RCqVii+//DKmT58e06dPj/Ly8q1dVrUWLFgQF1xwQSxatCjTV1hYGAcffHB07tw52rRpE8uXL4+SkpL44IMPYvr06bF8+fJq35WXlxd5eXmRTqezwsAmTZrUuK9QdcsOZ82aFaeffnpW6NS0adPo3bt3dOvWLZo3bx4ff/xx/POf/4wlSyr/1r1kyZK48MIL484774yjjjqq1j//b3/723j44YcjImK77baLww8/PHbeeedYuXJlTJkyJd56663Ms0899VT06tUrTj755LjkkksyM7F22223OOSQQ2K77baL0tLSmDBhQsyaNSsiKmcPXnvttXHQQQfF7rvvvsFa3nrrrfjBD36QFVAWFhbGQQcdFF27do1WrVpFSUlJvPXWWzF9+vSIqAzJhg0bFul0Or773e/W6mdOp9Nx2WWXxb/+9a+IiNhpp53i0EMPjY4dO8by5cvjww8/jKZNbc3HlildXDljbM0fbYcdGjH4glR07bL2z4JZs9Nxz73pmDgporw8YsQ16Rj9uCWWAAAAW9tW/Vv/8uXL47/+67+ygrFu3brFlVdeGb179652zIIFC+L555+PJ598cmuWVq1HH300SkpKMu0LLrggBg8enLVccl3Lly+PiRMnxmOPPVYl2HrxxRcjIuK1117LWkr5hz/8ocaffX2rV6+OSy+9NCsY++pXvxo33HBDdO7cOevZsrKyuP766zMzp1avXh3Dhg2LsWPHxk477VSrz7vjjjsilUrFkCFD4oc//GE0b9486/5f//rX+OlPfxqrVq2KiIi77rorFi5cGBMmTIj8/Py47rrrom/fvlljysvL47bbbov7778/IiqXSd5zzz1x880311jHggUL4sc//nEmGGvdunX8+Mc/jtNOO63afxdvvPFGXHHFFZllrNdee20ceOCBGw3gIipDuPLy8mjevHn8/Oc/j1NPPbXKv8uVK1du9D2wIc+Pi8yMscMOjRh1XSry8rJDr65dUjHq+ohhwysDsrIlEePGRQwckIOCAQAAEmSrLqt84IEHMrN6IiIOPPDAeOyxxzYYDnXo0CHOOOOMnIRj//u//5u5PvTQQ+MnP/lJjcFYRETLli3jqKOOivvvvz+22267Oq/nz3/+c7zzzjuZ9n777Re///3vqwRjEZX7ja2/Z1lJSUncfvvttf68NTOvhgwZUiUYi4j45je/Geedd16m/emnn8Ytt9wSzZo1i9///vdVgrGIyhl0l156aRx44IGZvhdffDGWLVtWYx033nhjJlBt1apVPPjgg3H22WfX+O/i4IMPjv/+7//O/DtYvnx5/OY3v6nVz7xmluLtt98ep59+erWz96r7vYDaSqfT8fTYtUskL7qgajC2Rl5eKgZfuPbemLHpSKctrwQAANiatlo4tmzZsswSvYiI/Pz8+PWvfx1t27at1fialh5uTV988UXmep999qn3z1/fur9/eXl5cf3110erVq02OObKK6+MHXfcMdN+5plnYsGCBbX6vP322y/OPvvsDT5z6qmnZrUrKiri7LPPjv3222+D4wYOHJi5Xr58ecyYMaPa5z777LN45plnMu2LLrooDjjggI1UHrHzzjvHf/3Xf2Xazz77bK33gTvhhBM2afkpbIpFiyJzKuXePSO6dNnwn21du6SiZ4/K6+LiiK24nSEAAACxFcOxV199NWs54IABA6Jjx45b6+PqRJs2bTLX6854y4VPP/00q4avfe1r0a1bt42Oa9OmTZx++umZ9ooVK2LChAm1+sz1g6/qdOrUqcpJmKeddtpGx+2///5Z7Q8++KDa55555pnMss3mzZvX6t1r9O3bNxOqrl69OrOP2Mas+/sFdW3pOpMkO9ZuhXOs+0flkqV1Ww8AAADZtlo4tmaD9jVOOOGErfVRdWbffffNXE+YMCFuvfXWWLo0N38znTJlSlb76KOPrvXYb37zm1ntyZMn12pcr169avXcunuY7bjjjlFUVLTRMesHo4sXL672uTfeeCNz3a1bt8jPz69VTRER7du3j8LCwky7NgFn8+bNqwR3UJdarzPZc+68mp9b19y5a6/btK7begAAAMi21Tbk/89//pO5btGiRXzlK1/ZWh9VZ84888x48sknMzOX7rvvvnjkkUfiiCOOiEMPPTRzymJ9LPn88MMPs9o9e/as9djdd989WrZsmTlJc/131aS2G/e3br32b+ubMyYiagwdp02blrl+9913N+nnjoisk07XPVyhJp07d45mzZpt0mfApigsjCgqqlwi+e60ylMpu25gaeWs2emY9n+5blFRREFBPRUKAACQUFtt5ti6wcT2228fTZtu1YMx68Ree+0Vv/zlL7M2YF+yZEk899xzcdVVV8Xxxx8fffr0iYsuuihGjx4dixYt2mq1rL9f1vpLGTekSZMmWQcE1HbvrY3tZ7bGuuHg5oyJiBo3GV/3e5NOp6O8vHyT/llXTbPT1rUpM9Ngc6RSqeh34trv/z33pqO8vPrvf3l5Ou65d+29k09M5WT/RQAAgCTZauHYkiVLMtfrzxpqyE488cR4+umn44QTTqj2lMKSkpL429/+FldddVV8/etfjxtuuGGDJy9urnV//yJqH0Ktse7v+frvaqiWLVuWmbVXF2pzyp9ZY9SH4/pGtP2/LQ0nTooYNjwds2Znfz9nzU7HsOHpmDipst22TUQ1B8ACAABQx7badK51T6XM1b5dm2uPPfaIW265JRYvXhyvvfZavPnmmzFlypT497//nRXeLF++PH7/+9/HxIkT45FHHqnTWUjrHg4QURkctW/fvtbj1/09X/9dDVWLFi2iSZMmUVFRERER3/nOd+Lmm2/OcVWw5QryU3HNiIjLh6WjvLwyIJs4KR09e6SjY8fKPcamrbNFXl5exDUjUlGQb9YYAADA1rbVZo61a9cuc/3FF1/E6tWrt/idtV2at77NDefy8/PjmGOOiaFDh8bjjz8eb775Zvz2t7+Nfv36Zc04mjFjRvzqV7/arM+oScF6Gw198cUXtR5bUVERCxYsqPFdDVWTJk2yai0uLs5hNVC3eh+SihtHpTIzyCIqA7Hx/8gOxtq2ibhxVCp6HyIYAwAAqA9bLRzr1q1b5nrFihXx3nvvbfE7119auGbD+Y2ZP3/+Fn92RETLli3jiCOOiBtuuCGeeOKJrKWLf/nLX2pdT23svvvuWe11N6rfmA8//DBrqef672rI9txzz8z1u+++22iWhEJt9D4kFaMfT8XFF6Vi/UNei4oiLr6o8r5gDAAAoP5stXDskEMOyWo/88wzW/zOwsLCrPann35aq3FvvPHGFn/2+nr06BGnnXZapr1ixYr46KOPqjy3/kEEa5YMbsyBBx6Y1f773/9e69pefPHFDb6rITv00EMz16tWrYoXXnghh9VA3SvIT8XAAal49KFUPPvnVIx+rPLXRx+q7LeUEgAAoH5ttXDssMMOyzoxcfTo0TF37twteucee+yR1X799dc3OmbFihXx5JNPbtHn1qRovakf1W0mv/5+X7U94XLnnXeOnj17ZtqvvvpqvP/++xsdt3Tp0nj88ccz7RYtWsThhx9eq89sCI4//vho0mTt1/Lee+9tdHvWQW2kUqkoLEzFLjtX/upUSgAAgNzYauFYy5YtY9CgQZl2WVlZ/PjHP46ysrJaja9uP7Edd9wxOnXqlGmPGTMmFi9evMH3/PKXv4zPP/+8Vp/59ttv1+q5Nd58882s9i677FLlmU6dOmX9pfedd96p9fvPOuuszHV5eXkMHz58oydjjho1KiuEPPHEE6NDhw61/sxc23333eP444/PtD/++OO47LLLYuXKlbV+R3l5ebz22mtbozwAAABgG7