{
 "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": 1,
   "id": "65621d72",
   "metadata": {},
   "outputs": [],
   "source": [
    "import arviz as az\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from arviz.labels import MapLabeller\n",
    "\n",
    "from pymc_marketing import clv\n",
    "from pymc_marketing.prior import Prior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e43e42f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "az.style.use(\"arviz-darkgrid\")\n",
    "\n",
    "%config InlineBackend.figure_format = \"retina\" # nice looking plots"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa22b108",
   "metadata": {},
   "source": [
    "## 1.1 Data Requirements"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f773bb65",
   "metadata": {},
   "source": [
    "For all models, the following nomenclature is used:\n",
    "\n",
    "* `customer_id` represents a unique identifier for each customer.\n",
    "* `frequency` represents the number of _repeat_ purchases that a customer has made, i.e. one less than the total number of purchases.\n",
    "* `T` represents a customer's \"age\", i.e. the duration between a customer's first purchase and the end of the period of study. In this example notebook, the units of time are in weeks.\n",
    "* `recency` represents the time period when a customer made their most recent purchase. This is equal to the duration between a customer’s first and last purchase. If a customer has made only 1 purchase, their recency is 0.\n",
    "* `monetary_value` represents the average value of a given customer’s repeat purchases. Customers who have only made a single purchase have monetary values of zero.\n",
    "\n",
    "The `rfm_summary` function can be used to preprocess raw transaction data for modeling:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5b56f8db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<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": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_trans = pd.read_csv(\n",
    "    \"https://raw.githubusercontent.com/pymc-labs/pymc-marketing/main/data/cdnow_transactions.csv\"\n",
    ")\n",
    "\n",
    "raw_trans.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2b9d1d19-a7a5-4a58-a980-9ed95bcd48d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customer_id</th>\n",
       "      <th>frequency</th>\n",
       "      <th>recency</th>\n",
       "      <th>T</th>\n",
       "      <th>monetary_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>23.723333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>11.770000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2352</th>\n",
       "      <td>2353</td>\n",
       "      <td>2.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>19.775000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2353</th>\n",
       "      <td>2354</td>\n",
       "      <td>5.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>44.928000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2354</th>\n",
       "      <td>2355</td>\n",
       "      <td>1.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>24.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2355</th>\n",
       "      <td>2356</td>\n",
       "      <td>6.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>31.871667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2356</th>\n",
       "      <td>2357</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2357 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      customer_id  frequency  recency     T  monetary_value\n",
       "0               1        3.0     49.0  78.0       23.723333\n",
       "1               2        1.0      2.0  78.0       11.770000\n",
       "2               3        0.0      0.0  78.0        0.000000\n",
       "3               4        0.0      0.0  78.0        0.000000\n",
       "4               5        0.0      0.0  78.0        0.000000\n",
       "...           ...        ...      ...   ...             ...\n",
       "2352         2353        2.0     53.0  66.0       19.775000\n",
       "2353         2354        5.0     24.0  66.0       44.928000\n",
       "2354         2355        1.0     44.0  66.0       24.600000\n",
       "2355         2356        6.0     62.0  66.0       31.871667\n",
       "2356         2357        0.0      0.0  66.0        0.000000\n",
       "\n",
       "[2357 rows x 5 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rfm_data = clv.utils.rfm_summary(\n",
    "    raw_trans,\n",
    "    customer_id_col=\"id\",\n",
    "    datetime_col=\"date\",\n",
    "    monetary_value_col=\"spent\",\n",
    "    datetime_format=\"%Y%m%d\",\n",
    "    time_unit=\"W\",\n",
    ")\n",
    "\n",
    "rfm_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "514ee548",
   "metadata": {},
   "source": [
    "It is important to note these definitions differ from that used in RFM segmentation, where the first purchase is included, `T` is not used, and `recency` is the number of time periods since a customer's most recent purchase.\n",
    "\n",
    "To visualize data in RFM format, we can plot the recency and T of the customers with the `plot_customer_exposure` function. We see a large chunk (>60%) of customers haven't made another purchase in a while."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d6431c58",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 511,
       "width": 1011
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 5))\n",
    "(\n",
    "    rfm_data.sample(n=100, random_state=42)\n",
    "    .sort_values([\"recency\", \"T\"])\n",
    "    .pipe(clv.plot_customer_exposure, ax=ax, linewidth=0.5, size=0.75)\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d069bc02",
   "metadata": {},
   "source": [
    "## Predicting Future Purchasing Behavior with the BG/NBD Model\n",
    "\n",
    "This dataset is an example of continuous time, noncontractual transactions because it comprises purchases from an online music store. PyMC-Marketing provides two models for this use case:\n",
    "\n",
    "- [Beta-Geometric/Negative Binomial Distribution (BG/NBD)](https://pymc-marketing.readthedocs.io/en/stable/notebooks/clv/bg_nbd.html)\n",
    "- [Pareto/Negative Binomial Distribution (Pareto/NBD)](https://pymc-marketing.readthedocs.io/en/stable/notebooks/clv/pareto_nbd.html)\n",
    "\n",
    "We will be using the BG/NBD model in this notebook because it converges quickly and works well for basic modeling tasks. However, if a more comprehensive analysis is desired, consider using the Pareto/NBD model instead due to its expanded functionality, including support for covariates.\n",
    "\n",
    "Let's take a look at the underlying structure of the BG/NBD model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "40d5f47d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<g id=\"clust1\" class=\"cluster\">\n",
       "<title>clustercustomer_id (2357) x obs_var (2)</title>\n",
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       "<title>a</title>\n",
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     "execution_count": 9,
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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": 10,
   "id": "3af6449f",
   "metadata": {},
   "outputs": [],
   "source": [
    "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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   "execution_count": 11,
   "id": "cc17d278",
   "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>)"
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     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "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": 12,
   "id": "cad20dc1-ebfd-436d-a364-0afd7ea4940e",
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    "Having specified the model, we can now fit it."
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   "execution_count": 13,
   "id": "d0667779",
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      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [alpha, a, b, r]\n"
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>r</th>\n",
       "      <td>0.276</td>\n",
       "      <td>0.012</td>\n",
       "      <td>0.254</td>\n",
       "      <td>0.300</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2061.0</td>\n",
       "      <td>2481.0</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  7.104  0.509   6.203    8.112      0.011    0.008    2008.0    2463.0   \n",
       "a      0.695  0.159   0.446    1.006      0.004    0.004    1989.0    1726.0   \n",
