{
 "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": 47,
   "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",
    "from pymc_extras.prior import Prior\n",
    "\n",
    "from pymc_marketing import clv"
   ]
  },
  {
   "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",
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       "\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 several 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",
    "- [Modified Beta-Geometric/Negative Binomial Distribution (MBG/NBD)](https://pymc-marketing.readthedocs.io/en/stable/notebooks/clv/mbg_nbd.html)\n",
    "\n",
    "We will be using the BG/NBD model in this notebook because it works well for basic use cases. For more comprehensive modeling, the Pareto/NBD and MBG/NBD models have expanded functionality and fewer limitations.\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": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
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       "<g id=\"clust1\" class=\"cluster\">\n",
       "<title>clustercustomer_id (2357) x obs_var (2)</title>\n",
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   "source": [
    "bgm = clv.BetaGeoModel(data=rfm_data)\n",
    "\n",
    "bgm.build_model()\n",
    "bgm.graphviz()"
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  {
   "cell_type": "markdown",
   "id": "27369174",
   "metadata": {},
   "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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   "cell_type": "code",
   "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",
    "    \"r\": Prior(\"HalfNormal\", sigma=10),\n",
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   "cell_type": "code",
   "execution_count": 9,
   "id": "cc17d278",
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       "BG/NBD\n",
       "            alpha ~ HalfNormal(0, 10)\n",
       "                a ~ HalfNormal(0, 10)\n",
       "                b ~ HalfNormal(0, 10)\n",
       "                r ~ HalfNormal(0, 10)\n",
       "recency_frequency ~ BetaGeoNBD(a, b, r, alpha, <constant>)"
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     "execution_count": 9,
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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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   "cell_type": "code",
   "execution_count": 10,
   "id": "cad20dc1-ebfd-436d-a364-0afd7ea4940e",
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   "source": [
    "Having specified the model, we can now fit it."
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  {
   "cell_type": "markdown",
   "id": "7eae7593-1d6d-4441-937c-b072ce7f33dc",
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    "### Model Fitting with MAP\n",
    "By default, `fit` generates full Bayesian posteriors via [MCMC](https://en.wikipedia.org/wiki/Markov_chain_Monte_Carlo) sampling. For extremely large datasets where uncertainty estimates are not needed and/or MCMC is too slow, [maximum a posteriori](https://en.wikipedia.org/wiki/Maximum_a_posteriori_estimation) can be used to estimate point estimates for model parameters.\n",
    "\n",
    "Use `rfm_train_test_split` for train/test splits. Here we are training on 52 weeks of data, and withholding the remaining 26 weeks for testing:"
   ]
  },
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   "cell_type": "code",
   "execution_count": 11,
   "id": "4940500c-f044-4a68-ab53-9418deba101a",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>26.0</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>52.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>19.775</td>\n",
       "      <td>26.0</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>40.0</td>\n",
       "      <td>44.928000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2354</th>\n",
       "      <td>2355</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>24.600</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2355</th>\n",
       "      <td>2356</td>\n",
       "      <td>4.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>33.317500</td>\n",
       "      <td>2.0</td>\n",
       "      <td>28.980</td>\n",
       "      <td>26.0</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>40.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2357 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      customer_id  frequency  recency     T  monetary_value  test_frequency  \\\n",
       "0               1        3.0     49.0  52.0       23.723333             0.0   \n",
       "1               2        1.0      2.0  52.0       11.770000             0.0   \n",
       "2               3        0.0      0.0  52.0        0.000000             0.0   \n",
       "3               4        0.0      0.0  52.0        0.000000             0.0   \n",
       "4               5        0.0      0.0  52.0        0.000000             0.0   \n",
       "...           ...        ...      ...   ...             ...             ...   \n",
       "2352         2353        0.0      0.0  40.0        0.000000             2.0   \n",
       "2353         2354        5.0     24.0  40.0       44.928000             0.0   \n",
       "2354         2355        0.0      0.0  40.0        0.000000             1.0   \n",
       "2355         2356        4.0     26.0  40.0       33.317500             2.0   \n",
       "2356         2357        0.0      0.0  40.0        0.000000             0.0   \n",
       "\n",
       "      test_monetary_value  test_T  \n",
       "0                   0.000    26.0  \n",
       "1                   0.000    26.0  \n",
       "2                   0.000    26.0  \n",
       "3                   0.000    26.0  \n",
       "4                   0.000    26.0  \n",
       "...                   ...     ...  \n",
       "2352               19.775    26.0  \n",
       "2353                0.000    26.0  \n",
       "2354               24.600    26.0  \n",
       "2355               28.980    26.0  \n",
       "2356                0.000    26.0  \n",
       "\n",
       "[2357 rows x 8 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rfm_train_test_data = clv.utils.rfm_train_test_split(\n",
    "    raw_trans,\n",
    "    customer_id_col=\"id\",\n",
    "    datetime_col=\"date\",\n",
    "    monetary_value_col=\"spent\",\n",
    "    train_period_end=\"19980101\",\n",
    "    datetime_format=\"%Y%m%d\",\n",
    "    time_unit=\"W\",\n",
    ")\n",
    "\n",
    "rfm_train_test_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17db84d4-9275-4f60-bcff-c0584060a39e",
   "metadata": {},
   "source": [
    "Note any customers who made their first purchase during the testing period will be excluded. Use `rfm_summary` to retain all customers for the final model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "597d1208-f5c9-43c0-9813-e0044d5fd55c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d3cd7e067ae7437f945df57d0473476d",
       "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/plain": [
       "alpha            6.754\n",
       "phi_dropout      0.219\n",
       "kappa_dropout    2.171\n",
       "r                0.283\n",
       "a                0.475\n",
       "b                1.696\n",
       "Name: value, dtype: float64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bgm_map = clv.BetaGeoModel(data=rfm_train_test_data)\n",
    "\n",
    "bgm_map.fit(method=\"map\")\n",
    "bgm_map.fit_summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "857c83fd-6915-4bca-b283-0acc7484a451",
   "metadata": {},
   "source": [
    "Let's evaluate model performance by tracking predictions against historical purchases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fd6e2c91-dd6f-4859-a0d3-d6396efc5f50",
   "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_map,\n",
    "    purchase_history=raw_trans,\n",
    "    datetime_col=\"date\",\n",
    "    customer_id_col=\"id\",\n",
    "    datetime_format=\"%Y%m%d\",\n",
    "    time_unit=\"W\",\n",
    "    t=78,\n",
    "    set_index_date=True,\n",
    "    t_start_eval=52,\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fa7f142-3fdc-4703-b95b-83823de00f21",
   "metadata": {},
   "source": [
    "Looks like MAP is over-predicting the number of purchases during the testing period, and these predictions also don't have any uncertainty estimates."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80f6f7f9-551b-4799-adfa-ec03443c6ffe",
   "metadata": {},
   "source": [
    "### Model Fitting with MCMC\n",
    "MCMC sampling is recommended to illustrate uncertainty in parameter estimates and create credibility intervals around predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d0667779",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [alpha, a, b, r]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "169fb1c89da24241b61369b593380262",
       "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"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 7 seconds.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hdi_3%</th>\n",
       "      <th>hdi_97%</th>\n",
       "      <th>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>ess_bulk</th>\n",
       "      <th>ess_tail</th>\n",
       "      <th>r_hat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>alpha</th>\n",
       "      <td>7.092</td>\n",
       "      <td>0.509</td>\n",
       "      <td>6.106</td>\n",
       "      <td>8.020</td>\n",
       "      <td>0.012</td>\n",
       "      <td>0.009</td>\n",
       "      <td>1727.0</td>\n",
       "      <td>2042.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>a</th>\n",
       "      <td>0.687</td>\n",
       "      <td>0.156</td>\n",
       "      <td>0.431</td>\n",
       "      <td>0.972</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.004</td>\n",
       "      <td>1667.0</td>\n",
       "      <td>1616.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b</th>\n",
       "      <td>3.259</td>\n",
       "      <td>0.977</td>\n",
       "      <td>1.763</td>\n",
       "      <td>5.103</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.030</td>\n",
       "      <td>1624.0</td>\n",
       "      <td>1739.0</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>1558.0</td>\n",
       "      <td>2098.0</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",
       "alpha  7.092  0.509   6.106    8.020      0.012    0.009    1727.0    2042.0   \n",
       "a      0.687  0.156   0.431    0.972      0.004    0.004    1667.0    1616.0   \n",
       "b      3.259  0.977   1.763    5.103      0.025    0.030    1624.0    1739.0   \n",
       "r      0.276  0.012   0.254    0.299      0.000    0.000    1558.0    2098.0   \n",
       "\n",
       "       r_hat  \n",
       "alpha    1.0  \n",
       "a        1.0  \n",
       "b        1.0  \n",
       "r        1.0  "
      ]
     },
     "execution_count": 14,
     "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": 15,
   "id": "fe4ab5d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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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": [
    "Looking at the time plots again, we can see results track much more closely when fit with MCMC:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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=\"id\",\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": [
    "Purchases can be plotting cumulatively as well as incrementally:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a3487622-29c7-41c3-a749-ca7b0990461d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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voH///toanWq1GkFBQVi1ahVOnz6t3U6pVOK7777Dd999V+wxFi9erPM6+/j4YMqUKejTp4+2tEtKSgpOnTqFNWvWICIiArGxsfjyyy/N92TLwOeff47w8HAAQEBAAN544w1069YNHh4eAPKf4+HDh7F06VLRV593796NwYMH6y2PIfXzzz/j119/FfUpFAq8/PLLeP7559G+fXttUEgQBERHRyMkJARHjx7FyZMnkZmZafTzuX//PhYsWKA9xpAhQzB48GC0bt0atra20Gg0iI2N1blxIQgC3n//ffz777+i/vbt22PkyJHo1KmTtrSNRqPB9evXsWfPHmzbtg05OTkA8jPNZ82ahU2bNplUgmDbtm0ICQkBkP818smTJ6NXr17aLPDHjx9j9+7dWLFihfa1EAQBCxYswIEDB/D+++/j3r17AICnn34aY8eORadOnbRBqqioKPz222/Ytm2b9phpaWlYtGgRfvjhh2LnFx0djUmTJiE9PV3bZ29vj8GDB2PQoEFo1aqV9lgZGRk4f/481q9fLyod8Mcff6B58+YYOXKk0a8LAMyYMUNbEuLpp5/G66+/jo4dO2rfLwkJCdi3bx9+/vlnpKWlabdbs2YNXnzxRb21rQveD0D++7hwwH7w4MFo06aNwfm0bNnS4GMKhQKtW7dG7969ERAQgCZNmogy+XNzc3Hjxg0cOXIEW7Zs0c5XEAR8/vnnCAgIMKmEi7Ur6blamI+PD5555hl06dIFTZo0Qd26dUU3n2JiYnDu3Dls3boVYWFh2v7Tp09jzZo1mDx5ssnztuQ1c/369TplIPr3749hw4ahdevW2mMA+aUj7t69i+vXr+PUqVM4efKk0YFgR0dHdO3aFb169YK/vz/8/PxEN9JSU1MRGhqKv/76C3///bf2RnJ6ejpmzpyJP//806jM97Nnz2LOnDk637Dq3Lkzhg0bhi5dusDLy0vbn5CQgLCwMJw6dQqHDh3SW25j/Pjx2jIbGzZsEP1ONX78+CLPoaLObVP8+++/+Oabb0Svt0KhwMiRIzFkyBA0a9YMCoUCKpUKV65cwZYtW3DgwAHt2KysLMycORO7du0y+Zy3xDWxwJIlS/Do0SNtWy6XY/DgwXj55ZfRsmVL0c2bnJwcREZGan9e0s9OIqLyIBMq6i1RIiKiYkjrpxau46mPtL5igVq1auHXX3816Su3mzZtQsuWLdG2bVujxufm5uLLL7/E//73P21fvXr1cPDgwWIzVpcsWYJffvlF1NejRw8sXrxY9AevIXfv3sXZs2cNBpeKqm1dWEZGBmbOnIlTp05p+2xtbfHll1/ilVdeKXYepa25XaBNmzZYtWqVwTIQgiBg7ty52Llzp2iep06dKrJ0RHBwMEaOHCnK6uvRoweWL19uMKNNpVJh3rx52pskhVmy5rap731At35sgenTp2PatGkGt3vw4IFOZnL//v2LzQY7ffo0Jk6cKAoC1K1bFytXrkSTJk2K3BbIDxRt3rwZ77zzjt7HpXV8C7i6uuKXX34xuvTGunXrsGjRIm3b1tYW8+fPx9ChQ4vcLiwsDG+//bYoCPPBBx9gwoQJBrcxVPN50KBB+Pbbbw1mMF64cAHjx48XBYr69++Pw4cPQy6XY968eRg9erTB465atQpLly7Vto05H3JzczFixAhRYLBx48ZYtmxZsdfKNWvWiILn9vb2OHjwYJGL3+lbi8DGxgZffPFFkT+LGzduYNSoUdoF8YD8QFdR9bMB069Hhvz4448YPnw4fH19jRr/+PFjTJkyRXtTAwCGDBmChQsXFrldRanpL70uGzMPc52rQH6guEaNGnj66aeNGq/RaLBy5UosX75c2+fi4oKTJ08azLYuUJbXzAEDBiAqKkrb/vDDD/Hmm28WOb8CWVlZOHz4MF566SWDY6KionDq1CkMHTq02OddICQkBG+99ZboWzfffvttsZ/3jx49wksvvSTaztHREd9++61RaxSoVCrs3bsXrVq1MrjmgrT+9saNG9G5c+di912YqTW3U1NTMXDgQNE139XVFWvXri0yeP7XX3/ho48+El2/W7ZsiR07dhRZzqysrom5ubno2rWr6CbmTz/9hOeee87gMQpLSUnB2bNnTVp/gojI3FiWhIiIqjRbW1usXr3a5FqSY8aMMTqwDeQvarVgwQJR/cjo6OhiM14SEhKwfv16UV+PHj3wyy+/GBXYBvIzQk3NmpSKj4/H6NGjRYFtV1dXBAYGGhXYNhcfHx+sWbOmyKCcTCbDvHnzRIu1qVSqYmtor127VhTYbtiwIVasWGEwsA3kv3+++eYbdOzY0YRnUXGMGTOmyCANANSuXVvnj+ITJ05os5YNWbx4sSiw7e3tjW3bthkV2AYAd3d3g4Htovzwww9GB8tSU1OxYsUKUd93331XbGAbAFq0aIEVK1aIMrU3bNggKtVjjLZt22LRokUGA9tA/s2Ll19+WdR3+PBhAMBbb71VZGC7YEz9+vW1bWPOhz179ogC2z4+PtiwYYNR18q33npLVBc8JycHGzduLHY7qTlz5hT7s2jWrJnO+6RwpqSlzZ492+jANpC/oOTq1atF1++9e/ciJSXFArOr2Ew5VwsMHjzY6MA2kJ+BOm3aNNHnVHp6eonrA1vimpmTkyMKbNesWRPjx483ek6Ojo5FBrYBoFGjRhg/frzRgW0gPzu98E0xAPj999+L3W7NmjWiwLZCocCaNWuMDn7a2trilVdeMRjYLi9//PGHKLAtk8nw888/F5sV/tJLL+HDDz8U9V27dq1E5UkscU2MiYkRBbbbtGljdGAbyP+sZmCbiMobg9tERFSljRgxAs2aNSuTY8lkMkycOFHUV9yiVBs2bBD9Qezu7o7vvvvOpNIHpXXjxg0MHz4c169f1/bVrl0bW7ZsMao0hTm9//77cHd3L3acs7OzTsmXohbce/ToEY4fPy7q+/jjj2Fvb1/ssRQKBT799NNix1U0Hh4eeO+994wa279/f21JFiA/OFrUglYnT54UvV+A/MzYwjccLKFPnz7o1auX0eO3bt0qym7r27cvXnjhBaO3b926teh99ujRI5w4ccLo7QHg008/LbK+fwF9wasaNWoYdQNAoVDoPK/iFqCUlpOZO3euST+/d999V1R/f8eOHUUuAiv11FNPYdy4cUaNffXVV0XXxIcPH5q0yGNZq1atmihAlZubiytXrpTjjMqeqedqaU2aNEnUPn/+vMn7sNQ1U1q72cfHp0wXRS1Kly5dEBAQoG2HhYWJAqFSSqUSO3bsEPVNmjSpwi4MaSyNRoMtW7aI+gYPHowuXboYtf2YMWN0FrY2dZFvS10TpTfWTLlZR0RUUVSMT00iIqJyMnz48DI9njTD5+rVq0WOP3jwoKg9bNgw0R/Mlnb69GmMGjVK9PVqf39//O9//zM6A9dcPDw8TMomateunahdODNO6ty5c8jLy9O269Spg549exp9rKZNm5qUyV8RvPzyy0VmpRemUChEAQ6g6NdT+r4NCAhA9+7dTZ+kiUw9n/fu3StqF842NlZBDdgChb8qX5wWLVroBDwMadWqlU7fSy+9ZFT9W33bF/XzCwsLEz1ep04dUUkMY7i5uaFHjx7admpqKm7evGn09sOHDy/yK/uFeXh4oFGjRqK+op5fRWDqZ0FlU9afvX5+fqKs5ZK83pa6ZkoXYY6KijJpvQFLK6hTD+QHeUNDQw2OPXnyJLKysrRtBwcHvPHGGxadX1m4desW7t+/L+p7/fXXjd5eLpfrjD9//jyys7ON3oelrolubm6idnh4eIkXXSUiKi9cUJKIiKosT09PswZos7KycOvWLSQkJCAjIwNZWVnF/oHw4MEDg489fPgQMTExor7ivnpsTtu3b8f8+fNFQd+ePXti6dKlogWoykr79u2NynAtULduXVG78AJLUtJAx9NPP230H5EFevbsiaCgIJO2KU+mZtJJX8/U1FSDY6UB3rJ438pkMpPKwyiVSty6dUvbtre3L1F2oTQ4XXiRwuKYUpLBxcUFbm5uotfdlO3r1Kkjahf185MuQtu9e3eTzwcg/0bY/v37te2goCD4+/sbtW1J3p+FF+Qr6vlZWlJSEiIjI5GcnIyMjAxkZ2frLPhXeDE8oOjPgsrG1HO1OLm5uYiKisKDBw+QkZGBzMxMvd8SKJzJGh8fD41GY1KGtKWumU5OTmjcuLH2epSSkoLZs2fj66+/tvjN7Li4ONy9exdpaWlIT0+HSqXSGSP9PUQa5C1Meu3v2bOn0SXUKjLpZ3udOnWKXGRWn2effRZz587VXgtUKhWuXbtm9HXcUtfEhg0bwtXVVfs7UlRUFD799FN8/PHHJpWxISIqTwxuExFRlWWOwHZ8fDz+/PNP/PPPP7h9+7bJ2S5FBWCkZQNcXFzQuHHjEs3TFIIg4Mcff8Tq1atF/a+99ho+++yzMi2JUpiPj49J46UB+KK+Si3NaCpJqRpjg3YVhaVez7S0NJ1gSFlktfv4+Jj0h3hISIgo4Ojq6ipa8NVY0nO+cE3W4kgDzsVxcnISXTNM+Rk6OTmJ2oXLsUhJb/YolUps3brV6GMVkGZqm/LaWPJ8t4SwsDDs2rULhw8fFn3TxVjlGYwva6aeq/okJydj9+7d2L9/P8LCwkQ3YY0hCALS0tKMKnNVwJLvyREjRuDLL7/Uto8fP47evXujf//+6NOnDzp37myWsk6CIOD48eP4+++/cerUqRKdJ0XdKA4PDxe1re0bTYZIr2WmBraB/N/hGjRogDt37oj2a2xw21LvP4VCgWHDholKUe3YsQMHDhzA888/j969e6Njx44mnStERGWNwW0iIqqySpNNJAgC1qxZg1WrVom+gmuqogJMhRdkAvLrIJZFHc7NmzeLajDKZDLMmjULb7/9tsWPXRTpV7eLI32tirrxIK05WbNmTZOOBcDi9aTNzdTgkjRr3tDrmZSUpNNXr149k45VEqb+4S2tP/r48WPMnz+/1PMwZWFAU9/T0p+BKd+gMOV8kL42R44cwZEjR4w+liFl+dqU1dfq09LS8NVXX2HPnj062dmmKOqzoLIpbZBsx44d+P7773VqVZsqIyPDpLlY6poJACNHjsTJkydFizbn5ORg79692vJJ9erVQ9u2bdGxY0d069bN5GBnZGQkPvnkk1J/w6iogLj0+l8W1/6yIL12mfraF/D19RUFt015D1vymjh9+nScP39etIhweno6duzYgR07dkAmk8HPzw9t27ZFp06d0K1bN6v7nYeIKjcGt4mIqMqSZjKaYt68eTqLJpVEUcEQaXBbWhfRUqR/xNWpU0e0+Fl5KUlZBGNJ/1gvSdkVa/v6rqVeT+kf6zKZrExeG1N/ZqYEWk1hys2u0v4MLPUztNRrY0p9WUue7+aSmpqK8ePHiwJCJVWawLi1KU1Zq5UrV2LZsmVmmYepN0As+Z5UKBRYuXIlli9frrOQdIHo6GhER0djz549APLrto8aNQqDBg0qtmTX9evXMX78+FLfEACKfq9K929qQLaikl4TS/qZJn09TLnWWvL95+TkhE2bNuHbb7/Fn3/+qVPWRxAE3L59G7dv38b27duhUCjQuXNnjB07Fr1797bYvIiIjMXgNhERkYl2796tE9h2cnLCgAED0KlTJzRq1Aje3t5wcXGBvb29ThmPpk2bluV0TdahQweEhIQgNzcXQH5NztGjR2PDhg2oVatWOc/OMqSL8umrO1qckmxTFVTUICV/XoYVnPvmVtkCuAsXLtQJbNeuXRsDBw5E27ZtUbduXdSsWROOjo6wt7cXZc+fP38eY8eOLespW7WLFy/qBLbt7OzQv39/dO7cGU2bNoW3tzdcXV1hb28PW1tb0dg+ffogLi6uLKdsEltbW8yePRujR4/Gnj17cPjwYYSFhemtHw7k1/cPDg7Ghg0bsGTJEjRo0EDvOJVKhdmzZ+sEnlu2bIl+/fqhVatWqF27Nry8vGBvbw87OzvRdXv58uX4+eefS/ScKur1v6KoSK+Ps7MzvvzyS0ycOBE7d+7EsWPHcOvWLb3XbbVajTNnzuDMmTPo1q0bFi1aBC8vr3KYNRFRPga3iYiITCAIgs4f1126dMHSpUvh6elZ7PamfPVcur+yqsnapUsXTJs2DVOnTkVmZiYA4M6dOxg1ahR+++03nUWyKgNpNlVRNUUNKck2lZG03I9Go0F6enqZffPAWNJyBF27dsWGDRvKZzIVjPRnuGjRIrz88svlM5kK6t69e9i1a5eo780338R7771n1LoEBddWMt7SpUtF7aZNm2LVqlVGl4iwltIv3t7eeOutt/DWW28hPT0dQUFBuHz5Mq5cuYKgoCCdm0/h4eEYM2YMtm/frvcG9J49e0TrStja2mLRokUYOHCgUfMx5b3q4eGB+Ph4bbuy1JKXfl6UtKa/9PeEiva5CAD169fHrFmzMGvWLCQnJ+PSpUu4cuUKrly5gtDQUJ369mfOnMEbb7yBbdu2Wd032Iio8rB84U4iIqJK5Nq1a7h//7627ebmhp9++smowDagW2qkKNJ9xsbGllkd2a5du2LdunWioG9cXBxGjRqFyMjIMplDWZJmHBWuiWks6aKUVVW1atV0+u7du1cOMymadJ7SRTCrMum1h6+NriNHjogyGjt16oQPP/zQ6AV3TfksICAxMRFXrlzRthUKBX7++WejA9t5eXlWeQPSxcUFPXr0wMyZM7Fx40acP38eS5cu1Vmo8dGjR/jhhx/07uPw4cOi9ttvv210YBsw7b0qva5WxGt/SUhv+JX0GwCxsbFF7rei8fDwQL9+/fDBBx9g27ZtOHv2LBYuXKizIPutW7ewdu3acpolERGD20RERCa5efOmqN2rVy+TFqQKDQ01emyrVq1E7fT0dERERBi9fWm1a9cOGzduFAW6Hj16hNGjRyM8PLzM5lEWWrZsKWpfvXrV5H2EhISYazpWzdXVVWcRsdIuYGYJzZs3F7VjY2Px4MGDcppNxSJ9bS5dulROM6m4pJ8FL730kknbm/JZQEBERITo5m7r1q1NWqwwPDzcYHkPa1JQAm3btm0YPXq06LFDhw7prdVdlu/VFi1aiNoV8dpfEtJg7rVr10zeR3p6uk6wv6KXqZNyc3PDkCFDsGvXLvTp00f02F9//VVOsyIiYnCbiIjIJElJSaJ2nTp1TNr++PHjRo/19vbW+eO9rP948Pf3x++//46aNWtq+5RKJcaOHSvKorN20iy4c+fO6fysi5Kbm4uDBw+ae1pWq1OnTqL233//XU4zMaxu3bo6JXYOHDhQTrOpWLp37y5qX7p0CY8fPy6n2ViGdAE+UwOfiYmJonbt2rWN3laj0eDkyZMmHa+qK8vPXmsxe/ZsUV3x7Oxs3L17V2dcad6r0dHRJn1bS3rt//fffy3yLQXp+Wvpb7VJf0e4f/++yQvJHj58WDRPW1tbnSQGa2FjY4P3339f1BcXF1fici1ERKXF4DYREZEJpAtUmVJP8sGDB9i/f79JxxswYICovWPHDp0/VC3Nz88PW7Zsga+vr7YvLS0NEyZMwNmzZ8t0LpbSvn17UbBEpVJhzZo1Rm+/ZcsWncW6qjLp+zYkJAT//fdfOc3GsOeee07UXrt2rdXU5bWk1q1bw9vbW9tWqVRYuXJlOc7I/JydnUVtU3/upfksOHDgQIVe2LAiKs3rnZ6ejm3btpl7SuXOxcVFp6xFVlaWzjjpa2dKeZZ169aZtBBsr1694OTkpG1nZ2dbZC0D6flr6aBq48aNdUrgbN682ejtBUHQGd+5c2fY29ubZX7lQd/6K/ref0REZYHBbSIiIhMUDvgAwOnTp43K+FOr1fjggw+gUqlMOt7YsWNFf/ykpKTgww8/1FnQx9Lq1q2LLVu2oFGjRtq+zMxMvPXWWzh27FiZzsUS5HI5XnvtNVHfpk2bcPr06WK3DQsL01lktKp7+umn4e/vL+r7+OOPK1z275tvvikKxDx+/BgfffSRScGcysjW1hZvv/22qG/r1q06tXtNUdFe0xo1aojapq4lIF24z9hM7ISEBHz11VcmHYt0X+/Lly8bHdBcsGCBSd/EKWsl/TxXKpU6z0v6vgZ0X7sTJ04Ytf+zZ8/ijz/+MGlOHh4eGD58uKgvMDAQFy9eNGk/xalevbqobem1QORyOUaNGiXq27VrFy5cuGDU9r///rtOKZOxY8eabX6lUdL3n3SdEYVCoXfNDSKissDgNhERkQk6deoEmUymbcfExBQb2MzMzMT06dON/iOosBo1amDChAmivn///RdTpkxBSkqKUfu4e/cutm7davKxpby9vfH777+L6vHm5uZi+vTp2LdvX6n3X97GjRsnykTKy8vDO++8g61btxoMzO3fvx9vvvkmMjMzrToDyxLmzJkDufzJr5rx8fEYOXIkbt26ZdT2KSkpWLVqlaWmByA/QCIN4h46dAhTpkwx6av0ubm52LNnD1555ZUKHUQzxbBhw0R1ZjUaDWbPno3NmzebFKh++PAhfvjhB3z44YeWmGaJSeuKHz582KSbL/pK7xQX4I6JicGYMWPK/Ns3lYG/vz9cXFy07YyMDMyfP7/IchR5eXmYP38+9uzZUxZTLLETJ05g1KhROHz4sNGBRrVajW+++UZ0c93X11fvApvS9+qSJUuK/ebAv//+i6lTp5boptTEiRNFQU61Wo1Jkybh0KFDRm2fl5eH3bt34/bt2wbHSG+e7t69G5mZmSbP1RTDhw8XLT4tCAKmTZtW7Hob+/btwzfffCPqa9WqFXr27GmReZpqy5YteOutt3DmzBmjf97Z2dlYuHChqK99+/Y65WKIiMqKcct5ExEREYD8YHO/fv1EGYyrV6/GrVu3MGHCBLRu3Vr7FeC4uDgcPXoUa9euRXx8PACgY8eOJmcwTZs2DUFBQaISIKdOnUK/fv0wevRo9OnTB82bN9ceV6VS4fbt27hy5QoOHTqECxcuoEOHDhg5cmRpnz6qVauGjRs3YtKkSQgODgaQ/4fo+++/j6ysLAwdOrTUxygvjo6OWLhwId544w1thn12djbmz5+PwMBA9OrVCz4+PlAoFLh//z7+/fdf3LlzR7v99OnTsXjx4vKafoXTrVs3TJ06FT///LO2Lzo6Gi+//DJefvllDBw4EO3atdN+vVwQBMTExCAkJARHjx7FiRMnkJmZiSlTplh0nm+//TbCw8NFNdOPHz+Ovn37YujQoejduzcCAgJEX4PPyspCZGQkbty4gf/++w8nT56sdOVM7OzssHLlSgwbNkwb6M/NzcWXX36JrVu3YuTIkejcuTMaNWqkDWgIgoDExEREREQgNDQUx48fR3BwMARBwDPPPFOOz0ZXx44d4erqqi3RoFQq8cILL6B///5o2LAhHB0dRTcyW7ZsKaqP27dvX9SsWROPHj0CkB/Amzp1KsaMGYOhQ4fCz88PMpkMGo0GN27cwL59+7B582ZkZ2cDyA84luSGZ1VlY2ODoUOHikpc/P3333jw4AHefvttdOrUCQ4ODgDys+NPnjyJtWvXaq/RDRo0QEZGBhISEspj+sW6fPkyLl++DA8PD/Tp0wddunSBv78/6tevDzs7O+24+Ph4nD9/Hhs2bNCp+TxmzBjRe7bAiBEjsG3bNm3gMiEhAUOGDME777yD5557TvuNtJycHFy+fBnbt2/XllCTyWRo3769SYvKenl54ccff8SECRO0wfesrCxMnz4dXbp0wbBhw9ClSxdRlvnjx48RFhaGU6dO4eDBg0hISMDGjRvx1FNP6T1Gr169IJfLtTc37ty5gwEDBqBv376oV6+ezs3mgmtVabi5uWHhwoWYNGmS9rVMSUnByJEjMWrUKAwZMgRNmzaFXC6HSqVCcHAwtmzZolOOzsnJCYsXL9b7syoPBWsAnDx5El5eXujfvz86duwIf39/+Pr6wsYmP2QkCALi4uJw+vRprF+/Xqe++7hx48ph9kRE+RjcJiIiMtGcOXNw/vx5Uc3PY8eO4dixY7CxsYGLiwsyMjJ0SpB4e3tj8eLF6NWrl0nHUygUWLZsGaZNmyYKhqSmpmLVqlXa7FZXV1cIgmDx2pNubm749ddfMWXKFJw/fx5A/h9H8+bNQ0ZGhlX/gdOxY0csXboUM2fOFP384uLisGXLFoPbTZkyBc8//7wouM1MbuCdd95BWloafvvtN22fWq3Gzp07sXPnTgD5NxXs7OyQlpZm8UXB9JHJZPjuu+8gk8lEC0pmZGTgt99+087dwcEBDg4Oes/tyqpu3bpYt24dpk2bhvv372v7b9++jS+//BJA/uvn6uoKIL/ubXn8DEvCwcEB48ePx/Lly7V9ycnJ2L59u97x06ZNEwW37e3tMXfuXMycOVPbl5eXh/Xr12P9+vWws7ODk5MTUlNTdV6Tbt26YeLEiQxum2jy5Mk4fPiwKOv40qVLuHTpEuRyOdzc3JCVlYWcnBzRdi4uLli2bBmmTp1a1lM2WXJysuj6COQHQ+3t7ZGZmanz3Ar06NHDYJmLZs2aYdSoUfj9999Fx/n666/x9ddfw8nJCTY2NnrrmL/zzjsAYFJwGwC6du2KRYsWYe7cuaI5nzt3DufOnQOQX/7I2dm5RNfU2rVrY/DgwaLX6eHDh6LnWNjChQtLHdwG8l/nuXPn4ptvvtEGuPPy8rBx40Zs3LgRCoUCLi4uSE1N1ZsF7ejoiCVLlqBBgwalnoslJCQkYMuWLaLfd5ydnWFnZ4f09HSDP6fXXnsN/fr1K6tpEhHpYFkSIiIiE9WvXx8rV67UWcgJyP8jJzk5WecPgEaNGmHTpk06tS+N5e7ujl9//RVjxozRZtFIpaWlGQxsmztDyNnZGYGBgaJsTEEQ8M0331i8lISl9evXD5s2bRKVZDDE2dkZCxYswMyZM3Uyd93c3Cw1Rashl8sxd+5cfPXVV3B3d9c7JisrCykpKXqDomWV2ebo6Ihly5bh448/FpU+KCw7O1vvuV1Yo0aNKt1NjRYtWuDPP/80GLgQBAGpqal6g7gFbGxs0LhxY0tOs0SmTJmiU2vfFAMGDMDcuXP1fhU/NzcXycnJOq9J3759sWLFCoPXcTLM09MTq1ev1lt6Q6PRIDk5WSf46+XlhfXr16NZs2ZlNU2zy8zMhFKp1BvYlslkeO2117By5UpRGSipuXPnYtCgQQb3Lw1sy+VyvPvuu5g+fXqJ5z1o0CBs3LjRYCBXpVIVeU0t6vkAwKeffoq+ffuWeH4lNXbsWCxZskTv74BqtRopKSl6A9s+Pj747bffKty3WIr7nM3IyIBSqdT7c7K1tcXUqVPxxRdfWGp6RERG4W9VREREJdCxY0fs3r0bP/30E/7++2+Df5zVrFkTo0ePxhtvvFHqoJetrS3mzZuHMWPGYM2aNTh27FiR9X0VCgUCAgIwcOBADB48uFTH1sfe3h4///wz5syZg3/++Ufbv3TpUmRkZOD99983+zHLStu2bbFr1y4cP34cBw4cwLVr15CQkIDc3Fx4eHjgqaeeQs+ePTFkyBDtH7jSOroMbj8xbNgwPP/881i/fj327dun83VmqUaNGqFfv346C5NZ2vjx4zFkyBBs3rwZ+/fvL7Y+uEwmQ9OmTdGtWzc8//zzaN26dRnNtGxVq1YNK1aswPXr1/Hrr7/i33//LbYmuZOTEzp06IAePXpg4MCBehe6K28KhQILFizAqFGj8NdffyE0NBR37txBeno6srOzjao/O27cOAQEBGDp0qXajFR9mjdvjkmTJuGFF14w51Oocho3boydO3dixYoV2LFjh8E6yx4eHnj11VcxefLkCn8t7tevH3bu3Injx4/j7NmzuHbtmrZ8jSHOzs7o27cvxo4dK/pGgSE2Njb44Ycf0KNHD/zyyy+iklqFyeVy9OjRA9OmTUNAQECJnk9hbdq0wf79+7Fr1y7873//Q2hoaJHf7vDy8kKPHj0wdOhQtG/fvsh9Ozk5YeXKlbh06RL++ecfhIWFITo6GhkZGcW+fqU1YMAAdO/eHYGBgdi7d6/omy1Sfn5+GD58OEaNGiUqMVNRvP7662jRogVOnDiB8+fP4/r168Vm0nt4eOC5557DG2+8gYYNG5bRTImIDJMJFW3pciIiIiuTnp6OK1euICYmBqmpqbCxsYGXlxeaNm2KZs2aWSz7VBAE3LhxA3fu3EFSUhJSU1Ph4OAANzc3NGjQAE2bNtWWCyDL++WXX7BkyRJt+4033sBHH31UjjOquOLi4hAWFoakpCQkJydrv8pdt25dNG7cWFsDtrwlJiYiNDQUiYmJUCqVyMvLg5OTE9zd3dGgQQP4+fkZzPSuzARBQEREBKKioqBUKpGamgqFQgFnZ2fUrFkTDRs2RP369atcdvKjR49w+fJlxMfHIzMzE46OjqhduzZatWqlN9uYSicnJwdBQUGIiopCamoq5HI5qlWrhsaNG6Nly5ZWu7idSqXCnTt3EB0djfj4eGRkZECtVsPJyQmenp5o3Lgx/Pz8ShUojYyMREhICBITE6FSqeDi4oJ69eqhTZs2Br9lYw4pKSkIDg5GQkIClEolNBoNnJ2dUatWLfj5+aFBgwYVpha1KW7fvo2IiAgkJSUhPT0dbm5uqF69Olq2bGl1535OTg4iIyMRHR2Nx48fIyMjA4IgwNnZGdWrV0eTJk3QsGFDqz2/iKhyYnCbiIiIyAyGDRuGkJAQbXvJkiUYOHBgOc6IiIiIiIiocmPNbSIiIqJS+u+//0SBbRsbG3Ts2LEcZ0RERERERFT5MbhNREREVEhubq5J42NiYvDhhx+K+vr16wcvLy9zTouIiIiIiIgkGNwmIiIiKmTQoEFYtmyZwQW3CqhUKuzcuRNDhw5FQkKCtt/GxgYTJ0609DSJiIiIiIiqPNbcJiIiIiqkQ4cOSEtLAwA0aNAALVu2RIMGDeDm5gYASE1Nxa1bt3Dx4kUkJSXpbD9jxgxMnTq1TOdMRERERERUFVWtJcyJiIiITHD37l3cvXvX6PETJkzA5MmTLTchIiIiIiIi0mJwm4iIiKgQPz8/BAcHm7RN48aN8e677+LZZ5+1zKSIiIiIiIhIB8uSEBEREUlERUXhzJkzCA4Oxr179/DgwQOkp6cjJycHTk5OcHd3R61atdCuXTt07doV3bp1g0wmK+9pExERERERVSkMbhMRERERERERERGR1ZGX9wSIiIiIiIiIiIiIiEzF4DYRERERERERERERWR0Gt4mIiIiIiIiIiIjI6jC4TURERERERERERERWh8FtIiIiIiIiIiIiIrI6DG4TERERERERERERkdWxKe8JUNWSnJwMQRDKexpElY5MJoOHhwcAnmdElsBzjMjyeJ4RWRbPMSLL43lGZFjh88OcmLlNRERERERERERERFaHwW0iIiIiIiIiIiIisjoMbhMRERERERERERGR1WFwm4iIiIiIiIiIiIisDoPbRERERERERERERGR1GNwmIiIiIiIiIiIiIqvD4DYRERERERERERERWR0Gt4mIiIiIiIiIiIjI6jC4TURERERERERERERWh8FtIiIiIiIiIiIiIrI6DG4TERERERERERERkdVhcJuIiIiIiIiIiIiIrA6D20RERERERERERERkdRjcJiIiIiIiIiIiIiKrw+A2EREREREREREREVkdBreJiIiIiIiIiIiIyOowuE1EREREREREREREVofBbSIiIiIiIiIiIiKyOjblPQEqWnR0NMLDw/Hw4UNoNBp4e3ujcePGaNKkidmOERISgrt37yI+Ph6Ojo7w9vZGQEAAvL29zXYMIiIiIiIiIiIiInNicLsEMjIyEB4ejpCQEISEhCA0NBRxcXHax318fHDs2LFSHePkyZNYtWoVgoKC9D7etGlTTJw4ES+99FKJ9q/RaLBp0yZs2rQJMTExOo/L5XJ07doVM2fOREBAQImOQURERERERERERGQpDG6bYP369di5cydu374NjUZjkWMIgoBvvvkGGzduLHLczZs3MWfOHJw4cQLffvst7OzsjD6GUqnEzJkzce7cOYNjNBoN/vvvP1y4cAGzZ8/Gm2++afT+iYiIiIiIiIiIiCyNwW0TXLx4ERERERY9xg8//KAT2G7Xrh1atWoFhUKBmzdv4syZMxAEAQCwb98+KBQKfP/990btX6VSYfr06bh48aK2z8bGBr169YKfnx8yMjJw6dIl3Lx5Uzv+u+++g6urK4YNG2amZ0lERERERERERERUOgxul5KTkxNatGiBsLAwZGZmlmpfx48fR2BgoLbt5uaGn376CV27dhWNCw8Px5QpU/Dw4UMAwF9//YX27dtjxIgRxR7jxx9/FAW2mzRpglWrVsHX11c07q+//sLcuXOhUqkAAF988QUCAgLQtGnTEj8/IiIiIiIiIiIiInORl/cErIm9vT0CAgIwevRoLFy4EHv37sXly5exefNmeHp6lmrfgiDgxx9/1LZlMhlWrlypE9gGAH9/f2zYsAH29vbavp9//hnZ2dlFHuPhw4fYvHmztl29enVs3LhRJ7ANAC+99BK++uorbVulUmHZsmUmPSciIiIiIiIiIiIiS2HmtgmWLFlisX0fOXJEVPLk5ZdfRseOHQ2Ob9iwISZMmICVK1cCABISErB9+3aMGTPG4DZr165Fbm6utv3ee+8VGZQfPHgwduzYoc30Pnr0KG7cuIFmzZoZ/byIiIiIiIiIiIiILIGZ2xXEgQMHRO3Ro0cXu82IESOgUCgM7qMwQRBw6NAhbdvd3R2DBg0q9hgjR44UtQ8ePFjsNkRERERERERERESWxuB2BZCXl4dTp05p27Vr10ZAQECx23l7e6NNmzbadlBQEJKSkvSOvXbtGuLj47XtZ555RlTWxJC+ffvC1tZW2z569Gix2xARERERERERERFZGoPbFUBERARSU1O17bZt2xq9beGxarUaV65c0Tvu8uXLBrcrioODA5o3b65t37x5UzRXIiIiIiIiIiIiovLA4HYFEBkZKWoXDiYXx9/fX9SOiooy6hjS7YoinY+hYxARERERERERERGVFQa3KwBpsLhOnTpGb1u7du0i92WoX7pdUaTzYXCbiIiIiIiIiIiIyhuD2xVA4VrYAFCrVi2jt5WOffjwYbHHsLGxgZeXl9mPQURERERERERERFRWbMp7AgRkZmaK2s7OzkZvKx0r3Ze+fkdHR8hkMrMfwximHJeoqoiJFfDnLgEe7sCI4TI4OJh+nhQ+t3ieEZkfzzEiy+N5RmRZPMeILI/nGZFhljonGNyuAKTBYjs7O6O3tbe3L3Jf+vql2xRHOp/SBLfd3d1LvC1RZZSVJWD6TCUSEgQAQHy8LRZ+7VqqffI8I7IsnmNElsfzjMiyeI4RWR7PM6KywbIkFUBOTo6obUpwWzo2Ozu72GPY2tqaMDvjj0FEpjt7XqUNbAPAoSO50GiEIrYgIiIiIiIiIiKAmdsVgjSTOjc31+htpWMdHBwMHiMrKwsAoFKpTJqfsccwRkpKCgSBgTuiAhcvakTt7Gwg4lYyanmb9nUdmUymzQzgeUZkfjzHiCyP5xmRZfEcI7I8nmdEhhU+P8yJwe0KwMnJSdQ2JbgtzfqW7qtwf0FwW7pNcaTzMXQMYwiCwIs7USFh4brnQ3S0AO+aJd8nzzMiy+I5RmR5PM+ILIvnGJHl8TwrOwsWLMD+/fsBALVq1cLu3bvLd0JUpliWpAKQBoszMjKM3lY6tqjgdoGsrCxoNBq940pzDCIyjVot4PoN3f6Y2LKfCxERERERERGRtWHmdgXg7e0taj98+NDobR88eCBq16pVy+AxYmJiAAB5eXl4/PgxatY0LjXU2GMQkWnuRQP61meNiREAcGVtIiIiIiIiKl5aWhq2bdumbffq1QtNmjQpxxkRlR0GtysAPz8/Ufv+/ftGbysNhDdq1MjgMS5duiQ6RkmD29L5ElHJhIfr72fmNhERERERERkrLS0N69at07Zr167N4DZVGSxLUgFIg8XhhiJeeoSFhYnahoLb0n5TjiEda+gYRGSasOv666/9/5csiIiIiIiIiIioCAxuVwCNGzeGm5ubth0cHGz0tkFBQdp/KxQKtGvXTu+49u3bG9yuKNnZ2bhx40lR4KZNm8LV1dXo+RGRYYbuMT14CKhUXHiEiIiIiIiIiKgoDG5XADY2NujZs6e2/eDBA1y9erXY7eLj40Xj2rZti2rVqukd27JlS1Ft7xMnTiAnJ6fYYxw5cgQqlUrb7tu3b7HbEFHxMjMF3Lmr/zGNBjChOhERERERERERUZXE4HYFMWDAAFF7y5YtxW6zbds2qNVqbfv55583OFYmk+G5557TtlNTU7F3716jjlFY4X0QUcnduJkfxDaEdbeJiIiIiIiIiIrGBSUriL59+6JJkyaIiIgAAOzZswdDhw5Fx44d9Y6/c+eOaLEALy8vDBs2rMhjTJgwAdu2bUNubi4A4IcffkCfPn3g6empd/zu3btx8eJF0RybNWtm0vMiIv3Ciil7H82620RERERERBWCUqlEVFQUYmJikJaWBo1GA1dXV9SoUQOtWrUyGFcxxePHj3Ht2jUkJSUhNTUVtra28PDwQMOGDdGkSRPY2FSeEN6jR49w584dxMXFIT09HQDg5uYGb29vtGrVCi4uLuU8Q7ImlefMsHIymQyzZ8/G5MmTAQCCIGDq1Kn46aef0LVrV9HY8PBwTJkyRVRWZNq0aXBwcCjyGLVq1cLrr7+OX3/9FQCQmJiIsWPHYtWqVfD19RWN/euvvzBv3jxt29bWFjNmzCjVcySiJ8INLCZZICZWACArm8kQERERERGRyPXr13HkyBGcPXsWUVFRRY5t1aoVxowZg169epl0jLy8POzfvx9//PEHIiMjDY5zcnJC586d8eqrr6JDhw7a/ilTpuhdU+2rr77CV199pXdfEyZMwKRJk7TtvXv3isbu3LkTderUKXbu9+/fx5AhQ7TtefPmYdCgQXrHajQaBAcH48iRI7hw4QJiYw1/VVkul6NTp04YN24c2rZtW+w8iBjcNkFcXBz69++v97HC5UHi4uLg7++vd9yGDRvQqVMnvY/17t0bkyZNQmBgIID80iHjx49Hu3btEBAQALlcjps3b+LMmTMQhCeBsZdeegkjRoww6jnMmjULISEhuHTpEgAgIiICzz//PHr16oVGjRohMzMTFy9exM2bN0Xbff7552jatKlRxyCiogmCoLOYZKOGQNSdJ+0YZm4TERERERGVi7S0NLzxxhtGjw8NDcUHH3yAF198Ed988w3s7OyK3ebevXv44IMPcO/evWLHZmZm4vjx44iNjcWmTZuMnldFcfv2bUydOtWosRqNBufOncP58+cxfvx4vP322xaeHVk7BrdNIAiCKIhdFEPjCgel9Zk9ezays7NFF6srV67gypUrescPHDjQ4N04fezs7LB8+XLMmDEDFy5cAACoVCocOXJE73gbGxvMmjWr2JInRGS8+EdAYpK477lnZVi1+sn1gcFtIiIiIiKi8ieXy9GwYUM0aNAAXl5ecHZ2Rl5eHpKSknDjxg3cunVLO/bvv/+Gh4eH6Jvw+oSFhWHmzJlIS0sT9fv5+WnLnKjVaiQmJuLGjRuIiorSG09SKBRQKBQAxHEouVwOmUz/N4Hl8vJdfs/GxgZ+fn5o0KABqlevDkdHR6hUKm1ZlujoaAD58bP169fDzc0NI0eOLNc5U8XG4HYFI5fLMW/ePPTo0QMrV65EcHCw3nFNmjTBxIkT8fLLL5t8jGrVquG3337Dxo0bsXnzZsToiaLJ5XJ06dIFs2bNQkBAgMnHICLDwq+L266uQNcuwKrVT/oSk4CMDAHOzixNQkREREREVJZkMhk6dOiAF198EV26dIG7u7vBsbdv38Z3332H0NBQAMCmTZvw4osvon79+nrHK5VKfPzxx6LAduvWrTF79myD35iPj4/HwYMHdRIff/75ZwC6JULmzp1rsERIeVAoFOjVqxdeeOEFdOjQAU5OTgbHBgcH49tvv8Xdu3cBACtWrEDfvn1Rs2bNMpotWRsGt03g6+urU67DUnr16oVevXrh3r17CAsLw6NHj6BWq+Ht7Y3GjRuXukSIXC7H+PHjMW7cOISGhuLOnTt49OgRHBwc4O3tjdatW8Pb29tMz4aICgsLF99x928O+PoAMhlQ+GZ8TCzQjNWAiIiIiIisilotIDWt+HGky80VUCjKP8HHxcVFGzguzlNPPYUVK1Zg0qRJ2pjRb7/9hs8++0zv+JUrV+LRo0fa9jPPPIOvvvqqyAUjvb29MXbsWIwZM8aEZ1Fx+Pn54bvvvjNqbJs2bbB69WqMGTMGjx49Ql5eHnbs2GF0WROqehjcruDq169v8G6fOchkMgQEBDA7m6gMSett+zcH7OxkqFVLwIMHT/oZ3CYiIiIisi7HTghYskyAUlneM7FOnp7ArBlAn2fKP8BtCjs7O4wbNw5z584FAJw8eRIajUanNMijR49w4MABbbtWrVr49NNPiwxsF2ao1Ehl4+7ujtdeew3Lly8HAPz3338MbpNB5Vtoh4ioisnLE3AzQtzXwj//F5S6vuJ+1t0mIiIiIrIui75nYLs0lMr819Aa+fn5af+dnp6uLatR2PHjx6FSqbTt119/Hc7OzmUxPatT+PW8c+cOMjMzy3E2VJExc5uIqAzdjgRyc8V9/s3z/1+vLnDh4pP+mFgBQNW4M09ERERERFQRpaSk4NixYwgODkZkZCSUSiUyMjJEQWp9Hj16hIYNG4r6pDWz+/fvb/b5VnQJCQk4cuQIrl27hqioKCQnJyMzMxN5eXmicYUX0NRoNHj8+DHq1atX1tMlK8DgNhFRGQqTlCSpWxdwcyvI3JYBePIBzsxtIiIiIiLr8sEcGcuSlEJ+WZKKkeCTnZ2NdevWYdu2bcUGsvUpvGBkgcjISO2/69atW+RClZVNSkoKVqxYgb1790Kj0Zi8fWpqqgVmRZUBg9tERGUo/LruYpIFpDehY2Lz71ZXlbpqRERERETWrs8zMvTqAS4oWUIVZUHJrKwszJo1C8HBwSXeR670K7sQB2hr1KhR4n1bm8TERLzzzjt6S7UYS9/rSQQwuE1EVKbCr4vb/s2f/OImrbmdkZFfc65atTKYGBERERERmYVCIYOnR3nPgkpj+fLlosC2k5MTnn/+eXTo0AH169eHl5cX7O3tYW9vrx1z//59DBkyRNsuXFajQEZGhmifVcXXX38tCmx7enpiwIABaNeuHXx9fVGjRg3Y2dnBzs5OO+by5ct45513tG19rycRwOA2EVGZSU0VdEqNtPB/8u+aNQE7WyC30DfeYmIZ3CYiIiIiIiorjx8/xp49e7TtBg0a4KeffkLNmjWL3C4rK6vYfTs7O2uzt6vKAolhYWE4c+aMtt2mTRssXrwYLi4uRW5nzOtJBADy8p4AEVFVIc3atrMDnnqyADTkchl8Jdnb0dGWnxcRERERERHlO3PmDNRqtbb9wQcfFBvYBoCkpKRixxSusZ2QkFCyCZpZSctgGht8Pn36tOhYn332WbGBbcC415MIYHCbiKjMhIWLv0bVtAlgYyP+RaJuXfE2MbH86hUREREREVFZuXfvnvbfjo6OaNu2rVHbXb9+vdgxfn5PsptiY2ORkpJi+gTNzNHRUdTOzs42arvHjx8bNS66UMZW/fr1UadOHaO2M+b1JAIY3CYiKjM69bb9dcdI625Ly5gQERERERGR5aSnp2v/7eLiYnRm87Fjx4od065dO1H70KFDpk3OABsbcdVhjUZj9Laurq6i9sOHD43aLigoyKhxaWlPVleVHsuQvLw8nDp1yqixRAxuExGVAUEQilxMskDduuK+mFhLzoqIiIiIiIgKK7zQo1KpNCqT+cyZM7hx40ax4/r06SNaNPH3338XLTJZUs7OzqJ24YBycRo2bChqX7lypdhtcnJysHfvXqP2X/j1NDZwvmfPHiQmJho1lojBbSKiMhATC0h/v2hhROZ2bBygVrM0CRERERERUVlo1KiR9t95eXnFBnEfPHiAhQsXGrXvGjVqYMCAAdr2w4cP8eWXXyIvL8+o7QVB/9+Gzs7OcHNz07bDw8ON2l/BnGrXrq1t79u3T5S9rs/SpUuNLktS+PVMSEgQLS6pT0REBFasWGHUvokABreJiMqENGu7ejXAW8+aJNKa23l5wMN4y82LiIiIiIiInujWrRtsbW217eXLl+P48eN6x54/fx5TpkxBQkKCTu1qQ6ZOnQpvb29t+8SJE5g2bRoiIiIMbpOQkICNGzdi9uzZBse0bNlStM8///zT6JreAwcO1P5bqVTi448/1rttcnIyFixYgF27doleo6L07NlT1F6wYAGCg4P1jj18+DCmTZuGzMxMo19PIpvihxARUWlJF5P099e/KrWHO+DiAhS+UR4TA/gYt+YGERERERERlUL16tXx6quvYtu2bQDyS3B8/PHHaNKkCdq2bQsXFxckJycjKCgIUVFRAACFQoEZM2bg22+/LXb/7u7u+OabbzBjxgxthnRwcDDGjh2Lp556Cq1atYKHhwc0Gg0SExMRERGB27dvQ6PRoHHjxgb3O3jwYG1WtFqtxvfff4/vv/8ednZ2UCgU2nHjxo3D+PHjRdsOHz4cu3btQlJSEgDg4sWLePXVV9G9e3f4+PggJycH9+7dw6VLl5CdnQ2FQoH33nvPqOfbrFkz9OrVCydPngSQHyCfPHkyWrdujRYtWsDBwQGJiYm4ePEi7t+/DwBwcHDA5MmTsWTJkmL3T8TgNhFRGZB+K0xfvW0gP+Bdt66AwgtDx8QCXTpbcHJERERERESk9c477+D27du4dOmSti8iIkJvdrWNjQ0++eQTtG7d2uj9t2jRAoGBgZgzZw5iY58stHT79m3cvn27RHPu2bMnRowYoQ3KF8jNzRW1VSqVzrbu7u748ssvMWfOHGRmZgLIX1jz4MGDOmPt7e3x4Ycfok2bNkbPbd68eYiLixM9t6tXr+Lq1as6Y52cnLBw4UKdRTKJDGFZEiIiC8vJEXA7Utynr952gXqS0iQxMay5TUREREREVFZsbW2xdOlSTJo0Ca6urnrH2NjYoEePHvj1119FdbSN1bBhQ2zduhXvvfce6krrU0q4uLjg2WefxXvvvVfkuJkzZ2L16tUYPHgwmjRpAjc3N6ODxO3bt8fq1avRvn17vY/LZDK0b98egYGBojImxnB1dUVgYCBee+012Nvb6x3j4OCAZ599Fps2bULnzszuIuPJBEPV6IksIDk52eACCESVVUiogKnTn7zv5XLgwF4ZnJz0Z29v2Chg7a9PxnfsACxZXPS9SJlMBg8PDwA8z4gsgecYkeXxPCOyLJ5jRCWTnZ2NkJAQ3L17F5mZmXB3d0eNGjUQEBAAd3d30djSnGf3799HWFgYlEol0tPTYW9vj2rVqqFhw4Z46qmnyjST+cGDBwgODkZiYiJkMhlq1qyJFi1aoE6d0tfLzMjIQHBwMGJjY5GVlQVPT094eXmhTZs2cHJyMsPsqaIqfH6YE3P8iYgsTLqYZMMGMBjYBnQXlYyOMf+ciIiIiIiIqHgODg7o1KkTOnXqZNHj1KlTxyzBY3OoXbs2ateubZF9Ozs7o3v37hbZN1VNLEtCRGRh+haTLEo9X3E7Pj6/tAkRERERERERET3B4DYRkYVJM7dbGFhMsoCPj25fbJwZJ0REREREREREVAkwuE1EZEGPEwXEx4v7/JsXvY2TkwxeNcR9MSxNQkREREREREQkwuA2EZEFhYeL205OQP36xW8nrbsdE2u+ORERERERERERVQYMbhMRWVD4dXGt7ObNAIWi6LIkAFBXUnc7JoY1t4mIiIiIiIiICmNwm4jIgsIkmdvFLSZZoG5dcQCcmdtERERERERERGIMbhMRWYhaLeDGTXFfcYtJFtDN3DbTpIiIiIiIiIiIKgkGt4mILOTuPSArS9xX3GKSBaQ1t5NTgNRUliYhIiIiIiIiIirA4DYRkYVIS5LUrgVUq2Zc5nad2oBCIe5jaRIiIiIiIiIioicY3CYispDwcHGmtbFZ2wBgYyNDnTriPga3iYiIiIiIiIieYHCbiMhCpJnbLfyNy9ouIK27HR3NsiRERERERERERAUY3CYisoCMDAF374n7/P1N24e07jYzt4mIiIiIiIiInmBwm4jIAq7fAIRCidY2NkDjp0zbR11fcaZ3TIwZJkZEREREREREVEkwuE1EZAHh18Xtxk8B9vamlSWpJ8ncjo0DNBqWJiEiIiIiIiIiAhjcJiKyiPDrJV9MsoC05nZ2NvD4cSkmRURERERERERUiTC4TURkZoIglHoxSQCoUQNwcBD3se42EREREREREVE+BreJiMzs4UNAqRT3lSRzWyaT6WRvs+42EREREREREVE+BreJiMxMmrXt7gb4+JRsX3UldbdjYllzm4iIiIiIiIgIYHCbiMjsdOpt++dnYZeEdFFJZm4TEREREREREeVjcJuIyMzCr4vb/s1LFtgGgLq+4m2jWXObiIiIiIiIiAgAg9tERGalUgmIiBD3laTedgFpWZIH94G8PJYmISIiIiIiIiJicJuIyIxuRwK5KnFf81IEt30lC0qqNcD9+yXfHxERERERERFRZcHgNhGRGUkXk6xXF3BzLXlZEjdXGTw8xH0sTUJERERERERExOA2EZFZhYeLS4a08C/9PutKsre5qCQREREREREREYPbRERmpbOYpH/Js7YLSOtux8Sy5jYRERERERERkU15T4CIqLJIThYQGyfuK81ikgXq+soAPAloM3ObiIiIiIiIKpoFCxZg//79AIBatWph9+7dBsd26dJF++8JEyZg0qRJlp5epTdlyhQEBQUBANq2bYtVq1aV84zKBjO3iYjM5PoNcdveHvBrVPr91tPJ3C79PomIiIiIiIiIrB0zt4moSrt7T8Ct20DH9oCHR+lKiIRJ6m03bQLY2JihLImk5vbjx0BmpgAnp9Lvm4iIiIiIiKiq2bZtG9LS0gAATZo0Qa9evcp5RlRSDG4TUZV16bKA9z8UkJcHODkB8z8FunUtecBYWm/bHItJAoCPDyCTAUKh2HlsHNCksXn2T0RERERERFSVbNu2DQ8fPgQADBw4kMFtK8bgNhFVWX/vzQ9sA0BmJvDRJwLemQIMHwrIZKYFuTUaQXcxyebmyay2t5ehlreABw+f9MXEMLhNRERERERE1uncuXPlPQWqJFhzm4iqrPhH4rZGAyxfIWDRDwLy8gT9GxkQEwOkp4v7/M2UuQ0AdVl3m4iIiIiIiIhIhMFtIqqykpP19/+9F5g9R0BqqvEBbmnWdo0aQE2vks9NSlp3OzratOA7EREREREREVFlw+A2EVVZhoLbAHAlCHhrqoDoGOOCyNLFJP2bm17apCh164r3xcxtIiIiIiIiIqrqWHObiKoklUpAeoa4Ty7PL01SIDYWeGuKgK++ADq0LzpQrbuYpPkC24Bu5nZMDCAIglkD6ERERERERGScmzdv4s6dO0hISIC9vT1q1aqF9u3bw8PDo9T7zsvLQ2hoKB48eIDHjx9DoVCgffv2aNasWZHbRUdH4+bNm1AqlcjMzIS7uztq1aqF1q1bw8nJqcTzEQQBYWFhiIqKQnJyMtzc3ODt7Y22bdvCwcGhxPstjczMTISEhODRo0dI/v/MNTc3N9StWxfNmjWDs7Nzmc/p9u3biIyMhFKpRG5uLtzd3eHr64tWrVrBzs6uxPtVq9UIDg5GTEwMUlNT4enpidq1a6NNmzawsWFol68AEVVJKSm6fYsWyvDt9wIeP37Sl54OvDdHwKyZwOCX9AeSs7MFREaK+/ybm2+ugG7N7fSM/MxzT0/zHoeIiIiIiIiAwMBArFu3TtsuWADx2LFjWLt2LaKionS2sbOzw6BBgzBnzhzI5UUXSxg8eDAePnwIABg4cCA+++wz5OTkYO3atdi7dy+USqVo/GuvvaY3uJ2bm4udO3di+/btiIuL03ssW1tb9OzZE5MmTUKDBg2KnJfUvn37EBgYqJ1rYS4uLnjhhRcwZcoUk4PcXbp00f57woQJmDRpklHbXbx4Eb/99huCgoKgVqv1jlEoFAgICMALL7yAgQMHan8W0p9pgf3792P//v1699W2bVusWrXK4HwyMjKwZcsW/PXXX0hISNA7xsHBAc899xwmTJiAmjVrFvcUtdRqNbZt24bNmzfrvB8AwNPTE0OHDsW4ceOqdJC76j5zIqrSlMnitkwGdOwABK6S4cNPBEREPHlMrQEW/yjg3j0B06bKoFCIg9w3I/LHFJDLgaZNzDtf75qArS2gUj3pi45hcJuIiIiIiKisLF26FNu2bTP4eEGg+eTJk1i2bBmeeuopo/f94MEDvPfee3qD5oZERkbigw8+MBjULqBSqXD06FGcPHkSH330EQYNGlTsvvPy8vD555/j6NGjBsekp6fjjz/+wMWLF7FkyRKj510SGRkZ+OKLL3Dq1Klix6rVagQFBSEoKAi9evWCq6urReZ05coVfPLJJ3oDz4VlZ2djz549OHz4ML766it069at2H1nZmbivffeQ1BQkMExSqUSgYGBuHjxIhYvXmzy/CsLBreJqEqS1tt2dwMUChm8vIAVy4CvFgo4KfnM3P4nEBMr4IvPAGfnJwHusHDxuEYNAScn85YLUShk8PERcPfuk76YWKB1gFkPQ0RERERERHrs2LFDG9h2cHBA586dUa9ePWg0GkRGRuLSpUvIy8sDACQmJmLatGlYu3YtfH19i9otgPyg+EcffaQNbPv6+qJdu3aoXr060tPTcfv2bZ2SlCEhIZg1axYyMp7U23Rzc0Pr1q1Rt25dODo6IiUlBSEhIYj4/+ytvLw8fPXVVwBQbID766+/1gls169fH+3bt4e7uzuSkpJw/vx5PHz4EFFRUZg3bx7q1KlT7HMtidTUVEyePFkn8F+zZk20a9cONWrUgK2tLZKTk3H79m3cvHkTubm5OvuRy+VQKBQAIMr6lslkBjPtC8ZLnThxAp9++ilUhTLQqlevjjZt2qBWrVqwt7dHUlISrly5gujoaAD5Aes5c+ZgyZIl6NSpk8Hnq1ar8f777+sEtps0aYLWrVvDxcUF8fHxOHfuHJKSkhAcHIyFCxca3F9lx+A2EVVJyZKyJIXLojk6yvDlfCDwVwGbNovHnTsPTH5HwHcLgTq183+5CJcuJulv/vkC+XW3RcHtGAEAa24TERERERFZ2k8//QQA6NWrFz7++GOd2tr379/H/PnzERISAgBITk7G119/jZUrVxa7VtLx48ehVqvh6uqKjz/+GH369NEZUziIqlQq8cknn2gD246Ojpg8eTIGDx4Me3t7nW2DgoLwxRdfaEuLfP/992jVqhXq16+vdz5Hjx7FP//8o207OTnho48+wrPPPisaJwgC/vzzTyxduhShoaG4efNmkc+zJDQaDT7//HNRYLtWrVqYMWMGevfurXebjIwMnDx5Elu3bhX1T5gwARMmTAAgLgszYMAAfPbZZ0bPKTo6GgsWLND+TDw9PfHuu++if//+esuDnDhxAgsXLkRKSgrUajU+//xzbN261WB99q1bt+LKlSvadrVq1fD555+jc+fOonF5eXlYv3491q1bh6NHj5aqrrc1Y3CbiKokaea29DNFLpfh7Yky1K8n4LvvBVE5kDt3gbcmC/jmKyCglczii0kWkNbdjom1yGGIiIiIiKg0NGogW88iP1Q8B3dArj9Ttrzl5uaie/fu+Oabb/Rm89apUwfLli3D1KlTcf16/h+JQUFBOHHihMEgbAG1Wg1bW1ssX77c4KKRtra22n8vX75cW9/ZwcEBy5cvR8uWLQ3uv23btli9ejXGjx8PpVKJnJwcbNiwAZ9//rneuRQE8oH8bOeFCxfqBFaB/IznoUOHwsXFBfPnz9ebLV1aBw8exNmzZ7XtevXqYcWKFfDy8jK4jbOzMwYOHIiBAwdCEASD40pq4cKFyMzMBJAfeF69ejXqSv9gL+SZZ55BnTp1MGnSJOTk5ECpVOJ///sf3nrrLZ2xaWlpWLt2rbbt4OCAn376SW+JGxsbG0yaNAk2NjZYvXq1RV5/a8DgNhFVScnJ4g84D3f9455/VoY6tYG58wRRtndyCjBjtoCJbwKPJGtGmHsxyQL1fGUAnsw7JsYyxyEiIiIiopJRRByA/bGvIM9MLO+pWCWNU3Xk9JkHdZPny3sqOhwcHPDhhx8aLFMB5Gc4f/nllxg6dKi2b+fOncUGtwFg1KhRBgPbhcXHx+PQoUPa9oQJE4oMbBfw9vbGpEmTsGjRIgDAoUOHMHv2bJ161GfOnEF8fLy2/cILL+gNbBf2/PPP4/Dhw/jvv/+KnYcpBEHApk2btG2FQoEvv/yyyMC2VHFZ86a6du2aqFzI7NmziwxsF2jSpAmGDx+ufT67du3CpEmTdOb3zz//IDs7W9seO3ZssbXbx44di2PHjuHWrVumPJVKo+ilW4mIKqniMrcLC2glw5pfZGjYQNyvUgGrVouD5M7OQP165pihLunnZVwcoFab/y40ERERERGVjMPhzxjYLgV5ZiIcDhtfHqIs9enTBzVr1ix2XKtWrdCuXTtt+9KlS0hPTy92u1deecWoeRw6dEhb29vOzs7o7QCgb9++2mCqWq3G1atXdcacPHlS1B4+fLhR+37ttdeMnoexbt++LSpH0qtXLzRt2tTsxzHF/v37tf/28vLSW0LGkH79+mn/rVQq9S4eWvj1VygUGDJkSLH7VSgUohsqVQ2D20RUJRVVc1ufOrVl+GWFDF2KvmGN5s3yS5pYQj1JcDtXBTx6ZJFDERERERERUSFPP/200WMLBzwFQUB4eHiR4318fFCrVi2j9l04a9jPzw8uLi5Gz8vd3R1ubm7adsFCk4Vdu3ZN+++aNWuicePGRu27Q4cOcHJyMnouxihcdxoA+vfvb9b9l0Th179Vq1YGF6LUR5rhLX39NRqNtqQNALRs2dJgXW6pHj16GD2PyoZlSYioStLN3C4+IO3sLMO3XwMrVgnY/qf+MZYqSQLkB+BdnIH0J4thIzoGqF3bcsckIiIiIiLjZfdfwLIkpVBQlqQiKq40RGHNm4v/MLxz5w46depkcLyhhR31KRwQvXHjBrp37270tkB+xnaB1NRU0WOCICA6OlrbNjawDeTX5vbz80NoaKhJ8ylKZGSkqG1M+RVLys3Nxd27d7Xt48ePm/z6FyZ9/ePj47W1vAHTXv9q1aqhRo0aePz4cYnnY60Y3CaiKkknuG2g5raUjY0MM6bLUL++gCVLBag14scttZgkkF8rrG5dAddvPOmLiQU6G/4diYiIiIiIypC6yfPIfKo/F5QsqQq8oGT16tWNHlujRg1ROy0trcjxpmRfp6Q8eW8JgiAKVptKWi4lPT0dGs2TP3I9PT1N2l+1atVKPBd9Cj9XmUxm0s/AElJSUkQLVJr79Ze+T0ry+jO4TURURZhSc1ufwS/J4FMH+HS+gILPI1dXoE1rc8zOsLq+EAe3YwQAlguoExERERGRieQKwMm8QT4qfw4ODkaPdXR0FLWzsrKKHG9jY1x4Ljs7GyqVyuh5FKdwIBvQnacpz7kk44tTOIvZwcHBpBIglmBM7XRTSF//ws8XKP/X31owuE1EVY5aLSBVcuPc1OA2AHTsIEPgL8D6DfkB7jGvy+DsbNlAc926MgBP7hTHxFr0cERERERERIT8wLKzs7NRY6VBYmmwu6Ts7Owgl8u1QdHnnnsOX3zxhVn2DejOMzs726TtTR1fnMKvd3Z2NjQaTbkGuO3t7UXt8ePHY/LkyWbbv7RmeXm//taCwW0iqnJSU4FC3yQCULLgNgDU9ZXhs3lllzld11fcjokps0MTERERERFVWUlJSUYHt6WlIVxdXc0yB7lcDldXV225jri4OLPst4CLi4soeK5UKk3aPikpyazzcXd/Uj9UEAQ8fvwYNWvWNOsxTCFd3NHcr7/0fVLer7+1KN98fiKicqBM1u0ztuZ2eZMsroyH8UBOjqB/MBEREREREZnFrVu3jB5748YNUbthw4Zmm0fhfd28eVOnlEVpyGQy1KtXT9s25TlrNBqdBSBLy8/PT9QOCwsz6/5N5eTkBG9vb207ODjYrPv39vYWZW+b8vorlcoqWW8bYHCbiKogab1tF5f8hSKtgTRzWxCAuPvlMxciIiIiIqKq4vTp00aPPXbsmPbfMpkM/v7+ZptHhw4dtP9WqVSiY5lDy5Yttf9+9OiR0QHWy5cvmzXQDgDt2rUTtQ8dOmS2fReucy6tfV2Uwq9/QkICLl++bLY5yeVyNG/eXNsOCwtDsjSAYcC///5rtnlYGwa3iajKSZYsXF7SkiTlwclJBukC0ay7TUREREREZFnHjx83KjP22rVruHLlirbdoUMHuLi4mG0e/fv3F9Wd3rBhQ7ELVpqiZ8+eovb27duN2u6PP/4w2xwKPPXUU6Ls7VOnTuHmzZtm2XfhDOm0tLQiRoo9++yzovYvv/wCtVptljkB4tc/Ly8Pu3btKnYbjUaDHTt2mG0O1obBbSKqcqQ3Pj09ymMWJVdPUpqEdbeJiIiIiIgsKysrC999912RWb5ZWVn47LPPIBRa5GnIkCFmnUf9+vXRr18/bTs2Nhbz58+HSqUyeh9qtdpgxnH37t1FpTf27t2LS5cuFbm/w4cPm5TZboqxY8dq/61Wq/Hpp5+aVH5DkC649f9q166t/ffNmzeNzt7u3LkzWrVqpW2HhoZiyZIlBo+jT05ODq5evar3sYEDB8LBwUHb3rhxI6Kioorc3+bNmxEREWH08SsbBreJqMqRBretpd52AWnd7ZhY1twmIiIiIiKyJDs7O/z777/45JNPtAs6FvbgwQPMnDlTVBe6bdu2eOaZZ8w+lxkzZsDLy0vbPnnyJN5+++1ia0DHxcVh48aNGD58OJYuXap3jEKhwPTp07VtjUaDDz74AIcPH9YZKwgCdu3ahQULFgDIf43M7dlnn0X37t217ejoaEycOBEnT540uE1mZib++ecfjB07Funp6XrHFA5QP378GN9//z3u3zeu5ufcuXNFmd87duzArFmzii3hEhkZidWrV+OVV17B77//rneMq6srJkyYoG1nZWXh3XffxcWLF3XG5uXlYd26dVi1ahUAy7z+1sCm+CFERJVLcrI4GGxNZUkAoK6vDMCT58DMbSIiIiIiIst69913sXjxYhw/fhxnz55Fly5dUK9ePajVakRFReHixYvIy8vTjvfw8MAnn3wCmcz86ztVr14dixYtwowZM5CamgoACA8Px+TJk+Hr64uAgABUr14ddnZ2SEtLw6NHj3Dz5k08ePBAu4/GjRsb3H+/fv1w+vRpHDhwAEB+sPjTTz/F2rVr0aFDB7i7uyMpKQkXLlzQBoRbtWqFOnXq4ODBg2Z9rjKZDJ999hmmTJmizWB++PAhPvzwQ9SsWRPt27eHl5cXbGxskJKSgsjISFy/fh05OTlF7vf5559HYGCgdtyuXbuwa9cuKBQKUZC4devWOjcCGjZsiC+//BJz587Vbn/u3DmcO3cOjRo1QosWLVCtWjXI5XKkpaXhwYMHiIiIQEJCglHPedSoUTh79qy2vM3jx48xffp0NGvWDAEBAXB2dkZCQgLOnj2LxMREAECfPn2gVCoRFBRk1DEqEwa3iajKseaa24Bu5nY0g9tEREREREQWNXToUMTExOCPP/5AdnY2Tpw4YXBstWrVsGzZMvj6+lpsPs2bN8f69evx8ccfi0pSxMbGIja2+IWZbG1ti3x83rx5UKlUOHr0qLbv3r17uHfvns7YBg0a4KuvvsLq1atNeAbGc3d3R2BgID799FOcOXNG2//o0SP8888/JdpnjRo1MG/ePHz11VeiQLharRbVMDcUJO/evTtWr16NuXPnijK+o6Kiii0jAhT9+isUCixevBizZ88WZePfuHEDN27c0BkfEBCAuXPnYs6cOcUetzJicJuIqhydsiQe5r+Tbkn1JL8fJScDqWmC1QXpiYiIiIiIrMmsWbPQsmVLrF27Vm+Q187ODoMGDcKcOXMgl8tNqsNcEj4+PtiwYQOOHj2Kbdu24fr160XWjnZ1dUW7du3Qu3fvYsul2NjY4Ouvv0bXrl0RGBiI+Ph4nTFOTk4YMGAApk2bBkdHx9I+nSI5Ozvjxx9/xH///YfffvsN165dM/hcbWxs0KZNGwwaNAjOzs4G99m/f3/4+/vjr7/+QnBwMKKjo5GRkYHc3Fyj5tSsWTP88ccf2LdvH7Zv347IyMgix3t6eqJjx47o168funXrVuRYJycnrFixAtu2bcPmzZuhVCp1xnh4eOCVV17BhAkTYGNTdUO8MsHSZxpRIcnJyRa/uBMVZ+wbGkTdedL+dK4Mzz1rPQFulUpAv+cEqAt9jgf+Ike3rp4AeJ4RWYJMJoPH/99B4jlGZBk8z4gsi+cYkWkCAwOxbt06bfvcuXOix2/cuIE7d+7g8ePHsLOzg7e3Nzp27KjN1i6P8ywtLQ2hoaFISEhASkoKBEGAk5MTvLy8UL9+fdSrVw8KhcLk/QqCgGvXriEyMhIpKSlwc3ODt7c32rVrJ1r8sCylpKTg6tWrSExMREpKChQKBdzc3FCvXj00bdpUVBO7rCQlJeHatWtITExEamoqZDIZnJycUKtWLdSvXx++vr4lKlOTl5enDb6npaXB09MTtWvXRtu2ba0qqF34c8icrOcVICIyE93M7fKYRcnZ2spQu7aA2LgnfTExAtC1/OZERERERERUlTRr1gzNmjUT9VmivrYpXF1di80ILgmZTIZWrVqJFmEsb+7u7ujZs2d5T0OkWrVqFpmTjY0NOnTogA4dOph935WBvLwnQERUljQaAdKFra0tuA2w7jYREREREREREYPbRFSlpKdDVM4DsNLgtqTudkzx64UQEREREREREVUqDG4TUZWiZw0GeLiX/TxKq25d8dfdYmJYM5GIiIiIiIiIqhYGt4moSkmWlCRxdATs7a1nMckC+jK3uSgQEREREREREVUlDG4TUZVi7YtJFqgnqbmdlQUkJDC4TURERERERERVB4PbRFSlKJPFbWsNbteoATg4iPvu3lOXap9KpYDrNwTk5TFITkREREREREQVn015T4CIqCxJM7c9rbDeNgDI5TL4+gi4Hfmk7+5dNTp1tC3R/nb/JeCnnwXk5gJNmwCrfgbs7KyvXAsREREREZE5TJo0CZMmTSrvaRBRMZi5TURVSnKKOCvZWjO3AaCupDRJSTK38/IELFuuweIf8wPbAHAzAjh2ovTzIyIiIiIiIiKyJAa3iahKqSw1twHdRSVNDW5nZAj46BMB2//UfexKEEuTEBEREREREVHFxrIkRFSl6Aa3rbf0Rt26MgBPgtD3TAhu338g4MOPBdy5q//xkJDSzY2IiIiIiIiIyNKYuU1EVYpOcNtKa24DupnbsXEaqFTFZ1yHhAp4a7LhwHb+voDERGZvExEREREREVHFxeA2EVUpySnitjWXJaknqbmdlwfcv68pcpsDhwTMmC3ovg7ugKODuO9qqBkmSURERERERERkIQxuE1GVIQhCpaq57eYmg7ubuM9Q3W2NRsDqQA2++kaASiV+rEEDYPUqGQICxP0hIczcJiIiIiIiIqKKi8FtIqoyMjLys5sLs+bgNgDUlWRv6wtuZ2UJ+HS+gE2/627fuRPwy88y+NSRoXWAuP74VdbdJiIiIiIiIqIKjMFtIqoypFnbgHXX3AZ0625LF5VMSBDwzgwBJ0/pbjvsVeC7b2RwcckPareWZG7fjgTS05m9TUREREREREQVE4PbRFRlSOtM29kBjo7lMxdzqVdPnG1dOHP7xk0Bk6YIiIgQb6OQA+/PlmHGdDlsbJ5s36wpYGv7ZJwgANfCLDJtIiIiIiIiIqJSY3CbiKoMffW2ZTKZvqFWQzdzO39ByRMnBbzzroDHj8WPu7gAP3wvw+CXdJ+3vb0MzZqK+66GMnObiIiIiIiIiComBreJqMqoTItJFpDW3H4Yr8GadRrM+1xATo74MV8fYM1KGTq0NxzQl5YmCWHdbSIiIiIiIiKqoBjcJqIqQ5ksblt7vW0gP2At9dtG3Wzrtm2A1StlOmVMpKSLSl6/DuTmMnubiIiIiIiIiCoeBreJqMpIThEHaT09ymce5mRvL4O3d9FjXnwB+PF7Gdzdiy/B0rIFULhSS64KuH6jlJMkqgCysgRExwjIy+PNGiIiIiIiosqCwW0iqjIqY1kSQLfudgGZDJj+jgwfvC+Dra1xtcVdXWXwayTuCwkt5QSJytmt2wJefU3AqDECps8UkJ3NADcREREREVFlwOA2EVUZusFt615MsoC07jYAODoC330jw2vDZCYvmimtu301hIFAsm4rfxGQmpr/79BrwH9nync+REREREREZB4MbhNRlaET3K4ENbcBoG0bcfC6Vi3glxUydOtasuB9gKTudug1QK1mgJusU1KSgMtXxH0xseUzFyIiIiIiIjIvBreJqMpIThG3K0tZkp5PAyOGy+DrI8cLA+0QuEoOv0Ylz0qXZm5nZABRUaWcJFE5OXEK0GjEfUolb9YQERERERFVBjblPQEiorJSWWtu29jIMP0dGT79xAMAkJycDEEoefCuRnUZfOoIiLv/pO9qKNC4cSknSlQOjh3XPReUyWU/DyIiIiIiIjI/Zm4TUZWQlSUgJ0fc5+lRLlOxCqy7TZVBQoKAqyG6/Upl2c+FiIiIiIiIzI/BbSKqEqRZ20Dlydy2BGnd7ZAQlCobnKg8HD8B6HvbMnObiIiIiIiocmBwm4iqBGm9bRsbwNm5fOZiDaSZ24lJQFxc+cyFqKSO6ilJAui/2UVERERERETWh8FtIqoS9NXblslKvuhiZefrA1TzFPddDS2fuRCVxMOHAsLC9T+WkgKo1fwmAhERERERkbVjcJuIqgSd4LZ7uUzDashkMgSw7jZZsWMnDD8mCEBqaplNhYiIiIiIiCyEwW0iqhKkNXZZb7t4rfXU3SayFkePFX0zhotKEhERERERWT8Gt4moSkhOEQe6GNwunrTudmwckJjI7G2q+GJjBdyMKHqMtA4/ERERERERWR8Gt4moStBXc5uK5tdId9FN1t0mayAtSeLhkV9HvjBmbhMREREREVk/BreJqErQrbnNxSSLo1DI0LKFuC8klJnbVPEdPS5+nz7TC6heXTxGWqqIiIiIiIiIrA+D20RUJTBzu2RYd5uszb17AiIjxX19e8vg6SHuUyp5o4aIiIiIiMja2ZT3BKhoKpUKERERuHnzJlJSUpCTkwMXFxd4eXmhZcuW8PHxKX4nxYiOjkZ4eDgePnwIjUYDb29vNG7cGE2aNDHDMyCqGKT1daWBLtJPWnf7diSQkSHA2ZmZ71QxHT0ublevDgS00u2X3vAiIiIiIiIi68PgdgUVHx+PwMBA7NmzB6mpqQbHNW7cGKNGjcJrr70GhUJh0jFOnjyJVatWISgoSO/jTZs2xcSJE/HSSy+ZtF+iioiZ2yXTrClgawuoVPltjQYIvQZ06Vy+8yLSRxAEHJOUJOn9TH6JHU8PcT/LkhAREREREVk/liWpgI4cOYIXX3wRmzZtKjKwDQC3bt3CF198gREjRuDRo0dG7V8QBHz99dd46623DAa2AeDmzZuYM2cOZs+ejdzcXJOeA1FFkpsrIDNT3OfhXj5zsTb29jI0ayruu8q621RBRd0B7t4T9/Xtnf8tAw8P8bcNuKAkERERERGR9WPmdgVz+vRpzJw5E6qCNEkANjY26NKlC5o0aQJHR0colUoEBQXh+vXr2jEhISEYN24ctm/fDhcXlyKP8cMPP2Djxo2ivnbt2qFVq1ZQKBS4efMmzpw5A0HID2Dt27cPCoUC33//vRmfKVHZ0Vd+gJnbxmsdkJ+tXYB1t6miOnpMfOOlZk2ghX/+vz09xWOZuU1ERERERGT9GNyuQLKzs/Hpp5+KAtsdO3bEokWLUKdOHZ3xZ8+exZw5c5CQkAAAiIqKwk8//YS5c+caPMbx48cRGBiobbu5ueGnn35C165dRePCw8MxZcoUPHz4EADw119/oX379hgxYkSpniNReZDW21bIAVfX8pmLNWodIMPmLU+Chtev52fD29mx7jZVHPklScR9fZ4B5PL896m0zj5rbhMREREREVk/liWpQI4dO4b79+9r2w0aNMCaNWv0BrYBoGvXrli7di1sbJ7co9ixY4fBEiKCIODHH3/UtmUyGVauXKkT2AYAf39/bNiwAfb29tq+n3/+GdnZ2SY/L6LyJg1iubk/CXhR8Vq2AGSFXq5cFXD9RvnNh0ifiFtAbJy4r2+fJ29c6bc10tMBlYoldoiIiIiIiKwZg9sVyNmzZ0Xt8ePHw8nJqchtmjVrhr59+2rbGRkZCA0N1Tv2yJEjiIiI0LZffvlldOzY0eC+GzZsiAkTJmjbCQkJ2L59e5HzIaqIdBaTZL1tk7i6yuDXSNwXov8yQ1RupCVJ6tSBqF68NHMbYPY2ERERERGRtWNwuwKJj48Xtdu0aWPUdu3atRO1DS0seeDAAVF79OjRxe57xIgRUCgUBvdBZA10gtse5TEL69Y6QNy+GsKMV6o4DJUkkRX6yoGbGyCX/NbDuttERERERETWjcHtCkSj0YjaDg4ORm3n6Ogoahf+Y75AXl4eTp06pW3Xrl0bAQEBOuOkvL29RUH2oKAgJCUlGTUvoopCmSIOxDK4bbqAAPF1JfQaoFYzwE0VQ1g48FB8fxh9e4vfs3K5TOdbG0qlhSdGREREREREFsXgdgXi6+sraj948MCo7eLixEVG69evrzMmIiICqamp2nbbtm2NnlfhsWq1GleuXDF6W6KKgJnbpSfN3M7IAKKiymcuRFLHjotvtNStCzz1lO446bnPsiRERERERETWjcHtCqRHjx6i9j///FPsNmq1GgcPHtS2fXx80LRpU51xkZGRonbz5s2Nnpe/v7+oHcWIFlkZ1twuvRrVZfCRrG17lXW3qQLQaAQcPyHu69tb/7eYPD3FbZYlISIiIiIism4MblcgzzzzjCgw/eeff+L48eMGxwuCgEWLFuHu3bvavnfeeQdyaVFR6Aak69SpozPGkNq1axe5L6KKTjdzWzfoRcVj3W2qiEKvAQmPxX19++g/x6WZ20ol38NERERERETWjMHtCkShUGDJkiXw+P+/vtVqNaZOnYr58+cjODgYmZmZEAQBSUlJOHbsGMaNG4cNGzZotx8xYgReffVVvfuWLlZZq1Yto+clHfvw4UOjtyWqCJJTxG2WJSkZad3tkJD8m2xE5enoMfF7sFFDoGED/cFtZm4TERERERFVLjblPQES8/Pzw/bt2/HJJ5/gwoUL0Gg02Lp1K7Zu3Wpwmxo1auDdd9/Fa6+9ZnBMZmamqO3s7Gz0nKRjpfsyhb6viRNZmjRz29NDVunei4Wfj6WeW5vWAPAkkJiYBNy/L4Ovb+V6Lcl6qNUCTpwS9/XtY/j8ruYpQ+H3cEqy8edLWZxjRFUdzzMiy+I5RmR5PM+IDLPUOcHgdgVUr149bNq0CTt37sS3336LlJQUg2P9/f0xf/58tG7dush9SgPSdnZ2Rs/H3t6+yH2Zwt2dxY6pbKlUAtLSkkR99eq6wsOj8l7+LHWeubsLqF5dicTEJ8HBW7cd0bKlg0WOR1Scc+dVSEpKFfW98rI7PDwUesfXrp0NIEPbTk2zgUcJivDzs4zI8nieEVkWzzEiy+N5RlQ2WJakAoqMjMSbb76Jjz/+uMjANgCEh4dj+PDheOutt4osF5KTkyNqmxLclo7Nzs42elui8pacols2w7MaL30lIZPJ0L6drajvSlBeOc2GCDhwUPzZ1ryZAvXr6w9sA0B1ybmflKSxyLyIiIiIiIiobFTe1EUr9d9//+Gdd95BVlYWAMDW1hbDhg3DCy+8gCZNmsDR0RHJyckICQnBtm3bcOpU/vexT548iVdeeQWbN2+Gn5+fzn6l2de5ublGz0k61sGh5FmaKSkprNFLZSr6np73m5CC5OTK9RUxmUymzQyw5Hnm30yDQ4eftC9eykFyMgPcVPby8gQcOiIOTj/TS4NkaR2iQuzsxOdFYlLR4wsrq3OMqCrjeUZkWTzHiCyP5xmRYYXPD3NicLsCiY6OxrRp07SBbTc3N6xdu1an5IiXlxf69u2Lvn37YuvWrZg/fz4AICkpCVOmTMGePXvg6Ogo2sbJyUnUNiW4Lc36lu7LFIIg8OJOZUqZLH6/ubkBCkXlXgjRkudZQIC4HRMLPH6sQfXqletmAVV8ly4LkH65qfczRZ/bHu7ix7KzgcxMDRwdTXv/8rOMyPJ4nhFZFs8xIsvjeUZUNvjd/Apk8eLFonrWCxYsKLaW9siRIzFy5Eht+969e9iyZYvOOGlAOiMjQ2eMIdKxpQluE5U1aVJmCcrrUiF+jQDperQhoeUzF6rajh4X/6HQvDlQp3bRQWoPD90+IxO3iYiIiIiIqAJicLuCSEtLw5EjR7TtevXq4fnnnzdq27feekvU3rNnj84Yb29vUbuo+txSDx48ELVr1apl9LZE5U0nuO1RHrOoPBQKGVq2EPddDWU2ApUtlUrAqX/FfX17F5997ewM2IrLxkOZbL55ERERERERUdlicLuCCA0NhVqt1rY7duwImcy4r0nXqVMHvr6+2vatW7d0SolI63Dfv3/f6LlJA+GNGjUyelui8iZdUJLB7dJrHSC+NoWElNNEqMq6cBFITxf39X6m+O1kMhk8PcR9SqWZJkVERERERERljsHtCiIxMVHU9vLyMmn7wuM1Gt0FsqTB7fDwcKP3HRYWJmozuE3WRJqVyeB26bWW1N2+HQlkZDB7m8rO0WPi91urloB3TeNuCHt4itvJKfrHERERERERUcXH4HYFYW9vL2pnZ2ebtH3BIpQFpHWxGzduDDc3N207ODjY6H0HBQVp/61QKNCuXTuT5kZUnlhz2/yaNRWXdtBogNBr5TcfqlpycgT8+5+4r28f4xeElF4DmLlNRERERERkvRjcriCqVasmakdGRhq9rUqlQnR0tLZtZ2cHV1dX0RgbGxv07NlT237w4AGuXr1a7L7j4+NF49q2baszV6KKTLfmtvFBMNLP3l6GZk3Ffay7TWXl3Hmg8P1cmQx4ppfx23tKMreVyXzvEhERERERWSsGtysIf39/2BZKhbxw4QISEhKM2vbo0aPIzMzUttu0aaN33IABA0TtLVu2FLvvbdu2iWqBG7vIJVFFIS05UGHKkggCZIm3YXt5Axz+nADn5e3htO5ZKCIOlffMjCItTcK621RWjh4XB6PbtAZqVDf+ppW05nYyM7eJiIiIiIisFoPbFYSTkxM6d+6sbefk5OCrr74qdjulUolFixaJ+vr06aN3bN++fdGkSRNte8+ePbh48aLBfd+5cwfr1q3Ttr28vDBs2LBi50RUkUgzt6WBrTKVkw7FrcOwP/w5nNb2hfNvL8L+5HewuXcGMlUm5CkxcNw7A/YHPwFyM8pxosWTLip5/TqQm8sMWLKsrCwBZ86K+/r2Nu3bGJ6e4vHSuvxERERERERkPRjcrkDeeecdUfvAgQN49913DWZwh4SEYNSoUYiLi9P21ahRA6+99pre8TKZDLNnz9a2BUHA1KlTcfbsWZ2x4eHhGD9+PHJycrR906ZNg4ODg0nPiag8aTQCUlPFfWVac1sQIH90HbYXAuH4xxg4r+oKx7/fhW3o/yBPe2BwM9uwnXDaPATyBxU3Hbpli/xyEAVyVcD1G+U3H6oazpwFCi9JoZADvUwoSQLofntDegOMiIiIiIiIrIdNeU+AnmjXrh0mT56MX375Rdt38OBBHD9+HJ06dUKTJk3g5OSE5ORkBAcH49o18Qputra2WLx4sc5ikoX17t0bkyZNQmBgIAAgNTUV48ePR7t27RAQEAC5XI6bN2/izJkzEIQnWZgvvfQSRowYYeZnTGRZqan5ix0WZvGyJFnJsLn3HxR3T0Nx7zTkGY9LtBt5cjQc/xiN3K7ToOo4EZArzDzR0nF1lcGvkYDbhZYHCAnVLVdCZE7SkiTt2wOeJtbRl357gwtKEhERERERWS8GtyuYWbNmwdbWFitXrtTWus7NzcXp06dx+vRpg9tVq1YN3377Lbp27VrsMWbPno3s7Gxs2rRJ23flyhVcuXJF7/iBAwcaVSKFqKKR1tsGAHcLZG7LE25CcfsIbO7+C/nDUMgETfEb/T+NSy2oG/aAxt0XdudXQ6Z6Uj9fpsmD/X9LYXP3X2QP+A6Cm4/5J18KrQMgCm5fDREwZjQX7CTLyMgQcO6cuK+PiSVJAH0LSuZ/k0km43uXiIiIiIjI2jC4XQFNmzYNffr0wfr163Hw4EFRaRCp6tWrY+jQoRg3bhyqV69u1P7lcjnmzZuHHj16YOXKlQgODtY7rkmTJpg4cSJefvnlkjwNonInLTfg7AzY2Zk3gGV76VfYn/re6PGCwhZqnw5QN+gBdYOnoan+lLa+R16T5+HwzwdQPLgq2kYRdxlOm15BTt/PkdfsBbPOvzQCAmT4c9eTTNrQa4BaLUChYJCQzO/0f/nlbwrY2AA9e5i+H2nmdl4ekJ4OuLqWanpERERERERUDhjcrqD8/f3x/fff4+uvv0Z4eDgiIyORmpqK7OxsODs7w9PTE/7+/mjUqFGJs8169eqFXr164d69ewgLC8OjR4+gVqvh7e2Nxo0bo2nTpmZ+VkRlSxrcNne9bVnGY9j9t6zYcRr3ushr0APqhk9D7dsJsHPWO07wqIes4Ztgd/4X2J7/RZQBLstJg8P+96G6cwo5fT4F7F3M9jxKSlqCJCMDiIoCGjcun/lQ5SYtSdKpA+Dmavrnn77SRMkpDG4TERERERFZIwa3Kzg7Ozu0adMGbdq0sdgx6tevj/r161ts/0TlRSe47WHe/dte2QiZOlenX7BxgLpuJ6gb9EBegx4QPE04vxS2yO02HXn1u8Phnw8gT40TPWx7/S8o7l9B9oBF0NRpW9qnUCo1qsvgU0dA3P0nfVdDGdwm80tNE3DhorivT5+S3dh1cJDB0UFAVqGFKZVKoK5vKSZIRERERERE5UJe3hMgIrIUac1tswa3c9Jge3WrqCuvXhdkvboWGVPPIfuV1VC1fd20wHYhGp92yByzC6rmL+o8Jk+JheMfr8PuzM+AJq9E+zcXafb21RBB/0CiUvj3dH75kAJ2tkCP7iXfn4eeuttERERERERkfRjcJqJKKzlZHGg1Z3Db9upWyHLTtW0BMuT0/Qzq+t0BG3vzHMTeFTkDFiF7wPcQ7MRlSGSCBnbnVsDxjzGQJceY53glEBAgzp4NCc1fnI/InI4eE7+nOncGnJ1LXttdWndbqSzxroiIiIiIiKgcMbhNRJWWNBvTbDW3VdmwvbJR1KVu/CwEz4ZmOoBYXvNByByzG2qf9jqPKR4Ew2nzK7AJ31MuQWVp5nZiInD/vv6xRCWRnCzg8mVxX9/epVu01FOSuS0tYURERERERETWgcFtIqq0dGtuly4gVsAmbCfkmYmivtxOk8yyb0MEdx9kDfsNOd1nQJApRI/JcjNg/8+HUG+fAiErxcAeLMPXB6gmCRReDSnTKVAld/YcoH6ytirs7YFuXUu3T+m3OKTf8iAiIiIiIiLrwOA2EVVaFqm5rcmD3aVfRV159btD493CDDsvhlwBVefJyBrxOzTu9XQeFkJ3I29FHyjunrb8XP6fTCZDgLTudigDhWQ+cffF76f2bQEnp1JmbnuI2yxLQkREREREZJ0Y3CaiSks3c7v0+7S5sR/y1DhRn6rTW6XfsQk0tVsjc8xOqFoM0X0wJQ4Of06E/aFPgZy0MplPa0ndbWZukzmlSd7G1auXfp+enuL3LBeUJCIiIiIisk4MbhNRpSQIgk5w27O0NbcFDWwvBoq61LUCoPbtWModl4CdM3Ke+xpZg5ZCsNd9YrbXdsDpt5eguHPK4lOR1t2OjQUSE5m9TeaRKgluu7qVfp/SzG3W3CYiIiIiIrJODG4TUaWUlg6o1eK+0mZuK6JOQpF4W9SX2+ktQGaeWt4loW7yHDLH7oa6Xhedx+TpD+G4623YH5wLZFuuFrdfI8DZWdwXEmqxw1EVI83cdnUp/fkmvRYwc5uIiIiIiMg6MbhNRJWSvkzMUgW3BQF2F9aIutTV/aD2612KnZqH4FoL2UN/hfzF7wA7Z53HbcN25WdxRx23yPEVChlaSkqOs+42mUtqqrjt6lr6fUozt1NSALWa71kiIiIiIiJrw+A2EVVK0uC2gwPg4FDyjE957EUoHgSL+lQdJwGyCnIZlcmh6DQONtNPQF2vm87D8oxHcNw9Ffb/fAhkJZv98NK62yGsu01mkpYubruZoyyJp7it0eiWPyEiIiIiIqKKr4JEZYiIzEtnMclS1tu2uyCuta1xq4O8pgNLt1MLkHnURfbQdcjuvwCCvizu63/BaeOLUNw+YtbjSutu344EUlOZCUullybN3HYp/T7d9VwPlMrS75eIiIiIiIjKFoPbRFQpJUtKTJemJIn8UThs7p0W9anavwkobEu+U0uSyZDXahgyx/6FvPpP6zwsz3gMx7+mw37f+0CWeSJ6zZoCdnZP2hoNcOq04fFExhAEQafmtjkyt21tZTrlTbioJBERERERkfVhcJuIKiWdzG2Pku/LVpq17VgNqpZDSr7DMiK41UH2kDXIfvZrCPa6hYptb+6D028vQhFxqNTHsreXoUtncd+x48zcptLJygLUGnGfOWpuA1xUkoiIiIiIqDJgcJuIKqXkZHFgtaTBbZnyLmxuiYO/qnZjAVvHEs6sjMlkyGs5BJlj/0Zew146D8szE+G4dwbs986CLDOxVIfq21tcd/vyZUCZzAA3lZx0MUkAcDNTcFu6qGQyy5IQERERERFZHQa3iahSkmZuSwNZxrK7uA4y4UnqqGDnDFXrkSWeV3kRXL2RPXgVsp9fCMFet66DbcQBOP32Imxu7geEkgWku3XNX7izgFoDnDxV0hkTQackiVwOODmZZ9/SRSV5I4aIiIiIiMj6MLhNRJWSbs1tmf6BRZClxcMmfI+oTxUwAnAwQ9Hf8iCTIc9/MDLH/Y08vz66D2cp4bDvPTj8NR2ytAcm797RUYbuXcV9LE1CpZEqCW67uAByuennsj46mdvJZtktERERERERlSEGt4moUjJHzW3bK79BplFp24LCDqr240o1r4pAcKmJ7Jd+RvaA7yE4uOs8bhN5FE4bBsH28gZAk2fSvvv0EQceg68CiYkMcFPJ6CwmaaaSJABrbhMREREREVUGDG4TUaWkE9zWjeEWLSsZtiF/iLryWrwCwdmrVPOqMGQy5DUflJ/F/VR/3YdVmbA/+R0cfx8O+YMQo3fbpZO4bIRGA5w4aY4JU1UkDW6bazFJAPCUfJtDyZrbREREREREVofBbSKqdARBKHXmtm3w75CpMp/sUyZHboc3Sz23ikZw9kL2i8uQ/cKPEBw9dR5XJFyH49YRsD/6BZCtZ3U/CXt7GXp0F/cdOcbMbSoZaVkScwa3PXRqbptv30RERERERFQ2GNwmokonKwvIVYn7TApuqzJhF7RZ1JXXZAAEj3qlnluFJJMhr+kAZIzfB1XLoboPQ4Dt1W1w2vACbG7sK3bByT69xRmxodeA+EcMcJPp0tLE7xvzZm6L26y5TUREREREZH0Y3CaiSkdfBqY0kFUU29AdkGWLd6LqNKk0U7IOjp7IefZLZL72O9TVG+s8LM98DIf978Nh50TIlPcM7qZTx/yF/wo7fsLMc6UqwaKZ2x7idloaoFLxJgwREREREZE1YXCbiCodaQamnS3g6Gjkxupc2F5aL+rKa9gLGq+mZpmbNdD4tEPW638ip8d7EGwcdB63uXcGThtfgu25lUBers7jtrYy9Owh7jt6nEFDMp0lF5T01K3Cg5QU8+2fiIiIiIiILI/BbSKqdPTV25bJZPqG6rC5vhfy9IeivtyqkLUtpbCFquNEZI7bi7yGvXQelqlzYX9mOZw2DYYi+rzO430lpUmuXwfuP2CAm0yju6CkceexMdxcAbnktyAuKklERERERGRdGNwmokonWZJ9aXS9bUEDu4trRV1qn/bQ+LQ3y7yskeDug+zBq5D14jJoXLx1Hpcr78Bxx3jY//MhZJmJ2v727QB3N/HYY8ctPVuqbKRlSdzc9I8rCYVCBnd3cZ/02kFEREREREQVG4PbRFTp6MvcNobi9hHIlXdEfbkdq2DWtpRMBnXjZ5E5fh9y242DINP96LC9/hec1r8Am5D/AYIGNjYy9JIkfB9jaRIykU7mtov+cSXlIQluM3ObiIiIiIjIujC4TUSVTnKyOIgqDWDpJQiwuxAo6lLXaAp1w55mnJmVs3NG7jMfIWv0dqi9W+k8LMtJgcORz+H4x+uQJ9zQKU0ScQuIiWWAm4yXlipum3NBSUC37ra+xWiJiIiIiIio4mJwm4gqnZJkbiuiz0IRf03Up+o0CTCyVndVoqnpj6yRW5Hd51MIdrqptIr7QXDc/Cq6JH6BBl7iVNijx8pqlmTt1GoB6RniPnOWJQEATw9xW6nkzRciIiIiIiJrwuA2EVU6ujW3iw9Q214UZ21r3Osir8lz5pxW5SJXIK/NKGSO3wdV04E6D8sEDexD/8DWrgMxsuFm2MhUAFiahIyXnq7bZ+6yJMzcJiIiIiIism4MbhNRpWNq5rb8YShsos+J+nI7TgDkNmadV2UkuNREzgs/IGvIWmjc6+k87ohUfNhqIf7o9Sq6eJ1B1B3gzl0GuKl40nrbgPkzt6U3vqTXDiIiIiIiIqrYGNwmokpHJ7hdTM1tuwtrRG2Ncw3k+Q8265wqO3WD7sgcuwc53aZDsHHQedzPLRK/dJ2EJR2n4/KRe+UwQ7I2aZLMbVtbwN7evMeQ3vjigpJERERERETWhcFtIioXFy8JmPyOBtNnahBxy7yZvKZkbssSI2Fz+4ioT9VuHGBj5ihaVWDrAFWXqch8Yz9UTV/QO6R37WMYnfwSbP/9EcjN0DuGCABSJYtJurkCMjPXwGdZEiIiIiIiIuvG4DYRlTllsoB5nwu4FgYEBQNfLxQgCOYJcOfkCMjKFvcVFdy2u7RO1Bbs3aAKGGGWuVRVgmtt5LywGJmvbYa6ZnOdx23lKthfDITT+gGwCd8DCJpymCVVdNKyJK6u5j+GdEHJZGZuExERERERWRUGt4mozB04CGQUStqNjALuPzDPvvVlXhoKbstS78Pm+t+iPlWbkYC9mVetq6L+j73zDo+rONv+PdvUuyzJRZItW5ItV2wDNu4VXIHQMb1DgCS8IUDKl8ALyRtCSEgIvWPAlFDcC264d1u2ZUvukoskq0urtmW+P9bS7szZlXalLWel53ddvqyZnTNntDr1nmfux9p7FBpu/xqN019AlSle8bnGeBGhK59F2KLbobmQG4AREmqmxh/ithS53dAINDaSJzxBEARBEARBEESwQOI2QRB+hXOOxUuV4lHeEe/0L1uSaLVAlAutWr/vUzCr2T42bQhMl93pnYEQNjRamIfdhI9jluGTE3fDZFUm6dReOIDwL25ByKrfgtWVBmCQhBrxR+S2Mz9+SipJEARBEARBEAQRPJC4TRCEX9l/ACgqUtYfzvNOtKSzZJJOfXotzdDn/SBUmYbeCB6e4JVxECLjp8bg1cO/wU0bvsPmkvFO2+gPf4fwD2dBv+s9wNzs5xESaqO2Vrwm+ELcjowEdNJ8C/luEwRBEARBEARBBA8kbhME4VeWOInaBoC8PO/0X1Utll1ZkmhP/QTWIBrsmi5b4J1BEAqyMoE+vYHTdRl4fMdbeGL7G6hg6Yp2zFSPkE1/R/gn86AtWA14yYudCD5kW5JoH4jbjDGF73Yl+W4TBEEQBEEQBEEEDSRuEwThN2pqODZsdP7ZseNAc3PnhUxF5Has83b6w98JZUuvkeBx/Tq9f8I5jDFMndJawqbSSbhj+/donPBrcEOEor2mqhBhS39h8+M+t9evYyXUgdKWxMkKDC8g+26TLQlBEARBEARBEETwQOI2QRB+Y+VqoNnk/DOTySZwd5aqKlEgd+apy4xl0J4UVXbT4Os7v3OiTaZNFcXJ8yUG7Au7D/X3roBp8M+cbqO9sB/hXy5A6OInwCpO+WOYhErwh+c2oJwAI1uS9ik4xvHU01Y8+Ssrjhyl1RUEQRAEQRAEQQQOErcJgvALrhJJOnLYC9Yk7kRu644uBeMW+9h0oTBnXdP5nRNtktEP6Cs5kaxdz8EjeqDp6pdQf/tXsPQc4XRb3fEfEf7xPISsfR7MWOb7wRIBRxa3fWFLAsCJLQmJtW3R2Mjxm+c4du4C9u4DXvwzByf7IIIgCIIgCIIgAgSJ2wRB+IVDh4HTp8W61FSxnHfEC7YkCs9tycqAc+gOfStUmTNnAiGRnd430TY2axLx77F+A2Cx2P7u1pShaLj1czTM/QesMWnK7bkF+gOLEP7B1dBv+w/QbPTHsIkA4bfIbcmWhCK322b9BqDMYX7pTKFYJgiCIAiCIAiC8CckbhME4RcWLxGF6z69gVtuFIXOvCOd3097kdua0jxoy48JdWayJPEb06aI5fJyIPegQwVjsGRdg/p7lqBpyu/AwyTlEZeSTm57HeEfXgNd7leA1ezbQRMBQZFQMto3+4mTJsDIc7ttnK3AqaN5JoIgCIIgCIIgAgSJ2wRB+JzaWo51G8S6eXMZBg8W686fByqrOhe9rRC3Jc9tOWrbGt0LltQrOrVPwn3S0xn69xfr1q538jfXGmC67A4Y71uF5iseBteGKJpojGUI/fGPCP/kWmhPrAPIGqHL0NzM0dgo1kX5aHEFeW67z8lTHAcPKevr6vw/FoIgCIIgCIIgCIDEbYIg/MDqH4GmJntZqwVmXQ306wuEhopt8zrpu91m5La5Gfqjy4TPzTnXAYwuhf5kmmRNsmEjYDa7EKZDotA8/peov28lTIN/Bg6maKKpOImwH36OsK/uhObCAV8MmfAzsiUJ4DtbEtlzu6rSN/vpCixd5vw8pchtgiAIgiAIgiACBSk6BEH4FGeJJCeMB+LjGXQ6hoHZYvvDeR2PvjWZuEJkcRS3tSfXgTWJptwmsiTxO7I1SVUVsG9/29vwqBQ0Xf0SGu78HuZ+E5220Z7bg/AvbkXokl+CVZ72xlCJAFHrJBLYZ+K2E89tSpCopKmJY8Uq559R5DZBEARBEARBEIGCxG2CIHzKkaPAiRNi3bXz7NG3OTniZ53x3a6uVtY5itv6w98Jn5n7XAEe06fjOyQ6RO/eDNlZYt06Z9YkTrD2yELj9W+j4cYPYUnKcdpGd2wVwj+eB8Pa/wWrK+3scIkAUFMjlsNCAb1eGbXvDeTIbZMJMFIksoKNPzmPqAdI3CYINVJWzvHH56146FGrc/svgiAIgiCILgKJ2wRB+BQ5kWTPnsCokfby4EGiYHXkKGC1duwlTPbKZQyIvhTtyepKoT29WficEkkGjmlTJWuSn2yR9+5iSRuDhgVfo3H2K7BG91Z8zqxmGA58jvAProbhp78BDeQ1EUzIImqUj5JJAkrPbYCSSjrDWSLJFkjcJgj18fobHGvX24IGXniR48IFErgJgiAIguiakLhNEITPMBo5flwn1s2bw6DR2IXNwTnyNsCZwo7tTxakYqIBrda2L13eD2Dc2voZ14fDnDWzYzsiOs1UyZqkthbYvcfDTpgG5oFzUH/PcjRNegY8JEbZxNwIw+4PEPHedBi2/AtorHHSEaE2ZFsSX1mSAEBYGFN4/1NSSZHCQo79bdjZ19WRaEYQamPPXvvPFguwY2fgxkIQBEEQBOFLSNwmCMJnrFkLNDbay1oNMHuW2CYxkSGph1jXUWuSKsmWpDUik3Po874XPjNnXQPowzu2I6LTpCQzDBks1nV42bTOANOoe2C8fxWaR98PrjUomjBTPQw73kTE+zOg3/E20Ey+E2pGtiWJ9qG4DSitSSop0F9giYtEki1Q5DZBqIumJq64juUX0CQUQRAEQRBdExK3CYLwGfIy9quuAhITlL65OYPEckeTSsqR2y3itubCAWgqTgqfUSLJwDN1ingsbNpseyHvMKExaJ74a9TfuwKmoTeBM62iCWuqQciWfyL8/ZnQ7/kIMDUq+yECTm2teBz4MnIbAGKdJJUkbDQ3c6xYKdbp9WJZTuRLEERgKXGSbiK/wP/jIAiCIAiC8AckbhME4ROO5nMUSC9S8+c6TwiXkyPW5+V1bJ9VVaIgFnvJpUKO2rbGpMHae1THdkJ4jamTbb7oLRiNwM5dne+XR/dC04wXUH/PMpgGzQeH8rjTNFQgZONfEf7B1dAd+AKwNHd+x4TXUHhu+zlymzy37WzaolwVc/UMsUyR2wShLkpKlHUnT9kmqwiCIAiCILoaJG4TBOETlkhR20lJwBWXO28r+26fPAU0NHj+AuY0ctvUCF3+cqHeNPg6UVUlAkJiIsPwYWJdh61JnMDj0tE066+ov3sxTFnXOG2jMZYidO0LCP9wNnSHvgWsZq/tn+g4srjta1sSOalkZRUJQC3ISYFHDAcGDhSvn0aK3CYIVeFM3Dabbc9XBEEQBEEQXQ0StwmC8Dr19Rxr1op18+aw1uSOMtlZNj/uFqxW4Gi+5/t15rmtO7EWrMmulHEwmHOu9bxzwifI1iRbtgCNjd4VFnnCADTN/Qfq7/gvzBmTnbbR1JxD6OrfIfzjedAdXQY4JB8l/I8yctu3k1Hkue2cc+e4kJQOAObPY4iKFOsocpsg1EVJqfP7KFmTEARBEATRFSFxmyAIr7NuPVBfby9rNMCcWa7bh4Yy9O8v1nUkqaQycptBd/hboc6SNgY8upfnnRM+YfJE2/HRQkMjsG27b/ZlTcpB43Vvov7WL2BOG+u0jabyNEKX/xphn14P7fEfAU4RvIGgxs+R23FxonhOtiQ25ESS0dHApAlApCRu15K4TRCqorjYeT0llSQIgiAIoitC4jZBEF7nB8mSZMyVQFJS25GX3kgqKQtSPcPOQ3tmm1BnHvwzj/slfEd8PMNlI8Q6b1qTOMPaawQab/wADTd9DEuvkU7baMsKELb4CYR9diO0x9ZQJLefIc/twGM2cyxfIdZdMxMICWGIiBDryZaEINSFs4SSAJDfgVVxBEEQBEEQaofEbYIgvMqx4xxHpKhrV4kkHRksJ5X0QuR2ZsNiMNiFUm6IhHnANM87JnzKtKni337bdpu1ja+xpF6BhlsWouH6d2BJHuy0jbY0D2FLnkTYJ9fZvNutFp+Pi1BGbvta3FZ4bpMtCbZsBSqk72HepWu5bEvS2AiYTBQRShBqodiJ5zZg89ymc5UgCIIgiK4GidsEQXgVOZFkYqItcrs95MjtsjKg1IVnpDMsFi4JYhy9L34vtDFnzwb0YW73SfiHSRMArdZebmoCtmxz3d6rMAZLvwlouP1rNMz/NywJmU6bacuPIXTZ/yD8k/nQ5f1AiSd9COfc7wkl4+LEclU1YLV2bwHoBymR5NAhQL++NnE7IlLZvo6itwlCFVitHKUuIrdNJuDUab8OhyAIgiAIwueQuE0QhNdobORYvUasmzML0Onaj9xOTVX6uB7Oc3/fNTWiPfKI+L0IMRYKbUyDr3e/Q8JvxMQwjB4l1q1b52dhkTFYBkxHw13fo3H2K7DG9XXaTFNxEqErn0X4h3OgO/gNYGn27zi7AQ0NgFmaO/C3LYnVarumdFcuXODYtVusmz/Pfh2XI7cBwEi+2wShCioqlNdQR8iahCAIgiCIrgaJ2wRBeI31G8ToPcaAubPbF7YBQKNhiujtvCPuC5yVVWL52tTvhbI1rh+sPYe73R/hX6ZNEY+T7TuBuroARM4yDcwD56D+7qVonP0KLAn9nTbTVBcidM0fEP7BNdAd+AIwk8jtLZwlJ4yK9u0+ZVsSwBa93V1ZupwLk4WREcCUSfaywQDo9eI2dSRuE4QqcGVJ0gIllSQIgiAIoqtB4jZBEF5jsWRJcsXlQM+e7onbgLOkku7v29FvO1Rbj6t7rxQ+Nw2+3qa2E6pkwnhRLDOZgE1bAjceaLQwD5yDhrsWo2Hua7D0GOi8We0FhK59AeEfzIR+76eAqdHPA+16yJYkjNnEVV+i1zPFypHu6rttNnMskxJJXj0TCA21Xz8ZUyaVJFsSglAHJe2J28f8Mw6CIAiCIAh/QeI2QRBe4eQpjoOHxDp3Ekk6IieVzC+wCS3u4BhlOb3nGoTr6lvLnGlgzrnWo7EQ/iUqiuGKy8W6H9eqILqMaWDJmomGO75Fw7VvwJI81GkzTV0JQjb8GeHvz4B+9wdAMyl9HUW2A4mIsK3s8DWKpJJVPt+lKtm+w5bzwBFHS5IW5MkAitwmCHVQIvltGwxi+cRx95+tCIIgCIIgggEStwmC8ApyIsn4OGDcVZ71MUgKjm1qAk6ecm9bx8jta9O+Ez6zpI8Dj0zybDCE35k2VRTQdu0GiktU8gLOGCz9p6Dh9i/R8LN3Yek10mkzTX0ZQn76GyLemw79jreBJlL8PEW2JYn2sSVJC7LvdneN3F4sJZLMGQT0z1CK27LvNonbBKEOiouVq+gcaaakkgRBEARBdDFI3CYIotM0NXGsXC3WzXYzkaQjsbEMfXqLde5ak7SI273Cz+LyxF3CZ2ZKJBkUTBgHwerAagWWLVeJuN0CY7D0HY+GWxai4caPYO5zhfNmjVUI2fJPRLw3DYYt/wSrL/fzQIOXWily21nyQl8QFyeWq6pUduz5gZJSju07xTpnUdsAyJaEIFSKHLmdOQDomSLW5Rf4bzwEQRAEQRC+hsRtgiA6zcaflD658+Z0zEZAkVQyz01bkktC1PzUH4R6HhIDc/+pHRoL4V/CwhhmTBfrli0HLBYVioyMwZJ2JRpv/hj1tyyEOX2c82ZNNTDseBvh705DyNrnwaqK/DzQ4KNGupYELHK7yj/7VRPLltsmlVoIDwemTXHeVmlLosLzlCC6IbLndnIyQ3aWWEdJJQmCIAiC6EqQuE0QRKeRE0mOGgn07t1BcVvy3XY7crsaYLBiXh9R3DYNnAPoQjo0FsL/yD7tpReBHTtdNFYJ1t6j0HjDe6i/bRHMGZOdtmGWJugPLEL4h9cgZNlT0JQc9u8gg4haSSSNivLPfmXP7apuZktisXAslVZKzJxum3RyBtmSEIQ6KZbE7ZRkIDtbPI8LKHKbIAiCIIguBInbBEF0isJCjv0HxDpXy9jdYXCO1H8RUFPbfoRRVRUwKmEXekecE+rJkiS4yMpkGJgt1smTJ2rF2nM4Gq97E/V3/BfmATOctmHcCn3+CoR/diNCv7kP2jNbAR4cv5+/kG1Jov0kbsfFidet7ha5vXMXUCrZGcxrIykw2ZIQhPowGrlioik5GcjKFOuOn6CkkgRBEARBdB1I3CYIolPIwmNsjM07uaMM6A8Y9GLdkSPtb1dVBVyb9r1QZ0nIhDV5cMcHQwQEWVDbtg24eDF4XsKtSTnIG/oaXm3+AXv49eAandN2usJtCPvv/Qj7/Cbo8lcAVoufR6pOZIsjf0Vud/eEknIiyewsIDvLtbgdGSl+RpHbBBF4ZEsSAEjqAYUtSVMTcKbQP2MiCIIgCILwNSRuEwTRYZqbOVauEutmXQMYDB2P3NbrGbKkl7A8N8TtplojpvdcI9SZB18PsI6PhQgMM6YBYaH2ssUKLFsRuPF4itnM8Yc/cnyycgDuX/IinjyxCs2j7gHXhzttry05jNBlTyH8w1nQHfgCMDX6ecTqQvbcjoryzzmsSChZ7ZfdqoKyMo6t28S69lbgKD23vTwogiA8Rk4mGR8HhIQwxMYyJCeLn+Xn+29cBEEQBEEQvoTEbYIgOsymzUoBqK1l7O6iSCp5pO2oXauV48qIlQjTNbTWcaaFedC8To+F8D/h4QzTpcSSS5dxWK3BEb2dd0SMiNt0MAXH+/0GxgfXoWncL2ENT3C6naa6CKFrX0D4+9Oh3/EW0NiN1FUH5Mhtf9mSxMaI5Zqa7rNsf9kK2yRSC2GhtkmmtiBxmyDUh+y3nZxi/5mSShIEQRAE0VUhcZsgiA4jW5KMGA6kpXpD3Bb7yMsDeBu+xHV1wNw+3wt19b0mgkckdnosRGCQE0sWlwC7dgdoMB5yINdFXWgMTFc+jPr7f0Tj9D/BGpPmdHtNfTlCtryGiHenwrDxr2C1F3w7YJURMFuSOGVdd4jetlo5li4Tr6/Tp9kmmdqCxG2CUB8lJeK5nJxk/1m2GSo45o8REQRBEARB+B4StwmC6BDnznHs2SvWdSaRpCNyUsnqGuDcOedtAaC+6DRGJoiDsQ6jRJLBzMBsIHOAWLckSBJL5h5UjvOAY50+FOZht6D+3uVomPsPWFz4wjNTPQx7PkL4+zMRsuzX0BQf9NWQVYXSlsQ/+42OVroYdQff7d17gAvFYp07K3AiKaEkQagOOXI7xcGKRLZ8O3YcsFiC475KEARBEATRFiRuEwTRIZZIkX7R0cCkCd7pOyVFGUV5OM91+5D8H4RyZXMcWNYk7wyGCAiMMYXAtmkLUF6u7hdxq5XjoBMNOteZLq3RwpJ1DRpu/xoNN34Ic7rzTKzMaoY+fxnCP78ZYYsWQFuwussmn7RauSIC2F/itlbLECNZk1RV+WffgUROJDmgPzBoYPvbyZHbRiOCxjqIILoqckLJ5GT7fXSgJG43NlJSSYIgCIIgugYkbhME4TEmE1ck+Ltmpi1pkTdgjCmit136blstSDwnitsbK+cAWoNXxkIEjpnTgZAQe9liAZavDNx43OHkKecRrOfP25L2OYUxWNLGoPGG91B/x39hyp4NzpzfnrXn9yJs6S8Q/sHV0O/5CGjqWl4QdUZAdiDyl7gNALGxYrmyyn/7DgQVFRybtoh18+cxMDcS8criNudAfb0XB0cQhMcoxG0HW5K4OIakHuLn+QW+HxNBEARBEISvIXGbIAiP2bJVuVzfG4kkHVH4bh9x3k5btB1hJnFN/fZGsiTpCkRGMkybItapPbGkM79tdz5rwZqUg6Y5f0f9favQPPx2cF2o03aamnMI2fhXRLw7GYYNfwGrPtvBEasL2W8b8F9CSQCIixXLVV3clmT5StukUQshIbZJJXeQbUkAsiYhiEBiNnOUlYt1KSlimZJKEgRBEATRFSFxmyAIj1m2QnwZGjoE6NfX2+K2WD52HGhqUr6E6Q59J5SPVg9ETbgba+qJoED2cT93Hti7L0CDcYPcXNdCwYE2PpPhMX3QPO0PMD64Hk3jn4I1MtlpO9ZshGHvJwj/4GqELn4SmnN7lKHPQURtjVjWaoGwMP/tX7ZDqqwK3u+yPZwlkpw2xTap5A7h4UqPckoqSRCB4+JFwGoV6xwjtwEgO1tKKkmR2wRBEARBdAFI3CYIwiM4V3oKz5vjXWEbsHm+OgonZrNN4BZorIHu+I9C1Q+F1yusBYjgZXAOkNFPrFNrYknOOQ60kfOxrc9cEhYL0xUPov7+NWic9TdYkoc4bca4FbrjaxD+5R0I+/xm6I4sBSymDuwwsNRK4qgtyaP3ry+uUERuV/lt135n337grJSo15MVOBoNQ0S4WGekyG2CCBglpWI5LNR2DXUkK1MsHztGSSUJgiAIggh+SNwmCMIjqqqUS89HjPD+fiIiGPqmi3VyUkldwQowS1Nr2WTVYcW5OSRudyGcJZbcuEmdEbXnLwBlZa4/P3kSqK3t4Li1epgHzUXD7V+h/paFMA+Y4dqXu+QQQlc8jfD3Z0C/812goapj+wwANZItSVSk83a+Ii5OPNa6suf2YmmSqF9fYMhgz/qQfbflyQmCIPxHsSKZpHJyULYlaWgEirqGqxVBEARBEN0YErcJgvCIwiKxbNArl716C0VSyTxRjNEf+lYobyyejKrmOMTG+C/Sk/A9V88ADA75Qc1mYIUKE0vmSp7asTG286MFzoGDhzq5E8Zg7T0KjfP/ZfPlHnkXuMGJ+TEATV0JQja/ioh3pyDkxz9Bc1H9689lWxI56tDXxMaIZTm3QFehsorjp01inbuJJB2RxW2yJSGIwKFIJunEzSohgSExUazLz/fdmAiCIAiCIPwBidsEQXiEHOHTuzeg1fpGTM7JcZ1UkpWfgLZYVBN/KLIlkpStBYjgJjqaYcoksW7JMg6uMm9p2VN7xHAgJ6ftNp2Bx/RB8+TnYHxwA5omPwtrTB+n7Zi5EfrcLxH+6bUI++ouaAtWqtayRI78jfJjMknAmee2f/fvL1auAkwOh4BBb5tE8hRZ3DaSuE0QAaO4RLy/OBO3AWX0dsExdd1LCYIgCIIgPIXEbYIgPKKoSHwJSk313b7kpJIXioGKCtv+9UeXCp+VNSZga+l4ACBbki6InFiyqAjYfyBAg3GB7Kk9bBjDsKFiXW5HfLfbIyQSppF3o/7elWiY9xosvUe5bKo9uwthS3+F8PemQ7/tP2DGiz4YUMepqRGvL/62JZGvHV0xcptzrvCtnzLZNonkKWRLQhDqQY7cTkl2fk5nZ4n1+epf1EMQBEEQBNEmJG4TBOERcuR2qvNgUa/Qr68tIZIjeUcAcA5d/nKhfsW5ObBwHQASt7siw4YC6WlinZoSS1ZUcBRJlj3DhgLDh4kiwpGjQFOTj8at0cKSORMNtyxE/e1fwzRwLrhG57ypsRQh215H+LvTELLs19Cc32fzTQkwtZLntr9tSeTI7YYGH/69AsSBXKW9lCeJJB1R2pJ0re+KIIIJhS2JC8u4LEXkNmC10rnbHidPcrz0Fyte+7dVlXk/CIIgCKI7Q+I2QRAeIQt4qam+87fWahkGDhTrDudxaErzoKkqFOpXnZvV+rPsm0sEP84SS27YCFRXq+MFU47IDgsDBvS3JejTONxpzWbRXsdXWFOGoGn231B//49oHvMYrOGJTtsxqwn6/GUIX3Q7whbeAN3BbwBTg+8H6IJA25I4mxjratYky5aL50xaKjB8WMf6ipTs3o1G5+0IgvAtnHOUlIp1KSnO2w6UxO36euAsJZVsk8ZGjl/+D8eKVcDX/wX+72V1PHsQBEEQBGGDxG2CINzGYuE4d06s82XkNuAkqeQRQJe/Qqg7a+yDQ1V2/weK3O6aXDMT0DskaGw2AatWB248jshe2kOHADodQ0QEw4D+clv/jYtHJaP5qidQ/+BaNM5+BZZel7lsq714BKFr/oCId6bAsPFlMGkCyR/USAklo6L8mxw2KhLQasW6qi5mTXI4TyzPneN5IskWyJaEINRBTQ3Q2CjWuYrcTkxkSIgX646SNUmbHMgFKhzuBVu3AfX1JHATBEEQhFogcZsgCLcpKbUJio6k+dBzGwByBsm2Dlwhbq8+fzUAW7uQECAszL+CGOEfYmMZJk4Q6xarJLGkwm97qP0YHCZFxeYeDMB4tQaYB85Bw62fo/6O/8I05AZwbYjTpqypGoY9HyL8g2sQ+t3D0J76CeBWvwxTtiXxd+Q2Y6zLJ5W8WCaW5dwGnhARIV5rKXKbIAJDsWRJotEAic4X7ABwklSyIPD3UTUj+5JzbrMZIwiCIAhCHZC4TRCE28iWJJERvo+SzpEit/uH5EJTe16oEyxJfDweIrBcKyWWPH0aOHgoMGNpwWjkOH5crHO0eRg+VBzzwUOA2Rw4IcGalIOmmS/C+NAGNE38DawxzpdfMHDoTv2EsO8eRvgHs6Df9T5QX+HTsdUEWNwGgLhYsVxV5f8x+Ir6eo4GyXWmRxsCWHvICT/rKHKbIAKC7LedmGhbPeSK7GyxTEkl2ybfifjvD4sxgiAIgiDcg8RtgiDcRpFMMhUdXs7uLokJDMnJ9vLVvcSo7Rp9X+TX2I25yW+7a3PZCKBPb7Eu0IklDx0GrA6BzTqdGA0r+xk3NADHT/hnbG0SFgvT6HtRf+9KNFz3Jsx9J7hsqqkuRMimVxDx7mSELPsfaIt2+iQBpSKhZADEbXmCrCtFbl+8qKxrK7qzPciWhCDUgRy5nZLsvF0LWZnisxsllWybAifi/+E8+r4IgiAIQi2QuE0QhNsUFYkP8r72226hRShksGJGL9FkucAwCy2WJABFbnd1nCWWXLseqKkN3Eum7Lc9aCAQEmIfY3w8Qx/pXMn1o+92u2i0sGRMRuPP3oHx3hVoHnk3eEi006bMYoI+fznCvr4b4R/Nhn73h0CDd0ypzWZlVLEaIrcrK7uOgFFWLpajosRj1VMiKKEkQaiCklLxOpXcjrgt25IYjcC5887bdneqqzkuFCvr8/KgCls0giAIgiCCVNy2Wq345ptv8Mgjj2Du3Ln42c9+hl//+tfYsmVLoIdGEF0aZeS2f7ytB+fY9jMifh+Sw8TwpH2ma4Qyidtdn1lXi0n/mpuBNWsCN55chd+2so0cvX0gEL7bbsDj+qJ58rMwPrQejdOfhyUx22VbTeVphPz0MiLemYSQ5U9D08lobjlqGwhM5HZX9tyW/bYTEzrXnzNbEhJ7CML/lEjia3uR2z16KK91+fneHVNXoeCY8/qKSqUdDEEQBEEQgUEX6AEAwK5du/D1118DALRaLZ5//nkYDAanbauqqvDwww8j91LYW8tL1JEjR7Bs2TJce+21+POf/wyNJih1e4JQNbLntq+TSbbQErl9Te/lQr0lIRPHzw0Q6kjc7vrExzNMGM+xYaO9bvFSjp9d73ubHJnmZo68PLFu+DDlGIYPZVi23C76Hci13b/8PV630YfDPOxmmIfeBM35vdDnfgldwSowS7OiKbOYoD+6FPqjS2GNz4Bp6E0w5VwLhMU56dg1zsTtQERux8YyAPa/VVfy3C6TxO0ePTrXn2xLYjLZJptCnOcqJQjCR5SUiuXkpLbvLYwxZGdxbN9hrys4xjF9mkrvSQHkaBui/+E8ICXFf2MhCIIgCMI5qlCAFy1ahMWLF2PJkiWoqalxKWwDwLPPPosDBw60itqMsVZxgHOOH374AS+++KJfxk0Q3YmmJq7wdEz1k7idnQUYdGZM7yWG55qzZymEp9gYejHrDsyXrElOnAxMcqej+UCzyV5mDBg6RNlOjtyuqlJOFqkSxmDtPQpNs16G8aGNaJr8LKzxGS6baypOImTjXxHxzmSELP8NNGd3ux3NLSeTDAkBDAb/n89KWxK/D8FnlJWJf4vORm5HRCrrKKkkQfgf+fmsPVsSQGlNQkklneMsmWQLeUdopQpBEARBqAFViNvbtm1r/XnOnDltttuwYUOroM05F/611H3xxRetkd0EQXiHc+eVGpWc2M9XhIQwzBuyGwkhomGsM3FbFqaIrsnoUUBPKVoqEIklD0i3mowMICpKKcj26gUkSEKivK3qCYuFaeTdqL97Kepv/gSmgfPAtc4no5mlGfqjSxD+1Z0I+2Qe9Hs/ARqr2+xeDckkASC2C9uSyJHbnUkmCQCREco6ErcJwr80NXHFJJw74nZWlnivyi8gWyFnuLIlAWyR2wRBEARBBJ6Ai9tFRUWoqKgAYIvCHj9+vMu2CxcuBGB78NJoNHj66aexY8cO7N69G7///e+h1Wpbo7g/+OAD3w+eILoRst92YiIQHu6/qMrZaSvE8ZgHgcf1RZWkl5EtSfdAo2GYO0c8/n5cBxiN/n0xz5W8s4c78dsGbPe3YPHdbhfGYO1zOZpmvwzjQxvQNOkZWOP6uWyuLT+BkA1/QcTbExGy7NfQFm4DuFXRrqZGLAfCkgRQTpBVVXYdwUfhuZ3YuWu4Xs8UFiR1lFSSIPyKbEkCtO+5DSgjt+vqgPOUVFKgppa3+Z0UFAAmU9e4PxAEQRBEMBNwcfv06dMAbC/+PXv2RHR0tNN2RqMRmzZtao3avu2223D//fcjJiYGkZGRuOOOO/Dkk0+2RnFv3LgRTU1NfvxNCKJrI1sopPbx484tJgzRipYkK4pmgXOutCWJ9duoiAAzZxagdbiLNTYCa9b6b/9WK8dBKZmkM7/t1s+Gip/JiSiDkrA4mEbdg/p7lqH+po9hyp4DrtU7bcoszdDnL0PYN/ch/P0Z0G/7D1jNudbPa6WIXxePAz5HTrLWbAIaGgIzFm9TJi5+QY9ORm4DSt9titwmCP8iJzWMinIv+CA5CYiNEevy24hS7o4USFYtOilbVbMJOH7Cf+MhCIIgCMI5ARe3L1y40Ppzv36uI7/27t2L5ubm1uipu+66S9FmwYIF0OttL9WNjY3Ip7TfBOE1CovEyBR/+W0DgLZwG0IsYoj298evwZlCQJ7Dkl/UiK5LYiLDVVeJdYv9aE1y8pQySlWOznZkmPTZ+fNKD+SghTFYU69A05xXYHxwA5omPg1rbLrL5pqa8wjZ9jrC35uB0P/eD93RZaivEU/mKCd+zv7AmbVRV/Ddtlq5121JAOXficRtgvAvsridnOTedowxZMm+2/ld5J7kJWQf8swBymTqclJpgiAIgiD8T8DF7TqHt6CoNtYg79mzB4DtQWzAgAFIS0tTtImIiMCgQYNayydPnvTiSAmie6OM3PafJYkuX7Qkya0YhvMNvbF1m7ItRW53L+TEkgUFwFE/vZzLntm9erVt85DRT+lRHHS+2+4QHg/T6PtQf+8KNNz4EUzZs8A1LqK5waE7sxWhy3+Neysm4ZkhLyE72pYZNCpAkdthYUqrja7gu11dDVgsYp03IrcjpGOabEkIwr+UlIr3vJQUFw2dkJ0tlimppIicTDI7C8jJEdtQUkmCIAiCCDwBF7cdrUMMBueJqQBg//79rT+PGTPGZbuePXu2/lwl+xUQBNFhZM9tv0Vum5uhOyF6Taw+fw0AYMtW8YVCp1MKLUTX5orLgSQpSs1fiSVzc93z225Bq2UYKrU5kNuFX4oZgyXtSjTNeRXGhzeiafJzsCRmuWwehhrclvE5vpx8IxZNugGTwz4DGgITMi1Hb3eFyG3Zb1uj8c5kINmSEERgKS4Wy+5GbgNAdiYllWwL2ZYkO4shZ5D4nVFSSYIgCIIIPAEXt0NDQ1t/rnPxRmSxWHDgwIHW8ujRo132F+IQbtXY2OiFERIEUVOr9LZO85PntvbMZrCmWqFu9fmrAQAHD4ltY2PRmlSW6B5otQxzZ4t/89U/AvX1vn0555zjgAd+2y0Mk3y35T66LGFxMI28Cw13fo/6Bd/ANPxW8BDXq7UGxhzFTPOfEfHOJIQsewra01sAq8Vle28j+253hcht2ZIkPh7Q6Tp/vVSK2ySMEYQ/kRNKJie7f17LSSVra4ELxc7bdjfq6jjOnhPrsrOBwVLk9tlzQHU1XfcIgiAIIpAEXNx2tCIpkn0PLrF//340OGRzGjFihMv+jEb7eti2IsEJgnCfs1LUtlYDOCyS8Cm6o8uF8p7yUShttK25tVrFtuS33T2ZM9sWhdpCQwOwbr1v93n+glIslD21nSF7cp88CdTWdqOXYsZgTR6Mpml/hPGhn9A4628wp7lejcUsJujzVyDs2wcQ/v4MGLa8BlZ52ufDlCO3u8JCMDlyOzHBO/3KVjtkS0IQ/qVY9txOdn/blBRl8l45Wrm7UiAl19TrgX59gf4ZgPyKmXfEb8MiCIIgCMIJARe3MzIyANii4I4fP47y8nJFm1WrVrX+3LNnTyS38dRWUVHR+nNbHt4EQbiPPO/Usyeg1/shQtrUAN1JUaVcfe4al83Jb7t7kpzEMOYKse4HH1uT5Epe2XFxQKobqxkGZgMGB/tpzpUrELoN+lCYB81F440fwnj/GiwqeRQX6l2bxWpqL8Cw4y1EfDgLYV/cBt2BRUBDlU+GJl9LKiuDfwJCTl7qDb9tgGxJCCKQWK0cpVLkdooH4jZjTBG9LftMd1eO5ovljH62Z1+djmGg5FVOvtsEQRAEEVgCLm4PHDgQBoMBjDFwzvHWW28Jn5eVleG7774DYwyMMYwdO7bN/o4ds0+z9+7d2ydjJojuRtFZ8aFdzhTvK7SnfgIz1beWOdMgj8102Z7E7e7L/HniZMuRI8Cx47572ZS9socNdc8Sx2BgimRUXdp32014TB+8e+xxzPlxNR7Z9i5WnJ0FK3OehBIAtBf2I3Tt84h4ZyJCl/wC2hPrAIvJa+OJ7Qa2JAleE7fF495I4jZB+I2KSsBsFus8idwGlNYklFTSRsExKZmkg6CdM0hsS77bBEEQBBFYdIEeQHh4OCZNmoQ1a9YAABYuXAij0Yirr74a5eXlePvtt1Fba/PbZYxh7ty5Lvs6efKk4Nvdr18/3w6eILoJcuS2v5JJ6vNXCGVLnyvQqyERB085b0/idvdlzJVAYqIo4C1ZyvHUL32zwkDhtz3U/f0MGwrst6eRQG538d1uA845amsBK7TYfvEqbL94FZLursYQ63LoDv8X2lLna76ZxQTdsdXQHVsNHhYHU/YcmHOuhTV5MNAJ//24WAbALmx0hYSSZdLCuB6J3jk35MjtWhK3CcJvyMkk9XogPs55W1dkZYnXu/x82zW5u+cwkUX+7Cz795GTI35neUdsUfQaTff+zgiCIAgiUAQ8chsAHnvsMWg0mtbo7e+++w6PPPIIfve73+HMmTOtUduDBg1qM3J73bp1rT8nJCSgp79MgQmii1MkeW6n9vHDw3uzEdqTG4Qqc/YsRZZ6R2Jj6KWiu6LTMcyZJdatXgM0Nno/KrqigismfNzx225BTjx55CjQ1NS9o7ebmoBmKfA6PCEWpssWoOGOb1F/x3/RfNmdsIbFu+yDNVTCsH8hwj+/CeEfz4N+57tgtR3LjCYnlKyq7lA3quLiRbGcSLYkBBH0yMkkk3rAY4FVjtyurgFKSpy37S4Yjcr7vOP3JCeVrKtT5qchCIIgCMJ/qELcHjRoEH71q18JUQKc89Yy5xwhISF46aWX2uxn5cqVAGwR3iNHjvT5uAmiO8C58gHfH5HbuhPrwSxN9nFodDBnzlC8UDhCkdvdm7mzmRCsW2cE1vogsaQcaR0WBgzo7/72QwaLCTDNZkpGdWmBlkC0Q9oMa1IOmqf8FvUPbUDDdW/AlHUNuNa1bYmm4gRCNr+K8HenIvSb+6DL+wFodj/ToZyctqpLRm57p185oaSREkoShN+QRegU12kLXNKrJyCnKco/5rxtd0FOJqnT2Ty3W0jqASRISXnJmoQgCIIgAocqxG0AePDBB/Hyyy+jR48e4NwewcY5R1ZWFj7++GMMGjTI5fYHDx7EoUP2rFwTJ0706XgJortQXg40NIp17iTO6yy6AsmSJG0sEBaHAf2VWepbiIv1/bgI9dKzJ8Plo8W6LxZxWK3ejYqWPbKHDrFFjrtLRATDgAFyn94YWfDiTNyWI4IBAFo9LBlT0DT3HzA+vAmN05+HpZfryWwGDl3hNoSufBYRb09EyMpnoT2zBbCaXW4DOIncroLXjyN/0tzMUVUl1iUmOG3qMWRLQhCBo6REvC4lJ3neB2MMWZliXX5+8F7vvIFsSZLRz5YzowXGmCLY4jAllSQIgiCIgBFwz21H5s+fj3nz5uHgwYM4f/48ACAjIwNZWVntbAmUlpbirrvuai1PnTrVZ+MkiO5EoRS1HRrqveXsLmmsgfb0JqHKnG3znNDpGLKzOA4eUm5GkdvEz65n2LnL/oJ5+gywaQswaYL39iH7bQ/zwG+7heFDgQKHl+fcgxxA97XVqZHE7cgIQKtt5/sIjYF52M0wD7sZrPIM9EcWQ5f3AzQ155w2Z6Z66PN+gD7vB1jDE2HOngXzwLmwpgxV+HPLE2UWq02Aj3ftiqJqKiqUdYk9vNO3LG43NABmM/dowocgiI5RLEVue5pMsoXsbGDPXnu5uyeVLCiQkkk6eRXNGcTw0ybRd5sgCIIgiMCgKnEbsM2EDxs2DMM8MTAFMG3aNEybNs1HoyKI7ossbvfp7bmfo6foTqwFs9gNeLlWD3N/+/mdkwPn4naMso7oXlw1xhZhddIh6einCzkmjodXkmMZjRzHj4t1wz27XV3ahuHr/9pfig8e6t6CoBy5LS+Rbw8el47mq55A89ifQ3NuL/R5P0BXsBKs2XkYsaa+DIZ9n8Kw71NYY9JgHjgHpkFzweMzADifKKuqAtLTPRuXWrhYJpYNBiDKWWR8B5BtSQCgvh6IjvZO/wRBuEa2JUlO7tg9JDtTSipZ0L2TSraVTLKFHGlB8YnjtjwfoaHd8zsjCIIgiECiGlsSgiDUSdFZMXrFL37b+ZIlSd8JQKhdKXGVVJIitwmNhuGOBeLxcTQf2L3HO/0fOgxYrfayTqd8wXWHYUPFckMDcPxE58YWzMiR256K260wDax9RqNp5v/abEvm/B3mfhPBmdblJprqQhh2vImIj+YgbOEN0O/+ECFNpQrRtrKqg2NSAWWSuN0j0TuTPYBz+xiyJiEI/6CI3O6ALQmgjEyuqgJKLzpt2uWpr+eKwA5ni4gHZov5MyxWingnCIIgiEBB4jZBEG2iSCbpa7/thkpoC7cJVeasWULZWVJJraYTghjRpZg6GejVS6z7ZKF3vDBlv+1BA4GQEM9Fwvh4hj7SuZTbjX23Oxu57RR9KMzZs9F4/duof2g9miY9A0vy4DY30ZbmIeSnlxH+7hT85/J7cX3aN4jSVwMAKoM4qaQcue1Na6nQUNv11xFKKkkQvsdo5KiTJpI6klASAHr3Vq7CKOimQu2x44BD+idotUD/DGW78HCGfv3EOkoqSRAEQRCBgcRtgiDapOisWE5N9bElybE1YA7J3rg2BOb+U4Q2yUlAguR9Gx3je7sUIjjQ6RgW3CYeC/v2A4cOd17gzlX4bXe8L9nO5MDB7puMqqZG/N29PVHFI3rANOoeNCz4BsZ7lqF5zGOwxqa5bM/AMTx6J/444o9Yd/VE/OPyJxBVtALc1ODdgfmJsnLx+/WmuM0YU0Rvy4IbQRDeR7YkAYCkDnrpM8YU0cn5Bd3znpSfL5b79XU9iS0HW+RRUkmCIAiCCAiq89xuoby8HJs2bcLu3btRWFiI6upqGC+FAv34448BHl3guHDhQmvCzfr6eoSEhCAxMRH9+vXDwIEDYTAYOtRvYWEh8vLyUFxcDKvViuTkZGRmZrqVzJPoupjNHJdyu7bi68hthSVJxiTAIIYTMcaQk8OxabO9jvy2CUdmXQ188BFQXm6v+/Qzjr/+ueMTIM3NHHlSVNbwYR3vb/hQhmXL7S/CB3K7r8epbGPhS79mHp9xyZ/7cWhKDkF3ZAl0+SugqS9z2l6vMWNKz3VA6TqY//r/wAbNgjZjBsypVwLajt1z/U2ZZC/g7aTAkZFAdY29TLYkBOF7SkrFcnxcx1YStZCdBezdZy93V4uN/GNSMsls121zBjEsXkJJJQmCIAgi0KhO3C4tLcVrr72GJUuWwGQyCZ+19dL/3Xff4be//S0AIDo6Gps3b4Zer/f5eP2B1WrF4sWL8cknn+Dw4cMu2+n1elx22WV46KGHMGHCBLf63rhxI958803s27fP6efZ2dl44IEHMH/+/A6NnQhuLhQDFotYl+ZDz21mLIP27E6hzpQ922nbwTkMmzbbXyi8LdYQwY3BwHDbLcDrb9iPkS1bgeMnOAb079jL/9F8oNnhtsQYMHRIx8coR25XVdlsgNJcBxR3WRS2JF5KdtgmjMGaMhTNKUPRPOkZaIt2QHd0GXTHVrtMRImmOvD9XyN0/9fgITEwZ06HOXsWLKlXAhrVPVK1UlYulnskencCJUL6exlJ3CYIn6Pw207uXH9ZWVJSyfzuOeHqTjLJFuTI7dJSoKyMI9HL11iCIAiCINpGVbYkW7ZswXXXXYdvv/0Wzc3N4Nz9pV1z5sxBXFwcOOeoqanB+vXrfThS/3H27FncdttteOaZZ9oUtgHAZDJh586d2LFjR7v9cs7x0ksv4aGHHnIpbANAfn4+nn76aTz11FNobm72ePxEcCP7bcfGANHRvntg1x1bBcbt2fq4PhyWfhOdtr1mps3rtYWZM+hFghCZP1cZAbzw844vGT4geWJnZABRUR0/7nr1AhIS2t5Hd6GmRiz78jrjFI0WlvSr0HT1SzA+vAkNc1/DMd10NFtcT5KzpmroD/0XYf99ABFvT0TIj3+CtnA7YLW43CZQKDy3E5y36yjyZATZkhCE7ykpEe9nnRW35aSSFZXi6qfuQEMDR2GhWJeV6bp9ehoQIXmVH6bobYIgCILwO6oJM9q9ezceeeQRmEwmIUJAq9UiKioKle1kcjIYDJg9ezYWLlwIwGZdMnPmTJ+O2dccO3YM9957Ly5etK8nZoxh2LBhGDhwIBISEtDU1NRqVVIkK5Ft8Pe//x2ffPKJUDdy5EgMHToUWq0W+fn52Lp1a+sEw7Jly6DVavG3v/3NO78cERQo/bZ9uz/ZksScMQXQhzltm5jI8PEHwPoNwID+wJgrSdwmRMLDGW66AXj/Q7sAsG498MC9HH36eH68HJQ8sYd3wm8bsF3Phw/jWOcwF5t7kGPe3O53LMs2FgFNDqsPhSVrJjYfnIH73qzG1J4/YlafZbgicQc0zPnkCGuohD73S+hzv4Q1PBHmzJkwZ18Da+9RAAt8HEGZJG736KAvrytkz+3aOg6g+x3HBOFPvB253ac3EB4O1Nfb644WAOO70cq4Y8cBqz3GAloNkDnAdXuNhmFgNseevfa6w3kckybQ9Y8gCIIg/IkqxO2amho8/vjjrcI25xyTJk3Cvffei1GjRqGkpATTp09vt59p06a1itvuRC+rmYqKCjzwwAOCsD19+nQ899xz6NPHuelxQUEBvv32W0S1owqsX78e7777bms5Ojoa//rXvzB27FihXV5eHh599FEUFxcDABYvXoxRo0bh1ltv7eivRQQZRUWikONLv21WWwztuT1CnTl7Vpvb9O7FcMftvhsTEfzccD3w+SKg4VIeQKsV+GwRxzO/9uzF02rlyD0k1nXGb7u1j6EM69Y7+G4fbKNxF6ZWitz2iy1JO8TFArXmaPxQ9DP8UPQzXNa/FB//ehP4oR/Ai/a43E5TXwbDgc9hOPA5rBFJMGddDXP2LFh7Dg+I0G008tbjvwVvR27LkYuXUqQQBOFD5ISSKcmduydpNAxZmRz7D9jr8vM5xl/VfYRa2ZKkb9/2fcwH50AQt+XcHARBEARB+J7AhxMBePfdd1FVVdVafvbZZ/H2229jzJgx0Ov1bnu9jRw5ElqtFpxzlJaWosRZGvEg4aWXXmoVlQHgkUcewX/+8x+XwjYAZGVl4dlnn8XDDz/ssg3nHK+++mprmTGGN954QyFsA0BOTg4++ugjhISEtNa9/vrraGxs9PTXIYKUQmkxQGqqDy1JClYKZR4SBUtf97zjCcIV0dEM118r1q1YCVy86Jk9yclTSqsF2TO7IwyT+jh/3ubX2d2QPbd9mVDSXeLixPLJsiRor3oIuoeWof7BtWia+DQsyW2H72uMpTDs+xThi25H+HvTYdj4V2gu5AIe2K51FjlqG/B+jgKyJSEI/yO/5iQndb5POXlid0sqWVAgJZPMctHQgZwc8dk4P9+WkJ0gCIIgCP8RcHGbc45vvvkGjDEwxnDTTTfhnnvu6VBfISEhSHPIxHXixAkvjdK/bN26FUuXLm0tT5s2Db/61a+80vePP/6IggL7k+q1116Lyy+/3GX7fv364f77728tX7x4EV9//bVXxkKoH9npxpeR2wpLkv7TAJ3Bdzskug0338RgcLBONpuBRV959uIpe2H36gWvJIzK6AdESlGv3c1322rl6rIluURsrFiurrYLFjy6N0yj70PDgq9gvG81msY/BUvSoDb709RegGHPRwj/4haEvz/DJnSf3wc45BnwBbLfdlRU+5GInhIRIfZXR5HbBOFTzGauSBSbktL5frMzJaG2m4nbniSTbGGwdOlvaAROnfbemAgiWMgv4Hj7PSvWb+Ae5U5TG6WlHJ99wbF0GaeJKoIIIgIubh8+fBiVlZXgnEOj0eDJJ5/sVH+9e/du/fncuXOdHV5AeOedd1p/1uv1eO6557zW98qVYnTsggUL2t3m1ltvhVarddkH0TWpr+cKUcRXntus+hy0xaKi154lCUG4S2ICw2zpcPphCVBV5f4Da26u2HZYJ/22W9BqGYZKfR3I7V4P0vX1oscpAESrQNyOi1XWVTo5ZnhsKkxXPIiGO76F8d7laBr3C1gS2w7309Scswndi25H+LtTYVj3EjRFO32SjFIWwHr4wD9X9tymyG2C8C0XLyqvm16J3JYuXeXlQFl597gnNTZynD4j1mW5EbkdF8fQs6dYl0dJJYluRn4Bx2NPcHy6EPjDnzi+XxzoEXWM2lqOJ37J8ebbHP/3N4433+ke1z+C6AoEXNxuia5mjCEnJweJnVwr6+g3XReEb1dFRUXYvn17a3nSpElI9ZKiaDab8dNPP7WWe/bsiWHymngnJCcnY8SIEa3lffv2oaKiwitjItSLs7mhPr2Vdd5AVyBGbfPQGFjSlFY5BNFRbruVQetwx2tsBP77nXsPrJxzhRf28KHei3wdJvXV3Xy3ZUsSQB2R29HRgOyKVlHRdpQ1j+sH05WPoOGuH2C8eymaxj4Oa3z/NrfR1JXAsH8hwr++G+HvTELIj3+C9swWwGLq7K8AwCaCOeJtSxKAbEkIwt+UlIrlsFDv2DmlpgJhUh7vgm4SvX38hDhhoGknmaQjOVL09uE8EsSI7oPVyvH3f3A0Ndnr3v+Ao7Ex+M6Db78Hzp23l1etCthQCILwkICL244iqWPUdUdxjDBucrzCBgnLly8XlvHMmTPHa30XFBSgpsaeteuyyy5ze1vHthaLBXv37m2jNdEVKDwrlpOTvb+UvQVd/nKhbM6cCWj1LloThOf07sUwfZpY9/V/bSsU2uP8BaVvsTf8tl31dfKkLXKku1AjidtaDRAeHpixOKLTMcRIYlFlpft/F57QH6axP0f93UtQf9cPaL7yEVhj09vcRlNfDn3ulwj77wOIeHsCQlb9FtqTGwBzcwd+AxvlUtSlL8RtOaEk2ZIQhG9R+G0nw+0cRW1hSyop1nUXaxL590xPA0JD3ftOB0u+2xS5TXQnlq9UHvNV1cCSZYEZT0dpaOD4+hvxmamqGmhu7j7P5AQRzARc3LZY7EtwHYXpjlLrEAIWpYbQLw/Zv3+/UB49erTX+pY9yAcNatsf1JGcnByhfPLkSa+MiVAv/vLbZpWnoS0Vn4jIkoTwBQtul3yB6+DWsslcyQM7Ls67Fj0DsyF4gnMOHDzkvf7Vjhy5HRXlHZHGG8i+2+XtRG47hTFYE7PQPO4XqL93Berv/A7NVz7abkQ3a6yG/vB3CPv+UUS8NQ4hy5+G9tgawNTg0e5le6nEBE9/gfYhWxKC8C/FTsRtbyFbk+QXdA9hR/495eSabSFHbp85A9TVdY/vjeje1NRyvOXCuuOLRRwmU/CcB0uW2cRsmYpK/4+FIAjP0QV6APHx8a0/l8mhcR3AUXSNld9Kg4BDh+yKRnJyMpKSbAZ6Z86cwbfffovNmzfjwoULaGhoQFxcHPr164dx48bh2muvRUJC22+ssiDdq1cvt8fVUzKTI3G761N0VnwYSfOR37acSNIangBLH9dJTgmio2T0Y5gwnmPTZnvdoi85bri+7VUJsgf2sKHeFV8NBoacHI79B8R9XjVWHQKvr5HF7UgVzUvHxgJw8GBtz5akXRiDtcdANPcYiOZxT4KVn4Du2Grojq2G9uJR15s110F/dCn0R5eC68Jg6TcR5swZMPebCIS0/YXJj1Y9enj/uJJtSYx1NjsftUxSEERXo6RUvC95U9zOymIA7P3n53uvbzUjR25nZbp//crKBPR6wHTJTYpz4MhR4HLvxSgRhCr54EOOqirnn5VeBFatAebO9uuQOoTJxPHFIudCfHk5kOLFayxBEL4h4OJ2i3jLOcfhw4c79TJUXFyMIodw0/79246KUhu1tbUoLbWb6KWmpsJsNuOtt97Cm2++CbPZLLSvr6/HuXPnsHnzZvz73//GAw88gMcee8zl91cirWFM8SCtuty2uLjY7W2J4EQRuZ3qK0sSUdw2Z84ENAG/NBFdlDsXMGzabH94rai0Lae8/lrX2/jSb7uFYUMhiNu53ch3W7YlUUMyyRbi4sRyRYV3I5B4Qn+YEh6FacyjYJVnoDu+BrqC1dCWuD4AmLkBumOroDu2ClyjhyX1Spgzp8OSMQU8UplRzh+R2xGSuG2xAg0N6rCXIYiuiPwYnpLsvfuSHLl9scx27YuP77qTVU1NHKdPiXXy99AWBgPDgAEcRxwWIuYdIXGb6NocO87x7fdtt1n4Ocesq20J1NXMqtXK56UWKNUYQQQHAbclGTlyJHQ6m5BlNBqxdu3aDvf1xRdftP4cHR2NgQMHdnp8/qRKmvZMTEzEb3/7W/z73/9WCNsy9fX1+Ne//oUnn3zSZdv6+nqhHCGbZLaB3Fbui+hacM5R6AdbEk3ZMWjLjwl1ZElC+JKcQQyjR4l1n3/BYTY7Fy0rKrhioseNPLweM3yY+NB/5KjtZbszcM6xcxfH+x9acTRfvctCndmSqIW4WLFcUdnJyO024HHpMF3+ABoWfAXjA2vRNPlZWHqNBIfrF0JmNUF3ZjNCf/wTIt6ZhLAvboV+57tgFTaVxmrlKC8Xt+nhA89t2ZYECA5rEouFY8VKjk8/4wpvcoJQM6VSQslk5bxWh0lLtSWodCT/mPO2XYXjJ2yTci0w5n4yyRYGU1JJohvBOcc/XuNCElaDAfj1U+Izy9mzwIaf/Dw4D7FYOBZ+4fp8lZ+jCIJQJwEPjwwPD8fIkSOxc+dOcM7x6quvYuLEiTAYDB71c+LECXz88cetUcuTJ0/2wWh9S630hr9ly5bWutDQUNxzzz2YPXs20tPTYTKZkJ+fj6+++gqLFy9uTUK5evVqvPrqq/jNb36j6F8WpD35jkNCQtrsy11oiXJwUF2t9ApMS2Ne//vpClYKZWtkEnif0XScdADH74y+v7a56w4Ndu+xP41fKAbWrgOuuVr5veUeAhyXZ4eFAZkDvH8uDB0CaDT2lwSzGThylOGyER3bj9nM8eprwA+LbWP/ZCHHh+8y9O+vvmNDTp4ZHeX977ejxMWJy/NbbEl8Pr6Y3jCPugfmUfeA1ZVCe/xH6ApWQXN2Fxh3LbBrLxyA9sIBhGx+Fdb4DNT1mY5BUVNwuGoI+KV4hsQe3v9+IyMAx+8JAIz16vk7uuLtdzk+v7QM+bvvgUWfMZ8lTibcg+5l7cM5V3hup6R473zT6RgyMy3CCqKCAuCqMV3373HsmHj9Sk8DIiI8iwEbnMPwzbf2floS7KntOKZzjPAGq9dwxSrDOxcwXDefYclSLtj8fPoZx7Qp6n0m2PgTx9mzrj+vqPT8XKHzjCBc46tzIuDiNgA8+OCD2LlzJxhjOHXqFJ588km89tprCkHVFSdOnMCDDz6IpqamVluT+++/38ej9j6yYNwibMfGxuKjjz4SEkCGhoZi9OjRGD16NMaPH49nnnkG1kuqyAcffID58+crItebmpqEsifitty2sbHR7W0diYmJ6dB2hH85ddoEoKa1rNMBA7NjvbqkjHMO87FVQp1u6HWIjYt3sQXhLnSetc3UKRzDh9XgQK59lctnizS4+aYYaDTiMX403wjAfr27bIQeiYnRXh9TbCwwMLsKeUfsSZbzC0IwZbLnvg7VNVY889s6bN9haq2zWIB1GwwYNcr9FTv+oqm5DoD9/pSYaEBsrJNQ4ADQq1cjAGNrucWWxK/nWGws0CcLmPwYuLEM/MhKWPOWg5/cDFiaXW6mqTiJ6Ip3sHDiOyhtSMKG4inYUDIN/VKvhs7N5ytPiIiogNHoKBBFIjZW77J9oOGcY+lye5ao0ovAocMRmDbVs+AKwnfQvcw5VVVWNDaKGc6yMqMRG6v12j6GDTUi96D93nfypA6xsd6/96mFU6fF+9DQIQbExnq2jGjMGAuAqtZyVRVgNEajTx/v/V28DZ1jREeoq7PijberhLrUPhr8/NFYhIQwPPJwE371P/blW8eP2+6vE8ar7/7KOcdni6oBWFy2qavr3HMpnWcE4R8CbksCABMmTMDYsWNbo483btyIOXPm4Pvvv0dDQ4PL7QoLC/HKK6/ghhtuwIULF1qF7Xnz5iErywOjNJXgSmx+4YUXBGFbZv78+bjzzjtby5xzfPDBB4p28mRBc7Prl2IZuW1oaKiLlkRX4PRp8Qaflqb1vlda8WGg/IRQxYa2YXxMEF6CMYYH7w8T6k6etGD9BpOi7d69Yt2okb6bEx45UhQC9+xt247KGWfOWHD7HdWCsN1C3hHP+/MH1dVS5Ha0Kh5NAEDhMVve2YSSnYRFJEIz+g7o7vocumcPQ3vz22BDr283qWRSWClu7vcl3hjzEPgrQ2H++jFYDy0Gb/Ked0hUlPhdyRH5auPsOStqasQxqvUcIQhHzl8Qr0MaDdCjh3evm4MGiYLs4SOuhZ+uwOE88dwfNMjze31qH82l1T52DhykawrR9Xjz7QaUlYn3z2eejmhd+TR9qgH9+orXpHfec63pBJJNm03Izxevb1lZ4vXvYllgn/0IgnAPVURuA8Crr76Km266CefOnQMAnD17Fs899xx+//vfK5IZPvDAAzh9+nRrW8cklBkZGXj++ef9O3gv4cwDu3///rj66qvb3fahhx7C559/DtOlNN0bNmyA1WqFRmO/sYRLmZ08EbflqG+5L3eprq5uncQg1MvRAvEm3ruXReEJ31n0u76E43SONboXjJEZcJlym2gTxlhrZACdZ+0zfBhHRj/gpEMCqTffrsXIyzSt9xOjkeNovnguZGc1oarK/WunJwzMFv9m+/abUFZWCZ3OvYmlPXs5fvf/rAoP6xbyjphRWVmpuuWRFRXiS4XB0Oiz79hTDHrxb1JZaSur5hxLnWT7N+15aIt2Qnv8R2iPr4XGeNH1No014LnfwpL77aWElFfA0n8KLP2ngEf37vBQwsPEc6WkpA5VVeqZqJDZtUv59zuQ26CaY6+7Qvey9jl+XPxOeiQCRmO1V/eR1kfcR3GxFadOVyIuVl33D2/Q1MRx7Lh4/UpPa0RVVZOLLVwzaCDH1m328q7dRowbqy5Rj84xojOcOs3x6Wfi+TJ2DDBiuBFVVfZV6LfdyvHn/7O32bvPjA0bKzFiuHquIZxzvPGW+LukpQHz51jxioOtSkmJyeP3YDrPCMI1jueHN1GNuB0XF4f3338fjz/+OI4dOwbGmM22wGzGWQcTJM45tmzZIlwgWtpmZ2fj7bffRlhYmLNdqB5n4vaUKVPc2jYxMRHDhg3Dnj17ANguosePHxci2GVB2mg0wl3kth0VtznndHEPAoqKxL9Rah949+/GOXT5y4Uqc9Ysm2MrHR+dhs6z9mEMuGMBwwsv2r+nI0eBXbs5Lh9tKx88JCbK0elsL66++mqHDRE7bmiwZaIfmN3+touXcvz9HxyWNoLr6uqAs2c5+vggOWxnUCSUjPTy9aYTxMWK46ir42hq4uo7xzR6mNPHwZw+Dpj6B2iKD0J3fC3q9qxFvPWky81sCSm3QHdmC7DuRVgSs2DpPwXmjCmwpgwFmPvitJxUsrZOPX9HZ8gTVwCQnw9YrVbVTQB1V1R3nqmEC8Xid5KU5P1zLTWVIyQEcIxtyc/nuPIKr+5GFZw4Kd47bckkO3avzxnEsHWbfcPDh9V9DNM5RnhCSxJJx/NFrwd+8Thr/byFmdOB9z8EShzyA3yy0Irhw9Qz6b3/AMfBQ2LdHbcxREsOTOUVnbvG0nlGEP5BPVcXAOnp6fj6669x2223Qaez6+6MMeGfYx0AaLVa3Hzzzfjiiy8UUd7BREJCAvR6cVl6Zmam29vLViwlJWK2meTkZKFcXFzsdt8XLlwQysH8PRPtU1QkllP7ePdFX1NyGJqac0KdOXuWV/dBEO0xdTLQq5dY9+ln9ofPA7nig+iggfBpsrn4eIbUVLEuN7ftbSwWjn//x4qXX1EK2wP6Q/GA7pjgRy3U1IhlecyBJDZWWVdRqfLlqUwDa8/haJ7wFP5hWoLr1i3Ba3m/RG7FsHY31ZYVwLDjbYR/cSvC356EkFW/g/b4WsDUfhJpWdyu857jiU9wdi5UVAJlZf4fC0F4QkmpeG/yxSO5TseQOUCsU+P9wxvIv1dqHyA8vGP3+sE5YvnYcaC5mUQtomuwfiOwZ69Yd9stQB8n74k6HcPtt4j1O3YC+QXqOR8+WSiOJTkZmDkDiJfSP1V0UtwmCMI/qErcBmxezn/84x+xdu1aPPbYYxgxYgS0Wm3rjJfjvwEDBuDee+/F8uXL8cILL3Q4mlgt6PV6pKWlCXWehOvLbaurxSWK/fv3F8rnz593u29ZCM/IyHB7WyK4sFqVGaNlwa2z6I6tFvcZkwZrUo6L1gThG3Q6hgW3iQ/ee/cBhw7bHmDlLPDDhvp+TMOlfRw46Pphur6e47nfcXz5tfKzCeOAN/7NMEjMK4z8Y+p7OK+VRNAoz3J4+ZTISEAr5QJrSSoZDFwsA07XZeDD4w/irs1f4MP4DWic9keY08eBa9pO9qipL4P+8LcIW/w4It4Yi9DvHobuwCKwWucT45HS4rM6o3q/J845Co45/yzfRT1BqIUS6RRMTvLNfrKl9EVqEqW8ifx7dSZtk7zSymQCjp9w3pYggon6eo7X/6NcNXLnAtcTQXPnAHFxYp1jEEkgOZrPsXOXWHf7LQw6HVOI2yaTcpUhQRDqQzW2JDJJSUl48skn8eSTT6K5uRkXL15EVVUVTCYT4uLikJCQgEg5TKgLMGDAAJw4YX8K6kzSRzmBpCxu5+Xlud334cOHhTKJ212X0lKgWcpFl+pNGwPOFeK2OXOGbR0oQfiZWVcDH3wElJfb6z79jON//wTIl8jhw3x/jA4fxrB0uWP0uJhXooXiYo5nfstxwonjxO23AY88yKDRMGRncezYaf8sP99XI+8YZjOH7JAVpaJbu0bDEBvLheOjotKK3r1cb6Mm5CjkiOQkmIffCvPwW4FmI7Snt0B3ch10JzeCNVa57IdZmqE79RN0p34C1j4PS1IOLBlTYO4/BdakQQDTBFXkdnGxcsVAC/n5HOOvovsRoV5KSsVySrJvjtesLAbAfj/Kz3d+Pwp25Mjt7KyO/35RUQx90zlOn7HXHc4DcgZ1uEuCUAWffsZRKqXzePLnDGFhrs+XkBCGm28E3n7Xfh3Z+BNw5gxHenpgryMLJZE9Ls4mxgNAfJyyfVm5ulYWEgShRHWR284wGAzo3bs3Bg8ejBEjRiA9Pb1LCtsAcMUVopmdbC3SFnJ0dZw0VZqZmYloh6vy/v373e573759rT9rtVqMHDnS7W2J4KJIitqOiFAuz+oMmvJj0FSdEerMmTO9twOC8ACDgeE2adnklq3A8hXiJA9jwNAhvh+PHB1eVaW0CTp4iOPBR5XCtk4H/PYZhsce1kCjsf1O2dni71ZwTF1LK50JoGp7eYiLFcvBFLkti9uJiQ4FQwQsWTPRdM3/wfjIZtTf8hmaR98Pa7w4Ee4MbWkeDNv/g/DPbkT4Ozb7khEhqxGhs/9BjSoWt9uyV+iq1gtE16FYejWQXAe9hhy5XVxim3DtSjQ3c5yU7qXy7+0pspCddyR47hkE4YzCIo4vvhTrRo8CJk1sf9vrrxVXdnEOfPZFYM+JM2c4Nm4S626+kbVaDxoMSt/tigo/DY4giA4TFOJ2d2L69OlCRMTevXvbaG2Hcy6I1VqtFgMHiuvRdTodJk6034UuXLiAAwcOtNt3SUmJ0O6yyy5DvDfVTkJVFCr8tuHVKB3tsTVC2RqZYktcRhABYv5cpaD67zfEB++MDFtElq/p1QtISBDrHMWE1Ws4nvwVR2Wl2CYmGvjn3xlmzxLHmC2lbaitBc6LKRQCimxJAqjLlgRQ+m5XVKjcc/sSzc0cVaI7mShuO6LRwtp7JJon/hr19yyF8d6VaJr0DMypV4IzrYuNLm1qtNmXzG/4FTZcMw7vjL0Xd/b/CBENJ1WbILgtewUStwk109SkvP77StzO6KfsW/aoDXZOnQbMZrEuy/10R07JyRHvw4fdXyhLEKqDc45//osL54lWC/zySebW+2FkJMP114t1q9bYViAGis++EBPGRkTYRHhHnPluEwShbkjcVhkpKSlCVPS6detQ4cbVdPPmzYKH9rBhw5xGt8+aJSbt+/zzz9vte9GiRbA4ZCq75ppr2t2GCF6KzooPG7722yZLEiLQhIcz3HSDeAw2NYltZC9sX8EYw3Ap71/uQQ6rlePd96144SUOk2Qb1DcdeOdNhhHDledRcrJN+HZETeKdbA1hMPg2aWdHkP0iy4NE3Ha0UmnBpbgtwePSYRp1Dxpv+gjGR7egcfYrMGXPAQ9pO6xerzHjih478T+D/4YXkuYh/IOZMKx7EdpTPwGmxg78Fr6hrXOgvBwoK+9aAh7RdZAtSQAgxUfitkajTAi3c5fNq7arIF8L+vSxiXGdYbAUuX3+PFBZ1XW+M6J7sXkLFN7Ut9wE9PXAVuTmGxgc3VItFuCLLwNzThQXc6wS46zws+uV532CJG6XOXmmIghCXQStuF1XV4dVq1bh/fffx6effoqtW7fCag2OF872eOKJJ1p/bmpqwv/+7/+22d5oNOKll14S6u68806nbadNm4Ysh0wpP/zwA3bt2uW0LQCcOnUK77//fmu5R48euOmmm9ocDxHcyBYIqU4yYHcUVnka2jLxTcKcOcNr/RNER7nheiAszPXnw4b6T3AdLu1r337g/z3P8fGnyrZXXA689R+G3r2dj48xhmwpwVWBipKCyQl61Ba1DQSvLYn8IhYS0kE/89AYmAfOQdOcV2B8ZDMabvoYzSPvhjU2rd1NNdVnYdj/GcK+exgRb45F6HePQHfgC7Cacx0YiHfgnKOgnQme9j4niEAhuxVGRdkmaH3FnNnK1SsLPw+Oa6A75EtCvbzaqSP06weEhop1R450vl+C8DdNTRz/el08RxITgXvu8uyaExfHMG+uWLdkWWCep774ksMhZg8hITbxXUYWt4Pl2Y8gujOqELcrKiqwbdu21n8mOSxNYuHChZg0aRJ++ctf4pVXXsGf//xn3H///Zg+fTq2bdvmp1H7jrFjx2Ly5Mmt5eXLl+OZZ55BrZM0vYWFhbj33ntx6tSp1rqhQ4cqIrRbYIzhqaeeai1zzvHYY485/d7y8vJwzz33oMkhhPHxxx9HqPzERnQpFLYkXozc1smWJOEJsPYi/3Yi8ERHM8WSREfkaGpfMkzaV3EJsGGjst0N1wMv/4W1G2Um+4eqKnI7GMTtOPH7rawMjon0i7LfdoIXLKa0elhSr0Dz5GdRf98qGO9dgabJz8KcfhWsTN/mpszcCN2pjQhd+wIi3puOsI/nwfDTK9AU7QQsbT/3eZOSUijsWpKSxLKazhGCcESO3E5Oct7OW4SGMtxyk3jdaEkI1xVQJJPM7vxEgU7HMFCaVD6c1zW+L6J7sfBzjgtiSi/8/FHWoQm1225h0Dq4nDU3A19949/zoqKCY8kysW7eXOVzHqC0CCwnWxKCUD26QA8AAD766CO8++67AIB+/fph+fLlLtt+8skn+Mtf/uI0Idb58+fx4IMP4o033hC8pYORl19+GbfcckuraP39999j7dq1mDBhAtLS0mAymVBQUIDt27cLkwHx8fH417/+BY3G9bzFlClT8OCDD7Z+5zU1NbjnnnswcuRIDBs2DBqNBvn5+di6davwPc+fPx+33nqrj35jQg00N3NIeUmR2sd7/cvitqX/NEDTtp8rQfiLm29i+Oa/XEgkCQA9ewI9evgvcjujny35Tp3R+edaDfCLJxl+dp17Y8rOYgDs1/L8AtvEpje99DuKPGcbrUJxOzZGLAeLLYmcTLJHD+/vg8f1hSmuL0wj78bRg3VY+NJ2TEjaiPHJm5Ac1nZCbG35cWjLj8Ow+31wQwQsqWNg7jcBlvTx4DG9vT/YS8hiVmQkMGkC8PV/HdtwAIE/PwhCpqREfP9JSfH9Pq+/Flj4OWC8dE9qSQj322eD+xwxmZSJmTubTLKFnEHAfoe0RnkUuU0EGefOc3wmuZeOGA5Mn9qx/pKTGK65mmOZg8zz3Q/Agtu4X3LaADYxvbnZXtZqoUgq30J8vPjsTJ7bBKF+VCFur1+/vvVF+8Ybb3TZrqSkBK+88goAe/SRo/jKGIPZbMbTTz+NNWvWIFrOEBZExMTE4L333sOTTz6Jw4cPAwBqa2vbFP4zMjLw9ttvo1evXu32/9RTT6GxsRGffmpf5753716XCSxnz56NF1980cPfggg2zp1X5v/ylrjNas5DW3JQqDNnzvRO5wThBRITGGbP4vh+sVjvz6htANBqGYYO5di2XflZZATwwp8Yrrjc/ReBLOllvaYGKC62ifaBJihsSSTPbdvSVPWLOmVl4sVcjkLyNuExEdhQPBUbiqcC4MiKzsdHz/6EkMJN0FzYD8ZdTwqwZiN0J9ZCd2ItAMAanwFz3/Gw9J0AS+/RgN57K8YUNgRZwMBsaQIo32u7IwivItuS+DpyG7B50f7seo5PF9rrVq0B7ruHIyVF/ddCV5w+DUUOi84mk2xhcI54Tck7AlitHBpN8H5fRPfi3/8Rgz20GuBXv3AviaQrFtzGsHyFPZmj0WgTuO+6o5ODdYPaWo5vvxfrrrnaJro7Q7YlochtglA/Abclqaurw/Hjx1svlJMmTXLZ9qOPPkLzpek2zjkGDRqEZ599Fr/73e8wfPjwVqG7pqZG8IkOVvr06YMvv/wSTz31FHr3dh3FlJSUhKeffhrfffcd0tLa98AEAI1Gg9///vd45513MGLECJftsrKy8PLLL+Mf//gHQhwzQRBdEtlvOyEeiIjwzoO47viPQpmHxMCSeoVX+iYIb3HbrQxa6c4oe2D7A2ce3717AW+94ZmwDQA9U5SisVpsF2prRaFRlZHbsWK5osLqdPWY2lBEbruZTLKjiDmsGQpqBqJ80MNouPUzGB/ZbEtKOXAeeGhsu31pKk7CsPcThH37ICLeGIPQbx+Cfu8nYBWnlDOwHqKwIciCwpf+Yhn5axLqpFgWt5P9c39SU0I4byFfC3r1gtciSHOkpJJGo9L2jyDUyrbtHJu3iHU/ux7on9G58yMtlWHKZLHuq685Ght9fy359nugvt5eZswmtrtCYUtCCSUJQvUEPHI7Pz+/9SUxJiYG/fv3d9l2+fLlrSL4sGHDsHDhQhgMBgDAggUL8PDDD2PTpk3gnGPJkiX41a9+5ftfwMfo9Xo8/PDDeOihh3Dw4EGcOnUKFy9eBGMM8fHxGDRoEAYOHNjh/idNmoRJkybhzJkzOHz4MEpLS2GxWJCcnIzMzExky298RJem6KxY9q7f9mqhbO4/BdC27dFKEP6mdy+G66/j+OZbWzkmGpgUAJer6VOBDz6yR5WNGA689AJDTIznLxaMMWRncezeY6/LP8YxeVLgI8iCMXK7qQloaGg7AakaUHhuJ/r27x0RoayrM176/sLiYB44x5aY0mqBpvggdKc2QnvqJ2hL89rsl1maoDu9CbrTmxCCv8Aa3RuWvuNh7jsBlrQxgMHJjl3AOVcIWlmZDKl9gLBQoKHRXp9/DBh7pdtdE4RfUERuJ/tnv7aEcBzfONj3LFkG3H0nv7R8P/g4WqBcxeEtevRg6JHIhevw4Tygb7r39kEQvqC5meO1f4vnRlwccN893jnP77idYd16e/9V1bZryU03eKV7pzQ2cnwt+XtPmWwT210RL0Vu19bavhuDITivdwTRHQi4uH3u3DkAtpfvtoTto0ePouTSEx1jDE888USrsA3YIpGfffZZbNq0CQBw4cIFFBYWuh3JrHYYYxg2bBiGyZnGvER6ejrS0+mJq7tTVCTe+L1mSWK8CM050fLGnDnDO50ThJd5/DGG3r2BCxc45s5miI72/4Nsz54Mr78GrFzN0TeNYf48QK/v+DiysyCK2yqxXVAmlFTfS0NcrLKuskr94naZFGXk68jtkBAGg15cxlxX56ShRgtrrxFo7jUCGPcLMGMZtGe2Qnt6M3RnNoM1VLa5H03NOWhyv4Q+90twjQ7WXpfZLEzSx8GaNAhgrhclXrwIVFWJddnZNiugAQM4Dh6y1+fnk7hNqAurlaP0oliX4idxG7B50373PYfFYiu3JIR75CH1XbfdQbmKw7u/x+AcYMNP9nJeHsecWcH5XRHdh0VfAWfPiXWPPsS89nyWlckw5kqO7TvsdV8s4rhufueec9tiyTJlIuk7b297X86s3Coq/XvNJQjCMwIublc4uPMntGEIuWvXrtafY2JiMH78eEWb/v37Iy0tDYWFhQBsUeFdRdwmCH+gjNz2zkOG9sQ6MAfvQa4PhyV9nFf6Jghvo9OxSxEkgX0JHZzDLvl2dp4sKalkgUqSSgZDQsmwMMBggJCEqLIS6KUCz3JXcM5RJolgiT4WtwGbNUmFgzbtVNyW4BGJMOfMhzlnPpq4FZqSPGhPb4Lu9Ob2vbqtZmjP7oL27C5g8z/AQ2NhTh8LS9pVsKRfBR4t5iCRxayICJvdD2ATuQVxm5JKEiqjolLpEe2vyG3AeUK4b7/3b0I4b2E2c5w4LtZ5M3IbAHJyGDb8JPpuE4SaKS7h+PhTMdBpyGCbN7U3uXMBw/Yd9v2UXrT5+M+d7d39ALbEsV8sEn+nsWOAzMy2r1lRkYBeL15zy8tJ3CYINRNwz+3GRvsa0PDwcJft9u3bB8AWwTxu3DiXL+QZGRmtP5eWlnpplATRPZA9t9O8ZEuisCTJmAToyMOdIPzFQOmlvaoaKFHBLbKmRiyr0ZaEMaawJqmsCshQ3Ka+XrTYAPwjbkdEimV3xG0BpoE1ZQhMYx61eXU/uhUNc/8J05AbYI1s/42SNVZBn78CoWv+gIj3piH8w9kwrHsJ2hPrgWbjJcHaTlYmWhO8yVGbavGlJ4gWiovFsl4PxMc5b+srFtzG4PgKVl9vSwgXbJw+A2GVCeB9cXtwjlg+cRJoaAhun3Kia/P6GxxNTfYyY7Ykkt5OhDp8GFMka1/4OYfF4v3zY9UaKFa83Lmg/d/HZgEr1lVQUkmCUDUBF7c1GvsQmh3DoiRaxG0AGDVqlMt20dHRrT8bjcZOjo4gug91dVyIuAO8ZEvSUAVt0U6hypw50wsdEwThLr16yQn/bNHbgaZWEj+jop23CzSyNUlVlboFCtlvGwASXS+O8xryMeaxuC0TGgNL1tVomvki6h9cj/q7fkDTxKdhThsDrmk/Z4Om8hQM+xci7IfHEPHGGMwuvRsPZL6FIbG50MAiiFnZmeK2paVApcr/zoR6qavjWLqMY+8+7x1D8oRkUg94XXRqj0AmhPMm8uRVzxR43YIsOwtCgmqrlSbNCPWyazfHho1i3bXzvW/X04IsMJ89K9r4eAOLhWPh5+K1afgw50nbnZEgiduUVJIg1E3Axe0IhwxEriKtz549iwsXLrSWL7vsMpf9tSWQEwThmrOSJYlGYxPEOovu5AYwq7m1zLUhsPSd0PmOCYJwG1tSSbFOjmINBIqEkpHO2wUaReR227bQAadMErejo22e2L5G/vvJkxedgjFYE7NgGn0fGm/8EMbHtqHh2jfQPGIBrHF929/cakaWYTceH/RvLJx4G9ZfMx53hPwKutyvwKrPIi0NCJEWFKlhAogIPpqbOe5/iOP//sbx5K84vv3eO9faQCWTlJG9alsSwgUT+fm+SybZQmgog8OCYgC2pJIEoTY45/jX6+I5ERMNPHS/754brrzCtnrKkU8XcnDuvWfTDT8p32/didpuQSFuVwT+uZkgCNcEXNzudUk945zj6NGjsLRkKXFg/fr1rT+HhYUhOzvbZX81DmucHYVzgiDaplC6+fdM8U5iD9mSxNJ3PGCgc5Mg/I1S3A7MOFpoahKXvwI2EVaNxMaIZbXbksiR2/6I2gZsHtaOGI0+fBE0RMDSfwqap/4e9feugPGBH9E44wWYsq4BD41pd/MYQw36VK9G6I9/RMT7MxD98dX4y5g/YWavlYgz2NYeB/ocIYKTzVuBc+ft5Xfe42hq6vy5UFIi9hEo79fMTIYxUrLVLxZxmEzBI/wokklm+0bEk61J8o4Ez3dEdB9OngJOnRbrHnrQtwnVGWMKofn4CQiJJjsD5xyfLlRakV15hft9kC0JQQQXARe3Bw0aBMB2gauvr8fKlSsVbb755pvWNiNHjhSsTGROnz7d+nNSUpJ3B0sQXZiiIvEBINUbftvNRmjPbBGqzJkzvNAxQRCekpWp9BT2ZoSMpziL6lWj5zYQ/JHb/vDbBnxgS+IBPLo3zENvQtPcf8D4yBbU3/41msb9EuY+V7hnYVJdhKkxX+Pl0f+D9ddMwJeTfoZBhX+F9tRPQDPZ3BHuc/SoeF2tq4NiuX9HKFZJ5DagjH5sSQgXDJjNHMdPiHW+iNwGgJxB4veUR5HbhAo5dUosJyT4JrmjzMQJyvxOn3gpenv7DijO8zsXMI8SqSckiG3LSdwmCFUTcHE7JSWlVeDmnOPFF1/E7t27AdgsRl566SXk5+e3tp8xw7UwVl1djfPn7aESqV5R5wiie1AoJZP0ht+27uQGMIvdKohrdDBnTO58xwRBeIy86KmyErh40XlbfyAnkwTUa0sSGystw1e5F3NZmTg+v4nbUuR2XaA0YY3WlpjyyofRePPHMD62DT9EvonPTtyBEzX93eoiOyYfU0I/Rth3DyPijTEI+/IOGLa+Ds25PYDF1H4HRLfFWcT/4qXeiNwWy8nJ/vXbdsSfCeG8TWEhFKuGZHsEbyFHbl8sA0pL1f8dEd2LM4XiMdk/A9BqfX990WoZFkg2RwcPAQdyO9cv5xyfSFHbaak2Md0T5MhtErcJQt3oAj0AALj99tvxhz/8AYwxVFZW4s4770RsbCzq6upgNpvBGAPnHFFRUZgzZ47LfrZssUeIhoSEIDPTR08qBNEFKZJsSVJTO/9Qoz3+o1C2pI4B3FguThCE9+ndy2Yb4ZhrueAYEKhFTrLfdng4oNMFTqxpC0XkdlVAhuE2ZVLSox5+i9xmAOwvlP6M3G4TQwRWn56ILYcnAgCSQovxxKxtuGbANmgLt0HT0PYbK7OaoT23B9pze2DY/h9wfTgsvUfBkjYWlvSxsCZmASzg8SKECuCcOxW3D+QCZ85wpKd3/BqniNwO8ALVOxcwHMi1n+8tCeGmTQngoNxA/vskJysnML1Faqpt0s9xoi/vSODuuwThjDOFYjk9zX/7njkdeP9DWxLnFj79jGPE8I6fkwdybSK5I3fczjwW7GVLN7IlIQh1o4on8RtvvBGjRo0C57xVyK6srITJZI+MYYzh8ccfR6S85tWBNWvWtLbNycmBVqv1+dgJoivAOUeRtyO3TY3QnRLTXpMlCUEEDo2GKaLTAplUUrYlUaslCQDExopltduSyBH5iYn+mTQIpC1JezgKWqWNKWge9DM0zXkF9Y9sQv2d36Fp0jMwpU9AvTms3b6YqR6605sQ8tPLCP/0ekS8NR4hS38F3YFFYBWngADa/RCB5fx518f94mUdPy6MRq7oNyWlw915BX8khPMF8n3PV5YkgO2+e2mBciuH89T9/RDdjzNnxHJ6mv8CDfR6httvFfe3Y2fnnk8//UzcNjkZmNmBV1Bnnttqv74RRHdGFZHbjDG89dZb+MUvfoGtW7cKn7VcQO655x7cddddLvuorKzEunXrWn2UrrrqKt8NmCC6GOUVQEODWNdZVx/tmc1gpvrWMmcaWAZM61ynBEF0iqwsYN9+e9nB9cvv1Eq2JNEqFrfjYsVyVRVgtXJoNOqMNA9Y5LZabEkkysu5woe81aaHaWDtMRDWHgOBUffg0UcboS05iDE9tuOKxO0YnpALLcxt9s8aKqEvWAl9gS1vjDUiCZbUK2FJvQKW1CvBY/oAHvh8EsFL/jHXn61cCTz8AIfB4PmxIFuSAEBSD4+78Sq2hHDAH/5kF3uOnwC27wTGXtnGhgFGkUwyy7fn5uAcYNdueznviE93RxAeYbEoA5zS0/07hrmzgY8+sT1btfDavznGj/O8r/p6jh07xbrbb2EdWhkoi9smk23VoVqTnxNEd0cV4jYAREVF4YMPPsDmzZuxdu3aVu/sjIwMzJkzB0OGDGlz+8WLF8NgMMBgMAAApkxR+Zo4glAR8kONwdD5lybdMTGzkLX3KPDwBBetCYLwB7aXeLsQ4Wz5vL+QbUnUHLkt25JYLLboTDW+4FitHOWSuC0vrfUVao3clo/zsFDXq5MGZBvw3ZFR2F8xCm/l/xwzJxnx/D37oC3cBm3hdmgvHm13fxpjKTRHl0B/dAkAwBrV85LYbRO8eXSvzv5KhErJz3cd1VddA/y0CZjegXn+klKxHB8HhIQEfsKkJSGcY96WTxdyjL0y8GNzhsXCcey4WOfLyG2gJamk/bg4mm9LaqlWGy6ie1FcDDRLaST6+lncDg1luOUm4O137edJ7kEg92Dno6Tj4oC5rl1t2yQ+TllXVq7OZz+CIFQkbrcwfvx4jB8/3uPt7r77btx9990+GBFBdH0Uftt90LmIREszdCfXC1XmzJkd748gCK8wUHqJL68Ayso5EhP8/5JdUyu+tKhZ3I51kiqgsAgYMtj/Y2mPqiqb+O5Iop8iPINF3M7MdJ0sKztTFKIOFkTA0m8iLP1sft2or4CuaLtN6C7cDk11kdN+HNHUXoAm73vo874HAFhj0lqjui2pV4BHkgFvV6G9CcPFSzmmT/P8eqvw2072uAufoNUy3HE78Oe/iqLUgVyO4cPUJ94WFgGNjWKd78VtsdzUBJw85bsklgThCbLfdlSU0orNH1x/LbDwczEvjDe4+UbW4YlAg4EhOpoLCdArKoCMfl4aHEEQXkUVntsEQQSWoiJRZOq0JUnhDrAmMSzTPGB65zolCKLT9OljS9zoSKCsSeTIbTXbkoSEMEWCpe071Om7eFGy39BqlLYqvkIWt+vrbZHkgaZA8u7MakPMkoWuCxeAmhqH7cPjYc6ejaYZL6D+/tUw3r8GjTNegGngXFgj3JtF0FQXQn/oG4SueBoR70xC+IezEfLjn6DLXwFmLGu/A0KVOEsmOWWyWN67Dyg66/k5UVKi9JBVCzNnKMfzycLAn/fOkP8+ST2AuDjfivCxsQy9pcUaeXk+3SVBuM1pyW+7bzpabV79SWQkw4LbvLvfxESbaN4ZnPluEwShTlQXuU0QhP9RRG53UtzWHVstlC0pw8CjApz5iCCIS0klOfYfsNflFwDjApCmoiaIbEkA4KqrGM4U2gWbrduAB+4L4IBcIHtLx8e7jlL2NrK4zbktCivQf1tPPHb79QMMenGZdsExYPQo5+15TB+Yh94E89CbAM7BKk9DW7Tj0r+d0DS0/yasqTwFTeUp6HO/BABY4/rB0ufy1n88SkVKJuGSC8XKSbsH72fYu5ej2iHyb8kyjsce9uyclG1J1CRu63QMt98C/ONf9utjS0I4X/tZe4psG+PrqO0WBucA587by4fzOK67Vl3fDdE9cXyuAaCYyPcnd9wOhIUx7NnLYW471UW7JCXZorYjIzt3niXEA6dP28tyThOCINQDidsEQSg8t9P6dOJBwGqB7sRaoYosSQhCPWRlQhK3OQD/v2QrPbfV/aI/bizDF4vsL4EFx4CLFzl69FDXuOXI7UQ/JZMEgKhIZV2gxe3KSo7Si2JdW4KWTsfQvz/HEQdr7fwC1+K2AGPg8f1gju8H8/BbAc6hKT9uF7vP7gJrrG63m1ax++BXAC7ZmPQZDUvqJbE7urcbgyH8TYE0iRIdbbN5u+Ya4Muv7PXLVwAP3seh17t/7SguFsspyeq67sydA3z0KVBZaa/79DOOF59X1zgVE13Z/hlfTg7D6h/t9w9KKkmohULJliQtLXDnrEbDcNMNwE03qOe6kaCI3A7MMzNBEO1D4jZBdHPMZi5EkwCdi9zWntsD1lAp1JG4TRDqQS1JJYMpoSQADB0CREcxwSt863bg2nkBHJQTysvFKCx/itthYYBGA1it9rraOiCQ63aOSsd3aGj7kWlZmZDE7Q6+zDIGa2ImrImZMF12B8Ct0FzMb43q1p7brbDwcoamutBmZXL4WwCANboXLH2usEd2x/QBArCMnBDJL1BGBTPGMH8O8OVX9s+qqoDNW5SWJW2hiNxWmU17SAjDzTeKCeE2/gScOcORnq6OY9Nq5Th2TKzzV+S27Lt9phCoreWqn9Qlujacc6e2JISdBCkhN9mSEIR6Ic9tgggyGho41m3gOJrvHT/D4mIoln6l9ul4f1rZkqTHIPDYTvqcEAThNbKzxXJZmVIQ9QfBZkui0zGMG6cX6rZuU5+v7EUpStmf4jZjDBERYl2gk0rKnvKZA9q3aZGjOb3mS880sCYNgmnUPWi87g0YH92G+tu/RtOEX8PcdwK4IaL9PgBoas5Dn/c9Qlf/DhEfzET4u1MRsvw30OV+BVZxyuYHQ/gdpf2N7f/0dIbhw8TPFi91/29kNnOF3VCKCp3err8WwvnPOfDZF+o5FouKgAYpmaS/kjpmDrDZHTniOIFGEDa4PDIAAQAASURBVIGgslIZaBBIWxI1Eh8vPg+Uk7hNEKpFlZHbZ8+exbJly7Bv3z6cOHECNTU1qK2tBffgYZ0xhjzK1kF0MUwmjnsf4Dh7zhak9Zv/AebN7VzUh+y3HR0NxMR0sE9uhe74j0KVOZMSSRKEmkjtA4SFii/5BceAsQmut/EFwZRQsoXJEw1YsbK5tbx7D9DUxBESop7oO9kPskeif8cWGSH+bY1Gv+5eQcExKZmkG2KWHM157ryPoiw1WlhThsCaMgSmy+8HrGZoSo9Ce3aX7d+5PWBNNe13U1cMzdEl0B9dAgCwhifA2mskLH1GwdJ7NKw9sgGNKh/5uwycc8UkiKPf9Py5DAdy7cfirt3A+QscvXq2f0yVlYmrIQD1RW4DtoRwP7ue49OF9rpVa4D77uWqsFGRJx8SE4GEBP+MS69nyMzkOOzwapp3BLjicr/sniCcckayJDHo1TlxFkhkWxIStwlCvajqSbempgbPP/88Vq5cCeulpzhPBG2C6Ors2AWcPWf7mXPgtdc5rrgCSE7q+MO57LfdmahtzYVcaOpKhDqyJCEIdaHV2l6ycw/a6/ILgLFj/DcGzjlqJc1O7ZHbADB+vF6w3WhqAvbsBa4aG9hxOaLw3PbzpIWcVLI20JHbHiSTbCGjH6DXAyaHpJLHjgMjL/Py4GQ0OrvYPfpewGqBpqzALnaf3Q3WWNV+N/Xl0BxfA93xNQAAboiApecIm29371GwpgwDdCE+/mW6FyUlEJJGAuIqmcmTgH/8S1zJsGQZx8MPtH88FouPVQgNtQUiqJGbb2D46muOpiZb2WIBFn3J8csn1SBuByaZZAuDcyCI27aJt8B/L0T35YxkSZKa5r8E1MGCbEtSTgklCUK1qMaWpKioCNdddx2WL18Oi8UifMYYa/0nl+XPCKIrUyK94DQ2Aq+/0bkJoMKz4vad8dvWHVsjlK3xGeAJAzreIUEQPiFLeqnP95LNkbs0NAAWKRJRrWKNI7ExGlw2QowLUJs1Sbkkbvfo4d/9y+J2IG1Jqqq44r4p2/I4Q69nyOgn1h31ljWJJ2i0NhuTkXehcf6/YXx0C+rv+gFNU38PU9Y1sIa7N3PBmo3QndmCkC2vIfyruxDxn8sRtmgBDJtehfbkRsAN32+ibfIlL+eoKKCnQwRkSAjDNVeLbZavsFmOtId8DKckQ7XvPXFxDPPminWLl9oSuwaajkx0eZO0VHF/stUMQfibM4XieUmWJEripcjt2lqguTnw1zOCIJSoInK7ubkZTzzxBM6fP9/6sMY5R69evRAfH49Dhw4BsD3IXX755TAajSgtLUXZpaeClm3i4uIwYAAJaUTXpcbJ6uT1G4DdezhGj+rYQ7oycrujliQcuuOi37Z5wIyO9UUQhE8JdFJJ2W8bAKIilXVqZNJEA/bstScq2LrN9syiBrGpuZmjqlqsk6OOfE2kZBsdSFsS+bg2GNx/ec/KErfvcFJJb8I0sCZmwZqYBYxYAHAOVnnKFtVdtAvac7sVq6ecdmMxQXt+L7Tn9wK73gUHg7VHNiy9R8HSZzSsvUaCR6rQ90LFyBOEWZlKAXr+HIZv/mtvV15uu35MnNB233LkdpLK/zS33cLw3fccLbFKzc3AV99wPPxg4M4fq5WjQJqAkCd5fY2c/0C2kCIIfyPbkpC4rUS2JQGAikrbJCNBEOpCFeL2N998g6NHj7Y+BA4aNAgvvvgiBg8ejLNnz2L6dLtn76efftr6c1FREb799lssXLgQtbW1qK6uxujRo/GLX/zC778DQfiD6hrnM8X//BfHR+/bEp55iuy53dHIbc3Fo9BUi52ZM0ncJgg1Ii/HLr1oi6yLi/OP+CBbkmg0UCQiVCuTJurx6j/t5dKLwPETtoRhgcbZctkefkwoCTizJQmcKCyL2wP6u3+fzM5iWBLACSC3YAw8PgPm+AyYh91iE7trzkF7dje053ZDe24PNJWn2+8GHNqLR6G9eBTY/xkAwBrTB5Zel8HSaySsvUfCmjAAYKpZ8Kk6FFHBTlYIZGQwDBnMceiwvW7xUo6JE9o+JktKxWc/tXviJicxXHM1x7Ll9rpvvwduv9UHvvVucvYcUF8v1g30s7gtTzRWVNhEd40m8BOjRPfktGRL0jedjkWZqCilTVl5OYnbBKFGVPGU+sknn4AxBs45UlNT8cknn2Dw4MEA2l52l5qail/84hf4/vvvkZOTA6vVirfeegt///vf/TV0gvArNdXO60+fAb7+r+f9NTZylJaKdR313NYdE6O2rdG9YU3K6VhnBEH4lPQ0IESy3PWneCf7MEdGImhe8PtnaNGrp1i3ZWtgxiIjRwKGhCjFZl8j788YQFuSAtlj1w1LkhZk4evsWcBoVPlSZMbAY/rAPPg6NM18EfX3roDx4U1omPsami+7E5akQeBuCtSa6rPQH1mC0LXPI/yTaxHxxliEfvsQ9DvehqZoJ2Bq8PEvEzxwzt22vJgvJQHfsRMoLmn7uCouFsudybPiLxbcxuD4Cmc0At/9ELjxyH+fhHgg0c/JduX8B2az0qedIPxFfb3yHTCNIrcVMMYU1iQVlFSSIFRJwMXtkpISnD59GoDt4vE///M/iPIwq1Tv3r3x3nvvoXfv3uCc47333sPOnTt9MFqCCCxtPQR/8BFHWblnL94tySkd6bi4LfptmzNnAipYpk8QhBKtlikijf0pbssWS8FiSQLYnlXGXSVe29Tiuy0nk+yR6H9vXjV5bnfGYzcjA9BqxTrZ1iAY4BGJsGTNRPOU36Lhjm9hfGwHGq5/B81XPAxL71HgWoNb/bCmGuhOb0LIln8i/Ou7EfGfKxD2+S0wbPwrtMdWgxnLYDJxbN7Csf8Ah8WijnPCH5ReBKqqxDpXUcFTJourVDgHli1v+7uSBahgiBhMS2WYMlms++prjsbGwBwXsm2Mv5NJAkBcnPKxmJLTEYGiULKlZAxI60Tepa6MbE1STuI2QaiSgIvbubm5AGxRDxEREYIFiSfEx8fjN7/5TWv5vffe88r4CEJNOPPcbqGhAXjzLc9eGmS/7aQkIDTUcyGElZ+ApuKEUEeWJAShbuSX+/wC/4kOtZLndjAkk3TkqrHidfLIUaCiIvBinpygTPZ49QeRkeJ3I0fp+4vqao4LUsSrJ4KWwaBMKqlKaxJPCYmEpd8ENI//JRpuWQjjz3ei/uZP0TTulzD3nQBucG+miVnN0BbnwrDnI4Qt+QUi3p6AplevQfPXz2Ht37/Gb+4/hs8+t6C6OvDnha8pkI6LyAigVy/nbcPCGGZKj0fLlrtOLMk5V3huJweBuA0Ad94uXguqqoElywIzFndsY3yNTscQGyvWkbhNBIozkiVJSoot8S2hRCFuexhMRhCEfwi453b5pbs6YwwDBw6EVg6TkWhubobB4DzKZMaMGYiJiUF1dTW2bt2KqqoqxMpPEQQRxMiR28nJQInDS8+qNcD8eRzDh7n3cKLw2+5o1PZxMWrbGpEEa8/hHeuMIAi/ICeVlAUaXyILnh4u2Ao4I4YDYWG2SUXAFn25fQcwe1Zgx1VWJr5wBULclr3TA5VQUo6yNuiBfn096yM7Czh23F5WRVJJb6MLgbXPaFj7jIYJAKwWaMqPQ3N+L7Tn9kF7fg80Nefd6ipFX4j5aYWYn2bzn6gtisKh/xsGY9wIpF51GXpfPhwICaJlGm4iTwxmZbW9YmL+HFvCxRZKL9rsScZdpWxbUwM0Nop1wRC5DQCZmQxjx3Bs226v+2IRx3XzAb3ef+fRxYuizzkAZGUG5jxOTAAqK+1lSipJBIozheJ1q296gAYSBJAtCUEEBwGP3K5xCEVNdPIWJgvZTU1NLvvSaDQYMmQIAMBiseDAgQNeGiVBqAPZc/vxRxkiJSHh1de4ywggmcIisV1Hk0nKftvmAdMp8RRBqBw5cq24BH6LsqyRkuMGm7htMDBccblYpwZrEkXkdoLzdr5EtpgJlC3J0Xyx3N+DZJItZGeL7fPzXTTsSmi0sPbIhnn4bWia/TLqH1gL44Pr0Tjn72gecQcsSTlu+3ZH6WsxtscWTNf9B9k7H0D461fA/MZ10K36I3R534NVnrHNDAU5SvubtttnZjIMGijWLV7q/HuQo7Y1msBMWnWUO6To7dKLwOof/TuGRV9zIRmcQQ8MG+rfMbQgJ5WkyG0iUJwpFMvp5LftkoQE8TpGtiQEoU4CHrmt0dgfkPV6veLzCCkE6OLFi216csfFxbX+XCqb1BFEEGM2c9RJEXDp6cAD9zP881/2l6ITJ4AfFgM3/Kz9PmVbkrQ+HbAkqT4LbekRoc6SOdPjfgiC8C/paYDBADQ32+vyC6AQbX2BbEsSbOI2YLMm2fiT/dq7YxfQ3MxhMAQuslfhud3D/2NRi+d2wbHOe+zK2xSdtSXhCg/vYtHb7cCjUmDOng1kz7ZVNBuhvXAAmvP7oD23B9oLB8BM9e32o2EcsY35wOF84PBXAABrWDysvUbA0nMELL1GgKcMBRDru1/Gy3DOFZMe7ni7z5/LcOSo/Rjdtt0WYSyfsyWSuJ2Y6PkkTSAZPoxh+DCOA7n2uoWfc1wz05b7wddUV3P8sFismz0biIkJXOS2I7bVNsHz9yS6Dkpxm45DV8iR2yRuE4Q6CXhoZaTDW1Cdkzeg8PBwIXq7SFbjJBod1u5VOq77IoggRxaDACAmGrhuvi0izZF33+eorGw/GkphS9KByG05kSQPjYWlzyjPOyIIwq/odAwDpGuHvzyFa7qAuD32SjE5WEMDBAEnEMhL3AMRuS3bktQZbQKgv+lMMskW+mcAWocnZc5Fm5JuiyEClvSrYBr7czTe+AFWDNuOWzZ8g/87+FusPDcLF+p7ut2VpqECuhPrELL5VYR/dRfCX78c5reuhmXZ76A9sgSsqkjV0d1lZUCF9LqR5cZEyrSpNmujFqxWYNkKZTuF33aS52MMNHcuEM+9oiJg4yb/7Pubb7lg66LVALffGjgRTxG5TSIZEQDMZo6z0jtgOtmSuET23CZbEoJQJwEXt1Md1LSLFy86bZORkdH68759+9rsLy8vr/XnkJCQTo6OINRDVbWyLjraJlA99QvxQb3OCLz1btsvg9XVXJGgsiOe20pLkmmAJuCLQgiCcAPZmiQ/3z8ikiKhZFTwRQzFxyutBbYE0JqEc44y6TEqEPYFsi2J2Qy04SjnE2pqOc5LNtEdSSAXEsLQV04q2R2sSTzkxw1a5NcMwqJTC/Dsnlfwu/IfYXxwPS5OfhX7w+7GkdphMFndey5gVjP4uQOwbn8focufRsQHMxH+1niEfv8Y9DvehrZwO9AcICN3J+RL3u7h4UCf3u1vFx7OMGO6WLd0GYfFIl5DSkrFckpKR0YZWK68AsjKFOs+Xch9PulVX8/x9X/FuunTgV49AyluS/YGZEtCBIDz5233ZkfIlsQ18qRURUVgJu0JgmibgIvb/S+FnHLOceLECadtcnJyWtssXboUVqvVabtNmzbhvMPbTC9XqcoJIgiRhejwcHtCnuHDGGZKL0nLlgOH81zfeOWoba3W85cmVlsC7YX9Qp2ZLEkIImiQo1llocZXdIXIbcBmTeLIlq2Be+GprwcapMRzgRC3ZVsSAApLLV8jJ0fVdyCZZAuyNYmcPLC709DAsXWbWDd1CgOPSkHYyFkY8Oiz6Pm7Rfhx9C78pfRTvHr411h7YTrKGt1fVqBpqIDu5HqEbPknwr65FxGvX46wT65FyOo/QHfwG2jKjgHc+buBr5EnBLMyAY3GPfF0/hyxXXEJsGu32Ea2JQnGyG3GmCJ6+9hxYPtO3+73+8VKWyTZA9zfKG1JAjMOonsjW5LExgbOqicYkG1JTCbnK6oJgggsARe3U1JS0LOnbfliY2OjEHndwsyZNrGMMYZz587hhRdeUAjcx48fx+9+97vW7OSMMYwaRdYIRNehWorcjokWy489yoQlrgDw6j+VUUAtyA4/vXt57uOoOyFmBeKGSFhSx3jUB0EQgUMW7i5cUCZ79AXKyG2f79InjBsrli9cUL40+gvZbxtQhy0J4H/f7QJpkiajn30y2FMUE0B+su4JFrZug8L2YfJEsY1OxzBhciie+L/RmPGH+7Cl92uYt2kjZv+4Cr/d81csOnUbjlQNgoW791rCwKEtK4D+0DcIXfMHhH8yHxH/uRKh39wHw5bXoD25AWjwjzWhwv7GgxUC2dnKiGY5saQsbqckB6cANXECkCZZ33260Hf3mqYmji+/EvufMB7o1zew358zWxKKACX8zekzYrkvWZK0SXycso4shQhCfajCO2DMmDH47rvvAAAbN25sjdRuYdy4cejTpw/OnTsHzjm+/PJLbN26FRMmTEBkZCROnTqF9evXw2w2g3MOxhimTp2KeHmajSCCGDlyO1oStxMTGO67B/jPm/aH5PwCYOly4Np5yv4Kz4oP0x3x29ZKftvmjCmAzuCiNUEQaqNfX8CgB5pN9rr8AuDy0b7db1dIKAkAAwYAPRJFYXnL1sC8KMoRgNHRNlsNf6PTMYSFciGK3N/ithxN2xFLktZtpQmgM4W2aOWwsOAUGb3N2vXidz1qFBAb6/q76deX4alfMjz8IMfK1an49rs+WH5wLgAgTGvE4NhDGBG/H0PicjEsLhfxIe4pCKy5DrrCbUChPYzcGpMGS8pQWHsOhSVlGKw9BgH60A78lq7pjLc7Ywzz5gJ//4f9O9yyFSgr50i8ZF+hiNxO7vBQA4pWy3DH7cCf/2r/XXMPAgdyOYYP8/65tGKlUnySo8cDgbyaxmSyPd/HxARmPET35EyheN0mS5K2MRgYoqNFO8/y8o6vCCMIwjcEPHIbsEdmc87x/fffKz7X6/V49tlnW4VrzjkKCwvx+eef45133sGaNWtgMtnfzMPDw/HrX//aX8MnCL9QLYnbzh6Eb7pBKaq8/S5HdbUyKkSO3JYjatqlvgLas7uEKnPmDA87IQgikOh0TJGQ1teRqRYLV4id8mRdsMAYw1VS9PbWAPluy5HbPQJgSdJChGRN4ndx2wvJJFsY0B/QUFJJpxiNHNu3i3VTp7j3XUdEMNxwPcPCjxlee5Vh4gSgiUdgd/mVeO/Yw/jlzv9g6qqfMOfHlfig+q+oH3IHLCnDwDV6t8enqS6EPn8ZQjb8H8IX3Y6I/1yOsM9uRMja56E7/B1Y+YlO2ZmUlXOFZ3J2pvO2rpgxDQh10NstFpswC9iij+VklcEqbgPAzBnK8X/ig+hts5njsy/EfkePAnIGBV7cdhoBSr7bhJ+RV5ilpwX+3FA7cswkJZUkCPWhCnF7/PjxuOOOO7BgwQKMHz8excXFijbTp0/Hs88+K9iOONIieoeHh+O1115D3759/TF0gvAb1ZJVgDMxSKdj+OWT4rlRUwO8+74TcVvy3E5N9dSSZB2Yw0sh14XB0ne8R30QBBF4/O0pbHTivywnIQwmxl0lXjsPHvKPtYuMHLktL3/3J7Lvtj/F7bo6jrPnxDr5GPeE0FCmmDQmaxIbm7eIqz50Opv9hCcwxjBqJMOf/1eDrxfZBG+HT3GuPhX/2jgXd3zxHE5OWQTj47tQf+vnaJr0DExZ18Aa1dP9fVnN0JYchv7AIoSu+i0iPp5rszP5+l4YNv8D2uM/gtWVut2f7O0eFub5KrjISIZpU8W6Jcs4rFaO0ovK9sHoud2CTsdw+y3i9XLHTu/fc9auAy5Ir5J33aEO8U6vZ4iVglPI3oDwJ5xznJFsSdLJlqRdEiRxu4wmpQhCdajClkSv1+P3v/99u+3uueceXHbZZXj99dexfft2RbT29OnT8cQTTyC1I/4KBKFyaiTPbfnhuIXRoximTOZYv8Fe98MSYN5c3hq9ZrVynJXF7T6ejUd3bLVQtvSbAOjDXLQmCEKt2K4LdnFBFmy8jWyxBASvLQkAjBoJhIQATU22stVqS5QmJ/n1NWVlokDUo4d/9++IPFnhT3Fb9tvW6Wye250hOws4ecpetolx6hDLAolsSXLFaCA6quPfS3KSzbJk5MhQ/PF5I8xm+2cnTwEPPsrxlxcNGDrkMlh7Xdb6GasrhebCAWiLc6G9cACa4kNg5ga39sma66Ar2g4U2UPQrZEpsKYMtVmapAyFJXkwEKK8SMmTHJ4kk3Rk3hyGZcvt3+X588Cevcp2kZG2iPdgZs5s4MNPgKoqe92nn3G8+Lx3fi+rlePTz8XjcnAOcNkIr3TvFRISgSqHZ3pKKkn4k7IyWwJqR8iWpH1kcbuigp4DCEJtqELc9oThw4fj3XffRUNDA86fP4+amhpER0cjLS0Ner37SxUJItiQbUmio13fUB9/jGHbdt6a5IlzW3LJN1+3vXhdLLMLMS14NCfUWANtobgW2Zw504MOCIJQC7If8bnzQG0tR1QnRKq2qJWETr1eXJYfbISEMIwaybHVbvWLrds4Zk7370uPHEUUiGSSLchJJeucROv7CllwzOhn88vsDNnZDCtWOeSzyO9Ud12CmlqOnaIzGaZO9c4xf938UKT20eKJX9YIybSrqoAnf8Xx3G+AmTPs++KRSbBkzoClxRrNaoam/Dg0F3KhLc6F5kIuNOXHweBehLCmrhia48XQHbfnFbHG9YMlZQisyUNt//cYhPwCMcdIR1cIDM4B+mcAJ07a6xYv5bjyCvH7TAliS5IWQkMZbrnJZpnXwsafgDNnONLTO3/8bN4CnD4t1t15B1Os+A0kCfHAiRP2MkWAEv5EtiQJDQWSgnhFiL8gWxKCUD9BJ263EBYWhv6yUShBdGHkaMeYNjxqk5MY7r5TfHk4nAesXAXMngUUSg82YWHKGem20J3cAGa1r5zgWj3M/Sa53wFBEKqhX1+bwOywGAoFx2wRyb5AkUwyUmk1FmxcNZYJXtvbd9h8X3U6//1eFyULgx6JgftOlbYk/otwki0OOmNJ4qqPM4VAYyNHaGhwH7edYdNmCJHVBj0wYZz3+h81Uo9339LgN89ZBbHSZAJeeInj9BmOB+5jziOlNTpYewyEtcdAmIfdbKtrNkJbchia4lxoiw/aBO86pQ2iKzSVp6CpPAUcWQIA4EyLX4UOwNThQ3C4aggOVQ7FwMxMAJ4n1W5JLPnPf9mP3U2bgZgY8VgOZr9tR66/Flj4ud2iinPgs0Ucv32mc+cT5xyffiZ+Z/0zgKvGdKpbryNPPJaXUwQo4T9kS5K0tI6tOOluJCSIqxzJTogIVqxWjtyDtlWz/TO61rkftOI2QXQ3FJHb7WRWv+UmYNlyCN6jb77DMWG8M79tz8QlhSVJ2lVASBCb5hJEN0avZ8jox4WI1/wC34nb8kRdsCaTdEQWT+rqbN7b/lwKr4jcDmBCSYW4HcDI7c4kk2yhJamk9VKaCasVOH4CGDK4010HLWvXiSLilVd63zKjdy+Gt15n+OMLHDt2ip99shAoLOL4/XNwb5LBEAFL6hWwpF6Blnk8VldqF7uLc6EtPgTW7J6HDuMW9I/IR/+IfPws/b8AAOuREPCKgbAkD4U1ZTAsyUPB4/sBrP0URzNnAG+8BTQ328pmM7B8udimK0RuAzaf8Z9dz/HpQnvdqtXAffdwpCR3/BjavQc4clSsu2OBiwmQAJIgXZspcpvwJ2cKxWs3WZK4hxwERuI2EYxwzvHs7+yrTZ/4OXDLTeq6R3YGVSSUJAiifWTP7bYitwHbMuxfSMklKyuB9z/iKCoSH2w88ttuqoX29CahiixJCCK4ka1JfJlUUrYlCWa/7RaSkhiyMsU6x0huX2O1cpSrSdyWbUn85LltNHIUFYl18rHdEcLCGNIkAaA7W5NUVXHs2SPWTZvim5ejyEiGv/6Z4cYblJ9t2Aj8/EmOixc7dq7xyCRYBkxH8/hfofHGD2H8+Q4Y716Kxqv/DNPwW2FJHgKucd/yUGNtgvbCARj2L0ToyucuJay8AmFf3gnDxr9Cd2QpWOUpwCEZdwvRUQxTJot1jsk6ASC5E8Kv2rj5BoaQEHvZYgEWfdm5a6Yctd27FzBFhYsKE+PFv6N87SYIXyLbkqSndZ3rii+Rk3STLQkRjOzbD8FG8fMv/Peu4g8ocpsgggDOuRPP7fa3G3slw4RxHJu22Ou+/Q7o3Vtsl+aB37bu+I9glmb72DR6mPtPdb8DgiBUh5xUUo5+9SZy5LacfDBYuWqsmMxw6zbg54/6Z99VVTZxyJHARm6Lx5O/xG05maRW2/lkki1kZ4levt05qeSGnwCLgz4bEmI7/n2FTsfwyycY0tM4/vkaF/adX2BLNPnXP3shSp9pwBP6w5zQH+bB19vqzM3QlOVDU3wQ2pJD0BQfhKbiJJgTgdppl81GaM/thvbc7tY6boiENWkQLMlDYE0eDEvyYPDYNMyfy7BqtesXza5iSwIAcXEM8+ZyfPNfe93ipcDdd3LExXn+dzx0mGPvPrHu9tuYX62h3EW+NlPkNuFPTku2JH3TAzOOYEP23K6pAZqbeadzehCEP5FX3ZVXAA0NHGFhXeM4JnGbIIKA+nqlcNFe5HYLTzzOsGMXb13qarVCEdmW2scDS5KjS4Wypd8EICzW7e0JglAf2VLU8dmzNp9km0jpXWprxQerqC5gSwLYfLc/+sT+u50pBM6e5ejjwfW1o1wsE8taDRAX6/PdukSO3Db6yZZEFrf79bUl/PQG2Vmi8Jh/rI3GXZx168Vz+KqxQHi474/z669l6NMb+MMfuWB1U1YGPPYEx//7HTBpopfHoTPAmjIU1pShaLUYbzbivT/nwVx4EINjD2Fw3CGkRRS11YsAa66D9uwuaM/aM3JyQySuTB6MP47JwfbCHORVD0aRMQ2OEyjJXSzp2223MHz3PW99vm1uBr76huPhBz3/Gy78XDwmExKAWVd7Y5TeR44ALS+3BbEEe+4JQv3U1SlXecmrkgjnOMtNVVHZdeyiiK6P2cyx8SdlfXk50MeTVfwqRpXidlFREbZv344jR46gvLwcdXV1MJlM7W/oAGMMH3/8sY9GSBD+RY7aBoCYdjy3W+jVk+GO24EPPnIdDZTqZuQ2M5ZBW7hdqDMPnOPexgRBqJaMDECnExPEFRwDRl7m/X11RVsSABiYDcTF2eyfWti6Hbj5Rt/vu0wSt+PjAa1WPQkl5b+5r8jPl5JJesGSpLUvKank6VNAUxP3mngeLJSXc+w/INb5ypLEGZePZnj7DeA3z3GcO2+vb2oCfvf/OB56ALhzgY+T1BoisDxvFEpLR7VW/enpalw9OA+akoPQFh+CpuQQNHUlbnfJmuugK9qB65N24PpLInatKQp5VTk4Up2DI1U56BM2GODpbnl4BwPJSQzXXM2xzMFb/Nvvgdtv5YiKcv/vd+Ikx+YtYt1ttzDVRlTKIllzs+0aGd1F7oWEepEtSbQaoE9v520JkagoZfL18nISt4ngYe8+oKpaWV9eQeK2TygoKMBf/vIX7NixA5x33P+FZr+Jrobst63TAWFh7m+/4DZgxUrgQrHzz9313NYVrBSW4nJ9OMwZU9wfCEEQqsRgsCWVdIx8zS/wjbitSCjpgYihZjQahrFjOJavsNdt2cpx843+j9wOpCUJ4CShpL/EbR8kk2whcwDAGNDyeGq5lFRycI7XdhEUbNhoT6wJ2J5Fxo5x3d4XpKczvPOmTcyWhfZ33uM4Uwg882v4TNysrOIoLRXrMgbFwtJ3HCx9x4kJK0sPQ1t8GJrSwzbB21im6M8VUfpaXNljB67sscNW8b3tucuaNAiWpBxYk3NgTcqBNT4D0Kjqlc5tFtzKsHwFbz2vjEbgux+Au+5wvw85ajs6Gpg/14uD9DJy5DZgE8lI3CZ8zRnJkqRnL99dJ7sajDHEx3OUOMxZku82EUysXe9cX5UDZIIZ1TwJLV26FM899xzMZnOrsE0CNUHYkCO3Y6I9Oz9CQhiefBx47vfKi1p8HNy2HpAtScz9pwF6D1R2giBUS3aWaOtQcMw3nsK1tWK5q0RuA8C4sTahpoX9B2xJDiMifPs8U14uXtvVJm4b/SBu19dzFMrJJLOct+0I4eEMaalciHzLL+h+4rb8cjR+nPesXzwhJobhH68Af/8Hx9Ll4merVgPnz3P8+X/RIf/m9iiQJlFCQpwv7eeRSbBEJsHiEATA6kqhKTls8+8uOWz7V+/+myUz1UN7bg+05+wZPbkuFNYe2TbBu0X0ThgAaA0e/27+Ji2NYfIkjvUb7HVffc1x841AaGj7f7tz5zjWrhPrbrqB+cUmp6MYDAzR0VyY6C0vt9koEYQvOVMoXr/Jb9szEuIhiNvlJG4TQYLJ5NySBOhaSY1VIW7n5ubi2WefhfnSemjGGDjnnYreJoiuREeSScqMHweMuRLYvkOsd9uSpKoI2gtiiBRZkhBE1yE7i2HJMgdP4Xzf7Kcri9uXjxaXrVoswM5dwJTJvt3vxYtiWW3idkOjzevPl8ndjh23R1UDtuXWA/p7dx/ZWZDE7e6VVLK0lCP3oFg3bWrgfn+9nuGZp4H0dOCNt7jw9z94CHjilxzvvgWvJ0qSVwhkDoDbx3ar4N3/kuDNuUOE9yFoSg/DevYwDCb33zaZuRHaCweEZzSu0cOamAlrUg4syTmw9hgEa49sVQYk3LmAYf0G+x+vqhpYsgy46Yb2t/1sEVesJLjheh8M0sskJoirmCipJOEPZFuSdPLb9gjZUsgWWNB9ngGI4GXXbterKMsqus5xrApx++WXX4bZbG4VtcPDw3HLLbdgypQp6N+/P6Kjo6HTqWKoBBEQ5GX87vptO8IYwy+eAPbs5YJfmNuWJPnLhDIPjYUl/SrPB0IQhCrJkqJci87aomG9HQEni9tdaSl2eDjDZSM4dtrzxGHrNo4pk3370CgLIz0SA/uQKovbgM1uoCP3LneRBce+fb0fUZydzbD6R7sIJ0fwdnXWbxTLkRHAFaMDM5YWGGO47RbbRP3z/8vR0GD/7PQZYMlS4OabvLtP26SGnU6tEGAMPCoZlqhkWPpPBQBwqxUP3l+MuIY85MQcwsCYoxiRfBjRzIMIb6sJ2tI8aEvzoD9kq+NMAx7XD5YeA2FNGnTJ3mQQEBbXiV+g82RlMoy5kgvBF18s4rhuvm0CwxUXL3KsWCnWXX8tEB2t/pf0hATg5Cl7uStFzhHqRSluq/9cURPxkrhNtiREsODKkgQAysmWxHuUlJRg9+7drcJ2eno6PvroI/Ts2TPQQyMI1VBdrfQT7AipfRhuu4Xjk4X2urFj3Xiw4Rz6I5IlSfY1gFbfsYEQBKE6+mcAWq0t2hiwRcEWHANGDPfufmq6cOQ2AFw1lmHnLvs1e9sOwGLhPk3wqPDcduLp6k8iI5R1dXW+Fre9KDi6ICtTLJ/sZkkl164Tv+OJE9Tj1zr+KoY3Xwee+a3oibp4GcdNN3rX6lBe1ZLlRW93AGAaDWZc1xOv/CMFG4ptgvf//olh6uiL0JTmQVOaB22J7X9N7QX3++VWsIoT0FScABwCFqyRKYLYbe0xCDy6l81k3k/cuYBh+w778VV6EVi1Bpg72/U2i74WgzUMeuDmm9RxPLaH7LtdVtZ1IucIdWIycZw/J9alky2JRyQkMAD26xSJ20Qw0NTEsWmz68+70sqhgIvbe/bYPONakkC+8sorJGwThIQicruD4jYAPHAfg0bDsXcfMO4qhgnj2t9GU5ZvexlywDRQxdl6CILwmJAQhn59OY47nOoFBd4Vt00mjsZGsa4rRW4DtuR6//yXvVxVBRw5CgwZ7Lt9ylEXPXr4bl/uEBJiS3x8yW0OAFDrY99tXyaTbEEWty0Wm8A9aKDXd6U6LlzgyDsi1k2doi4xbkB/ht89Czz5K7v4cPq0zaJk2FDv7KO6mqO4RKzzxUTKtfOB6hrbRNmYKxkmTQS4psXDe3Jr0ko0VEJbmgdNiYPoXV3YVtcKNHXF0NQVAyfXt9bxkBhYkgbC6hDlbY3r57OghuHDGIYP4ziQa69b+DnHrKvhdGKwuprjh8Vi3ezZQGKCuo5JV8gTkOTdS/iaorO2RMiOkC2JZ8iR22V03hJBwI6dQH2968+70sqhgIvbFy8ZRTLGMGDAAAwd6qWnT4LoQnjDc7sFjYbhgfs8e/jXSVHb1qiesPa6rOODIAhClWRnQxC3ve0pLFuSAF0vcrt3L4a+fTn+P3v3Hd5mdbcP/D6SvPdIPJLYmXb2hJABhDATMiC09EcL9IWWLtr37d5AS2kpHbSU0kLpePuWQukCmoSdkBBIAtmDOIkTZzjLjvdeks7vj8eWdI7koT18f66LCz9H0qNjxVrf5/vc59Qp59jW7RLTpwWn6NLdLdHYpI7pXYGhJoRAaoo6r7a24N1fR4dEpVbPKy0N/P2kpAiMGSNxxmXhyqNHh0dx+63N6nZGOnDJvLBMZUBzZgOjRwNnzzrH1q6XmDkjMM8/10V3ASA+PjiLsgkh8F93Av915yDzTsqCrXgxbMUunQqdzTDXHDE6u6sPwXzxMETDSQhp738/+v13NcFy5n3gjDMrRJrjYc+ZaBS8R0x2FL+REJgX8TtvF9h/wHlg4uxZ4O13gKuvcr/uv15QD5SaTcDHbouOwjbg3gEaS8UFikz6e2RODpCaGj3PmUigZ26zc5uigR5JkpQEJcKNndsB1ONyPtn48ePDOBOiyNWkFS4yMkL4YUTaYTn6ijJknbwCEKbQzYGIQqK0RODlV1wWlQxwprAeSQLEXnEbABYvhFLc3rYd+Mw9wbkvT0WREWFeUBIwcrddi9v9LWQTCMcroCwqZwrCYpJ9SkugFreHyaKS+pejK68c+iKKoSSEwOqVxgKTfd7aBPzPFyTS0/yf7xEtkmTihAh8HBLTYRszH7Yx851jPR0w1ZbDdPEwzBcPw3TxMEy15RC2riHvVti6HTneruzpo7SCt2+xJpfNN86OcD2A8MxfJZYuUWNl2tsl/vWCettrrwEKCyLs32EAeud2bQxlnlJkOnVa3Q7GQblYpzcO1Nc70weIIlFHh8TWberYihuBf/3bud3aGjsRe2Evbo8cOdLxs9lsDuNMiCJXIDu3vWU6t8ct09HKSBKimKTHLpyuDOyiknrndlLiwAuGRatFCwWe/ZuzuFZRAVRVS+TnBf531fO2ExI8L+gYavocghlLoh+EKS4CEhOD83dVMklgw0aXA0DHBrhyjDh7VrotnnlNhEWSuFp+A/D0H5yxON3dwJtvAh+6xf99u2W7B+EMgaCIS4K9YBbsBbPgSAuyW2GqP2kUumsOOwrfoqt5oD25MTWfg6n5HFCx0TEmE9Jgzy3tXbyyN94kZyJgSeh3P0II3HE78MD3nY/xsePAezuAhZc5r/fSWvf3kts/Frl/j57oRbK6KCuSSSlx4qTRyZqZGR1zHu5OV6qvXUWMJPGaHkvS02O8FoXyezmRN7a9B+UsJ5MJ+NAagX/9W309qK0DRhWGeHJBEPbi9tixYx0/V1dX939FomGsWe/cDuGbaJzLokMAYMuZCHtuEAImiSjsJk00Tu/uy2WU0iguzJoZmP3r6wfEYtc2AEybanzZcf19t78HrLkp8Peln044Ijewi+f5KkVbVDKYsSRHj4au4DhZ2/eJE0Y0TKQsrBgMGzep21lZgV9oNpCysgSuuFxi02bn2Nr1Eres8f+54ZbtPimK/91NFthzJ8GeOwnAamNMSoiW82qH98XDRia3F0RXC8zndsF8bpdjTAoz7NljYc8tNYrduSWwjyiFTM1zdHkvuQIYM0Y9O+KZv0osvMy4vKtL4u//UJ/vV1wOjB8XXf8OenG7s9N4jYyEA5ODkVLiO/dJvLPVWFvhB98Drrwiuh7/4ei0Fksytoj/Zt7KznIfq6tncZsi11vaWXdz5wCjRxmNMF0uJ27VsbgdGDNnzsTo0aNx9uxZfPDBB+js7ERiYmK4p0UUUcLWuW3rgeXoa8qQdfJKr081JaLokJBg5EVXnHCOlR8LXHFb795Ni9EvBBaLwIL5Em9scI5t3Sax5qbAv3bW1qjbuREQSQIAaVqRprU1ePEdoVhMso9+doPVaiwqqRe9Y4n+5eiqJREYxaFZvVJg02aXsydOAGWHjQNPvmpulrignsgWlMUkw0oIyPRRsKWPgm3itc7xjgaYa47CVHOk97+jMNVVQNh7+t+Xvmtpg7muAua6CsAl7k4mZsCWWwr7COO//15TgvufmIAuu/F98MBBYP8BiVkzBV59zX3xxTtvj+y/RU/0WBLAKC5EQ3H7/R3AO1uNn61WIwKIxe3IZre7r0tRzFgSr8XHC6SnS6Vxoa4OGDc2bFMi6ld7u8T299Sxa5YKCCGQkyNx/rxzPFZyt8Ne3AaA22+/HT/5yU/Q3d2Nv/3tb7j77rvDPSWiiNHTI5XQfwDIyAjNfZtPb4PobFTGrJNXhObOiSgsSkugFLcDmSmsn0quF0BjyaKFAm9scBbX9uwxsu+SkgJbBKitUwuPkVLc1os0wcrc7uyUblmiwSw4pqYKjB4lcfacc+xoeewWt0+eUg92AZEdSdJn3lygoABKMXrteolpU32fu9tiknHAuHE+7y66JGXBVrQAtqIFzjFbN0z1J2C6eMRR9DZfPALR1dT/fjwQnU2wnN0BnN0BALgewDUrTDjdOhbHmktwrLkEe/9ZiuljSvHs3/Lh+n50yTxg6pTI/3vUJSQIpKZK5XWxrj46Co7vblPfc86eA6ovSuSNjL5/h+HiYo0aTQAY8V3kvexs9aw8LipJkerdrUYsWx+zGVhypfFzbg6U4nasLGocEcXtu+66C2+99RZ27tyJxx9/HPPnz8e0adPCPS2iiKB3bQOhiyWxHNEiSQpmQWaMDs2dE1FYlJQIvPKaS6bw0QGu7KXmZvVLcSyfyjl/vhrx0t0D7N4DXL44sPejZ2576ggMh5QQFbf1xSSFCN5ikn1KS6AVt2N3UUm9azs3F5g5I0yT8YLJZCws+bvfO+e/8S3gfz4vkZLi27+VfobAhEhcTDKUzPGOhSQdpIRorXIUvM19nd6Nlf3vx9OuhR3j005gfNoJ3DCq9wzC/wX+MScNx5on4XjzJBxrKcGKlSVAVymQEH0ZV7m56utiNCwqKaXEtu3u4/sPANdf6z5OkeG0dgA4OTlyDoRHm5xsdcFw/UwSokihLwR+6SVAerrxmcVt3Ye62PgcGxHFbSEEfvWrX+Ezn/kMDh48iDvvvBPf+c53cMstt8BkMoV7ekRhpedtAyHKqe1ph8VlcSCAC0kSDQd61+vpysB1HLvFkkRfPWLI0tMEZs6U2LvPObZ1u8TliwPcua0VREaMiIwPp2mpAoDzg3WwitueFpMM1AKo/SkpEcqXBn2xxVghpcTGt9SxpUuMwnE0uHEZ8Ic/ATabsd3ZCby5AbjZx+x7fTFJPaKGYMSapBXAllYA24SlcISWdLfBVFsOU215b8G7HKbaoxDd3oXxp8W1YG7OHszN2WMM7DX+s6cVGBneff+NKIE9axxgjgvkbxdQepEsGk4LrzgBXLzoPn7goMT110bH68JwpBe3i4sjY22OaJSjLSoZK0VBii0tLRLv71DHXM+60xthouH9ZyiCXtx+6aWXhnzdW265BWfPnkVDQwPuv/9+PPHEE7j88ssxceJEpKene13ovvnmm72bLFEE0ju3U1ND0ylkqdgE0dPu2JbCBGvJsqDfLxGF16SJxmrafd2wdrvRHTtjuv/7btEXlIzhWBLAiCbZu89ZENu23SgYBvJLZcR2bmsLSrYGaUFJveAYigxk/T4qThgRYnFxsfUF93gFUHlGHbvm6uj5HXNyBBYvktjyjnNs7csSN/uYfa+fxVJaGj2PRdjFp8BeOAf2wjmw9o1JCdF8zsjvrj3am+l9FKKxEgJyoL25MbVcgKnlAnDybceYNMXBnj3OregtU/MjYu0Y/bU6Gopknrq2AeDAgdDOg7xzulJ9PjGSxHfZWnGbsSQUid5511gToU9cnLH4cp+cHLUBhbEkQ/Stb33L6y9xQghIKVFVVYV///vfPt83i9sUC5q1YlDYIkmKFkKm8Bw2oliXmChQXCRx8pRzrLw8QMVtLXO77/S4WLV4IfCbJ53bdXWBzWeWUqJOL25HyMt0qDK3Q7mYZJ8Srbjd0wOcPOV7J29Xl8TpSqCwwMj0jhR6JElenn8LMobD6pUCW95Ru+yPHJWY7GVhuqVF4tx5dSzmFpMMNSEgM0bDljEatonXOLu8e9phqj2GnrNHseG5IxibXI6S9HKkxbUMtDf33dt7YK4th7lWfZGQCWmw50yCPXeS4/+23ElAUlZgfq8hytFeq6Ohc27bds8HHU6cNGLHYv09PVqd1heTLOK/k6/cioIsblME0iNJLpuvfr50jyUJxayCL2SxJFIO7Qh8XyHctSA+1Nv23S7QXVFE4aR3bqeHYjHJjgaYT72jDDGShGj4KC2FUtwOVKbwcIolAYAxY4DRo9R85m3bA1fcbmsDOrRFoiKluK135QejuN3VJXHqpDqmF56DIT1NoLBQXWn+6FHvi9vnL0i89B+J9a8YB7KTkoBf/xKYPDn8n2GllNi4SR27+qroO5X90kuMonx1tXNs3Xrvi9vHjqvbcXHA+OGymGSoxSXDXjAL5oJZOLXPjoeeBQCJ/KQLmJR2DJPSy7Fm0TEUmsthajgJYbcOtkeF6GqB+fwemM/vUcbtybmw5040Orwdxe+JQHxKP3vyT252dHXONTRIHCrr//IDHwCXLwrdfGjo9EWXx0bBwqWRyi2WhMVtijBNTRK7dqtj+ll3jCXxgzfFaW+uG4zbE0WaJi1zOxSd25ZjbypfFqQ5HtaJXCmGaLgomSTw2usui0oGKFNYPxMlPcaL20IILFoo8Y9/Oce2bZf4xF2BKRB6+jA6nGJJKk44F+wEjKSBUOUgl0xSV5o/Wi6xaggHgOx2iR07gRdektj+HuD6sbWjA/jVExJPPhH+AvLRo+rvB6h5jdHCbBZYtQL4w5+cD/QbG4DPf056lc1+RIskGT8OMRdDE4k+8mGBv/9TortboKqjEFUdhaiwLMHHPy7QYRGArRum+pOOPG9TbbmR591a5fV9mdprYaqsBSrfU8bt6aOULm977iQjz9uS4NfvFm2d2++9r75e6Q4ckLh8EZ8TkaapSaKxUR1jLInv9I5XxpJQpHn7HedaIwCQkGCcSepK/ztubga6uyXi46P7NTzoxe0f//jHwb4LopjW3Kx+kgxFcTvuyHpl2zZ+KZAQ4+G4ROSgn25/6pTRJZuQ4N+HHj2WJNY7twFg8SKBf/zL+Tp+5ChQWyeRm+P/B8iaGnU7PR1+/xsFih5L0tYW+Lxx/aDLmNHBX0yyT2mJwOa3XQ4AHRv4+i0tEq+8Brz4klQ6+XUHPwBOnpIYNza8/476Ka2FhcYZHdHoxmXAn/7sXEegowPY+BawyosT0twWk2QkSUhkZQmsuUni7/90jn38DuFce8YcD/uIUthHaH+cnU0w1R4zFrB0FL6PQXR7fwqJqfkcTM3ngBObHWNSmCAzi2DPmejy3yTYs8cC5vgh7dc9c9vrqYXU1n4iSfrsZ+52RNIjSSwW4/WcfKNnbsdKUZBix8a31NfqhQvcPxt7Osuzrg4oKAjmzIIv6MXtNWvWBPsuiGKaWyxJkIvboqUKprO7lLGeySuCe6dEFFEmTTS6YPu6tGy9i0r6k7crpUTzMCxuz5xhdDG3uXQuv/cesDIAL6t6p9+ICIkkAdxjSex2o6iYnBy4+zh6VFtMMoTFVz1apuI4YLVKtwWfjx2XeOEliTc3AJ1ahEx/1q2X+J8vhO+LspQSb21Wx65ZGn2RJH1GjhRYuEBi6zbn2NqXJVatHPrvE45sdzJ85lMC7R0SH3wALL1KYMXyIdwoMQP20ZfAPvoSdQHLlgtG0bvuWG/x+xhM9RUQtm6v5iSkHaLhFEwNp4DjGxzjUpghs4q1ovdE2LPGAuY4ZR96vEFHB9De7t0ZBaHS02OcceLqmquNg0R9jhwFOjslEhMjb/7D2WktkmT0KLi9T9HQ6c9bAKhvAPLzQj8XIl19vcTefeqYp7Pu0lKB+Digu8c5VlfP4jYRBZnbgpIZwf1AYjn6qrJKvUxIg23clUG9TyKKLMnJxqKSrjmNR8v9K253dqordwOxH0sCGNEF8y+V2LTZObZ1u8TKFf6/ltdqi0nqpxmGkx5LAhiZ6wEtboex4KjHn3T3Lio5aaJR5H57ixE9Mlg3Y2oKMGqU+ru89gbwmU/5f6aErw6VqRnVAHB1FEaSuFq1UmDrNudnm8OHjQMPkyYO/nu1tkqcPauOTWbndsjExwt882sB+PsTAjK9ELb0QtjGL3GO260QjWccRW9zb8e3aDwNIe3978/TXUgbRP0JmOpPAMfecIxLUxzsStF7EkamjodFjIFVOovetXVAUQBfIwNl/wGgvV0d+9QnBDZvlo5oKJsNKDsMzJ0T+vlR/05XqgeBi5m37Ze0NGPNhR6XomB9PYvbFBk2b3GepQYASYlG57ZOCIGcHIkLLglekX720FCwuE0U4fTM7WB3blu0SBLrxOv8zhUkouhTMglacdu/RSX1rm1geHRuA8CihQKbNju/YO7cFZiYl9pa9UvriBF+7S6gUlLU7n/AWFQyb2Rg9t/VJXFCX0wyRHnbgHGguSBf/WKw/T1gyzt2rF0/+JeECeOBNTcLXH8t0NAA/L/bnQ9Uc7ORmXh9mJa60E9pLRoDTJwQnrkEyoL5xpkNNS4HhNatl/jKlwZ/DpZrkTMWCzB+fIAnSOFjskBmj4MtexxsuB6OmpW1C6b6E1qndzlMLRe8vgth74G57jjMdc6VSZMAvLfCgtOtxTjROgEnWiZAlE2EKbG309sytHiTUHA9MAQAUyYDo0cLTJoklTz6/QdY3I40eiwJ87b9I4RAdrZUDgDHQlGQYsNbWqTc4sXo92ya3Fwon2H1hploxOI2UYRz69wOYnFb1J+A+aK6FLp1ihehlEQUM0pLBd7Y4JIpfHSAKw+BnrcthOfu3li04DK10NvZCezdZ4z7o0b7IBopi0kCgMkkkJwslTiWVu/jbvt18qS6YA4Q2uI2YOQuu34xePoPA2fSms3AkiuBW24WmDXTGfORnAzMmyuxe4/zuuvWS1x/bei7pe12iU1vq2PXXB29kSR9LBaBlSsk/vf/nGNvvAnc+9nBYxT04vb4cWC+6nBgSYB95BTYR05Rx7vbYKo77vyvtvf/PixiaTFZMSG9AhPSK4yBQ8Z/Uph7M70nGP9lTzT+nzUOiEv0/3fzgpQSW7erY4t7F46cNRNacdu/g+AUeO7Fbf77+Cs7Wz27qY6LSlIEqK11P1twoIXA9Yid2vrof/1mcZsowoUyczvuyMvKtj0lF7bR84N3h0QUsfRFJU+e8q/bWC9up6QAZnN0f4gaqqxMgenTJA5+4Bzbtl1iwWX+dm6r2yNyI+vxTE1F0IrbR7RIktGjgdTU0P7+pSUCb28ZuKANGF8gVq8CblolkNvPv9HqVQK79zj3tXcfUHlGomhMaH+nAwfd/66iPZKkz4rlAn/+i3QcZGptAzZtBpYvG/h2botJhvggCkWY+BTYC2bBXjBLHe9q6S12H1OL3201nvczACFtEA0nYWo4qWZ6Q0BmjOkteI/v/b/xc7AWfq+sBM6fV8cWLTT+P3OmwN//6Xx+HDrkee0BCo+uLokL2okGjCXxX65WFKyri/6iIEW/tzarZ0umpACXDVDG0ReVrGPndmB0d3dj//79ju0pU6YgNdW7N+jW1lYcPnzYsT179mzExcUNcAuiyCelRItb5nbQ7sw9kqRkOWAyB+kOiSiSlUzSFpW0GYWvSy/xbX96LEmwI5YizaKFAgc/cH7qfGvz0LpGB6IXIT2tfh5Oqalqd1Mgi9vHjmmLSYYhA3mw+5w5w+jSXnKlkb0+kCsWA5kZQKNLFNm69RKf/1xovzBv1E5pnTAeGDc2Nr605+cLXDZf4r33nWNr10ssXzbw76eftVJaGhuPBwVYQhrshXNgL9RyOTqb3Lu864/D1OZ9JUFAQjRVwtRUCZzYpFxmT80zCt7ZE2DPGQ+ZbXR9y6Rs483cR3rXdm6usbYAAMycrl7W0QkcO27EllD4VZ5Ri12AETNF/snWitv17NymCKBHyl1x+cBnmeXkCMBlnTV9kfpoFBHF7XXr1uG+++4DAGRnZ2PTpk2D3MJdXFwcvvjFL6KhoQEA8LOf/QwrVzJOgaJbayscC7X0CVZByFT9AUyN6rlr1sl8DhENV8nJAhMnSBxzRoRi/SsSl14SmM7ttOA0mUWsKy4Hfvd753ZjI/DyK8CHbvFtf3a7dMt5jLjithY709rm+Xq+cM2DB4CJE0JfcJw+zciNd/3bTkgArr/OKGoPZbHCPvHxAsuXSfzt786xV18DPvVJGbIIDKtVYrMWSRIrXdt9Vq0UeO9955e5gx8AJ05KjB/n+fdsb5c4oy0mGY4DKRTFEjNgHzUP9lHz1PGORrz0x+M4saMC49OM/6bmnkCmyft4EwAwtVbD1FoNVKrVaJmY4ejutudMgMyZADl2NpAxekj73bZdLZgsWuiMKcrKEigaI1F5xnn5/gMsbkeKSi2SZORI47Md+UcvCrK4TeFWVSVxSE2WHTCSBHCPJYmFeJ2IKG7/5z//gZQSQgjceuutiI/3fgGNhIQE3Hrrrfjd734HAHjxxRdZ3Kaop+dtA8HL3Na7tu0ZRbDnzwjOnRFRVFi+TODYE84P8FveARobJTIzvf9ypL+eDZfFJPuMLTa6Rt/f4Rx79nmJ1asG7+r1pKHB/eBnxBW3tQMYgezcPq0Vt8eG4VTrlBSBB75rZG3HxQHXXC2wfBmQnuZb8WDVCoG//d35fGtsAt7ZClyzNFAzHti+/cbflatQ3XeoLF5ofKFz/RK3br3EF//b879Z+TG189FsMrrZifyWlInOkfPwQuVcx9DcOcDjj7TDVF8BU13vf/XHjf83n/PpbkRnE8zn98B83hnqbwWAuCQkZo2DPWsc7NnjIPu6vrOKHQvJN7dIHDyo7m/RQvW5MmsmtOK2xG0fYQE1Epw6rR6YCMf7ZCzSO7drY6AoSNHtrc3qdloacMk8j1d1YCxJEHR0dGDv3r2O7eXLl/u8r+XLlzuK27t27UJ3d7dPhXKiSKHnbcfHAYnBWEfGboPl6CvKkHXyCr9OYySi6LfseuCp3wHdPcZ2Tw/w2hvAbR/xfl8treqXrOEWSwIAH79D4P0dzsfh4kXgzQ3AjT589NFPHzSbgKxM/+YXaHpxu60tMLmUjY1Sie8AwpcjunCBwMIFgXmvLCoSmD1LYp8zqQ/r1stBu28CRT+ltaQEGD06tj4HWCwCNy6XeOZZ59hrbwCf/bTn9QTKtWz3sePg87oDRDp9EeDaWgAJqZ4zvXvaYao/2RtxUgFT/QmY6o5DNJ2BkNqRzqHo6YD5YpnbQvJGrvdo2LPH4ULrONw0ehxOtI7HqdbxaEcWLpmr7mbmTIF1L7ucDXEQjqY1Ci99McmiovDMI9boHa/s3KZw0z+/Lbli8MaZHO39p7EJ6OmRPjXcRIqwF7cPHz6Mnh7jW3N6ejpKS0t93tfkyZORkZGBpqYmdHd34/Dhw5g1a9bgNySKUE3al/f0DATlw6L57A637L+eySsCfj9EFF3S0wWuWiLxhnM9K6xdJ/H/bvX+tWi4x5IAwKyZAjNnSBxw6YT763MSN1zv/eKaNVqHRXZ25C3QqceStASoc1v/wm6xAIUFgdl3uK1eKbBvv/NLyq7dwLlzEqNGBfff1mqVePsddSxURfVQW7lC4JlnnY9xSwvw9hYjTkanLybJSBIKJL24MOBp4XHJsOdNgz1vmjpu7Yap8RRE/Qln0bv+BEz1JyFsXV7Pycj1PgNT0xlMwhY8MNt5Was9E0kvjYc9e1xvvvc4XDJuLMxiFGzSKCs0Nhmv0ewSDj/9vXJsUWy+poea/rytr+cBHQqfs2cljmoH4q+5evC/Rf3gKmC8B+XnBWhiYRD24vbJkycBGF+S/Sls9yktLcWOHTsc+2Zxm6KZ3rkdtEiSw2okiW3kFMicCcG5MyKKKqtXCbyxwVngqTxjZGrO9vLtVV8cdzh2bgPAnXcIfP2b6uO55R1g6VXe7cdtMckRfk8t4IIVS6J/YR892ujIjQVLrgTSHlcPBq1/ReIznwru77dzt3t00NVXBfUuw2ZUocCll0js3OUcW7te4vrr3B9j/QtjaUls/J1RZNCLZG1tQEeHRFKSF39nlnjYc0uA3BLYXMftNojm872xJn0Fb6P4Lbpa+tvbgFJNjYAWcTIOwHsrLKhsK8Lp1nE42ToOLe+OgynOiDxBUqZP90X+sdkkzmjvleE6wynW6LEkPT3Ge/Zw/VxL4aVHkmRmAnNmD3679HQgLs74++1TV8fitl+aXFpTs/VXCh+47qOxsdHv/RGFU7PeuR2MN01rNyzH31SHuJAkEfWaNRMoGqNmaq5bLzF7lped21phM83HXOJot2A+MGkilIU6n3lW4qol3nXD19aqHaWeOjDCLSVFXXSpLUALSp6u1HJEY+hU64QEgeU3SPzjX86xl18BPnm3DGoB/y3tlNapU4CCgth9jq5aKbBzl/N33rcfOH1aorjY+Tu3t0u3Ayns3KZA8tg5V2ccsPObyQyZOQa2zDGwjXeG5wsAGZZuyJpjaK88aHR811cYkSctF3y6qziTFRPSTmBC2gljoBrA88aP9qRsyOxxsGeNNbq9s8bBnj0WMmMMYAp7KSJmVVU7I+X6FMfQe2U4ZWe5j9XVs7hN4bFxk/r57aorh9bwIYRAdrZEdbVzTF+oPtqE/R2lx+VQgdls9nt/rvvo7Oz0e39E4dTUrL5YBaNz23xqi9LBISFgLb0x8HdERFFJCIFVK4HfPOl8Pdq0Gfjif0ukpw+9+OW2oOQwjCUBjMfzjtuB7z3ofDzLjwHv7wAWXDb0/eid2yMibDFJwP3fOGCxJNpikrHWjbZqpcA//uX8+6hvALZuM7q6g+H8BYmNm9SxoZzSGs2uWGx0N7n2wax7WeIL9zp/72PH3ReTnDQxZFOkYSA5WSApSaKjwzlWVx+g4nZ/hIBIy4NIy4M1ezqk6x95dxtMDadgqj+BPW9WoK3yJMamnkRxyinEm3v63+cATB31wLl6mM/tVsalyQKZWWQUu7OKjeJ31jjIrLGQyTlc98dP+vtkWhqQ5aEoS96LjxdIT5fK59q6OmDc2LBNiYap06clKirUsau9iJTLzYFS3NbX84k2YS9uZ2RkOH6uD0Aaf4PLMu9paWl+748onPRYkvQMz9fzh+XIy8q2ffQlkGn5gb8jIopay28Anv6D89S17h7g9TeBWz809H3omdvDucPlqiuN4sXZs86xZ56VWHDZ0D+Q6pnbubmRVwgIWiyJXtyOsRzRcWMFZkyXOPiBc2zteoklVwbn9/z1ExLd3c5tsyl2I0n6xMUJ3LhM4rnnnWOvvgZ8+h6J+HjjcS4/pt6muJiLSVLg5eSo7wX6gcuQik9x5Hr/9BE7TvW+1ppgwxc+dhYfvfaU0eHtmuvd2ejTXQm7tbdr/ITbZTIhDfbMsbBnj4U9ayxkVm/nd1YxEJfsxy84fJzS3ifHFgdn3abhKjtbbdrgopIUDnpjQk62ccbtULmt+1AXmIXfwyXsxe2+GBEpJQ4fPuzXvqSUKCtzrvicxcOTFOX0TseAd253tcJSob4q9jCShIg0mZkCV16udneuXSfx4VuG/mXJPZYkgBOMMmazwB0fAx75qbNjbv8BYP8BiVkzh/Z46t0Vkdi5rRe32wJQ3O7slKiqVsdirXMbMBaWPPiB8+9jx07gwgUZ8KiQ7e9LvLNVHVtzMzBiRPR+uRmqlSsEnnve+Rg3NQPvvAtcc7WxzcUkKRRyteJ2JJwWfu6cVIqjdpgx7fKxsI0fp0ScAAA6GiDqTuLxB08g33ISY1NPGd3eaWdggtWn+xddLTBXH4S5+qDbZfbUfKPg3Vv4tmeNgz2zGDJjFGNOXFRq8V1FjCQJqJxs4NQp5/aAi8ESBYGUEm9pkSRLr/JucXk9Goud236aMmWK4+empibs2LED8+fP92lfO3bsUHK2S0r4KZSim0skPQAgIyOwXzYtFRuUldSlKQ7WSdcF9D6IKDasXiWUXLeTp4APDgEzpg9+W7tdunVuD+fiNgDccB3wp/8FLtY4x5551ovido26nRsFxe1AdG6fOaNGRQBGJnysWXoV8KtfA629OeVSAi+/KnHPJwL3OaC7W+JXj6sPZmYm8Mm7Y7+wDQBFYwTmzJbYu885tna9dESyHD2qXr+0dHg8LhRaeudcbQR0zm17T93OzASmTO7nyklZkKOzcCZ3Nv6+3Tl8y+oefPXu8zDVGzEnpoaTMDWcgqg/aUSV+MjUWgVTaxVwRp2kNMVBZox2RpxkFkNm9XZ+p44EhMnn+4xG+noBsXaGU7jlaEvFRXvHK0WfEyfdz9DwNlIuJ0ddGycSDq76I+zF7TFjxqCwsBAXLhgLWDz22GN47rnnvN6PlBKPP/64Y3vEiBGYOJHBeBTdgt25bTmsRpLYxi4GknjGAxG5mzMbGFUInDvvHFu3XmLG9ME/SLW1uRckh3txOy5O4KO3Ab/6tfOBee99oPyYRMmkgR/T7m7pFlsVDcXt7h6gq0v6Fe1wSvvCnpcHJCXF3hfKxESB66+TeOEl59j6V4C7Ph64hSX//k/g7Dl17HOfEcNqsdfVqwT27nM+B3fvAc6elcjJcS8OsXObgkF/7Y6E4sK27eob9qIFgMk08OvCrJlCud2+g3GQWeNgyxoH2wS927vRUew2Mr5PQjScgqnxNIStG74Q9h6IhpMwNZx0u0xaEnuL3X3Z3kbx25411vjeE2NxHVJKj7EkFDjZWnGbsSQUahu1hcBHjgSmTfVuH+6xJH5OKszCXtwGgFWrVuF3v/sdhBDYu3cvfvjDH+K+++7zah8//vGPsXu3sVCFEAIrVzJagaKfW+Z2AIvboq0W5srtypiVkSRE1A+TyVhY8qmnnR+mNm4C/vvzctBiWHOL+1j6MC9uA8CqFcD//QVodDlL56/PSfzgewM/np5OG9RPLYwEqSnuY21tQEKC7/vUT7UujuFTrVetFHjhJefvW1trHAC5fLH/+66+KPF/z6iP5bSpRr7+cHLl5cZnK9dmgnUvS1y+WMBud46ZTMDECaGfH8W+nGy1cy7cp4W3t6tnMwDAooWDF3/1nNcTJ4Hm5n4Wnk7KhD1pDuyFc9Rxuw2ipUrt8m40CuCi+QIEpPu+hkBYO2GuPQrUHnW7zJHvnVVsLHCZWWx0f2cWA0mZPt1fuDU2uq9zEsvvleHg1vHK4jaFkBFJoo5dfdXgByF1jCUJgrvvvhvPPPMMOjo6IKXEs88+i7Nnz+K+++7D6EGWiz537hx++MMfYvPmzRBCQEqJxMRE3HPPPSGaPVHwuHVuB3BBSUv56xDS5tiWliRY9c4KIiIXNy4Dfv9HwNb70tHVBby5Ebjl5oFvp3/JMpuBpKSgTDGqJCYKfORW4Ok/OL8gbdoMVH5ComhM/x9Q9QXHEhPdu6QjQYqH4nZrq3vHkzf0brRY/sI+aaLA1CkSZS5L0qxdbxRe/fXEbyU6O53bQgBf/qLw+otRtEtIEFh+g8Tf/+kce+U1QF+2p6goNs8QoPDTiwvh7pzbsROwukRlWyzApZcMfrvSEuPAZZcz7RAHPgAuX+TFnZvMkBmjYMsYBdvYy9XLejphaqzs7c4+ZRTA60/C1HAaoqvJ8/6GYKB8b5mYYRS7ewveMrMY9swiY2HLxAB+KQsw/X0yPg7Izw/PXGKVWywJi9sUQuXH3M+88zaSBHDv3G5sBKzWwJ0hGGoRUdzOzMzEt7/9bdx///2OAvXbb7+Nd955B4sWLcL8+fMxadIkpKenQwiBpqYmHD9+HDt27MDWrVtht9she893FkLgO9/5jmOhSqJo1dWlfvEEAtu5bTmyXtm2TryGK5AT0YCyswWuWCyxeYtzbO06iTU3DbywpKe87aEuRBnr1twEPPs3o6MZMOJbnv2bxLe/0f/jU6MVt3NzIvPxjI8XiI+X6HY5y7wvQ9pXlXqOaHHk/d6BtHqlQNlhNbrm4kWJkSN9/7137ZbYtFm/H2DyMM2UXrVS4O//dD7GDQ3A8//gYpIUGnosSbg75/RIkjmzgZSUwV8b4uKMg3GuXd8HDkhcvihArytxibCPKAFGlMCmX9bRYBS8G08bXd4Np2FqOG3EnPS0+3yXorMJ5qoDMFcdcLtMJmb2dngXOfO9M4tgzywKe+Fbj1QaM8a7ReZocHpRkLEkFEobtYUkCwuByaXe70d//5HS+FseOdKPyYVRRBS3AeDWW29FeXk5nnnmGccXNJvNhnfffRfvvvtuv7eTUkII4SiK33XXXbj11ltDNW2ioNG7toHAZW6LxjMwX9injFknrwjMzokopq1eJbB5i/ND1fEK4MjRARabgnssCSNJnNLSBNbcJPFXl+VGXnsduPu/JPLzPH8ZrdOL2xGYt90nLVXtaPJnUUmbTeLMGXUs1nNEr14KPP4boL23PmO3Ay+/Ctz9X77tz2qVeExbRDI9Hfj0PcO38DG2WGDmDIkDLo2b+tkRpSXD9/Gh4NI7QFtb/V+bwFd2u3RbTHIokSR9Zs2EUtze714TDo6kLNiTstxjTqSEaKvpLXifchS8TQ2nIJoqIWw9Pt+l6GyE+UIjzBf2u13m7Pgu6o06KXIUwUOR8X36tBbfFePvk+Gg91E2NxvrocTH872CgktKibfeUseuvsq3JpeMdONsWpvLEcM6FrcD47vf/S5GjRqFn//857BarY5/IKmvQtXLtahtsVjw7W9/G7fffnsop0wUNHrethCBO+3ccvQVZVsmZsJWHIAQTyKKeZfMAwrygQtVzrG16ySmTPauc5ucPvJhgX/8y9nhbLMZnaNf+m/Pj2lNrfq5KJKL26lacbvFj+L2hQvGopSuYjmWBACSkwWuu0biP+ucY+telvj4Hb514v3z3+6nrH/6HoGMjOH9hXz1KoEDB/vP82XnNgWLp9fv2jpjAedQO3zEOC3d1aIFQ7/9zBlqDvGRo0Bnp0RiYpheX4SATB0JW+pIYMx89TK7DaLlQm/EyWmIxr7C92mI5nMQdqvnfQ7lbgfq+E5IcxS7HRnfvT/L5NyAFL71zu1Yf58MB/2gFADUNwD5eaGfCw0vh8qAqmp17Jqlvr1umEwCOdkSF2ucY+GOxvJHRBW3AeCuu+7CFVdcgd/+9rd47bXXYLO5nXjk0FfUXrVqFT796U9j3LhxIZwpUXDpndtpaYE7pcxy5GVl21pyA2COC8i+iSi2mUwCK1cAv/+j8wvsho3GwpLJyZ5fo/TidiAjlmJBdrbAqhUS/37RObZuPfBfd0hkZbk/pvpp6yMiuLit5263+RFLon9hT08HMjN931+0WL1K4D/rnM+3ixeNXNyFXhSdAKC2TuJPf1YLuCUlxsKmw93SJcBjj3s+s0AIYNLE0M+JhofkZGPdBNcowrowFbf1SJKxxcCoUUP/7jF9mrH4at9irDYbUHYYmDtn4NuFhckMmTEatozR7vneth6I5vNGsbux0og5cS18y/7rE4MxMr4PwVx9yO0yGZcMe8Zoo+idUQR75hjIzDFG7ElaPmAaWunGvbg9vA9eBkNaGhAXB/S4HHCvr2dxm4LvLS2SZMwYYKIfn1FycqEUt/Uz16JJxBW3AWDChAl49NFH8cADD2Dnzp3Ys2cPampq0Nh7KDkrKwsjRozA3LlzMX/+fKSxBYxiUJO2NkqgikGmmnKY644pYz2TVwZm50Q0LKxYDvzpfwFb7xfYjk5jYcmbVnm+fkuL+kEsLQIXPwy3j/4/gZfWSmWxzn/8W+IzHuIiamrU7dzcyP3iqp9x5E8siadutEjMGg+00hKBkhKJ8nLn2Nr1EgsXePe7P/mUREeHOvaVLwpmscJYWHLZ9RL/esH9sqIx6PfAHZG/hDA6586dd46FK3d76zZ1e9FC726fnCwwaaLEUZfXqv0HIrS4PRBzHGRWMWxZxe753rYeiOZzzkzvvsJ34xn/C9897TDXlgO15W6XSZMFMr3Q6PTO6Ct693aAp48G4hIBAO3tEtVaVydjSQJPCIHsbPWxjuaOV4oOdrv7minXLPXvs3Cu2+KoEkB0fuaJyOJ2n4yMDFx77bW49tprwz0VopDTY0kClbdtObJO2banFcA+am5gdk5Ew0JursCihRLvbHWOrV0ncdMqzx+GPJ2JQqr8fIEbrpN45TXn2AsvArffJpGaqj6ueuEjkmNJ9AMZra2+f2g+peeIDqNTrVevFPj5L5y//7ZtRid2bs7QHsv9ByRef1Mdu3E5MH1adH6BCYZVKwX+9YJ7NAkjSSjYcnOhFLfDUSSrvihxvEIdW+zDYpCzZkIrbkdvocQjcxxk1ljYssb2U/g+D1NjpdHx3dv5bWqshGg6C2H3I+PbboXo3Zcn9tQ8yIwx6BRjcM+kMTjbPhpn28bgXMcYFI3OQkz9G0SI7GyoxW0uKklBdvAD90Xlr/YxkqSPvjhquBc19kfYi9ubN2/Gr371K8f2E088gVGjRoVxRkSRQS8GBaS4Le2wHF6vDFlLlwPCFICdE9FwsnqVwDtbnYWgo+XA0XLpceE1PWeZsSSe3f5RgVdfl+hbaqStDXjxP8CdLsuJSCndThnM1T6YRpKUAHZuV+qd28XD58v6ddcAT/zWGV1gswOvvAp8/I7Bb2u1SvziV2rRNjUF+Nynh8/jNxQTxgtMmypxqEwdLy3l40TB5VZcqA19QXj7dnU7LQ2YNtX7/cyaaawh0efQIeM1yGIZBs+jgTq+7TaIliqj29u16N3X9W3r9uuuTa3VQGs1crELX5iiXib/kOrs9s4YY8SdZBg/y/SCIcedkErveK1ncZuCbONb6me5cWOB8eP8e201zv507ldftD6ahP2V7NixYzh8+DAAYPz48SxsE/VqalZfvNIz/N+n+ewumFqrlDHrlNX+75iIhp35lxqraV+86Bxbt16i9Cseitv6gpKpw+BLrg+KiwWWXCmx+W3n2N//KXHrh+BYkKutTc1mBYARI0I4SS8FKpZESum2EOLYYXSqdUqKwLVXS6x3WQ963XqJOz5m5OAP5D9rgQqtI/OeTwqPee7D3aqVAofK1M9f7NymYNMPUIajA1TP215wGXwqSM+coW53dALHjgNTJvszuxhgMkNmjIItYxRQvEi9TNohWquNIrej0/uMswDe7cdRYQCiuxXmmsNAzWG3y6Qw98adOAveRiF8NOwZY4AEnmrXn2w9zqEuxs5SoIjS3i6x4S117Jqr/f970xdHrY3igzRhL26bTEbHqBACxQyEInJo1jK3A9G5bTm8Vtm25ZbAPqLU/x0T0bBjNgusvBHKAnVvbAA+/zmJpCT1w5ZbLAk7t/t15+0Cm992PqaNjcDLrwAfusXY1k9HBNw/mEaS1BS1I6TVxwUlGxrcC+NFwyiWBDDOllj/ivOxvFAF7NptHGjqT0ODVBZ/BYAJE4CbeVzbo2uWAk8+5YyGy0hncZuCLydH65wL8WnhnZ0Su/aoY4sW+lY0ycoSKBojUXnGObb/AIvbAxImyLQC2NIKgDHz1cukBDobXTq9K2HqLXyLxjMwtfvXZimkzSikN53xeLlMzOgteI+GzDAK3o7/p+UD5ji/7j+a6c9bdm5TMK172f371NVL/d+vHm3Izm0/5Lo8msnJyWGcCVFk0TO309P9PDJn7YKl/HV1iF3bROSHFTcCf/4LYO9dWLK9Hdi4CVh5o3o9PZaEmdv9Ky0RuGy+xPs7nGPPPi+xehUQFyfcIkky0o3F8CJVoDq39a7t+HggP8+3fUWrKZONwrRrF/ba9RLzL+3/3/+p30u3Awpf+aIYHhEBPkhKEnjoQeAXv5Lo6gL++17hdrCOKNDcY0lCe/+79gDdLqkYZhNw2QAHzQYzaya04rbEbR/h88gnQgBJWbAnZcFeMMv98u42mJrOOuJN3nrpDDJtZzAq5QwKk87DYvJ9gUsAEJ1NMHc2wVz9gdtlRtd3QW/hu7fjO2OUoxiOxExj/jFK79yO5o5Ximzd3RJ/+7vaqLBoIVA0JgCd29r7T0MjYLPJqFxsPOzF7cLCQsfPtaF+JyeKYIHO3Daf2Kyc1iYhYJ28wr+dEtGwljdSYMF8iW3vOcfWrpNYeeMgndtawZNUH79D4P0dzg+xFy8Cb24wFgB0y9uO4MUkgcAVt09redtjxiAqP3j7QwiB1SuBX7rkZ7/zLlBfL5Gd7f5YfHBI4uVX1LHrrzUycal/c+cI/PXPAlJKiBguzFDkCHcsiR5JMmOGf001M2cKrHvZuc+DB8HnU7DEpxhn4Y4oRZdV4v5vS1itxkVmYcXTj1Rhav7Z3pgTo0NbNJ6BqakSotvHU6l6GV3fZ2FqOgvgPbfLZVyyS+F7FGT6aJcO8FFAXHQ3NupnzbFzm4LltTfcP/9//I7AvJ7qf8d2u1HgjuT1fPoT9uL2nDlzkJGRgaamJhw8eBA9PT2Iixu+p7cQ9WnUYkn8zdyO0yNJxlxmnE5GROSHVSsFtr3n/BJbdhg4XiExcYLxoctqlejoUG/DBSUHNmumwIzpEgddGqX++pzEDde7r2Ie8cXtFHXb11iS05Vq8WXsMIsk6XP9tcBvnwK6uoxtmw149XXg9o+q17PZpFIEB4CkJODez7K4NFQsxFGo6J1zzc1AV5cMyVk5Ukps0xaT9DWSpM+smep2Y5OxIDATSIPr/AU4CtsAYJMW5E8eA1uGhzdMR9xJb8HbtfjddBaipQoC0v12XhA97TDXlgO15R4vtyfnQKaPUgvgGaNhTx8dFZEn+vO2vp4HcSjwrFaJZ59Tn4tzZgPTpwXm7ywz0zhbx2Z3jtXWsrjt2wQsFtx4443429/+ho6ODrz44ov4yEc+Eu5pEYVdQDu3OxpgPrlFGbJOWeXHDomIDAsXGB/wXTNC162X+PIXjQ9d+mKSAGNJhuLjdwh8/VvOD7OVZ4At7wA1NeoH3Igvbgeqc1uLJSkuHp5fHtPSBK6+SuJVl5SxdeslPvr/1IUl178CHNXqCZ+4SyA3d3g+bkSRzFMRob4eKCgI/n0fO+7eEbh4oX/7LMgHRuSqa0TsP8jidn+klGhrA1JS/Duopr9PZmYCGRn97E+JO5npfrm1G6LlHExN53oL32cdhW9T0xm/F7kEAFN7HdBeB3PVAbfLpDBDpuU5it/29FFG5Em6UQCXKSMBk9nvOfhDjyXp6TE+87KBgwJp89vAufPqWKC6tgHjLMisbKm8D4R63YdACXtxGwC+9KUvYePGjbh48SIeffRRzJs3DxMmTAj3tIjCxmaTbgUhf94oLeWvQdidh/KlOQHWSdf5vkMiol4Wi8DKGyX+7xnn2OtvAp/7jERiovBc3GYsyaAWXAZMnAAcd8lXfuZZiTwtZ3pElBW329t9y/JzK24P085twDhb4tXXnQc5zp4D9u4D5s01tpuaJH73e63TvRi49UMhnCQRDVlqqrGOgGvudV2Iitt61/aoQv8X6xVCYOZMiY1vOcf2H5BYvZIH13RVVRLf+q7E8QpgxnTg/u8ChQW+PU762hRj/TmYYImHzBoHW9Y498v6ur6bzqkF76YzRv538wUI6WfWt7RBNJ8Hms/DfHan+xRMcZBpBbBnFDrjTtJH9cafjIJMGRH0vO/sLPexunoWtylwpJR45ln181xpCXDJvMDeT26OepBTP0s0WkREcTsjIwO//OUvce+996KpqQm33347vvvd72LVKnaW0vDU2mp8bnDlT+d23OF1yrZ1wlIgga2TRBQYK28U+MtfpeN1q7UV2PQ2sPwGoFkrbickRPYCiJFCCIE77wC+96DzzaD8mLpIFwDk5kT2Y6nHkgBAWzuQ7sVbUHu7xMUadWw4dwDOmA6MHQucOuUcW7teYt5c42/h93+Ubmd/fel/uIgkUaQSQiAnR+LCBedYqJai2rrNfZGyQMQqzJopsPEt574PuDfnDnudnc7CNgAc/AD49GclfvSQb2sjVGrxXf4epOiXa9d3/nT3y+1WiJYqo9DddBam5rMQjkL4OZja/f/jFvYeiKZKmJoqPV4uzQmQ6YVqx7fLtkzO9bv4HR8vkJ6uvt/W1QHjxvq1WyKHbduBihPq2MfvEAGPvtEjdti57YedO42jcd/4xjfw8MMPo7GxEd/4xjfwy1/+EldffTWmTJmCnJwcpKR4+IY0gEsv9WOZZ6Iwamp2H8vwMXNbNJ6B+fxeZcw6dbVvOyMi8qCgQODSSyR2uDTXrF0nsfwG985tRpIM3VVXAqNHA2fPOsc6O9Xr5I4I7Zy8pXduA8bBD2+K25Xad1chgDGj/ZtXNOtbWPLxJ5yFjC3vAI2NEtUXgf+ox7Ox9CrgknksbBNFstwcKMXtUBQX6uokDh9Rx/zN2+6j525fqAIuXpQYOZKvRYDRkfmTn0vl7CzAyCf/0lclvvl1YNn13j1Wp7T3yrFFYXqsTRbIjNGwZfTzRt3TAdFsFLuN2JOzaiHcz4UuAUDYuiAaTsLUcNLj5YEqfmdnq1GiXFSSAkVKib/8VT1gVVwEXHF54O/LvbgtAUTfa3VEFLfvvPNO5eiDEMYK5efPn8ezzz7r0z6FECgrKwvUFIlCSu+48qfT0aItJCkTM2ErDsKrIhENa6tXCuzY6fwQdvAD4OQpDxFLLG4PmdkscMfHgEd+2v+iTpG+4EtSkvtCNW1eRnXqX9gLCtj9v+x64KnfAd09xnZPD/DKa8DbW6Ry5ldiIvCFe4f3Y0UUDfTiQm0Iigvb31PfW5KTgdmzArPvcWONg9munwH2HwSuuyYw+492//wX8OYGz5f19AA/fFji9GmJT31SKOsp9EdK6RbfFbTObX/FJUHmTIQtZyLcwkv6Ik+az/cWu885/m9qOgfRfA7C2ulpr14ZWvG7APb0QiPuJL0QMq2wN/ak0JH5nZOtnkVVx+I2BcjefcAhrZx5x+1Dez3wlnEWqPP9gLEkAeC6uqxrsVvq+QxEMa6pSd32tWsbUrpFkvSU3hjxq08TUfS5fLGRP1jf4Bxbt16isFD9EMbObe/ccB3wp/+FWyxHn0jP3BZCICVVPW23xcvi9mntVOuxkfqFPYTS0wWuWiLxhktx5A9/kkpmLwD8150CeeyUJIp4+uLAoejc3rpdfW2dfykQFxeY1wuTSWDGdKlkeu8/IHHdNXw92rNX4jdPDl7feOZZ4/3v/u8ASUkDP251dcaaFq78ytwOF5fIE+RN81j8Fu11zsK3o+h91pn3be/xfxq2LoiGUzA1nPJ4uTRZINPy8Z2CAhyaXYjzHaNwob0QqRcLIBrHAOn5fs+Bhjc9azs/L3gHBxlLEmB9BWwWsoncO7d9zds2VR2EqVE9jG+dwix7Igo8i0Vg+TKJZ//mHHvtDeCm1er7Oju3vRMXJ/DR24Bf/dr985HZBGRmhn5O3kpNVd/XWr0tbuuLSUbjF/YgWLVS4I0Nzr8LvbA9ehTw/24N8aSIyCc52aHtnOvulti5Sx1bHKBIkj4zZwhscymgM3cbqL4o8cCDUjmbCQB+9JDA/v0S//iXOr7lHeDz/yPxk4eBESP6//fRF5NMTARGjgzQpCOJEJApuZApubAXzna/XNohWi9CNJ/Xit/nercDVPy2WyGazmKC+SwmuB5w7wHwJ0BCoCc9HyJzNBKSR8KeVgh7egFkWmFv/EkhEO9d5C4NH4ePuL8+f+yjwVs7RT8LlJ3bfvjCF74Q7ikQRRQ9c9vXVZctWte2PbMI9oIAnW9IRKRZtULg2b85v8g2NwOvvaZeh53b3lu1Avi/vxhZnK5ycozokkinLyrZ5mWcpp65XRyuHNEIM3sWMGYMcOaM58u/+D8C8fF8rIiigV5cCHbn3M5dPejocG4LASy4LLD3oedunzgJNDdLpKcPz9elri6J+x6QaGxUx+/6OLDkCoElVwgUF0v84jEJm0vLcvkx4J7PSvzkR8DkyZ4fu9Pa+2TRGAQlviDiCRNkWj5kWj7so+a6Xy7tEK01LsXu3uJ3y3nH/4UtAMVvSKD5AmTzhX4LbjIhozf2pLA39qTAsS3TCiCTc/xe9JKik961nZ0FrFgevPvTO7cb6gGbTUbFdwxXLG4TRaCmZvUFzadYElsPLEdfUYZ6pqzmmyQRBc3o0QLz5krs3uMcq6lVr5Pm48G64SwxUeDWDwO//6P63pAT4ZEkffRFJb2JJbFaJc6cVcfYuW0QQmDVCuC3T7l39V+xGFh4Gd/viaJFqGNJNr+tFvCmTgGysgL7mjG5FIiPV88qOfABcPmigN5NVJBS4he/cl/Ac+EC4BN3OR/3m1YJjB4FfPcBqZzlVFcHfP6LEvd9G1h6lfu/0+nT2sJzfJ/0TJgg0/Ig0/L6L3631fbGnpw3it7N5yGazsHUYvxf2LoCM5WuJphrmoCawx4vd+R+pxW4Fb77xmCJD8hcKHKcPCWx5R117P99RAR1rRn94KrNbsTkZmcH7S6DIiKK20Skata683zp3Daf3gZTh7qqhXXySj9mRUQ0uNUrBXbv6T9iLC2VBTdf3HIz8Ozf1EzNSM/b7qMXt73p3D53DkoHG2CsFk+G5cuAp/8AWK3Osfg44L+/wOcZUTTJ0YoIjU1AT48MWAa2Kykl3t6i5hgtXhT4+4mLE5g6RWLffufYgQMSlwfhviLdf9YCL6s9RxhVCNz/XfcF4ubNFXj6SeAb35Y463Jwt6sLuP/7Evd8AvivO9U1yvTObZ7h5CNhgkwdCZk6sp/it4ToqIdoPg/RfA7ny85hx4bzKEw+h4LkCxiVfA4pFi9PT+tvKoPkfgOAPSXXiDpJK+iNPSlQusCRmMnGtijz1+fU71CpqcDNq4N7n5mZgMkE2F3ikmrrWNwmogDQY0l8ydy2HF6rbNsKZkFm8TA+EQXXFZcDmRnuERp9GEvim7Q0gQ+tkXjmWefY1CnR8YVFjyVpbZUAhjZ3/Qt7VhaG7SntnmRlGgtLbtjoHLv9Y0BhAR8jomiid24DQF29sYhYoFVU2HDuvBr6vGhh4O8HMKJJXIvb+4dh7vYHhyQe09bNSEwEfvxDgfQ0z6/VRWMEnv6tUcx2PRsOMBYPPl0JfOvrcHRzuhe3AzZ9ciUEZHKOERmSPwPt8RI/ecz131Zi09oWJHZVIdXaCNl0Dl3Vx3uL4ReMTvD2wJ2WYWqrBdpqgSrPTyxpSXQWvlPzHYVvmZbfO1YAxCUGbD7knwsXJDZsUMc+fAuQkhLcz3QWi0BWpkSdS19kXR2ASUG924BjcZsoArkvKOnlC1pXKyzHNypDXEiSiEIhPl5g2Q0Sz//D8+W+riFAwN3/JVB5RmL7dmDePOCmKHlZ9yeWhF/YB/c/nxc4d17i2DFg6VXAx+9gYZso2qSlGWdddLukhdTVBae4vXmLGkkyciQwYXzg7wcAZs1UF8o8chTo7JRITBwer1O1dRLffUAqZ9cAwLe/KTB+/MCPQXq6wKM/BX7xK4m16jJKeHODUQh7+CEj+qVWi4BjLElo6GdcAAJ1HRkoyM+CqXfF7+7GRkjpUgDv6YRouWDEnDT3xp60XDD+33weorUawm7Vd+wTYe2EaDgJU8PJfq8jk7Kc0Se9hW/XOBSZMgIwmQMyHxrYc39XF5tNTAQ+fEtoXitzcqEUt/XXlGjA4jZRBHJbUNLLzG3L8Q1KHpg0WdBTEsRVCIiIXKxeKfD8PzxHk6SlehymIYiPF/jRDwTsdhlVC0Wl+LGg5Ck9R5TFbTfZ2QK/f1LAapWwWKLn74KInIQQyM6WqKp2jtUGKXdbjyRZtFCNuAik6dPU091tNqDsMDB3TlDuLqL09Ejc/z3plp/+sduAa5YO7fG2WAS+/hVgbBHwxJNSiQ344BDwqc9J3HWnui+zCRg9yt/Z01CkpQFxcUCPy/Gi+nqgIH+AG8UlQmaPgy17nOfL7TaIthq18N3S1/l9AaaWCxBdLQH7HURHA8wdDcDFMo+XS2E2olrSCmDvXazT+bNRBEdSFuNP/FRXJ/Hyy+rYTauAzMzQPK652UC563zq+71qxGJxmygC6Znb3saSuEWSjL0cSI6y0CQiilpFRQKzZ6k5m33Yue2/aCpsA305684idasXnduVeud2cXT97qHEwjZRdMvNhVLcDsaikk1NEvv2qwsZLF4YvNeO5GSBSRMljrpUTfYfGB7F7V//RuLgB+rYvLnAp+/x7vEWQuAjtwKjRwPff0gqa29UVwM/+bl6ELig0DgYTsHXd1CqOpDPW5O5t4Cc7zn3GwC6Wowit6Pr26Xw3df9Le2eb+slIW0QLReAlgvor39bmhOMRTr7Or/T8o2fU/MdsShIYC7hQP7+L6mcuWOxAP/v1tA9j3O0RSVr64YeIRgpWNwmikBundteFINE60WYK99TxqxTgrwKARGRZvVKgX373bu3mbk9/PgaSyKldIslGctTrYkoRrkVF2oDX1x47321+zchIfiF5lkzoRW3I6doYrNJmEyB71x/9TWJF15Sx/LzgAcfED4fiFy0UOCpJ4yFJl0Pguj4Phla2dlQi9uh6HhNSIM9IQ3ILfF8ud0K0XrR6P5uqYJocSl+t1QZxfCufhbH8YGwdUE0VsLUWNnvdWR8ipH7nZYPmZrX2/Wd5+wCT80HEobn6Z3NLRIvvqSOLb8BGDkydK+T+roPdYwl8c2UKVMCvk8hBMrKPJ9aQRTJOjslutWzBb3q3LYcWQ/h0iEn41NgHb80QLMjIhqaJVcCaY8DLdqZk4wlGX5StH/ztiEWt2troXSoAUARY0mIKEblasXtYBTJtm5Xty+9xLkoYbDMminwj385v5scOoSIiFF6c6PEL38lYbMBS66U+NAagdIS/+d05KjEzx5VD+7HxwM/ekj4HTEwfrzA758CvnO/e1d4H75PhlaudnJ0fSTEOZgskOmFkOmF6Ld/u7vNKHT3dnt7KoILW3d/t/aa6G6DqK+Aqb6i3+vI+FSj4J1aoHaC9xXF0/KB+JR+bx+tXngR6OhwbptMwMc+GtrXx5xs9SzL2kj4O/ZSRBS3lYB9CovKykqUlZWhqqoKdrsdeXl5mDRpEkpK+jkaSEGjd20D3mVuWw6rK45YJ93AVZCJKOQSEgSWXS/xz3+r43oXL8U+/YDGUGNJTp1Wt5MSgbyRgZkTEVGkyclRiwuBjiWx2STe36F+714UxEiSPjNnqNsdncCx48CUyUG/6361tUn89OfSUVB65VXglVclpk01itxXLfEt2qOhUeI796vxAgDw9a8GpnAOAFlZAo89CvzkZxJvbHC/fGxRZHTFDxfZWnG7ri5KalvxKZA5E2DLmeD5cikhOurVrO/eArhRCK+CaLsYsPgTABDdrTDXtQJ1QymAax3gqflGQTw134hAiZIM8PZ2qRz8A4zFwceMDu383Tq3g7TmQzBFRHEbMDqtvSlyezp1aDgVyX/4wx/imWeeUcbWrFmDRx55xKv9vP3223jyySexd+9ej5eXlpbinnvuwerVjLUIFT1v22QCUod4gNJUUw5zzRFlzDplVYBmRkTkndWrBP71gkTf2/PECcwFHo70AxqtbcZntsFOA9cjSYqKgrfoGRFRuLnHkgR2/6dPux9cXDA/sPfhSVaWQNEYicozzrEDB8Nb3N6xU+2U7HOoDDhUJvHr3wKrVkjctFogb4jRAFarxPd/IHHxojr+oTXA8hsC+96VkCBw/3eBsWOBp/+g1kCmTQ3oXdEg9OJ2RHRuB4IQkMk5kMk5QP502Dxdx241Fr90dIBfcP7cahTATe2BrZIOqQAelwyZmudW9Ja92/bUvIhZBHPdy0Cz1tx45+2hn5f+/lNXh6hbwD4iituXXnqpV9e32+1obm5GZWUlurq6ABhfdjIyMoZFp/G+ffvw7LPP+rUPKSUefvhh/OUvfxnwekePHsXXv/51bN68GY888gji4+P9ul8anFvedtrQFw+zHFG7tu2pebCN9u75RUQUKOPGCnzpf4Df/0EiOQX4wr3R8wGJAidFO0BrswGdnUBS0sC3O12pfmEv5qnWRBTDgh1LUnZY3c7LC12m66yZUIrb+w/IkC6Wptu2feCmuIYG4C9/BZ59TuLyy41u7jmzBz7A+tTTErv3qGMzZwD//fng/J5CCHz8DuO98bHHJerqgTs+xoWXQ00/4yIa4xx8ZrJAphUY3dPoJ7zf2mUscNlSZXR89xW9e382tVRBdDQEdFqipx2i4SRMDSf7vY40x0OmjjSK4I4u8DzYU/McP8uUEYApeCXT7m6Jv/1dP5sGmDghDMVt7SCNzWbUpbIyQz4Vn0VEcVvvQB6q7u5ubN++HU899RT27t2L5uZmzJs3D1/60pcCO8EI0tPTg/vvvx92u3+nfzz66KNuhe25c+dixowZMJvNOHr0KLZt2+bohn/55ZdhNpvxs5/9zK/7pcH5vJiktMNyeL0yZJ28EjD1t64xEVHwfWiNwC03Gx+S2LU9PHnKWW9tHUJxW4sl4Rd2IopleudcQ0Ngs6kPHdY6fKeE7jV15kyBdS877//AwaGdwRMMNpvE9vfVsfh4uK15BAA2O/D2FuDtLRJjxwK33Awsux5ITlbnvWGjxPP/UG+bmws89H3fF5AcqiVXCixeZPzMz1mhpxcFY6ZzO1AsCZCZRZCZRf3nf/d0QrRWw9Ra3Zv7XQVTbxFctFQbneCdjQGdlrB1QzSdBZrOor9qiRQmyORc98J36sjeHHCjOI64ZJ/m8Nob7mfofPyO8DyHs7ONRnbXMIzaWha3QyY+Ph5LlizBlVdeiZ/+9Kf43//9X/zud7+DlBJf/vKXwz29oHj66adRXm4sNz1ixAjU1NR4vY9Nmzbh97//vWM7PT0djz/+OBYuXKhcr6ysDJ/73OdQVVUFAFi7di3mzZuH2267zY/fgAbTpMWSZAwxb9t8ZidMrVXKmHUK42SIKPyEELBE9ScO8keyh8/8rW3AiBED386tuM3ObSKKYXpxGzAKZSMDtNZAWZm6Hcr4ilkz1e3GRqCyEiguDt0c+hw+Yty/q//7k0BFBfDvFyX27vN8u1OngF88JvHU08DyGyRuuVmguFjgeIXEIz9TDxxYLMAPHxS9Xb3Bx6J2+OjP2/r64RWXGxBxiZBZxbBlDfCCoBTAq5zd4H0F8dbqwEegSDtE20Wg7SJQfbDf68mENNh7u8D7/lML4XmQydmAMDluY7VKPPuc+ncyZzYwfVp4nssWi0BmpkSDSxN9XR0waWJYpuOTmPiqKYTAN7/5TZw6dQqbNm3C008/jYULF2LBggXhnlpAnThxAk899RQAICkpCV/5ylfw7W9/26t9SCnxi1/8wrEthMBvf/tbj9EwU6dOxZ///GfcdNNNjviXJ554AjfffDMSE7lAYbDomUtD7dy2HF6rbNtyS2EfEfsxPUREFNksFoGkJKnkmw62qGRLi3Q7JT8cRRAiolDJSDeKolarc6wuQMXt9naJk6fUsalTQ1dEKcgHRuQCNS5divsPhud1fasWSTJurLF425jRwFVLBE6ckHjhPxKvv24sfqlrbwf+/aJRCJ83V+JClRG15erLXxRhK1JRaOmZ2z09QEsLkJUVnvnErKEUwK3dxiKXjqK3UQR3LIDZWm1khCOwBx9EVwvMXS0D54Cb4iBTciHT8iFTRuJ0w0hcmzQSNaNG4mKn8d9dH80DMMTF1oIgNwdqcTvKzkKIieJ2n6997WvYtGkTAODJJ5+MqeK2lBL3338/unvPl7r33nsxatQor/ezYcMGR+c3ANx0000DZp6PGzcOn/zkJ/Hb3/4WAFBTU4N//vOfuPPOO72+bxqapib1xTZjKMXtnk5Yjr2hDHEhSSIiihRpqfCquK0vJmk2AaO9/9hDRBQ1TCaB7Gx1QcJALSp55CjgmmppsQClIeyBEUJg5gyJjZucY/sPSKxeGfoC8Lbt6nZfpEef8eMFvvZlgc9+SuK1N4AXXlQXw3SlZ2wDwKoVwE2rWNgeLrI9FLHr6o1FsMl/R8slHvqRRHU1cPvHBO76+ADPLUs8ZMZoyIzR/Ueg2K0QbbXOwndrNURLde/PvQXw1moIW09Afw9h74FouQC0XAAATADw5WnalbYCclcaZMrI3k7wkY7ub3uK82eZkhuULPCcHODYced2oBc1DraYKm5PmDAB48ePx4kTJ7Bz505cuHABBQUF4Z5WQDz//PPYtWsXAKCkpAR333039uzx8G46iNdee03Zvv322we9zW233Ybf/e53sNlsjn2wuB08vnRum09uhuh2VgokBKyTVwR4ZkRERL5JSQHgkqTW2jbw9fXiduEoIC6OxQIiim25OVCK23UBOsv+kBZJUlpiRkJCaOMTZs4U2LjJJXf7QMju2qGqWqJCa65ctNDze0tqqsCHbwE+tAbYtdsocm/drh4k0E2ZYnRt0/ARHy+Qni6V7/DM3Q6MixclvvZNZ1TGH/4kcfliPxdcNFmM7um0fACAzdN1pAQ6GpzF7pbeIrjLf6bWixBdLb7Pox+iqwWiqwWm+gG6wCEgU3KMYnfKyN7i9wiXGBSjGI6kLCNIe4j0iJ26Ogkgel7PYqq4DRidxidOnICUEgcPHoyJ4nZ1dTUeffRRAMZR7wcffBBxcXFe78dqtWLLli2O7YKCAsycOXOAWxjy8vIwe/Zs7N69GwCwd+9e1NfXI1s/B4cCQl9QMiNj8BeUuMPrlG3bmMscL9hEREThlqotKjl457ZacBnLDigiGgb04kJtgIoLZdpikjNmWABYPV85SPTc7QtVRvFq5MjQFU+2v6dup6cPnj0uhMCllwCXXiJQVSXx0lqJ9S8Djdo6SVlZwI8eFIiPj55iEAVGdrbaoGY8b8kf3d0S931PzYAGgJ27gIkTgnznQgDJ2bAnZwMjB3iB6G6DaL3oUvi+6OwG7/1ZtNVAyAGOiPkyPUiItlqgrRbAoX6vJ81xkCkjnAXw1Dxj26UALlNHAvGpgBDIdXv/Cei0gy7mittJSUmOn6urq8M4k8B56KGH0NJiHBX6yEc+grlz5/q0n/LycjS7vOrOmTNnyLedM2eOo7hts9mwZ88eXHvttT7NgwamF7cH7dzuaID55BZlyDqVC0kSEVHkSPO2uK0vJsm8bSIaBtw75/zfp5TSbTHJWTPiEOri9vhxxoFO19f//QeB664J3Ry2aXnbCy8DzOahF6Pz8wU++2mBu/9L4q3NwAsvSRw+bMRmfe9+EdJCPUWOnGxjwdE+7Nz23y8flyg77D5uHKiLkOdZfApk9jjYssf1fx27DaK9ztHxffZwNba8XI0RiRcxMukiRiRWY0xGDeLtQegCt/VANJ8Hms8PeD1pSYJMGYGPdY3AlHkjUdM5ArWdIxDfNRLmyjwjIiVlBBCf4lUneKjFXHG7psZ5zmunvrJDFHrjjTfw5ptvAgBycnLw1a9+1ed9VWjnYE2ZMmXIt506VT1ideLECZ/nQQNr1roAMjMGvr7l6KsQdueHU2lOgHXidUGYGRERkW9S3IrbA3850WNJiosi98M0EVGg5OYIwGWxs0AUt6svui8MNnNG6MsAJpPAzOkS21y6p/cfkLjumtC8vnd0SPT2ajn0F0kymIQEgeU3AMtvELDZJKQ0Fk+m4SlHO6E9UHFCw9V/1kmsW+/5Mj1iKeKZzI5OaWAGfvqUHTuPOC/OzwOef1ag294O0XYRptYal/iTi0b8SWu1sVBmaw2EPbBZ4AAgrB0QTZXIQyWW6evb/Mv5o4xLdnR+2/s6wFNGOLrD7akjeovgqWEpgsdUcbu5uRn79u2D6H0gs6J8idqWlhY89NBDju1vfetbyMgYpNI5AL0gXVhYOOTb6vEuLG4Hj7ed23okiXXi1UBCaj/XJiIiCj1vYkm6uyXOa00m7NwmouEgGKeF68Wg9HSB4mITmpo8Xz+YZs4U2PZeeHK3d+8Bul3qQmYzMP9S//frTec3xSY9rVU/mERD98EhiV/+qv9Yl4sXjdgX40BgdDl8RGLnLnXsYx8VvQfGUiDjx8GWNUAXuLRDdDT0Rp5c7C149xbA21zG2uogEPhoHNHTDtF4Gmg8DfMA1+vrBJepI4wieN9/fcXw1JGQCZMgkjIDOr+YKm4/8sgj6OrqAmBkY5WWloZ5Rv756U9/iou9K4osWrQIq1f7FzWhx7Tk5w89k1m/blVVlV9zIc+sVun2hT9jgOK2aKyE+cI+dR9TVgV+YkRERH5wK24PsKDk2bPuC3YVM3ObiIaBnFx1OxAdoHre9swZFkczWKjpudsnTgLNzRLp6cGfz1YtkmTWTCAtLfoKZBR5crQzLurrmbnti7o6I2fbqiUmmc2AzWXlx7Iy4MorQju3QHjmWfXvIjsLWLHcix0IE2RyDmRyDjBygBQGW09vFEo/BfDWapjaaiA6g3OEs68THE2V/RbBrQDiHgpsTTEmitsVFRV47LHHsGHDBgghIKVEbm4uZsyYEe6p+Wznzp345z//CQCIj4/H9773Pb/32d7ermynpKQM+bb6dfV9DVW4PkhFC+PLvvqil5Ep+n3c4o6o5+vIpCzYx17Bx3kYcv03578/UeDxOeaftBT1i19ba/+PY+UZKNfNzQVSU03BnSBFBD7PaLgzOrddimQNRlHHn8gLPW+7L5IkHM+xKZOB+HiJ7m7n2MEPBC5fHNy5SCmxbbs6tnhh/9+xiLyRk6N+f3c9KBWOv7EzZyVeeEni7S0SkMAX/9uEJVdG9t+61SrxwIMStbXq+EdvEzh2TGKXS6RQ2WFE/O+jO3lKYss76thtHxFITAzC51tLPJBeAJle4Hg3sXm6nrXLWPCyt/Btb7qI5/9YjRGJNcZ/CRdRnFMDS0+zp1tHnIgobn/729/2+jY2mw3Nzc2oqKjA2bNnARhvWoDxAvLZz342oHMMpe7ubtx///2O3+ezn/0sxo4d6/d+9YJ0fHz8kG+bkJAw4L6Gyp9YleGgvsEGoFEZKyrKRHyc+4u3lBLWoy8rY+aZa5CZMyKIM6RowOcZUXDxOea9ESM7ATjbtTs6LcjsZ1GJqup2AB2O7YkT4pCZOdjqyhRr+Dyj4Wj8eDuABse2lIDdnoHMTN8KID09EuXH1IyEmTONEkC4nmOzZjZh5y5na+bBD+KxcsXQm658UXbYiro6tUtx2Q0ZyMwc6OR6oqEpLuoB4CwA1jc4v7uH6nlms0m8824Pnnu+E1u3qbnMj/xM4rprM5GcHLkF4YcfacP+A+qaeQsui8O3vp6G3zzZgV27nZ8Lj5ab+/0MGanWvdwKoMuxnZ4m8F8fzwx/80ZunrL5zI/q0dDgPFjz9JNpWHSpDWi5CNlSBTRXQbZUAy1VkC0XgZZqY7zlIhCkTvChioji9osvvujzES3XgnZf1/Z1112H22+/PZBTDKnf/OY3OHnyJABg3Lhx+NSnPhWQ/fZFtvTxpritXzcWFuuMRI2N6nnYycnwWNgGAHl2L1CnZp+LWR8O2tyIiIh8lZaqvpe1tPZ/yu6Jk2p/ybix7NomouEhO0u4nYJfU2vHyJG+vQ6WH7NB+wqIGdPDWwK49JI4pbi9/pUufPXLyYiPD17hbfPb3cp2cZEJY8eysE2BkZur/u02NUl0d8ug/k33aWy044WXuvD3f3Ti7Dm7x+s0N0t8cMiK+ZfGBX0+vvjPui48+ze1vlRQYMLPf5IKi0W4LYD7wSErbDYZNXn3Ukps2qS+Bt12W2L4C9sejMg1oaHB+QZUU2uHiEsCsoshsgdeAEf2dPQWwat7i969/2+tBpqd2+hoGHA/voqI4rY/+graUkqYTCZ84hOfwJe+9KVwT8tnR48exR//+EfH9oMPPuhVEXogevd1d3d3P9d0p183MTHRpzk0NTU5DkiQu3Pn1ccmPR1obGz0eN34Hc/C9e3JnlmMttRxQD/Xp9gmhHB0BvB5RhR4fI75x2RSH6+mJlu/72/Hj6vF7YKC7n6vS7GFzzMiY3G6mhrn9smTLRhV6FsR57331WJX0RggM8MoqITrOXbF5RK/fcq53dgosXZ9A669OniFno1vqe8rCy6TfF+hgImPc38e1dbZUVhgDtrz7Gi5xL9fkHhzoxrz05/3d7SgZFLkFVOPlkt8/wfq61R8PPCjHwBCNKOxERhbrD5+HR3A3n2NmDghOorb5eUSF2vU3+GqK7rQ2Dj0elyoZGWpr5WVle1obPSisdWUAWRkABkl/V5F2HqQbg58s2zEFLd9fcInJiZi8uTJWLhwIT70oQ9h9OjRAZ5Z6Njtdtx///3o6TFOI1mzZg0uu+yygO0/OTlZ2famuK13fev7Gqq+AxHkWVOTe3Hb4+Nl64Hl6CvKUM+UVUamEh/fYY/PM6Lg4nPMeykp6uPV1ub5/c1ulzhdqY4VF/n+OZGiF59nNFzl5qjF7do66fPH+0Nl6g2nTnEWg8L1HBszGpg9C9i33zm2dp3ENUuDM5faOokjR9WxxYv4vkKBk5oqERcH9LikgdTWGsXtQD7PurslNr8N/PtFiUNlg1/f1aGyyHtPbWyU+PZ97sX5r39VoGSS8zmamQkUFAAXLjivc6hMYsL40M3VH/pitqNHAWPG+P66Hkw52ep2XV0Q/m7McRCZgY/SjYji9saNG72+jcViQUpKClJTU4Mwo/B45plnsH+/8S6fmZmJb3zjGwHdv16Qbmtr6+ea7vTr+lrcpoE1aTFFGf1EjJpPb4XQTuewTl4ZpFkRERH5J1WLU+3sNLJg47TorYsX4XYKfXFRkCdHRBRBcnLU7dpaCcC3DkW9ADZ1qm9zCrTVqwT27XcWTHbvAc6elRg9OvCdmO+9p26npAAzZwT8bmgYE0IgO1uiuto5ZjxvA6P6osR/1kqsXT/4Sdolk4Bb1ghYrcDPf+GcQ1mZUSyOlEVUrVaJ7/1AfcwA4ENrgOU3uM9x6hT34vbqlZHxuwxGL24vWhi5i2bn5Krb+gKfkSwiitujRo0K9xTCrrOzE4899phj+xvf+Aays7P7v4EP8vLUsPiqqqoh3/aC6ysJgPz8/IDMiVTNze6d255YDq9Ttm0FsyGzBs5AIiIiChdPvQitbUBWpjp26rS6nZLiXughIoplbp1z9Z6vN5jmZomzZ9WxaVMjo6Cy5Arje06zcw0+rHtZ4nOfCfz89MLSZfMBiyUyHgeKHdnZ0IrbnvOvh0pKiT17gRdeknj3XcA2wO4sFmDpVcCH1ghMm2oUTivPqH/3dfVA9UUgP8/jLkLu6T9I7N6jjs2cAfz35z0/N6dNEdj4llqsjwZ1dRKHD6tjixZG7utPbrYA4HycfX3/CYeIKG6TERHS3t7u2L7//vtx//33D3gb/fSAl156CWvXrnVs33zzzXj44Ycd2xMmTFCuf/78+SHPTy+Ejx8fJeeARJmmZnXbY+d2Vyssx9WzHXqmrArepIiIiPzkqbjd1upe3PYUSRKp3S1ERMFgLE7nUlyo820/ZVpBJT4emDjB83VDLSFBYNn1Ev/4l3PsldeAez7hfkaPP7q6JHbuUsciubBE0StXOyhVW+d7cfv8BYkHvu8ep6MbkQvctFpg9UogO1v9ux4zGkhLA1panGNlhyOjuL1xk8Rzz6tjubnAQ98X/R540s86OXUaaGuTSEmJ7Ofz9vfV7eRkYNbM8MxlKNzOHPLx/SccwlbcPnLkCN59911UVFSgocGIV8jKysL48eOxePFiTI2Uc6bCxGazDX4ljZRSuZ3drr6g6sXtMi8Odx06dEjZZnE7OJr14naG+3Usx9+EsDnP2ZYmC6yly4M8MyIiIt8lJAjExUklj7K11f16pyvVA/eMJCGi4cY9lsS3/eh526UlkdWxvGqlwD/+5ZxjQwOwdRtw1ZLA3cfefUYMVh8hgAXzA7d/oj76Sfc1Nb4Vt9vaJL72DYnKM/1fZ85so0v78sX9P6eFEJg6ReL9Hc6xQ2USV18V3teAEyckHvmJ+tpksQA/fFAgJ6f/uU2aaFzPajW2pQQOHwEumRfM2fpvm3bmyPxLEdADeIGWq8WS1NVGVpzNQEJe3D506BB+/OMfY/fu3f1e5xe/+AXmzp2Lb33rW5gxg4FYgTJp0iSkp6ejubeCum/fviHfdu/evY6fzWYz5s6dG+jpEdwzt9PT3V9ELIfXKtu2sVcASVnBnBYREZHfUlON4kWfFk/FbS2WpLg48j9MExEFUq5W3Pb1tHC9czvSesfGjRWYMV3i4AfOsbXrJa5aErjXfb2wNH0akJnJ9xUKPL247Uvntt0u8cMfey5sJyUCN9wA3HKTwPjxQ/sbnjoFSnE73FEezS3GApIdner4l/5HYPq0gX+nhASBSZPUiI+yw5Fd3O7ulti5Ux1bvCiyX3/0WKzuHuPzenpaeObjjZAWtzds2ICvfe1r6OrqUiI1+o4CuI7t3r0bd9xxBx599FFce+21oZxmWKSnp+Po0UHOO9G8//77+PjHP+7YXrNmDR555JF+r2+xWHDllVdi/fr1AIwc7f3792PWrFkD3k91dbVjoUsAmDNnTsDzwMng1rmtxZKIlmqYK9VzW6yMJCEioiiQkqIWtz2ta60Xt8dyOQkiGmb0zu36esBmkzCbh14UkVK6FbcjJW/b1epVAgc/cNYAdu4yIhkKC/yfq5QS27arY4wkoWAxuo6df8u+LCj5zLPAO++qY/l5wG3/T2DZ9UBqqnd/v1OnqnM6Wm4s5BiOMzjsdomHfiRxTkvGXbUCuGmI5YxpU6AUt42zUyL3Ob1vP5RCvhDAgsvCN5+h8LTOTW1tdBS3TaG6o4qKCnz1q19FZ2eno63dtajdV9juGxdCoKurC1/96ldRUVERqmnGvOXL1fiK5557btDbPP/880rcybJlywI+LzLomdv6gpKW4xsgXN6gZHwqrOOXhmBmRERE/knTcrf1WJLGRolG7QymIsaSENEwoxcX7HagsdG7fZw5q2btAkYXZ6RZugRITXFuSwmsf9n7oqAnJ08CVdXq2OKFAdk1kRu947XGywUlt78v8Yc/qX/76enArx8T+PAtwuvCNgBMnaxud3cDx8NUWvvTnyW2v6eOTZkCfPmLYsiRF1O1A3Rlh93XoYskW7epc5s2FciK8DNH4uOFWw3K13UfQi1kxe3vf//76OrqchSupZQwm82YPXs2li9fjmXLlmH27NmwWCxKoburqwsPPPBAqKYZ86655hqUlJQ4tv/zn/9gp36uhIuTJ0/ij3/8o2N7xIgRuPXWW4M6x+FKSukWS6JnbptPbFK2rROWAnGJQZ4ZERGR//RFJVu1zm19MUmLBSgsCO6ciIgiTVYmYNK+pXsbTaJ3bedkA3kj/ZpWUCQmCtxwvTr28qtGd6m/tmpd2/l5wLhxfu+WyCP3rHz7kAuvZ89KPPiQhOvVTSbgwQcECvw4iyEjQ2D0aHVMf20IhXfelfjzX9SxrCzgRw8KxMcP/febph2ga2gALlQFYIJBEM1njugHanyNxgq1kBS3y8vLsXPnTkdRGwDuvvtubN26Fc8//zx++ctf4rHHHsPzzz+PrVu34pOf/KRy+z179uDIkSOhmGrME0LgK1/5imNbSol7770X27dvd7tuWVkZ7rrrLnR1ORcv/MIXvoDERBZTg6Gjw7lAQh/lqFlXK8xndiiXWydcE/yJERERBUBKirrd2qp+6avUitujR0fW4mdERKFgNgtkacvpeLuopL6Y5NSpiNgFwVavUudVVwe3Dk9f6HnbixZG7mNA0U9Pbe3pAZqaBy9ud3RIfPcB6XY222c+JXDpJf7/vU7Tsvb114Zgq6yUeOhh9T7NJuAH3xMYOdK736+wEMjUmv/CnSPen5On3Avvi6LkzBF9UUlfFzUOtZAUt9944w0AzlU277vvPnzzm99Eht6WCiN7+utf/zoeeOABZVXON998MxRTHRaWLl2KT33qU47t5uZm3HXXXfjoRz+KH//4x/jJT36CT3ziE7jllltQVeV8Rq5evRq33XZbOKY8LOhd24CauW0+vRXC3uPYlqY42IoXh2BmRERE/hssluRUpfrlZywjSYhomHJbVNLL08L1gs/UKZFb1J0wXrhFpqxb718BrrFR4oND6li0dE1SdMrOch+rHSSaREqJR34qUXFCHV96FfCxAJVd9Od+KDu329slvnO/RHu7Ov75ewXmzPb++SiE+2tFqIv1Q6V3bY8cCUwYH565eEs/C6GuLjIfY11IFpQ8ePAgAOOPcdasWbj99tsHvc1HP/pRrFu3Dnv27IEQAgcOHAj2NIeVr3zlK+js7MQzzzzjGNuzZw/27Nnj8fo33ngjfvjDH4ZqesOSnrdtNqtdbpaKt5TLbWPmAwlapYCIiChCDRpLoi0mWczFJIlomHKLOPCiuN3VJd1ydfXuzUizepVA2WFnAeW9HUBVtUR+nm8F6fd2QIl4SEoE5sz2c5JEAzCyiiWaXb7T19ZKtwNVrp7/B7BRTR3FuLHAt78x9BzqwehRHmfOAM3NEunpwT/Y88JLwCnts9311wK3fsj3fU6dKrDtPeeTOxwxK0OhnzmyeFH0nDnidnCVsSROrgtCrlmzZsi3u/nmmx0/nzhxov8rktdMJhPuu+8+PP3005g9e3a/1yspKcFPf/pT/PKXv0RCQkLoJjgMNXtYTNLxAmi3wXJyi3K5jQtJEhFRFElJUT/U653beuZ2cVF0fAkgIgo0fzrnjpYDNptz22QCJpcGaGJBcs1SIDnZuW23Ay+/4nu3oF5YuuQSICGB7ykUXHo0yUCd27t2Szz5O/XvNDUFePiHAsnJgftbnTABiI9Xx0JVENYXVJw0EfjG1/wr3OsH6o4dA7q7I6uzuKkpus8cyclR5xotsSQh6dxucVmqeerUoR827ruulFLZBxkuu+wyHD161K99LFmyBEuWLMHp06dx6NAhXLx4ETabDXl5eZg0aRJKSyP8k1AM0Tu3XSNJTBf2QXQ2KpdbJ1wV9DkREREFykCxJF1dElVaNiE7t4louPInlkQvXI0bi4AWy4IhKUng+mslXlrrHHv5FeCuj0uYzd7N3WqVeF9dpgiLo6iwRNErJxs4dcq53V9xu6pK4nsPSti1i+//rsCY0YH9W42LEygtkTj4gXOs7DCw4LKA3o2btjbpFo/0mU8JJCb69/vpB+q6e4DjFXCLKwmn996H8m+bmAjMnR226XjN/eBqeObhrZAXtzMzM4d8O9dM7ra2tgGuSf4qLi5GMb9FhlWzlrntGknvFkmSWwqZPioEsyIiIgqMlAGK25WV6inkAFA0JvhzIiKKREbnnPNF0ZtYEk+LSUaDVSsFXlrrnPvFGuD9Hd4vwrb/AKCXDhYsCMAEiQaRo3du17kXt7u6JL7zgHRrbPvk3QKLFwXnIMzUqVCK28ZrRHAP+OzdD9hcfv24OGDWTP/3m5YmUFwklbP9yg5HVnHb7cyRedF15oh+cLW2Dsp6iJEqJLEkdpfDFmazeci3M5mc07Prh7WIYoz+Bpfu0rltObFZuczGrm0iIooybpnbLsVtPZIkL8/o5CMiGo5yc9Vtfzq3p0XwYpKuSksESkvUMV8WltQLS5NLgdyc6HgMKLrpsSQ1NWoNS0qJn/9Corxcvd7li4H/ujN48/K0qKTUOwoCbPdudf/TpwXuc50eTRJJi0p6OnMkmiJJAPfO7a4u9wOGkSgkxW0iGlxzs/qi3BdLIhpOwVSvZs5bx18dqmkREREFhFssicsH5dOV6ntgcVEIJkREFKFytSJZXT1gtw9ewKmtk6iuVseipXMbMBaWdLVtu7Eonze2ble3o62wRNHLLatYy8p/4SXg1dfV24wZA9z3bQGTKXh/p3oxuKUFOHM2aHcHANi1W92eNzdwv59bsb6snyuGwYGD7gumL4qyM0c8LYIaDdEkLG4TRQi3zu3eWBK9a9uekgt7/vTQTIqIiChAUlLU7bY2Z7Hm1Gn1srFMSiOiYUzvnLPZgKYmz9d1pRd5kpOj62DhddcASYnObZsdePnVod++8ozEWa1ot3hRYOZGNBg9lsS1c3v/AYnHn1CL3UlJwMMPCaSmBvcATN5I97kFc1HJ2jqJk6fUsUvmBW7/erH+3HmgsTEyure3ameOlJYAubnRdYAtIUG4nW3pTTRWuLC4TRQh9A+sGenGi6C5YpMybht3FSD41CUiouiif1CWEmhvN36u1GJJioqi64sAEVEgZWUBerzpUIoLZYfVwsqUyfB6QcZwSk4WuPYadWzdejmkrnXA6PR2lZsLlEwK0OSIBqHHkvRlbtfUSNz/PQmbTb38u98SGDc2+M9PIYRbJnVZEKM8dmtd2ykp7gtB+mPcOGORRlfBLNZ7Q38N8nbNgEjhz6LG4RKSBSUBOMLH9+3bh3Pnzg3pNjU1Ncr2rl27vMoGuvTSS4c+QaIwa9Y6tzPSAXQ2wXxOfXewTlgaukkREREFiB5LAhinbiYlSZw5o46zc5uIhjOLRSArU6K+wTlWWwdMmjjw7Q5pndvRFEnSZ9VKgXUvO7/zV1UDO3cBl80f/LZ63vbCBYj4RdAoduhnXDQ1SbS1S9z3PfW5DAB3fAy4akno/janThV4Z6vz+aG/VgTS7j3q83DObOM1LVAsFoHSEon9B5xjZYdl2COIKs+4f55dHKWxSDk56lmV0dC5HbLiNmCE1n/1q1/1+bZ33jn0lH0hBMoiKXyHaBCeFpS0nHwHQjoP8UpzAmxFUXr4j4iIhrWkJKMT0bVPobUVsFmB7h71utF0Gj0RUTDk5kIpiA3WOWezSRw5oo5Fy2KSrqZMBiZOAI5XOMfWrZe4bP7Av0tLi1rsAqK3sETRSY/+AIAHH7K7FZLnXwp86pOh/dvUozyOVwBdXRIJCYGdh5TSLW/7knmB/12nTYXyfA9msX6otr+nbudkAyUlnq8b6dw7tyWAyH49DWm2gRACUkqv/hNCOP7z9rZE0cStczsDMJ94SxmzFS8E4pJCOCsiIqLAMJmEW+52a6t73nZ6OpCZGbJpERFFJL0LtLZ24OufPAV0dKpjehRBNBBCYNVKtYjyzlagvn7g7/c7dkKJfYiPA+bNDcYMiTxLSwPi4tSxrdvU7YIC4Pv3i5DHBU0uBUwu1T+bDThaHvj7OXMGuKgGMAQ0b7uPvqjk4cNDW3Q3mPQzRxYtRFAXCg2mnFx1Oxo6t0Me3OtarB7Kf77clijaWK0Sbdqquhmp3bCcele93nhGkhARUfRK1YvbbcBpLW+7uIinkRMR6V2gdYMUd/XM2YJ8IDs7Ol9Lr78WSEhwbttswCuvDXwbvbA0bx6QlBSdvz9FJyGEW+62q4QEYwHJ9PTQ/10mJwuMG6uOBSOnetcedTs3Nzhn4+md6K1tcIsECaXWVol9+9WxcMek+CNXe+9g5navwsLCUNwNUdTSu7YBYET7boiuFmXMNv6q0EyIiIgoCFJTAVQ7t1tbgdOVakGCkSREREZRyNVgxQV9gbhozNvuk5YmcM1SqRS0162X+NhtnjshbTaJ7e+rY9FcWKLolZ0NVFd7vuybXxeYNDF8f5dTpwAVJ5zbh8oCHzWxa7d2kGlucBoWRowQGJErUeNyRsuhMqA4TGu2vB9jZ464nTnE4rbhrbfeGvxKRMOYnrcNAJkXNyvbtrzpkKkjQzMhIiKiIEjVFpVsawVOa7EkxcUsSBAR5eQIAM5C0WCxJHrmbDTmbbtatVLgldecv/+588DefZ4LRofK3JuFFi4I7vyIPMntp3P7Ix8Grr82vM/JaVPVxVoD3blts0ns2auOBSNvu8+0qcDmLc7tssMSNy4Pz2OsnzkyZ47RLR+t3A6uDvL+EwlCHktCRO70D2MpKRJxJzcpY1Z2bRMRUZTTi9stHjK3x4ap64aIKJK4x5L0f922Nun2WhrNndsAMH0a3GIU1q7zHM2ydZs6PmECkJ8XvYUlil6eYklmzwLu/Wz4/x71DP7qaqC2LnA51eXHjDPyXF0SxO7lqVPVxzRci0rabBLvaYtJRvuZI/r7T0cn0N4e2esasrhNFAGamtTt6SMrYGo6q4zZJlwdwhkREREFnl7cPnNGun0RKmIsCRGRx1gSKT0XFw4fAVwvsliASRODOLkQ8LSw5NvvAA2N7o/Btu3q9qKFwZwZUf+Ki9S/2ZEjgIe+L2CxhL/YWVwMJCerY2UBLAjv2q3dX5ERHxIserH+xAmgszP0Bdiyw+5n4i+O8tcgPZYEiPxoEha3iSKA3rm9JF/t2ranFcA+YnIIZ0RERBR4enFb77KJjwfy80I3HyKiSKUXF6xW94aYPnq8wKSJQEJC+Itp/lp2vZFd28dqBV57Xb3O+QsSJ0+pY4ujvGuSotcN1zvPQMsbacKPf2RCVlZk/D2azQJTtJJC2eHAFYP1vO1L5gVs1x6VlgBml4qmzQ4cLQ/ufXridubIeCA/PzL+zX2VlCSQoi0CP1g0VrixuE0UAfQjfZdlbFa2reOvAoKwEAMREVEopWoflM+eU7eLxhhfvoiIhjv9tHCg/2gSvUA1LcojSfqkpwssvUodW7deKh3s27Wu7cxMuBXwiEIlI0PgT7834T//zsDaFzMwuTSyPtPocUWBivLo6pI4eFAdC2beNmAUYMePV8fCEU0Sq2eOeBONFQlY3CaKAE1Nzg9oWfF1GBe3X7ncNn5pqKdEREQUcKmpA3/RKWYkCRERAMBiEcjMVMc8dc5JKd0KOlOjfDFJV3o0SeUZYP8B5/ZWbSG3hZfxICmFV0KCwMSJFqSmRl65TV9o9shRIzPaXwcOAt09zm2TCZgz2+/dDko/kFdWFtpYkgsXJE6cVMeiPW+7jx6Nxc5tIhqUa+f2lXlbYBLOF2UZlwzbmMvCMCsiIqLA0ju3dcXFsfGFgIgoEPRokjoPmadVVUBDgzqmZ9FGs1kzjbN6XPUtLNneLrF3n3pZrBSWiIJBf23o6HBf2NsXeiTJ5NLBGxoCQT+QF+rO7W3aQpIZ6bHz+uv+/sMFJYloEM0u+XlX5m9WLrMVLwYs8aGdEBERURDomds6dm4TETnlasUFTwt66cWcjHRg1KjgzSnUPC0sufltoLlZYuduoMelW9RsBuZfGuIJEkWR7GyBgnx1LBAFYX0xyWDnbffRY1ZqaoGamtAVYbdpZ44sWBA7Z47o7z+MJSGiQfV1bseburBwxFblMusERpIQEVFsGLS4XRyaeRARRYOhdM7pedtTpxoF4Viy/AYgzmVhye4e4LU33AtLs2cBKSmx9bsTBZreWexvlEdzs0T5MXUs2HnbfYrGuJ8VqC+wGyzt7RJ79qpjixfFzutPTo76uzCWhIgG1dxb3L40dweSLR2OcQkB67glYZoVERFRYA0USyIEMGZ06OZCRBTp3DrnhtC5PW1q7BRX+mRmClx5uTq2dr10W0xyMSNJiAalv0b427m9Zy/gssYrEhKA6dP82+dQmUwCU7Ri/aEQ5W7v8nTmyCUhueuQGEosViRhcZsoAvR1bi/J26SM2wtnA8kelkonIiKKQgN1bhcUGIswERGRwa1zTisu9PRIHNM6JmMl71W3epX6WJw6BdRrWeOLF4VuPkTRSo/yOHUaaGvzvSCs523PmgnEx4fu85zbopIh6tz2dOZIKHLGQ2UosViRhMVtojCTUvZ2bktcmf+2cpl1PCNJiIgodgxU3B7LvG0iIsVgndvHK4yIDldTJgd3TuEyZzYweoAs8eIiYNSo2CksEQXLpImAxeLclhI4ctT3/bnnbYf2eagvKnnkKGC1Brd7226X2K4tJhlri9nqndvt7UBHR+QuKsniNlGYtbUBNhtQmn4E+UlVymXM2yYiolgyUHGbedtERCq9uFBbZzTG9NHjBIqLgLS02Cqw9DGZBFau6P93W7QwhJMhimIJCQKTJqpjvkaTVFVJnD2njs2b69u+fKXHknR2AidPBvc+y8vdF1iMtdcg/eAqENnRJCxuE4WZI5IkX4skySiCzJ4QhhkREREFh8UikJjo+bLiotgsyBAR+UovLvT0AC0tzm19IbhYjSTpc+MyI9fWk1jrmiQKJrdFJQ/71pG7a4+6nZ4Ot8J5sGVlCowqVMf8zREfzFYtkmTMGGDM6Nh6DUpOFkhKUsciOZqExW2iMGt2FLc3K+PWCVcZq2sRERHFkJR+FpVk5zYRkSrbw9I7rsWF4bCYpKvsbIErFruPp6YCM6aHfj5E0crTopKuZ4UMlZ63PW+ucZZFqOk54r4W64dqq9titkG9u7AJxqKSXV0SDz3c6v+ONCxuE4VZUxMwMrEa0zIPKeM25m0TEVEMSusnmqSYmdtERIr4eIGMdHWsr7jQ2Chx7rx6mV7giUX6wpIAsOAy48wgIhoavXO7oQGoqvJ83f5IKbFb69wOdd52H71YH8xFJWtqJMrL1bFYPXNksHUffPGbJyWe/3uX/zvSsLhNFGbNzcAVeepCkjIhDbZR88I0IyIiouDxlLudlQWkp8fmFwMiIn94yt0GgMNH1PGEBGD8uNDMKZwumQcU5Ktjixfx/YPIG6NGwe3AmbdRHidOGkVxV5eEOG+7j16sP3UaaGkJTvf29vfV7dQUYOaMoNxV2Lm///j3mLa0SKx/JTj/LixuE4VZUzOwJG+zMmYdewVgjgvPhIiIiILIUywJu7aJiDzLzVW3a2uN/x/S8rYnlw6P7mWTSeBrXxEw9VYyZkwHli4J75yIoo0Qwu8oj1271e2CfKCw0PN1g23SRCBeK58cORqc+9qm5W1fNj92X3sD3bn95kagK/BN2wBY3CYKu/amNlw2Qg1tsk24OkyzISIiCi5PndtjmbdNRORRjpa7XVdvFFb00+5jfTFJV5fNF3jpXwJP/UbgN4+LmC0sEQXT1Cn+RXnoeduXzDOK5uEQFycwaZI6FoxFJbu6pFtRP1YjSQAgJ0f93fxZUFJKif+sC14WOovbRGGW0/QeEszdjm2bNMM69vIwzoiIiCh4PGVuFxXF7hcDIiJ/6J3bdXWA3S5RNswWk9RlZwtMnybCsngdUSyYpnVul5cDPT1DKz5arRL79qlj8+aG97moH+ArKwt8IXXPXqCz07ltMhmZ/7EqkJ3bh48AFRX+zWcgLG4Thdm47s3K9jnLXCAxIzyTISIiCjJPsSTs3CYi8sytc64WOHMGaG1TrzecOreJyH9TJqvb3T3A8SEWHw+VAR2d6ti8MOVt9/G0qKSUgS1wb9UiSaZPAzIyYvcAm1sslh/F7XXrg9e1DbC4TRRe0o7Jps3K0LkURpIQEVHsSk11/xJQxMxtIiKP3GNJ3OMDRuQCI0fGboGFiAIvLU24rXky1CgPPZJk4gQgKyvMndtaJ3pjE3D+fOD2L6XENjVNNqYjSQD395/WViOaxVvt7RIbNgZoUv1gcZsojExVB5FhVg9/1Y+4KjyTISIiCgE9czspEcgbGZ65EBFFOk8LSuqLSepFHSKiofA1ymP3HnX7knkBmpAfCvKBrCx17JCXOeIDqTgBXLyoji1aGLj9R6KcHPcxX7q339yodvqbzb7PqT8sbhOFkaVik7Jd0TIe5lyem01ERLErP0/dnjAhfAsQERFFOr240N0NvL9THdMXhiMiGoqpHqI8BtPeLt06vOfNC/9rkBAiqLnbetd2QT4wbmzAdh+RUlKAxER1rLbW+/2s1RaSXHJlnB+z8ozFbaIwMp9Qi9tbqq5CenqYJkNERBQCl8wDSkqMny0W4PaPhv8LERFRpNJPCweACxfUbX1hOCKiodBfO86eAxobBy4I79sP2GzObYsFmDUjCJPzgX6gL5Cd21u3qY/LooWx35whhPAYjeWNo+USR8vVsQ/fkuj5yn6wBHyPRDQkoukczLXqs/zt6qWYz+I2ERHFsLg4gaeeMHIdR44ERhXG9hcDIiJ/JCQIpKVJtLR4vtxsAkpLQjsnIooN48cBCQlAV5dz7PARYOGC/m+j521PnwYkJ0fGZzm9WH/8ONDdLREf79/8GhqkW1f74kWR8TsHW24ucM4lu7zOy1gSfSHJkSOAyxezc5soZli0ru36riwcqJ+F9IwwTYiIiChE4uMF5swWLGwTEQ2Bp9zTPuPHA0lJfC0lIu9ZLAKTS9UxPdNfp+dtz5sbOa8/UyYDrs3UPT1A+TH/9/ve+4B0eViSEoHZs/zfbzTQ339qa4ce9dLeLvHGBnVs5QoBsznwfzMsbhOFiR5JsvXiFbDDjLTUfm5ARERERETDTu4AxW09Y5aIyBtuOdUDRHnU1UlUnFDHImExyT4pKQJjtSXMhpIjPpit29WC7qWXwu9u8GjhTyzJW5uB9nbntskErLgxOI8bi9tE4dDVCvMZdSWYzVVLkZpqHD0lIiIiIiICBu7c1heEIyLyxjQPi0ra7Z67c3fvVbeTk41u6UgyVYsmGawTfTA9PRI7tEV8Fy0cPq+7ubnq7+rNgpL6QpIL5gP5eSxuE8UM8+l3Iew9ju1uWxy2X1yMDOZtExERERGRi4E6t7mYJBH5Q+/cbm0FzpzxfN3de9Ri5ZzZkdecpy8q6U/ndk+PxKO/lEr3MQAsvMz3fUYb/eDqUDO3j1e455SvWhm8vxUWt4nCwFLxlrK9s24+2m0pzNsmIiIiIiJFTo7ngkBqClA0JsSTIaKYMnKkQG6uOuapICylxM5d6lgk5W330Q/4XbhgLAjpraYmiS9/TWL9K+r4lCn9vybHIv3g6lBjSfSFJHNyBl6o1F8sbhOFmt0Ky8ktytCWqqsAgJ3bRERERESk6C+WZMoUwGQaPkUWIgoOvSDsKcrj7Dng4kV1LJLytvuMG2ss+OjqkJfd26dPS3zmXol9+90v+9Qnhtdrrv7+09wMdHUNfLCgs1Pi9TfVsRXLg9vlz+I2UYiZzu+D6GxSxrZUXwUAyGDnNhERERERuegvloSLSRJRIAwlymP3bnU7J9soJEcas1lgspYDXuZF7vbOXUZh++w5dTwhAfjhgwLzLx3exW0AqB+ke3vT20a8TR8hgJUrgvu4sbhNFGKWik3K9tGmUlzoKATAzm0iIiIiIlL1X9weXkUWIgoOvXO7osLovnW1a7e6PW8uIERkvgbpB/4OlQ3tdi/+R+Jr35BobVPHc3OB3zwucNWSyPx9gyktFYiPV8dqB8nd1heSvPQSoLCAxW2imGI5oRa33+6NJAGA9PTh92JJRERERET96y+WZCoXkySiACgtAcwu1UGbHTha7rJtk9i9V73NJfMit3Yxbao6tyNHAbu9/+5tq1XiscftePSXEja7ellJCfD7JwUml0bu7xtMQgivFpU8eUri4Afq2OogLiTZh8VtohASDSdhajipjL1dvdTxM2NJiIiIiIjIVWKiQGqKOlZYCGRlDs9iCxEFVlKSwLhx6phrt/OxY0BLi3r5vAjM2+6jH/hrawNOV3q+bmurxDe/I/GvF9wvW3Il8JtfCYwYMbxfa90WlRyguK0vJJmdBVy+OAiT0rC4TRRClorNynZ9Ty7KGqc5ttMZS0JERERERBq9c06PESAi8of+muKaU71rj3rZmDFA3sjILfjm5giMHKmOeYomOXde4rNfkHh/h/tld94BPPR9gaSkyP09Q0V//6mt89wF39Ul8dob6tjyZcFdSLIPi9tEIWSpeEvZ3lpzFaTL05CZ20REREREpBtVqG5Pn8qCCxEFztSp/S8qqedtXxLBXdt93Ir1h9XfYf8Bic98TuLUKfV6cXHA/d8R+Mw9JphMfJ0Fht65/fY7QHOzOrYqyAtJ9mFxmyhUOhpgOq8GVW08e5WyzeI2ERERERHp1qwRsFiMn0eOAJbdEN75EFFs0YvBF2uAmhqJri6JAwfVyyI5b7uPvuCua+f2q69JfPErEo1N6m0yM4Ff/ULghusj//cLpZwc9fHob0FJfSHJeXOB0aND81haQnIvRATL8Q0Q0ubYtpsT8V7NAuU66czcJiIiIiIizcLLBP7vj8CpSuDSeUByMosvRBQ4RWOA1BSgtc05VnYYSE0FurudYyYTMGd2yKfnNb1Yf/Ik0N4u8Ze/Svz1OffrjxsL/PTHAgUFfG3VDaVzu/KMxL796lgoFpLsw+I2UYhYyl9XtlsLrkSnLUkZY+c2ERERERF5UlwsUFwc7lkQUSwymQSmTJHYucs5duiwhFnLeygtAdLTIr8AXFoCmM2Arbe/0G4HPv8/EseOu1934QLg+/cLpKRE/u8VDrm56ran4ra+kGRGOnDF5UGclIaxJESh0NEAc+V7ylB1jnouYXy8sRI6EREREREREVEoTZ2ibpeVAbt2q2PRkLcNAAkJAhMmqGOeCtsf+TDwyI9Y2B5ITra63dgE9PQ4i9nd3RKvvqZeZ/kyID6endtEMcVS8ZYSSSLNCTiTeKVyHXZtExEREREREVE4GDnVzqJl2WHAalWvEw15232mTQXKyz1fZjYDX/mSwE2rouf3CZecHPexunogP8/4+Z2tcMsvD2UkCcDObaKQ0CNJbOOuRH1bijLGvG0iIiIiIiIiCoepWk51d7cR59EnPh6YPi20c/KHvqhkn9RU4Bc/Y2F7qNLTgbg4dcw1mkSPJJk9CygqYnGbKLZ0NsFcuV0ZspbcgGbtyBY7t4mIiIiIiIgoHLIyBQoL+7985gwj7iNaeCrEjx4NPP2kwLy50fN7hJsQwi2apLa3uH3unHSLrgl11zbA4jZR0Fkq3oKwO8/lkeZ4WMdfhaZm9ehWOovbRERERERERBQm06b2f1k0RZIAwJjRAlcsdm7Pmws8/VuBojHR9XtEAj2apK9ze93Lal0rLQ1YoibwhgQzt4mCzFKuJuvbxl4BxKegqdmujLNzm4iIiIiIiIjCZeoUgTc3SI+XRctikq4eelBg+3tGrMb8SwGTiYVtX+Tmqtu1tRJWK/DKq+r4suvD093P4jZRMHU2w3zaPZIEAJq0WBJmbhMRERERERFRuEyd4nk8LQ2YNDG0cwkEi0XgisvDPYvop8eS1NUDW7cB9Q3q+KowRJIAjCUhCirLibcg7D2ObWmOg3X8UgBAc7N63Yx0HkEkIiIiIiIiovCYNNF98UAAmDcHMJtZsxiucnPVf/u6OmCttpDkjOnA+HEsbhPFHEv568q2rfhyICEVgHvnNmNJiIiIiIiIiChc4uOFxw7taMvbpsDSM7fLy4EdO9WxcCwk2YfFbaJg6WqB+fRWZagvkgRw79zmgpJEREREREREFE6eFpWcF4V52xQ4eixJfQMgXRq3U1OApVeFckYqFreJgsRSsQnC5hJJYoqDdcLVju0mPZaEmdtEREREREREFEbTp6kduHl5wOhRYZoMRQR9QUnd9dcBiYns3CaKOZZjbyjbtuJFQEIaAKCrS6KrS70+O7eJiIiIiIiIKJyuvAIoLnJu33O3gBCMJRnO9FgSXbgWkuxjCeu9E8WqrlaYT72jDFlLljl+1vO2ASCTndtEREREREREFEZxcQK/fwrYuh0YMxooLQn3jCjcMtIBiwWwWt0vmzIFmDSRxW2imGM5sRnC1u3YNiJJljq29UgSkwlITQ3V7IiIiIiIiIiIPEtOFrjumnDPgiKFySSQnS1x8aL7ZTeFuWsbYCwJUVBYjr2ubNuKFgCJztZsfTHJtFTjxYKIiIiIiIiIiCiSeIomSUoCrl7qPh5qLG4TBVp3G8wn+48kAdw7t9MZSUJERERERERERBEo10Nx+/prjS7/cGNxmyjAjEgS52qR0mSBdcLVynWatcztDC4mSUREREREREREEchT53a4F5Lsw+I2UYBZjr2hbNvGLACSMpUxt85tFreJiIiIiIiIiCgCFRaoheySEmByKYvbRLGnpx3mk1uUIWvJDW5Xa26WyjY7t4mIiIiIiIiIKBLdcJ2RsQ0AZjNw72cio7ANAJZwT4AolphPboGwdjq2pTDDOtF9iWFmbhMRERERERERUTTIyRH4+7PA1m3A5FJg0iQWt4likqX8dWXbVnQZkJTldj33zO3IeVEgIiIiIiIiIiJylZ0tsGpluGfhjrEkRIHS0wHLibeVIesk90gSgJnbRERERERERERE/mLnNtEQ9fRIrHsZOHdO4vrrBEpL1G5r88l3IKwdjm0jkuRaj/vSi9vM3CYiIiIiIiIiIvIOi9tEQ/Ts34A//MlYCHLtOonfPQmMH+cscFuOvaZc3zbmUiA52+O+mvXiNjO3iYiIiIiIiIiIvMJYEqIhevU16fi5oxN47HEJKXvHejrdI0lKlnncj80m0dKijjGWhIiIiIiIiIiIyDssbhMNQXu7xLnz6tievcBbm4yfzafegehpd1wmhQm2fiJJWlsBKdUxxpIQERERERERERF5h8VtoiGoOOF5/InfSrS3S1jKX1fGbaMvhUzO8XgbPW8bYOc2ERERERERERGRt1jcJhqC4xWex2tqgb/+pROWE5uUceuk6/vdV1OTup2YCCQkCM9XJiIiIiIiIiI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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=\"id\",\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": [
    "Note how the model is able to respond to trend changes over time."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5a0d8b6",
   "metadata": {},
   "source": [
    "### Visualizing Prediction Matrices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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": 19,
   "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": 19,
     "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": 20,
   "id": "f9748513",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customer_id</th>\n",
       "      <th>frequency</th>\n",
       "      <th>recency</th>\n",
       "      <th>T</th>\n",
       "      <th>monetary_value</th>\n",
       "      <th>expected_purchases</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>812</th>\n",
       "      <td>813</td>\n",
       "      <td>30.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>35.654000</td>\n",
       "      <td>3.442797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1202</th>\n",
       "      <td>1203</td>\n",
       "      <td>32.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>47.172187</td>\n",
       "      <td>3.813601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>157</td>\n",
       "      <td>36.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>30.603611</td>\n",
       "      <td>3.900803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1980</th>\n",
       "      <td>1981</td>\n",
       "      <td>35.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>46.748857</td>\n",
       "      <td>4.307768</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      customer_id  frequency  recency     T  monetary_value  \\\n",
       "812           813       30.0     72.0  74.0       35.654000   \n",
       "1202         1203       32.0     71.0  72.0       47.172187   \n",
       "156           157       36.0     74.0  77.0       30.603611   \n",
       "1980         1981       35.0     66.0  68.0       46.748857   \n",
       "\n",
       "      expected_purchases  \n",
       "812             3.442797  \n",
       "1202            3.813601  \n",
       "156             3.900803  \n",
       "1980            4.307768  "
      ]
     },
     "execution_count": 20,
     "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": 21,
   "id": "6aa2ec03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1656x1104 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1175,
       "width": 1667
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ids = [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": 22,
   "id": "88c3534c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Et7Wd406cOIElS5bgwYMHapd1dXVFly5dMHDgwDQFnk3hGqLtOq2Lly9fYsmSJTh9+rTGdrW5uTkqV66Mvn37pim+cv/+fcyZMwdXrlxRe060tbXFN998g+HDh8PZ2TnV2wkPD8f69euxZ8+eFO9xJElCkSJFUK9ePXTo0AEeHh6p3m5mwuB2KnXv3h3Xrl3DkSNHACTeiCUdZAUKFEhx+f/++0/lwjh58uQUG/zJRUZGYsyYMTh16pTW+V69eoXffvsN//77L5YuXap3j6t79+5hwoQJKQaugMQT07Zt27Bv3z5MnjwZ3377rV7bioiIwG+//Ya9e/emGPABEi/4165dw7Vr13D//n3MmjVLr+2lVmRkJKZNm4a9e/em2BsgPj4eV69exdWrV9G8eXPMnj0bOXLk0HlbL1++xJAhQ/D8+XOt8z148ABDhw5Fly5d8Ouvv+q8/vSS1EjS9vsEBwdjw4YNOHLkCBYsWIDKlStnYA3T5sSJExg/fjwiIiL0Xnbt2rVYtGiRzsv6+PjAx8cH+/bt0xqIV+fAgQP4+eefVVJBJBcfH49jx47h/PnzWLRoEerVq6fTurt27Yo7d+7oXJeQkBBs3boVO3fuxKRJk/D999/rvOzp06fx448/Knq4pCQhIQGPHz/G48ePERkZiZ9//jnFZeLj4/HXX39h06ZNKQZ2knrejRo1CtWqVcOiRYuQK1euFLcRGRmJ8ePH4/jx4zp9DyDxODl+/DiOHz+OBg0apGtPsk2bNmHOnDlqb7qSk2UZDx48wIQJE7Bu3TosXLhQr8atMTRs2BAfP37Uef6PHz9i5cqV2Lx5M/788080bdo0HWun2aNHjzB06FCNAZAkDx48QN++fTFy5EgMGzZMr22k575fq1YtIbh98eLFFIPbDx8+FALbQGLvmitXrqR4g3Hx4kVhumbNmlrnTwtTabOkJD4+HtOnT8e2bdt0XiY8PBznz5/H+fPnDRa41IW/vz9GjRqF27dvpzhvcHAwdu/ejX///RdDhw7F0KFDU73dmJgYTJo0Cf/++6/W+R49eoS+ffti0qRJ6NGjh6L8/fv3GDp0KO7fv69xWVmWce7cOXz77bdYtWoVqlWrplcdX716hR9++EGn3yYiIgIHDhzAkSNHMHz4cAwZMkSvbSV369YtDB8+XK/zq7GlZ9sos0lISMDs2bOxfv16rfNFRERg7dq1OH78ONatW6fXAyEgY+8XTVFq7htevXqFwYMH49mzZzov8+bNG+zYsQP37t3Dvn37UlPVLEd5n0zN252VKlUSgtv6/E3SKj4+HtOmTcP27du1zvfhwwcsWrQIBw8exNKlS/V+AzE7XENkWca8efOwZs0axMXFaZ03Pj4e169fx/Xr1+Hp6Yn58+frHUdbtGgRli1bpvFBH5D4W27evBlHjx7FsmXLUL58eb22AQB3797F8OHD1T44V0eWZbx8+RIvX77E27dvsXTpUr23mRkZ/31CEzZz5kzhZj44OBijR49O8cbQz88PkyZNEsratWuHjh076rxtWZbVBratrKw0nqxv376NXr16ITAwUOftHD9+HD169FDbUJEkCfb29rC1tVX5LDIyEpMmTcLKlSt13tbbt2/x3XffYffu3WpvEiVJgoODg9rtARn3yllAQAC6deuGPXv2qN2mtbU1HB0d1fZkPHr0KHr27KkysIkmvr6+6Nmzp8bAtoODAywsxGdU27dvx++//67T+tPLmjVrsGjRIuH3MTc3h4ODg9q0FO/fv0f//v31CpQa04ULFzBy5EiVBqq9vb3WJ+XR0dEYN24cZs+erbFxa2trC3t7e4Ok79i7dy/Gjx8v3LyZmZnB0dFRbY/yyMhIDB06VOcGm6Yn3WZmZrC3t4eDg4Pa4yA2NhbTpk3D8uXLddrOtWvXMHz4cLWBbUmSkDNnTjg5OaUpxU1YWBgGDRqEtWvXqj2HW1pawsnJSe1rtNevX0fXrl3h7++f4naGDx+uMbBtbW0NZ2dn2NnZpfvAOurMnj0bM2bMUBvYtrS01BhUf/z4Mb777jvcvXs3vauYJpr2VwsLCzg5OSFnzpxqf/eIiAiMGDEC+/fvT+8qqvDx8UHPnj1VAtv29vZCT9nkFi5ciF27dum8jfTe92vXri1MX7p0KcU6KQeo9VlWeR7l7RuKqbRZdDFt2jSNge2kv3/OnDmNnobk2bNn6Nq1q8Yb75w5c6q9DsTGxmLBggWYNGmSTg8hlMmyjB9//FElsJ0jRw61be6EhATMnDkTZ86cAZD4plaPHj1UAtuajuOIiAgMHjxY55tUALh58yY6d+6s8bextbVV+6ZAXFwc5s+fjylTpui8reQePXqEfv36qQQl7OzsNJ6jjC2920aZzZQpU1QC25aWlnB0dFR7zXv16hX69++P6OhonbeRkfeLpig19w1BQUHo1q2bxv3O1tYWzs7OmfY4y0yU76NT8/ao8jJv3rxBTExMmuqlq5kzZ6oEti0tLTWm6Xj+/Dl69eoFX19fnbeRHa4hcXFxGDduHFasWKE2sG1lZaXxjbqrV6+iS5cuePXqlc7b+9///ofFixerDWyr21ZAQAD69euX4hvdyp4/f47evXtrbDPY2dnB2dk5XdLIZDbsuZ0GOXPmxIIFC9C5c2dFA+DOnTv466+/NKbDiImJwahRo4QUFsWLF8fUqVP12vb27dsVgUB7e3sMHDgQrVq1UqQsCA0NxalTp7B8+XLhovjkyRP89NNPOo3ye+vWLYwaNUo4+O3t7dGpUyc0b94cZcuWVRwkwcHBuHDhAlatWgVvb2/F/HPnzkWpUqXg5eWldVsREREYOHCgymueLi4u6NmzJ+rXr48SJUooArlRUVF49OgRbty4gSNHjqgNqlSqVEnxu96+fRt79+4VPtPWc0zTK3IxMTEYNGiQyutADRo0QMeOHVG1alVFD7akHE47duzAvn37FCe2u3fvYvLkyZg3b57W3yQ2NhYjRoxQOVHVrl0bvXv3Rs2aNWFtbY2EhAQ8ffoUe/bsUfS627x5s96vWxmKj4+P4gbQzMwMXbp0QadOnVC6dGmYm5sjJiYG165dw4YNGxQ3fkBigGXYsGE4dOhQps5xGB4ejh9//FFxXDRv3hxdunRBtWrVYG1tDVmW8eHDBxw+fFjlJmnq1Kk4cOCAUGZtbY3OnTujadOmqFixouJCHh8fj+fPn+POnTs4duwYLly4oFc9fXx8cPDgQUWOre7du6Nly5YoXbo0zMzMFD1v161bJ9QpJiYGv/76KzZv3qzztjw8PNCgQQNUrlwZ7u7ucHV1VdwwxcXF4enTpzh16hS2bNkipBNZuHAhqlWrprV3mizLmDJlihB0s7e3R48ePdC0aVOUKFFCuFiHhITAx8cHt2/fxpkzZ3D9+vUU6y/LMsaPH49z584J5VWrVsV3330HT09PRR7UhIQEeHt7Y9++fdi2bZvi3O/r64sxY8Zg06ZNKg+ckhw4cADnz58Xyjw9PdGtWzdUq1ZNSH0RHx+PV69e4fHjxzh//jxOnTqVrj0atm/fjrVr1wplNjY26NOnD9q0aYNixYpBkiRERUXh8uXLWL9+vRBEDAwMxLBhw7Bv3z6VXrxOTk7CNe7ly5fCjbabm5vGVzsN3Rs86VXUhg0bokKFCnB3dxfqGxMTg0ePHuH48eP4+++/FddqWZbx66+/okKFChnWQz0qKkrxUEeSJLRs2RKdOnUScvP5+flhz549WL16tRCI+OOPP9CkSZMUXy3PiH0/T548KFmypOL6/uHDBzx9+hQlSpTQWC9NQWxNQe8kQUFBQhvEycnJ4OOOAOnTZjGWW7duqdw0ly1bFr169UKNGjWQL18+xflclmW8efMGPj4+uHjxIk6ePKn2jYLkx3xwcDDmz58vfDZ69Gi96xkREYGhQ4fi3bt3QnnSK8N169aFra0tZFnG69evcfDgQaxcuRLh4eGKeXft2oXChQtj8ODBem1727Ztir+Zm5sbBg8eDC8vL8W54+PHj9i7dy+WLFmiCF7Jsozp06fjyJEjGD9+vCLIULduXfTs2ROenp6Kt/ieP3+ODRs2CA8YQkND8eeff2LOnDkp1u/Vq1cYMGCA0HHC2toa7du3R+vWrVG+fHnFtsLDw3HlyhWsW7dOSBm3fft2lClTBt99951ev824ceMUv3HNmjXRs2dP1KxZUxH0DwwMxPHjxzNNbs+MbBvpYvTo0Yrfb/78+cIbK6NHj9b6u+lyLfrnn38UuYbz5cuH/v37o2HDhope2TExMbh8+TIWLlyIe/fuKZZ78eIFVqxYgZEjR6a4jYy8X9RH8naHPuehSpUqGawOQOrvG+bNmyekojQzM0P79u3Rrl07lCtXTgiMRUdH49mzZ3jw4AHOnj2rck1P0qBBA0Vb8/Tp0zh9+rTwWYMGDTR+j8w4DomulIOFurxlryxfvnzCdHx8PHx9fVGyZMm0VC1F586dU8R8rKys0KdPH7Rr107RLo+MjMSFCxewevVqIa/4+/fvMWLECOzatSvFzj/Z5RqycOFCHDx4UChzdHTEwIED0aJFC8V5MSwsDGfPnsXq1auFmI+fnx+GDRuGXbt2pRgoPnToEFavXi2U5cyZEwMHDkTLli0VD0uStrVixQo8evQInz9/xo8//qjX95o5c6bQ1rGyssJ3332Hr7/+GqVLlxYyBkRERODp06e4e/cuTp8+jcuXL+u1rUxPzmJ++ukn2d3dXfGve/fu6b7Nbdu2Cdt0d3eXjx07pnbeX3/9VZivYsWKso+PT4rbUP5eSf+aNWsmv3v3TuNy0dHR8qhRo1SW27t3r9btBQcHy15eXsIy3bp1k/39/bUuFxcXJ0+bNk1YrlatWnJERITW5caNG6dSxwkTJqS4XJL79+/L+/bt0/j5rl27hHX/9NNPOq1XmfJ3q1q1qnzy5MkUlzt//rxcuXJlYdnDhw9rXWbx4sUqv8nSpUu1LnPv3j25evXqaveVhQsX6vVddaX82ybfty9duqR12XXr1qksN2nSJK3LLFy4ME3fy8/PT1i+YcOGes2f9M/Dw0M+cuSIztv9559/VNbRoUMH+e3btzot7+/vL69Zs0bj55r+Ds2aNZN9fX21rlv5N3V3d5e9vb1TrNOyZct0On8lCQ0NlQcNGqTXOfr27dvC/NWrV5dfvHih8zZ9fX3lixcvap1n9erVKn/bHTt2pLju+/fvy3Xq1BGWXb16tcb5+/XrJ8z722+/6fw9YmJi5AMHDsiRkZE6L6MrX19fuWLFikLdvLy8UvydV6xYobLfDB8+PMXtXb58OcOv07Isy3PmzJH9/Px0nj8gIEDu2LGjynUpvWg611SqVEk+ffq01mUvXLgglylTRlhuw4YNKW4zo/b9GTNmCPOuX79e47zR0dFyhQoVFPM2aNBAWFZbO+TgwYPCvCNHjkzxu6RGerdZGjZsKKxbn/1WlvW7Tk6ZMkWYd9iwYXJsbKxO20lISJBPnz4tv3//XuM8+l5zNZk8ebLKbz5nzhw5Pj5e4zJv376VmzVrJixTtmxZ+cGDB1q3panNPXbsWDkmJkbjcleuXFE5DocNGya7u7vLpUuXljdv3qx1u0uXLlU5Hj99+qR1mejoaLlDhw7Ccq1atZKfPn2qdTlZVj2Hly9fPsU2ibrfpVSpUjqdbwxB3zagMdpGqZXW416WNe+7gwYNksPDwzUuFx0dLfft21dYplatWlr3d1nO+PvF1ErLeUjfNosh7huio6PlKlWqCMvrc88RHByc4n1mWu+n0pty/VJ77ZBlWW7cuLGwrmXLlum9Dn9/f5W/6bVr11JdJ03UnXfc3d3lmjVryo8ePdK4XHx8vDxr1iyV5ZYsWaJ1e6Z6DVE+1+3atUvr/Ddu3JBLly4tLNOmTRs5ICBA4zLqzlPu7u7yrFmztG4rKChIrlmzprBMkyZN5Ddv3mhcJjY2Vp44caLa38fd3V3jcu/fv5dLlSolnGdu3ryptX7Ky+sSyzIVWT4tSdJAVan9l/ypsiZdunRBmzZthLKJEyfi9evXQtmhQ4ewdetWoWzKlCmpfuJna2uL1atXqzxJTM7Kygr/+9//UKFCBaE8pXQA69atE3rHeHh4YOXKlSmO4m5ubo7JkyejUaNGirJPnz5pfUX64cOHKq96durUCbNmzdI5N7WHhwfatm2r07yp9fLlS+HvZ2FhgeXLl+s0iGidOnVUBuHQ9gpeZGSkyiuEnTt3TjGfVbly5bB48WKjpDRQ9vvvv6eY67R3794qPTb37NmjU3oHY/v555/RvHlzneaNjo4WeowAQJkyZbB582bkz59fp3XkzZsXffv21auO9vb2WL16NQoXLqx1vmHDhqnk+08aT0CbwYMH63X+ypkzJxYuXCj0/rh69arW/IzKb0l06dJFr56zhQsX1jqQa0hICJYsWSKUzZ49W6c0UR4eHliyZInQW3X9+vUaX1N8+PCh4v+WlpZ69V60tLREq1at0uX107Vr1wqpSKytrbFmzZoUf+eBAweiV69eQtl///2ncaA1Yxs7dqxeOUTz5MmDFStWCL1FDhw4oHPed0OZPXt2ir3Zateuja5duwplKR3DGbnv65Oa5MaNG0K6AOXB4rQtmxEpSUylzaKr5OclIPE40fT2iTJJkuDl5ZVuA8Ilef/+vZC3HUgc3Gzs2LFaU6Xkz58f69atE3o4xsXF6ZwSK7nKlSvjzz//1NoDztPTE+3atRPKjh07BiDxfNmtWzet2xg4cCCKFCmimI6NjcWJEye0LrNv3z7hOlmwYEGsX78exYsX17pc0vaS5wWPjo7Gxo0bU1xOWf/+/YUB9zK79G4bZTblypXDwoULNaZIAhLvF3///XehN+KnT59SfPstI+8XTZ0+9w1+fn5CL9pKlSrpvCyQ2Bs1NYOdZ1XK6WBS05ZOemNO23rTi5mZGZYtW6Z1bDYzMzNMmDABzZo1E8rXrVundWyB7HINWbZsmZCWLHfu3Fi3bp3WAeOTzlPKY+78/fffWtP8btu2TfjcxsYGq1ev1vrGgIWFBWbMmKF3u9Xb21tIc9esWTO9xjBzdXXVKZZlKrJ8cDujTJ8+XRhJOyQkBKNHj1bc6L148QK//PKLsMw333yj16iuygYMGKBTzihLS0uVPEjPnz/X+BpCRESEEMSVJAkzZszQ2ihKTpIkTJgwQcjPqW0ABOUgb5EiRVR+q8xg7dq1wknx+++/12uwn2bNmgmjVj948EDjaMeHDh0S8sM6Ojpi/PjxOm3H09NT5WFLRqtZsyZatmyp07wjR45UScfwzz//pFfVDKJMmTIqgSRtdu3aJaSUsLCwwJw5c3Q+plJr0KBBOp0jzMzM0KlTJ6FM26BXaWFlZaXSgNH2SpRynmR9BzhKydatW4VXuRo3boxWrVrpvHzFihWF4+3Dhw/Ca57JJf8uSTlsjS0sLExlwKEBAwbo1KgFEl+bVr6JVR4s2ZTlypVLCPbGxMTg5s2bGbb9+vXrq9yoaNKlSxdh2tvbW2t+4Yzc96tXry4ETK9evapxIJ/kAeocOXKgdevWQhBKW2oS5c/SI7htKm0WXaX3OdYQtm7dKqSmcnR0xIQJE3RatkCBAiqpFY4fP66S3iQlkydPVpt3Xpm6hxZ58uTRaZBXc3NzlWMwpQEoldNJTZo0SevNurKRI0cKeVt37typdeArZblz51Z5AJXZZca2UXqaMmWKTrlW8+bNq5KWInmqEmUZfb9oyvS9b1B+iJ4Zz8umRHksGXWB6pSoC4inNPi6oXzzzTc6p8v5+eefhe8XEhKikoojSXa5hvj6+qqk6hk/frxOg0NKkoTJkycLnReio6OxY8cOtfMnJCSoxDH69+8vPLjWxMzMDFOmTNGprZHEFNpwGYnBbQOxtbXFggULhB3/3r17+PPPPxEdHY1Ro0YJN5ElS5ZMdeJ9ILEB3LlzZ53nL1++vMrIq5puQs+dOyfkfKtatareOSuLFCmCcuXKKaafPHmCoKAglfliYmJUBsXs3bt3phscIyEhAYcOHRLKkj+p1JVywPfatWtq5zt58qQw3apVqxRzpyaXUu+g9KZPvi07OzuVnk6a9s3MomPHjnr1jk8+ujYANG3aVOfgYWqpuynTpkqVKsK0pkFMDUG5gaZtIFHlwVIMfWOpnAPdEMd18hx0ySX/Lp8+fcoUbyhcvXpV6HliYWGh1/Fra2ursp8lz6WfFeizvxqacsBaG3d3d+GBSUREhNYAXkbu+zlz5hTaIOHh4RoHLUoeoK5WrRqsrKyEty809dz28/MT3pgrWLBgqgaN0sZU2iz6SO9zrCGcPXtWmG7Tpo1e+Tc7duwoBNzi4+NVxj/QxsPDAx4eHjrNq9zWBhID3roO5KS8vLZr8YMHD4TPCxQogMaNG+u0nSQODg6