PVwrGIiPPOOy/23nvvTHvy5Mlx+umnb3DGV0lJSTz66KNxyimnVHu/X79+mesvv/wyLr744igpKany3IIFC+KKK66Ixx9/PGvz/A0ZOHBgnHbaaTF69OisDe3Xt3Llyrj77rvj2WefzfR99atfje23377Ks/n5+Vkz3h577LF49tlnaxUSnnjiibHffvtl2lOnTo3zzz+/2o3qy8rKYvjw4TF69OhMX7t27eK//uu/Nvo5Dc3QoUNjp512yrT/9re/xfe+970qYeT6iouL47e//W1861vfil/+8pdbu0wAAABgG9B0449svubNm8ftt98eZ5xxRsybNy8iIt5///0466yzomvXrnHQQQfFDjvsEBERCxcujBkzZsS0adNi1apVkZ+fX+07Bw0aFH/6058ypzdOnDgxjjnmmPjGN74RRUVFsWLFivjwww9j0qRJsWzZssjLy4urr746rrrqqlrVPHny5Jg8eXKMGDEidt999+jevXvsuOOO0aZNm1i+fHkUFxfHa6+9FgsXLsyMadq0aQwbNqzGdw4cODAT1ixZsiR++tOfRkTlkse8vLzMc9dcc02ceOKJWe+96aab4rTTTst83ptvvhl9+/aNPn36RLdu3aJ58+bx8ccfxz//+c+swK1p06YxatSorJCpsdhhhx3i7rvvju9///uZZajvvPNOnHHGGdG5c+c46KCDYvvtt4/mzZtHaWlpzJs3L959992YM2dO5h3du3fPVfkbNWfOnDj22GOrvVdeXp713LpLa9f1hz/8ocq+fgAAAMCm26rhWETlvlxPPPFEXHTRRVlLCmfNmhWzZs3a5Pe1a9cubr311rjgggsye1EtXrw4/vKXv1R5tkWLFnHttddGr169NvlzKioq4oMPPogPPvhgg8+1adMmbrvttqwZXus788wz41//+leVzeVXrFiR1V69enWVsV27do1HH300fvCDH8Qnn3ySeW7ChAkxYcKEDdZ0xBFHbLD2hmzfffeNJ598Mi6++OKskzo//vjj+Pjjjzc6vnnz5luzvC2STqezQrANqem56pYdAwAAAJtuqy6rXGOnnXaK0aNHx0033RQ9evTY4LMtW7aMI488Mm6++eYan+ndu3c89thj0bt372rvp1Kp6N27d/zpT3/KWoa5Mffdd1+ceuqp0blz540+265duzjjjDPihRde2GgIlZeXF3fccUf89re/jX79+kW3bt0iPz+/ykmWNdl9993j2WefjZ/85Cex44471vhcmzZt4rTTTqtVTY1BUVFRPPnkk3HbbbfF/vvvn7VRf3UKCgri2GOPjZtuuikefvjheqoSAAAAaMxS6RxMQZk/f35Mnjw5vvjiiygtLY3mzZtH+/btY/fdd4+ePXtu0qyfOXPmxJtvvhmff/55NGnSJDp27Bj77rtvlZMkN9WCBQvi/fffj08++SRKSkpi5cqV0apVq2jfvn3stdde0a1bt1rvZVbXpk+fHu+9914sWLAgVq9eHe3bt48uXbrEgQcemLOa6kNpaWlMnjw55s+fHwsXLox0Oh1t2rSJnXbaKXbbbbfYbbfdspapbi1HHXVUZgnnySefHL/61a+2+mduqbqqed3lxA1BKpWKdu3aRUTlfoVm1FHffAfJJd8/cs13kFzzHSSXfP9yq3379nX6vq2+rLI6O+64Y3zrW9+qk3d16tQp6wTLutKhQ4fo06dPnb+3LvTo0WOjM/C2RQUFBdvEjDgAAACg4chJOAbbiqeffjrGjh2b1ffUU0/l9ECAhx56qMrMsNrucQYAAABJIxyDLVDd5vq5nk5bUVEhDAMAAIBaqpcN+QEAAACgIcrJhvxA42RDfsjmO0gu+f6Ra76D5JrvILnk+5dbdb0hv5ljAAAAACSWcAwAAACAxBKOAQAAAJBYwjEAAAAAEks4BgAAAEBiCccAAAAASCzhGAAAAACJJRwDAAAAILGEYwAAAAAklnAMAAAAgMQSjgEAAACQWMIxAAAAABJLOAYAAABAYgnHAAAAAEgs4RgAAAAAiSUcAwAAACCxhGMAAAAAJJZwDAAAAIDEEo4BAAAAkFjCMQAAAAASSzgGAAAAQGIJxwAAAABILOEYAAAAAIklHAMAAAAgsYRjAAAAACSWcAwAAACAxBKOAQAAAJBYwjEAAAAAEks4BgAAAEBiCccAAAAASCzhGAAAAACJJRwDAAAAILGEYwAAAAAklnAMAAAAgMQSjgEAAACQWMIxAAAAABJLOAYAAABAYgnHAAAAAEgs4RgAAAAAiSUcAwAAACCxhGMAAAAAJJZwDAAAAIDEEo4BAAAAkFhNc10ANEZDhw6NMWPG1Hh/2LBhcc4552z0PcuXL4///Oc/MXPmzFi4cGEsX748CgoKYvvtt4/9998/OnbsuMm1TZ8+Pfr161fj/U6dOsX48eM3+b0AAACwLRKOQT2bOXNmjBs3Ll599dWYOnVqrFq1qsZn99xzzzjzzDPjlFNOiWbNmtVjlQAAAJAMwjGoA3l5eVntJk2qX7F81VVXxejRo2v93g8++CBGjhwZo0ePjltuuSV23333jY5JpVJV6qmoqIh0Ol3rzwUAAICkEI7BFtqUZYpffvlllb7tttsuDjrooNhpp52ioKAgFi5cGG+99VbMmDEj88y0adNi0KBB8eijj0bnzp03+Bndu3ePadOmZfVtbBkoAAAAJJVwDHIgPz8/TjzxxBgwYED06NGj2mcmTZoUQ4cOjc8++ywiIj7//PP46U9/Gk888USkUqn6LBcAAAC2WU6rhHrUpk2buPDCC+Oll16Kq6++usZgLCKiT58+8eijj8b222+f6XvnnXdi3Lhx9VEqAAAAJIJwDOrRqFGj4sc//nG0bdu2Vs/vsssu8eMf/zir74UXXtgKlW070ul0lJSk49PPKn+11xoAAAAbYlkl1KOmTTf9P7m+ffvG1VdfHRUVFRERMXXq1Loua5tQujgdzz2fjqfHpqO4eG1/UVFEvxMjjusbUZBvOSoAAADZzByDBi4/Pz86dOiQaVe3qX/SvfLqyhhwWkXceXd2MBYRUVwccefd6Rh4Wjpee90sMgAAALIJx6ARWLp0aeZ6c2afbcteeXVlDLl4cZSVre3bu2fE0UdW/rpG2ZKIy4cJyAAAAMjmb9nQwH388cdZ4VjHjh1zWE3DUro4HZddURarV1e2Dzs0YvAFqejaZe3yyVmz03HPvemYOCmivDxixDXpGP24JZYAAABUMnMMGrixY8dmtfv06ZOjShqe555Px+LFlTPBDjs0YtR12cFYRETXLqkYdX0qDvu/37ayJREO/AQAAGAN4Rg0YCUlJfHwww9n9R133HE5qqZhSacrN99f46ILUpGXV/1ssLy8VAy+cO29MWOdYgkAAEAl4Rg0YNdff32UlJRk2n369IlevXrlrqAGZNGiyGy+v3fPiC5dNrxMsmuXVPTsUXldXBxRWrqVCwQAAKBREI5BA/XUU09lLals0aJFXH311TmsqGFZumztdcedajdm3e3aliyt+TkAAACSQzgGDdDbb78dI0eOzOq74oorYo899shNQQ1Q61Zrr+fOq92YuXPXXrdpXbf1AAAA0DgJx6CB+eijj+JHP/pRrFixItPXv3//OOOMM3JYVcNTWBhRVFR5/e60ylMpN2TW7HRMm155XVQUUVCwlQsEAACgURCOQQMyd+7c+P73vx8LFy7M9B155JHxi1/8IodVNUypVCr6nbh2n7F77k1HeXn1AVl5eTruuXftvZNPTEUqteE9ygAAAEgG4Rg0EAsWLIjzzjsv5syZk+k7+OCD4/bbb4+mTZvmsLKG6/jjUpGfXxlyTZwUMWx4usoMslmz0zFseDomTqpst20T0bdvfVcKAABAQ+Vv3NAAlJWVxfnnnx8zZ87M9O29997xm9/8Jlq0aJHDyhq2gvxU3HxDm7jo4sWxenVlQDZxUjp69khHx46Ve4ytWUoZEZGXF3HNiFQU5Js1BgAAQCUzxyDHli9fHhdccEG8++67mb7dd989fve730Xbtm1zWFnjcPjXmsfdd+THur9V06ZHjP9HdjDWtk3EjaNS0fsQwRgAAABrmTkGObRq1aq4+OKL44033sj0derUKf7whz9Ehw4dclhZ43L415rHE483ieefT8eYsekoLl57r6ioco+xvn3DjDEAAACqEI5BjlRUVMTll18eL7/8cqZvhx12iD/84Q+x00475bCyxqkgPxUDB0QMOCWitDRiydKINq0rT6W0+T4AAAA1EY5BjowYMSKee+65TLtdu3bx4IMPRufOnXNYVeOXSqWisDCisDDXlQAAANAY2HMMcuDGG2+M0aNHZ9r5+fnxwAMPxF577ZXDqgAAACB5hGNQz+6777544IEHMu1WrVrFfffdF/vss08OqwIAAIBkEo5BPfrTn/4Ut956a6bdvHnzuOeee+Kggw7KYVUAAACQXPYcg3p03333ZbVXrlwZ559//ia/58UXX4xOnTrVVVkAAACQWMIxyLHy8vJNHpNOp7dCJQAAAJA8llUCAAAAkFhmjkE9Gj9+fK5LAAAAANZh5hgAAAAAiWXmGGyhOXPmRM+ePbP6hg4dGoMGDcpJPTNmzIj+/ftn9VVUVOSkFgAAAGjohGNQB9bfVD+XYVQ6nd6sTf4BAAAgiSyrBAAAACCxUul0Op3rIoDGYeHChbkuIUsqlYp27dpFRERJSUn444z65jtILvn+kWu+g+Sa7yC55PuXW+3bt6/T95k5BgAAAEBiCccAAAAASCzhGAAAAACJJRwDAAAAILGEYwAAAAAklnAMAAAAgMQSjgEAAACQWMIxAAAAABJLOAYAAABAYgnHAAAAAEgs4RgAAAAAiSUcAwAAACCxhGMAAAAAJJZwDAAAAIDEEo4BAAAAkFjCMQAAAAASSzgGAAAAQGIJxwAAAABILOEYAAAAAIklHAMAAAAgsYRjAAAAACSWcAwAAACAxBKOAQAAAJBYwjEAAAAAEks4BgAAAEBiCccAAAAASCzhGAAAAACJJRwDAAAAILGEYwAAAAAklnAMAAAAgMQSjgEAAACQWMIxAAAAABJLOAYAAABAYgnHAAAAAEgs4RgAAAAAiSUcAwAAACCxhGMAAAAAJJZwDAAAAIDEEo4BAAAAkFjCMQAAAAASSzgGAAAAQGIJxwAAAABIrKa5LgAao6FDh8aYMWNqvD9s2LA455xzNvqeefPmxUcffRRz586NhQsXxrJly6JFixZRUFAQu+++e/Ts2TNatWq1SbVNnz49+vXrV+P9Tp06xfjx4zfpnQAAALCtEo5BPbv//vvj9ddfj6lTp0ZJSckGn23WrFkcddRRcd5558UBBxxQL/UBAABAkgjHoA7k5eVltZs0qXnF8j333BNLly6t1XtXrVoVL7zwQvz1r3+NM888M4YNG1bls9aXSqWqPFNRURHpdLpWnwkAAABJIhyDLbQlyxRbt24d3bt3j9122y3at28frVq1irKysvjwww/j9ddfj2XLlkVERDqdjocffjgWLlwYt9xyywbf2b1795g2bVpW38aWgQIAAEBSCcegnu2xxx5x+OGHx5FHHhl77713NG1a/X+GZWVl8Zvf/Cbuv//+TN8zzzwT3/jGN+I73/lOfZULAAAA2zThGNSz//mf/6nVc23bto1LL700WrVqFXfccUem//e//71wDAAAAOpIzRsjAQ3CD3/4w2jXrl2mPW3atPjiiy9yVxAAAABsQ4Rj0MA1a9asykmVc+fOzU0xjVA6nY6SknR8+lnlrw4mAAAAYF2WVUIj0LZt26x2RUVFjippPEoXp+P5cRFPj01HcfHa/qKiiH4nRhzXN6IgP5W7AgEAAGgQzByDRmDOnDlZ7V133TVHlTQOk15Lx8DT0nHn3dnBWEREcXHEnXdX3n/tdbPIAAAAkk44Bg1ccXFxTJ06NdM+4IADokOHDjmsqGGb9Fo6rvh5OsqWrO3bu2fE0UdW/rpG2ZKIy4cJyAAAAJLOskpowEpLS+NnP/tZlJeXZ/ouvvjiHFbUsJUuTsfIa9Ox5rfrsEMjBl+Qiq5d1i6fnDU7Hffcm46JkyLKyyNGXJOO0Y9bYgkAAJBUZo5BA7N8+fKYMWNG3H///XH88cfH22+/nbl32WWXxde+9rUcVtewPT8uMjPGDjs0YtR12cFYRETXLqkYdX0qDutT2S5bEjFuXD0XCgAAQINh5hjk2Ne//vX44osvIqLyZMXqNtvv1q1bXHbZZfH1r3+9vstrNNLpdDw9du0SyYsuSEVeXvWzwfLyUjH4woiJkyqfHzM2HQNOiUilzB4DAABIGjPHIMfKy8sz/1QXjB1++OHxq1/9SjC2EYsWRWbz/b17RnTpsuGgq2uXVPTsUXldXBxRWrqVCwQAAKBBEo5BAzdhwoTo379//OhHP4r58+fnupwGa+mytdcdd6rdmI4d114vWVq39QAAANA4WFYJOfbqq69mrsvLy6O0tDRmzpwZr7zySvzpT3+KhQsXRkTESy+9FKeeemo88sgj0alTp1yV22C1brX2eu682o2ZO3ftdZvWdVsPAAAAjYOZY9CA5OXlRfv27aNXr17xk5/8JJ577rk49NBDM/c//fTTuPTSSyOdTm/gLclUWBhRVFR5/e60ylMpN2TW7HRMm155XVQUUVCwlQsEAACgQRKOQQPWoUOHuPfee6NLly6Zvrfeeiv++c9/5rCqhimVSkW/E9fuM3bPvekoL68+ICsvT8c99669d/KJKZvxAwAAJJRwDBq4Vq1axQ9/+MOsvhdeeCFH1TRsx/WNaNum8nripIhhw9NVZpDNmp2OYcPTMXFSZbttm4i+feu5UAAAABoMe45BI/C1r30tq/3ee+/lqJKGrSA/FdeMiLh8WDrKyysDsomT0tGzRzo6dqzcY2zNUsqIiLy8iGtGpKIg36wxAACApDJzDBqB7bbbLqtdVlaWo0oavt6HpOLGUanMDLKIykBs/D+yg7G2bSJuHJWK3ocIxgAAAJLMzDFoBNYPwwrsHr9BvQ9JxejHI8aNixgzNh3FxWvvFRVV7jHWt2+YMQYAAIBwDBqDadOmZbV33nnnHFXSeBTkp2LggIgBp0SUlkYsWRrRpnXlqZQ23wcAAGAN4Rg0AqNHj85qH3bYYTmqpPFJpVJRWBhRWJjrSgAAAGiI7DkG9Wjq1KmbPOaJJ57IOp2ydevWceyxx9ZlWQAAAJBYZo5BPbrqqquiefPmceqpp8Y3v/nNDe4d9sknn8R9990XTzzxRFb/kCFDqmzQDwAAAGwe4RjUs6lTp8bUqVNjxIgRsfvuu0f37t1ju+22i7Zt28by5cvjyy+/jBkzZsT06dMjnU5nje3fv3+cd955OaocAAAAtj3CMciR1atXx/vvvx/vv//+Rp9t0aJFDBkyJM4//3ybyQMAAEAdEo5BPRo6dGj87W9/i0mTJsWHH34YFRUVG3x+5513ju985ztx6qmnxq677lpPVQIAAEByCMegHh166KFx6KGHRkREWVlZ/Oc//4ni4uL48ssvY9myZdG8efNo27Zt7LDDDtGzZ8/Yeeedc1wxAAAAbNuEY5Ajbdu2jQMPPDAOPPDAXJcCAAAAiSUcgy00Z86c6NmzZ1bf0KFDY9CgQTmpZ8aMGdG/f/+svo0t3wQAAICkEo5BHSgvL89q5zKMSqfTVeoBAAAAqtck1wUAAAAAQK6k0ul0OtdFAI3