       "b      3.312  0.999   1.779    5.176      0.024    0.030    1976.0    1669.0   \n",
       "r      0.276  0.012   0.254    0.300      0.000    0.000    2061.0    2481.0   \n",
       "\n",
       "       r_hat  \n",
       "alpha    1.0  \n",
       "a        1.0  \n",
       "b        1.0  \n",
       "r        1.0  "
      ]
     },
     "execution_count": 13,
     "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": 14,
   "id": "fe4ab5d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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L+olptnKV+QUAAAAAAAARTU15/OVfpbOjgZdE3Dm7oIYAvsIv/nz6nckHH0Q893xBzQAAAFQgy30AoMocPpzHG2+k2Q0zXPgDqsudd0QMGZxmf/hHB+LIERcxAQAAACpVQ5tHuMaNjejSxfk4dJbJk44t1fqplpaIt94urh8AAAAAgFLz+ed57H4/zUYML6YXqCb19enMsKGhoEYAAAAAAAAoKc88F9G4Lc2+/atZ1NW5kwaUpsmTsphUn2Y//HEeLS3eVgMAAGgPlvsAQJV5c0nEwUOtdU1NxPXXFdcPQBHq6rL47nfSIfmuXS3xyKMGUAAAAACVamWbR7jafqAMdKxu3bKYMjnN3njTmSwAAAAAwE9t3pLWdXURgwcV0wtUk7Zzw8ZtEZ98aoYBAAAAAABQzQ4fzuNv/jadGY0aGTHzhkLaAThl3/rZ9G21xsaI198ophcAAIBKY7kPAFSZlxalw6LJkyLO65t9wb8GqFzXXnPiRcy/+34ee/e5iAkAAABQaQ4fzmPDxjSrn+hsHDrbVVemf3dvLoloaXEmCwAAAAAQEbFpU1oPHhzRpYt5BnS0USMjundPs4ZVxfQCAAAAAABAaXjksYgPPkyz734ni5oaM1ygtF11ZcTQIWn2wx+7wwcAANAeLPcBgCpy5Eger76eZjOmGxQB1SnLsvjN76a/gfv2RfzDPxpCAQAAAFSa9Rsimppa6yyLGD+uuH6gWl11RVp//EnExk0n/7cAAAAAANVm0+b0G9YRwwtqBKpMXV0WE8anWUODb8oBAAAAAACq1eef5/H9H6TzomlTIy6/rKCGAE5DlmXxs99M31ZbsTLindXm4AAAAGfLch8AqCJvL43Yv7+1zrKIGdcX1w9A0caPy+LGG9Ih1EMPRex+3xAKAAAAoJK8szqthw2L6NUrO/k/BjrMwIFZDLwkzd54s5heAAAAAABKzaYtaT18mFkGdJZJ9enf28qGghoBAAAAAACgcP/4ozz27k2zX/92FllmhguUh5tvirigf5r98MfeVQMAADhblvsAQBV5aXF6qDphfET//oZFQHX79W9nUVfXWh85GvFXf2MIBQAAAFBJVr3T5nx8XEGNAHHVlWn95hLnsQAAAAAALS15NG5NsxHDi+kFqtGk+rTeuDHiwAEzDAAAAAAAgGrz0Z48fvJQmt0wPWLcWG+1AeWjS5csvv5A+ru1+OWInTvNwQEAAM6G5T4AUCWamvJ4+ZU0mznDsAhg4MAsvn5/9yR79rmIjRsNoQAAAAAqQZ7n8c7qNJswwfk4FOXKK9K/v9WrI/btcx4LAAAAAFS33e9HHDyUZsOGFdMLVKNxYyPq6lrr5paI1WuK6wcAAAAAAIBifO/7eRw6bnZbUxPx7V91Fw0oP3PujOjVq7XO84iHHnWPDwAA4GxY7gMAVWL5ioh9+9Js+vRCWgEoOd/9To/o1at1iJ7nEX/6F4ZQAAAAAJVg13sRn3ySZhPHF9MLEDFlckTXLq11c0vEW0sLawcAAAAAoCRs2ZLWffpE9Du/mF6gGnXvnsXoUWm2ssH35AAAAAAAANVk58485j2RZrNvjxg82HIfoPz06pXFnDvTbP5TEZ9/bhYOAABwpiz3AYAq8eKi9CB17NiIiy40MAKIiOjXryZ+9Ze7J9mStyKWLTeEAgAAACh377yT1n37RlxySSGtAHHscbzJk9PstdedxQIAAAAA1W3L1rQeNjQiy3zvD51pUn1ar2wopg8AAAAAAACK8Vd/m0dzc2vdtWvEL/+iuS1Qvu67N4ua416ePngw4qmni+sHAACg3FnuAwBVoLk5j8Uvp9kN0w2MAI73C9/qEf37p9n3vu9BSQAAAIByt2p1esYzcbzH8KBo11yd/g2+8caxeRYAAAAAQLXasjU9Ix02tKBGoIrV16fzi9VrIo4eNb8AAAAAAACoBhs25vH8wjS7f27EgAHuoQHl66KLsph+XZo9+EjuLh8AAMAZstwHAKrAyoaITz9NsxumF9IKQMnq0SOLX/xWOkxfuixi1TuGUAAAAADlbPXqtB4/3oUKKNq1V6f1p59FrFlbTC8AAAAAAKVgy5a0HjbUPAM6W/2EtD5yJGL9hmJ6AQAAAAAAoHP9+V+mbwyd0yviWz9rbguUvwfuT3/L3nsv4rXXC2oGAACgzFnuAwBVYNHidGg0ckTEJZcYGgG0NfuOLPr1S7O/+3vLfQAAAADK1YEDeWxu8xjexAkn/7dA57n44iyGDU2zV19zFgsAAAAAVKejR/PYtj3Nhg49+b8FOk6fPifOL1Y2FNMLAAAAAAAAnWfZ8jzeXJJmP/ezWfTp4502oPzVT4wYPSrNfvKQu3wAAABnwnIfAKhwzc15vLQ4zWZMNzACOJlu3bL4uW+mv5FvLolYu84gCgAAAKAcrVkb0dLSWtfWRowZXVw/QKtrrk7rV18rpg8AAAAAgKLt2BnR3JxmbReMAJ2jvj6tVzb4jhwAAAAAAKCS5Xkef/YX6Uyo3/kR988tqCGAdpZlWTxwf/qu2vIVERs3mocDAACcLst9AKDCNayK2LMnzW6YUUwvAOVgzl0R552XZt/7viEUAAAAQDl6Z3Vajxp1bMEzULxrr0n/Frc2Rux6z1ksAAAAAFB9tm5N6wEXRPTubZ4BRZhUn/7trXonoqXF/AIAAAAAAKBSLX4lYs3aNPvlX8yiRw8zW6By3HjDscVlx3vwEbNwAACA02W5DwBUuIUvpgenw4dFDBlsaATwRbp3z+KbX09/J195NWLjJoMoAAAAgHLzzur0TGfCuIIaAU4wbmxE33PT7NXXiukFAAAAAKBIm7ek84yhQwtqBIhJE9N6376IrY2FtAIAAAAAAEAHa2rK4y//Kp3XDrwk4s7ZBTUE0EG6ds3inrvTd9UWPB/xySfeVQMAADgdlvsAQAVrasrjpUVpduNMi30Avsq9d0f06ZNm3/u+IRQAAABAOWlpyeOd1Wk2YYIzcigVtbVZXH1Vmr32unNYAAAAAKD6bN2a1sOHFdMHEDFgQBYXX5RmKxuK6QUAAAAAAICO9cxzEY3b0uzbv5pFXZ07aEDluWdORJcurfXRoxGPP1FcPwAAAOXIch8AqGDLV0R8+mma3TSziE4AykvPnll8/f50yL5occTWRg9LAgAAAJSLbdsjPv88zSaOL6YX4OSuvSY9h12+ImL/fuewAAAAAEB12dJmuc/QoR6KgiLV16f1ygazCwAAAAAAgEpz+HAef/O36Rxo1MiImTcU0g5AhzvvvCxm3ZRmjz6Wx5EjZuIAAACnynIfAKhgL7zYZnA0KmLgQBf9AE7F/XMjzunVWud5xN//gyEUAAAAQLlYvTqtBwyIGDDAGTmUkssvi6ira62bmiKWvFVcPwAAAAAAne3gwTx2vZdmw4YW0wtwzKT6dKbY0BCR574jBwAAAAAAqCSPPBbxwYdp9t3vZFFT4/4ZULkeuC/9jdvzccQLLxXTCwAAQDmy3AcAKlRTUx6LXk6zm2YaGgGcqnPOyeL++9Js4QsRO3a6mAkAAABQDlatTs9xJowvqBHgC/XqlcWUyWn26uvOYAEAAACA6tG4LeL4nSE1NRFDBhfXDxAxaWJaf/hRxHu7i+kFAAAAAACA9nfgQB4/+Mf0/sq0qRGXX1ZQQwCdZOTIE+/z/eShPPLcnT4AAIBTYbkPAFSot5ZG7N2bZjfeUEgrAGXr6/dn0aNHa93SEvH9fzCEAgAAACgH77yT1hPGZ8U0Anypa69J/zbfeCOiudk5LAAAAABQHbZsTetLLono1s1MA4o0aFBE375ptrKhkFYAAAAAAADoAD95KOLTz9LsO7+WRZaZ1QKV74H70t+6DRsiGlYV1AwAAECZsdwHACrUCy+kj56NGxtx8cUGRwCno0+fLObek2bPPhex+30PSwIAAACUsr1789i2Pc0mTiimF+DLXXN1Wn/6WcSatcX0AgAAAADQ2bZsSb9JHTa0oEaAf5JlWdRPTLOGBt+PAwAAAAAAVIK9+/L40Y/T2c9110aMH+d9NqA6XHtNxMUXp9mDD5uJAwAAnArLfQCgAh05ksfLr6TZTTcaHAGciW9+PYtu3Vrr5paIBx8yiAIAAAAoZavXpHW3bhEjRxTTC/DlvnZxFkOHpNmrrzmDBQAAAACqw5ataW25D5SGSfXpHZyVDQU1AgAAAAAAQLv60Y/z+Hx/mv3ar3ifDagetbVZ3D83/d1b/HLE7t3u9AEAAHwVy30AoAIteSuS4VGWRdx4Q2HtAJS1887L4s470mzekxH79hlEAQAAAJSqVe+kZzdjx0TU1blkAaXq2mvS+tXXiukDAAAAAKCznbjcxzwDSsGkiWm9fUfEJ5/4fhwAAAAAAKCcffJJHg8+lGY3zYwYMdycFqgus2+P6NGjtW5piXj4UTNxAACAr2K5DwBUoIUvpoej9RMjLrjA8AjgTH3j61nUHPf/ng4ejHhsXnH9AAAAAPDl3lmd1uPHFdMHcGquvSadY21tjNj1nssAAAAAAEBl++yzPPbsSbNhQ4vpBUiNGJE+ZBQR0bCqmF4AAAAAAABoH//wwzwOHmqta2oifuWXvM0GVJ9zzsli9h1p9sT8iAMH3OkDAAD4Mpb7AECFOXw4j1deTbMbZxoeAZyNr12cxcwZafbQw3kcOWIQBQAAAFBqmpryWLs2zSZOcE4OpWzc2Ii+56bZq68V0wsAAAAAQGfZsjWtu3aJuOSSYnoBUnV1WUwYn2YrG3w7DgAAAAAAUK4+/DCPRx9Ls1tnRQwe7N4ZUJ3uvzeL7LifwM8/j3jmueL6AQAAKAeW+wBAhXn9jYiDB1vrmpo4YSEFAKfvZ76ZDuL3fBzx3IKCmgEAAADgC23ZGnHwUJqNH3/yfwuUhtraLK66Ks1ee90DeQAAAABAZWu73Gfw4GMLRYDSMKk+/Xtc2VBQIwAAAAAAAJy17/1DHkeOtNa1tRG//Evms0D1Gjgwi2uuTrOHH8kjz93rAwAA+CKW+wBAhVn4YnogOmVyxPnnGyABnK0xo7OYNjXNfvjjPFpaDKIAAAAASsmqd9J64MCI8/o6J4dSd+3V6d/p8hUR+/c7fwUAAAAAKteWLekZ6LChBTUCnFT9xLTeuCniwAGzCwAAAAAAgHKz6708npyfZnfNjvjaxe6cAdXtgfvS38Ft24/d6wMAAODkLPcBgApy4EAer72eZjfONDwCaC8/+80TB1FvLy2oGQAAAABOavXq9EGtCeMLagQ4LVdcHlFX11o3NUW8saS4fgAAAAAAOtqWrWk9bJhv/6GUjB+Xzi5aWiLeWV1cPwAAAAAAAJyZv/v7PJqaWuuuXSJ+4VvmswDTpkYMHpRmjz6en/wfAwAAYLkPAFSS116POHy4ta6tiZhxfXH9AFSaKy6PGDokzR562CAKAAAAoJSsWZvWE8a5aAHloFevLKZOSbPFLzt/BQAAAAAqU57nsbXtcp+hxfQCnFy3blmMGZ1mKxvMLgAAAAAAAMrJ9h15PPNsmt1zd8SAAe6cAWRZFvfcnf4eLn454qM9ZuMAAAAnY7kPAFSQhS+kB6HTpkX07WuABNBesiyL++9Lf1dfeyNix06DKAAAAIBS8Nlneex8N83GjSumF+D0Tb8uPX99/Y2II0ecvwIAAAAAleeDDyM+359mQy33gZJTX5/WKxuK6QMAAAAAAIAz872/z6OlpbXu3j3i53/Ou2wAP3XbLcd+G3+quTniyfnF9QMAAFDKLPcBgAqxd18er7+ZZjfdaIAE0N5uuTmid+80e/hRj0sCAAAAlII1a9O6W7eIYR7Cg7Jx3bVpfeBAxLLlxfQCAAAAANCRtmxN6169Ii4cUEwvwBebNDG9l7NmbcSRI74dBwAAAAAAKAfbt+exYGGa3T834rzzvM0G8FO9e2dx841pNu+JPJqazMYBAADastwHACrEokURTU2tddcuETOuL64fgErVo0cWd81Os6eejti/3yAKAAAAoGhr1qZnNGNGR9TVuWwB5aJ//yzGj0uzl19x9goAAAAAVJ6tbZb7DBsakWVmGlBqJk6MOP5P88iRiPUbiusHAAAAAACAU/e97+fR0tJa9+gR8c2vm8sCtHXP3elv4wcfRrz+RkHNAAAAlDDLfQCgQixYmD5sdvXVEeecY4gE0BHm3pNFzXH/b+rAgYinny2uHwAAAACOWb0mrceNLaYP4Mxdf10633rl1YiWFgt+AAAAAIDKsnlLeu45dGhBjQBfqk/vLIa1+ftc2VBMLwAAAAAAAJy67dvzWLAwze6fG9G3r3fZANoaMzqLsWPS7NHH3ekDAABoy3IfAKgAH36Yx/IVaTbrJgMkgI5y0UVZXH9dmj30SO6BSQAAAIACtbTksXZdmo0b66wcys3069N6z8cRa9YW0wsAAAAAQEfZujWthw8104BSVV+f1g0NvhkHAAAAAAAodd/7fh4tLa11jx4R33jAXBbgi9xzd/obueStiHffNR8HAAA4nuU+AFABFr4YkR939tmrV8TVVxXXD0A1uH9uOojauTPizSUFNQMAAABA7NwZsW9fmo0bV0wvwJkbdGkWQwan2eKXXQIAAAAAACpHc3MejY1pNnRoIa0Ap2DSxPS78YZ3IlpazC4AAAAAAABK1fbteSxYmGb3z43o29dyH4AvctPMiN690+yxeWbjAAAAx7PcBwAqwILn04PPGddHdOtmiATQkSZPihg+PM0efNggCgAAAKAoq9emdb9+EQMuKKYX4Oxcf31aL345Is+dvwIAAAAAleHddyOOHE2zYZb7QMmaVJ/Wn38esWVrMb0AAAAAAADw1b73/TxaWlrrHj0ivvGAN9kAvkz37lnccVuaPfV0xOHD7vUBAAD8lOU+AFDmtm/PY/2GNJt1syESQEfLsiwemJv+3i55K2LbNoMoAAAAgCKsWZuey4wfd+wMByg/069L/3Z3vhuxeUtBzQAAAAAAtLO2S0H6nR/Rt6+ZBpSqCy7I4uKL02xlQzG9AAAAAAAA8OW2b89jwcI0u3+umSzAqbh7Tvpb+dneiBcXFdQMAABACbLcBwDK3IKF6WOF558XMXVKQc0AVJlZN0ec2yfNHn7Uch8AAACAIqxZk9bjxrpwAeVqzOiIAQPS7MWXnL0CAAAAAJWh7XKfoUOL6QM4dZPq07qhwdwCAAAAAACgFH3v+3m0tLTWPXpEfOMB98wATsWgS7OYNjXNHnvcfBwAAOCnLPcBgDKW53kseD7NbroxorbWIAmgM3TrlsWcu9Ls6Wci9u0zjAIAAADoTIcP57Fpc5qNG1tML8DZy7IsZt6QZi++dGw2BgAAAABQ7rY2pmedQ4cU0wdw6iZNTO/prFxlbgEAAAAAAFBqtm/PY8HCNLt/bkTfvt5kAzhV996d/ma+szpi4ybzcQAAgAjLfQCgrK1bH7Hz3TSbdbMhEkBnuufuLGqP+39WBw9FzH+6uH4AAAAAqtH6DRHNza11TU3EmNHF9QOcvZkz0pnX9h0Rm7cU1AwAAAAAQDva2pjWQ4e6AwClblJ9Wn/0UcSu94rpBQAAAAAAgJP73vfzaIKh8QMAAQAASURBVGlprXv0iPjGA+axAKfjumsj+vVLs8cet9wHAAAgwnIfAChrC55PDzov+VrE2DEFNQNQpS4ckMX06Wn22Lw8WloMowAAAAA6y5q1aT10aETPni5eQDkbPy7iwgvT7IUXnbsCAAAAAOWtqSmPHTvSbOiQQloBTsOll0acd16aNTQU0wsAAAAAAAAn2rEzjwUL0+z+uRF9+7pjBnA66uqymHNnmj23IGL/fnf7AAAALPcBgDLV3JzHwhfSbNbNEVlmkATQ2e6fm/727twZsWx5Qc0AAAAAVKE1a9OPgseNLagRoN1kWRYzZ6TZCy9F5LlLAAAAAABA+dqxM6K5Oc2GDC6mF+DUZVkW9RPTbGWDmQUAAAAAAECp+Id/zKOlpbXu0SPiGw94jw3gTNw1O4va416sPngo4pnniusHAACgVFjuAwBlavmKiD0fp9nNNxkkARShfmLE0CFp9tg8lzUBAAAAOsvqNWk9fqzzcqgEN848cbH6ps0FNQMAAAAA0A4aG9O6f/+I3r3NNaAcTJqY/q2uXFVQIwAAAAAAACR2v5/HM8+m2dx7Ivr2NYsFOBMDBmRx7bVp9tjjeeS5d9UAAIDqZrkPAJSpBQvTw81RIyOGDDZIAihClmVx95z0N/jlVyL27DGIAgAAAOhoe/bk8f77aTZubDG9AO1r7JiIiy5Msxdecu4KAAAAAJSvrY1pPXRIEV0AZ6K+Pq137Ij4+GNzCwAAAAAAgKL98Ed5NDe31l27RnzjAe+xAZyNe+9Of0e3NkY0rCqmFwAAgFJhuQ8AlKHDh/NYtCjNbr7JIAmgSLfOiujWrbVubo6Y/3Rx/QAAAABUizVr07pnz4jBg4vpBWhfWZbFzBvS7MUXI/LcQ3kAAAAAQHlq3Jaebw4x04CyMWJ4RI8eabayoZheAAAAAAAAOObjj/N4Yn6azbkz4vzzvckGcDamTY0YeEmaPfq4e30AAEB1s9wHAMrQG29GfL6/tc6yiJtvLK4fACJ6987i5pvS7Ikn82huNowCAAAA6Ehr1qbnL2PHRNTWunwBleLGmenf8853IzZuKqgZAAAAAICztHVrWg8daqYB5aKuLouJE9JsZYNvxQEAAAAAAIr0owfzOHKkta6ri/iZb5rDApytmpos7p6T/p6+tOjYUjUAAIBqZbkPAJShZ55LDzUn1UcMGGCYBFC0u+9Kf4vf2x2x5O2CmgEAAACoEmvWpvW4scX0AXSMMaMjLr4ozV58yQUAAAAAAKD8NDXlsWNnmg0ZXEwvwJmZPCn9Xnz5yoIaAQAAAAAAIPbuzePRx9LstlsiLvQeG0C7uOO2iK5dWuumpoj5TxfXDwAAQNEs9wGAMvPpp3m8/kaa3TrLIAmgFIwdEzFqZJo9Ps8jkwAAAAAdpbk5P8lyH2fmUEmyLIuZM9PshRcj8tzZKwAAAABQXna+e+yRk+MNGVJIK8AZmlSf1lu2HHs0DgAAAAAAgM730CMRBw+21jU1Ed/6WXfLANrLuedmceONaTbviTxaWszJAQCA6mS5DwCUmYUvpBf6unaNmHlDUd0AcLwsy+LuOemA/7XXIz74wCAKAAAAoCNs25ZewIiIGDe2mF6AjnPjDem567u7IjZsLKgZAAAAAIAztHVrWvfrF9Gnt4eloJyMHXPsHs9P5XlEw6ri+gEAAAAAAKhWBw7k8eDD6Zs+N86MGDjQDBagPd3T5k2193ZHLHmroGYAAAAKZrkPAJSZZ55Lh0nXXxdxzjmGSQClYtZNET16tNYtLRFPzLfcBwAAAKAjrFmb1hddGNGvnzNzqDSjR0VcfHGavfCic1cAAAAAoLw0bkvroUMKaQM4C127ZjFhfJqtWGlmAQAAAAAA0Nkemxexb1+a/cLPuVcG0N7Gj4sYMTzNHp9nTg4AAFQny30AoIw0bstj7bo0u/1WwySAUtKzZxa3zkqzJ+ZHNDUZRgEAAAC0t9Vr0zOXceMKagToUFmWxY03pNmLiyLy3LkrAAAAAFA+tjamZ5qW+0B5mlSf1itWFtMHAAAAAABAtTp8OI8f/Tidv15/bcSwYd5jA2hvWZbFPXPS39dXX4/44AN3+wAAgOpjuQ8AlJFnnk0PMfudH3HZtIKaAeAL3d1mEPXRRxGvv1FQMwAAAAAVbM2atB431gUMqFQ3zkz/vnftili/oaBmAAAAAADOwNataT1kiLkGlKMpk9O/3Q0bI/bv92gRAAAAAABAZ3nyqYiPP0mzX/h581eAjnLLrIgePVrrlpaIJ+abkwMAANXHch8AKBPNzXk8tyDNZt0cUVdnoARQakaOyGLc2DR7bJ5BFAAAAEB7OnAgj62Nadb2TAaoHKNGRlzytTR74SXnrgAAAABAeWhqymPHzjQbOqSQVoCzNG5sRF1da93SErHqneL6AQAAAAAAqCZNTXn844/S+ySXXxYxdoy32AA6Ss+eWdxyc5o9Of/YbzIAAEA1sdwHAMrEsuURH3yYZrffZpgEUKrumZP+Ri95K2LXewZRAAAAAO1l3fpjD2X9VG1txOhRxfUDdKwsy+LGmWn2wgsRLS3OXQEAAACA0rfz3YimpjQbMqSQVoCz1L17FmPHpNmKleYVAAAAAAAAnWHBwoj330+zX/iWt9gAOtrdbd5U+/CjiNffKKgZAACAgljuAwBl4pnn0os+I0dEDB9moARQqm6cGXFOr9Y6zyOemO/SJgAAAEB7WbM2rUcMj+jWzbk5VLIbb0j/xne/H7HqnYKaAQAAAAA4DY2Nad2vX0Sf3uYaUK4mT0rrlQ3F9AEAAAAAAFBNWlry+MEP0/d7Jk44cXYDQPsbNTKLcWPT7LF53lQDAACqi+U+AFAGDhzIY9HiNLv9Vhf5AEpZ9+5Z3HZbmj3zTERzs2EUAAAAQHtYvSY9Zxk3rqBGgE4zYkTEkMFp9twCZ64AAAAAQOnb2pjWQ4cU0QXQXiZPSu/0rF0XceiQmQUAAAAAAEBHevW1iMbGNPvWz2aRZd5jA+gM98xJf2+XvBXx7i6zcgAAoHpY7gMAZWDR4ohDh1rr2pqIm28qrh8ATs3s29NB1IcfRby9tKBmAAAAACpInuexZm2ajRvrEgZUuizL4pZZ6d/6Cy9FHD3qAgAAAAAAUNoaG9NzzCFDiukDaB8TJxy72/NTTU0Rq9cU1w8AAAAAAECly/M8vv+DdO46bGjE1VcV1BBAFbpxZsQ557TWeR7xxJPu9gEAANXDch8AKAPPPJceWl55RcT553ukEKDUjRyRxaiRafbU0wZRAAAAAGfrgw8j9uxJs/HjiukF6Fyzbkrrffsi3nizmF4AAAAAAE7V1sa0HjrEfQAoZz17ZjFqVJqtWOk7cQAAAAAAgI6yfEXEmrVp9nM/k0VNjdkrQGfp3j2L229Nsyefijh61LwcAACoDpb7AECJ2/1+HsuWp9lttxkmAZSLO25Pf7NffiVi7z6DKAAAAICzsWZNWvfuHXHpwGJ6ATrXxRdnUT8xzZ5d4MwVAAAAAChdTU15bN+RZkMGF9ML0H4mT0rrFSuL6QMAAAAAAKAa/MM/pndHLr4o4qYbC2oGoIrdPSd9U+3TTyMWv1xMLwAAAJ3Nch8AKHHPLYjIj5spnXNOxLVXF9cPAKdn1k0RXbq01keORjy/sLh+AAAAACrB6jXpZYyxYyKyLPuCfw1UmltmpX/vr70W8fnnFvwAAAAAAKXp3XcjmprSbOiQQloB2tGkSem8YvWaiCNHzCsAAAAAAADa2/oNeSx5K82++Y0s6urcJwPobEMGZzF5Upo9Ns+sHAAAqA6W+wBACcvzPJ55Nj2svGlmRLduBkoA5eLcc7O47to0e+ppgygAAACAs7FmbVqPH1dMH0Axbrwhoq6utT5yNOKlxYW1AwAAAADwpbY2pnW/8yP69HEnAMpd/cSI7Lg/5SNHItauK64fAAAAAACASvWDH6Zv9fTtG3HnHcX0AkDE3XPS716Wr4jYts27agAAQOWz3AcAStjqNRHbd6TZbbe6xAdQbu64Pf3tXrc+YvMWgygAAACAM9HUlMf6DWk2bpyzc6gmffpkcfVVafbcAmeuAAAAAEBpatyW1kOGFNIG0M769M5i+LA0W7GymF4AAAAAAAAq1Y6deby0KM2+fn8W3bq5TwZQlBnXR/Q9N83mPel+HwAAUPks9wGAEjb/qfSQcuAlERPGF9QMAGfsissi+vdPs6eeNogCAAAAOBNbtkYcPpxm48YU0wtQnFtuTi9hLV8R8f4Hzl0BAAAAgNKzdWt6djl0aEGNAO1u8uS0XrHSrAIAAAAAAKA9/eOP8mhpaa179oy49+7i+gEgomvXLO64I82eeibi8GEzcwAAoLJZ7gMAJerAgTyefyHN7rg9iyzLTv4/AKBk1dZmcdstafbsgoimJoMoAAAAgNO1ek1aD7wk4txznZ1Dtbnm6ohevVrrPI94fmFx/QAAAAAAfJHGbWk9ZLC5BlSKKZPSv+d33vGNOAAAAAAAQHv56KM8nnk2ze65O6J3bzNXgKLdfWf6W7xvX8QLLxXTCwAAQGex3AcAStSLiyIOHmyta2oibr+1uH4AODt33J4Ooj79NOK114vpBQAAAKCcrVmTPoY1bmxBjQCF6tYti5kz0uy55z2WBwAAAACUlqamPLbvSLOhQwppBegA9fVpffBQxPoNxfQCAAAAAABQaX7yUB5Hj7bWXbtEfP1+i30ASsEll2RxxeVp9vg89/sAAIDKZrkPAJSoJ+enh5NXXRFxwQWGSgDlatClWUyckGZPPWMQBQAAAHC61qxN6/HjnJ1DtbplVvr3v3lzxKbNzl0BAAAAgNLx7ruRPDYVYbkPVJLz+mYxZEiarWwopBUAAAAAAICKsn9/Ho8/kWa33xbRv5+7ZACl4u456W/yO6sjNm5yvw8AAKhclvsAQAnati2PVe+k2ezZBkoA5e6O29Lf8tdfj/j4Y4MoAAAAgFO1b18e27an2bhxxfQCFG/ypIgBF6TZc887cwUAAAAASkfjtrTud35Enz7uBkAlmVyf1itWmFUAAAAAAACcrflPRezf31pnWcTPfMOsFaCUXHt1RP/+afb4E2bmAABA5bLcBwBK0Pyn00PJ8847dngJQHm7cWZEt26tdXNLxLMLiusHAAAAoNysW5/WXbtEjBheTC9A8Wpqsrj55jR7/vmIlhYXAAAAAACA0rC1Ma2HDCmiC6AjTZ6UPiK3clVEc7NZBQAAAAAAwJlqasrjwYfTecv110UMHGi5D0ApqavL4q7ZafbscxEHDpiZAwAAlclyHwAoMU1NeTz9bJrddsuxw0sAyluvXlncMCPNnno6jzw3iAIAAAA4FWvXpfWIERFdujg/h2p266z0N+CDDyNWrCyoGQAAAACANrY2pt+IDh1STB9Ax5k8Ka3374/YuKmYXgAAAAAAACrBy69EvLc7zb7xgDtkAKXoztlZ1Bz3uvXBgxELFhbXDwAAQEey3AcASsyrr0d88kma3XmHoRJApZh9e/qbvrUxYt36YnoBAAAAKDdr16UP4I0dU1AjQMkYPiyL4cPT7NkFFqoDAAAAAKWhsTGthwxxNwAqTf/+WQwcmGbLlhfTCwAAAAAAQCX48YMn3iGrn1hQMwB8qQsHZHHN1Wn2+Lw88twdPwAAoPJY7gMAJWb+/PQgcuKEiMGDXeADqBSTJ0VcfHGaPfucIRQAAADAqVi3Lq3HjHF+DkTcOiv9LXjxpYhDh5y7AgAAAADFamrKY/uONBs6pJBWgA42dUpaL19hTgEAAAAAAHAm3lmdxzur0+wbD2SRZe6RAZSqu+ekv9EbNkasXfcF/xgAAKCMWe4DACXkww/zeGNJmt0520AJoJLU1GRx2y1p9vzCYxe4AQAAAPhiH+3J48OP0mzsmGJ6AUrLrJsiao77AubAgYjFLxfXDwAAAABARMSuXRFHj6bZkMHF9AJ0rGlT0rs/Kxt8Hw4AAAAAAHAmfvSTdMYyYEDEDTMKagaAU3LFZREXX5Rmj80zMwcAACqP5T4AUEKefjaipaW17tEjYqahEkDFuXVWennz08/ihOVuAAAAAKTWrUvrnj0jBl1aTC9Aabnggiwum5ZmTz3j438AAAAAoFhbt6X1+edFnHtudvJ/DJS1KZPT+sCBiPUbCmkFAAAAAACgbO16L4/FL6fZ/XOzqKszZwUoZbW1Wcy5K/2tXvhCxN597vgBAACVxXIfACgRLS15zH8qPYC8+caInj0NlQAqzcCBWUwYn2bPPmcIBQAAAPBl1q5Lz09Gj4qoqXGGDhxz+23p78HSZRHvf+DcFQAAAAAoTmNjWg8ZUkQXQGc4//zshL/xZcsLaQUAAAAAAKBsPfRwHi0trXWPHhF3zS6uHwBO3ezbI2prW+vDhyOefa64fgAAADqC5T4AUCJWrIx4d1eazb7Do4QAlerWW9Lf+Fdfjdi3z0OTAAAAAF9k7bq0HjummD6A0jT9uohevVrrPI94bkFx/QAAAAAAbNuWfhc6eHBBjQCdYurktF6+wrfhAAAAAAAAp+rzz/N4Yn6a3TU7ondv77ABlIPzz89ixvQ0e3xeHnludg4AAFQOy30AoETMfyo9eBwyJGL8uGJ6AaDj3XhDRF1da33kaMRLiwprBwAAAKCk5Xke69an2ZgxLmYArbp1y+LGG9Ls6Wd8/A8AAAAAFKdxe1oPGWy2AZVs6pT0b7xhVcTRo+YUAAAAAAAAp+KJ+REHD7bWNTUR999nxgpQTu6Zk/5uN26LWNlQUDMAAAAdwHIfACgBe/fl8WKbhQ533pFFlhksAVSqc8/N4pqr0+yZ51zeBAAAADiZXe9F7N2bZmNHF9MLULpuuzWdrW3fEbFmbUHNAAAAAABVraUlj+0nLPcpphegc0yelNaHDplTAAAAAAAAnIqmpjwefDh9d2f69RFfu9gbbADlZMrkiEsvTbPH5nlXDQAAqByW+wBACXjm2YgjR1rrurqIW28prh8AOsett6QfEKxsiHjvPYMoAAAAgLbWrUvrvudGXHRRMb0Apat+YsQlX0uz+U87cwUAAAAAOt8HHxxb7HG8wZb7QEXr2zeL4cPTbPmKQloBAAAAAAAoK4sWH5uxHu+bX7fYB6DcZFkW98xJf79fWhTxySfu+AEAAJXBch8AKFie5zHvifTAccb1Eef1NVgCqHRXXxnRu3eaPbugmF4AAAAAStnadek5+pgxxz7yBThelmVx+23pb8OC5yMOHPDxPwAAAADQubZuS+tzekX0O7+YXoDOM3VyWi9bbkYBAAAAAADwVX7yUDpTGT8uYsJ4d8cAytHtt0Z07dJaNzVFPPVMcf0AAAC0J8t9AKBgDasiGttc3Lt7jqESQDXo2jWLm2am2bML8shzlzgBAAAAjrdufVqPHVNMH0Dpu+O2iJrjvoY5eDDihReL6wcAAAAAqE7b2twRGDz42IJyoLJNnZL+nb/zTsThw74NBwAAAAAA+CJr1uaxek2aff0Bs1WActWnTxY33phmjz+RR0uL2TkAAFD+LPcBgII9Pi89aLz00ogpk4vpBYDOd9ut6ccEO3ZErF1XUDMAAAAAJai5OY/1bZb7jBntggZwcgMGZHHVlWk270kf/gMAAAAAnWvbtvRccvDgghoBOtWkSRHH7/E6cjROeIwOAAAAAACAVg8/ks5WB1wQMeP6gpoBoF3cMye9A7xrV8TbSwtqBgAAoB1Z7gMABfr00zxeXJRmc+7MIss8SghQLcaPixh4SZo9+5yHJgEAAAB+atv2iIOH0mzsmGJ6AcrDnDvTWduatRGbNjt3BQAAAAA6T+O2tB4y2B0BqAZ9emcxcmSaLV9hRgEAAAAAAHAyH+3JY+GLaXbvPVnU1ZmvApSz8eMihg9Ps8fmmZ0DAADlz3IfACjQ089GHD3aWnfpEnH7rcX1A0Dny7IsbpmVflDw/MKIo0cNogAAAAAiItatS+sBAyLOP98FDeCLXXVlRP/+afbEk85cAQAAAIDOkef5SZb7FNML0PmmTk7rZcsLaQMAAAAAAKDkPT4vj6am1rpr14i7ZhfXDwDtI8uyuGdOeg/41VcjPvzQHT8AAKC8We4DAAXJ8zzmtXlE7IYZEX37epAQoNrcOiutP9sb8eaSYnoBAAAAKDVr16dn6WPHFNQIUDbq6rK447Y0e3ZBxOHDPv4HAAAAADreJ59E7NuXZoMt94GqMXVKei9o9ZqIQ4fMKAAAAAAAAI535Egej89Ls1tu9gYbQKW45eaIHt1b6+aWiCfmF9cPAABAe7DcBwAKsnxFxI4dadZ2wzgA1eGSS7KYOCHNnnnOBU4AAACAiIh169N6zGhn6cBXu3N2+lvx+ecRLy4qqBkAAAAAoKo0bkvrrl0jLrqwmF6AzjepPqL2uJu7TU0Rq94prh8AAAAAAIBS9MJLER9/kmb33+feGECl6NUri1mz0uyJJ/NoavK2GgAAUL4s9wGAgjw+Lz1YHDI4on5iQc0AULhbb0k/Lnj1tYh9+wyhAAAAgOp29Ggemzal2dgxxfQClJevXZzF5Zel2RNPOnMFAAAAADretu1pPejSiNpaj1BBtejVK4tRo9Ns2QozCgAAAAAAgJ/K8zwefCidn0yZHDFiuLkqQCW5Z076u/7hRxGvv1FQMwAAAO3Ach8AKMAnn+Sx6OU0m3NXFllmsARQrW6cGdGlS2t99GjEosXF9QMAAABQCjZvOXZOcrzRo4rpBSg/d92Zzt5WNkRs2+bxPAAAAACgY7U9hxw8uKBGgMJMnZzWy5cX0gYAAAAAAEBJemd1xPoNaXb/fd5fA6g0o0ZmMXZsmj02z/0+AACgfFnuAwAFmP90RFNTa921a8RttxbXDwDF69M7i6uvSrMFCw2hAAAAgOq2bl1aDxwY0bu3ixrAqbn+2oi+fdPsifnOXQEAAACAjtW4La2HDjHbgGozdUr6d792XcSBA2YUAAAAAAAAEREPPZzOTS66MOK6awpqBoAOdc+cdH6+5K2Id3eZnwMAAOXJch8A6GQtLXnMezI9ULxx5rGlDgBUt1k3pf8tWLY84sMPDaEAAACA6rV2fXo2MnZMQY0AZalLlyxuvzXNnnk24sgR564AAAAAQMfZ1ma