oV6+eYjokJASPHz/Wefl27dqlKlBkLJm5bZQeypQpo9cYPMrf98WLFxrnzcj7RVOn732D8thDDx8+TNVguJRIuedyagagV3cO19Yj2pD0eTCSL18+lZ64mu6rs8s15OzZs0LvZicnJ7Ru3Vrn5fPmzavyJoSmex0fHx9hLBJzc3O92vJFixbV+saxMuVzRWZsw2WkLD+gpLaBqnShLeWHMnd3d0yZMkUYTHLTpk24f/++cJDb2tpi/vz5Or++qk6FChX0eqoGJPbKSv4EXtMNunLAtW7duvpXEIkDEiVtQ5Zl3L17V+XV6rt376qMVq7PySajeHt7C4OAFilSJMXXGdVRvjm6deuW2v1T+W+j74WmUqVKcHFxEQbvyygWFhZaByRRp3HjxlizZo1i+vHjx4iKisq0AYMaNWroPG9MTIxKECcjXkd3d3fX6+ZfOQiUfH/XR2hoKJ48eYLAwECEhYUhKipKaFAAEG6GAGgNwCmnVNq1axdKly6N7777Tuvr6LoICgoSUmhYW1sLb1foSvm41hS0q1ChgqKBmZCQgJEjR2LOnDkGD8DpI/ngM0Diq/f6XluaN2+OxYsXK6b9/f3x7t07nVPuGFNgYCCePXuG4OBghIeHq91flQci0rfHZ2pJkoTq1avrNX+hQoXw6NEjRZmm4zij930gsRd18v3t0qVLKm8/hYSECGky6tSpo1g2qUefpgEpM6LXtqm0WfRRoUIFoW04ceJELFiwAKVLlzZirb6IiIhQuVFWfkU4JXZ2dqhXr57woPnWrVs6Bzn1eUsvZ86ccHBwEHpT6bO88mvLyr2yklNur9epUydVaenKli0rdOC4deuWzkFKfdpDmYGx2kbGos81BFD9vvrsf+l5v2jq9D1OihYtCnt7e8X+9vz5c0yePBkTJ07MFG/9mRpra2uhl3XyN4F0pS7tWkY82HN1dVX70FSbxo0bCymUdI35ZNVriPK9ToMGDXR+4JykefPm2LNnj2L6/v37iImJUVmP8m9doUIFvVO3NWnSROcH8OXLl4ckSYp7lwsXLmD+/PkYOnSo3t8xK8jywW1XV1e9R21Ni2+++QbXrl0TcgMqH1C//vqryk2ZvnTtQZKc8kkm+Q1wcsoH5evXr1VyhetCOed48hGfkyin5ShRooTKE6jMQPk3sbS0TNVv8unTJ2FaXfA5MDBQpVzfnhBAYm8NYwS3ixUrpndQukyZMjAzM1P0SoiLi8PTp0+F3hyZhaWlpZCCKCXPnz9XebJv6JHY1SlYsKBe8yeNSp0kea6/lLx48QK7d+/G0aNH4evrq9d2Ae03T+XLl0e5cuUUT6Lj4+Mxffp0rFmzBq1atUL9+vVRsWLFVF3A7969KwQy7e3tU5USR7k3jabjrmvXrkLviTt37qBFixaoX78+mjRpgpo1a+r9d0sr5aBRao654sWLI0eOHMKNw+PHjzNtcPvBgwfYs2cPjh07lqre89r2V0PKmTOnXm/sALofxxm97wNArVq1hBzfFy9eVHkV9cqVK8LrrEm9V2rWrClcIy5evKjSjsqIfNum0mbRR+fOnfH3338r9oeXL1+iffv2qFGjBpo1a4ZatWrpdc0ztKdPnwopbCRJSlUbuFy5ckJwW5+eZdryZKpja2srnCf0Oa8rp3RI/tanMuW2aVBQUKrapsq/hT5tR3d3d723Z0wZ2TbKDNLz+2bk/aIp0/e+AUjs7dmpUychZcTOnTtx5MgRtGjRAg0bNkT16tX1biNkV7a2tkIbNTo6Wu91qOulnd7pJYHUxXyUl3n//j2CgoLg7OwslGeXa4gh7nWUl4mOjoavr6/K2FPK8bXUxHD0+ZvnypULzZo1E9o3y5Ytwz///IOWLVvCy8sLVapUUTm3Z1VZPrhtDFOmTMH9+/fh4+Oj8tm3336L9u3bp3kb+ja0AdUGTkREhNonTslzAwOJF9OdO3fqX0kl6gbhUk7Gb8wejNoo/yZPnz7F1KlT07xedb+J8ut4OXLkQK5cufRed0YHyZKkZt+0tbWFk5OTsD8o9+7NLOzs7PTKhaW8j9vb26fq76kv5VfNU6L8nXR5/TEmJgZz5szB5s2bNebP1YW2m3cgcZC777//Xjhe3rx5g5UrV2LlypWwsrJC2bJlUaVKFdSoUQM1atTQ6c0Y5eP648eP6XZcA0DDhg3RpUsXIadkXFwcTp48qUhFlC9fPlSqVAmenp6oWbNmuqevUa5ras4b5ubmyJ8/v/BqY2Y8fkNDQzFjxgzs27dPpXe2PlLaXw1F32MYUD2ONeU9zOh9H0h8qGdra6tIg3P37l2EhYUJvdCS977OnTu3YvAkJycnlClTRhFcvnjxopC7X5ZlIXe/JEkpDmicGqbSZtFH6dKlMWbMGMydO1dRlvR7Jv2muXLlQqVKlVC9enXUrFkzVTdrqaW8Tzk6Oqbq2FDOQ6nPwLBpvZ7qc1Op/EaStmux8nF8/PhxHD9+XOdtaaLPb2NqwbWMaBtlJvp+37Tsf+l5v2jK9L1vSDJixAhcuXJFeKgaFham+J0lSULx4sVRuXJleHp6onbt2nq/eZdd2NraCh3MUpNORF1APCOC26m5r1a3THBwsEpwO7tcQwxxr+Pi4gJra2thP1D3PZXvfwwRs0vJ5MmTcf/+fSEdyqdPn7Bp0yZs2rQJFhYWcHd3R5UqVeDp6YlatWqZfMcMTZhzOx3kyJEDgwYNUil3cXFJU57t5FLzSpK6Bo66HmjpFZRQdyFR3lZmPdDSq6GlbiAK5VceU/v6WWpu/gzBUPXNqN6R+tL3yaex9vHUvFamj5iYGAwbNgzr169PU2AbQIqBxhIlSmDHjh0a0yYkpX5Zu3YtBg0ahNq1a+OHH35IsWdeRh7XSaZNm6b1tVJ/f38cOXIE06dPR8uWLdGmTRts2bJF7euQhqD8Gxjq+M1sN6chISHo1asX9u7dm6bANpDy/moo6XkMG2Pft7S0FNIzxMXFqeToTh7crlWrlvAbJO+JrTwgpbe3t/BguHTp0unyENFU2iz6GjRoEP73v/9pDIwEBgbi5MmTmD17Njp06ICmTZti+fLlGdKLVbktkNreR8rnNn2OgbQei+l1LKfXcaxP4MfUeoOld9sos0nP75uR94umLLXHiK2tLTZt2oTOnTurDY7LsoynT59ix44d+OGHH1C/fn306dNHZVwIUr1WKwd1daHujYKMCMympl2eI0cOYRBvQP19dXa5hqTXvY66c6Dy72yomJ02Li4u2LFjh8aUbXFxcXj48CE2b96MkSNHonbt2hg2bBiuX7+ud90yOwa300FwcDDmzJmjUh4QEIBjx44ZoUaJdL0hT00eKkNtP7M2OtPrN0lPGRWAMRRTq292t3LlSpVBvpydndG9e3fMmzcPu3fvxoULF3Dr1i08fPgQjx8/Vvw7ceKE3tsrUqQINm3ahC1btqBz585aU15ERERg//79aNeuHX7//XeNx68xjmtJktC7d2+cPHkSkydPRvXq1bWmVPHx8VEEuu/evZsh9ctM6zGUWbNmqaSUyJ8/P/r164fFixdj3759uHTpEm7fvg1vb29hf924caORap1+jHVNUx4kJ3kw+927d0J+c+W0Ismnw8PDhddplfNt6zMYT1pktv08Ldq2bYvjx4/j999/R926dbX2SHv16hXmzZuHpk2bZvgAsln1HJUa6fXQk+0x0oUx7xezCzs7O/z22284fPgwBg8eDHd3d43nrvj4eFy8eBGDBw9Gnz59jJKaMrMqWrSoMP327Vu916Gcxs7MzCxV429lJtn1GpKR7YiMamvkzp1bcT/Tq1cvuLm5aZw3NjYWx48fR7du3TBu3DiTS7elDdOSGJgsy5gwYYLGk+aUKVNQrlw5lZOsvlKzE6pbRl2vIycnJ+GCuGXLFr0Gw9GH8qAuma23XxLlJ7MdO3bEzJkz02Vbyk/rUnvCMdaJylD1Ta8ecRl9wVXexzNrj3R9hIeHY9WqVUJZ69atMWPGDJ3SgSSlJUiNatWqKc5Hr1+/xvXr13Hz5k1cv34dz549E+aVZRkbNmxAcHAw/vzzT5V1KR/XtWrVwvr161NdN304Ojqie/fu6N69O6Kjo3Hnzh3cuHFD8U/5N/Lz80OvXr2wdetWgw70pvwbpGUg0eQyU49WX19fYRAYAOjbty/GjRun0rNFnbTsr5mVsfZ95YB18qB0SgNCVq1aVXgl9NKlS6hatari/8mlV3DbVNosqU2dkCNHDnz77bf49ttvERsbi4cPH+L69euK85JyL6XAwEAMHToUK1asSPVgcilRPpdk9jZGRlLeH//880+0a9fOOJWhbCcj7xezuyJFimDMmDEYM2YMgoODFW3fmzdv4t69eypvUF68eBF9+vTBtm3bOAAlVIPbfn5+eq9DOTd8wYIFM2RAydRc8yIjI1X2CU0xn+Sy6jXE0dFROFcZ6l5HXc995d85NdtKy8DFpUuXxqRJkzBp0iR8+PBBca64ceMGvL29VeIgBw4cQEBAANatW5eq9EmZDXtuG9iaNWuE14HMzMyEvDkREREYNWpUqgYySC41TxyT5+EBEl93UtdjUDkfk/LJ3JCUXxt+9epVum0rLZTrmZqLoq6Uf//IyEiVPJ+6UP57Z5TU7JsREREqN82aRrNXfgKqKaesJhkdXFbed0JDQ1P198xMzp07J7xy5ubmhlmzZukU2AZU88qnVqFChdC+fXtMnz4dhw4dwsmTJzFmzBiVYyipV66yjDyutbG2toanpyeGDBmC1atX48qVK1i5ciW8vLyE+SIiIjB9+nSDblv5OEvNeSM+Ph7v3r3Tul5jOn78uNCY8/T0xE8//aRTYBsw3P6amRhr3y9VqpSw7WfPnuH9+/cAxOB20aJFVd7OsLa2RpUqVRTTSfPHxMTgxo0binJLS0tUr149XeqfUW0W5eucvsHqtNwYJbG0tETFihXRr18/LF26FBcvXsTmzZvRunVroX5xcXH49ddf05yeShN1DxRS8/2U27KmlitaHeVrnbGuYZQ9ZeT9In3h5OSEJk2a4Mcff8S2bdtw6dIlzJo1S2VgvidPnmD16tVGqmXmojwA9bNnz/QeP+X27dvCdHqPiZMkNffV6pZR1y7PLtcQQ9zrBAQEqMTv1LUjlLdliJhdarm6uqJly5b45ZdfsGfPHpw/fx6//PKLSk7vK1euYPfu3QbZprExuG1AN2/exLx584SyYcOGYdWqVcLrnY8fP05zr1/l16t18fDhQ2E6aaAmZWXKlBGmr127pve2dKU8GuzTp08zZc9W5Z6S9+7dS/MDCk1y5coFFxcXoUz5b6cLb29vQ1VJL8+fP9c7X563t7dw825hYaHSEEmi3ANB316VqbnIpEWxYsVUgr63bt3K0DoYmnIu6xYtWmhNraHs3r17hq4SgMReFIMHD8aBAwdUBg/bv3+/yvzK57rXr1+rBGmNwcrKCl5eXli5ciV++OEH4bMbN24Y9MGV8s3Q/fv39V7Hs2fPVHIta7q+GIPy/tq2bVu9lk+v/dWYjLXvqxvoMenB05UrVxRlyr221ZXfvXsX4eHhuHnzprD/Va5cWecHbfrKqDaLcg5Kfa9z6fFw29zcHNWrV8ecOXNU2rqvX7/GzZs3Db5NIDGAkPxBlCzLqWoDK5/bMtM5KrWUj+OsmD+TMq+MvF8kzRwcHPDNN99gz549aNSokfCZurZvduTp6SkMlhofHy+kNtOF8jUuo9KfpeZ6p7yMq6urSiAbyD7XEEPc6ygvY21trTb1h3LbIjUxnNT8zXWRJ08e9OjRAwcOHECFChWEz7LKuYLBbQMJCgrC2LFjhZ4rtWvXxtChQ1G8eHH8+uuvwvzbt2/HgQMHUr29u3fv6j0YgnKe24oVK6qdT/mm8uTJk+kWyK1YsaJwEyrLMv7991+Db0f5NQt9e/tWrVpVqGdERES65plU/tvom6P49u3bRsu1FhcXh9OnT+u1jPL3c3d3h42Njdp5ldO26NtTRHkAs/RmZWWFSpUqCWWmfgFJPuI4oP9I0Ok92E2ePHnQv39/oUzd4JJfffUVvvrqK6HsyJEj6Vo3ffXr10/lYVdKA2Xqo3LlysL0rVu3VP6+Kfnvv/+E6Xz58mnNiZ7RlL+PPnVLSEjI8JzCGcGY+75yG+PChQt4/PixcM3SJbgdGxuLa9euZVhKEiDj2izKr7Xqc52Lj49Pt0Bzkq+//lqlnaLpvKT8hoS+7S9bW1uVm8Xjx4/rtY6IiAicO3dOKFM+95miOnXqCNPXr19P1UBplDko36ukNr1QRsnI+0VKmYWFBcaPHy+UvXnzRmNai7TeG5uSXLlyqZzzDx06pPPy169fVxlQUvlBQnr58OGD3p0sdI35ZJdriPLf/vTp03rnG1e+1ylXrhwsLS1V5lO+5797967eMRl92zj6srW1xYgRI4QyHx+fdN1mRmFw2wCS8mwn7/Xk4uKC//3vf4qnhO3bt8c333wjLDdlyhS8ePEiVduMj4/HP//8o/P89+7dUzkxNmjQQO289evXF27eAgMDsXnz5lTVMyWWlpZo3LixULZhwwaDj5St3AtK3/xVVlZWKr/X4sWL063hqbytgwcP6pXbc8uWLQaukX62bdum87zh4eEqwV5N+yaQ2BM6uTt37uj8d4iMjDRKYPnrr78Wpo8fP66SH9qUKPfS1qfn4p07dzKkZ4Byz21NPR+bN28uTK9evVrvVxXTkyRJKq+PKfeSTgtPT0/hzaK4uDhs3bpV5+UjIyOxY8cOoUw5nYqxKTc+9dlfjxw5YrQUT+nNWPu+cvD50qVLQoDa3NwcNWrUULts2bJlhVc+L168mGKubkPKqDaL8nUuedqVlBw9elQlzVd6UD7HajovpbX9BaieU/7991+92kS7du0SrgHm5uaoV6+e3vXIbCpWrIi8efMqpmNjY7F06VIj1ojSwhDHSkbKyPtF0o3yQ2sgfc/NpqRp06bC9MGDB3VOcaUcc3F3d8/QwST1ua/29/dX6USk6b46u1xD6tevL6RTCw4OxsGDB3Ve/sOHDyodQDT9pu7u7sJ9W3x8PLZv367ztl68eKE2laah6XqfbGoY3DaAVatWCT1Vzc3NMWfOHOTJk0eYb8qUKShZsqRiOjw8HKNHj071U+5Vq1bplBspNjZWJU+rm5ubyqvBSXLlyoXvvvtOKFuwYIFKril9aBvEb8CAAcK0r6+vwQdrVP5bPH/+XO91DB06VDgxPn78GH/88Ueq66TtN2ndurXQQ/nz58/466+/dFrv1atX06UnmT4uXbqk8xPxhQsXCk80zc3N0blzZ43zlylTRghWffz4UeeewH/99VeG3PQr69Chg9D7Ni4uDuPGjTPZC0nyhhAAnXu2RkREYMKECXptK7V5XJWPceXez0n69u0rBHc/fvyICRMmGHzg0dT2iImLi1PJ66t8PkuLnDlzon379kLZqlWrdH7wunDhQpUR5Hv06GGo6hlEvnz5hGld99eAgADMmDEjPaqUKWTUvq+sUKFCwg14QEAA/v77b8V0+fLlVd7QSWJmZiYEvk+cOCG8vpkzZ06UL18+HWr9RUa0WZS/w4EDB3QKoOvTVgAS2yGpfUivfI7VdF6ys7MT3sQKCwtT5FnXVdeuXYXrfnBwMGbPnq3Tsv7+/li4cKFQ1rRpU5XzgimytLTEoEGDhLKtW7fi2LFjqV5nRg+6TV/kzp1bmM7snSAy+n4xOzFU29fc3FxlrIgkhrg3NiWdOnUSHo5HRETodL28efOmyn21cjsgve3evVvn42rmzJlCbMne3h6tWrVSO292uYYUKVIE9evXF8r++usvncfAmjFjhnDPbmNjg06dOqmd18zMDB07dhTKVq1aBV9f3xS3k5CQgOnTp+t1z5je98mmhsHtNLp58yYWLFgglA0bNkxtr6McOXJgwYIFws3ko0ePUn1TFBERgf79+6sEFpKLiYnBjz/+iLt37wrlQ4YMURmwKLkBAwbA1dVVMR0dHY3+/fvr9QoPkHjgTJs2TevFo3Tp0ioj8/7zzz+YOHGizj0UHz58qLVHbqlSpYRcWy9fvtT7qZi7u7vKiWzDhg34+eef9epJGR4eji1btqj05E8uR44c6N27t1D2zz//YMWKFVrX/eDBAwwfPjxTXFgmTZok5FBVZ8OGDVi/fr1Q1q5dO61pA2xsbFR6cc2cOVPldTFlS5YsMVqPEisrK4wePVoo8/b2Ro8ePbQev8m9f/8ea9euTYfa6U/5/Hbt2rUUn0oHBgaib9++ejeef/rpJ0yZMgVPnz7VeZnXr19j1apVQpmmnqC5c+dWadj9999/GDJkiF4DCcbExGDfvn3o0KGD2saSj48P2rVrhz179ujVy3PBggXC+mxtbQ0evOvbt6/Q+yoqKgr9+vVLcbC8tWvXquyTzZs3Fx7iZgaenp7C9L///ptigNvPzw89evTQO0WLKcmofV8d5d7VyRv9KaUVSb7s69evhZsAT0/PdB/tPSPaLI0bNxaCuR8+fMCsWbO0rjMwMBADBw7U602D0NBQNGvWDBs3btSr1962bduEcT0kSdI4iKeZmZnKuCX6vB0CJD5QVW4z7dq1CwsWLNDa3vH390fv3r2FtzUsLCxU9ntT1qlTJyGfaEJCAsaOHYvNmzfr1Rb09/fHnDlz8NNPP6VHNUkHZcuWFaZ37NiRbgO1GkpG3i9mJ3///TcGDhyIixcv6nwcR0VFqVwnqlatqvGaqJxv+erVq3q1tU1Nzpw50a9fP6Fs+/btKm8fJufr64vx48cLD4FLliyJ1q1bp1s91UlISMCQIUO0po5ISEjAH3/8oZI+o3fv3lrHIcku15DBgwcLsaCPHz+iX79+Wtut8fHxmDFjBo4ePSqUf//992pzmCfp2rWr8HlUVBT69++vdWybuLg4TJ48WeVtxJTMmTMH48aN0yuHfFBQEObPny+UabpPNjUWKc9i2j58+KB3I1pZo0aNVHoqAok7xpgxY4SGR506dTBkyBCN60rKv538wN++fTtq1Kih8amaOhUrVsSdO3fw8uVLtG7dGoMGDUKrVq0UuW/DwsJw6tQpLF++XOVCVbduXZWeespy5cqFJUuWoHv37oqnf6GhoRgzZgw2bNiATp06oXr16ihcuLAiSJ6QkIAPHz7g8ePHuHPnDk6cOIFHjx4BALp166Z1e1OnTsXDhw/x5MkTRdnu3btx7tw59OzZE15eXihRooTiAh0VFYXHjx/j+vXrOHr0KO7cuYMOHTpoHCgsR44cqFWrFi5cuKAoGzBgABo1aoSyZcvC3t5eOOG5urqqvHoMAJMnT8aTJ0+EAQF37tyJkydPomvXrqhXrx48PDxgbW2t+DwsLAxPnjyBt7c3zp49i4sXLyI6Olp4yKHOwIEDceTIEeE3mTt3Li5fvow+ffqgZs2asLKygizLePr0KXbv3o1NmzYhNjYWwJd9JKN5eHjg8ePHiIyMRO/evdG1a1d06tQJpUuXhpmZGWJiYnD9+nVs2LBBJTe3i4uLTj17u3fvLuSjevPmDTp37oxRo0ahcePGinylwcHBuHjxItavX6/4LSpXrmyUAR07duyI69evY8+ePYqy+/fvo3nz5ujcuTOaNWuGChUqKPad+Ph4vHjxArdv38bx48dx/vx5uLq6om/fvhled2Xly5eHh4eH0GNyypQpuH37Nrp164YyZcrA3Nwcsizj+fPn+O+//7Bu3TrFa+Senp465z6PjIzEgQMHsH37dri7u6NJkyaoVKkSSpcuDVdXV8X5JzY2Fs+ePcPx48exYcMGIZhha2uLb7/9VuM2Bg0ahIcPHwqNl1OnTqFx48bo2LEjGjZsiAoVKgivcEZGRuLZs2d49OgRLly4gDNnzqSY0uHRo0eYMGECpk+fDi8vL9SpUwceHh4oXry4cM4IDAzEjRs3sGXLFpWHcB07dkzx3KGvr776ChMnTsSUKVMUZW/evEHbtm3Rt29ftGnTBm5ubpAkCdHR0bh8+TI2bNggnE+BxPPmtGnTDFo3Q2jcuDFcXV0VD8Di4+MxdOhQ9OjRAx07dkTx4sUhSRISEhLw6NEjHDx4EJs3b1Y8hNBnfzU1GbXvK6tVq5bGB2LKOSCVaUs7kp4pSZJL7zZLrly58PXXXwsB8G3btsHf3x+DBg1CxYoVFefYFy9eKM6xwcHBkCQJFStW1LmXl5+fH2bOnIk///wTderUQf369VGuXDmUKFFC+LuHhobi9u3b2LFjh8qNXqNGjdS+Dp+kYcOGQn2WLVuG69evo3r16sidO7dK8EW5NygATJgwAVeuXMHLly8VZUuXLsXly5fRr18/1KlTR3ED7+fnh0OHDmHlypUqQfuRI0eqBBFNmZWVFZYuXYpOnTopHkrFxMTgt99+w9atW/Hdd9+hRo0aKFasmOJ3lmUZnz59go+PD+7du4dTp07h9u3bkGVZa1o4Sl8NGzbEypUrFdNXrlxBq1at0LBhQ+TPn18lJZym+9OMlNH3i9lF0ngfZ86cgYuLC5o2bYrq1aujbNmyKFSokGIsA1mW8ebNG5w/fx7r1q0Tzo8A0KtXL43bKFasGNzc3BTLxMbGolOnTmjSpAlKliyJnDlzCh3hihYtqvGt79S6fPmyxjcFlQfwCw8P1xrTUXfdUNazZ0/s27dPERuRZRm//PILbt68iV69eqFkyZIwNzfHp0+fsH//fqxYsUJ42G9mZobJkycLMYP0lnQ/HxgYiG+//RZ9+/ZFu3btULRoUUiShKioKJw/fx6rV69Wub91d3fHwIEDta4/u1xDqlSpggEDBggdBR8+fIivv/4agwYNQosWLRRxtPDwcJw7dw6rVq1S2Q/d3d0xZswYrdvKlSsXfv75ZyEH/qtXr9C6dWsMHDgQrVu3VqQuCQsLw9mzZ7Fy5UpFpwF9YjhxcXE4cOAADhw4gK+++gpNmzZF1apVUaZMGeTPn1+xr8bHx8PX1xenT5/GunXrhE6B5ubm+P7773XaXmaX5YPbL1++xNSpU9O0jmLFiqk0HmRZxo8//ij0ulTOs61J+/btcfXqVezatUtRNnnyZHh4eKgddVWdLl26IHfu3Dh58iRCQ0Px119/4a+//oK1tTUsLS019sApXrw4/vzzT522UaFCBSxduhRjx44Vchvevn1bcZNiZmYGBwcHxMXFITw8PNU9hm1tbbFy5UoMGjRIeCoZEBCAOXPmYM6cOZAkCQ4ODoiNjU1VOoeBAwfi0qVLiqevsbGxOHr0qMpNGpAYzFAX3E66AIwaNUoIdgQGBmLp0qWKPFW2trawsrJCeHi4ItisLysrKyxatAg9evQQ0nYk5RhN+j3Cw8NVenb06NEDjo6ORgluu7u7o3Xr1pg9ezYSEhLw999/4++//4aFhQXs7OwQEhKidj+xs7PDwoUL4ejomOI2atWqhfbt22Pv3r2Ksnfv3ikC4/b29oiPj1fZT8qUKYOpU6eq9LrLKNOmTUNUVBQOHz6sKIuKisLGjRuxceNGAIm/g7m5OUJDQzNFD3x1JEnCL7/8gp49ewr79+7du7F7925YWlrCzs4OYWFhKvumu7s7fv7551T9DXx8fITzg5mZmSJ9QVhYmNrXuMzMzDB16lStbwNIkoTZs2dDkiQhp1p4eDg2bNiADRs2AEh8a8DGxiZNxzWQ+NbN4cOHhf3AxsYGOXLkQFRUlMben2XKlMHYsWNTvV1tunTpgpcvXwo9sSMjI7FkyRIsWbIElpaWsLW11Zjn1tnZGUuWLNHak8FYrK2tMWnSJOHtibi4OKxbtw7r1q2DlZUVbG1tERISopKioXbt2ujfv3+WDW5n9L6fpGbNmpAkSeUcZ2trqzIYj7LChQujUKFCagdZzKjgdka0WSZMmIBz584JN9anT5/G6dOnYWFhgZw5c6o9xya9vaVvaoDY2FjF+pNYWVnBzs4O0dHRGr9DwYIFU3yo1blzZ2zcuFF4E+LatWu4du2a2vnVBSlsbW2xdOlS9O3bV2h737x5UzGApr29PaKjozUOFPXtt99m+OvkGeGrr77CmjVrMHz4cLx9+1ZR/vTpU/z2228AEo/15NfLzD5YYXZUpUoVlYepL1++xLp169TOr+7+1Bgy8n4xO0pK3ZU8fZednR2srKwQFham8ZrcpUsXNGnSROu6Bw8eLHQqioiI0PhWUYcOHQwe3N67d6/Q6Ueb4OBgrTEdXYLbNjY2WLJkCbp16yYMnJj8/sXS0lLj9W7SpEkZ3sO1Xr16KF++PDZv3oyYmBgsX74cy5cvh6WlJXLkyKFxHBkXFxcsXLhQ5aGYOtnlGjJy5EjFw+8kSWnOZs+eDSsrK1hbW2vMxf7VV19hyZIlOv2mbdq0wcOHD4X7qrCwMMydOxdz587VuC0nJyf8+eefKuPi6MLPz094q1aSJOTMmRPm5uZa2++jRo1K95R+GYVpSVJp1apVOHv2rGLa3Nwcc+fOVcmXpsmUKVOEV0D0zb8tSRLmzp2rMlJvdHS0xsB2hQoVsGHDBp3rCCT28t61a5fG100TEhIQHByMsLAwjQ0Va2trlcGR1ClQoAC2bt2K1q1bq02ZIssyPn/+rPGCoy3NCpB4Mz1t2jQh92Nq5MqVC+vWrcPAgQM1ntwiIiIQHBysNQig/DqYOkWLFsXGjRvVPvRI+j2Ub2y7du2KiRMnprju9NS3b1+MGjVK+JvExcXh8+fPavcTFxcXrFq1ClWqVNF5G9OmTUPDhg3VfhYaGqqyn1StWhVr165Fzpw5dd6GoVlbW2PevHkYPXq0xv0wPDxc4wOAlPbxjFSlShX873//U/s9YmNjERwcrLJvVq5cGevXr9frb6DtOyckJODz58/4/Pmz2sC2s7MzFi5cqFMgPSlt1MSJEzXWLyoqKsXjulixYkIvbF2+R9K6g4KCNAa2mzRpgs2bN2t9tTCtfvrpJ/zyyy9qtxEbG6sxsF2qVCls27YNFSpUSLe6pdXXX3+NSZMmqX09NyYmBsHBwSoN9caNG2PJkiWKHlJZVXrv++o4OzurvQZWq1ZN7ejzytSlLsmbNy+KFy+u0/YNIb3bLLlz58aaNWvU5kuNi4tTOceamZlhzJgxGD58uM7fIaU6xMTEICgoSON3qFq1KrZu3ZpirsZcuXJh6dKlWh8y6qJ48eLYvn27xgcgoaGhagPblpaWGDlyJH7//fcM7XGXkTw8PLBr1y6NwSxZlhESEqL2IV4SCwuLTJdWKruZO3euXm3hzCIj7xezg5TOzeHh4QgKClJ7Tba0tMTQoUN1epOuQ4cOGDFiRLqn88pM3NzcsGXLFrXnOk0Po21sbDBz5kyjjSkzadIkdOnSRSiLjY3VGNh2c3PDxo0bUbRoUZ23kR2uIRYWFpg7dy4GDRqktm0fExOjMbDt6emJ7du36zWQ6E8//YQhQ4aobXeo25aLiwvWrFmjc2dXQPu5QpZlhIaGamy/29ra4tdff81Sqdqy9h1bOrlx44ZKnu3hw4er5PXUxsbGBvPnz0fHjh0VJ1Fvb2/MnDlTZfBHTXLkyIGlS5di9+7dWLlypcqrSEkKFSqEXr16oXv37qlq1H/11VfYvHkzrl69ig0bNuDy5csp5mZ0dHSEp6cnvLy80KJFC42DQynLmTMn5syZg379+mHlypU4f/681pGMraysULVqVbRu3Vqn/FedO3eGl5cX9u/fj2vXruHp06cIDg5GZGSkXk8gLSwsMG7cOPTo0QPr16/HsWPHUsxPa25ujvLly6N27dpo2bKlzif/YsWK4d9//8XKlSuxbds2oRd3ch4eHhg+fLjKAw9jGTp0KDw9PbFgwQKNvR4dHR3Rtm1bjBo1Sud9JEnS0/d//vkHy5cv15i7Ol++fOjXrx+6desGc3Nzow/iKEkShgwZgo4dO2LVqlX477//tObgkiQJZcqUQbNmzVQGqDC2r7/+GiVLlsT8+fNx4sQJjcdQkSJF0KtXL3Tt2hXm5uZqe1xq8tdffylSH1y/fh0vXrxIscePm5sb2rRpg549eypS1Oiqd+/e+Oabb7B582YcOnRISDugjiRJKFWqFGrXro0WLVqgYsWKaucrXbo0Dh06hFOnTuHixYu4c+dOiudRKysreHl5oVu3binmITaUHj16oFmzZli+fDmOHj2qMee0JEkoW7Ysunfvjvbt25tEwKhXr16oUKEC5s+fj8uXL2ucr0yZMhgwYIBeqcKygvTa9zWpVasWHj58KJTp2vO6du3aKnkyM+oYSS692yweHh7Yu3cvFi1ahH379mnskVyzZk2MGTMmxV7vyuzt7XHy5EmcOnUK58+fx61bt1IcdNnc3By1atVCp06d0KJFC523ValSJRw6dAhHjhzB2bNn8fjxY3z8+BGRkZF6vQ2QL18+bN++HYcPH8aGDRtw584djdceR0dHNG7cGEOHDtWaNiWrSEoR4e3tjbVr16r0/FfH1tYW1apVQ7169dCyZUuDDlhM+nNxccGWLVtw/vx5/Pfff3j48CHevn2L8PBwjcd/ZpGR94tZXffu3eHh4YHTp0/jypUr8Pb2TvE86eTkhObNm6NPnz56BTWHDx+ONm3aYP/+/bh58yaeP3+OkJAQREZGZtke9m5ubti9ezc2b96MTZs2Cb2Vk7O2tkbLli0xbNgwo15DzM3NFSkNFy9erNJ2SuLi4oIuXbpg0KBBOvUuVpYdriGSJGHs2LHo0KEDli5dilOnTmlst5mbm6NSpUro27dvim9BaDJ69Gg0atQIc+fOxZUrV9S2V2xtbRUPmvR9A3b8+PGoX78+Tp8+jWvXruHJkycpDkiZN29etGrVCr17984Ub/8YkiRn1bNWFjNhwgThtZ1Zs2apDK7z+PFjPHz4EAEBAZAkCS4uLihRogTKlStn0LrEx8fj4cOHePXqFYKDgxESEqJ4dTVfvnwoVqwYChUqZJBgR3x8PO7duwc/Pz8EBgYiPDwctra2cHJyQtGiReHu7p6uPRn18e7dOzx48ABBQUEICgqCLMuws7ODs7Mz3NzcUKxYsTTXNSEhAbdu3cLLly/x8eNHmJubI2/evKhQoQKKFClioG+in927dws9xTt06IA//vhDmMff3x+3bt3C27dvERsbi9y5c6NQoUI699JLiSzLePToER4+fIjAwEDEx8cjd+7cKF26NMqVK5epejyr8+zZM/j4+CAwMBAhISGwtLSEg4MDChcuDHd3d40jnWcmwcHBuH79Ot6+fYuwsDBYW1sjb968KFOmjEF7U37+/BnPnj3D69evERgYiMjISJibm8POzg4FChRAqVKlFDnTDOHTp0+4d+8ePn36hKCgIMTFxcHW1haOjo5wc3ND8eLFU/U2QEJCAl6+fIlXr17h3bt3ildLk9ZdvHhxuLu7p/lNk7SQZRkPHjzAixcvEBgYiKioKDg5OSF37tyoVKlSpm/AavPhwwfcuHED79+/R0REBHLkyIH8+fOjfPnyijx42V167ftZWXq2WSIjI3Ht2jW8fv0anz9/hqWlJQoUKICqVasa9ObEz88PL1++xNu3bxU9oXPkyAF7e3sULVoUpUqVylR/9+DgYNy6dQsfP35EUFAQrKys4OzsjCJFiqB8+fLZqkeiMlmW4ePjg+fPnyMoKAghISGK66WrqyuKFi2KIkWKZPm3U8g4MvJ+MauLjo7Gs2fP8OrVK3z8+FGR2sXOzg65c+eGu7s7ihYtmq3Pd2nx6NEjeHt7IyAgAPHx8XBwcEDRokVRuXLlDI8zLFq0CIsXL1ZMDx8+HCNGjBDm8fX1xd27d+Hv74+EhATkyZMHbm5uqFy5skGPp+xwDYmLi8Pdu3cV7bbY2Fg4OzvD1dUVlStX1ruTlDYBAQG4efMm3r9/j/DwcDg4OKBYsWKoUqWKzm8+piQ8PBzPnj2Dn5+fogNBUnoSFxcXlCpVShgDIathcNtE6BLcJjIGXYLbRERERERERKSeLsFtIlKPj0qJiIiIiIiIiIiIyOQwuE1EREREREREREREJofBbSIiIiIiIiIiIiIyOQxuExEREREREREREZHJYXCbiIiIiIiIiIiIiEwOg9tEREREREREREREZHIY3CYiIiIiIiIiIiIikyPJsiwbuxJERERERERERERERPpgz20iIiIiIiIiIiIiMjkMbhMRERERERERERGRyWFwm4iIiIiIiIiIiIhMDoPbRERERERERERERGRyGNwmIiIiIiIiIiIiIpPD4DYRERERERERERERmRwLQ68wKCjI0KskSleSJMHJyQkAEBwcDFmWjVshIlLB45TINPBYJTINPFaJMj8ep0Smgceq/pydnQ26PvbcJiIiIiIiIiIiIiKTw+A2EREREREREREREZkcBreJiIiIiIiIiIiIyOQwuE1EREREREREREREJofBbSIiIiIiIiIiIiIyOQxuExEREREREREREZHJYXCbiIiIiIiIiIiIiEwOg9tEREREREREREREZHIY3CYiIiIiIiIiIiIik8PgNhERERERERERERGZHAa3iYiIiIiIiIiIiMjkMLhNRERERERERERERCaHwW0iIiIiIiIiIiIiMjkMbhMRERERERERERGRyWFwm4iIiIiIiIiIiIhMDoPbRERERERERERERGRyGNwmIiIiIiIiIiIiIpPD4DYRERERERERERERmRwGt4mIiIiIiIiIiIjI5DC4TUREREREREREREQmh8FtIiIiIiIiIiIiIjI5DG4TERERERERERERkclhcJuIiIiIiIiIiIiITA6D20RERERERERERERkchjcJiIiIiIiIiIiIiKTw+A2EREREREREREREZkcBreJiIiIiIiIiIiIyOQwuE1EREREREREREREJofBbSIiIiIiIiIiIiIyOQxuExEREREREREREZHJYXCbiIiIiIiIiIiIiEwOg9tEREREREREREREZHIY3CYiIiIiIiIiIiIik8PgNhERERERERERERGZHAa3iYiIiIiIiIiIiMjkWBi7AkRERESUMQICZDx4CDx7LsP3FRAVCcQnAOZmQN58QMECEkqWACpWACwsJGNXl4iIiIiISCsGt4mIiIiysIgIGcdOAP8dk3HnbkpzywAAJ0fAq76Mr1tI8CgLSBID3URERERElPkwuE1ERESUBcXHyzhwCFi1RkZwsH7LBn8G9v0L7PtXhrs78G0HoFkTwNKSQW4iIiIiIso8mHObiIiIKIt58lRG/0Ey/jdH/8C2Mh8fYNZsGd/3kHH4iIy4ONkgdSQiIiIiIkor9twmIiIiyiJkWcbBQ8DcBTJiYtTPk9MOKF0aKF4McHaWYGYGREUBb9/JePYMePJU/XLv/IGZf8jYuh34cTxQzoO9uImIiIiIyLgY3CYiIiLKAuLiZPxvbmJwW52aNYC2rSXUrAFYWakLTCeWvXkj48Qp4N8DMt75q871/AUwZLiMbzvIGNhfgq0tg9xERERERGQcDG4TERERmbjYWBlTf5Nx5qzqZ8WKAiOHS6hWVbcgdMGCEnp2B7p9B1y6Amz5W8a9++I8sgzs3A1cuSZj+q9AyRIMcBMRERERUcZjzm0iIiIiExYTI2PyVPWB7Y7fAmtW6h7YTs7cXELd2hKWLpLwv9kSShRXncfPDxg0RMbefTJkmbm4iYiIiIgoYzG4TURERGSi4uNlTJsh4/wFsdzaGpj2q4TRI8xgaZm2XtWSJKFWDQmrV0gYMkiClZX4eUws8Nc8GVOmyQgLY4CbiIiIiIgyDoPbRERERCZqyTLVHts5bIC/Zkto3NCwqUIsLCR0+07ChrUSSpdS/fzUaaDPgAQ8eBhn0O0SERERERFpwuA2ERERkQnasUvGPzvFshw5gL/+lFC5UvrlwP6qUGKqks4dVT97+xbo0fszDh2OTrftExERERERJWFwm4iIiMjEXLsuY+FiMQWIhQXwx0wJFSuk/+COVlYSRg43wx8zJdjbi59FRwM/TAjDilUJSEhgmhIiIiIiIko/DG4TERERmZCPnxLzbCuP3zjhRwlVq6R/YDu5unUkrFstoXw51c82bpbx63QZ0dEMcBMRERERUfpgcJuIiIjIRMTHy5g+Q0ZwsFjer4+EFs0yNrCdJF9eCQvnSWjXRvWzU6eB0eNkBAczwE1ERERERIbH4DYRERGRidiwCbh5SyyrXQvo3dM49UliaSnhh3FmGDdagrm5+Nm9+8DgYTL8XjPATUREREREhsXgNhEREZEJePJExoaNYoDY1RX4eYIESTJOr21l33Qww/Il9rCzE+vz+g0weKiMu/cY4CYiIiIiIsNhcJuIiIgok4uLkzHrfzLiE76UmZsBUydLcHTMHIHtJLVrWWHzBge4uojln0OA0WNlnDjFADcRERERERkGg9tEREREmdw/OwEfH7GsR3egQvnMFdhO4l7SAiuXm6FkCbE8Jhb4dZqMLVtlyMojYhIREREREemJwW0iIiKiTOzNGxmr14qBYLciQM/umTOwncQlj4QlCyXUqqn62bIVMv43V0ZcHAPcRERERESUegxuExEREWVii5fKiIn5Mi1JwIQfJVhZZe7gNgDY2kqYNUNC+7aqn+3/FxgzXsbnzwxwExERERFR6jC4TURERJRJ3bwl49wFsezbDkA5j8wf2E5iYSFh3BgJQwer1vnWbWDAEBmPfRjgJiIiIiIi/TG4TURERJQJxcfLWLhYDPo6OQED+plOYDuJJEn4vquE6VMlWFmJn719CwwaKmPbPzISEhjkJiIiIiIi3TG4TURERJQJHT4KPH0mlvXvK8HOzvSC20kaNZCwdKGEPHnE8ri4xPQr43+S8ekTA9xERERERKQbBreJiIiIMpnISBmr1ohB3qJuQOuWxqmPIZUuLWH1cglly6h+dvUa0KufjIuXGOAmIiIiIqKUMbhNRERElMns3A18+iSWjRgmwcLCdHttJ5cnj4QlCyV0/z5xgMzkgoOBHyfKmDs/AdHRDHITEREREZFmDG4TERERZSKhoTK2bBWDup7VAc/qWSOwncTSUsLggWaYP0c1TQkA7N4L9BvIwSaJiIiIiEgzBreJiIiIMpG/t8sICxPLBg3IWoHt5KpWkbBhjYR6dVU/e+kLDBwsY8myBERGMshNREREREQiBreJiIiIMonAQBk7doplDRsApdyzbnAbABwdJfz+m4TxYyVYW4ufxScAW7cD3XvLuHCRAW4iIiIiIvqCwW0iIiKiTGLLVhlRUV+mzcyA/n2ydmA7iSRJaN9WwrpVEkq5q37+/j3w0yQZv0xJwIcPDHITERERERGD20RERESZQnCwjH3/imUtmgNFimSP4HaSwoUlLF8ioV8fCZaWqp+fPgt07SZj/sIEBAQwyE1ERERElJ0xuE1ERESUCezYJfbaNjcDevfMXoHtJJaWEvr0SszFXaWy6ucxscDO3UDn72XMmZ+A9+zJTURERESULTG4TURERGRkYWEydu0Wy5o0AQrkz57B7SSFC0tYMFfCzxMlODqofh4bC+zZC3T5XsbsvxLg68sgNxERERFRdsLgNhEREZGR7dkHhIV/mZYkoEe37B3YTiJJEr5uLmHLRgnt2wIWFqrzxMUB/x4AuvWS8eOEBJy/KCMujoFuIiIiIqKsTs3tARERERFllOhoGdt3iIHY+vUAt2yWazslTk4Sxo+V0L2bjM1/yzh4KLHntrKLl4GLl2XkcgaaN5PR8msJRd34WxIRERERZUXsuU1ERERkREePAcHBYhl7bWuWL6+E8WPMsG2LhG/aQ+2gkwAQGARs3Q706C1j4JAE7N0vIyyMvbmJiIiIiLISBreJiIiIjESWZfyj1Gu7ejWgdCkGt1OS11XC2NFm2LFVQo9ugL295nkfegN/zZXR9hsZ02ck4PoNGQkJDHQTEREREZk6piUhIiIiMpIrV4GXvmJZ184MbOsjTx4JgwZI6NFNxrETwKHDMh48VD9vTAzw33Hgv+My8uUFWrUEWn6dGCgnIiIiIiLTw+A2ERERkZEo59p2cwM8qxunLqbO1lZCuzZAuzYSXvrKOHRYxtH/gE+B6uf3fw+sWSdj7XqghqeMNq0k1K4FWFoy0E1EREREZCoY3CYiIiIygmfPZVy7LpZ16ShBkhhcTSu3IhKGDpYwsL+MK1eBg4dlXLgIxMerzivLwOUrwOUrMpydgQ7tgI7fAA4O/DsQEREREWV2DG4TERERGcGOnWKvbScnoFlT49Qlq7KwkFCnNlCntoSgYBnHjiUGup89Vz9/UBCwdr2MrduAdm1ldO0sIU8eBrmJiIiIiDIrDihJRERElMFCQhPzQyfXoR1gbc1AanpxdpLQuZOE9WskrF4uoX1bwM5O/byRUcC2f4BO38mY/VcC3r3j4JNERERERJkRg9tEREREGezQYSA6+su0uTnQri0D2xlBkiSULi1h/Fgz7N0p4ecJEiqUVz9vbCzw7wGgW08Zy1YkIDycQW4iIiIiosyEwW0iIiKiDJSQIGPPXjFI2qA+kCc3g9sZLUcOCV+3kLB0kRk2rJXQtAlgpqZ1HBMLbNkKdO0u4/gJGbLMIDcRERERUWbA4DYRERFRBrp2HXjzViz7pgMD28ZWvJiEX38xw9bNiSlLrCxV5wkKAqb+JuOnSTLef2CAm4iIiIjI2BjcJiIiIspAu5V6bRcvBo1pMSjjFSyQmLLkn20SOn6bmDJG2cVLQK8+Mo6dYICbiIiIiMiYGNwmIiIiyiD+72VcvCSWdWgnQZLYczuzyZNbwugRZti0TkLtWqqfh4UD036TMX0Gc3ETERERERkLg9tEREREGeTQYSB5umY7O6BZU+PVh1JWuLCE2b9LmDFNQu5cqp//dxwYOESGry8D3EREREREGY3BbSIiIqIMkJAg49BhMQDatAlga8te25mdJElo4CVh0wYJzdU8jPB9BQwYIuP8BQa4iYiIiIgyEoPbRERERBngxk3A/71Y1rolA9umxMFewuSfzTB1soScduJnERHAxF9klZzqRERERESUfhjcJiIiIsoABw4pDSRZHCjlbqTKUJo0aSxh3WoJJUuI5bIMzJ0vY/XaBMgyg9xEREREROmNwW0iIiKidBYSIuPcObGsdUsOJGnK8ueXsGyxhCaNVT9bvxH4c46MuDgGuImIiIiI0hOD20RERETp7L/jQEzsl2lLS6BZE+PVhwzDxkbCr79I6Ntb9SHFvweAyVNlREczwE1ERERElF4Y3CYiIiJKR7Is48BBMcBZvy7g6Mhe21mBJCUGt8ePkaDcEf/ceWDsDzIiIhjgJiIiIiJKDwxuExEREaUjnyfA02diWSsOJJnltG8n4bepEiwtxfI7d4EfJsiIjGSAm4iIiIjI0BjcJiIiIkpHygNJ5s0LVKtqpMpQumrgJWHu/yTY2Ynld+4CP02SERXFADcRERERkSExuE1ERESUTqKjZRw7Jpa1bAGYmbHndlZVuZKExQskODmJ5TdvAT9PkREbywA3EREREZGhMLhNRERElE7OnAXCwr9MSxLQ6msGtrO6kiUkLJgrwdFBLL9yFfh9toyEBAa4iYiIiIgMgcFtIiIionRy8LAYxKxaBciXj8Ht7KB4MQnz5kjImVMsP3YcWLhEhiwzwE1ERERElFYMbhMRERGlg7fvZNy4KZa15kCS2Yp7SQlz/pRgYyOW79wFbN1unDoREREREWUlDG4TERERpYP/lHJt29sD9eoapy5kPB5lJcyYJsHcXCxftkLGmbPsvU1ERERElBYMbhMREREZmCzL+O+YGLhs3AiwtmbP7eyoZg0JP08U//ayDEyfKeOhNwPcRERERESpxeA2ERERkYE9fgy88hPLmjdlYDs7a9ZEwqAB4j4QHQ1M/FnGx08McBMRERERpQaD20REREQGdlSp13b+/EA5DyNVhjKN7t8DbVqJZZ8CgV+nyYiLY4CbiIiIiEhfDG4TERERGVBcnIzjJ8Wy5k0BSWLP7exOkiSMGyOhWlWx/M7dxBzcRERERESkHwa3iYiIiAzoxk0gKEgsa9aEgW1KZGEhYdoUCfnyiuXbdwDHTzDATURERESkDwa3iYiIiAxIeSDJ0qWAwoUZ3KYvHB0lzJgmwcpSLP/jfzKev2CAm4iIiIhIVwxuExERERlIRISMM+fEsmYcSJLUKF1awtjR4r4RFQX8PEVGWBgD3EREREREumBwm4iIiMhAzl9IDFAmMTcDmjQyXn0oc2vdSkKb1mKZnx/w+2wZsswANxERERFRShjcJiIiIjKQ/46LAclq1YBcudhzmzQbPUJC6VJi2dlzwN79xqkPEREREZEpYXCbiIiIyAACA2VcuyaWNWdKEkqBtXVi/m1HB7F80RLm3yYiIiIiSgmD20REREQGcOIUEJ/wZdrGBqhbx3j1IdORL5+EXyaJD0JiYoBpv8mIjmaAm4iIiIhIEwa3iYiIiAzgv2NiELJ+XcDWlj23STe1akro+K1Y9uw5sHQ5g9tERERERJowuE1ERESURq/8ZHg/EsuaMSUJ6WnIQAnFi4tlu/YAFy4ywE1EREREpA6D20RERERpdPKUOO3sDFSrapy6kOmytpYwdbIEa2uxfNZsGR8/McBNRERERKSMwW0iIiKiNDpxUgw8NmoAWFiw5zbpr6ibhBHDxH0n+DMw43cZCQkMcBMRERERJcfgNhEREVEaPH8h48VLsaxRQwa2KfXatQHq1RXLrt8A9v9rnPoQEREREWVWDG4TERERpcGp02Jv2jx5gPLljFQZyhIkScKEHyS45BHLlyyX8e4de28TERERESVhcJuIiIgolWRZVsm33dALMDNjz21KG0dHCRN/EvejyEjgj//JkGUGuImIiIiIAAa3iYiIiFLt+QvA95VY1rgRA9tkGJ7VJbRpJZbduAnsP2Cc+hARERERZTYMbhMRERGlkvJAkq6uQNkyRqoMZUnDhkhwdRHLFi+V4e/P3ttERERERAxuExEREaWCLMs4eVosa9iAKUnIsHLmlPDTD0xPQkRERESkDoPbRERERKnw9Cnw+rVY1rghA9tkeDU8JbRuKZZdvwH8e9A49SEiIiIiyiwY3CYiIiJKhROnxF6z+fMBZUobqTKU5Q0fqiE9yXv23iYiIiKi7IvBbSIiIiI9qU1J0hCQJPbcpvSRM6eEH8aL+1dEBPDnX0xPQkRERETZF4PbRERERHp6/Bh4+1Ysa9SAgW1KX7VqSGj5tVh29Rpw8JBx6kNEREREZGwMbhMRERHp6eRpsadsgQJAKXcjVYaylRFDJbjkEcsWLZXx/gN7bxMRERFR9sPgNhEREZEeZFnGyVNiWWOmJKEMYm8v4Uel9CTh4cBfc5mehIiIiIiyHwa3iYiIiPTw0Bvwfy+WMSUJZaRaNSW0bCGWXboMnDhpnPoQERERERkLg9tEREREejh9RuwdW6gQUKKEkSpD2daIYRJy5xbLFiyWERLC3ttERERElH0wuE1ERESkI1mWcfqsWNawAVOSUMazt5cwZqS43wUFAUuWM7hNRERERNkHg9tEREREOvJ5Arx7J5Y19GJgm4zDqz5Qr45YdvAQcPMWA9xERERElD0wuE1ERESko9NnxaBh/vxASaYkISORJAljRkmwtRXL//xLRnQ0A9xERERElPUxuE1ERESkA1mWcfqMWNagPlOSkHG5ukoYNEDcB1+/AdZvYnCbiIiIiLI+C2NXgIiIiMgUvHgB+PmJZQ2YkoTSyYsXL/DixQsEBAQgNjYWefLkQcGCBeHh4QEzM7F/Sod2wLHjwP0HX8r+3go0biijRHHD7aOfPn3Cq1ev8P79ewQHByMyMhLm5ubImTMnXFxcUKpUKbi6uhpse0REREREKWFwm4iIiEgHygNJuroAZUobpy6UNcmyjH379mHnzp14+vSp2nlcXFzw9ddfo0+fPsiRIwcAwMxMwo/jgL4DZcTFJc4XH5+YnmTZYsDcPHUB7k+fPmHPnj24f/8+Hj16hODg4BSXKVy4MFq1aoWOHTvCzs4uVdvVZsmSJdi0aZNK+eXLlw2+LSIiIiLK/JiWhIiIiEgHZ5TybdevnxhUJDKET58+YeTIkfjjjz80BrYBICAgABs3bkSPHj3g7e2tKC9WTEK378R5H3oDe/alvk7Pnj3D6tWrcfnyZZ0C2wDw6tUrLFu2DF27dsXFixdTv3E1Hj16hL///tug6yQiIiIi08bgNhEREVEKXvnJePZcLGvIlCRkIJGRkRg7diyuXbsmlLu6uqJ27dpo0KABihUrJnz2+vVrjBo1Cr6+voqynt0lfPWVuO4Vq2S8/2C4/NvOzs6oUKECvLy80KJFCzRo0AAeHh6wtrYW5gsICMAPP/yAY8eOGWS7cXFxmDlzJuLj4w2yPiIiIiLKGpiWhIiIiCgFZ5RSkuRyBsp5GKculPX89ttvePz4sWLa1tYWEyZMQJMmTYT82vfv38dvv/2mCGiHhIRg3Lhx2Lx5M2xsbGBtnZieZMToL8HsyEhgzjwZs39P3eCn+fLlQ926dVG1alVUqFABuXPnVjtfVFQUjh07hmXLliEwMBAAEB8fj99//x0eHh4oUKCA3ttObuPGjXjy5AmAxN8nIiIiTesjIiIioqyBPbeJiIiIUnD6jFJKknqpz2NMlNzt27dx8uRJxbSlpSWWLFmCZs2aqQwcWa5cOaxcuRKFChVSlL1+/Rr//POPYrpyJQltWonbuHgJOH1G/7pVqVIFe/fuxfjx49GwYUONgW0AsLGxQZs2bbBmzRrkyZNHUR4ZGak2R7Y+Xrx4gXXr1immhwwZkqb1EREREVHWweA2ERERkRZv38l47COWNWBKEjKQFStWCNO9evVCmTJlNM7v6OiIiRMnCmWbNm1CeHi4YnrIYAm5nMXlFiyWER6uX3oSCwv9X/LMnz8/Bg0aJJSdOZOKyPr/S0hIwIwZMxAbGwsAaNy4MerUqZPq9RERERFR1sLgNhEREZEWyilJHB2AShWNUxfKWt69e4dbt24ppq2trdG5c+cUl6tatSrKli2rmA4NDcXZs192VAd7CaNGiA9gPn4EVq81XO5tbWrXri1MBwYGpjqNyLZt2/DgwQMAgIODA8aOHZvm+hERERFR1sGc20RERERanDkrBgTr1gUsLBIDh7Is48GDB3j9+jUCAgJgZmaGggULokqVKnBwcNC63qioKNy5cwcvX75EREQE7O3tUaRIEVSuXDlVPWaTi4iIwN27d/Hx40cEBQXBzMwMuXLlgpubG0qVKqWS7kJfr1+/hq+vL969e6cIWjo4OMDFxQW1a9dGrly50rR+daKjo3Hnzh34+/sjKCgIdnZ2yJcvHypXrgw7OzuDby8jKPdo9vLySnG/SdK6dWs8fPhQMX369Gl8/fXXiulGDYGDh4Grycao3LUHaNFcRin39H3zQN13iIiIgK2trV7ref36NVauXKmYHj58OHLnzo23b9+muY5ERERElDUwuE1ERESkwYkTN3D7xjDFtGTeFw28BiA2NhZbt27Fnj178O7dO5XlrKys0LZtWwwdOlQloBccHIxVq1bh4MGDiIqKUlnWwcEBffv2RefOnfUOQl++fBmbNm3CnTt3EBcXp3YeJycntGnTBj169NA5kBoZGYnz58/j9OnTuHnzJoKCgrTO7+Hhgc6dO6NJkyYwNzfXaRvTp0/HoUOHFNO7d+9GgQIFEBoaihUrVuDo0aMIDQ1VWc7c3BzNmzfH4MGD4erqqtO2MovLly8L01WqVNF5WeV5r169ioSEBMU+I0kSxo0GevSREROTOE9CAvC/OTJWLE3fnPHKx4SlpSWcnJz0Wocsy5g1a5biGKlSpQratGljqCoSERERURbBtCREREREGty5J05bWQEli3/G4MGDsXTpUrWBbQCIiYnBzp07MXjwYCEg+/jxY/To0QO7du1SG9gGgJCQEMyfPx+//fYbEhISdKpncHAwRowYgdGjR+PGjRsaA9tJ827atAmdOnUSUmJoM3nyZEyePBknTpxIMbANAA8ePMCvv/6KUaNG6TS/tvX06NEDO3fuVBvYBoD4+HgcOnQIffv2xZMnT1K9LWN49uyZMF2uXDmdl3VzcxMeTkRGRqrsjwULSujVQwxiP3oM7N2fisrq4fDhw8J0hQoV9H4bYe/evbhx4waAxHQtEyZMgCQx1z0RERERiRjcJiIiItLg9h0xJUmhgnH46adxihzA1tbWqFKlCpo2bYp69erBxcVFmN/HxwczZswAALx69QojRoxAQEAAgMSBAWvWrIlmzZqhZs2aKj28Dx8+jH/++SfFOvr5+aFfv364du2aUG5ra4sqVaqgSZMmaNSoEcqUKSP0BP/8+TNGjhyp0ntYHVkWfwc7OzuUK1cO9erVQ/PmzdGwYUN4eHjA2tpamO/69esYPXo0YpK6DuvBz88PY8aMgb+/P4DEHu2enp5o1qyZ2t/648ePmDBhAiIjI/XeljGEh4cr9oUkhQoV0msdBQsWFKZfvHihMs93XYAihcWylatlfPyYPvm3T58+jc2bNwtl3bp102sdHz58wOLFixXTffr0QeHChbUsQURERETZFdOSEBEREakRGChDqWMt3r7Zg8jIUFhZWaF///7o3LkzbGxsFJ/Lsoy9e/fir7/+Qnx8PIDEvMpXr17FokWLEBISAldXV4wePRoNGjQQgs2RkZFYuHAh9uzZoyhbuXIl2rRpozGndFRUFCZMmIA3b94oyooUKYJBgwbBy8tLJSXIx48fsWrVKuzbtw8AEBsbi6lTp2Ljxo0ppvQoWbIkWrRogdq1a6No0aJq54mOjsa5c+cwb948fPr0CUBib/VVq1Zh2LBhapfR5Ndff0VISAjy5cuHkSNHqnwfWZZx9OhR/PHHH4pe8G/evMHWrVvRt29fresODg5O9QCH+rC3t4e9vb3az/z8/IRpJycnYV/SRd68eeHt7a1xnQBgZSVh/FhgxOgvwezwcGDREhnTfk17T+ioqCgEBgbC29sbhw8fxvnz54XPO3bsqDLAZEpmz56N8PBwAEDx4sXRvXv3NNeTiIiIiLImBreJiIiI1Dh7HlDqsIzIyFBYWFhg7ty5qFatmsoykiShQ4cOCAsLw5IlSxTlv/zyC0JCQlCgQAGsWLFCpdcxAOTIkQM//fQT3r9/j4sXLwJIHITvxIkTaNu2rdo6Llq0SEhtUatWLcyaNUtjkDRPnjyYOHEiihQpgoULFwJIDPSuXLkSv/zyi8bfYty4cShQoIDGz5PY2NigU6dOqFOnDrp27Yr3798DSMyf3bt3b70GfgwODkaxYsWwZMkSODs7q3wuSRJatGih+N2S7N+/H3369NGawmLhwoVCfu/00q9fPwwYMEDtZ2FhYcK0uu+YEuVllNeZpHIlCV83l3H46JeyE6eAVi1leFbXL8DdpEkTjdtJzsLCAn379kWfPn30Wv/hw4dx4cIFAICZmRkmTpyY5gFWiYiIiCjrYloSIiIiIjXOnFWftqF3795qA9vJderUSUgzEhISAgCYMmWK2sB2cj169BCmr1+/rna+gIAA7N//JXly/vz5tQa2k/v++++F3rRHjx5V9LRWR5fAtvL8o0ePVkyHh4fj3Llzeq3D3NwcM2fOTDHo6+XlhTJlyiim/f391fZgzmyUe44rp3TRhfIy2nqjDx0iQXn80HkLZcTEGDY9ia2tLXr16oWdO3eib9++euXJDgwMxPz58xXTHTt21CsPORERERFlPwxuExERESn5/FnGzZuq5TY2NujSpUuKy9vY2KBChQpCWcWKFVGpUqUUl61YsaIQtPTx8VE73549exAbG6uY7tevn15pLb7//nvF/2NjY3Hp0iWdl9VFvXr1YGlpqZi+d++elrlVNWzYUGP6E2V16tQRpjX9ZpmJcm5wKysrvdehHNzWlm/c2UnCkIFioNnPD/hnp96b1SoiIgL79+/Hjh07tD4wUWfOnDn4/PkzgMSUK4MHDzZs5YiIiIgoy+E7fkRERERKzl8E4hNUy8uVK6cxh7Iy5cEBa9asqdNyZmZmKFSokCLdSGBgoNr5rl69qvi/ubk5GjVqpNP6k1SsWBHm5uaK3OB37txB69at9VpHQkICIiMjERERgdjYWEiSpEhZERISAgcHB0WA8+XLl3qtWzlgrY2bm5swHRQUpHX+KVOmYMqUKXrVJ73p08M5tcu0agnsPwgkS9ONDRtlNGsCuLrqtq7NmzcjIeHLwREeHo4PHz7g3r17OHLkCPz9/REUFIQtW7bg33//xdSpU3XKuX3mzBmcOHFCMf3DDz+oDLJKRERERKSMwW0iIiIiJWfOqE/VoBxE1SZnzpypXjZ5buqkgfWSi46OxqNHjxTTrq6uCA4ORnBwsM7bABIHPExa5vXr1ynOHxkZifPnz+PcuXPw8fGBn5+fIjiektDQUL3qpmuvbQAqDxx0yQltbDly5BCmo6Oj9V6H8jLK61RmZiZh3ChgwBBZkU8+MgpYvEzGdB0Hl8yXL59KWcmSJVGnTh30798fmzZtwqpVq5CQkICQkBD8+OOPmDdvHqpXr65xnSEhIfjf//6nmG7cuDHq1q2rU32IiIiIKHtjcJuIiIgombAwGdduqP/MQTlpsRbm5ubCtK49vpWXVRc8/vTpE+Li4hTT7969wzfffKPz+tVJyguuyb59+7B8+fIUe0Vrom/AWZ/fS3nAweS/TWal3CvZEMFtXXo6ly4toU1rGfv//VJ28hTQro2MqlX07z2enIWFBfr06QNbW1vMmzcPQOLfYvr06dixY4fGtDkLFizAx48fASQeY2PHjk1TPYiIiIgo+2DObSIiIqJkLl4CkqWyFqQmdYQhllWWUiA6NbQNRjh//nzMmjUr1YFtAEIqC10Y8vfKjJR79uvb6x5QTb+ivE5NBvZTP7hkXJxhBpfs3LkzSpUqpZgOCAjAkSNH1M575coVHDx4UDE9fPhw5M6d2yD1ICIiIqKsjz23iYiIiJI5fdYwAb70FKsp+p4Gsqz+e584cQLbtm0TyooVK4YmTZrAw8MD+fPnR65cuWBlZQVra2s4OTkBSAzWtmvXDv7+/gava1oFBwdrDeYbir29vcYe6F999ZUwHRQUhKioKL0GBVX+bZXXqYmTk4SB/YC/5n35m798CezYBXyX8nipKZIkCU2bNsXjx48VZZcvX0b79u1V5l21apXi/yVKlEC1atXw9u1brev/8OGDSpnyMrly5dLrtyQiIiIi08TgNhEREdH/i4iQcfmKsWuRMkdHR2G6Ro0aWLBgQbpsK3nwEQAGDhyIPn366NSzOiMCyKmxcOFCHDp0KN23069fPwwYMEDtZ3Z2dnBxcUFAQICi7PXr1yhRooTO61cO6OqT171N68TBJX18vpStXS+jaRMgT+6095ovXLiwMK0pp3vy1CpPnz5NdXod5eVmz54NLy+vVK2LiIiIiEwH05IQERER/b/LV4GYmC/T5pm0paSctuHVq1fpsp1Xr17h5cuXiunKlSujb9++OgW2o6Ki9B5EMrspVqyYMH3//n2dl3358iU+f/6smLaxsUGBAgV0Xt7cXMLYUeLfMTISWLrMMG8uKOdBT4+3DYiIiIiIMuktGxEREVHGO3NGDOyVKGmkiqTAzs5OCIy+e/cuXQLcyr1t69Spo/Oy9+/f15jqhBLVrFlTmL5586bOyyrPW6NGDZiZ6de0L+choeXXYtl/x4Hbd9L+d1NOHZIrV640r5OIiIiISBnTkhAREREBiI6WcfGyWFapogRv3TvTZqgaNWrg+fPniul9+/ZhxIgRBt2Gcs9rXQcsBIADBw4YtC6GNGXKFEyZMsXY1YCXl5eQTubMmTMIDQ3VmKc7ueSDMAJAgwYNUlWHIQMlnD0rIyz8S9m8BTLWrAQsLFKfnuTq1avCdKFChdTOt2nTJr3X/fbtW5U0JJcvX9YwNxERERFlZey5TURERATg6rXEtAxJJAmoWN549UnJN998A3Nzc8X0zp07hWC3ISgHWZOnKNHm3r17OHbsmEHrkhUVKFAAlSpVUkxHR0dj+/btKS538+ZNPHjwQDFtb2+PevXqpaoOzs4S+vcTg9jPngN79qVqdQCAJ0+e4MyZM0JZ/fr1U79CIiIiIiINGNwmIiIiAnD6rJiKoWIFQIcOtEbz1VdfoXXr1orp6OhojB07Fi9evNBrPTExMRp7WZcsKeZlOXToED59+qR1fX5+fhg1ahTi4uL0qkd2NXjwYGF6w4YN8Pb21jj/58+f8fvvvwtlPXr0SLFX/du3b1GzZk3hX9KAlO3bAsWLi/OvXPUW27b9i/j4eD2+TWIqmx9++EFYrlChQiopWIiIiIiIDIHBbSIiIsr2YmNlXLgglnnVT31KhowyatQolChRQjHt7++P3r17Y9myZXj//r3G5aKionD16lXMmTMH7dq1w4wZM9TO5+LigooVKyqmQ0JCMHToULUDH8bExGDfvn3o3Lkz3rx5A2tra9ja2qbh22UPlSpVQqNGjRTTsbGxGD58OI4dO4aEhARh3vv372PgwIFCLvRChQqhc+fOaaqDhYXq4JIREaGYP38mOnXqhBUrVsDHx0droPvt27dYuXIlunfvDn9/f0W5mZkZfvzxR1haWqapjkRERERE6jDnNhEREWV7N29ByDkMAF71AD8/49RHV7a2tpgzZw5GjhwJX19fAIk9uDds2IANGzagYMGCKFKkCHLmzIn4+HiEh4fj3bt3eP36tc49cocNG4YhQ4Yo5vf19UX//v1RpEgRFCtWDJaWlggMDMTDhw8RERGhWG7cuHFYu3atUEbqTZ48Ga9fv4aPjw8AIDw8HJMnT8bixYtRokQJWFpaws/PD8+ePROWc3BwwJw5c2BjY5PmOlSsIKF5UxlHlbLJvH37FuvWrcO6detgbW2N4sWLw9nZGXZ2doiPj0dYWBhevnyp9mGKmZkZJk+eDE9PzzTXj4iIiIhIHQa3iYiIKNtTTklStgzg6ipl+uA2AOTNmxfr1q3D7NmzcfToUeGzN2/e4M2bNymuQ9sAhhUqVMDEiRPxxx9/CKlGfH19FQH15MzNzTFhwgS0bdsWa9eu1eObZF85cuTAvHnz8Ouvv+L69euK8vfv32vsgV+oUCFMnz4dRYoUMVg9hgyWcO6CDE3PI6Kjo/Hw4UOd1uXm5oaffvoJlStXNlj9iIiIiIiUMbhNRERE2Vp8vIxz58WyBl6ZPyVJcra2tpg2bRq6d++OLVu24OLFiwgJCdG6jIuLC6pUqQIvLy/UrVtX67ytW7eGm5sbli5dips3b6qdx9raGrVr18aIESPg4eGB4ODg1H6dbCl37txYtGgR9u7di507d6r00k6SJ08efP311+jbty9y5Mhh0DrkyS2hb29g8VIZkIrAzPI3yAlX4Gh/C8HBKT8ksbS0RNWqVdGyZUs0bNiQqUiIiIiIKN1JsizLKc+mu6CgIEOujijdSZIEJycnAEBwcDAMfEgQkQHwOKX0dPOWjJFjxH1q+xYJBQuaVoA7uYSEBDx9+hQvXrxASEgIQkNDYW1tDTs7O+TPnx9ubm7Imzdvqtbt7++Pu3fvIiAgAPHx8XB2dkaePHlQoUIF5MyZk8eqgbx48QLPnj3Dx48fERsbizx58qBgwYIoV64czMzSb9icuDgZffrLePHyS5mDA7ByaQg+fnwJf39/BAcHIzIyEmZmZrCzs4O9vT2KFi2KYsWKwcKCfWdMAa+rRJkfj1Mi08BjVX/Ozs4GXR9bn0RERJStnVFKSVKiOEw6sA0k5jp2d3eHu7u7wdedL18+5MuXz+DrJVHRokVRtGjRDN+uhYWEMaMgPPAJCQF27HLAmFGVMrw+RERERETapF+3DyIiIqJMLiFBxtlzYpmppSQhMrQqlSU08BLL9uwDnj1nTyQiIiIiylwY3CYiIqJs66E3EPBRLPOqb5y6EGUmw4dIsLL6Mp2QACxYJPNVWyIiIiLKVBjcJiIiomxLOSVJkcJAUTf23CbKl09Ct+/Espu3gNNnjFMfIiIiIiJ1GNwmIiKibEmWZZw+K5ax1zbRF92+k+DqKpYtWSYjOpq9t4mIiIgoc2Bwm4iIiLKlp0+Bd+/EMq/67LVNlMTGRsLwoeIx4f8e+HubkSpERERERKSEwW0iIiLKlk4rpSTJnw9wL2mkyhBlUg29gEoVxbLNf8vwf8/e20RERERkfAxuExERUbZ0Rk1KEkliz22i5CRJwuiREsyS3TVERwNLlzO4TURERETGx+A2ERERZTsvfWW89BXLGngxsE2kToniEtq1FctOngJu3mKAm4iIiIiMi8FtIiIiynZOnxGn8+QBypYxTl2ITEH/PhLs7cWyBYtlxMUxwE1ERERExsPgNhEREWU7Z8+JAbn6dQEzM/bcJtLE0VHCgH7iMfLsGfDvQSNViIiIiIgIDG4TERFRNvPmrQyfJ2IZU5IQpaxta6B4MbFs1RoZISHsvU1ERERExsHgNhEREWUrygNJOjkCFcobpy5EpsTCQsKoEeKDoJAQYPVaBreJiIiIyDgY3CYiIqJs5cxZMRBXr25i0I6IUlalsoSGDcSyvfuBp88Y4CYiIiKijMfgNhEREWUbHz7IePBQLPOqz8A2kT6GDZZgZfVlOiEBWLBIhiwzwE1EREREGYvBbSIiIso2zp0Xp3PaAVWrGKcuRKYqXz4J3b8XHwrdug2cPmOc+hARERFR9sXgNhEREWUbp5VSktSpDVhasuc2kb6+7wrkzSuWLV4mIyqKvbeJiIiIKOMwuE1ERETZQlCwjDt3xTKmJCFKHRsbCcOHiMfP+/fA39uMVCEiIiIiypYY3CYiIqJs4dz5xNzASXLYADU8jVcfIlPXwAuoXEks2/y3DH9/9t4mIiIioozB4DYRERFlC6fPiAG3mjUBa2v23CZKLUmSMHqkBLNkdxQxMcCS5QxuExEREVHGYHCbiIiIsrzQUBk3boplXvUY2CZKq+LFJLRvK5adOg3cvMUANxERERGlPwa3iYiIKMu7cAmIj/8ybWUJ1K5lvPoQZSX9+0pwcBDLFiySERfHADcRERERpS8Gt4mIiCjLO6OUkqR6dcDWlj23iQzBwUHCgH7i8fTsObD/gJEqRERERETZBoPbRERElKVFRMi4ck0sa1CfgW0iQ2rbGiheXCxbvVbG58/svU1ERERE6YfBbSIiIsrSLl9NHOQuibk5UKe28epDlBWZm0sYPUJ8aBQSAqxay+A2EREREaUfBreJiIgoS1NOSVKlcmIaBSIyrMqVJDRqKJbt/xd48pQBbiIiIiJKHwxuExERUZYVHS3j4iWxzIspSYjSzdDBEqytv0wnJADzF8qQZQa4iYiIiMjwGNwmIiKiLOvyVSAy6su0mRngVc949SHK6vLlldCjm/gA6c5d4PhJI1WIiIiIiLI0BreJiIgoyzqtlJKkUkXA2Zk9t4nS03ddgPz5xbIly2RERLD3NhEREREZFoPbRERElCVFR8u4cFEsa+DFwDZRerO2ljBymHisffwIbNzM4DYRERERGRaD20RERJQlXbsORER8mZYkpiQhyih16wCe1cWy7TsAv9cMcBMRERGR4TC4TURERFnSKaWUJBUrALlzs+c2UUaQJAmjhkswN/9SFhsLLFrM4DYRERERGQ6D20RERJTlxMTIuHBBLGNKEqKMVaSIhM4dxbKLl4GLlxjgJiIiIiLDYHCbiIiIspzrN4CwcLGMKUmIMl7vnhJy5xLLFi6WERPDADcRERERpR2D20RERJTlnFZKSVK+HODiwp7bRBnNzk7C4EHisff6TWL+bSIiIiKitGJwm4iIiLKU2FgZZ8+LZQ2ZkoTIaJo3Bcp5iGUbN8kICGDvbSIiIiJKGwa3iYiIKEu5cRMICxPL6tc3Tl2ICDAzkzB6pAQp2TOmyChgyXIGt4mIiIgobRjcJiIioixFOSVJ2TJAvrzsuU1kTKVLSWjdSiw7fgK4fYcBbiIiIiJKPQa3iYiIKMuIi1NNSdKAKUmIMoWB/SXkzCmWzVsoIy6OAW4iIiIiSh0Gt4mIiCjLuHUbCAkRyxp6GaUqRKTE2UlC/77iw6Znz4D9B4xUISIiIiIyeQxuExERUZZxSiklSelSQP787LlNlFm0bwsULyaWrVojIziYvbeJiIiISH8MbhMREVGWEBcn4+w5sYwpSYgyFwuLxMElkwsNTQxwExERERHpi8FtIiIiyhLu3gOCg8UypiQhynwqV5LQuKFYtv8A4POEAW4iIiIi0g+D20RERJQlnDwtBsbcSwIFC7LnNlFmNHSIBBubL9OyDMxbIEOWGeAmIiIiIt0xuE1EREQmLz5extmzYhlTkhBlXnldJfToJh6j9+4D/x0zUoWIiIiIyCQxuE1EREQm7959IDBILGvAlCREmVrXzkCBAmLZ0hUyIiLYe5uIiIiIdMPgNhEREZm8U0opSYoXAwp/xZ7bRJmZtbWEkcPE4/TTJ2DNega3iYiIiEg3DG4TERGRSUtIkHFaKSVJwwYMbBOZgjq1gRqeYtnOncDTZwxwExEREVHKGNwmIiIik3bvfmJvz+SYkoTINEiShNEjJVhafimLTwDmzJORkMAANxERERFpx+A2ERERmbSTp8QAmJsb4FaEPbeJTMVXhSR0/14su3cfOHTYOPUhIiIiItPB4DYRERGZrLg4GSdPi2WNGzKwTWRqun8voaCawSWDg9l7m4iIiIg0Y3CbiIiITNbtO0BQkFjWuKFx6kJEqWdtLWHMKPHBVEgIsHwlg9tEREREpBmD20RERGSyTpwUA1/uJYHChdlzm8gU1awhqeTLP3AIuHuPAW4iIiIiUo/BbSIiIjJJsbEyzpwTyxo3YmCbyJSNGi4hRw6xbM48GXFxDHATERERkSoGt4mIiMgkXb+RmLYguUYNjFIVIjIQFxcJ/fuKD6mePQd27DJShYiIiIgoU2Nwm4iIiEzScaWUJB5lgfz52XObyNR92wEoXlwsW7tOxocP7L1NRERERCIGt4mIiMjkREfLOHdeLGNKEqKswcJCwvgx4vEcGQUsXMzgNhERERGJGNwmIiIik3P5KhAR8WVakpiShCgrKV9OQptWYtnps8ClKwxwExEREdEXDG4TERGRyTmhlJKkYgUgTx723CbKSgYPlODoIJbNnS8jMpIBbiIiIiJKxOA2ERERmZTISBkXL4llTZiShCjLcXSUMGSweGy/ewesXc/gNhERERElYnCbiIiITMqFi0BU1JdpczPAy8t49SGi9NOyReKbGclt3wE8esQANxERERExuE1EREQmRjklSdWqgLMTe24TZUVmZhJ+HCfB0vJLWUIC8Mf/ZMTFMcBNRERElN0xuE1EREQmIyxMxuWrYlljpiQhytKKFJHQq4d4nD99BmzdbqQKEREREVGmweA2ERERmYxz54HY2C/TFhZA/brGqw8RZYxu3wHFiopl69bL8HvN3ttERERE2RmD20RERGQyjiulJKlZA7C3Z89toqzO0lLChB8lSMkO95hYYPb/ZCQkMMBNRERElF0xuE1EREQmIThYxvXrYlmjhgxsE2UXZctI6PStWHb7DnDgkHHqQ0RERETGx+A2ERERmYQz5/B/7N13dJVV2sbhe6cTeu9FUbDQBKULhKo0AQGxjQUbKiqKZazj2NvYELGNo6JiA6RKb4pIRxAEpfcmEJKQkLK/P/hM2CcBUk5y2u9ay7XYzyl5UJO8750neys9I2sdHS21be27fgAUvVtuNqpS2a2NfNfqwAGmtwEAAEIR4TYAAAgIszy2JGndSoqNZXIbCCWxsUbD73c/7xMSpdffItwGAAAIRYTbAADA7x04aLVipVvrxJYkQEhq2cKoWxe3Nm++NG8+ATcAAECoIdwGAAB+b+48yZ6UWxUrJrVq6bt+APjW0LuMypR2a/950+roUQJuAACAUEK4DQAA/J7nliTt2krR0UxuA6GqTBmje4a6XwMOHpRGvEu4DQAAEEoItwEAgF/bs9dq9Rq31qkjwTYQ6rp0klq2cGuTp0iLfiHgBgAACBWE2wAAwK/NnuOuS5aULrnYN70A8B/GnDhcMjbWrb/8qlVCAgE3AABAKCDcBgAAfs1zS5L2l0qRkUxuA5CqVDa6a4j79WDffukdticBAAAICYTbAADAb+3YYbV+g1tjSxIAJ+vdU7q4mVubOFn6ZTEBNwAAQLAj3AYAAH5rlseWJGXKSBc18UUnAPyVMUYPDzcqVsytv/QK25MAAAAEO8JtAADgtzy3JInrIEVEMLkNwFW1qtFdd+SwPckowm0AAIBgRrgNAAD80qbNVps2u7XObEkC4BSu6C01a+rWJk6SFi8h4AYAAAhWhNsAAMAvzZzlBlIVK0gNG/ioGQB+zxijRx40Khbj1l98xSoxkYAbAAAgGBFuAwAAv2Ot1czZbq1jnBQWxuQ2gFOrWtXoziEe25PsY3sSAACAYEW4DQAA/M7addKuXW6tSyeCbQBndkWv7NuTTJgoLVlKwA0AABBsCLcBAIDfmeGxJUmNGlL9+j5qBkBACQszepjtSQAAAEIC4TYAAPAr6elWsz22JOnS6cR+ugCQG9WqGg25w/2asXevNJLtSQAAAIIK4TYAAPAry1dIfx1ya2xJAiCv+vSWml7k1r5nexIAAICgQrgNAAD8iueWJPXqSbVqEW4DyJuwMKNHHsp5e5KkJAJuAACAYEC4DQAA/EZKitX8+W6NqW0A+VWtqtEdt+ewPcl7hNsAAADBgHAbAAD4jUWLpYTErLUxUqc43/UDIPD1vUK6qIlbG/+99OtqAm4AAIBAR7gNAAD8xkyPLUkaN5IqVWJyG0D+/b09SYzH9iQvvWJ1/DgBNwAAQCAj3AYAAH4hMdHqp4VurTNbkgDwgurVjAbf5H492bpN+uxzwm0AAIBARrgNAAD8wvwfpePHs9bh4VJce9/1AyC4DLhSql/PrX32ubR5CwE3AABAoCLcBgAAfsFzS5IWzaXSpZncBuAdERFGjzxoFH7SHVBamvTyq1YZGQTcAAAAgYhwGwAA+NyhQ1ZLl7o1tiQB4G3nnms06Cq3tnqNNH6Cb/oBAABAwRBuAwAAn5s9V0rPyFrHxEhtW/usHQBB7OYbjapXc2uj3rfat4/pbQAAgEBDuA0AAHzOc0uSNq2l2FgmtwF4X3S00UPD3a8vSUnSa29YWUvADQAAEEgItwEAgE/t2WO1eo1b69KZYBtA4WnW1KhHd7f200Jpzjzf9AMAAID8IdwGAAA+NXO2uy5ZUmpxiW96ARA67rrDqGxZt/bGm1bxR5neBgAACBSE2wAAwKdmeGxJ0qG9FBnJ5DaAwlWqlNF997hfa/46JL07inAbAAAgUBBuAwAAn9m02WrjRrfWpRPBNoCi0bGD1LqVW5s4WVqxkoAbAAAgEBBuAwAAn/E8SLJiBalxIx81AyDkGGP0wDCjYsXc+muvW6WmEnADAAD4O8JtAADgE9ZazZjl1jp2lMLDmdwGUHQqVzK6/Vb3686WrdKYr33UEAAAAHKNcBsAAPjEb2ul3bvdGluSAPCFvldI9eu5tY8/sdq5i+ltAAAAf0a4DQAAfGLmbDc0qlEje7gEAEUhPNzowQeMwk66Ozp+XHr9TStrCbgBAAD8FeE2AAAocmlpVrNnu7UunU7sfwsAvnBefaN+fdzaol+kefN90g4AAABygXAbAAAUuRUrpb8OuTW2JAHga7fcbFS+vFt7422rpCSmtwEAAPwR4TYAAChyM2a5QVG9elKtWoTbAHyrRAmje+52vxYdOCB9+F/CbQAAAH9EuA0AAIpUSorN9mv+TG0D8BcdO0jNL3Fr346V/viDgBsAAMDfEG4DAIAitWixlJiYtTZG6hTnu34A4GTGGD1wn1FUZFYtI0N6cwSHSwIAAPgbwm0AAFCkZsx0w6HGjaRKlZjcBuA/qlc3+sf17tellaukufN81BAAAAByRLgNAACKTGKi1cKFbq1LZ4JtAP7n6qukKpXd2jvvWqWkML0NAADgLwi3AQBAkZn/o3Q8NWsdHi51aOe7fgDgVKKjje4a4v7wbc9eaczXPmoIAAAA2RBuAwCAIuO5JUmL5lLp0kxuA/BPHdpLTRq7tc8+t9q/n+ltAAAAf0C4DQAAisShQ1bLlrk1tiQB4M+MMbr3biNz0peq5GRp1PuE2wAAAP6AcBsAABSJ2XOl9IysdUyM1La1z9oBgFw591yjnj3c2rQZ0prfCLgBAAB8jXAbAAAUiZmz3CCobRupWDEmtwH4v9sGGxUv7tbeHGGVkUHADQAA4EuE2wAAoNDt3m21eo1b69yJYBtAYChb1uimG9yvWevWSTNn+aghAAAASCLcBgAARWDmbHddsqTU4hLf9AIA+XFlX6lmTbf2wX+tUlOZ3gYAAPAVwm0AAFDoPLckiesgRUYyuQ0gcERGGt11h/t1a/duacJEHzUEAAAAwm0AAFC4Nm2y2rjJrXXuSLANIPC0aS01bODW/veZVVIS09sAAAC+QLgNAAAK1YzZbuhTsYLUuJGPmgGAAjDG6I7b3B/OHTokff2tjxoCAAAIcYTbAACg0Fhrsx241qmjFB7O5DaAwNS4kVHrlm7tizFWhw4zvQ0AAFDUCLcBAECh+W3tiT1pT9a5E8E2gMB2+21G5qQvZUlJ0ujPCbcBAACKGuE2AAAoNJ4HSdasKdWv56NmAMBL6p5t1LWLWxs7Xtqzh4AbAACgKBFuAwCAQpGWZjV7jlvr3PHEnrUAEOgG32QUEZG1Tk2VPvqYcBsAAKAoEW4DAIBCsWKl9Ncht9aFLUkABIlqVY36XOHWfpgubdpMwA0AAFBUCLcBAEChmDHTDXjq15Nq1SLcBhA8brjOqFixrLW10sefEG4DAAAUFcJtAADgdSkpVvMWuDUOkgQQbMqWNRo00K3Nncf0NgAAQFEh3AYAAF636BcpMTFrbYzUKc53/QBAYRnY36hE8ay1tdInnxFuAwAAFAXCbQAA4HUzZrnBTpPGUqVKTG4DCD4lSxoN6O/WZs+Rtmwl4AYAAChshNsAAMCrEhOtFi50a2xJAiCYDehvVJzpbQAAgCJHuA0AALxq/gLpeGrWOjxc6tDOd/0AQGErVdKofz+3Nmu2tG0bATcAAEBhItwGAABe5bklSYvmUunSTG4DCG4D+xsVK5a1zsiQPhlNuA0AAFCYCLcBAIDXHDpktWyZW+vSmWAbQPArXTr79PaMmdL2HQTcAAAAhYVwGwAAeM3suVJ6RtY6JkZq29pn7QBAkbpqgFGxmKx1Rob0GdPbAAAAhYZwGwAAeM1Mjy1J2rSWihVjchtAaChTxqhvX7c2bbq0cycBNwAAQGEg3AYAAF6xZ4/V6jVujS1JAISaqwcaxZw0vZ2eIY3+knAbAACgMBBuAwAAr5g5212XLCm1uMQ3vQCAr5Qta9Snt1ubNk06eJCAGwAAwNsItwEAgFd4bknSob0UGcnkNoDQM2igUWRk1vp4qvTtOMJtAAAAbyPcBgAABbZ5i9WfG91al04E2wBCU4UKRt26uLVx46WkJAJuAAAAbyLcBgAABeY5tV2+vNS4kY+aAQA/cPVV7g/4EhKkiZN91AwAAECQItwGAAAFYq3VjFlurXNHKTycyW0Aoat2baNL27i1r762SktjehsAAMBbCLcBAECBrPtd2rXLrXVmSxIA0DVXu18L9+3PfvguAAAA8o9wGwAAFMiMme4UYo3q0nn1fdQMAPiRhg2MGjZwa198aWUt09sAAADeQLgNAADyLT3davYct9a5k2QMk9sAIEnXekxvb9osLVrso2YAAACCDOE2AADIt5WrpIN/uTW2JAGALK1bSbVrubUvvmRyGwAAwBsItwEAQL55bkly7jlSndqE2wDwt7Awo6sHuV8XV6yU1q4j4AYAACgowm0AAJAvx49bzZ3v1pjaBoDsunaWypd3a2O+JtwGAAAoKMJtAACQL78slhIS3Fqnjr7pBQD8WVSU0YAr3R/+zZsn7d1HwA0AAFAQhNsAACBfZs5yQ5lGDaUqlZncBoCc9O4lxcRkrdMzpHHjCbcBAAAKgnAbAADkWVKS1Y8L3RpbkgDAqZUqaXT5ZW7t+4lScjIBNwAAQH4RbgMAgDz78ScpJSVrHR4mxXXwVTcAEBgG9HN/CHj0qDRtho+aAQAACAKE2wAAIM88tyS5+GKpbBkmtwHgdGrVMmrZwq19852VtUxvAwAA5AfhNgAAyJMjR6x+WeLWunQm2AaA3PA8WHLLFmnpMt/0AgAAEOgItwEAQJ7MmSelp2eto6Kkdm191w8ABJLml0i1a7m1r79lchsAACA/CLcBAECeeG5J0rqVFBvL5DYA5IYxJtv09s+LpG3bCbgBAADyinAbAADk2r59Vqt+dWtsSQIAedOtq1SihFv79jvCbQAAgLwi3AYAALk2a4508rlnxYtLLZv7rh8ACETFihn17uXWpv4gHT1KwA0AAJAXhNsAACDXZnhsSdK+nRQdzeQ2AORVvz5G4SfdjR1LliZN8V0/AAAAgYhwGwAA5Mq27VYbNri1Lp0ItgEgP6pUNmrXzq2N+94qI4PpbQAAgNwi3AYAALkye467LltWuqiJT1oBgKDQv5/7A8Jdu6TFS3zUDAAAQAAi3AYAALkyc7Y7TRjXXoqIYHIbAPKrUUOpbl23Nu57JrcBAAByi3AbAACc0aZNVlu2uLVOHQm2AaAgjDHqe4X7tXThz9Lu3QTcAAAAuUG4DQAAzmjWHDdoqVhBatjAR80AQBDp2lmKjc1aWytNmES4DQAAkBuE2wAA4LSstZrlsd92xzgpLIzJbQAoqNhYo8u7ubWJk6Xjxwm4AQAAzoRwGwAAnNYff0o7dri1jnEE2wDgLX08tiY5fFiaO983vQAAAAQSwm0AAHBangdJVq0iXXC+j5oBgCB0Vh2ji5q4tXHjmdwGAAA4E8JtAABwStZazfHYkiQu7sQhaAAA7+nbx/26unqN9MefBNwAAACnQ7gNAABOae06afcet9a5I8E2AHhbu7ZS+fJubfz3hNsAAACnQ7gNAABOafYcN1ipUUM69xwfNQMAQSwiwqh3T7c2fYaUkEDADQAAcCqE2wAAIEcZGVazPbYk6cSWJABQaHr3NAo/6Q7tWLI0bbrv+gEAAPB3hNsAACBHq9dI+w+4tU5xBNsAUFgqVjS6tK1bGzfBylqmtwEAAHJCuA0AAHI0a7YbptSpI519NuE2ABSmPle4X2e3bJF+W+ubXgAAAPwd4TYAAMgmPd1q7jy3xkGSAFD4ml4kVavm1iZNZnIbAAAgJ4TbAAAgm5WrpL8OubWOcb7pBQBCSViYUa8e7g8TZ82WkpIIuAEAADwRbgMAgGxmzXFDlHPPkWrVZHIbAIrC5d2U7WDJWbN91w8AAIC/ItwGAACOtDSreR5bknTkIEkAKDIVKhi1auXWJrI1CQAAQDaE2wAAwLFsuXQk3q2xJQkAFK2eHluTrF0nbdxEwA0AAHAywm0AAOCYNdsNT84/X6pejcltAChKLZtL5cu7NQ6WBAAAcBFuAwCATMePW81f4NY6sSUJABS5iAij7pe7tWkzpJQUAm4AAIC/EW4DAIBMi5dKCYluLa6DLzoBAPS83P3hYny8tOBHHzUDAADghwi3AQBAptkeW5I0bCBVrsTkNgD4QvXqRs2aujUOlgQAAMhCuA0AACSd+FX3BT+5tU4dCbYBwJc8D5ZctlzauYuAGwAAQCLcBgAA/+/nRdKxY1lrY6QO7X3XDwBAatdWKlnSrU2aQrgNAAAgEW4DAID/N2uOG5Zc1ESqUJ7JbQDwpehoo25d3dqUqVJaGgE3AAAA4TYAAFBSktXCn91axziCbQDwBz27u1+PDx6UFi32UTMAAAB+hHAbAABo4c9SSkrWOjxM6tDOd/0AALKcU9fo/PPd2iQOlgQAACDcBgAA2bckadZMKlOGyW0A8Be9PA6W/Pln6cABAm4AABDaCLcBAAhxCQlWv/zi1tiSBAD8S+eOUrGYrHV6hjR1mu/6AQAA8AeE2wAAhLgFP0nHU7PWERFSu0t91w8AILvYWKOOHd3apMlWGRlMbwMAgNBFuA0AQIib7bElSfNLpFIlmdwGAH/juTXJzl3SylU+agYAAMAPEG4DABDC4uOtFi9xa53YkgQA/NKFF0h16ri1iRwsCQAAQhjhNgAAIWz+Aik9PWsdFSm1beO7fgAAp2aMyTa9PW/eiR9UAgAAhCLCbQAAQtgsjy1JWraUihdnchsA/FW3LifORvjb8VRp+kzf9QMAAOBLhNsAAISoQ4esli13a506EmwDgD8rU8ZkO/R34iQra5neBgAAoYdwGwCAEDV3vpSRkbWOiZFat/RdPwCA3PHcmmTjJun39T5qBgAAwIcItwEACFGzZrtTfm1aScWKMbkNAP6uWVOpahW3xsGSAAAgFBFuAwAQgg4ctFr1q1vryJYkABAQwsKMenR3v2bPmCklJRFwAwCA0EK4DQBACJo3Xzp5e9ZixaSWzX3XDwAgb7pfJoWddDd37Jg0Z57v+gEAAPAFwm0AAELQnLnudN+lbaToaCa3ASBQVKpksv1QchJbkwAAgBBDuA0AQIg5cCCHLUniCLYBIND09DhYcvUaafMWAm4AABA6CLcBAAgxcz22JImNlS652Hf9AADyp3UrqVxZtzZpCuE2AAAIHYTbAACEmNlz2JIEAIJBRITR5Ze5tWnTpOPHCbgBAEBoINwGACCE7N9vtXqNW4tjSxIACFieW5McPiIt+MlHzQAAABQxwm0AAEKI55YkxYtLzdmSBAACVs0aRk0auzUOlgQAAKGCcBsAgBDiuSVJ2zZSVBST2wAQyHp5TG8vWSrt2k3ADQAAgh/hNgAAIWLfvuxbknTsQLANAIGuQ3upRHG3NmUq4TYAAAh+hNsAAISIufPcdYni0iVsSQIAAS862qhrF7c2eYqUnk7ADQAAghvhNgAAIWLOPDfkuLQtW5IAQLDw3Jpk/wFp8RIfNQMAAFBECLcBAAgBe3PakiSOYBsAgsW55xrVr+fWJkxichsAAAQ3wm0AAEJAti1JSkgXN/NNLwCAwuE5vb3wZ+ngQQJuAAAQvAi3AQAIAbPnuOFGu7ZSZCST2wAQTDp3kqKjs9bp6dIP033XDwAAQGEj3AYAIMjt2Wv121q3FseWJAAQdEqUMOrYwa1NmmJlLdPbAAAgOBFuAwAQ5Dy3JClZUrq4qW96AQAUrp4eW5Ns3y79utpHzQAAABQywm0AAIJcti1JLmVLEgAIVo0aSrVqurWJk5ncBgAAwYlwGwCAILZ7t9XadW4trj3BNgAEK2NMtuntOXOlhAQCbgAAEHwItwEACGJzctqSpJlvegEAFI3Lukrh4VnrlBRp5izf9QMAAFBYCLcBAAhic+a5k3rtL5UiIpjcBoBgVq6cUZvWbo2tSQAAQDAi3AYAIEjt3m21zmNLko5xBNsAEAp6eWxNsn6D9McfBNwAACC4EG4DABCkPLckKVVKanqRb3oBABSt5pdIFSu4tUlTCLcBAEBwIdwGACBIzZ7DliQAEKrCw416dHdr02ZIKSkE3AAAIHgQbgMAEIR27rL6fb1bY0sSAAgt3S93v+4nJEjzFvioGQAAgEJAuA0AQBCa67ElSelS0kVNfNIKAMBHqlU1uriZW5vEwZIAACCIEG4DABCEsm1J0p4tSQAgFHkeLLl8hbRjJwE3AAAIDoTbAAAEmZ07rdZvcGtx7Qm2ASAUXdr2xIHCJ5vMwZIAACBIEG4DABBkZs9112VKsyUJAISqqCijbl3c2uSpVmlpBNwAACDwEW4DABBk5sz12JKkHVuSAEAo6+mxNcnBg9KCH1N91A0AAID3EG4DABBEduyw2vCHW+sYR7ANAKGs7tlGF5zv1saOT/ZNMwAAAF5EuA0AQBCZM89dly0rNW7km14AAP7Dc3p73vxU7d+f4aNuAAAAvINwGwCAIDJ7jseWJJeyJQkAQOrcUSoWk7VOT5fGT0jxXUMAAABeQLgNAECQ2Lbd6o8/3RpbkgAAJCk21qhjR7c2dnyyrOVgSQAAELgItwEACBJz5rprtiQBAJysl8fWJNu2ZWjlKh81AwAA4AWE2wAABIk5c93puw7tpfBwJrcBACdceIFUp7ZbmziJyW0AABC4CLcBAAgC27ZZ/bnRrcW1J9gGAGQxxmQ7WHLOPKujRwm4AQBAYCLcBgAgCMye667LsSUJACAH3bpKERFZ6+PHpRmzfNcPAABAQRBuAwAQBNiSBACQG2XLGLVr635/mDSZyW0AABCYCLcBAAhwW7dabdzk1jrGEWwDAHLmuTXJhj+k39cTcAMAgMBDuA0AQICbM89dly8vNWzgm14AAP7v4mZS1arureAEDpYEAAABiHAbAIAAN3uOx5Yk7diSBABwauHhRlf2jXZqM2ZKSUkE3AAAILAQbgMAEMA2b7HatNmtsSUJAOBM+vWJVthJd4PHjkkzZ/uuHwAAgPwg3AYAIIDNmeuu2ZIEAJAblSuHq327SKc2YSKT2wAAILAQbgMAEMDmzHWDiLgOUlgYk9sAgDMbcGWMs/59vbR+AwE3AAAIHITbAAAEqE2brTZvcWsdOxBsAwByp22bSFWq6NYmcrAkAAAIIITbAAAEKM+p7YoVpAYX+qgZAEDACQ836tXT/aHodA6WBAAAAYRwGwCAAGStzbbfdof2bEkCAMibHt2Nc7BkUpI0e47v+gEAAMgLwm0AAALQ5s3Slq1urWMcwTYAIG8qVzJq2cKtfc/WJAAAIEAQbgMAEIDmzHODh0oVpQsv8FEzAICA1ruX+8PRdeukP/4g4AYAAP6PcBsAgABjrc32K+NsSQIAyK+WzU+c23CyCZMJtwEAgP8j3AYAIMBs2ixt3ebW2JIEAJBfERFGPXu4tekzpGPHCLgBAIB/I9wGACDAzJ7jsSVJJemC833UDAAgKPTobmRO+jlpYqI0e67P2gEAAMgVwm0AAAKItTZb2BDXgS1JAAAFU6Vy9oMlJ0xkchsAAPg3wm0AAALIxk3S9u1urWMHgm0AQMH17ul+P/ltrfTnRgJuAADgvwi3AQAIIJ5bklSuzJYkAADvaNVSKl/erU2cRLgNAAD8F+E2AAABIsctSdpLxjC5DQAouIgIo57d3dq06VJyMgE3AADwT4TbAAAEiD//lHbscGsd4wi2AQDe09PjYMmERGnOXJ+1AwAAcFqE2wAABIjZc93JuSqVpfPP81EzAICgVLWqUfNL3NoEtiYBAAB+inAbAIAAYK3NNjnXMY4tSQAA3te7l/u9ZfUaadMmAm4AAOB/CLcBAAgAG/6Qdux0a3EdCLYBAN7XppVUvpxbmzCZcBsAAPgfwm0AAALArDluqFC1inRefR81AwAIahERRt09Dpb8YZqUkkLADQAA/AvhNgAAfs5aqzlz3BpbkgAAClOvHu73mIQEac48HzUDAABwCoTbAAD4ubXrpN173FqnjgTbAIDCUy2ngyUnMrkNAAD8C+E2AAB+btZsN0yoUUM69xwfNQMACBm9e7o/SP11tbR5CwE3AADwH4TbAAD4sYwMqzlz3VontiQBABSBtm2kcmXd2sRJhNsAAMB/EG4DAODHVq+R9h9wa2xJAgAoChERRt0vd2tTOVgSAAD4EcJtAAD8mOeWJGfVkc4+i3AbAFA0PA+WPHpUmjffR80AAAB4INwGAMBPpadbzZ3n1pjaBgAUperVjZo1dWsT2JoEAAD4CcJtAAD81MpV0l+H3FrHON/0AgAIXb17uT9YXblK2rqVgBsAAPge4TYAAH5q1hw3ODj3HKlWTSa3AQBFq11bqUwZt8b0NgAA8AeE2wAA+KG0NLYkAQD4h8hIo+6XuTUOlgQAAP6AcBsAAD+0dJkUH+/W2JIEAOArvXq6P2CNj5dmz/VNLwAAAH8j3AYAwA/N9tiS5PzzpWpVmdwGAPhGzRpGFzdza+O/Z3IbAAD4FuE2AAB+5vhxq/kL3FqnOIJtAIBv9b3C/V7021rpjz8IuAEAgO8QbgMA4GcWL5USEt1aXAdfdAIAQJY2raUKFdza+AmE2wAAwHcItwEA8DOzZ7tBQcMGUuVKTG4DAHwrIsKoVw+3Nn2GlJhIwA0AAHyDcBsAAD+SkmK14Ce31rkjwTYAwD/06mEUftJd5LFkadoM3/UDAABCG+E2AAB+5OdF0rFjWeuwMKlDe9/1AwDAySpVMmrd2q2N/97KWqa3AQBA0SPcBgDAj8ya44YDTRpL5cszuQ0A8B+eB0tu2iytXuOjZgAAQEgj3AYAwE8kJVkt/NmtdYwj2AYA+JeLm0nVq7m18d8zuQ0AAIoe4TYAAH5i4c9SSkrWOjxM6tDOd/0AAJCTsDCjK3q7P3ydM086dJiAGwAAFC3CbQAA/ITnliTNmkllyjC5DQDwP90vk6Iis9apqdKUqb7rBwAAhCbCbQAA/EBCgtUvv7i1Th0JtgEA/qlMGaO4Dm7t+4lWGRlMbwMAgKJDuA0AgB9Y8JN0PDVrHREhXdrWd/0AAHAmfTwOlty1S1qy1EfNAACAkES4DQCAH5jtsSVJ80ukUiWZ3AYA+K8GF0p1z3ZrHCwJAACKEuE2AAA+Fh9vtXiJW+sUR7ANAPBvxphs09s//Szt3UfADQAAigbhNgAAPjZ/gZSenrWOipTatvFdPwAA5Fa3LlKxYlnrjAxp0mTCbQAAUDQItwEA8LFZHluStGwpFS/O5DYAwP/Fxhp16+LWJkyS0tIIuAEAQOEj3AYAwIcOHbZavtytdepIsA0ACBxX9Ha/bx08KC340UfNAACAkEK4DQCAD82ZK6VnZK1jYqTWLX3WDgAAeXbuOUYNLnRr4zhYEgAAFAHCbQAAfGjGTPfmv00rqVgxJrcBAIGlr8fBkstXSJu3EHADAIDCRbgNAICP7N5ttXqNW+vShWAbABB44jpIZcq4tXHjCbcBAEDhItwGAMBHZs521yVLSi0u8U0vAAAURFSUUa8ebu2H6VJSEgE3AAAoPITbAAD4yMxZ7g1/XAcpMpLJbQBAYLqit1HYSXeYSUknAm4AAIDCQrgNAIAPbNxktXGTW+vSiWAbABC4qlQ2atPKrY0db2Ut09sAAKBwEG4DAOADngdJVqooNW7ko2YAAPCSfn3dH9Ru2SKtWOmTVgAAQAgg3AYAoIhlZFjNnOXWOneSwsKY3AYABLZmTaUaNdzaWA6WBAAAhYRwGwCAIrbmN2nPXrfGliQAgGAQFmbU7wr3e9qCBdKBAwTcAADA+wi3AQAoYjM8DpKsU1s65xwfNQMAgJddfpkUE5O1Ts+Qvp9IuA0AALyPcBsAgCKUlmY1Z45b69zJyBgmtwEAwaFkSaMund3ahEknvgcCAAB4E+E2AABFaMky6fARt9alk296AQCgsPTr4/7Q9uBBad4CHzUDAACCFuE2AABFaOZMd2rtgvOl6tWZ2gYABJdzzzFq2MCtjeNgSQAA4GWE2wAAFJHkZKv5HlNrXToTbAMAglO/vu73uJWrpI2bCLgBAID3EG4DAFBEFvwkHUvOWoeFSR07+KwdAAAKVYd2Urmybo3pbQAA4E2E2wAAFJFp090b+mZNpfLlmdwGAASnyEijXj3d2rTpUkICATcAAPAOwm0AAIrAwYNWi5e4tcu6EmwDAIJb715GYSfddR5Lln6Y7rt+AABAcCHcBgCgCMyYJWVkZK2LxUjtLvVdPwAAFIXKlYzatnFr48ZbWcv0NgAAKDjCbQAAisAP09yb+PbtpWLFmNwGAAS/fn3c73dbt0nLV/ioGQAAEFQItwEAKGR//Gn150a3xpYkAIBQ0aypVLuWWxvLwZIAAMALCLcBAChkngdJVqooXdTEN70AAFDUjDHq6zG9/eOP0r59BNwAAKBgCLcBAChEaWlWM2a6ta5dpPBwJrcBAKHjsq4nzpv4W3qG9P1Ewm0AAFAwhNsAABSiZculg3+5tW5sSQIACDElShh16+rWJk6SUlMJuAEAQP4RbgMAUIh+8NiS5Lz60ll1CLcBAKHH82DJvw5Jc+f7qBkAABAUCLcBACgkiYlW8xe4Naa2AQCh6uyzjZo0dmtjxzG5DQAA8o9wGwCAQjJ3vpSSkrUOD5c6d/RdPwAA+JrnwZKr10h//EnADQAA8odwGwCAQvLDNPdmvWULqWxZJrcBAKGrXVupfDm3Nu57wm0AAJA/hNsAABSCPXusVqx0a5exJQkAIMRFRhr17uXWps+Qjh4l4AYAAHlHuA0AQCGYPtNdlyghtW7lm14AAPAnvXsahZ90J5qcLE2d5rt+AABA4CLcBgDAy6y12bYk6RgnRUczuQ0AQMWKRpde6tbGfW+VkcH0NgAAyBvCbQAAvGzd79K27W6NLUkAAMjSz+Ngye3bpWXLfdQMAAAIWITbAAB4mefUdrVqUsMGPmoGAAA/dFET6aw6bu27cUxuAwCAvCHcBgDAi1JTrWbOdmuXdTUyhsltAAD+ZoxRv77u98aFP0u7dxNwAwCA3CPcBgDAixb9IsXHu7VuXX3TCwAA/qxbFyk2NmudkSGNn0C4DQAAco9wGwAAL/phuntT3qihVL0aU9sAAHiKjTXqfplbmzRZSkkh4AYAALlDuA0AgJccPmz100K31o2DJAEAOKW+V7jfJ4/ES7Pn+KgZAAAQcAi3AQDwkukzpbS0rHVUpBTXwVfdAADg/2rXNrq4mVsbO57JbQAAkDuE2wAAeIG1VpOnuDfj7dtLpUoyuQ0AwOn06+N+r1z3u7R2HQE3AAA4M8JtAAC8YP0GaeMmt9bjcoJtAADOpHUrqVIlt8b0NgAAyA3CbQAAvGDyVPcmvEplqelFPmoGAIAAEhFhsu29PXu2dOgwATcAADg9wm0AAAooJcVqxky31v1yo7AwJrcBAMiNnj2kyMis9fFUadJk3/UDAAACA+E2AAAFNP9HKSEha22M1P0y3/UDAECgKVvGqGOcWxs/wSo9neltAABwaoTbAAAUkOdBks2aSlWqMLUNAEBeeB4suXevtPBnHzUDAAACAuE2AAAFsHu31bLlbq1Hd4JtAADy6oLzpfPquzUOlgQAAKdDuA0AQAFMnSbZk+67S5SQ2rX1XT8AAAQqY0y26e0lS6Vt2wi4AQBAzgi3AQDIp4wMqylT3RvuLp2l6GgmtwEAyI9OHaXSpdza2O8JtwEAQM4ItwEAyKflK6Q9e91aj8sJtgEAyK/oaKMePdza1B+kpCQCbgAAkB3hNgAA+TTZY2q7bl2pfj0fNQMAQJDo29vInPSz4sREafoM3/UDAAD8F+E2AAD5EB9vNW+eW+txuZExTG4DAFAQVasatW7l1saOt7KW6W0AAOAi3AYAIB9+mCYdT81aR0RIXTv7rh8AAIKJ58GSmzZLK1f5qBkAAOC3CLcBAMgja62+n+hOj7W/VCpThqltAAC84ZKLpRo13NrY8UxuAwAAF+E2AAB59Otqaes2t3ZFb4JtAAC8JSzMqN8V7vfW+fOl/fsJuAEAQBbCbQAA8uj7Ce6NdY0a0kVNfNMLAADB6vLLpJiYrHV6hjRhEuE2AADIQrgNAEAeHDliNdfjIMnePTlIEgAAbytZ0qhrF7c2YaKUmkrADQAATiDcBgAgD36Y7h4kGRkpdb/Md/0AABDMPA+WPPiXNHe+j5oBAAB+h3AbAIBcstZqgsdBku04SBIAgEJzTl2jJo3d2rffMbkNAABOINwGACCXVv2aw0GSvQi2AQAoTFf2db/X/rZW+v13Am4AAEC4DQBArn3vMbVdsyYHSQIAUNgubStVqujWvh1HuA0AAAi3AQDIFQ6SBADANyIijPpc4X6/nTVbOnSIgBsAgFBHuA0AQC5MnSalehwkeXk33/UDAEAo6dVTiorMWqemShMm+a4fAADgHwi3AQA4g5wOkuzQnoMkAQAoKmXLGHXq6NbGfW+Vlsb0NgAAoYxwGwCAM1i6TNq23a317kmwDQBAUbqyn/u998ABad4CHzUDAAD8AuE2AABn8J3HoVV1aktNGvuoGQAAQtR59Y0aNnBr341lchsAgFBGuA0AwGns3m3100K31q8vB0kCAOALV/Z1v//+ulr64w8CbgAAQhXhNgAApzHueyt70j1z8eLSZV191w8AAKGsQ3upfHm39u04wm0AAEIV4TYAAKeQnGw1cbJb636ZFBvL1DYAAL4QEWHUp7f7fXjGDOnwYQJuAABCEeE2AACnMGOmdPSoW+vbh2AbAABf6t1TiojIWh9PVbYfRgMAgNBAuA0AQA6stdl+zblFc6lWTcJtAAB8qXx5o05xbm3c91ZpaUxvAwAQagi3AQDIwapfpY0b3Vr/fgTbAAD4gys9vifv26dsB0ADAIDgR7gNAEAOvvOY2q5R/cTkNgAA8L0Lzjc6/3y39u1YJrcBAAg1hNsAAHjYt89q/ny31q+PUVgYk9sAAPiL/n3d78srVkp/biTgBgAglBBuAwDgYfwEq/SMrHWxGKn75b7rBwAAZBfXQSpb1q15/uYVAAAIboTbAACcJCXFasIkt9atm1SiBFPbAAD4k6gooz693dr0GVJ8PAE3AAChgnAbAICTTJ8hHT7s1q7sS7ANAIA/uqKXUXh41jolRZo0xXf9AACAokW4DQDA/8vIsPrqG3fa6+Jm0ll1CLcBAPBHFSoYdWjv1saNt0pPZ3obAIBQQLgNAMD/W/SLtGWrW7v6KoJtAAD8Wf9+7vfq3XukhT/7qBkAAFCkCLcBAPh/X37lTnmdfZbU/BIfNQMAAHKlwYVSvXpu7duxTG4DABAKCLcBAJD0+3qrFSvd2qCBRsYwuQ0AgD8zxmiAx/T2suXS5i0E3AAABDvCbQAAJI352r0BLl9e6tzJR80AAIA86RgnlSnt1r4bR7gNAECwI9wGAIS8PXus5sxxa/37GUVFMbUNAEAgiI426tXLrf0wTTp6lIAbAIBgRrgNAAh533xnlZ6RtS4WI13R23f9AACAvOvb2yj8pDvc5GRpyg++6wcAABQ+wm0AQEg7etRqwiS31qOHVKokU9sAAASSSpWMLr3UrY0dZ5WRwfQ2AADBKsLXDQAA4EsTJ0vHjmWtw8Kkgf0JthFcEhMTtWrVKu3bt09HjhxRbGysKlSooLp166pWrVq+bi/Xjh8/rmXLlmnbtm1KSUlR+fLlddFFF6latWr5fs/ly5dr2bJlkqSqVauqZ8+e3moXgA8MuNJo7rysMHvnLmnRL1LrVj5sCgAAFBrCbQBAyEpNtfrmW3eaq307qVpVwm0Eh1WrVunjjz/WkiVLlJ6enuNzzj33XPXt21d9+/aVMd7/f//PP//UjTfeqLS0NKf++OOP5ylI/uqrr/Thhx/q6NGj2R5r1aqVhg8frurVq+ept8TERD355JM6cOCAJOk///lPnl6fX7t27VK/fv2c2qJFi4rsvYYMGaIVK1ac9jmRkZGKjIxUqVKlVLZsWVWrVk1nnXWWLrzwQjVq1EjFixfPV7+S9O9//1tTpkzJXA8ePFi33nprvt8POFmjhtI5daU/N2bVvh1r1boV39sBAAhGhNsAgJA1a460/4BbGzSQm18EvrS0NL322msaN27cGZ/7xx9/6OWXX9aMGTP0r3/9S5UrV/ZaH+np6XruueeyBdt59eKLL2r8+PGnfPznn3/WLbfconfeeUdnn312rt/33XffzQy24+Li1Lp16wL1GUxSU1OVmpqqpKQk7dmzR+vWrct8LCoqSs2bN1e/fv3UqlWrQvmhCJBfxhj17ye9+ErWD68XL5E2bbY6+yz+XwUAINiw5zYAICRZazXmK3dqu1FD6cILuPFFYEtLS9Pw4cOzBdsRERFq3LixunTporZt26pKlSrO4ytWrNA999yjI0eOeK2XL774wglF82PSpElOsB0VFaUWLVqoc+fOzqT2oUOH9OijjyolJSVX7/v7779r7NixkqTY2FgNGzasQH2GkuPHj+vHH3/U/fffrxtvvFFr1qzxdUuAo0tnqXQpt/btWPbdBgAgGDG5DQAISUuXub+yLElXX0WwjcD3zjvvZNuWYuDAgbrllltUqpSb9vzyyy96+eWXtXPnTknS1q1b9cgjj2jkyJEFnsbdtm2bPvzww8x1bGyskpKS8vQeaWlpGjVqVOa6Ro0aevPNNzND7YyMDH344Yf673//K0nasmWLJk2apCuvvPK075uRkaGXX35ZGRkZkqRbbrlFlSpVylNvwWTo0KGKi4tzahkZGUpISNDRo0e1f/9+rV27VqtXr9b69eud561fv1633367hg4dqkGDBhVl28ApRUcbXdHb6tPRWbUfpkm332JVujTf6wEACCZMbgMAQtKXHlPbNWpIbdiRAAFu8+bN+uqrr5zaPffco/vvvz9bsC1JLVq00Pvvv+9MQK9YsUIzZ84sUB/WWj333HOZU9QdO3ZU/fr18/w+ixYtytw2RJKefvppp9ewsDDddtttat68eWZt0qRJZ3zfsWPHau3atZJO7Dl+1VVX5bm3YFK6dGlVq1bN+adGjRo677zzdMkll6h79+4aPny4PvnkE40ePVq9evVSWFjWbUR6erreeOMNjR49+jQfBSha/foYRZw0ynX8uPT9RN/1AwAACgfhNgAg5GzaZLV4iVsbNMAoLIxpLgS2zz77LHMaWZIuueQSXXPNNad9Tfny5fXYY485tXffffeUB1DmxhdffKGVK1dKkkqUKKH7778/X++zatWqzD/Xr19fF154YY7PO3lSe8OGDTp27Ngp3/PgwYOZ0+DGGD300EMKDw/PV3+h6JxzztFjjz2mN954Q2XLlnUeGzlypBYvXuyjzgBXhQpGndxfSNDY8VapqWxPAgBAMCHcBgCEHM+p7TKlpcu6+agZwEustVq4cKFTu/baa3P12qZNm+qCCy7IXO/atUvLly/PVx+7du3Sq6++mrm+++67VaFChXy919/bpUhy+vN0cuidnp6uPXv2nPK5b775phISEiRJV1xxhRo2bJiv3kJd8+bNNWLECMXExGTW/t7uJTU11YedAVkG9Hd/aH3ggDRnno+aAQAAhYJwGwAQUnbvtpo+w6317SPFxDC1jcC2efNmHT58OHMdGRmppk2b5vr1LVu2dNazZ8/OVx9PPPFE5t7aTZo00RVXXJGv95Gko0ePZv65dOnSp3xemTJlTvm6ky1dulTTp0+XJJUtW1ZDhgzJd2+Q6tatq+HDhzu1HTt2aNq0aT7qCHCdV9+okcfPr77+xspaprcBAAgWhNsAgJDy5VdW6Vm7Nig6WurXl2AbgW/fvn3OumbNmoqKisr16+vWreusPafAc2PSpEn68ccfJUlRUVF65JFHCnQw5cn9p6WlnfJ5no/l9PdOTU3VK6+8krkeOnToaQNz5E737t1Vo0YNpzZ+/HjfNAPk4KoB7teg39dLq9f4qBkAAOB1hNsAgJBx8KDVpMlurXdPqWwZwm0Evvj4eGddokSJPL3e8/l79+7N3L4jNw4ePKg333wzc33jjTeqTp06eerB08kT2SdvUeJpx44dztpzL2jpxH7kW7dulSRddNFF6t69e4F6wwlhYWEaMGCAU/vtt9908OBBH3UEuNq2kapWcWtff8vkNgAAwYJwGwAQMr7+1ur4SVvBRkRIg64i2EZwiIiIcNZ53fc4p+dv3rw5169/5ZVXMgP2c889V//4xz/y9PFzUr9+/cw/L1u2TMePH8/xeSdPmZcpU0aVK1d2Ht+5c6c++eQTSSf+PT300EMF7g1Zmjdv7qyttVqzhtFY+IfwcKMr+7nf6+cvOLFNGQAACHyE2wCAkHD0qNW4793aZV2lypUItxEcPLfYOHDgQJ5en9Pz/550PpNZs2Zp7ty5kiRjjP79738rMjIyTx8/J61atcrc1iQ+Pl4ff/xxtufs27dPn3/+eea6devW2Z7zyiuvKCUlRdKJQzbPOuusAveGLHXq1FHJkiWd2h9//OGjboDsenaXihXLWmdkSN+NI9wGACAYRJz5KQAABL6x46X/P+NOkhQWJl17DcE2gofnFiD79+/Xvn37VKlSpVy9PqdJ28TExDO+7siRI3r11Vcz19dcc42aNm3qHG6ZXzVr1lTr1q31008/SZI+/vhjHT58WD169FDJkiW1du1avffeezpy5IikE1tkDBw40HmPWbNmadGiRZKkqlWr6qabbipwX4Vh165d+Xqd517rvmCMUc2aNbV27drM2t69e33YEeAqUcKoR3erb7/Lqk2aLN18o1VsLNcCAAAEMsJtAEDQO3bM6huP/TXj2ks1a3BDi+BRvnx51a5d25m2njp1qm644YYzvvbYsWOZk9cny024/frrr+vQoUOSpIoVK+r+++/PfdO5MHz4cP366686evSoJGncuHEaN25cjs+9+uqrdd5552WuExMT9cYbbzjvFRMT49X+vKVfv36+bqFASpUq5az//n8C8BcD+hl9N9bK/v/lQEKiNOUHqX9gf+oBABDy2JYEABD0Jk6WDh9xa9ddS7CN4NOtWzdnPXr06FxN9r733ns5Hh6ZdPKvO+Rg4cKF+uGHHzLXDz74YJ4PsjyTqlWr6u2331b58uVP+7yBAwfq7rvvdmrvv/++9u/fL0lq37692rRp4zyenJys0aNH65ZbblHXrl3Vrl079enTR//617+0atUqr/49gp3ntiR/bwMD+Ivq1Y3aeuxa9M23VhkZbE8CAEAgI9wGAAS11FSrL8e4N66tW0rnnkO4jeAzYMAAJ1w+evSohg0bdtqA+4svvtBXX32V42NhYae+VExMTNRLL72UuY6Li1P79u3z0fWZnXfeefr66691xx136IILLlDJkiUVFRWlKlWqqFu3bnrvvfd0//33Z+7PLUkbNmzQt99+K0kqVqxYtonyP//8U1dddZVGjBihNWvWKD4+XsePH9eePXv0ww8/6Pbbb9frr78uawm+ciMjI8NZn/zfAvAXA/q7/1/u3CUtXOSjZgAAgFewLQkAIKhNmy7t9zgn7/rrCF0QnEqWLKnHHntM//znPzNrGzdu1KBBg9S3b1+1bt1aFSpUUEpKijZs2KCJEyc6E8qVKlVygvDTTWGPGDEic1/lEiVK6IEHHiiEv1GW4sWL68Ybb9SNN954xudaa/XSSy8pPT1dknTLLbeocuXKmY/v27dPd911V+Ze3bGxsWrTpo1KlSql3377Tb///rsk6auvvlJ0dLTuvPNO7/+FPPy9L3he7dq1yy+2NPGc/I+OjvZRJ8CpXdREOqeu9OfGrNrX31i1bc11AQAAgYpwGwAQtNLSrD793J26bNJYatiAm1gEr7i4OA0bNkxvvvlm5jRtUlKSPv/8c33++eenfN3AgQOVkJCgKVOmZNY8t5r427JlyzR+/PjM9d13360KFSp45y/gBePHj9dvv/0mSTrnnHN01VVXOY+/9tprmcF2rVq1NGLECOfgzU8//VQjR46UdGJrl86dO6tevXpF1H1g+ntP9L+VKVPGN40Ap2GM0cD+0vMvZV0bLF8h/fGn5Te6AAAIUGxLAgAIWj9Ml3btcmvXs9c2QsBVV12l119/XbVr1z7jc2NjYzV8+HANGzYsc3/qv+W0z3VycrJeeOGFzO06mjRpoiuuuMI7jXvBX3/9pXfffVfSiSDroYceUkRE1jzHzp07NX/+/Mz1k08+6QTbkvSPf/xDzZs3l3Riu41TbduCEzIyMpyDTKUTe6UD/qhzJ6lsWbc25mu2HwIAIFAxuQ0ACEppaVaffOberF5wvtT8Eh81BBSxFi1a6IsvvtD8+fO1cOFCrV69Wn/99ZeSkpJUtmxZVatWTe3atdNll12WGWJ7BpTnnXdetvedOnWqduzYIenEntw33HCDdu/eLelEmPz39hTx8fHOftXHjx933ufIkSPaddJPn2JiYlSuXLkC/73ffvttxcfHS5J69eqlRo0aOY8vXLgws6+6deuqQYMGOb5Pnz59tHjx4szX4NQ2b96sxMREp3bOOef4qBvg9KKijPr1kT76OOvr08xZ0m23WFWuxA/AAQAINITbAICgNPUH6f/ztkyDbzIccoaQEh4erri4OMXFxZ3xuXv37nX2265YsWK2iWZJSklJyfxzRkaGhg0blq/e3n77bb399tuZ63bt2unll1/O13v9bfny5Zo6daqkE9ti3HXXXdmes379+sw/X3DBBad8rwsvvDDzz4cOHdLevXudfbuR5e8fAvwtLCxMDRs29FE3wJn1vUIa/YX095ez9HTpm2+t7r6TawQAAAIN25IAAIJOamr2qe0GFzK1DZzOkiVLnHXTpk191En+pKamOuH43XffrdKlS2d73qFDhzL/fLpJcc/HTn4dsmRkZOi7775zag0aNFBZz30fAD9SpoxR98vd2oRJUkIC25MAABBoCLcBAEFn6jRpz163dvONTG0DpzNx4kRn3bt3bx91kj+ff/65tmzZIunEPuA9evTI8Xme26OcyslbquTldaFmypQpmdvU/K1Pnz6+aQbIg0EDjMJOuhtOSjoRcAMAgMDCtiQAgKCS09R2wwbSJRf7qCEgAKxcuVKrVq3KXNeuXVvNmjXL8bmDBg3SoEGDcnzMGKMyZcpIkg4fPuwExEOGDNGKFSsy148//rh69uzphe6lXbt26eOPP5YkRURE6KGHHjrlD7NKlCiR+ecDBw6c8j09HytZsqQXOg0uGzdu1KuvvurUatWqpa5du/qoIyD3qlc3anep1dx5WbVvvrUacKUUGckPwwEACBRMbgMAgsrkqdJepraBXEtOTs621/Xtt9/uo27y57XXXsvcC/zqq6/W2WeffcrnVq9ePfPPq1evPuXz1qxZk/nn8PBwValSxQudBo8lS5Zo6NChSk5OzqyFhYXpoYceUkQE8zMIDFdf5V4b7D9w4nBJAAAQOAi3AQBB4/hxq09Hu1PbjRpKF+c8gAoEpbS0tFw/NykpSffff782bdqUWYuLi1PHjh0Lo7VCMWfOHP3000+SpCpVqmjw4MGnfX7jxo0z/7xt2zYtXbo0x+eNHTs288/16tVTsWLFvNBt4Nu4caNeeOEF3Xvvvfrrr7+cx+666y5dfDG/JoPAceEFRo0bubUvv7LZtiUCAAD+i7EKAEDQmDxV2rfPrTG1jVAzfvx4zZkzR5dffrnatGmT48F+SUlJmjNnjkaNGqX9+/dn1qtWraoHH3ywKNstkKSkJL3++uuZ6wceeEAxMTGnfU2rVq1Uvnx5HTx4UJL0zDPP6K233lLt2rUlnTgg8d1339XKlSszX3Oq/buDxZEjR7Rr1y6nlpGRoYSEBCUmJmrfvn1au3atVq9erd9//z3b68PDw3Xvvfdq4MCBRdUy4DVXDzJa9WtWmL1ps7RosdSqhQ+bAgAAuUa4DQAICikpVp967LXduJHUrKmPGgJ8xFqrZcuWadmyZTLGqFq1aqpVq5ZKliyplJQUHTx4UOvXr1dqaqrzumrVqunNN99UuXLlfNR53n344Yfa9/8/0Wrfvr0uvfTSM74mIiJCt912m1544QVJ0t69e3XttdfqoosuUunSpbVu3Trt3Lkz8/m1a9f22t7g/urtt9/W22+/na/Xnn/++Ro+fLguvPBCL3cFFI3WLaXataSt27JqY76yatWCH4wDABAICLcBAEFh3Pcn9so82eCbmNpGaLPWaufOnU5Ym5NLL71Ujz76aI5T3v7qjz/+0FdffSVJKlasmIYNG5br115xxRVas2aNJk6cKOnEVi5LlizJ9rwyZcro2WefPeM0eKiJiopS8+bN1a9fP7Vq1YqvswhoYWFGV18lvfhK1g/Ily2X1m+wql+P/7cBAPB3hNsAgICXmGj1mcde282aSk0v4qYUoadx48bq1KmTlixZovj4+FM+Lzw8XM2bN9fVV1+t5s2bF2GHBWet1csvv6z09HRJ0uDBg/N84OOjjz6qunXr6qOPPtLRo0ezPd68eXM9+OCDqlmzpld6DjTh4eGKiopSyZIlVa5cOVWvXl116tRRgwYN1KhRIxUvXtzXLQJe07WL9P6H0l+HsmpfjLF6+kmuIwAA8HfGevm0jEOHDp35SYAfMcaoTJkykqTDhw9zgAzgh870efrxJ1YffezWRr1j1OBCbkoRuqy12rZtmzZv3qx9+/YpMTFRxhiVKFFCtWrV0oUXXuj1gLKovqfu2bMnc+o6MjJS1113nSIi8jezkZKSomXLlmn79u1KSUlR2bJl1aRJk5ANtREauP7N7tPRVu9/mPXvITxMGvO5UdWqXEvAN/g8BQIDn6t55+3fFiXcRsjjCxHg/073eXrkiNWAq62SkrKef2kb6YXnwoq4SwB8TwUCA5+r2cUftbpygNWx5Kxa/yul+4ZyPQHf4PMUCAx8ruadt8NtvlMDAALa6C/cYNsY6ZbBTFkBAIDcK1XSqGcPtzZ5shQfT0gBAIA/I9wGAASs/futvhvn1rp0kuqeTbgNAADy5qoBRuEn3SEfS5bGT/BdPwAA4MwItwEAAeuTz6yOH89ah4dLg28i2AYAAHlXpYpRXJxb++Y7q5QUprcBAPBXhNsAgIC0c6fVxMlurVcPqXp1wm0AAJA/V1/lXkccOqRs1xsAAMB/EG4DAALSRx9bpadnraOipBuuJ9gGAAD5V7+eUfNL3NrnX1gdP870NgAA/ohwGwAQcDb8YTV9plvr30+qWJFwGwAAFIznD8v3H5Cm/OCjZgAAwGkRbgMAAoq1Vu+8605PFS8uXXs1wTYAACi4xo2MmjR2a59/YZWWxvQ2AAD+hnAbABBQFi+Rli13a9ddY1S6NOE2AADwjhv/4V5X7N4jTZ/ho2YAAMApEW4DAAJGerrVyFEZTq1SRWlgfx81BAAAglKzptKFF7i1Tz+3Sk9nehsAAH9CuA0ACBgTJ6foz41u7ZabjaKjmdoGAADeY4zJNr29Y4c0e65v+gEAADkj3AYABITkZKu3RxxzanXPlrp19VFDAAAgqLVsIdWr59Y+/cwqI4PpbQAA/AXhNgAgIIz+Ill79rpbkgy53Sg8nKltAADgfcYY3XC9e52xeYs0f4Fv+gEAANkRbgMA/N7hw1YffORObTdrKrVo7qOGAABASLi0jXT2WW7tk8+srGV6GwAAf0C4DQDwe//7zCohwb2JvPMOI2OY2gYAAIUnLCz79PYff0oLf/ZRQwAAwEG4DQDwazt3Wo0b7wbbXTtL9esRbAMAgMLXob1Uq6Zb+x/T2wAA+AXCbQCAX3v/Q6u0tKx1ZKR062CCbQAAUDTCw42uv8699li3Tlqy1EcNAQCATITbAAC/tXad1aw5bq1/P6OqVQm3AQBA0enSSapa1a198hmT2wAA+BrhNgDAL1lrNXKUe9NYqqTRP64j2AYAAEUrIsLo+mvda5BVv0orVhJwAwDgS4TbAAC/tPBnaeUqt3bbrcVUqhThNgAAKHqXd5MqVXRrH33M3tsAAPgS4TYAwO+kpVm9+757o1itWpiuGRTjo44AAECoi4w0uvYa94fsK1dJy5b7qCEAAEC4DQDwP1N/kLZscWv33h2r6GimtgEAgO/07J59evvD/zK9DQCArxBuAwD8yrFjVh9+7N4g1jtX6n55lI86AgAAOCE62ugf17s/bF/zm7RosY8aAgAgxBFuAwD8ylffSAcPurW7hoQpLIypbQAA4Hs9LpeqVnFrHzG9DQCATxBuAwD8xsGDVp9/6d4YtmguXdyMYBsAAPiHyEijG29wr01+Xy/9+JOPGgIAIIQRbgMA/MaHH1sdO5a1NkYacjvBNgAA8C/dukg1ari1Dz+2yshgehsAgKJEuA0A8AsbN1lNnuLWLr9MOqcu4TYAAPAvERFGN3tMb2/cKM2d76OGAAAIUYTbAACfs9ZqxEirjIysWkyMdNtggm0AAOCfOnWU6tRxa//92Co9neltAACKCuE2AMDnFi2Wlix1a9cMMqpQgXAbAAD4p/Bwo5tvdK9VtmyVZs32UUMAAIQgwm0AgE+lpVm986474VShgnT1VT5qCAAAIJc6tJPOqevWPvivVWoq09sAABQFwm0AgE9Nmixt2eLWbr/FqFgxprYBAIB/CwszuuVm95pl927p+4k+aggAgBBDuA0A8JnERKsPP3Ynm+qdK3Xr6qOGAAAA8qhNa6lhA7f2v0+sEhOZ3gYAoLARbgMAfOazz60OH3Zrd99pFBbG1DYAAAgMxhjdcZt77XL4iDTma8JtAAAKG+E2AMAndu+2+vobt9a2jdT0IoJtAAAQWBo3Mmrbxq2N+Uo6eJCAGwCAwkS4DQDwifc+tDqemrUOD5fuvJ1gGwAABKbbbjEKO+kO+1iy9PGnhNsAABQmwm0AQJFb85vVzFlurW8fqVYtwm0AABCYzj7L6PLL3NrEidK27QTcAAAUFsJtAECRstZqxEj3Jq9ECemmfxBsAwCAwHbzjUZRUVnr9Azpg48ItwEAKCyE2wCAIjVnnrTmN7d24z+MSpcm3AYAAIGtciWj/le6tTlzpbXrCLgBACgMhNsAgCKTkmL17nvuzV21alK/Pr7pBwAAwNuuu8aoZEm39s67VtYScAMA4G2E2wCAIvPdOGn3brd25+1GUVFMbQMAgOBQqqTR9de61zarfpXmzvNRQwAABDHCbQBAkTh02OqTz9yJpUYNpfbtfNQQAABAIbmyr1S1ilsbOcoqJYXpbQAAvIlwGwBQJD7+n1ViolsbepeRMUxtAwCA4BIdbXTnHe41zu490tff+qghAACCFOE2AKDQbd1q9f0Et9a1s3T+eQTbAAAgOHVoLzVu5NY+/czqwEGmtwEA8BbCbQBAoXtnlFV6RtY6Kkq67VaCbQAAELyMMbrnbqOTf0ntWLL0/oeE2wAAeAvhNgCgUC1dZrXwZ7d21UCpSmXCbQAAENzq1zPqfrlbm/qD9Pt6Am4AALyBcBsAUGjS061GjHRv3sqWla6/hmAbAACEhtsGGxUrlrW2VnprhJW1BNwAABQU4TYAoNBMnSb9udGt3XKzUWws4TYAAAgN5csb/eM699rn19XS7Lm+6QcAgGBCuA0AKBRJSVYffOROJJ19ltTj8lO8AAAAIEgN7C9VrerW3hlpdewY09sAABQE4TYAoFB8+ZXVwYNu7a4hRhERTG0DAIDQEh1tdNcd7jXQvv3SJ58RbgMAUBCE2wAAr9u3z+qLMW6tRXOpRXOCbQAAEJrat5OaNXVrY76Wtm4l4AYAIL8ItwEAXvfBR1YpKVnrsLATU9sAAAChyhij++81iojIqqWlSa+/xeGSAADkF+E2AMCr1m+wmjrNrfXqIZ19FuE2AAAIbbVrG101wK0tXSbNmeebfgAACHSE2wAAr7HWasRId/IoNlYafBPBNgAAgCTdcL1RpYpu7e0RVklJTG8DAJBXhNsAAK/58SdpxUq3dv21RuXKEW4DAABIUmys0dC73Guj/Qek/3G4JAAAeUa4DQDwitRUq3dGuTdllStLA/v7qCEAAAA/1aG9dMnFbu2rr6UtHC4JAECeEG4DALxi/ARpxw63dsdtRtHRTG0DAACczBijYfe4h0ump0uvvc7hkgAA5AXhNgCgwOKPWn38iXsjdv75UueOPmoIAADAz9WqZXT1VW5txUpp8hSftAMAQEAi3AYAFNgnn1nFx7u1oXcaGcPUNgAAwKn84zqjKpXd2oh3rQ4eZHobAIDcINwGABTIjh1W3411ax3aS40aEmwDAACcTrFiRg/c714zJSRIb7xNuA0AQG4QbgMACuTd963S0rLWkZHSkNsItgEAAHKjVQujLp3d2py50o8/EXADAHAmhNsAgHxb9avVvPlurX8/qXp1wm0AAIDcuuduo9Kl3Nprr1slJhJwAwBwOoTbAIB8yciwemuEe8NVutSJvSMBAACQe2XLGN19l3sNtf+ANOoDwm0AAE6HcBsAkC/TZ0rrN7i1m240KlmScBsAACCvLusqXXKxWxv/vfTragJuAABOhXAbAJBnyclW773v3mjVriX16e2jhgAAAAKcMUbD7zeKjs6qWSu99IpVSgoBNwAAOSHcBgDk2ZivT/yq7MnuGmIUEcHUNgAAQH5Vr2Y0+Cb3emrrNumDjwi3AQDICeE2ACBPDhywGv2Fe4N1cTOpVUsfNQQAABBEBvaXzqvv1r765sRB3gAAwEW4DQDIk/c/skpOzlobI919p5ExTG0DAAAUVESE0WP/NIqMzKpZKz3/otWxYwTcAACcjHAbAJBrG/6wmvqDW+vZXTqnLsE2AACAt5xVx+iWm93rq527pFHvE24DAHAywm0AQK5Ya/X2O1b2pHuqYsWU7cYLAAAABTdooNTgQrf23Thp2XICbgAA/ka4DQDIlR9/klasdGvXX2tUvjzhNgAAgLeFhxs9+ohRdLRbf+Elq8REAm4AACTCbQBALqSmWr0zyr2JqlxZumqAjxoCAAAIAbVqGt1+qztIsGevNGIk4TYAABLhNgAgF8Z9L+3Y4dbuuM0oOpqpbQAAgMLUv5/UpLFbmzhZmreAgBsAAMJtAMBpxcdbffyJe/N0wflS544+aggAACCEhIWd2J6kWIxbf+kVq/37CbgBAKGNcBsAcFoff2J19KhbG3qXkTFMbQMAABSFalWN7r3HvfaKj5eefcEqI4OAGwAQugi3AQCntG271djxbq1TnNSwAcE2AABAUepxudShvVtbtlwa87Vv+gEAwB8QbgMATundUVbp6VnrqMgTe20DAACgaBlj9NADRpUquvX3P7Rav4HpbQBAaCLcBgDkaPkKqwU/ubUB/aWqVQm3AQAAfKFUKaPHHzU6eXe4tDTp6Wesjh0j4AYAhB7CbQBANunpVm+/494glSkj/eM6gm0AAABfanqR0bVXu7Vt26W3RxJuAwBCD+E2ACCbqdOkP/50a7fcbFS8OOE2AACArw2+yei8+m5twkRp3gICbgBAaCHcBgA4EhOt3vvAvTE6q47Us7tv+gEAAIArMtLoqSeMYmLc+kuvWO3fT8ANAAgdhNsAAMcno60OHXJrQ+8yiohgahsAAMBf1KxhdN9Q9/osPl569gWrjAwCbgBAaCDcBgBk2rnT6ptv3VrrVlLzSwi2AQAA/E2P7lKHdm5t2XLp8y990w8AAEWNcBsAkGnEu1apqVnriAjp7jsJtgEAAPyRMUYPDTeqVNGtf/iR1cpVTG8DAIIf4TYAQJK0bLnVgh/d2pX9pFo1CbcBAAD8ValSRo8/ahR20t19eob01L+tDh0i4AYABDfCbQCA0tKs3hrh3vyUKSPdeD3BNgAAgL9repHRTTe4120HD0pPP2uVnk7ADQAIXoTbAABNmixt3OTWbh1sVLIk4TYAAEAg+Md10iUXu7Wly6RPR/umHwAAigLhNgCEuPijVh985E70nFNX6tndRw0BAAAgz8LDjZ58zKhCBbf+3/9ZLV3G9DYAIDgRbgNAiPvfJ1ZH4t3aPXcbhYcztQ0AABBIypY1+tcT7v7b1p7YnuTAQQJuAEDwIdwGgBC2davVd+PcWvt2J/ZtBAAAQOBp0tjo1sHutdyhQ9JTT1ulpRFwAwCCC+E2AISwEe9apadnrSMjpTvvINgGAAAIZNdeLbVq6dZW/Sq9+z7hNgAguBBuA0CIWvSL1c+L3NpVA6Tq1Qi3AQAAAllYmNHj/zSqXNmtf/W1NHsuATcAIHgQbgNACEpLs3r7HffGpnw56R/XEWwDAAAEg9KljZ592igy0q2/8JLVlq0E3ACA4EC4DQAhaOx4aes2t3b7rUaxsYTbAAAAweL884zuu8e9vjt2THr8SaukJAJuAEDgI9wGgBBz+LDVf//n3sycV1+6rJuPGgIAAECh6d1T6n6ZW9uyVXrxFStrCbgBAIGNcBsAQsxH/7NKSHBr99xtFBbG1DYAAECwMcbogWFG557j1mfPkcZ87ZueAADwFsJtAAghmzZZfT/BrXXqKDVqSLANAAAQrKKjjZ79t1GJEm793fesFi9hehsAELgItwEgRFhr9dY7VhkZWbXoaGnI7QTbAAAAwa56NaMnH3Ov+zIypCefttqxg4AbABCYCLcBIET8tFBausytXTNIqlKZcBsAACAUtG5ldMvN7rVfQoL0yGNWiYkE3ACAwEO4DQAh4PhxqxEj3RuWShWla68m2AYAAAgl/7hO6tDOrW3ZKj3zvFVGBgE3ACCwEG4DQAj4dqy0Y6dbu+N2o5gYwm0AAIBQEhZm9OgjRnXPdus//iT993+E2wCAwEK4DQBB7uBBq/996t6oNLhQ6tLJRw0BAADAp2JjjV54zqhUKbf+v0+l2XMJuAEAgYNwGwCC3Mj3rJKS3Nq9Q42MYWobAAAgVFWravTMv4zCPVKB516wWvc7ATcAIDAQbgNAEFv1q9W06W7t8m7S+ecRbAMAAIS6Zk2Nht7tXhempJw4YHLfPgJuAID/I9wGgCCVlmb1+pvuTUmJ4tKQ2wm2AQAAcMKVfaVePd3awYPSw49aJSURcAMA/BvhNgAEqe8nSn9udGuDbzYqV45wGwAAACcYY/TAfUbNmrr1P/6UnnnOKiODgBsA4L8ItwEgCB06bPXBR+6NyNlnSX2v8FFDAAAA8FsRESf2365Rw60v+Eka9QHhNgDAfxFuA0AQeu99q4QEt3b/fUYREUxtAwAAILtSpYxefsGoZEm3/sWX0uSpBNwAAP9EuA0AQWbtOqtJU9xal85Sk8YE2wAAADi1WjWNnvu3UXi4W3/lNasVKwm4AQD+h3AbAIJIerrVf95wbzyKFZPuuoNgGwAAAGfW9CKj4cPca8e0NOmxJ6127CDgBgD4F8JtAAgik6dKv693azfdYFShAuE2AAAAcqdXT6NBA91afLz00D+t4o8ScAMA/AfhNgAEifh4q/fed282ateSBlzpo4YAAAAQsIbcbtSmtVvbtl168l9WaWkE3AAA/0C4DQBB4v2PrI7Eu7X77jGKjGRqGwAAAHkTHm701ONGdeu69aXLpNfftLKWgBsA4HuE2wAQBNZvsPp+glvr0E665GKCbQAAAORPbKzRS88blSvr1r+fKH39rW96AgDgZITbABDg0tOtXn3d6uThmeho6e67CLYBAABQMFUqG73wnFFUlFsfMdJq7jymtwEAvkW4DQABbsIkad06t/aP64yqVCbcBgAAQMFdeIHRY4+415bWSv9+zmr1GgJuAIDvEG4DQAA7eDD7IZI1ayrb6fYAAABAQXTqaHTrYDfgPn5ceuRRq23bCbgBAL5BuA0AAWzEu1YJiW5t+DCj6GimtgEAAOBd/7hO6tXTrR2Jl4Y/bHXoEAE3AKDoEW4DQIBastRqxky31q2L1KwpwTYAAAC8zxijB+4zatXSre/aJT30T6tjxwi4AQBFi3AbAAJQSorVa6+7Nw8lSkh3DSHYBgAAQOGJiDB6+kmj+vXc+rrfpaf+bZWWRsANACg6hNsAEIBGf2G1Y6dbu+M2o3LlCLcBAABQuGJjjV5+wahqFbe+8GfpjbesrCXgBgAUDcJtAAgw27Zbjf7CrV14gdS7Z87PBwAAALytfHmjV18yKlnSrY+foGzXqgAAFBbCbQAIINae2I4kNTWrFh4mDb/fKCyMqW0AAAAUndq1jV58zigq0q2/94HV1B+Y3gYAFD7CbQAIIDNmSsuWu7UB/aVzzyHYBgAAQNFr3MjosUezX4u++LLVgh8JuAEAhYtwGwACRPxRq7dHujcIlSpJN99IsA0AAADf6RRndPed7jVpeob01NNWy1cQcAMACg/hNgAEiPfetzp0yK0Nu8coNpZwGwAAAL41aKDRNYPc2vFU6ZHHrH5fT8ANACgchNsAEABWr7GaMMmttW0jXdqWYBsAAAD+YcjtRj27u7WkJGn4Q1ZbtxJwAwC8j3AbAPzc8eNWL71iZU+6H4iJke67h2AbAAAA/sMYo+H3G7Vv59YPH5GGPWi1Zy8BNwDAuwi3AcDPjf5C2rLVrQ2+yahKZcJtAAAA+JeICKOnHjdq1tSt79sn3T/c6tBhAm4AgPcQbgOAH9u8xerT0e4NQP160oArfdQQAAAAcAZRUUYvPGt0/nlufdt26YGHrBITCbgBAN5BuA0Afiojw+rlV63S0rJq4WHSIw8aRUQwtQ0AAAD/FRtr9OpLRnXquPUNG6SHH7VKTibgBgAUHOE2APip8ROk1Wvc2qCrpHPPJdgGAACA/ytd2uj1V4yqVHbrK1dJjz5hdfw4ATcAoGAItwHAD+3dZzXqffdiv3o16eYbCbYBAAAQOCpWNHr9NaOyZd364iXSk09bpaURcAMA8o9wGwD8jLVW/3nDKinJrT/8oFF0NOE2AAAAAkvNGkb/ecWoRAm3/uNP0r+fs0pPJ+AGAOQP4TYA+JmZs6WfFrq1Ht2lphcRbAMAACAwnXvOiYA7Ntatz54jvfCyVUYGATcAIO8ItwHAjxw8aPX6m+6Ffbmy0l13EGwDAAAgsF1wvtErLxrFxLj1H6ZJr71uZS0BNwAgbwi3AcBPWGv16utW8fFufdi9RqVKEW4DAAAg8DVuZPTic0ZRkW79+4nS2+8QcAMA8oZwGwD8xMzZ0oIf3VrHOCmuA8E2AAAAgsfFzYyee8YoIsKtf/2t9P5HhNsAgNwj3AYAP5DTdiRlypyY2gYAAACCTauWRk8/aRTukUp8Nlr66OMMJrgBALlCuA0APnaq7UgeuM+obBnCbQAAAASn9u2MHnvUyHhc8n78ifTBR2xRAgA4M8JtAPCxGbPYjgQAAAChqWtno4cfzH7d++loadT7BNwAgNMj3AYAHzpw0OqNt9iOBAAAAKGrZ3ej4fdnv/79/EvpnXcJuAEAp0a4DQA+Yq3Viy9n345k+DC2IwEAAEBo6dPb6JEHs29RMuZr6a0RBNwAgJwRbgOAj4yfIC36xa11jJM6tCfYBgAAQOjp2cPonw9lD7i/+U564y0CbgBAdoTbAOAD27ZbjRjpXpyXL3/iEEkAAAAgVHW/3OjxfxqFeaQV342TXnvDKiODgBsAkIVwGwCKWFqa1TPPWaWkuPV/PmRUujThNgAAAEJbt65GTzyWPeAe/730ymtW6ekE3ACAEwi3AaCIffKZ1brf3VrfPlLLFgTbAAAAgCR16WT01BNG4R6pxcTJ0jPPW6WlEXADAAi3AaBI/bbW6tPP3FrNmtJddxBsAwAAACfrFGf09FNG4eFufeYs6dEnrFJSCLgBINQRbgNAETl27MR2JOkZWbXwcOnJx4xiYgi3AQAAAE8d2hs9+7RRZKRbX/iz9OAjVklJBNwAEMoItwGgiLz5ttWOnW7tphuMzj+PYBsAAAA4lUvbGr38glFMjFtfvkK69wGr+HgCbgAIVYTbAFAEZs+1mjTFrV14gXTdNb7pBwAAAAgkl1xs9J9XjEoUd+vr1kl332t14CABNwCEIsJtAChke/ZYvfyKe7FdrJj0xKNGERFMbQMAAAC50aih0VtvGJUp49Y3bZbuGmq1ezcBNwCEGsJtAChEaWlWTz9rlZDo1u+/z6hGDYJtAAAAIC/qnWv0zptGlSq69Z27pLvusdqylYAbAEJJhK8bAID82LVrlzZs2KADBw4oKSlJFSpUUJUqVdSoUSNFRPjmS9uRI0e0detW7d27V3/99ZeSk5O1dJnVqpXFJVNOxtSTCauuLp2ly7oW7GPt27dPmzZt0u7du3X06FFJUqlSpVSxYkVdcMEFKlu2rBf+RgAAAEDhOXr0qFavXq19+/bpyJEjKl26tCpVqqSGDRuqZMmSp3xd7dpGI9+W7nvAPdNm335pyN1WLz1/Yso7P5KTk7V161bt2bNH+/fvV1JSktLS0lS8eHGVLl1adevW1VlnneWzew4AgIuvxgACyuzZs/Xll19q9erVOT5eqlQpde7cWbfddpvKeP6+opclJSXp22+/1erVq7Vu3TodOHDgjK8JD6+ksqUu119/DVT58uVz/bESEhK0YMECLVq0SMuXL9f+/ftP+/xzzz1X/fr1U/fu3RUdHZ3rjwMAAAAUtvXr1+u///2vFi5cqNTU1GyPR0VFqVWrVho8eLDq1auX43tUqWL0zlvSsOFWmzZn1Y8ele673+qpJ6T27XIXcE+aNElLly7Vb7/9pp07dyojI+O0z4+NjVWnTp00YMCAU/bnadeuXerXr1+unpsbjz/+uHr27Om19wOAQGWstV79nZ1Dhw558+2AQmeMyQxBDx8+LC9/SsBLkpKS9MILL2jGjBm5en65cuX05JNPqmXLloXW0/bt2zVgwIB8vbZEiRK67777cnVB+s033+itt97K8cL/TOrUqaOnnnpK559/fn7a9Bt8ngKBgc9VIDDwuQpf+vTTT/X+++8rLS3tjM+NjIzUbbfdpuuvv/6Uz4mPtxr+sNXadW7dGOm+oUZX9jtzwN2rV68zDo/kJDw8XAMGDNDdd999xklub4fbzzzzjLp06eK19wOQP3xPzTtv/6Y5k9sA/F56eroef/xxLVy40KmXLVtW9erVU4kSJbRjxw5t2LAh8xvJX3/9pYceekhvvfWWmjRpUmS9lipVSjVr1tTefeV08GAxSamy9i/J/iEpKfN5CQkJevbZZ3XkyBFde+21p33P3bt35xhsFy9eXHXr1lXZsmUVFRWlAwcOaO3atUpJScl8zpYtWzRkyBC98cYbRfrvAQAAAPD0v//9T6NGjXJq0dHRuuCCC1S+fHkdOHBA69aty7yeTU1N1TvvvCNjjK677roc37NUKaM3/yM99W+rhT9n1a2VXn/Lau9+qztuNQoLy/02JTExMapevbqqVKmi4sWLKyMjQ/Hx8dq4caMOHjyY+bz09HSNGTNGu3fv1vPPP6/w8PA8/NvIv5iYGLVu3bpIPhYA+DvCbQB+b+TIkU6wHRERoXvvvVd9+vRRZGRkZn3z5s16/vnnM7csOX78uB5++GF9/vnnqlChQqH0VrZsWbVp00bNmzdXw4YNVbVqVY352mrESKvwqKznNW6Upr69f9SoUSO1Y8eOzPo777yjxo0bq0GDBrn6eJUqVdLll1+uuLg4nXvuudkuoI8dO6axY8fq/fffz7wpSE5O1kMPPaSvvvqKvbgBAADgEz/++KPee+89p9anTx/dcccdznaChw4d0rvvvqsJEyZk1t555x3VrVtXrVq1yvG9ixUzev4Z6bU3rCZOch/74ktp/36rRx+WIiNzDriLFSumSy+9VK1atVLDhg1Vt25dhYWF5fjcNWvWaNSoUVq6dGlmbd68efryyy9PGcBLJ67jx44de8rHPRljVKpUKUnSsGHD9Ouvv2Y+1rFjRxUvXjzX7wUAwYxtSRDy+BUS/7Zz505dddVVzq8tvvzyy2rXrl2Oz09OTtbQoUOdPbn79u2rhx9+2Ou9paenyxjjXPiuXmN1971W6elZzytTWvrvB0aVKhnFx8dryJAh2rhxY+bjLVu21BtvvHHKj/PWW2/pl19+0eDBg9WhQ4dTXmif7LffftPQoUOVlJQ1LV5Y/x6KAp+nQGDgcxUIDHyuoqilp6frmmuu0datWzNrgwYN0n333XfK17zxxhsaM2ZM5vqss87S6NGjTzsdba3VJ59JH/43+//TzZpKz/3bqESJ7AF3Wlpang6IzMjI0L///W/98MMPmbUSJUpoypQpioqKOs0rc+/vz9O9e/cqLi5O6SfdYIwaNYrfygT8BN9T887bQ3dnTkgAwIc++ugjJ9ju0aPHKYNt6cSv6D3xxBPORPeECRO0c+fOU74mv8LDw52g+fBhq6eedoNtY6QnHz8RbEsnti0ZNmyY8z5LlixRYmLiKT/OwIEDNXr0aHXs2DFXwbYkXXjhhRoyZIhTmzlzZq72NgQAAAC8aerUqU6wXbt2bd15552nfc2dd96p2rVrZ643b96sadOmnfY1xhjd+A+jfz5sFO5x2bxsuXTXvVb792cPnvISbEtSWFiYHnzwQRUrViyzlpCQoGXLluXpfXJj7NixTrBds2ZNgm0AOAnhNgC/lZycrNmzZzu10x0m87datWo5AXh6evoZL4QLKiPD6pnnrfZ5nENzw/VS80vc6ZCmTZsqOjra6W/Pnj2nfO8qVarImNzvEfi3Xr16OR/n6NGjWr9+fZ7fBwAAACiIKVOmOOtBgwadccI5KipKAwcOPO37nEqPy41eesGoWIxb37hRuv0uq02bCz5ZWbx4cTVu3Nipnbz9oDdYa7NtZdKrVy+vfgwACHSE2wD81i+//KLk5OTMdcOGDVWnTp1cvbZnz57Oeu7cuV7sLLvRX0i/LHZrTS+SbroheygdFhamkiVLOrWTtw/xlpiYGNWqVcupHThwwOsfBwAAADiVI0eOaNWqVZnryMhIde3aNVevveyyy5yp6hUrVujIkSO5em3LFkZvv2lUzuO33/ftk+4carViZcED7r/3xP6bt6/pFy9erG3btmWuw8PD1aNHD69+DAAIdITbAPzWokWLnHXTpk1z/domTZo4+/Ft2LDBOdncm5Ytt9n29StfTnrqcaPw8OzhdnJycrbzCQrrwEvPPQlTU1ML5eMAAAAAOVm8eLGzrcZ5552X68MQixcvrvr162eu09PTtXjx4tO8wnVefaNRI41q1nTrCQnSsOFWk6YULODevXu3s/b2Nf23337rrNu0aaPy5ct79WMAQKAj3Abgt04+dFGSGjRokOvXFitWTHXr1nVqmzdv9kpfJ9u92+rJf1llZGTVwsKkp54wKl8+561Epk+f7lzgV6tWTVWrVvV6b9Za7dq1y6kVVogOAAAA5KQg1/TSid/ePFler+mrVTV6922jBhe69bQ06cWXrd55N0Pp6XkPubdt26a1a9dmro0xuuiii/L8PqeSkJCg6dOnOzW2JAGA7Ai3AfitLVu2OOsaNWrk6fWez/d2uJ2cbPXPx62OxLv1W242anpRzsH2qlWr9Pbbbzu1a665xqt9/W3JkiWKj89qLjIyUueee26hfCwAAAAgJ57X4L64pi9TxuiN14wubZv9sS+/kv75uFVSUu4D7gMHDujRRx91BlY6duyoatWq5bm3U5k+fbqzRWOFChXUqlUrr70/AASLvB0JDABF5MiRI04wK504WDEvKleu7Ky3b99e4L7+Zq3VCy9Z/ekOoqhtG+m6k7Lq48eP6/Dhw1q/fr1mzpypGTNmKOOkMe+2bdvqyiuv9FpfJxszZoyzvvjii3P9K6AAAACAN3gesuira/qYGKNnn5be+8DqC/cyWQt/lu64y+ql56WqVbMPqaSlpeno0aPasmWLfvzxR40fP16JiYmZj1evXl0PPPBAvvo6lQkTJjjr7t27O/uPAwBO4CsjAL+UkJDgrGNiYlSsWLE8vUfZsu7pMZ7vWRBfjJFmzXFrtWtJ27fcoNat/zjj640xuvLKK3XvvffKmJynvAti9uzZWrhwoVO79tprvf5xAAAAgNPxvAb3vEY/E29e04eHG915h1GtWlav/scqLS3rsU2bpVuHWL3wrDRzxhv66quvcvWezZo101NPPaVy5crluy9Pf/75p9atW+fU2JIEAHJGuA3AL3meNB4dHZ3n9/B8jbdOL1/0i9Wo991fWyxeXHrhOaPHHj39ayMjI3XFFVfoyiuv1FlnneWVfjzt2rVLL774olPr1KmTLr744kL5eAAAAMCpHDt2zFnn9bq+MK7pe3Y3qlFdeuwJd4vBw4ele4ZZNbrwzFuUXHrpperfv79atGhR4H48TZw40Vk3bdpUNT1PxQQASGLPbQB+yvMiOCoqKs/v4Xkh7Pme+bF9h9W/nrGyJ13vGiM99bhRrZpnnsBOTU3VDz/8oDFjxmT7FU1vSExM1PDhw50tXSpUqKAHH3zQ6x8LAAAAOBPPMDqv1/WFcU0vSU0aG70/yqhObbeemiotXnLm1//888/6+uuvtWLFCq/0k/XxT9wvnIypbQA4NSa3AQSE/Gzd4e3tPuKPWj30TyvP34S8dbBR61YnPtZ//vMfpaamZj6WlJSkgwcPau3atZo2bZq2bNmihIQEff/995o2bZqGDx+unj17eqW/1NRUPfzww9q0aVNmLTIyUs8++6zKlCnjlY8BAAAAFERer9ELYwu/v1WvZjTqHenJp60TaIdF3CyFX6UmTaR7hxpFRqToyJEj+uOPPzRv3jwtXbpUaWlp+umnn/TTTz+pf//+GjZsmMLDwwvc0/z583XkyJHMdcmSJdWxY8cCvy8ABCsmtwH4Jc/9tVNSUvL8Hp6vyeue3SdLS7N64ikrz/NrOrSXrj9pK+uKFSuqWrVqmf+cc845atGihW666SaNGTNGjzzySOb0SXJysp577jlNmTIl3339LT09XU888YSWLl2aWQsPD9czzzyjJk2aFPj9AQAAgPyIjY111nm9rvfmNX1OSpQwevkFo/4nnfFuTCmZsKpa9WtVPfmvKjJhddSkSRMNGDBAI0aM0KhRo5yDMb/99tts2wLml+eWJD169FBMTIxX3hsAghHhNgC/VNCL4Jxe4/meuWWt1WuvWy1b7tbr1pUefdjkaZqkT58+euaZZ5z3fuWVV7Rv37589SZJGRkZevbZZzV37tzMWlhYmJ588kl16NAh3+8LAAAAFFRBh1a8dU1/OhERRvcNDdODDxhFePx++46d0m1DrH5cmLUvYZMmTTRy5EiVLl06szZx4kTNnz+/QH3s3btXixcvdmoDBgwo0HsCQLAj3Abgl0qUKOGsk5OT87y/3qFDh077nrk15mtp4mS3Vr6c9PILRrGxef81yXbt2ql9+/aZ62PHjum7777LV2/WWr300kuaOnVqZs0Yo0cffVTdunXL13sCAAAA3uJ5DX748OE8vd5b1/S5cUUvozf/Y1S2rFtPSpIeedTq/Q8zlJZ2IuSuVq2abr75Zud5n332WYE+/uTJk5WRkZG5Pu+889SgQYMCvScABDvCbQB+qXTp0ipVqpRT27NnT57ew/P5+TlhfMGPViNHuaelR0VJLz5vVLlS/vf/69q1q7NetGhRvt7ntdde0/fff+/UHnzwQa/t4w0AAAAURI0aNZz17t278/R6b1zT50XjRkYfvmdUv172xz4dLQ0bbnXg4In7gy5dujiP//bbbzp69Gi+Pq61VpMmTXJq/fv3z9d7AUAoIdwG4Ldq13aPLt+xY0eeXr9z505nXadOnTy9fv0Gq6eftbJutq0nHjU6/7yCHWxTq1YtZ53Xv5skvfHGG/r222+d2rBhw9SvX78C9QYAAAB4i+c1eFFf0+dH5UpGI9826tYl+2MrVko332K1bLlVuXLlnIGcjIwM7dq1K18fc+nSpc5ro6Ki1KtXr3y9FwCEEsJtAH6rbt26znrNmjW5fu2xY8f0559/OrWzzz4716/ftt3qgYeskpPd+m23GMV1KPiJ7REem/mlpqbm6fUjRozQmDFjnNrQoUN11VVXFbg3AAAAwFsKck0vSb/++quzzss1fUFERxs9/qjRPXcZhYe7j/116MQE9/8+tQr3eDCv1/V/8zxIskOHDipTpky+3gsAQgnhNgC/1bJlS2e9fPnyUzwzu5UrVyo9PT1zXa9ePZUvXz5Xr92/3+r+4Vae2wFe3k26/tpct3BangdIlitXLtevfe+99zR69Gindscdd+jaa73UHAAAAOAlzZs3dwLg33//XYmJibl6bWJiotavX5+5Dg8PV/Pmzb3e46kYYzRwgNE7bxlVquQ+lpEhffBRsg4dOuLU83Jd/7ejR49q3rx5Tq137955fh8ACEWE2wD8VsuWLRUdHZ25Xr16tbZs2ZKr106e7J4A2aFDh1y9Lj7eatiDVnv2uvWLmkgPPmBkTMGntiVlOwXdcy/CU/noo4/08ccfO7XBgwfrxhtv9EpfAAAAgDeVKVNGjRo1ylynpqZq+vTpuXrttGnTlJaWlrm+6KKLVLp0aa/3eCYNLjT6+AOjVu7sjWzGUklZB0DGxMSoYsWKeX7/adOmKSUlJXNdtWpVXXzxxfltFwBCCuE2AL8VExOjjh07OrXcnEC+bds2Z/IhPDw82wGOOUlKshr+sJVnfl6/nvTic0ZRUd4Jtg8cOKDx48c7tXbt2p3xdaNHj9YHH3zg1G644QbdeuutXukLAAAAKAzdu3d31mPGjNHx48dP+5rjx4/rq6++Ou37FKXSpY1eet7ojtuMwsMkazOUkfY/5zlVqrSUMRE5v8FpeG5J0qtXL68N1QBAsCPcBuDXbrnlFmd/6smTJ2v+/PmnfH5KSoqeeeYZZ6+73r17n3EyOjXVqmPHVvp1RWulJZ/4JyN9uWrWlF592ah4cffi8tixY1Ygn/0AADrySURBVPriiy+U7Lkp9xkcOnRI999/v/OrmKVKlTpj+P71119rxIgRTu2aa67RkCFD8vTxAQAAgKLWvXt357D4rVu36t133z3ta0aOHKmtW7dmrs866yx169btjB9ryJAhatmyZeY/nsMhnr7++msdOHDgjO8rSWFhRtddY/SfV9MVGf68ZH9zHt+2s5+GDLXascOe4h2y27Bhg7P1SlhYmHr06JHr1wNAqCPcBuDXqlevnu2QxEcffVTffPNNtsNaNm/erLvvvlurV6/OrJUuXVqDBw8+7cdIS7P61zPZL0DLlpFef9WobJnsUxNpaWl66623dOWVV+qNN97Q6tWrT3t4zMGDB/X5559r0KBB2rBhg/PY0KFDT3tYzMSJE/X66687tQ4dOqh///7atWtXnv45evToaf9dAAAAAN4WHh6uoUOHOtPIX375pV588UUdOeLuWX348GG98MILzuHpxhjdc8892Q5v9IaJEyfqyiuv1FNPPaUFCxacdj/w5ORkTZ8+Xa+9eoOSk6Y4j5mwyxQWfrHWrZNuusVq8lQra88cck+YMMFZt2jRQpUrV87fXwYAQlDef18GAIrYnXfeqU2bNunnn3+WdCJYfu211/Tf//5X9evXV/HixbVz506tX7/euYCMjIzUSy+9pAoVKpzyvdPSrP79nNW8HIbB7xxiVKXy6X8d8ODBgxozZozGjBmjyMhInXXWWSpfvrxKliwpa60SEhK0fft27dy5M8eL2zvuuEO9evU67ceYMmVKttfOnTtXc+fOPe3rcjJ48GC2MQEAAECRa9u2rW6//XaNGjUqszZ+/HhNnTpVF154ocqXL68DBw5o7dq1zv7T0on7gVatWhVabykpKZo2bZqmTZsmY4xq1KihqlWrqmTJkoqIiFBSUpL27NmjzZs3O3uA/y0svI1MxCOZ62PJ0gsvWS36RXrwfqlUqZzvKY4fP55t//Ez3RsAAFyE2wD8Xnh4uJ577jk9//zzmjlzZmb90KFDWrRoUY6vKVu2rJ588kk1adLklO+bnm713ItWs+fk/HiVPA5MpKamZpvKPpVKlSrp/vvvz/VBlwAAAECgu/HGG2WM0QcffJAZEqekpGj58uU5Pj8iIkK33Xabrr/++iLr0Vqr7du3a/v27Wd8bnR0tG666SZdfPG1evbFcO3Y4T4+Z670229Wjz8qNb0oe8A9b948xcfHZ67Lli2bq7N4AABZCLcBBITY2Fg9++yz6tixo7744gutWbMmx+eVKlVKnTt31q233qqyZcue8v0yMqxefNlqxsxTPuW0ihcvrldeeUWLFi3S8uXLtXXrVmVkZJz2NeHh4WrYsKEuu+wyde3aVbGxsfn74AAAAECAuuGGG9SyZUt99NFH+vnnn3Pc2i8yMlKtWrXSLbfconr16hVqP//85z+1YMECLV26VOvXrz/jQZeSVLt2bXXr1k09e/ZUpUqVJEkff2D11jtWEye5z923X7r3fqtrBlndcrNRZGRWyO25Jclll13mnDcEADgzY3OzCVQeHDp0yJtvBxQ6Y0zmfseHDx/O1b5o8L1du3bp999/14EDB5ScnKxy5cqpatWqatSokSIjI0/72owMq5dftZrkbpOnqCjp5ReMLm6W95PJExMTtXnzZu3evVt//fWXjh07JulECF6iRAnVqlVL55xzjqKjo/P83uDzFAgUfK4CgYHPVfiL+Ph4rV69Wvv379eRI0dUunRpVaxYUQ0bNlSpUqWKvJ+0tDRt3rxZu3bt0v79+5WUlKS0tDTFxsaqePHiqlq1qurVq3fa3uYtsHrpFauTBrIz1asnPfWYUe3aZ77f4PMUCAx8rubd6QYR84NwGyGPL0ShJT3d6pXXsgfbkZHSi88ZtWie92AbhY/PUyAw8LkKBAY+V4HCdeCA1bMvWC1dlv2xqCjptluMBlwphYef+t6Dz1MgMPC5mnfeDrfDvPpuAODH0tKs/v1s9mA7IkJ6/hmCbQAAAAAFV6GC0X9eMbr7TiPPXyo9flwaMdLq7nuttm0jBAOAgiLcBhASkpOtHn3CapbH4ZHh4dKzTxu1akmwDQAAAMA7wsKMBg00en+kUZ3a2R9fvUa68RarL7+ySk8n5AaA/CLcBhD04uOthg23WvizW4+MPBFst21DsA0AAADA+8491+ij909sQ2I8bjuOH5feedfqrnuY4gaA/CLcBhDU9uy1unOo1eo1bj0m5sThkZe2JdgGAAAAUHiio43uHRqmEW8aVa+W/fE1v52Y4v5iDFPcAJBXhNsAgtbGTVZ33GW1ZatbL1FC+s8rRpdcTLANAAAAoGg0bmT0yX9PPcU9cpTVbUOsfl9PwA0AuUW4DSAorVhpdddQqwMH3HrFCtLIt4waNSTYBgAAAFC0YmKyprhrVM/++PoN0m1DrN54K0MJCRlF3yAABBjCbQBBZ+oPVvc/aJWQ6Nbr1JFGjTQ6+2yCbQAAAAC+07iR0f8+MhrYP/sUd0aG9M13Vr36HNb0mSmylkluADgVwm0AQSM93WrEyAw996JVaqr7WKOG0si3jSpXItgGAAAA4HsxMUb33H1iirt2reyP79tvNeyBBN3/YIY2bSbgBoCcEG4DCAoJCVYP/dNqzNfZH2t3qfT6q0alShJsAwAAAPAvjRsZffyh0a2DjaKisj++eIl042Cr197I0OHDhNwAcDLCbQABb/uOEwev/LI4+2NXDZCe+ZdRdDTBNgAAAAD/FBVldMP1Rp99bNT8kuyPZ2RI48ZLg661+uobq9RUQm4AkAi3AQS4BT9a3XqH1bbtbj0iQvrnw0ZD7wpTeDjBNgAAAAD/V7260WsvGz39pFGlitnvYxISpbffsbr+JqsfF1r24wYQ8gi3AQSk1FSrt9/J0D8ft0pIcB8rW1Z663WjHpcTagMAAAAILMYYde4UpskTymrI7cVy3Kpkxw7pkUet7nvA6vffCbgBhC7CbQABZ/duqzvvsfrqm+yPnVNX+mCUUaOGBNsAAAAAAlds7P+1d+fxVZT3Hse/kz1kIYRdAhIWMWHfCWhxARfAularFrkFBUWsqNdLFXiJ9dbtqsW6I9UqXtSKCEKptkVA7EVp2fdNQgiFEEggZDshydw/hhxysp6TnCRnmM/79TqvzDNnlmfQ35yZ3zzzPIamTW2mjz8K0uhRVS+zYaN07/2mZj1VqrQ0ktwAnIfkNgBb+XatqV/eZ2rXrsrfXX2l9Nbrhtq1JbENAAAA4MLQrq2hp2YF6e03DCUnVb3M6jXS+P8w9cL/lOr4cZLcAJwjpKkrAADeyMsz9dobppavqPxdWKj0q4cM3XiD9QofAAAAAFxoevU09PYb0t9XSm/PM3U80/P7klJp2Z+lr/5qauz1pu6+01D79twfAbiw0XIbQMDbuMnUhIlVJ7YTEqR33jR0008NEtsAAAAALmhBQYauGW3o448MTb3fUExM5WXOnpWWfCn9/G5T//1cqQ4doiU3gAsXyW0AAcvlMvX710v1q0dMHcuo/P3VV0nvzTPUvTtJbQAAAADOER5u6K6fG/rTQkPjfyFFRFRepqRU+upr6Rf/YfXJvW8fSW4AFx66JQEQkDZuMvXSK6bSDlf+LjJSeniaobFj6IYEAAAAgHPFxBiacq+hW2829cECU8v/bLXcLs80rT65V68xlTLM6q6kbx/upQBcGEhuAwgo2dmmXn/L1Nd/rfr7fn2lmb+m7zgAAAAAKNOqpaHHphu6525Tn/zJ1JIvJZer8nLrvpfWfW+qa1fptpul0aOkiAjurQDYl2Gapl/fS8nOzvbn5oAGZxiG4uLiJEmnTp2Sn0MCXiotNfXlcmtglNzcyt+HhUn332fotlutfubgLMQpYA/EKmAPxCoQ+Oobp9mnTP1pkanFX0h5edUvFxsrjRsr3XKjoXbtuM8CfMVvqu9atGjh1+2R3IbjcSJqett3mHr1dVO7dlX9fdKl0swnDHW+mIstpyJOAXsgVgF7IFaBwOevOM3NNbV4ifSnz0ydOl39ckFB0mUjpNtuMdS/H12WAN7iN9V3/k5u0y0JgCbz76Om3p5n6ptVVX8fFSVNvtfQTT+VgoO5uAIAAAAAX0RHG7rnF9LPbpWWr5A+X2wq/Ujl5UpLpW/XSt+uNZXQQRpzvXTdNVKbNtyHAQhstNyG4/GUrfGdOWPqw49MLVpcebCTMqNHSdMeMNSyJRdTIE4BuyBWAXsgVoHA11BxWlpq6of10qLF1t+aBAVJgwdJY643dNlwKTycezOgIn5TfUfLbQC2lZ9vvRK38BNTOTlVL9Oxo/TYdEODBnLhBAAAAAD+FBRkKGWYlDLMUFqaqc+/MLXiK6mgoPKypaXSD+ulH9abioyULh9h6uqrDA0ZLIWGcr8GIDDQchuOx1O2hldQYOqLpdLCj6vv5y0mRvrlPYZuvokLJVRGnAL2QKwC9kCsAoGvMeM0L89KcC9ZaupQWu3LR0dLI38ijbrK6p87JIT7NzgXv6m+o+U2ANvIzze1dJnVUru6514hIdKtN0sTxhuKjeWiCAAAAAAaU1SUoZ/dKt12i7Rjp/Tnv5ha+Y2Un1/18rm50p9XSH9eYSouTvrJ5aYuv8zQwP5SWBj3dAAaFy234Xg8ZfO/jOOmFn1u6svlUl5e9cuN/In0wGRDCQlcAKFmxClgD8QqYA/EKhD4mjpOCwpMrf5W+uprUxs3Sd7sPjJSGjZUuvwyQ8OGSrEx3OfhwtfUsWpHtNwGELB27zb1yWemVq2SSkqrX254ijTxPwxd2oOLHQAAAAAINJGRhq6/Vrr+WkMnT5pavUb6+zemtm2vfp2CAmnVamnValNBQVLPZFNDhxgaOkTqcYnV3zcA+Bstt+F4PGWrn9JSU//4P+nTz0xt3lLzssOGWknt5CQuauAb4hSwB2IVsAdiFQh8gRqnGcdNfbNKWvmNqd17vF8vrrk0eLA0dIihIYOk+HjuCXFhCNRYDWS03AYQEI4cMfWXr0395WspI6P65QxDumyEdPedhnr15AIGAAAAAOyqbRtDd94h3XmHoSNHTK1ZK639ztT2HTV3XXLqtPS3v0t/+7u1UNcupgYOkAYMMNSvjxQdzb0igLqh5TYcj6ds3svPN7VqjfSXr2pvpR0RIY25Trr9NvrURv0Rp4A9EKuAPRCrQOCzW5xmZVlv9K79ztS/NkpFRd6vGxQkXdpDVrK7v6HevaSICO4hYQ92i9VAQMttAI2qpMTUlq1WQnv1GqmgsOblW7WSbr3Z0I03SLGxXJAAAAAAwIUuPt7QDeOkG8YZcrmsxlA/rDf1w3rpUFrN65aWSjt3WZ8F/2sqNFTq1dPUwAGG+vWVki6VwsO5twRQNZLbACopKbEGCvlmlak130ons2pfp3s36Y7bDV19pRQayoUHAAAAADhReLg1iOTQIdZ94dGjpn74p5Xs/tcGa+DJmpw9K23aLG3abLWADQuVkpNN9e0j9etrqGey1KwZ95wALHRLAsfjFRJLSYmprduska29TWjHxkrXjJKuv87QJd2tf0s4w65duxp1f4ZhKDY2VpKUk5Pj2DgFAh2xCtgDsQpfJCUlNXUVHOlCvU8tLja1a7e0YaO0YaPVV/fZs75tIzhIuqSH1K+P1LevoT69pdgY7kXRNC7UWG1I/u6WhOQ2HM/JJ6LCQqs/tHXrTK39TsryInyDg6ShQ6Ux1xkaniKFhXER4UTx8fFNXQUAAAA0gqwsL1q9wO+ccp/qclmNrDZuMrVho7R7j9VNiS8MQ+raRerXV+rbx1DfPlY3KUBjcEqs+hPJbcDPnHQiMk1T/z4qff+DtO57Uxs3eT/QR9cu0rXXGLpmtNSqJRcKTkdyGwAAwBlIbjcNJ92nlpeba2rzVmnDBmvsp337pboceqeOUt++Ur8+hvr1k9q24R4WDcOpsVofJLcBP7vQT0THj5vauFnauNFKZh/L8H7drl2kK68wdOVI6eKLuRjAeSS3AQAAnIHkdtO40O9TvXXmjDUe1OatprZssVp2l5T4vp327c4nu/v2lRI60K0m/INY9Z2/k9sMKAlcYLKyTG3aLG3YZCWz09N9W79rV+nKkYauukLq1IkfewAAAABA04iJsbrDHJ5i3ZsWFJjasVPastXU5i3Sjp3evY189Jj1+eprK/HYMl7q29dU3z6G+veVOneWgoK4/wXsiJbbcDw7P2UzTVP//re0fYe0faepzZulg6m+bSM4SOrd27pYuGyE1KkjP+ioHS23AQAAnIGW203DzvepjamoyNTuPdKWrdKmzVYr74IC37cTGyv17W0NUNmvj9StmxQSwr0xakes+o5uSQA/s9OJKD/f+uHesVPavsN6Yn3qlO/biYuThg6WUoYZGjKEkaXhO5LbAAAAzkByu2nY6T41kBQXm9q/X9q8VdqyxdSWbVJOju/biYyUeveS+vW1BqhMulQKC+O+GZURq74juQ34WaCeiIqKTB06ZA2gsXO3qR07pAM/+j5ytCTFxFgjRw8cYGhAPykxkf7FUD8ktwEAAJyB5HbTCNT7VLspLTWVmno+2b15i3SyDv9Lh4VJyUlS/35Sn96GeiZLzZpxTw1itS7ocxu4AGVnm9p/wEpkHzhgTaceqttAGZL1lLlfX2lAf0MD+kvdukrBwfzwAgAAAACcIyjIUJcuUpcu0i03GTJNU+lHpC1bzg9SefRY7dspKpI2b7E+kqmgICmxs6nkZKlnspXsvrgT/XYDTYGW23C8xnzKlptrKvWQdChNOnTISmIfOFC3J8fltWgh9UqWkpMN9e8nXdqD/sHQsHbt2tWo+zMMQ7GxsZKknJwcnoYDAYpYBeyBWIUvkpKSmroKjkRr0MZzLMPU1q3nk92H0uq2nagoq/uSnucS3slJUlwc9+UXOmLVd3RLAviZv09ELpepY+dGYj5yREpNs7oXOZQmnTxZ//oGB1stsXv1lHr2tJ4QX9SebkZwYeOCAbAHYhWwB2IVCHzEadPJyjK1Zau0ZavVjcmBH6W6/vN3uMhKdicnG+reTereje5MLjTEqu/olgRoYoWFpo5nSkePWgnsY8fMc3+teVl+fr5z0UXWD2BykqFePaUel0gREfwYAgAAAADgb/Hxhq68QrryCuu+O+eMqW3brGT3pi3S3r3edyF65N/W569/txKehiElJJi6pLt0SXdDl3S37vdp4Q3UHcltQJJpmjpzxlTaYVMnTpg6cdJqZX3yZPlp6cRJKS+vYeoQHm71A9atq9Stq3HurxQVxY8cAAAAAABNITbG0Ijh0ojh1r25y2Vq7z5px05px05TO3dJGRnebcs0pcOHrc/Kb8638G3TxlSP7lK3blLXLoYSO0sdOtDdKOANktu44Jw9a+p0jpRzWtbfHOvv6dNSTo55ft7p89+dOZNV58EbfRUcJF3UQercSerc+XwiOyGBQR8BAAAAAAh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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": 23,
   "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": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_1516 = rfm_data.loc[1515]\n",
    "customer_1516"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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": 24,
     "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": 25,
   "id": "71bba204",
   "metadata": {},
   "outputs": [],
   "source": [
    "p_alive = bgm.expected_probability_alive(data=customer_1516_history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "6b03c584",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PPuvzOQFUv0DOAwCcKVDzQP/+/VW7dm2r/uc//+lRvw8++MBW9+nTx6frOwnhNgB46YEHHrBeFxQU6MUXX6y0fU5OjiZNmmQ7dvvtt5dp16NHD9vXhbZv364FCxZUOZ6ffvqpzA+w/v37V9kPQODs3bvXtpqiadOmuvTSS30618CBA21PQ//444/1ww8/VNg+LS1N8+bNs+q4uDj993//t0/XBuCbQM4BmZmZuvvuu22rrgYNGqQpU6ac8yuvACcL5DwAwJkCOQ9ERUXprrvusuqtW7dWuehlx44deuedd6w6LCxMw4YN8+n6TkK4DQBe6tWrly677DKrXr58ucaPH68TJ06Uabt3717dfffdSktLs4517ty53D23IiIidM8999iOTZw4UW+88Ua5+2+bpqlPPvlEI0aMUGFhoXW8f//+uvDCC325NQA+Wrx4sa0eMmSIzyGUYRgaO3asVZumqdGjR2vdunVl2m7fvl133XWXCgoKrGNjxoxRZGSkT9cG4JtAzQHZ2dkaMWKE0tPTrWN9+/bVq6++KpfL5fc4AVSfQL4XAOBMgZ4H7rnnHsXFxVn1xIkT9fbbb9u+sXnaunXrdPfdd9t+L7jtttvUtGlTn6/vFIbp/mhdAECVsrOzddNNN9lC66ioKPXt21eJiYkqLCzUzp079d1339mC5wYNGuif//xnhT9gTp06pXvuuUfr16+3HY+Ojlbv3r3VrFkzuVwuHTp0SN999532799va9ekSRO9//77io+PD+DdAqiMaZoaOHCg7d/jv/71L7Vo0cKv877yyiuaO3eu7djFF1+sLl26KCQkRDt27NDatWt15lu56667Ti+//LJf1wXgnUDOAR999JEef/xx27GQkBCvfzEeOnSoJk+e7PX1Afimut4LeOL111/XzJkzrXrKlClshwIEQXXNA1u2bNHtt9+uvLw861jTpk3Vp08fxcXF6eTJk9q4caO2bt1q69etWze98847CgsL8+v6ThAa7AEAgBPVr19fb731lh588EFt27ZNknTixAktX768wj6tW7fW3/72t0o/OQ0PD9esWbP0xBNP6Msvv7SOZ2VlVXpuSerYsaP++te/EmwDNez777+3vYnt1q1bQH6ZHTt2rPLz8/Xuu+9axzZu3Fjhw2SuuuoqTZw40e/rAvBOIOeA8tYdlZSUeH0eX/oA8F11vRcA4BzVNQ907txZs2bN0mOPPaYjR45Ikg4cOKAPP/ywwj7Jycl6+eWXz4tgW2JbEgDwWbNmzfT+++9r7NixSkhIqLBdo0aN9Nhjj+mjjz5SYmJileeNiorSzJkz9cYbb+iSSy6pcrVWmzZtNGHCBH3wwQdq2bKlt7cBwE9Lliyx1ddff31AzhsSEqKnn35ac+bMqfQhse3atdPUqVM1ffp0RUREBOTaADxXXXMAAOdgHgBQnfNA79699cknn+imm25SVFRUhe06duyo1157TTNnzrQ9jPJcx7YkABAApmlqy5YtSktL0+HDh2UYhho0aKCOHTuqQ4cOfp37xIkT2rx5s9LT0/X777+rpKREdevWVXx8vDp37sxKbeA8sWfPHm3btk2HDh1ScXGx4uPj1bZtW7Vv3z7YQwMAAABQA06dOqUNGzbowIEDOnr0qCIjIxUXF6euXbuqSZMmwR5eUBBuAwAAAAAAAAAch21JAAAAAAAAAACOQ7gNAAAAAAAAAHAcwm0AAAAAAAAAgOMQbgMAAAAAAAAAHIdwGwAAAAAAAADgOITbAAAAAAAAAADHIdwGAAAAAAAAADgO4TYAAAAAAAAAwHEItwEAAAAAAAAAjkO4DQAAAAAAAABwHMJtAAAAAAAAAIDjEG4DAAAAAAAAAByHcBsAAAAAAAAA4DiE2wAAAAAAAAAAxyHcBgAAAAAAAAA4DuE2AAAAAAAAAMBxCLcBAAAAAAAAAI5DuA0AAAAAAAAAcJzQYA8AAAAAwLklPT1dAwcOrPbrXH/99frLX/5S7dcBAADA2YmV2wAAAAAAAAAAxyHcBgAAAAAAAAA4jmGaphnsQQAAAAA4dxQVFSkjI8Ojtl988YWmTp1q1X/4wx80bdo0j/rWrl1bDRo08GmMAAAAcD723AYAAAAQUKGhoWrWrJlHbWNiYmx1RESEx30BAABwfmNbEgAAAAAAAACA4xBuAwAAAAAAAAAch3AbAAAAAAAAAOA4hNsAAAAAAAAAAMch3AYAAAAAAAAAOA7hNgAAAAAAAADAcQi3AQAAAAAAAACOQ7gNAAAAAAAAAHAcwm0AAAAAAAAAgOMQbgMAAAAAAAAAHIdwGwAAAAAAAADgOITbAAAAAAAAAADHIdwGAAAAAAAAADgO4TYAAAAAAAAAwHEItwEAAAAAAAAAjkO4DQAAAAAAAABwHMJtAAAAAAAAAIDjEG4DAAAAAAAAAByHcBsAAAAAAAAA4DiE2wAAAAAAAAAAxyHcBgAAAAAAAAA4DuE2AAAAAAAAAMBxCLcBAAAAAAAAAI5DuA0AAAAAAAAAcBzCbQAAAAAAAACA4ximaZrBHgQAAAAAAAAAAN5g5TYAAAAAAAAAwHEItwEAAAAAAAAAjkO4DQAAAAAAAABwHMJtAAAAAAAAAIDjEG4DAAAAAAAAAByHcBsAAAAAAAAA4DiE2wAAAAAAAAAAxyHcBgAAAAAAAAA4DuE2AAAAAAAAAMBxCLcBAAAAAAAAAI5DuA0AAAAAAAAAcBzCbQAAAAAAAACA4xBuAwAAAAAAAAAch3AbAAAAAAAAAOA4hNsAAAAAAAAAAMch3AYAAAAAAAAAOA7hNgAAAAAAAADAcQi3AQAAAAAAAACOQ7gNAAAAAAAAAHAcwm0AAAAAAAAAgOMQbgMAAAAAAAAAHIdwGwAAAAAAAADgOITbAAAAAAAAAADHIdwGAAAAAAAAADgO4TYAAAAAAAAAwHEItwEAAAAAAAAAjkO4DQAAAAAAAABwHMJtAAAAAAAAAIDj/D9x2wV6JhnfawAAAABJRU5ErkJggg==",
      "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": 27,
   "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": 27,
     "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": 28,
   "id": "80be3745",
   "metadata": {},
   "outputs": [],
   "source": [
    "p_alive = bgm.expected_probability_alive(data=customer_1516_history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "61915242",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_hdi(customer_1516_history[\"T\"], p_alive, color=\"C0\")\n",
    "plt.plot(customer_1516_history[\"T\"], p_alive.mean((\"draw\", \"chain\")), marker=\"o\")\n",
    "plt.axvline(\n",
    "    customer_1516_history[\"recency\"].iloc[0], c=\"black\", ls=\"--\", label=\"Purchase\"\n",
    ")\n",
    "plt.axvline(customer_1516_history[\"recency\"].iloc[-1], c=\"black\", ls=\"--\")\n",
    "\n",
    "plt.title(\"Probability Customer 1516 will purchase again\")\n",
    "plt.xlabel(\"T\")\n",
    "plt.ylabel(\"p\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a45c921f",
   "metadata": {},
   "source": [
    "From the plot above, say that customer 1516 makes a purchase at week 73.5, just over 6 weeks after they have made their last recorded purchase. We can see that the probability of the customer returning quickly goes back up!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "815d2f63",
   "metadata": {},
   "source": [
    "## Estimating Customer Lifetime Value Using the Gamma-Gamma Model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d26ffad",
   "metadata": {},
   "source": [
    "Until now we’ve focused mainly on transaction frequencies and probabilities, but to estimate economic value we can use the Gamma-Gamma model.\n",
    "\n",
    "The Gamma-Gamma model assumes at least 1 repeat transaction has been observed per customer. As such we filter out those with zero repeat purchases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "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": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nonzero_data = rfm_data.query(\"frequency>0\")\n",
    "nonzero_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c844025c-8f6b-4128-a109-cf3af964ca04",
   "metadata": {},
   "source": [
    "If computing the monetary value from your own data, note that it is the *mean* of a given customer’s value, *not* the sum. `monetary_value` can be used to represent profit, or revenue, or any value as long as it is consistently calculated for each customer.\n",
    "\n",
    "The Gamma-Gamma model relies upon the important assumption there is no relationship between the monetary value and the purchase frequency. In practice we need to check whether the Pearson correlation is less than 0.3:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "e8ccbfb7-1951-49fa-bf57-a43fbf5df4cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>monetary_value</th>\n",
       "      <th>frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>monetary_value</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.052819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>frequency</th>\n",
       "      <td>0.052819</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                monetary_value  frequency\n",
       "monetary_value        1.000000   0.052819\n",
       "frequency             0.052819   1.000000"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nonzero_data[[\"monetary_value\", \"frequency\"]].corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "057edfe6-ac7c-48f9-941f-6e5c047b09c5",
   "metadata": {},
   "source": [
    "Transaction frequencies and monetary values are uncorrelated; we can now fit our Gamma-Gamma model to predict average spend and expected lifetime values of our customers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ad94288",
   "metadata": {},
   "source": [
    "The Gamma-Gamma model takes in a 'data' parameter, a pandas DataFrame with 3 columns representing Customer ID, average spend of repeat purchases, and number of repeat purchase for that customer. As with the BG/NBD model, these parameters are given HalfFlat priors which can be too diffuse for small datasets. For this example, we will use the default priors, but other priors can be specified just like with the BG/NBD example above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "d2f5bf8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Gamma-Gamma Model (Mean Transactions)\n",
       "         p ~ HalfFlat()\n",
       "         q ~ HalfFlat()\n",
       "         v ~ HalfFlat()\n",
       "likelihood ~ Potential(f(q, p, v))"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg = clv.GammaGammaModel(data=nonzero_data)\n",
    "gg.build_model()\n",
    "gg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "6928cb36",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "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": "9779026a22264c269188a766ec4b5179",
       "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"
    },
    {
     "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 4 seconds.\n"
     ]
    }
   ],
   "source": [
    "gg.fit();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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>4.799</td>\n",
       "      <td>0.750</td>\n",
       "      <td>3.456</td>\n",
       "      <td>6.195</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.022</td>\n",
       "      <td>929.0</td>\n",
       "      <td>1099.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>q</th>\n",
       "      <td>3.933</td>\n",
       "      <td>0.280</td>\n",
       "      <td>3.374</td>\n",
       "      <td>4.409</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.008</td>\n",
       "      <td>893.0</td>\n",
       "      <td>928.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>v</th>\n",
       "      <td>23.707</td>\n",
       "      <td>5.264</td>\n",
       "      <td>14.324</td>\n",
       "      <td>33.157</td>\n",
       "      <td>0.189</td>\n",
       "      <td>0.186</td>\n",
       "      <td>818.0</td>\n",
       "      <td>970.0</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   4.799  0.750   3.456    6.195      0.025    0.022     929.0    1099.0   \n",
       "q   3.933  0.280   3.374    4.409      0.010    0.008     893.0     928.0   \n",
       "v  23.707  5.264  14.324   33.157      0.189    0.186     818.0     970.0   \n",
       "\n",
       "   r_hat  \n",
       "p    1.0  \n",
       "q    1.0  \n",
       "v    1.0  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.fit_summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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": 36,
   "id": "00fca54a",
   "metadata": {},
   "outputs": [],
   "source": [
    "expected_spend = gg.expected_customer_spend(data=rfm_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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>26.115</td>\n",
       "      <td>0.438</td>\n",
       "      <td>25.339</td>\n",
       "      <td>26.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[2]</th>\n",
       "      <td>21.643</td>\n",
       "      <td>1.325</td>\n",
       "      <td>19.206</td>\n",
       "      <td>24.174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[3]</th>\n",
       "      <td>37.612</td>\n",
       "      <td>0.891</td>\n",
       "      <td>35.961</td>\n",
       "      <td>39.305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[4]</th>\n",
       "      <td>37.612</td>\n",
       "      <td>0.891</td>\n",
       "      <td>35.961</td>\n",
       "      <td>39.305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[5]</th>\n",
       "      <td>37.612</td>\n",
       "      <td>0.891</td>\n",
       "      <td>35.961</td>\n",
       "      <td>39.305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[6]</th>\n",
       "      <td>74.829</td>\n",
       "      <td>0.368</td>\n",
       "      <td>74.169</td>\n",
       "      <td>75.483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[7]</th>\n",
       "      <td>21.643</td>\n",
       "      <td>1.325</td>\n",
       "      <td>19.206</td>\n",
       "      <td>24.174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[8]</th>\n",
       "      <td>30.901</td>\n",
       "      <td>0.605</td>\n",
       "      <td>29.739</td>\n",
       "      <td>32.028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[9]</th>\n",
       "      <td>36.430</td>\n",
       "      <td>0.153</td>\n",
       "      <td>36.148</td>\n",
       "      <td>36.727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[10]</th>\n",
       "      <td>37.612</td>\n",
       "      <td>0.891</td>\n",
       "      <td>35.961</td>\n",
       "      <td>39.305</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         mean     sd  hdi_3%  hdi_97%\n",
       "x[1]   26.115  0.438  25.339   26.975\n",
       "x[2]   21.643  1.325  19.206   24.174\n",
       "x[3]   37.612  0.891  35.961   39.305\n",
       "x[4]   37.612  0.891  35.961   39.305\n",
       "x[5]   37.612  0.891  35.961   39.305\n",
       "x[6]   74.829  0.368  74.169   75.483\n",
       "x[7]   21.643  1.325  19.206   24.174\n",
       "x[8]   30.901  0.605  29.739   32.028\n",
       "x[9]   36.430  0.153  36.148   36.727\n",
       "x[10]  37.612  0.891  35.961   39.305"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(expected_spend.isel(customer_id=range(10)), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "7a7471f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 511,
       "width": 611
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "labeller = MapLabeller(var_name_map={\"x\": \"customer\"})\n",
    "az.plot_forest(\n",
    "    expected_spend.isel(customer_id=(range(10))), combined=True, labeller=labeller\n",
    ")\n",
    "plt.xlabel(\"Expected mean spend\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e0737f0",
   "metadata": {},
   "source": [
    "We can also look at the average expected mean spend across all customers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "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>37.998</td>\n",
       "      <td>0.562</td>\n",
       "      <td>36.966</td>\n",
       "      <td>39.073</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     mean     sd  hdi_3%  hdi_97%\n",
       "x  37.998  0.562  36.966   39.073"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(expected_spend.mean(\"customer_id\"), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "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": 41,
   "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": 42,
   "id": "3312e193-97b1-422e-bb7f-68625e348314",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BG/NBD\n",
       "            alpha ~ HalfNormal(0, 10)\n",
       "                a ~ HalfNormal(0, 10)\n",
       "                b ~ HalfNormal(0, 10)\n",
       "                r ~ HalfNormal(0, 10)\n",
       "recency_frequency ~ BetaGeoNBD(a, b, r, alpha, <constant>)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bgm.thin_fit_result(keep_every=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "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": 44,
   "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>29.244</td>\n",
       "      <td>1.049</td>\n",
       "      <td>27.306</td>\n",
       "      <td>31.182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[2]</th>\n",
       "      <td>3.102</td>\n",
       "      <td>0.311</td>\n",
       "      <td>2.540</td>\n",
       "      <td>3.708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[3]</th>\n",
       "      <td>5.615</td>\n",
       "      <td>0.224</td>\n",
       "      <td>5.205</td>\n",
       "      <td>6.047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[4]</th>\n",
       "      <td>5.615</td>\n",
       "      <td>0.224</td>\n",
       "      <td>5.205</td>\n",
       "      <td>6.047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[5]</th>\n",
       "      <td>5.615</td>\n",
       "      <td>0.224</td>\n",
       "      <td>5.205</td>\n",
       "      <td>6.047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[6]</th>\n",
       "      <td>501.233</td>\n",
       "      <td>16.738</td>\n",
       "      <td>470.280</td>\n",
       "      <td>531.458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[7]</th>\n",
       "      <td>4.080</td>\n",
       "      <td>0.352</td>\n",
       "      <td>3.414</td>\n",
       "      <td>4.735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[8]</th>\n",
       "      <td>16.210</td>\n",
       "      <td>0.437</td>\n",
       "      <td>15.358</td>\n",
       "      <td>16.984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[9]</th>\n",
       "      <td>46.878</td>\n",
       "      <td>1.312</td>\n",
       "      <td>44.499</td>\n",
       "      <td>49.302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[10]</th>\n",
       "      <td>5.615</td>\n",
       "      <td>0.224</td>\n",
       "      <td>5.205</td>\n",
       "      <td>6.047</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          mean      sd   hdi_3%  hdi_97%\n",
       "x[1]    29.244   1.049   27.306   31.182\n",
       "x[2]     3.102   0.311    2.540    3.708\n",
       "x[3]     5.615   0.224    5.205    6.047\n",
       "x[4]     5.615   0.224    5.205    6.047\n",
       "x[5]     5.615   0.224    5.205    6.047\n",
       "x[6]   501.233  16.738  470.280  531.458\n",
       "x[7]     4.080   0.352    3.414    4.735\n",
       "x[8]    16.210   0.437   15.358   16.984\n",
       "x[9]    46.878   1.312   44.499   49.302\n",
       "x[10]    5.615   0.224    5.205    6.047"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(clv_estimate.isel(customer_id=range(10)), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "26636619",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 511,
       "width": 611
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_forest(\n",
    "    clv_estimate.isel(customer_id=range(10)), combined=True, labeller=labeller\n",
    ")\n",
    "plt.xlabel(\"Expected CLV\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d524c246",
   "metadata": {},
   "source": [
    "According to our models, customer[6] has a much higher expected CLV. There is also a large variability in this estimate that arises solely from uncertainty in the parameters of the BG/NBD and GG models. \n",
    "\n",
    "In general, these models tend to induce a strong correlation between expected CLV and uncertainty. This modelling of uncertainty can be very useful when making marketing decisions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "d56da0f3-9f85-4972-898c-ba0490cdb12e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last updated: Sun Jul 27 2025\n",
      "\n",
      "Python implementation: CPython\n",
      "Python version       : 3.12.11\n",
      "IPython version      : 9.4.0\n",
      "\n",
      "pymc    : 5.25.1\n",
      "pytensor: 2.31.7\n",
      "\n",
      "arviz         : 0.22.0\n",
      "pandas        : 2.3.1\n",
      "numpy         : 2.2.6\n",
      "pymc_marketing: 0.15.1\n",
      "matplotlib    : 3.10.3\n",
      "pytensor      : 2.31.7\n",
      "pymc_extras   : 0.4.0\n",
      "\n",
      "Watermark: 2.5.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -n -u -v -iv -w -p pymc,pytensor"
   ]
  }
 ],
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