DwoULc11CllQqFe3atYuIiJKSkvDHGfXNd5Bc8v0j13wHyTXfQXLJ9y+32rdvX6fvM3MMAAAAgMQSjgEAAACQWMIxAAAAABJLOAYAAABAYgnHAAAAAEgs4RgAAAAAiSUcAwAAACCxhGMAAAAAJJZwDAAAAIDEEo4BAAAAkFjCMQAAAAASSzgGAAAAQGIJxwAAAABILOEYAAAAAIklHAMAAAAgsYRjAAAAACSWcAwAAACAxBKOAQAAAJBYwjEAAAAAEks4BgAAAEBiCccAAAAASCzhGAAAAACJJRwDAAAAILGEYwAAAAAklnAMAAAAgMQSjgEAAACQWMIxAAAAABJLOAYAAABAYgnHAAAAAEgs4RgAAAAAiSUcAwAAACCxhGMAAAAAJJZwDAAAAIDEEo4BAAAAkFjCMQAAAAASSzgGAAAAQGIJxwAAAABILOEYAAAAAIklHAMAAAAgsYRjAAAAACSWcAwAAACAxBKOAQAAAJBYTXNdADRGQ4cOjTFjxtR4f9iwYXHOOefUX0HrmD59evTr16/G+506dYrx48fXX0EAAADQgAnHoAF68cUXY8iQIVl9Qi0AAACoe8IxqAN5eXlZ7SZNNn/F8uLFi+Paa6/d7PGpVKpKPRUVFZFOpzf7nQAAALCtEo7BFqrrGV033XRTzJ8/f7PHd+/ePaZNm5bVt7FloAAAAJBUNuSHBuSNN96I0aNHR0TEDjvskONqAAAAYNsnHIMGYuXKlXHVVVdllj/+/Oc/z3FFAAAAsO0TjkEDcffdd8dHH30UERH/7//9vzj++ONzXBEAAABs++w5Bg3Ae++9Fw888EBERLRs2TJGjBiR44q2Hel0OhYtili6LKJ1q4jCwspDCwAAACBCOAY5V1FREVdddVWsWrUqIiIuuuiiKCoqynFVjV/p4nQ8Py7i6bHpKC5e219UFNHvxIjj+kYU5AvJAAAAks6ySsixhx9+ON5+++2IiNhrr73i3HPPzXFFjd+k19Ix8LR03Hl3djAWEVFcHHHn3ZX3X3s9nZsCAQAAaDCEY5BDn376afz617+OiMqlfiNHjoxmzZrltqhGbtJr6bji5+koW7K2b++eEUcfWfnrGmVLIi4fJiADAABIOssqIYdGjhwZS5cujYiIU045JXr16pXjihq30sXpGHltOsrLK9uHHRox+IJUdO2ydvnkrNnpuOfedEycFFFeHjHimnSMftwSSwAAgKQycwxy5C9/+Uu8/PLLERHRoUOHuPTSS3NcUeP3/LjIzBg77NCIUddlB2MREV27pGLU9ak4rE9lu2xJxLhx9VwoAAAADYZwDHKgpKQkfvnLX2baQ4cOjXbt2uWuoG1AOp2Op8euXSJ50QWpyMurfjZYXl4qBl+49t6YselIpy2vBAAASCLhGOTAqFGjYsGCBRER0adPnzjppJNyXFHjt2hRZDbf37tnRJcuG14m2bVLKnr2qLwuLo4oLd3KBQIAANAgCcegnk2cODGefvrpiIho3rx5jBw5Mqf1bCuWLlt73XGn2o3p2HHt9ZKldVsPAAAAjYNwDOrRsmXL4uqrr860f/SjH8Vuu+2Ww4q2Ha1brb2eO692Y+bOXXvdpnXd1gMAAEDjIByDenTHHXdE8f+t/evatWv88Ic/zHFF247Cwoiiosrrd6dVnkq5IbNmp2Pa9MrroqKIgoKtXCAAAAANknAM6sm7774bf/zjHzPta665Jpo3b57DirYtqVQq+p24dp+xe+5NR3l59QFZeXk67rl37b2TT0xFKrXhPcoAAADYNgnHoJ7cdNNNUV5eHhER/fr1iz59+uS4om3PcX0j2rapvJ44KWLY8HSVGWSzZqdj2PB0TJxU2W7bJqJv33ouFAAAgAajaa4LgKRYuHBh5nrs2LHxl7/8ZZPGz5kzJ3r27Jlpd+rUKV588cU6q29bUJCfimtGRFw+LB3l5ZUB2cRJ6ejZIx0dO1buMbZmKWVERF5exDUjUlGQb9YYAABAUpk5BjlQUVER5eXlG/1nfRu7T0TvQ1Jx46hUZgZZRGUgNv4f2cFY2zYRN45KRe9DBGMAAABJZuYYsM3pfUgqRj8eMW5cxJix6fi/MxAionLz/ZNPTEXfvmHGGAAAAMIxqC9//vOfN3nMV77ylcx1p06dYvz48XVZ0jatID8VAwdEDDglorQ0YsnSiDatK0+ltPk+AAAAawjHgG1aKpWKwsKIwsJcVwIAAEBDZM8xAAAAABJLOAYAAABAYgnHAAAAAEgs4RgAAAAAiSUcAwAAACCxnFYJDdh7772X6xIAAABgm2bmGAAAAACJZeYYbKE5c+ZEz549s/qGDh0agwYNykk9M2bMiP79+2f1VVRU5KQWAAAAaOiEY1AHysvLs9q5DKPS6XSVegAAAIDqWVYJAAAAQGKl0ul0OtdFAI3DwoULc11CllQqFe3atYuIiJKSkvDHGfXNd5Bc8v0j13wHyTXfQXLJ9y+32rdvX6fvM3MMAAAAgMQSjgEAAACQWMIxAAAAABJLOAYAAABAYgnHAAAAAEgs4RgAAAAAiSUcAwAAACCxhGMAAAAAJJZwDAAAAIDEEo4BAAAAkFjCMQAAAAASSzgGAAAAQGIJxwAAAABILOEYAAAAAIklHAMAAAAgsYRjAAAAACSWcAwAAACAxBKOAQAAAJBYwjEAAAAAEks4BgAAAEBiCccAAAAASCzhGAAAAACJJRwDAAAAILGEYwAAAAAklnAMAAAAgMQSjgEAAACQWMIxAAAAABJLOAYAAABAYgnHAAAAAEgs4RgAAAAAiSUcAwAAACCxhGMAAAAAJJZwDAAAAIDEEo4BAAAAkFjCMQAAAAASSzgGAAAAQGIJxwAAAABILOEYAAAAAIklHAMAAAAgsYRjAAAAACSWcAwAAACAxBKOAQAAAJBYwjEAAAAAEqtprguAxmjo0KExZsyYGu8PGzYszjnnnPoraB3Tp0+Pfv361Xi/U6dOMX78+PorCAAAABow4RjUs40Faxty3XXXxYABA+q4IgAAAEgu4RjUgby8vKx2kya5W7GcSqWq1FNRURHpdDpHFQEAAEDDJRyDLbSlyxTXD7I2JJVKbfSZ7t27x7Rp07L6tmS2GgAAAGzLhGOQQ/b/AgAAgNxyWiUAAAAAiWXmGLBNS6fTsWhRxNJlEa1bRRQW1m55KgAAAMkgHAO2SaWL0/H8uIinx6ajuHhtf1FRRL8TI47rG1GQLyQDAABIOssqgW3OpNfSMfC0dNx5d3YwFhFRXBxx592V91973QmeAAAASSccA7Ypk15LxxU/T0fZkrV9e/eMOPrIyl/XKFsScfkwARkAAEDSWVYJbDNKF6dj5LXpKC+vbB92aMTgC1LRtcva5ZOzZqfjnnvTMXFSRHl5xIhr0jH6cUssAQAAkko4BjlUVlYWV199dUyZMiXmzZsXK1asiMLCwthxxx3jwAMPjP/3//5fHH744TaQr6Xnx0Vmxthhh0aMui4VeXnZv3ddu6Ri1PURw4ZXBmRlSyLGjYsYOCAHBQMAAJBzllVCDi1atCj+9Kc/xXvvvRclJSWxbNmymDt3bkydOjX++Mc/xvnnnx8nnnhiTJgwIdelNnjpdDqeHrt2ieRFF1QNxtbIy0vF4AvX3hszNh3ptOWVAAAASSQcgwbu/fffj/PPPz/uuuuuXJfSoC1aFJnN9/fuGdGly4Zn23XtkoqePSqvi4sjSku3coEAAAA0SJZVQg60bt06vvGNb8TXv/716NGjR+yyyy7RunXrWLx4ccyePTsmTJgQjz76aHz55ZcRUTkr6s4774z8/Pw4++yzc1x9w7R02drrjjvVbkzHjhHTpldeL1kaUVhY93UBAADQsAnHoJ6ddtppceWVV0bbtm2r3Gvfvn20b98+DjjggDj33HPj5z//eYwbNy5z/4YbbojDDz889thjj/osuVFo3Wrt9dx5tRszd+7a6zat67YeAAAAGgfLKqGeHXDAAdUGY+tr06ZN3HbbbXHEEUdk+srLy+OOO+7YmuU1WoWFEUVFldfvTqs8lXJDZs1OZ2aNFRVFFBRs5QIBAABokIRj0IA1adIkRo4cGc2aNcv0jR8/PpYtW7aBUcmUSqWi34lr9xm75950lJdXH5CVl6fjnnvX3jv5xJQTQQEAABJKOAYN3C677BKHHXZYpr1y5cp46623clhRw3Vc34i2bSqvJ06KGDY8XWUG2azZ6Rg2PB0TJ1W227aJ6Nu3ngsFAACgwbDnGDQCBxxwQLz88suZ9qeffprDahqugvxUXDMi4vJh6SgvrwzIJk5KR88e6ejYsXKPsTVLKSMi8vIirhmRioJ8s8YAAACSyswxaAS22267rPbChQtzVEnD1/uQVNw4KpWZQRZRGYiN/0d2MNa2TcSNo1LR+xDBGAAAQJKZOQaNwPp7jDVv3jxHlTQOvQ9JxejHI8aNixgzNh3FxWvvFRVV7jHWt2+YMQYAAIBwDBqDTz75JKu9/kwyqirIT8XAAREDTokoLY1YsjSiTevKUyltvg8AAMAawjFo4NLpdLzyyitZfT169MhRNY1PKpWKwsKIwsJcVwIAAEBDZM8xaOCeeeaZmDVrVqa98847x5577pm7ggAAAGAbIhyDevTee+9t0vPTp0+PkSNHZvWdffbZdVgRAAAAJJtwDOrR5ZdfHqeddlr8+c9/jrKyshqfW758efzxj3+M008/Peu53XbbLc4444z6KBUAAAASwZ5jUM8mT54ckydPjmbNmkW3bt2iW7du0b59+2jdunUsWbIkZs2aFW+++WYsXrw4a9z2228f999/v5MqAQAAoA4JxyBHVq1aFe+++268++67G332kEMOiRtvvDF23nnneqgMAAAAkkM4BvXozDPPjBdffDEmT54cpaWlG3y2adOmcfDBB8eZZ54ZRx11VDRpYhU0AAAA1DXhGNSjAQMGxIABAyIiori4OGbNmhVz586NRYsWxYoVK6J169ZRUFAQRUVFse+++0arVq1yXDEAAABs24RjkCNFRUVRVFSU6zIAAAAg0YRjsIXmzJkTPXv2zOobOnRoDBo0KCf1zJgxI/r375/VV1FRkZNaAAAAoKETjkEdKC8vz2rnMoxKp9NV6gEAAACqZ4dvAAAAABIrlU6n07kuAmgcFi5cmOsSsqRSqWjXrl1ERJSUlIQ/zqhvvoPkku8fueY7SK75DpJLvn+51b59+zp9n5ljAAAAACSWcAwAAACAxBKOAQAAAJBYwjEAAAAAEks4BgAAAEBiCccAAAAASCzhGAAAAACJJRwDAAAAILGEYwAAAAAklnAMAAAAgMQSjgEAAACQWMIxAAAAABJLOAYAAABAYgnHAAAAAEgs4RgAAAAAiSUcAwAAACCxhGMAAAAAJJZwDAAAAIDEEo4BAAAAkFjCMQAAAAASSzgGAAAAQGIJxwAAAABILOEYAAAAAIklHAMAAAAgsYRjAAAAACSWcAwAAACAxBKOAQAAAJBYwjEAAAAAEks4BgAAAEBiCccAAAAASCzhGAAAAACJJRwDAAAAILGEYwAAAAAklnAMAAAAgMQSjgEAAACQWMIxAAAAABJLOAYAAABAYgnHAAAAAEgs4RgAAAAAiSUcAwAAACCxhGMAAAAAJJZwDAAAAIDEaprrAqAxGjp0aIwZM6bG+8OGDYtzzjlnk9+7ePHimDJlSsyePTsWL14ceXl50b59+ygqKooePXpEYWHhRt8xffr06NevX433O3XqFOPHj9/k2gAAAGBbJByDBuDNN9+M+++/P1555ZUoLy+v9plUKhV77bVXfPe7392s4A0AAACoyrJKqAN5eXlZ/zRpUrv/tJYtWxbDhg2LM844I1566aUag7GIiHQ6He+//34899xzG3xnKpWqUk8qldqknwcAAACSwswx2EKbu0yxrKwszj///Jg8eXJWf+fOnaNXr16xww47RETEF198EdOnT48ZM2ZERUXFRt/bvXv3mDZtWlbfxpaBAgAAQFIJxyAH0ul0/PjHP84Kxrp16xYjRoyIXr16VTtm/vz58dxzz8XUqVPrq0wAAADY5gnHIAeeeOKJeOWVVzLtPn36xP333x/NmzevccyOO+5orzEAAACoY/Ycg3q2YMGCuPnmmzPtjh07xt13373BYAwAAADYOswcg3r2+OOPx6JFizLtn/3sZ9G2bdscVgQAAMCWSKfTsWhRxNJlEa1bRRQWhoPRGhHhGNSjdDodTz75ZKbdoUOHOP7443NYEQAAAJtrUWlFPD66Ip4em47i4rX9RUUR/U6MOK5vREG+kKyhs6wS6tGUKVPik08+ybS/9a1vRdOmMmoAAIDG5pVXV8a3ji+JO+/ODsYiIoqLI+68Ox0DT0vHa6+nc1MgteZv5VCP3n777ax2TSdTAgAAUH8+/GjTAqx33knHrbcvjvLytX1794zouFPE3HkR706r7CtbEnH5sHT85JJ07Ldv7WaQ7b6bmWb1TTgG9eidd97Jau+7774REVFSUhLPPPNMvPDCC1FcXBwlJSVRUFAQO++8c/Tp0yeOP/74+MpXvpKLkgEAALZ5g87d/Nldhx0aMfiCVHTtsjbUmjU7Hffcm46JkyLKyyNuvjUionafMeEl4Vh9E45BPZo5c2bmOpVKRadOneKFF16IESNGxMKFC7OeXbZsWcybNy+mTJkS9913X3z729+OkSNHRn5+fn2XDQAAsNUtLGl8yw8POzRi1HWpyMvLDrS6dknFqOsjhg2vDMg2RS5/H9q3S2YwJxyDerTuKZUdOnSIMWPGxJVXXrnRcel0Op555pmYPn16PPjgg7HTTjttzTIBAADq3Xf6Nb5w7KILqgZja+TlpWLwhRETJ23az5XL34ekzlqzIT/Uo9LS0sz1smXLYuTIkZn2CSecEI888ki8+eab8fbbb8czzzwTgwcPjlatWmWemTlzZlxyySWxevXq+iwbAACA9ezdM6JLlw2HSV27pKJnj3oqiM0mHIN6tHTp0qzr1atXRyqVihtuuCFuueWWOPjggyM/Pz9atmwZe+21V1xyySXx+OOPR/v27TPjJk+eHI899lguygcAAOD/dKzlgp6OHbduHWw54RjUoxYtWlTpO+OMM6Jfv341junevXtcd911WX0PPvhgVFRU1HV5AAAA1NLcebV8bu7WrYMtZ88xqEetW7eOZcuWZdpNmzaNH/7whxsdd8wxx0T37t1jxowZERExZ86ceO+996JHD/NzAQCAbcNfns7dflebs8/Xu9MqT6XsuoGllbNmp2Pa9E17by5/H5JKOAb1qE2bNvHll19m2j179qz15vpHHnlkJhyLiPjXv/4lHAMAALYZuT0pcfM2wb/n3nSMuj6q3ZS/vDwd99y76e9N6omRuSQcg3rUsWPH+PjjjzPtvfbaq9Zju3XrltWeN6+Wc3gBAADYoIcerH0gtWRJOn52WcTSZRETJ0UMG56OwRdG1gyyWbMrg7GJkyrbrVtF3HJTRJs2gq+GSDgG9WiPPfaI119/PdMuLCys9dj1n120aFGd1QUAAJBku++2KaFVKq67NuLyYRWxenVlQDZxUjp69khHx46Ve4ytu5QyLy/iF9ekYt99BGMNlQ35oR6tP1Ns5cqVtR67/rPNmzevk5oAAADYNL0PScXdd+RHfv7awGva9Ijx/8gOxtq2ibhxVCp6HyIYa8jMHIN6dPDBB2e1N2Vp5Nz1jjjp0KFDndQEAADApjv8