5z+BBxfQBFGfihIja2ta6uTli5ari+gEAAAAAACgVH3yQx0uL0mzuvVnU1nqDDaAS3TQz4pxerXWeRzzxpPt9AABAebLcBwA62dJlEbt2pdnddxkqARBxzdURvdoMoZ5/obh+AAAAAIq2bl1ajx3tPB04PXfNTn83Pv0s4uVXC2oGAAAAAKh4n3+ex4cfpdngwcX0AhSnZ88sxo1Ns+XLPU4EAAAAAADw6Lw8mlta6+7dI+6cXVw/AHSs7t2zuO22NHvyqYgjR8zQAQCA8mO5DwB0ssfmpQeJw4ZGTBhfUDMAlJRu3bKYMT3NFjxvAAUAAABUp4MH89jamGZjxhTSClDGBg3KYvKkNHviSeeuAAAAAEDH2LY9rWtrIi4dWEwvQLGmTE7rZcsLaQMAAAAAAKBkHD6cx7x5aXbbLRF9emfFNARAp7j7rvR3/tNPI15aXEwvAAAAZ8NyHwDoRO9/kMcrr6TZ3XOyyDKDJQCOmXVT+t+EDRsjGrd5aBIAAACoPhs2RrS0tNa1NRGjRhbXD1C+5tyZnru+vTTi3XeduwIAAAAA7W/btrT+2iURXbq4LwDVaNrU9G9//YaIvfvMJwAAAAAAgOr1wosRn+1Ns/vmmqcCVLqhQ7KYMjnNHn3M/BwAACg/lvsAQCd6bF4ezcc9RNije8Sts4rrB4DSM3VKRL9+abbgeUMoAAAAoPqsW5/WQ4ZGdO/usgZw+mZMj+jdO80ef9K5KwAAAADQ/hq3p2ePQwYX1AhQuAnjI7p2ba3zPGL58uL6AQAAAAAAKNojj6fz1MumHVv4AEDlm3tP+nu/6p2IjRvd8QMAAMqL5T4A0EkOH87jiSfS7LbbIs45x2AJgFa1tVncfGOaLVgYkeeGUAAAAEB1WbsuPQ8ZO7qgRoCy161bFrffmmbz5x+b3wEAAAAAtKdt29Lach+oXt26ZVE/Mc3eWmo2AQAAAAAAVKf1G/JYuzbN2i56AKByXX9dRL9+afboPDN0AACgvFjuAwCd5IWXIj79LM0MlgA4mVk3p/992LUrYvWagpoBAAAAKMi6dWk9ZowzdeDM3TMn/Q35bO+x+R0AAAAAQHtqbEzrwYPNN6CaXTYt/Q14e2lBjQAAAAAAABTsscfTBQ4DLoi45uqCmgGg09XVZTHnzjR7bkHE559b8AMAAJQPy30AoJM88mh6cDhtasTQIS7qAXCi0aMiLr00zRY8bwAFAAAAVI+9+/LY+W6ajR1TTC9AZRg0KIvLpqXZo485dwUAAAAA2s/hw3m8tzvNhgwqphegNLSdTezcGbH7ffMJAAAAAACguuzbl8eChWl2151Z1NV5gw2gmsy5M4va417CPnQo4ulni+sHAADgdFnuAwCdYM3aPNauS7P77jVUAuDksiyLW25O/zux8MWIpiYXOQEAAIDqsH59WnftEjF8WDG9AJXj3nvSc9c1ayPWrXfuCgAAAAC0jx07I1pa0myQ5T5Q1UaOiOjTJ82WLiumFwAAAAAAgKI889yxBQ4/VVsbcdfs4voBoBgXXJDF9den2aOP5ZHn7vgBAADlwXIfAOgEDz+SHhheeGHENVcX1AwAZWHWTWn96acRby0tpBUAAACATrd2XVqPGBFRV5ed/B8DnKJrr464oH+aPfa4D/8BAAAAgPaxbVtaDxgQ0bOn+QZUs9raLKZOSbO3l5pNAAAAAAAA1SPP83h8Xjofuf66iP79zVIBqtHce9Lf/+07IpYtL6gZAACA02S5DwB0sI8/zuOFl9Ls3rszjxAC8KUGDsxi3Ng0W7DARU4AAACgOqxdl56DjB1TUCNARamry+LuOemMbsHCiL37nL0CAAAAAGevcVt61jhkcEGNACXlsmnpbOLtpccesQMAAAAAAKgGy1dENG5Ls3vv9v4aQLWaMvnEb2oeecwMHQAAKA+W+wBAB5v3ZMTRo6111y4Rd95RXD8AlI9ZN6cfIrz8SsTBg4ZQAAAAQOVbty6tx4xxYQNoH3fOjqitba0PH4545pni+gEAAAAAKse27WltuQ8QEXH5tLT+5JOILVuL6QUAAAAAAKCzPTYvfStn0KURU6cU1AwAhcuy7IQlb6+8EvHBB95WAwAASp/lPgDQgZqa8ni8zWDp5psj+vb1CCEAX+2mmRG1x/2/toOHIl55rbh+AAAAADrDR3vy+PCjNBs7pphegMrTv18WM6an2SOP59HS4uN/AAAAAODsNDam9eDB7g0AEV/7WsTFF6XZ20uL6QUAAAAAAKAz7dmTx6LFaXbPnCyyzCwVoJrdektEj+6tdXNLxBPz3e8DAABKn+U+ANCBXn4lTniA8L57DZUAODXnn5/FtGlptmCBARQAAABQ2datS+uePSMGXVpML0BlmntPOq/buTNi6bKCmgEAAAAAKkJTUx47dqbZkMHF9AKUlizLYtrUNHt7qW/CAQAAAACAyvfE/Ijm5ta6W7eI224rrh8ASsM552Rxy6w0m/fEse9vAAAASpnlPgDQgR5+ND0gnDA+YvQoy30AOHW3zEr/u/HmWxGffmoABQAAAFSutevSs4/RoyJqapytA+1nUn3E0CFp9shjzl0BAAAAgDP33u6Io0fTbPCgYnoBSs9l09J554oVEUePmk0AAAAAAACVq7k5j3lPpvOQm2+K6NPbPTEAIu69J/3vwZ6PIxa9XFAzAAAAp8hyHwDoIJs257FiZZrdN9dQCYDTM/26iG7dWuvm5ogXFxXXDwAAAEBHW7surceOKaYPoHJlWXbCx/+vvhbx/gce0QMAAAAAzsy2bWnd99yIvn3dHwCOmTY1rQ8eiliztpheAAAAAAAAOsPrb0R88EGa3TvHDBWAY0YMz6J+Ypo9+pj7fQAAQGmz3AcAOsgjbQ4H+50fccP0gpoBoGz17JnFddek2XMLDKAAAACAypTneaxbn2Zjxri0AbS/W2dF9OjRWre0RMx7wtkrAAAAAHBmGtss9xkypJA2gBJ13nlZjBieZm8vNZcAAAAAAAAq16OPp7OQMaPdEwMgde896X8XVqyM2LLVLB0AAChdlvsAQAfYuy+P5xak2Zy7Irp0MVgC4PTNmpX+92PVOxHvvWcABQAAAFSeXe9F7N2bZmNHF9MLUNl69cri1lvS7IknI44edfYKAAAAAJy+bdvSs8XBgwpqBChZl01L67eXFtMHAAAAAABAR9v1Xh5L3kqztgscAGDG9RHnnZdmbZfDAQAAlBLLfQCgAzz1dMShQ611bW3E3XcZLAFwZq68PKJPnzRbsLCYXgAAAAA60rp1ad333IiLLiqmF6Dyzb07nd99/EnEosUFNQMAAAAAlLXGbWk9eLD7A0Dqsmn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",
      "text/plain": [
       "<Figure size 3312x552 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 563,
       "width": 3323
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_posterior(bgm.fit_result);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f56cc87-6932-4334-9473-f1b7224947f1",
   "metadata": {},
   "source": [
    "### 1.2.1. Visualizing Predictions over Time"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb36d4d8-5ce2-425a-aa5c-66ca386a9f07",
   "metadata": {},
   "source": [
    "Let's evaluate model performance by tracking predictions against historical purchases:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 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": 18,
   "id": "a3487622-29c7-41c3-a749-ca7b0990461d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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799fm6FSr1QgKCsKaNWtw+vRp7XZKpRLffvstvv3222L3sXTpUp3j7OPjg8mTJ6NPnz7a1C4pKSk4deoU1q1bh1u3biEmJgZffvml+d5sGfj8888RHh4OAPD398ebb76J7t27w8PDA0D+ezxy5AiWL18uevR57969GDRokN70GFI//fQTfvnlF1GdQqHAq6++ihdeeAEdOnTQBoUEQUBUVBRCQkJw7NgxBAYGIjMz0+j38+DBAyxcuFC7j8GDB2PQoEFo06YNbG1todFoEBMTo3PjQhAEfPDBB/j3339F9R06dMDIkSPRuXNnbWobjUaD69evY9++fdixYwdycnIA5M80nzVrFrZs2WJSCoIdO3YgJCQEQP5j5JMmTUKvXr20s8ATEhKwd+9erFq1SnssBEHAwoULcfDgQXzwwQe4f/8+AOCZZ57B2LFj0blzZ22QKjIyEr/++it27Nih3WdaWhqWLFmC77//vtjxRUVFYeLEiUhPT9fW2dvbY9CgQRg4cCBat26t3VdGRgbOnz+PjRs3ilIH/P7772jRogVGjhxp9HEBgBkzZmhTQjzzzDN444030KlTJ+3nJT4+Hn///Td++uknpKWlabdbt24dXn75Zb25rQs+D0D+57hwwH7QoEFo27atwfG0atXK4GsKhQJt2rRB79694e/vj6ZNm4pm8ufm5uLGjRs4evQotm3bph2vIAj4/PPP4e/vb1IKF2tX0nO1MB8fHzz77LPo2rUrmjZtirp164puPkVHR+PcuXPYvn07wsLCtPWnT5/GunXrMGnSJJPHbclr5saNG3XSQPTv3x9Dhw5FmzZttPsA8lNH3Lt3D9evX8epU6cQGBhodCDY0dER3bp1Q69eveDn54fGjRuLbqSlpqYiNDQUf/75J/766y/tjeT09HTMnDkTf/zxh1Ez38+ePYs5c+boPGHVpUsXDB06FF27doWXl5e2Pj4+HmFhYTh16hQOHz6sN93G+PHjtWk2Nm3aJPqdavz48UWeQ0Wd26b4999/8fXXX4uOt0KhwMiRIzF48GA0b94cCoUCKpUKV65cwbZt23Dw4EFt26ysLMycORN79uwx+Zy3xDWxwLJly/D48WNtWS6XY9CgQXj11VfRqlUr0c2bnJwcREREaH9e0u9OIqLyIBMq6i1RIiKiYkjzpxbO46mPNL9igVq1auGXX34x6ZHbLVu2oFWrVmjXrp1R7XNzc/Hll1/if//7n7auXr16OHToULEzVpctW4aff/5ZVNejRw8sXbpU9AevIffu3cPZs2cNBpeKym1dWEZGBmbOnIlTp05p62xtbfHll1/itddeK3Ycpc25XaBt27ZYs2aNwTQQgiBg3rx52L17t2icp06dKjJ1RHBwMEaOHCma1dejRw+sXLnS4Iw2lUqF+fPna2+SFGbJnNumfvYB3fyxBaZPn45p06YZ3O7hw4c6M5P79+9f7Gyw06dP4+233xYFAerWrYvVq1ejadOmRW4L5AeKtm7diqlTp+p9XZrHt4Crqyt+/vlno1NvbNiwAUuWLNGWbW1tsWDBAgwZMqTI7cLCwvDuu++KgjAffvghJkyYYHAbQzmfBw4ciG+++cbgDMYLFy5g/PjxokBR//79ceTIEcjlcsyfPx+jR482uN81a9Zg+fLl2rIx50Nubi5GjBghCgw2adIEK1asKPZauW7dOlHw3N7eHocOHSpy8Tt9axHY2Njgiy++KPJncePGDYwaNUq7IB6QH+gqKn82YPr1yJAffvgBw4YNg6+vr1HtExISMHnyZO1NDQAYPHgwFi9eXOR2FSWnv/S6bMw4zHWuAvmB4ho1auCZZ54xqr1Go8Hq1auxcuVKbZ2LiwsCAwMNzrYuUJbXzBdffBGRkZHa8kcffYS33nqryPEVyMrKwpEjR/DKK68YbBMZGYlTp05hyJAhxb7vAiEhIXjnnXdET9188803xX7fP378GK+88opoO0dHR3zzzTdGrVGgUqmwf/9+tG7d2uCaC9L825s3b0aXLl2K7bswU3Nup6amYsCAAaJrvqurK9avX19k8PzPP//Exx9/LLp+t2rVCrt27SoynVlZXRNzc3PRrVs30U3MH3/8Ec8//7zBfRSWkpKCs2fPmrT+BBGRuTEtCRERVWm2trZYu3atybkkx4wZY3RgG8hf1GrhwoWi/JFRUVHFzniJj4/Hxo0bRXU9evTAzz//bFRgG8ifEWrqrEmpuLg4jB49WhTYdnV1RUBAgFGBbXPx8fHBunXrigzKyWQyzJ8/X7RYm0qlKjaH9vr160WB7YYNG2LVqlUGA9tA/ufn66+/RqdOnUx4FxXHmDFjigzSAEDt2rV1/ig+efKkdtayIUuXLhUFtr29vbFjxw6jAtsA4O7ubjCwXZTvv//e6GBZamoqVq1aJar79ttviw1sA0DLli2xatUq0UztTZs2iVL1GKNdu3ZYsmSJwcA2kH/z4tVXXxXVHTlyBADwzjvvFBnYLmhTv359bdmY82Hfvn2iwLaPjw82bdpk1LXynXfeEeUFz8nJwebNm4vdTmrOnDnF/iyaN2+u8zkpPFPS0mbPnm10YBvIX1By7dq1ouv3/v37kZKSYoHRVWymnKsFBg0aZHRgG8ifgTpt2jTR91R6enqJ8wNb4pqZk5MjCmzXrFkT48ePN3pMjo6ORQa2AaBRo0YYP3680YFtIH92euGbYgDw22+/FbvdunXrRIFthUKBdevWGR38tLW1xWuvvWYwsF1efv/9d1FgWyaT4aeffip2Vvgrr7yCjz76SFR37dq1EqUnscQ1MTo6WhTYbtu2rdGBbSD/u5qBbSIqbwxuExFRlTZixAg0b968TPYlk8nw9ttvi+qKW5Rq06ZNoj+I3d3d8e2335qU+qC0bty4gWHDhuH69evautq1a2Pbtm1GpaYwpw8++ADu7u7FtnN2dtZJ+VLUgnuPHz/GiRMnRHVz586Fvb19sftSKBT49NNPi21X0Xh4eOD99983qm3//v21KVmA/OBoUQtaBQYGij4vQP7M2MI3HCyhT58+6NWrl9Htt2/fLprd1rdvX7z00ktGb9+mTRvR5+zx48c4efKk0dsDwKefflpkfv8C+oJXNWrUMOoGgEKh0HlfxS1AKU0nM2/ePJN+fu+9954o//6uXbuKXARW6qmnnsK4ceOMavv666+LromPHj0yaZHHslatWjVRgCo3NxdXrlwpxxGVPVPP1dKaOHGiqHz+/HmT+7DUNVOau9nHx6dMF0UtSteuXeHv768th4WFiQKhUkqlErt27RLVTZw4scIuDGksjUaDbdu2ieoGDRqErl27GrX9mDFjdBa2NnWRb0tdE6U31ky5WUdEVFFUjG9NIiKicjJs2LAy3Z90hs/Vq1eLbH/o0CFReejQoaI/mC3t9OnTGDVqlOjxaj8/P/zvf/8zegauuXh4eJg0m6h9+/aicuGZcVLnzp1DXl6etlynTh307NnT6H01a9bMpJn8FcGrr75a5Kz0whQKhSjAARR9PKWfW39/fzz99NOmD9JEpp7P+/fvF5ULzzY2VkEO2AKFH5UvTsuWLXUCHoa0bt1ap+6VV14xKv+tvu2L+vmFhYWJXq9Tp44oJYYx3Nzc0KNHD205NTUVN2/eNHr7YcOGFfnIfmEeHh5o1KiRqK6o91cRmPpdUNmU9Xdv48aNRbOWS3K8LXXNlC7CHBkZadJ6A5ZWkKceyA/yhoaGGmwbGBiIrKwsbdnBwQFvvvmmRcdXFm7fvo0HDx6I6t544w2jt5fL5Trtz58/j+zsbKP7sNQ10c3NTVQODw8v8aKrRETlhQtKEhFRleXp6WnWAG1WVhZu376N+Ph4ZGRkICsrq9g/EB4+fGjwtUePHiE6OlpUV9yjx+a0c+dOLFiwQBT07dmzJ5YvXy5agKqsdOjQwagZrgXq1q0rKhdeYElKGuh45plnjP4jskDPnj0RFBRk0jblydSZdNLjmZqaarCtNMBbFp9bmUxmUnoYpVKJ27dva8v29vYlml0oDU4XXqSwOKakZHBxcYGbm5vouJuyfZ06dUTlon5+0kVon376aZPPByD/RtiBAwe05aCgIPj5+Rm1bUk+n4UX5Cvq/VlaUlISIiIikJycjIyMDGRnZ+ss+Fd4MTyg6O+CysbUc7U4ubm5iIyMxMOHD5GRkYHMzEy9TwkUnskaFxcHjUZj0gxpS10znZyc0KRJE+31KCUlBbNnz8ZXX31l8ZvZsbGxuHfvHtLS0pCeng6VSqXTRvp7iDTIW5j02t+zZ0+jU6hVZNLv9jp16hS5yKw+zz33HObNm6e9FqhUKly7ds3o67ilrokNGzaEq6ur9nekyMhIfPrpp5g7d65