a83jhefaxeN/Kokxf05HcfHae0VFESefmIq+fSMK8gVjDZ1wDOpRt27dokuXLjF79uyIiJgyZUpUVFREkyYbn8Q5efLkrHbPnj23So0AAADUTmFBkzh1QJMY8N2KKC2NWLI0ok3riIKCiFRKKNZYWFYJ9ez444/PXH/++efx8ssvb3RMSUlJvPjii5l2s2bNolevXlulPgAAADZNKpWKwsJU7LJz5a+CscZFOAb17Jxzzon8/PxMe9SoUVFWVrbBMdddd10sXbo00+7fv3+0bdt2q9UIAAAASSEcg3rWrl27uPDCCzPt2bNnx9lnnx2zZs2q8mxZWVkMGzYs/vKXv2T6CgoKssYDAAAAm8+eY5AD5513Xrzzzjvx/PPPR0TEv//97zjhhBOid+/e8ZWvfCWaNWsWxcXF8corr0RpaWlmXF5eXtx0002x884756p0AAAA2KYIxyAHUqlU3HDDDZGXlxfPPPNMRESsWrUqJkyYEBMmTKh2TNu2bePWW2+NI444oj5LBQAAgG2aZZWQIy1atIhbbrklbr/99th3331rfK5169bxve99L5577jnBGAAAANQxM8cgx/r27Rt9+/aN2bNnx7Rp02L+/PmxYsWKaN++fXTp0iUOPPDAaNasWa7LBAAAgG2ScAwaiC5dukSXLl1yXQYAAAAkinAMttCcOXOiZ8+eWX1Dhw6NQYMG5aSeGTNmRP/+/bP6KioqclILAAAANHTCMagD5eXlWe1chlHpdLpKPQAAAED1bMgPAAAAQGKl0ul0OtdFAI3DwoULc11CllQqFe3atYuIiJKSkvDHGfXNd5Bc8v0j13wHyTXfQXLJ9y+32rdvX6fvM3MMAAAAgMQSjgEAAACQWMIxAAAAABJLOAYAAABAYgnHAAAAAEgs4RgAAAAAiSUcAwAAACCxhGMAAAAAJJZwDAAAAIDEEo4BAAAAkFjCMQAAAAASSzgGAAAAQGIJxwAAAABILOEYAAAAAIklHAMAAAAgsYRjAAAAACSWcAwAAACAxBKOAQAAAJBYwjEAAAAAEks4BgAAAEBiCccAAAAASCzhGAAAAACJJRwDAAAAILGEYwAAAAAklnAMAAAAgMQSjgEAAACQWMIxAAAAABJLOAYAAABAYgnHAAAAAEgs4RgAAAAAiSUcAwAAACCxhGMAAAAAJJZwDAAAAIDEEo4BAAAAkFjCMQAAAAASSzgGAAAAQGIJxwAAAABILOEYAAAAAIklHAMAAAAgsYRjAAAAACSWcAwAAACAxBKOAQAAAJBYwjEAAAAAEqtprguAxmjo0KExZsyYGu8PGzYszjnnnPoraB3Tp0+Pfv361Xi/U6dOMX78+PorCAAAABow4RjUozvvvDPuuuuuLX7PIYccEg8//HAdVAQAAADJJhyDOpCXl5fVbtJk665Ybt26dY33UqlUlXoqKioinU5v1ZoAAACgMRKOwRbalGWK1QVXtVFeXp7V/uY3v1njs927d49p06Zl9W1sGSgAAAAklXAM6tGQIUNiyJAhmzTmyy+/jK9//euxevXqiKicNda3b9+tUR4AAAAkjtMqoYH7y1/+kgnGIipnjbVp0yaHFQEAAMC2w8wxaODWXw558skn56iSxiWdTseiRRFLl0W0bhVRWFi5rBUAAADWJRyDBmzGjBkxY8aMTLtTp07Ru3fvHFbU8JUuTsfz4yKeHpuO4uK1/UVFEf1OjDiub0RBvpAMAACASpZVQgP21FNPZbX79etn9tMGTHotHQNPS8edd2cHYxERxcURd95def+1153cCQAAQCXhGDRQq1evjmeeeSarr1+/frkpphGY9Fo6rvh5OsqWrO3bu2fE0UdW/rpG2ZKIy4cJyAAAAKhkWSU0UP/85z/jyy+/zLR79eoVnTt3zmFFDdei0ooYcW1FlJdXtg87NGLwBano2mXtLLtZs9Nxz73pmDgporw8YsQ16Rj9uCWWAAAASWfmGDRQNuKvvaf/vCLKyiqvDzs0YtR12cFYRETXLqkYdX0qDutT2S5bEjFuXD0XCgAAQIMjHIMGqKSkJP7xj39k2q1atYq+ffvmsKKGK51Ox+gnlmfaF12Qiry86meD5eWlYvCFa++NGZuOdNrySgAAgCQTjkED9Oyzz8aqVasy7W9+85vRtm3bHFbUcJWUpGPW7IqIqNxbrEuXDS+T7NolFT17VF4XF0eUlm7tCgEAAGjIhGPQAK1/SqUllTVbsmTtzK+OO9VuTMeO64xfWscFAQAA0KgIx6CB+eCDD+Lf//53pt2pU6fo06dPDitq2Nq0WTtTbO682o2ZO3ed8a3ruCAAAAAaFeEYNDDrb8R/0kknRSrlRMWatGuXiq5dKv8oe3da5amUGzJrdjqmTa+8LiqKKCjY2hUCAADQkAnHoAEpLy+PsWPHZvVZUrlhqVQqBg5omWnfc286ysurD8jKy9Nxz71r7518YkrwCAAAkHDCMWhAXn311Zg/f36m3atXr+jcuXMOK2oc+p3UItacVzBxUsSw4ekqM8hmzU7HsOHpmDipst22TYQDQAEAAGia6wKAtZ5++umstlljtVNY0CSuHdEkLhtaEeXllQHZxEnp6NkjHR07Vu4xtmYpZUREXl7ENSNSUZBv1hgAAEDSmTkGDcTixYvjb3/7W6bdqlWr6GtqU631PiQVN45KRds2a/umTY8Y/4/sYKxtm4gbR6Wi9yGCMQAAAMwcgwbjueeeixUrVmTaxx57bLRds1aQWul9SCpGPx4xblzEmLHpKC5ee6+oqHKPsb59w4wxAAAAMoRj0ECsf0pl//79c1RJ41aQn4qBAyIGnBJRWhqxZGlEm9aVp1LafB8AAID1CcegAZg1a1ZMnjw5095ll12iT58+Oayo8UulUlFYGFFYmOtKAAAAaMjsOQYNwPqzxk466SSznAAAAKAeCMcgx9LpdIwdOzarzymVAAAAUD+EY5BjkyZNik8//TTTPuigg6JLly45rAgAAACSQzgGObb+kkqzxgAAAKD+CMcgh5YsWRIvvvhipt2qVas47rjjclgRAAAAJItwDHLohRdeiKVLl2baxx57bLRt2zaHFQEAAECyNM11AZBk/fv3j/79++e6DAAAAEgsM8cAAAAASCwzx2ALzZkzJ3r27JnVN3To0Bg0aFBO6pkxY0aV2WgVFRU5qQUAAAAaOuEY1IHy8vKsdi7DqHQ6XaUeAAAAoHqWVQIAAACQWKl0Op3OdRFA47Bw4cJcl5AllUpFu3btIiKipKQk/HFGffMdJJd8/8g130FyzXeQXPL9y6327dvX6fvMHAMAAAAgsYRjAAAAACSWcAwAAACAxBKOAQAAAJBYwjEAAAAAEks4BgAAAEBiCccAAAAASCzhGAAAAACJJRwDAAAAILGEYwAAAAAklnAMAAAAgMQSjgEAAACQWMIxAAAAABJLOAYAAABAYgnHAAAAAEgs4RgAAAAAiSUcAwAAACCxhGMAAAAAJJZwDAAAAIDEEo4BAAAAkFjCMQAAAAASSzgGAAAAQGIJxwAAAABILOEYAAAAAIklHAMAAAAgsYRjAAAAACSWcAwAAACAxBKOAQAAAJBYwjEAAAAAEks4BgAAAEBiCccAAAAASCzhGAAAAACJJRwDAAAAILGEYwAAAAAklnAMAAAAgMQSjgEAAACQWMIxAAAAABJLOAYAAABAYgnHAAAAAEgs4RgAAAAAiSUcAwAAACCxhGMAAAAAJFbTXBcAjdHQoUNjzJgxNd4fNmxYnHPOObV+36xZs2LatGnxxRdfxJIlS6JVq1bRrl276NGjR+y5556Rl5dX63dNnz49+vXrV+P9Tp06xfjx42v9PgAAANiWCccgR1auXBkPPfRQPPbYY/HJJ5/U+Nx2220Xp5xySpx//vlRUFBQjxUCAADAts+ySqgDeXl5Wf80abLh/7Q+/PDD6NevX9x0000bDMYiIr788su477774tvf/na8+eabG60llUpVqSeVSm3SzwMAAABJYeYYbKFNXaY4d+7cOPvss2P+/PlZ/XvvvXcceOCB0a5du1iyZEnMmDEjXn/99SgvL4+IiPnz58cPfvCDeOSRR2Lvvfeu8f3du3ePadOmZfVtbBkoAAAAJJVwDOrZqFGjsoKxjh07xi233BK9evWq8mxxcXFcdtllMXny5IiIWLp0aVx11VXx5JNPmg0GAAAAdcCySqhHn3/+ebzwwguZdrNmzeJ3v/tdtcFYRERRUVH87ne/i6Kiokzfu+++G1OmTNnapQIAAEAiCMegHk2aNCnS6XSmfeyxx8Zee+21wTFt27aNc889t8p7AAAAgC1nWSXUo3nz5mW1999//1qNO/DAA7Pa6+9XxtaVTqdj0aKIpcsiWreKKCwMy1oBAAC2EcIxqEcVFRVZ7VatWtVq3PrPCWbqR+nidDw/LuLpsekoLl7bX1QU0e/EiOP6RhTk+3cBAADQmFlWCfVo1113zWp/+umntRo3Z86crHbnzp3rrCaqN+m1dAw8LR133p0djEVEFBdH3Hl35f3XXk9X/wIAAAAaBeEY1KM+ffpEs2bNMu2//vWvVWaTVee5557LXKdSqfjGN76xNcrj/0x6LR1X/DwdZUvW9u3dM+LoIyt/XaNsScTlwwRkAAAAjZlwDOpRhw4dYuDAgZn2hx9+GLfeeusGx/z1r3+NMWPGZNonnXRSdO3adWuVmHili9Mx8tp0lJdXtg87NOKRP6bivnuaxDUjmsR99zSJR/6YisP6VN4vL48YcU06ShcLyAAAABoj4RjUs5/97Gex7777Ztr3339/fP/734+XX345SkpKIp1Ox5IlS+Jf//pXDB8+PC6++OLM7LJ99903rrrqqlyVngjPj4vMjLHDDo0YdV0qunbJ3lesa5dUjLp+bUBWtiRi3Lh6LhQAAIA6YUN+qGdt2rSJP/7xj/GrX/0qnnzyySgvL48JEybEhAkTahzTvHnz+N73vhc/+clPomXLlvVYbbKk0+l4euzaGWAXXZCKvLzqN9zPy0vF4AsjJk6qfH7M2HQMOMVhCQAAAI2NmWOQA23atIlf/OIX8eijj8aee+65wWe33377GDVqVAwdOlQwtpUtWhSZzff37hnRpcuGg66uXVLRs0fldXFxRGnpVi4QAACAOiccgxxYvHhxXH311XHmmWfGBx98sMFnv/jii/jZz34WJ5xwQrz55pv1VGEyLV229rrjTrUb07Hj2uslS+u2HgAAALY+yyqhnn366acxaNCgKF4zRSkijjjiiDjttNNiv/32i8LCwli6dGm8//778eyzz8b//M//xKpVq+KDDz6IQYMGxc033xzHH398Dn+CbVfrVmuv586r3Zi5c9det2ldt/UAAACw9QnHoB6tXLkyLrjggqxg7JprronTTjst67nCwsI4+OCD4+CDD46TTz45vv/978fixYujvLw8Lr/88thzzz2jW7du9V3+Nq+wMKKoqHKJ5LvTImbNTlfZjH9ds2anY9r0yuuiooiCgnoqFAAAgDpjWSXUo9GjR8d7772XaX/ve9+rEoytb//9949rr7020161alXccsstW63GJEulUtHvxLVh2D33pqO8PF3ts+Xl6bjn3rX3Tj4xZTN+AACARkg4BvXoqaeeymr/4Ac/qNW44447Ljp37pxpv/zyy7Fw4cI6rY1Kx/WNaNum8nripIhhw9Mxa3Z2QDZrdjqGDU/HxEmV7bZtIvr2redCAQAAqBOWVUI9WblyZcyYMSPTLioqil122aVWY1OpVPTq1Ss+/vjjiIhIp9Px7rvvxuGHH75Vak2ygvxUXDMi4vJh6SgvrwzIJk5KR88e6ejYsXKPsTVLKSMi8vIirhmRioJ8s8YAAAAaIzPHoJ4sXLgwysvLM+3tt99+k8bvsMMOVd7H1tH7kFTcOCqVmUEWURmIjf9HdjDWtk3EjaNS0fsQwRgAAEBjZeYY1JMWLVpktVesWLFJ45ctW5bVbtWqVQ1PUhd6H5KK0Y9HjBsXMWZsOtY5QyGKiir3GOvbN8wYAwAAaOSEY1BPCgsLo1mzZrFq1aqIiJg1a1asXr06mjat3X+GM2fOzGpvt912dV4j2QryUzFwQMSAUyJKSyOWLI1o07ryVEqb7wMAAGwbLKuEepJKpWKfffbJtJcuXRovvfRSrcbOmzcv3njjjUy7RYsW0aNHj7oukRqkUqkoLEzFLjtX/ioYAwAA2HYIx6AeHXXUUVntm266KUpLSzc4Jp1Ox8iRI2PlypWZvsMOOyxatmy5VWoEAACAJBGOQT363ve+F+3atcu0Z82aFWeccUZMnz692ufnzZsXgwcPjvHjx2f1X3TRRVuzTAAAAEgMe45BPWrbtm3ceOONMXjw4Fi9enVERLz//vvRr1+/2G+//WL//fePwsLCWLp0abz33nvx+uuvZ/YoW+Piiy+OfffdNxflAwAAwDZHOAb17Igjjojbb789hg8fHiUlJZn+qVOnxtSpU2sc17Rp07j44ovjRz/6UT1UCQAAAMkgHIMcOOaYY2K//faLP/7xj/HUU0/FggULany2RYsWcdxxx8W5554b3bt3r8cqAQAAYNsnHIMc2XHHHeOyyy6LSy+9NGbOnBnTp0+PhQsXxpIlS6Jly5ZRUFAQe+65Z/To0SOaN2+e63IBAABgmyQcgxxLpVKx5557xp577pnrUgAAACBxhGOwhebMmRM9e/bM6hs6dGgMGjQoJ/XMmDEj+vfvn9VXUVGRk1oAAACgoROOQR0oLy/PaucyjEqn01XqAQAAAKrXJNcFAAAAAECupNLpdDrXRQCNw8KFC3NdQpZUKhXt2rWLiIiSkpLwxxn1zXeQXPL9I9d8B8k130Fyyfcvt9q3b1+n7zNzDAAAAIDEEo4BAAAAkFjCMQAAAAASSzgGAAAAQGIJxwAAAABILOEYAAAAAIklHAMAAAAgsYRjAAAAACSWcAwAAACAxBKOAQAAAJBYwjEAAAAAEks4BgAAAEBiCccAAAAASCzhGAAAAACJJRwDAAAAILGEYwAAAAAklnAMAAAAgMQSjgEAAACQWMIxAAAAABJLOAYAAABAYgnHAAAAAEgs4RgAAAAAiSUcAwAAACCxhGMAAAAAJJZwDAAAAIDEEo4BAAAAkFjCMQAAAAASSzgGAAAAQGIJxwAAAABILOEYAAAAAIklHAMAAAAgsYRjAAAAACSWcAwAAACAxBKOAQAAAJBYwjEAAAAAEks4BgAAAEBiCccAAAAASCzhGAAAAACJJRwDAAAAILGEYwAAAAAklnAMAAAAgMQSjgEAAACQWE1zXQA0RkOHDo0xY8bUeH/YsGFxzjnn1Pp9H330UbzzzjuxYMGCWLVqVey4445RVFQUBxxwQDRpsmkZ9vTp06Nfv3413u/UqVOMHz9+k94JAAAA2yrhGOTI6tWrY8yYMfHb3/42Pv7442qf2XHHHaN///4xePDgaNGiRT1XCAAAANs+4RjUgby8vKz2xmZ7ffHFFzFkyJCYPHnyBp+bP39+/OY3v4kXX3wx7rjjjthzzz03WksqlapST0VFRaTT6Y2OBQAAgKQRjsEW2tRliqWlpfG9730vZs+enelr0qRJ9OrVK/bee+9o0aJFfPrpp/HKK6/EwoULIyJi5syZ8f3vfz9Gjx4dO+200wbf371795g2bVpW38aWgQIAAEBSCcegng0bNiwrGNttt93itttuix49emQ9t2zZsrjlllvi4YcfjoiIuXPnxiWXXBKPP/54vdYLAAAA2zKnVUI9mjx5cvztb3/LtLfbbrt4+OGHqwRjERGtWrWKK6+8Mr73ve9ljR83bly91AoAAABJIByDevTII49ktX/yk5/EDjvssMExl19+ebRr1y7Tvuuuu7ZGaQAAAJBIwjGoJ+l0Ov73f/83027RokV85zvf2ei4Vq1aZT33n//8J/7zn/9slRrZdqXT6SgpScenn1X+6oAGAACASvYcg3oyd+7c+PLLLzPtHj16RMuWLWs19sADD8zsPRYR8eKLL8Zee+1V5zWy7SldnI7nx0U8PTYdxcVr+4uKIvqdGHFc34iC/FTuCgQAAMgxM8egnqw5eXKNjZ06uaFn33jjjTqpiW3bpNfSMfC0dNx5d3YwFhFRXBxx592V91973SwyAAAguYRjUE+WL1+e1W7WrFmtxzZv3jyr/cEHH9RJTWy7Jr2Wjit+no6yJWv79u4ZcfSRlb+uUbYk4vJhAjIAACC5LKuEelJQUJDVXrx4ca3HlpaWZrXnz58fZWVl0bZt2zqpjW1L6eJ0jLw2HeXlle3DDo0YfEEqunZZu3xy1ux03HNvOiZOiigvjxhxTTpGP26JJQAAkDxmjkE92XHHHSOVWhs8bMrsr+o24P/ss8/qpC62Pc+Pi8yMscMOjRh1XXYwFhHRtUsqRl2fisP6VLbLlkSMG1fPhQIAADQAwjGoJwUFBbHHHntk2nPmzIn333+/VmP/8Y9/VOlbunRpndXGtiOdTsfTY9cukbzoglTk5VU/GywvLxWDL1x7b8xYp1jC/2/vzuNsLv//jz/PbDLGzGDGWDPIXnwQQsXHlJH6yNhKRZSSshdRH1kSWqgIfSpfosWSJfURyZZWWyJr1mE+ZgZjLGP2Ob8/5udt3mfOmTlnds7jfru5da7rXNf1vmbmFTOvuRYAAAC4H5JjQBH65z//aSp/+OGHufbZuXOnfv/992z1JMdgz8WLMg7fb9RQqlEj522SoTUsatgg8/WpU5LNDl4AAAAAuOmRHAOKUJ8+fUwH8f/3v//VokWLHLY/ffq0Ro0aZfc92wP+AUm6mnj9dSUnL0StVOn66wRyrgAAAADcDMkxoAiFhIRo2LBhprrJkydr6NCh2rZtmxISEpSenq5Tp05p3rx56t69u6KioiRJZcqUMfXz9fUtsnnjxuFb+vrr6Bjn+kRHX39dhrACAAAA4Ga4rRIoYgMGDNDx48e1fPlyo27dunVat26dwz533323qlSpoqVLlxp1trdfApIUECBVr565RXLf/sxbKW0P48/qxEmr9h/IfF29ukRYAQAAAHA3rBwDipjFYtGUKVM0ZswY+fn55dr+0Ucf1QcffKC4uDhTPckx2GOxWNS1y/Vk2Jy5VqWn2z9kPz3dqjlzr78X0cViulEVAAAAANwBK8eAYtK/f39FRERo1apV+umnn/T3338rPj5enp6eqly5slq1aqWIiAjdcccdkjLPH7vG19dXlStXLq6po4R7oJM0f4F0JUH65Tdp7KtWPT9IphVkJ05mJsZ++S2z7FdG6tSpeOYLAAAAAMWJ5BhQjAIDA9WvXz/169cvx3ZJSUk6cuSIUb799tvl4cHCT9jnX9aiieOl0WOtSk/PTJD98ptVDRtYValS5hlj17ZSSpKnpzRxvEX+ZVk1BgAAAMD98NM1cAPYvXu30tLSjHLjxo2LcTa4EbRqadFbUy3yy3KPw/4D0sZN5sSYXxnprakWtWpJYgwAAACAe2LlGHAD+Pbbb03lf/3rX8U0E9xIWrW0aOliae1aaeVqq06duv5e9eqZZ4x16iRWjAEAAABwayTHgBIuLi5O3333nVG+/fbbVb9+/WKcEW4k/mUt6tVT6tlDunRJSrgqlfHNvJWSw/cBAAAAgOQYUOLNmDFDV65cMcrPPPNMMc4GNyqLxaKAACkgoLhnAgAAAAAlC2eOASXYp59+qmXLlhnl9u3bqxNXCgIAAAAAUGBYOQYUsWXLlmnPnj3q2bOnw4P1z549qxkzZmjFihVGXfny5TV+/PiimiYAAAAAAG6B5BhQxJKTk7V06VItXbpUlSpVUpMmTVS1alWVLl1acXFxOnLkiHbt2qX09HSjj7+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      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 511,
       "width": 611
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_forest(\n",
    "    clv_estimate.isel(customer_id=range(10)), combined=True, labeller=labeller\n",
    ")\n",
    "plt.xlabel(\"Expected CLV\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d524c246",
   "metadata": {},
   "source": [
    "According to our models, customer[6] has a much higher expected CLV. There is also a large variability in this estimate that arises solely from uncertainty in the parameters of the BG/NBD and GG models. \n",
    "\n",
    "In general, these models tend to induce a strong correlation between expected CLV and uncertainty. This modelling of uncertainty can be very useful when making marketing decisions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "d56da0f3-9f85-4972-898c-ba0490cdb12e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The watermark extension is already loaded. To reload it, use:\n",
      "  %reload_ext watermark\n",
      "Last updated: Wed Nov 27 2024\n",
      "\n",
      "Python implementation: CPython\n",
      "Python version       : 3.10.14\n",
      "IPython version      : 8.22.2\n",
      "\n",
      "pymc    : 5.15.1\n",
      "pytensor: 2.22.1\n",
      "\n",
      "pymc_marketing: 0.10.0\n",
      "numpy         : 1.26.4\n",
      "pandas        : 2.2.2\n",
      "matplotlib    : 3.8.4\n",
      "arviz         : 0.18.0\n",
      "pytensor      : 2.22.1\n",
      "\n",
      "Watermark: 2.4.3\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -n -u -v -iv -w -p pymc,pytensor"
   ]
  }
 ],
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