JaWyIiMoTg9tERFRlmSOwHRcXhz/++AP//PMP7ty5Y/Jsl6ICMNK0AS4uLmjSpEmJxmkKQRDwww8/YO3ataL64cOH47PPPivTlCiF+fj4mNReGoAv6lFq6YymkqSqMTZoV1FY6nimpaXpBEPKYla7j4+PSX+Ih4SEiAKOrq6uogVfjSU95wvnZC2ONOBcHCcnJ9E1w5SfoZOTk6hcOB2LlPRmj1KpxPbt243eVwHpTG1Tjo0lz3dLCAsLw549e3DkyBHRky7GKs9gfFkz9VzVJzk5GXv37sWBAwcQFhYmuglrDEEQkJaWZlSaqwKW/EyOGDECX375pbZ84sQJ9O7dG/3790efPn3QpUsXs6R1EgQBJ06cwF9//YVTp06V6Dwp6kZxeHi4qGxtTzQZIr2WmRrYBvJ/h2vQoAHu3r0r6tfY4LalPn8KhQJDhw4VpaLatWsXDh48iBdeeAG9e/dGp06dTDpXiIjKGoPbRERUZZVmNpEgCFi3bh3WrFkjegTXVEUFmAovyATk50EsizycW7duFeVglMlkmDVrFt59912L77so0ke3iyM9VkXdeJDmnKxZs6ZJ+wJg8XzS5mZqcEk6a97Q8UxKStKpq1evnkn7KglT//CW5h9NSEjAggULSj0OUxYGNPUzLf0ZmPIEhSnng/TYHD16FEePHjV6X4aU5bEpq8fq09LSsGjRIuzbt09ndrYpivouqGxKGyTbtWsXvvvuO51c1abKyMgwaSyWumYCwMiRIxEYGChatDknJwf79+/Xpk+qV68e2rVrh06dOqF79+4mBzsjIiLwySeflPoJo6IC4tLrf1lc+8uC9Npl6rEv4OvrKwpum/IZtuQ1cfr06Th//rxoEeH09HTs2rULu3btgkwmQ+PGjdGuXTt07twZ3bt3t7rfeYiocmNwm4iIqizpTEZTzJ8/X2fRpJIoKhgiDW5L8yJaivSPuDp16ogWPysvJUmLYCzpH+slSbtibY/vWup4Sv9Yl8lkZXJsTP2ZmRJoNYUpN7tK+zOw1M/QUsfGlPyyljzfzSU1NRXjx48XBYRKqjSBcWtTmrRWq1evxooVK8wyDlNvgFjyM6lQKLB69WqsXLlSZyHpAlFRUYiKisK+ffsA5OdtHzVqFAYOHFhsyq7r169j/Pjxpb4hABT9WZX2b2pAtqKSXhNL+p0mPR6mXGst+flzcnLCli1b8M033+CPP/7QSesjCALu3LmDO3fuYOfOnVAoFOjSpQvGjh2L3r17W2xcRETGYnCbiIjIRHv37tUJbDs5OeHFF19E586d0ahRI3h7e8PFxQX29vY6aTyaNWtWlsM1WceOHRESEoLc3FwA+Tk5R48ejU2bNqFWrVrlPDrLkC7Kpy/vaHFKsk1VUFGDlPx5GVZw7ptbZQvgLl68WCewXbt2bQwYMADt2rVD3bp1UbNmTTg6OsLe3l40e/78+fMYO3ZsWQ/Zql28eFEnsG1nZ4f+/fujS5cuaNasGby9veHq6gp7e3vY2tqK2vbp0wexsbFlOWST2NraYvbs2Rg9ejT27duHI0eOICwsTG/+cCA/v39wcDA2bdqEZcuWoUGDBnrbqVQqzJ49Wyfw3KpVK/Tr1w+tW7dG7dq14eXlBXt7e9jZ2Ymu2ytXrsRPP/1UovdUUa//FUVFOj7Ozs748ssv8fbbb2P37t04fvw4bt++rfe6rVarcebMGZw5cwbdu3fHkiVL4OXlVQ6jJiLKx+A2ERGRCQRB0PnjumvXrli+fDk8PT2L3d6UR8+l/ZVVTtauXbti2rRpmDJlCjIzMwEAd+/exahRo/Drr7/qLJJVGUhnUxWVU9SQkmxTGUnT/Wg0GqSnp5fZkwfGkqYj6NatGzZt2lQ+g6lgpD/DJUuW4NVXXy2fwVRQ9+/fx549e0R1b731Ft5//32j1iUouLaS8ZYvXy4qN2vWDGvWrDE6RYS1pH7x9vbGO++8g3feeQfp6ekICgrC5cuXceXKFQQFBencfAoPD8eYMWOwc+dOvTeg9+3bJ1pXwtbWFkuWLMGAAQOMGo8pn1UPDw/ExcVpy5Ull7z0+6KkOf2lvydUtO9FAKhfvz5mzZqFWbNmITk5GZcuXcKVK1dw5coVhIaG6uS3P3PmDN58803s2LHD6p5gI6LKw/KJO4mIiCqRa9eu4cGDB9qym5sbfvzxR6MC24BuqpGiSPuMiYkpszyy3bp1w4YNG0RB39jYWIwaNQoRERFlMoayJJ1xVDgnprGki1JWVdWqVdOpu3//fjmMpGjScUoXwazKpNceHhtdR48eFc1o7Ny5Mz766COjF9w15buAgMTERFy5ckVbVigU+Omnn4wObOfl5VnlDUgXFxf06NEDM2fOxObNm3H+/HksX75cZ6HGx48f4/vvv9fbx5EjR0Tld9991+jANmDaZ1V6Xa2I1/6SkN7wK+kTADExMUX2W9F4eHigX79++PDDD7Fjxw6cPXsWixcv1lmQ/fbt21i/fn05jZKIiMFtIiIik9y8eVNU7tWrl0kLUoWGhhrdtnXr1qJyeno6bt26ZfT2pdW+fXts3rxZFOh6/PgxRo8ejfDw8DIbR1lo1aqVqHz16lWT+wgJCTHXcKyaq6urziJipV3AzBJatGghKsfExODhw4flNJqKRXpsLl26VE4jqbik3wWvvPKKSdub8l1AwK1bt0Q3d9u0aWPSYoXh4eEG03tYk4IUaDt27MDo0aNFrx0+fFhvru6y/Ky2bNlSVK6I1/6SkAZzr127ZnIf6enpOsH+ip6mTsrNzQ2DBw/Gnj170KdPH9Frf/75ZzmNioiIwW0iIiKTJCUlicp16tQxafsTJ04Y3dbb21vnj/ey/uPBz88Pv/32G2rWrKmtUyqVGDt2rGgWnbWTzoI7d+6czs+6KLm5uTh06JC5h2W1OnfuLCr/9ddf5TQSw+rWrauTYufgwYPlNJqK5emnnxaVL126hISEhHIajWVIF+AzNfCZmJgoKteuXdvobTUaDQIDA03aX1VXlt+91mL27NmivOLZ2dm4d++eTrvSfFajoqJMelpLeu3/999/LfKUgvT8tfRTbdLfER48eGDyQrJHjhwRjdPW1lZnEoO1sLGxwQcffCCqi42NLXG6FiKi0mJwm4iIyATSBapMySf58OFDHDhwwKT9vfjii6Lyrl27dP5QtbTGjRtj27Zt8PX11dalpaVhwoQJOHv2bJmOxVI6dOggCpaoVCqsW7fO6O23bdums1hXVSb93IaEhOC///4rp9EY9vzzz4vK69evt5q8vJbUpk0beHt7a8sqlQqrV68uxxGZn7Ozs6hs6s+9NN8FBw8erNALG1ZEpTne6enp2LFjh7mHVO5cXFx00lpkZWXptJMeO1PSs2zYsMGkhWB79eoFJycnbTk7O9siaxlIz19LB1WbNGmikwJn69atRm8vCIJO+y5dusDe3t4s4ysP+tZf0ff5IyIqCwxuExERmaBwwAcATp8+bdSMP7VajQ8//BAqlcqk/Y0dO1b0x09KSgo++ugjnQV9LK1u3brYtm0bGjVqpK3LzMzEO++8g+PHj5fpWCxBLpdj+PDhorotW7bg9OnTxW4bFhams8hoVffMM8/Az89PVDd37twKN/v3rbfeEgViEhIS8PHHH5sUzKmMbG1t8e6774rqtm/frpO71xQV7ZjWqFFDVDZ1LQHpwn3GzsSOj4/HokWLTNoX6R7vy5cvGx3QXLhwoUlP4pS1kn6fK5VKnfcl/VwDusfu5MmTRvV/9uxZ/P777yaNycPDA8OGDRPVBQQE4OLFiyb1U5zq1auLypZeC0Qul2PUqFGiuj179uDChQtGbf/bb7/ppDIZO3as2cZXGiX9/EnXGVEoFHrX3CAiKgsMbhMREZmgc+fOkMlk2nJ0dHSxgc3MzExMnz7d6D+CCqtRowYmTJggqvv3338xefJkpKSkGNXHvXv3sH37dpP3LeXt7Y3ffvtNlI83NzcX06dPx99//13q/svbuHHjRDOR8vLyMHXqVGzfvt1gYO7AgQN46623kJmZadUzsCxhzpw5kMuf/KoZFxeHkSNH4vbt20Ztn5KSgjVr1lhqeADyAyTSIO7hw4cxefJkkx6lz83Nxb59+/Daa69V6CCaKYYOHSrKM6vRaDB79mxs3brVpED1o0eP8P333+Ojjz6yxDBLTJpX/MiRIybdfNGXeqe4AHd0dDTGjBlT5k/fVAZ+fn5wcXHRljMyMrBgwYIi01Hk5eVhwYIF2LdvX1kMscROnjyJUaNG4ciRI0YHGtVqNb7++mvRzXVfX1+9C2xKP6vLli0r9smBf//9F1OmTCnRTam3335bFORUq9WYOHEiDh8+bNT2eXl52Lt3L+7cuWOwjfTm6d69e5GZmWnyWE0xbNgw0eLTgiBg2rRpxa638ffff+Prr78W1bVu3Ro9e/a0yDhNtW3bNrzzzjs4c+aM0T/v7OxsLF68WFTXoUMHnXQxRERlxbjlvImIiAhAfrC5X79+ohmMa9euxe3btzFhwgS0adNG+whwbGwsjh07hvXr1yMuLg4A0KlTJ5NnME2bNg1BQUGiFCCnTp1Cv379MHr0aPTp0wctWrTQ7lelUuHOnTu4cuUKDh8+jAsXLqBjx44YOXJkad8+qlWrhs2bN2PixIkIDg4GkP+H6AcffICsrCwMGTKk1PsoL46Ojli8eDHefPNN7Qz77OxsLFiwAAEBAejVqxd8fHygUCjw4MED/Pvvv7h79652++nTp2Pp0qXlNfwKp3v37pgyZQp++uknbV1UVBReffVVvPrqqxgwYADat2+vfbxcEARER0cjJCQEx44dw8mTJ5GZmYnJkydbdJzvvvsuwsPDRTnTT5w4gb59+2LIkCHo3bs3/P39RY/BZ2VlISIiAjdu3MB///2HwMDASpfOxM7ODqtXr8bQoUO1gf7c3Fx8+eWX2L59O0aOHIkuXbqgUaNG2oCGIAhITEzErVu3EBoaihMnTiA4OBiCIODZZ58tx3ejq1OnTnB1ddWmaFAqlXjppZfQv39/NGzYEI6OjqIbma1atRLlx+3bty9q1qyJx48fA8gP4E2ZMgVjxozBkCFD0LhxY8hkMmg0Gty4cQN///03tm7diuzsbAD5AceS3PCsqmxsbDBkyBBRiou//voLDx8+xLvvvovOnTvDwcEBQP7s+MDAQKxfv157jW7QoAEyMjIQHx9fHsMv1uXLl3H58mV4eHigT58+6Nq1K/z8/FC/fn3Y2dlp28XFxeH8+fPYtGmTTs7nMWPGiD6zBUaMGIEdO3ZoA5fx8fEYPHgwpk6diueff177RFpOTg4uX76MnTt3alOoyWQydOjQwaRFZb28vPDDDz9gwoQJ2uB7VlYWpk+fjq5du2Lo0KHo2rWraJZ5QkICwsLCcOrUKRw6dAjx8fHYvHkznnrqKb376NWrF+Ryufbmxt27d/Hiiy+ib9++qFevns7N5oJrVWm4ublh8eLFmDhxovZYpqSkYOTIkRg1ahQGDx6MZs2aQS6XQ6VSITg4GNu2bdNJR+fk5ISlS5fq/VmVh4I1AAIDA+Hl5YX+/fujU6dO8PPzg6+vL2xs8kNGgiAgNjYWp0+fxsaNG3Xyu48bN64cRk9ElI/BbSIiIhPNmTMH58+fF+X8PH78OI4fPw4bGxu4uLggIyNDJwWJt7c3li5dil69epm0P4VCgRUrVmDatGmiYEhqairWrFmjnd3q6uoKQRAsnnvSzc0Nv/zyCyZPnozz588DyP/jaP78+cjIyLDqP3A6deqE5cuXY+bMmaKfX2xsLLZt22Zwu8mTJ+OFF14QBbc5kxuYOnUq0tLS8Ouvv2rr1Go1du/ejd27dwPIv6lgZ2eHtLQ0iy8Kpo9MJsO3334LmUwmWlAyIyMDv/76q3bsDg4OcHBw0HtuV1Z169bFhg0bMG3aNDx48EBbf+fOHXz55ZcA8o+fq6srgPy8t+XxMywJBwcHjB8/HitXrtTWJScnY+fOnXrbT5s2TRTctre3x7x58zBz5kxtXV5eHjZu3IiNGzfCzs4OTk5OSE1N1Tkm3bt3x9tvv83gtokmTZqEI0eOiGYdX7p0CZcuXYJcLoebmxuysrKQk5Mj2s7FxQUrVqzAlClTynrIJktOThZdH4H8YKi9vT0yMzN13luBHj16GExz0bx5c4waNQq//fabaD9fffUVvvrqKzg5OcHGxkZvHvOpU6cCgEnBbQDo1q0blixZgnnz5onGfO7cOZw7dw5AfvojZ2fnEl1Ta9eujUGDBomO06NHj0TvsbDFixeXOrgN5B/nefPm4euvv9YGuPPy8rB582Zs3rwZCoUCLi4uSE1N1TsL2tHREcuWLUODBg1KPRZLiI+Px7Zt20S/7zg7O8POzg7p6ekGf07Dhw9Hv379ymqYREQ6mJaEiIjIRPXr18fq1at1FnIC8v/ISU5O1vkDoFGjRtiyZYtO7ktjubu745dffsGYMWO0s2ik0tLSDAa2zT1DyNnZGQEBAaLZmIIg4Ouvv7Z4KglL69evH7Zs2SJKyWCIs7MzFi5ciJkzZ+rM3HVzc7PUEK2GXC7HvHnzsGjRIri7u+ttk5WVhZSUFL1B0bKa2ebo6IgVK1Zg7ty5otQHhWVnZ+s9twtr1KhRpbup0bJlS/zxxx8GAxeCICA1NVVvELeAjY0NmjRpYslhlsjkyZN1cu2b4sUXX8S8efP0Poqfm5uL5ORknWPSt29frFq1yuB1nAzz9PTE2rVr9abe0Gg0SE5O1gn+enl5YePGjWjevHlZDdPsMjMzoVQq9Qa2ZTIZhg8fjtWrV4vSQEnNmzcPAwcONNi/NLAtl8vx3nvvYfr06SUe98CBA7F582aDgVyVSlXkNbWo9wMAn376Kfr27Vvi8ZXU2LFjsWzZMr2/A6rVaqSkpOgNbPv4+ODXX3+tcE+xFPc9m5GRAaVSqffnZGtriylTpuCLL76w1PCIiIzC36qIiIhKoFOnTti7dy9+/PFH/PXXXwb/OKtZsyZGjx6NN998s9RBL1tbW8yfPx9jxozBunXrcPz48SLz+yoUCvj7+2PAgAEYNGhQqfatj729PX766SfMmTMH//zzj7Z++fLlyMjIwAcffGD2fZaVdu3aYc+ePThx4gQOHjyIa9euIT4+Hrm5ufDw8MBTTz2Fnj17YvDgwdo/cKV5dBncfmLo0KF44YUXsHHjRvz99986jzNLNWrUCP369dNZmMzSxo8fj8GDB2Pr1q04cOBAsfnBZTIZmjVrhu7du+OFF15AmzZtymikZatatWpYtWoVrl+/jl9++QX//vtvsTnJnZyc0LFjR/To0QMDBgzQu9BdeVMoFFi4cCFGjRqFP//8E6Ghobh79y7S09ORnZ1tVP7ZcePGwd/fH8uXL9fOSNWnRYsWmDhxIl566SVzvoUqp0mTJti9ezdWrVqFXbt2Gcyz7OHhgddffx2TJk2q8Nfifv36Yffu3Thx4gTOnj2La9euadPXGOLs7Iy+ffti7NixoicKDLGxscH333+PHj164Oeffxal1CpMLpejR48emDZtGvz9/Uv0fgpr27YtDhw4gD179uB///sfQkNDi3y6w8vLCz169MCQIUPQoUOHIvt2cnLC6tWrcenSJfzzzz8ICwtDVFQUMjIyij1+pfXiiy/i6aefRkBAAPbv3y96skWqcePGGDZsGEaNGiVKMVNRvPHGG2jZsiVOnjyJ8+fP4/r168XOpPfw8MDzzz+PN998Ew0bNiyjkRIRGSYTKtrS5URERFYmPT0dV65cQXR0NFJTU2FjYwMvLy80a9YMzZs3t9jsU0EQcOPGDdy9exdJSUlITU2Fg4MD3Nzc0KBBAzRr1kybLoAs7+eff8ayZcu05TfffBMff/xxOY6o4oqNjUVYWBiSkpKQnJysfZS7bt26aNKkiTYHbHlLTExEaGgoEhMToVQqkZeXBycnJ7i7u6NBgwZo3LixwZnelZkgCLh16xYiIyOhVCqRmpoKhUIBZ2dn1KxZEw0bNkT9+vWr3Ozkx48f4/Lly4iLi0NmZiYcHR1Ru3ZttG7dWu9sYyqdnJwcBAUFITIyEqmpqZDL5ahWrRqaNGmCVq1aWe3idiqVCnfv3kVUVBTi4uKQkZEBtVoNJycneHp6okmTJmjcuHGpAqUREREICQlBYmIiVCoVXFxcUK9ePbRt29bgUzbmkJKSguDgYMTHx0OpVEKj0cDZ2Rm1atVC48aN0aBBgwqTi9oUd+7cwa1bt5CUlIT09HS4ubmhevXqaNWqldWd+zk5OYiIiEBUVBQSEhKQkZEBQRDg7OyM6tWro2nTpmjYsKHVnl9EVDkxuE1ERERkBkOHDkVISIi2vGzZMgwYMKAcR0RERERERFS5Mec2ERERUSn9999/osC2jY0NOnXqVI4jIiIiIiIiqvwY3CYiIiIqJDc316T20dHR+Oijj0R1/fr1g5eXlzmHRURERERERBIMbhMREREVMnDgQKxYscLgglsFVCoVdu/ejSFDhiA+Pl5bb2Njg7ffftvSwyQiIiIiIqrymHObiIiIqJCOHTsiLS0NANCgQQO0atUKDRo0gJubGwAgNTUVt2/fxsWLF5GUlKSz/YwZMzBlypQyHTMREREREVFVVLWWMCciIiIywb1793Dv3j2j20+YMAGTJk2y3ICIiIiIiIhIi8FtIiIiokIaN26M4OBgk7Zp0qQJ3nvvPTz33HOWGRQRERERERHpYFoSIiIiIonIyEicOXMGwcHBuH//Ph4+fIj09HTk5OTAyckJ7u7uqFWrFtq3b49u3bqhe/fukMlk5T1sIiIiIiKiKoXBbSIiIiIiIiIiIiKyOvLyHgARERERERERERERkakY3CYiIiIiIiIiIiIiq8PgNhERERERERERERFZHQa3iYiIiIiIiIiIiMjqMLhNRERERERERERERFaHwW0iIiIiIiIiIiIisjo25T0AqlqSk5MhCEJ5D4Oo0pHJZPDw8ADA84zIEniOEVkezzMiy+I5RmR5PM+IDCt8fpgTZ24TERERERERERERkdVhcJuIiIiIiIiIiIiIrA6D20RERERERERERERkdRjcJiIiIiIiIiIiIiKrw+A2EREREREREREREVkdBreJiIiIiIiIiIiIyOowuE1EREREREREREREVofBbSIiIiIiIiIiIiKyOgxuExEREREREREREZHVYXCbiIiIiIiIiIiIiKwOg9tEREREREREREREZHUY3CYiIiIiIiIiIiIiq8PgNhERERERERERERFZHQa3iYiIiIiIiIiIiMjqMLhNRERERERERERERFaHwW0iIiIiIiIiIiIisjoMbhMRERERERERERGR1WFwm4iIiIiIiIiIiIisjk15D4CKFhUVhfDwcDx69AgajQbe3t5o0qQJmjZtarZ9hISE4N69e4iLi4OjoyO8vb3h7+8Pb29vs+2DiIiIiIiIiIiIyJwY3C6BjIwMhIeHIyQkBCEhIQgNDUVsbKz2dR8fHxw/frxU+wgMDMSaNWsQFBSk9/VmzZrh7bffxiuvvFKi/jUaDbZs2YItW7YgOjpa53W5XI5u3bph5syZ8Pf3L9E+iIiIiIiIiIiIiCyFwW0TbNy4Ebt378adO3eg0Wgssg9BEPD1119j8+bNRba7efMm5syZg5MnT+Kbb76BnZ2d0ftQKpWYOXMmzp07Z7CNRqPBf//9hwsXLmD27Nl46623jO6fiIiIiIiIiIiIyNIY3DbBxYsXcevWLYvu4/vvv9cJbLdv3x6tW7eGQqHAzZs3cebMGQiCAAD4+++/oVAo8N133xnVv0qlwvTp03Hx4kVtnY2NDXr16oXGjRsjIyMDly5dws2bN7Xtv/32W7i6umLo0KFmepdEREREREREREREpcPgdik5OTmhZcuWCAsLQ2ZmZqn6OnHiBAICArRlNzc3/Pjjj+jWrZuoXXh4OCZPnoxHjx4BAP7880906NABI0aMKHYfP/zwgyiw3bRpU6xZswa+vr6idn/++SfmzZsHlUoFAPjiiy/g7++PZs2alfj9EREREREREREREZmLvLwHYE3s7e3h7++P0aNHY/Hixdi/fz8uX76MrVu3wtPTs1R9C4KAH374QVuWyWRYvXq1TmAbAPz8/LBp0ybY29tr63766SdkZ2cXuY9Hjx5h69at2nL16tWxefNmncA2ALzyyitYtGiRtqxSqbBixQqT3hMRERERERERERGRpXDmtgmWLVtmsb6PHj0qSnny6quvolOnTgbbN2zYEBMmTMDq1asBAPHx8di5cyfGjBljcJv169cjNzdXW37//feLDMoPGjQIu3bt0s70PnbsGG7cuIHmzZsb/b6IiIiIiIiIiIiILIEztyuIgwcPisqjR48udpsRI0ZAoVAY7KMwQRBw+PBhbdnd3R0DBw4sdh8jR44UlQ8dOlTsNkRERERERERERESWxuB2BZCXl4dTp05py7Vr14a/v3+x23l7e6Nt27baclBQEJKSkvS2vXbtGuLi4rTlZ599VpTWxJC+ffvC1tZWWz527Fix2xARERERERERERFZGoPbFcCtW7eQmpqqLbdr187obQu3VavVuHLlit52ly9fNrhdURwcHNCiRQtt+ebNm6KxEhEREREREREREZUHBrcrgIiICFG5cDC5OH5+fqJyZGSkUfuQblcU6XgM7YOIiIiIiIiIiIiorDC4XQFIg8V16tQxetvatWsX2Zeheul2RZGOh8FtIiIiIiIiIiIiKm8MblcAhXNhA0CtWrWM3lba9tGjR8Xuw8bGBl5eXmbfBxEREREREREREVFZsSnvARCQmZkpKjs7Oxu9rbSttC999Y6OjpDJZGbfhzFM2S9RVREdI+CPPQI83IERw2RwcDD9PCl8bvE8IzI/nmNElsfzjMiyeI4RWR7PMyLDLHVOMLhdAUiDxXZ2dkZva29vX2Rf+uql2xRHOp7SBLfd3d1LvC1RZZSVJWD6TCXi4wUAQFycLRZ/5VqqPnmeEVkWzzEiy+N5RmRZPMeILI/nGVHZYFqSCiAnJ0dUNiW4LW2bnZ1d7D5sbW1NGJ3x+yAi0509r9IGtgHg8NFcaDRCEVsQERERERERERHAmdsVgnQmdW5urtHbSts6ODgY3EdWVhYAQKVSmTQ+Y/dhjJSUFAgCA3dEBS5e1IjK2dnArdvJqOVt2uM6MplMOzOA5xmR+fEcI7I8nmdElsVzjMjyeJ4RGVb4/DAnBrcrACcnJ1HZlOC2dNa3tK/C9QXBbek2xZGOx9A+jCEIAi/uRIWEheueD1FRArxrlrxPnmdElsVzjMjyeJ4RWRbPMSLL43lWdhYuXIgDBw4AAGrVqoW9e/eW74CoTDEtSQUgDRZnZGQYva20bVHB7QJZWVnQaDR625VmH0RkGrVawPUbuvXRMWU/FiIiIiIiIiIia8OZ2xWAt7e3qPzo0SOjt3348KGoXKtWLYP7iI6OBgDk5eUhISEBNWsaNzXU2H0QkWnuRwH61meNjhYAcGVtIiIiIiIiKl5aWhp27NihLffq1QtNmzYtxxERlR0GtyuAxo0bi8oPHjwweltpILxRo0YG93Hp0iXRPkoa3JaOl4hKJjxcfz1nbhMREREREZGx0tLSsGHDBm25du3aDG5TlcG0JBWANFgcbijipUdYWJiobCi4La03ZR/Stob2QUSmCbuuP//a/z9kQURERERERERERWBwuwJo0qQJ3NzctOXg4GCjtw0KCtL+W6FQoH379nrbdejQweB2RcnOzsaNG0+SAjdr1gyurq5Gj4+IDDN0j+nhI0Cl4sIjRERERERERERFYXC7ArCxsUHPnj215YcPH+Lq1avFbhcXFydq165dO1SrVk1v21atWolye588eRI5OTnF7uPo0aNQqVTact++fYvdhoiKl5kp4O49/a9pNIAJ2YmIiIiIiIiIiKokBrcriBdffFFU3rZtW7Hb7NixA2q1Wlt+4YUXDLaVyWR4/vnnteXU1FTs37/fqH0UVrgPIiq5Gzfzg9iGMO82EREREREREVHRuKBkBdG3b180bdoUt27dAgDs27cPQ4YMQadOnfS2v3v3rmixAC8vLwwdOrTIfUyYMAE7duxAbm4uAOD7779Hnz594Onpqbf93r17cfHiRdEYmzdvbtL7IiL9wopJex/FvNtEREREREQVglKpRGRkJKKjo5GWlgaNRgNXV1fUqFEDrVu3NhhXMUVCQgKuXbuGpKQkpKamwtbWFh4eHmjYsCGaNm0KG5vKE8J7/Pgx7t69i9jYWKSnpwMA3Nzc4O3tjdatW8PFxaWcR0jWpPKcGVZOJpNh9uzZmDRpEgBAEARMmTIFP/74I7p16yZqGx4ejsmTJ4vSikybNg0ODg5F7qNWrVp444038MsvvwAAEhMTMXbsWKxZswa+vr6itn/++Sfmz5+vLdva2mLGjBmleo9E9ES4gcUkC0THCABkZTMYIiIiIiIiErl+/TqOHj2Ks2fPIjIyssi2rVu3xpgxY9CrVy+T9pGXl4cDBw7g999/R0REhMF2Tk5O6NKlC15//XV07NhRWz958mS9a6otWrQIixYt0tvXhAkTMHHiRG15//79ora7d+9GnTp1ih37gwcPMHjwYG15/vz5GDhwoN62Go0GwcHBOHr0KC5cuICYGMOPKsvlcnTu3Bnjxo1Du3btih0HEYPbJoiNjUX//v31vlY4PUhsbCz8/Pz0ttu0aRM6d+6s97XevXtj4sSJCAgIAJCfOmT8+PFo3749/P39IZfLcfPmTZw5cwaC8CQw9sorr2DEiBFGvYdZs2YhJCQEly5dAgDcunULL7zwAnr16oVGjRohMzMTFy9exM2bN0Xbff7552jWrJlR+yCiogmCoLOYZKOGQOTdJ+VoztwmIiIiIiIqF2lpaXjzzTeNbh8aGooPP/wQL7/8Mr7++mvY2dkVu839+/fx4Ycf4v79+8W2zczMxIkTJxATE4MtW7YYPa6K4s6dO5gyZYpRbTUaDc6dO4fz589j/PjxePfddy08OrJ2DG6bQBAEURC7KIbaFQ5K6zN79mxkZ2eLLlZXrlzBlStX9LYfMGCAwbtx+tjZ2WHlypWYMWMGLly4AABQqVQ4evSo3vY2NjaYNWtWsSlPiMh4cY+BxCRx3fPPybBm7ZPrA4PbRERERERE5U8ul6Nhw4Zo0KABvLy84OzsjLy8PCQlJeHGjRu4ffu2tu1ff/0FDw8P0ZPw+oSFhWHmzJlIS0sT1Tdu3Fib5kStViMxMRE3btxAZGSk3niSQqGAQqEAII5DyeVyyGT6nwSWy8t3+T0bGxs0btwYDRo0QPXq1eHo6AiVSqVNyxIVFQUgP362ceNGuLm5YeTIkeU6ZqrYGNyuYORyOebPn48ePXpg9erVCA4O1tuuadOmePvtt/Hqq6+avI9q1arh119/xebNm7F161ZE64miyeVydO3aFbNmzYK/v7/J+yAiw8Kvi8uurkC3rsCatU/qEpOAjAwBzs5MTUJERERERFSWZDIZOnbsiJdffhldu3aFu7u7wbZ37tzBt99+i9DQUADAli1b8PLLL6N+/fp62yuVSsydO1cU2G7Tpg1mz55t8In5uLg4HDp0SGfi408//QRAN0XIvHnzDKYIKQ8KhQK9evXCSy+9hI4dO8LJyclg2+DgYHzzzTe4d+8eAGDVqlXo27cvatasWUajJWvD4LYJfH19ddJ1WEqvXr3Qq1cv3L9/H2FhYXj8+DHUajW8vb3RpEmTUqcIkcvlGD9+PMaNG4fQ0FDcvXsXjx8/hoODA7y9vdGmTRt4e3ub6d0QUWFh4eI77n4tAF8fQCYDCt+Mj44BmjMbEBERERGRVVGrBaSmFd+OdLm5AgpF+U/wcXFx0QaOi/PUU09h1apVmDhxojZm9Ouvv+Kzzz7T23716tV4/Pixtvzss89i0aJFRS4Y6e3tjbFjx2LMmDEmvIuKo3Hjxvj222+Natu2bVusXbsWY8aMwePHj5GXl4ddu3YZndaEqh4Gtyu4+vXrG7zbZw4ymQz+/v6cnU1UhqT5tv1aAHZ2MtSqJeDhwyf1DG4TEREREVmX4ycFLFshQKks75FYJ09PYNYMoM+z5R/gNoWdnR3GjRuHefPmAQACAwOh0Wh0UoM8fvwYBw8e1JZr1aqFTz/9tMjAdmGGUo1UNu7u7hg+fDhWrlwJAPjvv/8Y3CaDyjfRDhFRFZOXJ+DmLXFdS7/8X1Dq+orrmXebiIiIiMi6LPmOge3SUCrzj6E1aty4sfbf6enp2rQahZ04cQIqlUpbfuONN+Ds7FwWw7M6hY/n3bt3kZmZWY6joYqMM7eJiMrQnQggN1dc59ci///16gIXLj6pj44RAFSNO/NEREREREQVUUpKCo4fP47g4GBERERAqVQiIyNDFKTW5/Hjx2jYsKGoTpozu3///mYfb0UXHx+Po0eP4tq1a4iMjERycjIyMzORl5cnald4AU2NRoOEhATUq1evrIdLVoDBbSKiMhQmSUlSty7g5lYwc1sG4MkXOGduExERERFZlw/nyJiWpBTy05JUjAk+2dnZ2LBhA3bs2FFsIFufwgtGFoiIiND+u27dukUuVFnZpKSkYNWqVdi/fz80Go3J26emplpgVFQZMLhNRFSGwq/rLiZZQHoTOjom/251VcmrRkRERERk7fo8K0OvHuCCkiVUURaUzMrKwqxZsxAcHFziPnKlj+xCHKCtUaNGifu2NomJiZg6dareVC3G0nc8iQAGt4mIylT4dXHZr8WTX9ykObczMvJzzlWrVgYDIyIiIiIis1AoZPD0KO9RUGmsXLlSFNh2cnLCCy+8gI4dO6J+/frw8vKCvb097O3ttW0ePHiAwYMHa8uF02oUyMjIEPVZVXz11VeiwLanpydefPFFtG/fHr6+vqhRowbs7OxgZ2enbXP58mVMnTpVW9Z3PIkABreJiMpMaqqgk2qkpd+Tf9esCdjZArmFnniLjmFwm4iIiIiIqKwkJCRg37592nKDBg3w448/ombNmkVul5WVVWzfzs7O2tnbVWWBxLCwMJw5c0Zbbtu2LZYuXQoXF5citzPmeBIBgLy8B0BEVFVIZ23b2QFPPVkAGnK5DL6S2dtRUZYfFxEREREREeU7c+YM1Gq1tvzhhx8WG9gGgKSkpGLbFM6xHR8fX7IBmllJ02AaG3w+ffq0aF+fffZZsYFtwLjjSQQwuE1EVGbCwsWPUTVrCtjYiH+RqFtXvE10DB+9IiIiIiIiKiv379/X/tvR0RHt2rUzarvr168X26Zx4yezm2JiYpCSkmL6AM3M0dFRVM7OzjZqu4SEBKPaRRWasVW/fn3UqVPHqO2MOZ5EAIPbRERlRifftp9uG2nebWkaEyIiIiIiIrKc9PR07b9dXFyMntl8/PjxYtu0b99eVD58+LBpgzPAxkacdVij0Ri9raurq6j86NEjo7YLCgoyql1a2pPVVaX7MiQvLw+nTp0yqi0Rg9tERGVAEIQiF5MsULeuuC46xpKjIiIiIiIiosIKL/SoVCqNmsl85swZ3Lhxo9h2ffr0ES2a+Ntvv4kWmSwpZ2dnUblwQLk4DRs2FJWvXLlS7DY5OTnYv3+/Uf0XPp7GBs737duHxMREo9oSMbhNRFQGomMA6e8XLY2YuR0TC6jVTE1CRERERERUFho1aqT9d15eXrFB3IcPH2Lx4sVG9V2jRg28+OKL2vKjR4/w5ZdfIi8vz6jtBUH/34bOzs5wc3PTlsPDw43qr2BMtWvX1pb//vtv0ex1fZYvX250WpLCxzM+Pl60uKQ+t27dwqpVq4zqmwhgcJuIqExIZ21XrwZ461mTRJpzOy8PeBRnuXERERERERHRE927d4etra22vHLlSpw4cUJv2/Pnz2Py5MmIj4/XyV1tyJQpU+Dt7a0tnzx5EtOmTcOtW7cMbhMfH4/Nmzdj9uzZBtu0atVK1Ocff/xhdE7vAQMGaP+tVCoxd+5cvdsmJydj4cKF2LNnj+gYFaVnz56i8sKFCxEcHKy37ZEjRzBt2jRkZmYafTyJbIpvQkREpSVdTNLPT/+q1B7ugIsLUPhGeXQ04GPcmhtERERERERUCtWrV8frr7+OHTt2AMhPwTF37lw0bdoU7dq1g4uLC5KTkxEUFITIyEgAgEKhwIwZM/DNN98U27+7uzu+/vprzJgxQztDOjg4GGPHjsVTTz2F1q1bw8PDAxqNBomJibh16xbu3LkDjUaDJk2aGOx30KBB2lnRarUa3333Hb777jvY2dlBoVBo240bNw7jx48XbTts2DDs2bMHSUlJAICLFy/i9ddfx9NPPw0fHx/k5OTg/v37uHTpErKzs6FQKPD+++8b9X6bN2+OXr16ITAwEEB+gHzSpElo06YNWrZsCQcHByQmJuLixYt48OABAMDBwQGTJk3CsmXLiu2fiMFtIqIyIH0qTF++bSA/4F23roDCC0NHxwBdu1hwcERERERERKQ1depU3LlzB5cuXdLW3bp1S+/sahsbG3zyySdo06aN0f23bNkSAQEBmDNnDmJiniy0dOfOHdy5c6dEY+7ZsydGjBihDcoXyM3NFZVVKpXOtu7u7vjyyy8xZ84cZGZmAshfWPPQoUM6be3t7fHRRx+hbdu2Ro9t/vz5iI2NFb23q1ev4urVqzptnZycsHjxYp1FMokMYVoSIiILy8kRcCdCXKcv33aBepLUJNHRzLlNRERERERUVmxtbbF8+XJMnDgRrq6uetvY2NigR48e+OWXX0R5tI3VsGFDbN++He+//z7qSvNTSri4uOC5557D+++/X2S7mTNnYu3atRg0aBCaNm0KNzc3o4PEHTp0wNq1a9GhQwe9r8tkMnTo0AEBAQGiNCbGcHV1RUBAAIYPHw57e3u9bRwcHPDcc89hy5Yt6NKFs7vIeDLBUDZ6IgtITk42uAACUWUVEipgyvQnn3u5HDi4XwYnJ/2ztzdtFrD+lyftO3UEli0t+l6kTCaDh4cHAJ5nRJbAc4zI8nieEVkWzzGiksnOzkZISAju3buHzMxMuLu7o0aNGvD394e7u7uobWnOswcPHiAsLAxKpRLp6emwt7dHtWrV0LBhQzz11FNlOpP54cOHCA4ORmJiImQyGWrWrImWLVuiTp3S58vMyMhAcHAwYmJikJWVBU9PT3h5eaFt27ZwcnIyw+ipoip8fpgT5/gTEVmYdDHJhg1gMLAN6C4qGRVt/jERERERERFR8RwcHNC5c2d07tzZovupU6eOWYLH5lC7dm3Url3bIn07Ozvj6aeftkjfVDUxLQkRkYXpW0yyKPV8xeW4uPzUJkRERERERERE9ASD20REFiadud3SwGKSBXx8dOtiYs04ICIiIiIiIiKiSoDBbSIiC0pIFBAXJ67za1H0Nk5OMnjVENdFMzUJEREREREREZEIg9tERBYUHi4uOzkB9esXv50073Z0jPnGRERERERERERUGTC4TURkQeHXxbmyWzQHFIqi05IAQF1J3u3oaObcJiIiIiIiIiIqjMFtIiILCpPM3C5uMckCdeuKA+CcuU1EREREREREJMbgNhGRhajVAm7cFNcVt5hkAd2Z22YaFBERERERERFRJcHgNhGRhdy7D2RlieuKW0yygDTndnIKkJrK1CRERERERERERAUY3CYishBpSpLatYBq1YybuV2nNqBQiOuYmoSIiIiIiIiI6AkGt4mILCQ8XDzT2thZ2wBgYyNDnTriOga3iYiIiIiIiIieYHCbiMhCpDO3W/oZN2u7gDTvdlQU05IQERERERERERVgcJuIyAIyMgTcuy+u8/MzrQ9p3m3O3CYiIiIiIiIieoLBbSIiC7h+AxAKTbS2sQGaPGVaH3V9xTO9o6PNMDAiIiIiIiIiokqCwW0iIgsIvy4uN3kKsLc3LS1JPcnM7ZhYQKNhahIiIiIiIiIiIoDBbSIiiwi/XvLFJAtIc25nZwMJCaUYFBERERERERFRJcLgNhGRmQmCUOrFJAGgRg3AwUFcx7zbRERERERERET5GNwmIjKzR48ApVJcV5KZ2zKZTGf2NvNuExERERERERHlY3CbiMjMpLO23d0AH5+S9VVXknc7OoY5t4mIiIiIiIiIAAa3iYjMTifftl/+LOySkC4qyZnbRERERERERET5GNwmIjKz8Ovisl+LkgW2AaCur3jbKObcJiIiIiIiIiICwOA2EZFZqVQCbt0S15Uk33YBaVqShw+AvDymJiEiIiIiIiIiYnCbiMiM7kQAuSpxXYtSBLd9JQtKqjXAgwcl74+IiIiIiIiIqLJgcJuIyIyki0nWqwu4uZY8LYmbqwweHuI6piYhIiIiIiIiImJwm4jIrMLDxSlDWvqVvs+6ktnbXFSSiIiIiIiIiIjBbSIis9JZTNKv5LO2C0jzbkfHMOc2EREREREREZFNeQ+AiKiySE4WEBMrrivNYpIF6vrKADwJaHPmNhEREREREVU0CxcuxIEDBwAAtWrVwt69ew227dq1q/bfEyZMwMSJEy09vEpv8uTJCAoKAgC0a9cOa9asKecRlQ3O3CYiMpPrN8Rle3ugcaPS91tPZ+Z26fskIiIiIiIiIrJ2nLlNRFXavfsCbt8BOnUAPDxKl0IkTJJvu1lTwMbGDGlJJDm3ExKAzEwBTk6l75uIiIiIiIioqtmxYwfS0tIAAE2bNkWvXr3KeURUUgxuE1GVdemygA8+EpCXBzg5AQs+Bbp3K3nAWJpv2xyLSQKAjw8gkwFCodh5TCzQtIl5+iciIiIiIiKqSnbs2IFHjx4BAAYMGMDgthVjcJuIqqy/9ucHtgEgMxP4+BMBUycDw4YAMplpQW6NRtBdTLKFeWZW29vLUMtbwMNHT+qioxncJiIiIiIiIut07ty58h4CVRLMuU1EVVbcY3FZowFWrhKw5HsBeXmC/o0MiI4G0tPFdX5mmrkNAHWZd5uIiIiIiIiISITBbSKqspKT9df/tR+YPUdAaqrxAW7prO0aNYCaXiUfm5Q073ZUlGnBdyIiIiIiIiKiyobBbSKqsgwFtwHgShDwzhQBUdHGBZGli0n6tTA9tUlR6tYV98WZ20RERERERERU1THnNhFVSSqVgPQMcZ1cnp+apEBMDPDOZAGLvgA6dig6UK27mKT5AtuA7szt6GhAEASzBtCJiIiIiIjIODdv3sTdu3cRHx8Pe3t71KpVCx06dICHh0ep+87Ly0NoaCgePnyIhIQEKBQKdOjQAc2bNy9yu6ioKNy8eRNKpRKZmZlwd3dHrVq10KZNGzg5OZV4PIIgICwsDJGRkUhOToabmxu8vb3Rrl07ODg4lLjf0sjMzERISAgeP36M5P+fuebm5oa6deuiefPmcHZ2LvMx3blzBxEREVAqlcjNzYW7uzt8fX3RunVr2NnZlbhftVqN4OBgREdHIzU1FZ6enqhduzbatm0LGxuGdnkEiKhKSknRrVuyWIZvvhOQkPCkLj0deH+OgFkzgUGv6A8kZ2cLiIgQ1/m1MN9YAd2c2+kZ+TPPPT3Nux8iIiIiIiICAgICsGHDBm25YAHE48ePY/369YiMjNTZxs7ODgMHDsScOXMglxedLGHQoEF49OgRAGDAgAH47LPPkJOTg/Xr12P//v1QKpWi9sOHD9cb3M7NzcXu3buxc+dOxMbG6t2Xra0tevbsiYkTJ6JBgwZFjkvq77//RkBAgHashbm4uOCll17C5MmTTQ5yd+3aVfvvCRMmYOLEiUZtd/HiRfz6668ICgqCWq3W20ahUMDf3x8vvfQSBgwYoP1ZSH+mBQ4cOIADBw7o7atdu3ZYs2aNwfFkZGRg27Zt+PPPPxEfH6+3jYODA55//nlMmDABNWvWLO4taqnVauzYsQNbt27V+TwAgKenJ4YMGYJx48ZV6SB31X3nRFSlKZPFZZkM6NQRCFgjw0efCLh168lrag2w9AcB9+8LmDZFBoVCHOS+eSu/TQG5HGjW1Lzj9a4J2NoCKtWTuqhoBreJiIiIiIjKyvLly7Fjxw6DrxcEmgMDA7FixQo89dRTRvf98OFDvP/++3qD5oZERETgww8/NBjULqBSqXDs2DEEBgbi448/xsCBA4vtOy8vD59//jmOHTtmsE16ejp+//13XLx4EcuWLTN63CWRkZGBL774AqdOnSq2rVqtRlBQEIKCgtCrVy+4urpaZExXrlzBJ598ojfwXFh2djb27duHI0eOYNGiRejevXuxfWdmZuL9999HUFCQwTZKpRIBAQG4ePEili5davL4KwsGt4moSpLm23Z3AxQKGby8gFUrgEWLBQRKvjN3/gFExwj44jPA2flJgDssXNyuUUPAycm86UIUChl8fATcu/ekLjoGaONv1t0QERERERGRHrt27dIGth0cHNClSxfUq1cPGo0GERERuHTpEvLy8gAAiYmJmDZtGtavXw9fX9+iugWQHxT/+OOPtYFtX19ftG/fHtWrV0d6ejru3Lmjk5IyJCQEs2bNQkbGk3ybbm5uaNOmDerWrQtHR0ekpKQgJCQEt/5/9lZeXh4WLVoEAMUGuL/66iudwHb9+vXRoUMHuLu7IykpCefPn8ejR48QGRmJ+fPno06dOsW+15JITU3FpEmTdAL/NWvWRPv27VGjRg3Y2toiOTkZd+7cwc2bN5Gbm6vTj1wuh0KhAADRrG+ZTGZwpn1Be6mTJ0/i008/harQDLTq1aujbdu2qFWrFuzt7ZGUlIQrV64gKioKQH7Aes6cOVi2bBk6d+5s8P2q1Wp88MEHOoHtpk2bok2bNnBxcUFcXBzOnTuHpKQkBAcHY/HixQb7q+wY3CaiKilZkpakcFo0R0cZvlwABPwiYMtWcbtz54FJUwV8uxioUzv/l4tw6WKSfuYfL5Cfd1sU3I4WADDnNhERERERkaX9+OOPAIBevXph7ty5Orm1Hzx4gAULFiAkJAQAkJycjK+++gqrV68udq2kEydOQK1Ww9XVFXPnzkWfPn102hQOoiqVSnzyySfawLajoyMmTZqEQYMGwd7eXmfboKAgfPHFF9rUIt999x1at26N+vXr6x3PsWPH8M8//2jLTk5O+Pjjj/Hcc8+J2gmCgD/++APLly9HaGgobt68WeT7LAmNRoPPP/9cFNiuVasWZsyYgd69e+vdJiMjA4GBgdi+fbuofsKECZgwYQIAcVqYF198EZ999pnRY4qKisLChQu1PxNPT0+899576N+/v970ICdPnsTixYuRkpICtVqNzz//HNu3bzeYn3379u24cuWKtlytWjV8/vnn6NKli6hdXl4eNm7ciA0bNuDYsWOlyuttzRjcJqIqSTpzW/qdIpfL8O7bMtSvJ+Db7wRROpC794B3Jgn4ehHg31pm8cUkC0jzbkfHWGQ3RERERERUGho1kK1nkR8qnoM7INc/U7a85ebm4umnn8bXX3+tdzZvnTp1sGLFCkyZMgXXr+f/kRgUFISTJ08aDMIWUKvVsLW1xcqVKw0uGmlra6v998qVK7X5nR0cHLBy5Uq0atXKYP/t2rXD2rVrMX78eCiVSuTk5GDTpk34/PPP9Y6lIJAP5M92Xrx4sU5gFcif8TxkyBC4uLhgwYIFemdLl9ahQ4dw9uxZbblevXpYtWoVvLy8DG7j7OyMAQMGYMCAARAEwWC7klq8eDEyMzMB5Aee165di7rSP9gLefbZZ1GnTh1MnDgROTk5UCqV+N///od33nlHp21aWhrWr1+vLTs4OODHH3/Um+LGxsYGEydOhI2NDdauXWuR428NGNwmoiopOVn8Befhrr/dC8/JUKc2MG++IJrtnZwCzJgt4O23gMeSNSPMvZhkgXq+MgBPxh0dbZn9EBERERFRyShuHYT98UWQZyaW91CsksapOnL6zIe66QvlPRQdDg4O+OijjwymqQDyZzh/+eWXGDJkiLZu9+7dxQa3AWDUqFEGA9uFxcXF4fDhw9ryhAkTigxsF/D29sbEiROxZMkSAMDhw4cxe/ZsnXzUZ86cQVxcnLb80ksv6Q1sF/bCCy/gyJEj+O+//4odhykEQcCWLVu0ZYVCgS+//LLIwLZUcbPmTXXt2jVRupDZs2cXGdgu0LRpUwwbNkz7fvbs2YOJEyfqjO+ff/5Bdna2tjx27Nhic7ePHTsWx48fx+3bt015K5VG0Uu3EhFVUsXN3C7Mv7UM636WoWEDcb1KBaxZKw6SOzsD9euZY4S6pN+XsbGAWm3+u9BERERERFQyDkc+Y2C7FOSZiXA4Ynx6iLLUp08f1KxZs9h2rVu3Rvv27bXlS5cuIT09vdjtXnvtNaPGcfjwYW1ubzs7O6O3A4C+fftqg6lqtRpXr17VaRMYGCgqDxs2zKi+hw8fbvQ4jHXnzh1ROpJevXqhWbNmZt+PKQ4cOKD9t5eXl94UMob069dP+2+lUql38dDCx1+hUGDw4MHF9qtQKEQ3VKoaBreJqEoqKue2PnVqy/DzKhm6Fn3DGi2a56c0sYR6kuB2rgp4/NgiuyIiIiIiIqJCnnnmGaPbFg54CoKA8PDwItv7+PigVq1aRvVdeNZw48aN4eLiYvS43N3d4ebmpi0XLDRZ2LVr17T/rlmzJpo0aWJU3x07doSTk5PRYzFG4bzTANC/f3+z9l8ShY9/69atDS5EqY90hrf0+Gs0Gm1KGwBo1aqVwbzcUj169DB6HJUN05IQUZWkO3O7+IC0s7MM33wFrFojYOcf+ttYKiUJkB+Ad3EG0p8sho2oaKB2bcvtk4iIiIiIjJfdfyHTkpRCQVqSiqi41BCFtWgh/sPw7t276Ny5s8H2hhZ21KdwQPTGjRt4+umnjd4WyJ+xXSA1NVX0miAIiIqK0paNDWwD+bm5GzdujNDQUJPGU5SIiAhR2Zj0K5aUm5uLe/fuacsnTpww+fgXJj3+cXFx2lzegGnHv1q1aqhRowYSEhJKPB5rxeA2EVVJOsFtAzm3pWxsZJgxXYb69QUsWy5ArRG/bqnFJIH8XGF16wq4fuNJXXQM0MXw70hERERERFSG1E1fQOZT/bmgZElV4AUlq1evbnTbGjVqiMppaWlFtjdl9nVKypPPliAIomC1qaTpUtLT06HRPPkj19PT06T+qlWrVuKx6FP4vcpkMpN+BpaQkpIiWqDS3Mdf+jkpyfFncJuIqIowJee2PoNekcGnDvDpAgEF30eurkDbNuYYnWF1fSEObkcLACwXUCciIiIiIhPJFYCTeYN8VP4cHByMbuvo6CgqZ2VlFdnexsa48Fx2djZUKpXR4yhO4UA2oDtOU95zSdoXp/AsZgcHB5NSgFiCMbnTTSE9/oXfL1D+x99aMLhNRFWOWi0gVXLj3NTgNgB06ihDwM/Axk35Ae4xb8jg7GzZQHPdujIAT+4UR8dYdHdERERERESE/MCys7OzUW2lQWJpsLuk7OzsIJfLtUHR559/Hl988YVZ+gZ0x5mdnW3S9qa2L07h452dnQ2NRlOuAW57e3tRefz48Zg0aZLZ+pfmLC/v428tGNwmoionNRUo9CQRgJIFtwGgrq8Mn80vu5nTdX3F5ejoMts1ERERERFRlZWUlGR0cFuaGsLV1dUsY5DL5XB1ddWm64iNjTVLvwVcXFxEwXOlUmnS9klJSWYdj7v7k/yhgiAgISEBNWvWNOs+TCFd3NHcx1/6OSnv428tync+PxFROVAm69YZm3O7vEkWV8ajOCAnR9DfmIiIiIiIiMzi9u3bRre9ceOGqNywYUOzjaNwXzdv3tRJZVEaMpkM9erV05ZNec8ajUZnAcjSaty4sagcFhZm1v5N5eTkBG9vb205ODjYrP17e3uLZm+bcvyVSmWVzLcNMLhNRFWQNN+2i0v+QpHWQDpzWxCA2AflMxYiIiIiIqKq4vTp00a3PX78uPbfMpkMfn5+ZhtHx44dtf9WqVSifZlDq1attP9+/Pix0QHWy5cvmzXQDgDt27cXlQ8fPmy2vgvnOZfmvi5K4eMfHx+Py5cvm21McrkcLVq00JbDwsKQLA1gGPDvv/+abRzWhsFtIqpykiULl5c0JUl5cHKSQbpANPNuExERERERWdaJEyeMmhl77do1XLlyRVvu2LEjXFxczDaO/v37i/JOb9q0qdgFK03Rs2dPUXnnzp1Gbff777+bbQwFnnrqKdHs7VOnTuHmzZtm6bvwDOm0tLQiWoo999xzovLPP/8MtVptljEB4uOfl5eHPXv2FLuNRqPBrl27zDYGa8PgNhFVOdIbn54e5TGKkqsnSU3CvNtERERERESWlZWVhW+//bbIWb5ZWVn47LPPIBRa5Gnw4MFmHUf9+vXRr18/bTkmJgYLFiyASqUyug+1Wm1wxvHTTz8tSr2xf/9+XLp0qcj+jhw5YtLMdlOMHTtW+2+1Wo1PP/3UpPQbgnTBrf9Xu3Zt7b9v3rxp9OztLl26oHXr1tpyaGgoli1bZnA/+uTk5ODq1at6XxswYAAcHBy05c2bNyMyMrLI/rZu3Ypbt24Zvf/KhsFtIqpypMFta8m3XUCadzs6hjm3iYiIiIiILMnOzg7//vsvPvnkE+2CjoU9fPgQM2fOFOWFbteuHZ599lmzj2XGjBnw8vLSlgMDA/Huu+8WmwM6NjYWmzdvxrBhw7B8+XK9bRQKBaZPn64tazQafPjhhzhy5IhOW0EQsGfPHixcuBBA/jEyt+eeew5PP/20thwVFYW3334bgYGBBrfJzMzEP//8g7FjxyI9PV1vm8IB6oSEBHz33Xd48MC4nJ/z5s0TzfzetWsXZs2aVWwKl4iICKxduxavvfYafvvtN71tXF1dMWHCBG05KysL7733Hi5evKjTNi8vDxs2bMCaNWsAWOb4WwOb4psQEVUuycniYLA1pSUBgLq+MgBP3gNnbhMREREREVnWe++9h6VLl+LEiRM4e/Ysunbtinr16kGtViMyMhIXL15EXl6etr2Hhwc++eQTyGTmX9+pevXqWLJkCWbMmIHU1FQAQHh4OCZNmgRfX1/4+/ujevXqsLOzQ1paGh4/foybN2/i4cOH2j6aNGlisP9+/frh9OnTOHjwIID8YPGnn36K9evXo2PHjnB3d0dSUhIuXLigDQi3bt0aderUwaFDh8z6XmUyGT777DNMnjxZO4P50aNH+Oijj1CzZk106NABXl5esLGxQUpKCiIiInD9+nXk5OQU2e8LL7yAgIAAbbs9e/Zgz549UCgUoiBxmzZtdG4ENGzYEF9++SXmzZun3f7cuXM4d+4cGjVqhJYtW6JatWqQy+VIS0vDw4cPcevWLcTHxxv1nkeNGoWzZ89q09skJCRg+vTpaN68Ofz9/eHs7Iz4+HicPXsWiYmJAIA+ffpAqVQiKCjIqH1UJgxuE1GVY805twHdmdtRDG4TERERERFZ1JAhQxAdHY3ff/8d2dnZOHnypMG21apVw4oVK+Dr62ux8bRo0QIbN27E3LlzRSkpYmJiEBNT/MJMtra2Rb4+f/58qFQqHDt2TFt3//593L9/X6dtgwYNsGjRIqxdu9aEd2A8d3d3BAQE4NNPP8WZM2e09Y8fP8Y///xToj5r1KiB+fPnY9GiRaJAuFqtFuUwNxQkf/rpp7F27VrMmzdPNOM7MjKy2DQiQNHHX6FQYOnSpZg9e7ZoNv6NGzdw48YNnfb+/v6YN28e5syZU+x+KyMGt4moytFJS+Jh/jvpllRP8vtRcjKQmiZYXZCeiIiIiIjImsyaNQutWrXC+vXr9QZ57ezsMHDgQMyZMwdyudykPMwl4ePjg02bNuHYsWPYsWMHrl+/XmTuaFdXV7Rv3x69e/cuNl2KjY0NvvrqK3Tr1g0BAQGIi4vTaePk5IQXX3wR06ZNg6OjY2nfTpGcnZ3xww8/4L///sOvv/6Ka9euGXyvNjY2aNu2LQYOHAhnZ2eDffbv3x9+fn74888/ERwcjKioKGRkZCA3N9eoMTVv3hy///47/v77b+zcuRMRERFFtvf09ESnTp3Qr18/dO/evci2Tk5OWLVqFXbs2IGtW7dCqVTqtPHw8MBrr72GCRMmwMam6oZ4ZYKlzzSiQpKTky1+cScqztg3NYi8+6T86TwZnn/OegLcKpWAfs8LUBf6Hg/4WY7u3TwB8DwjsgSZTAaP/7+DxHOMyDJ4nhFZFs8xItMEBARgw4YN2vK5c+dEr9+4cQN3795FQkIC7Ozs4O3tjU6dOmlna5fHeZaWlobQ0FDEx8cjJSUFgiDAyckJXl5eqF+/PurVqweFQmFyv4Ig4Nq1a4iIiEBKSgrc3Nzg7e2N9u3bixY/LEspKSm4evUqEhMTkZKSAoVCATc3N9SrVw/NmjUT5cQuK0lJSbh27RoSExORmpoKmUwGJycn1KpVC/Xr14evr2+J0tTk5eVpg+9paWnw9PRE7dq10a5dO6sKahf+HjIn6zkCRERmojtzuzxGUXK2tjLUri0gJvZJXXS0AHQrvzERERERERFVJc2bN0fz5s1FdZbIr20KV1fXYmcEl4RMJkPr1q1FizCWN3d3d/Ts2bO8hyFSrVo1i4zJxsYGHTt2RMeOHc3ed2UgL+8BEBGVJY1GgHRha2sLbgPMu01ERERERERExOA2EVUp6ekQpfMArDS4Lcm7HV38eiFERERERERERJUKg9tEVKXoWYMBHu5lP47SqltX/LhbdDRzJhIRERERERFR1cLgNhFVKcmSlCSOjoC9vfUsJllA38xtLgpERERERERERFUJg9tEVKVY+2KSBepJcm5nZQHx8QxuExEREREREVHVweA2EVUpymRx2VqD2zVqAA4O4rp799Wl6lOpFHD9hoC8PAbJiYiIiIiIiKjisynvARARlSXpzG1PK8y3DQByuQy+PgLuRDypu3dPjc6dbEvU394/Bfz4k4DcXKBZU2DNT4CdnfWlayEiIiIiIjKHiRMnYuLEieU9DCIqBmduE1GVkpwinpVsrTO3AaCuJDVJSWZu5+UJWLFSg6U/5Ae2AeDmLeD4ydKPj4iIiIiIiIjIkhjcJqIqpbLk3AZ0F5U0NbidkSHg408E7PxD97UrQUxNQkREREREREQVG9OSEFGVohvctt7UG3XrygA8CULfNyG4/eChgI/mCrh7T//rISGlGxsRERERERERkaVx5jYRVSk6wW0rzbkN6M7cjonVQKUqfsZ1SKiAdyYZDmzn9wUkJnL2NhERERERERFVXAxuE1GVkpwiLltzWpJ6kpzbeXnAgweaIrc5eFjAjNmC7nFwBxwdxHVXQ80wSCIiIiIiIiIiC2Fwm4iqDEEQKlXObTc3GdzdxHWG8m5rNALWBmiw6GsBKpX4tQYNgLVrZPD3F9eHhHDmNhERERERERFVXAxuE1GVkZGRP7u5MGsObgNAXcnsbX3B7awsAZ8uELDlN93tu3QGfv5JBp86MrTxF+cfv8q820RERERERERUgTG4TURVhnTWNmDdObcB3bzb0kUl4+MFTJ0hIPCU7rZDXwe+/VoGF5f8oHYbycztOxFAejpnbxMRERERERFRxcTgNhFVGdI803Z2gKNj+YzFXOrVE8+2Ljxz+8ZNARMnC7h1S7yNQg58MFuGGdPlsLF5sn3zZoCt7ZN2ggBcC7PIsImIiIiIiIiISo3BbSKqMvTl25bJZPqaWg3dmdv5C0qeDBQw9T0BCQni111cgO+/k2HQK7rv295ehubNxHVXQzlzm4iIiIiIiIgqJga3iajKqEyLSRaQ5tx+FKfBug0azP9cQE6O+DVfH2Ddahk6djAc0JemJglh3m0iIiIiIiIiqqAY3CaiKkOZLC5be75tID9gLfXrZt3Z1u3aAmtXy3TSmEhJF5W8fh3IzeXsbSIiIiIiIiKqeBjcJqIqIzlFHKT19CifcZiTvb0M3t5Ft3n5JeCH72Rwdy8+BUurlkDhTC25KuD6jVIOkqgCyMoSEBUtIC+PN2uIiIiIiIgqCwa3iajKqIxpSQDdvNsFZDJg+lQZPvxABltb43KLu7rK0LiRuC4ktJQDJCpnt+8IeH24gFFjBEyfKSA7mwFuIiIiIiKiyoDBbSKqMnSD29a9mGQBad5tAHB0BL79WobhQ2UmL5opzbt9NYSBQLJuq38WkJqa/+/Qa8B/Z8p3PERERERERGQeDG4TUZWhE9yuBDm3AaBdW3HwulYt4OdVMnTvVrLgvb8k73boNUCtZoCbrFNSkoDLV8R10THlMxYiIiIiIiIyLwa3iajKSE4RlytLWpKezwAjhsng6yPHSwPsELBGjsaNSj4rXTpzOyMDiIws5SCJysnJU4BGI65TKnmzhoiIiIiIqDKwKe8BEBGVlcqac9vGRobpU2X49BMPAEBycjIEoeTBuxrVZfCpIyD2wZO6q6FAkyalHChROTh+QvdcUCaX/TiIiIiIiIjI/Dhzm4iqhKwsATk54jpPj3IZilVg3m2qDOLjBVwN0a1XKst+LERERERERGR+DG4TUZUgnbUNVJ6Z25YgzbsdEoJSzQYnKg8nTgL6PracuU1ERERERFQ5MLhNRFWCNN+2jQ3g7Fw+Y7EG0pnbiUlAbGz5jIWopI7pSUkC6L/ZRURERERERNaHwW0iqhL05duWyUq+6GJl5+sDVPMU110NLZ+xEJXEo0cCwsL1v5aSAqjVfBKBiIiIiIjI2jG4TURVgk5w271chmE1ZDIZ/Jl3m6zY8ZOGXxMEIDW1zIZCREREREREFsLgNhFVCdIcu8y3Xbw2evJuE1mLY8eLvhnDRSWJiIiIiIisH4PbRFQlJKeIA10MbhdPmnc7JhZITOTsbar4YmIE3LxVdBtpHn4iIiIiIiKyPgxuE1GVoC/nNhWtcSPdRTeZd5usgTQliYdHfh75wjhzm4iIiIiIyPoxuE1EVYJuzm0uJlkchUKGVi3FdSGhnLlNFd+xE+LP6bO9gOrVxW2kqYqIiIiIiIjI+jC4TURVAmdulwzzbpO1uX9fQESEuK5vbxk8PcR1SiVv1BAREREREVk7m/IeABVNpVLh1q1buHnzJlJSUpCTkwMXFxd4eXmhVatW8PHxKb6TYkRFRSE8PByPHj2CRqOBt7c3mjRpgqZNm5rhHRBVDNL8utJAF+knzbt9JwLIyBDg7MyZ71QxHTshLlevDvi31q2X3vAiIiIiIiIi68PgdgUVFxeHgIAA7Nu3D6mpqQbbNWnSBKNGjcLw4cOhUChM2kdgYCDWrFmDoKAgva83a9YMb7/9Nl555RWT+iWqiDhzu2SaNwNsbQGVKr+s0QCh14CuXcp3XET6CIKA45KUJL2fzU+x4+khrmdaEiIiIiIiIuvHtCQV0NGjR/Hyyy9jy5YtRQa2AeD27dv44osvMGLECDx+/Nio/gVBwFdffYV33nnHYGAbAG7evIk5c+Zg9uzZyM3NNek9EFUkubkCMjPFdR7u5TMWa2NvL0PzZuK6q8y7TRVU5F3g3n1xXd/e+U8ZeHiInzbggpJERERERETWjzO3K5jTp09j5syZUBVMkwRgY2ODrl27omnTpnB0dIRSqURQUBCuX7+ubRMSEoJx48Zh586dcHFxKXIf33//PTZv3iyqa9++PVq3bg2FQoGbN2/izJkzEIT8ANbff/8NhUKB7777zozvlKjs6Es/wJnbxmvjnz9buwDzblNFdey4+MZLzZpAS7/8f3t6itty5jYREREREZH1Y3C7AsnOzsann34qCmx36tQJS5YsQZ06dXTanz17FnPmzEF8fDwAIDIyEj/++CPmzZtncB8nTpxAQECAtuzm5oYff/wR3bp1E7ULDw/H5MmT8ejRIwDAn3/+iQ4dOmDEiBGleo9E5UGab1shB1xdy2cs1qiNvwxbtz0JGl6/nj8b3s6Oebep4shPSSKu6/MsIJfnf06lefaZc5uIiIiIiMj6MS1JBXL8+HE8ePBAW27QoAHWrVunN7ANAN26dcP69ethY/PkHsWuXbsMphARBAE//PCDtiyTybB69WqdwDYA+Pn5YdOmTbC3t9fW/fTTT8jOzjb5fRGVN2kQy839ScCLiteqJSArdLhyVcD1G+U3HiJ9bt0GYmLFdX37PPngSp/WSE8HVCqm2CEiIiIiIrJmDG5XIGfPnhWVx48fDycnpyK3ad68Ofr27astZ2RkIDQ0VG/bo0eP4tatW9ryq6++ik6dOhnsu2HDhpgwYYK2HB8fj507dxY5HqKKSGcxSebbNomrqwyNG4nrQvRfZojKjTQlSZ06EOWLl87cBjh7m4iIiIiIyNoxuF2BxMXFicpt27Y1arv27duLyoYWljx48KCoPHr06GL7HjFiBBQKhcE+iKyBTnDbozxGYd3a+IvLV0M445UqDkMpSWSFHjlwcwPkkt96mHebiIiIiIjIujG4XYFoNBpR2cHBwajtHB0dReXCf8wXyMvLw6lTp7Tl2rVrw9/fX6edlLe3tyjIHhQUhKSkJKPGRVRRKFPEgVgGt03n7y++roReA9RqBripYggLBx6J7w+jb2/xZ1Yul+k8taFUWnhgREREREREZFEMblcgvr6+ovLDhw+N2i42VpxktH79+jptbt26hdTUVG25Xbt2Ro+rcFu1Wo0rV64YvS1RRcCZ26UnnbmdkQFERpbPWIikjp8Q32ipWxd46inddtJzn2lJiIiIiIiIrBuD2xVIjx49ROV//vmn2G3UajUOHTqkLfv4+KBZs2Y67SIiIkTlFi1aGD0uPz8/UTmSES2yMsy5XXo1qsvgI1nb9irzblMFoNEIOHFSXNe3t/6nmDw9xWWmJSEiIiIiIrJuDG5XIM8++6woMP3HH3/gxIkTBtsLgoAlS5bg3r172rqpU6dCLk0qCt2AdJ06dXTaGFK7du0i+yKq6HRnbusGvah4zLtNFVHoNSA+QVzXt4/+c1w6c1up5GeYiIiIiIjImjG4XYEoFAosW7YMHv//17darcaUKVOwYMECBAcHIzMzE4IgICkpCcePH8e4ceOwadMm7fYjRozA66+/rrdv6WKVtWrVMnpc0raPHj0yeluiiiA5RVxmWpKSkebdDgnJv8lGVJ6OHRd/Bhs1BBo20B/c5sxtIiIiIiKiysWmvAdAYo0bN8bOnTvxySef4MKFC9BoNNi+fTu2b99ucJsaNWrgvffew/Dhww22yczMFJWdnZ2NHpO0rbQvU+h7TJzI0qQztz09ZJXus1j4/VjqvbVtAwBPAomJScCDBzL4+lauY0nWQ60WcPKUuK5vH8PndzVPGQp/hlOSjT9fyuIcI6rqeJ4RWRbPMSLL43lGZJilzgkGtyugevXqYcuWLdi9eze++eYbpKSkGGzr5+eHBQsWoE2bNkX2KQ1I29nZGT0ee3v7Ivsyhbs7kx1T2VKpBKSlJYnq6tV1hYdH5b38Weo8c3cXUL26EomJT4KDt+84olUrB4vsj6g4586rkJSUKqp77VV3eHgo9LavXTsbQIa2nJpmA48SJOHndxmR5fE8I7IsnmNElsfzjKhsMC1JBRQREYG33noLc+fOLTKwDQDh4eEYNmwY3nnnnSLTheTk5IjKpgS3pW2zs7ON3paovCWn6KbN8KzGS19JyGQydGhvK6q7EpRXTqMhAg4eEn+3tWiuQP36+gPbAFBdcu4nJWksMi4iIiIiIiIqG5V36qKV+u+//zB16lRkZWUBAGxtbTF06FC89NJLaNq0KRwdHZGcnIyQkBDs2LEDp07lP48dGBiI1157DVu3bkXjxo11+pXOvs7NzTV6TNK2Dg4ln6WZkpLCHL1UpqLu6/m8CSlITq5cj4jJZDLtzABLnmd+zTU4fORJ+eKlHCQnM8BNZS8vT8Dho+Lg9LO9NEiW5iEqxM5OfF4kJhXdvrCyOseIqjKeZ0SWxXOMyPJ4nhEZVvj8MCcGtyuQqKgoTJs2TRvYdnNzw/r163VSjnh5eaFv377o27cvtm/fjgULFgAAkpKSMHnyZOzbtw+Ojo6ibZycnERlU4Lb0lnf0r5MIQgCL+5UppTJ4s+bmxugUFTuhRAteZ75+4vL0TFAQoIG1atXrpsFVPFduixA+nBT72eLPrc93MWvZWcDmZkaODqa9vnldxmR5fE8I7IsnmNElsfzjKhs8Nn8CmTp0qWifNYLFy4sNpf2yJEjMXLkSG35/v372LZtm047aUA6IyNDp40h0ralCW4TlTXppMwSpNelQho3AqTr0YaEls9YqGo7dkL8h0KLFkCd2kUHqT08dOuMnLhNREREREREFRCD2xVEWloajh49qi3Xq1cPL7zwglHbvvPOO6Lyvn37dNp4e3uLykXl55Z6+PChqFyrVi2jtyUqbzrBbY/yGEXloVDI0KqluO5qKGcjUNlSqQSc+ldc17d38bOvnZ0BW3HaeCiTzTcuIiIiIiIiKlsMblcQoaGhUKvV2nKnTp0gkxn3mHSdOnXg6+urLd++fVsnlYg0D/eDBw+MHps0EN6oUSOjtyUqb9IFJRncLr02/uJrU0hIOQ2EqqwLF4H0dHFd72eL304mk8HTQ1ynVJppUERERERERFTmGNyuIBITE0VlLy8vk7Yv3F6j0V0gSxrcDg8PN7rvsLAwUZnBbbIm0lmZDG6XXhtJ3u07EUBGBmdvU9k5dlz8eWvdCvCuadwNYQ9PcTk5RX87IiIiIiIiqvgY3K4g7O3tReXs7GyTti9YhLKANC92kyZN4Obmpi0HBwcb3XdQUJD23wqFAu3btzdpbETliTm3za95M3FqB40GCL1WfuOhqiUnR8C//4nr+vYxfkFI6TWAM7eJiIiIiIisF4PbFUS1atVE5YiICKO3ValUiIqK0pbt7Ozg6uoqamNjY4OePXtqyw8fPsTVq1eL7TsuLk7Url27djpjJarIdHNuGx8EI/3s7WVo3kxcx7zbVFbOnQcK38+VyYBnexm/vadk5rYymZ9dIiIiIiIia8XgdgXh5+cH20JTIS9cuID4+Hijtj127BgyMzO15bZt2+pt9+KLL4rK27ZtK7bvHTt2iHKBG7vIJVFFIU05UOHSkmjyII+9DNuLG2ATthfIyy3vERlFmpqEebeprBw7IQ5Gt20D1Khu/E0rac7tZM7cJiIiIiIisloMblcQTk5O6NKli7ack5ODRYsWFbudUqnEkiVLRHV9+vTR27Zv375o2rSptrxv3z5cvHjRYN93797Fhg0btGUvLy8MHTq02DERVSTSmdvSwFZ5kKXFwSZ0Fxz+mgnnNd3h9PsbsP93KRwOzYXj9hGQJRr/5EZ5kS4qef06kJvLGbBkWVlZAs6cFdf17W3a0xienuL20rz8REREREREZD0Y3K5Apk6dKiofPHgQ7733nsEZ3CEhIRg1ahRiY2O1dTVq1MDw4cP1tpfJZJg9e7a2LAgCpkyZgrNnz+q0DQ8Px/jx45GTk6OtmzZtGhwcHEx6T0TlSaMRkJoqriuXnNvqXCiiL8Du1FI4bh4E54Bn4XDkU9jcPgRZTpqoqSL+Opy2vg6b4G2AUHGDxa1a5qeDKJCrAq7fKL/xUNVw5ixQeEkKhRzoZUJKEkD36Q3pDTAiIiIiIiKyHjblPQB6on379pg0aRJ+/vlnbd2hQ4dw4sQJdO7cGU2bNoWTkxOSk5MRHByMa9fEK7jZ2tpi6dKlOotJFta7d29MnDgRAQEBAIDU1FSMHz8e7du3h7+/P+RyOW7evIkzZ85AKBRYe+WVVzBixAgzv2Miy0pNzV/ssLCySksiS30Axb1/YXP3Xyiiz0GWm2H8tuocOBz/Enl3TyHnuUUQnGtYcKQl4+oqQ+NGAu4UmmQeEqqbroTInKQpSTp0ADxNzKMvfXqDC0oSERERERFZLwa3K5hZs2bB1tYWq1ev1ua6zs3NxenTp3H69GmD21WrVg3ffPMNunXrVuw+Zs+ejezsbGzZskVbd+XKFVy5ckVv+wEDBhiVIoWoopHm2wYAd0vN3M7LhSL2EhT3/s3/z8TUIoK9G2Q54mnmNncDId8yCDnPfQV1IxOnp5aBNv4QBbevhggYM5oLdpJlZGQIOHdOXNfHxJQkgL4FJfOfZJLJ+NklIiIiIiKyNgxuV0DTpk1Dnz59sHHjRhw6dEiUGkSqevXqGDJkCMaNG4fq1asb1b9cLsf8+fPRo0cPrF69GsHBwXrbNW3aFG+//TZeffXVkrwNonInTTfg7AzY2Zk3gCVLfQC7U9/BJjIQsrwso7cT7F2RV/9pqBs8A3WDHhDs3WB3+gfYBW0RtZNnJsJx7yTkthmF3J5zANuKkxrI31+GP/Y8mUkbeg1QqwUoFAwSkvmd/i8//U0BGxugZw/T+5HO3M7LA9LTAVfXUg2PiIiIiIiIygGD2xWUn58fvvvuO3z11VcIDw9HREQEUlNTkZ2dDWdnZ3h6esLPzw+NGjUq8WyzXr16oVevXrh//z7CwsLw+PFjqNVqeHt7o0mTJmjWrJmZ3xVR2ZIGt82eb1sQ4PDXTCjiQo1qrvZuCXWDZ5DXoCc0tf0BufgSnNt7HtQNesD+0DzIMxNEr9ld3Qab6PPIHvAdNDVbmO0tlIY0BUlGBhAZCTRpUj7jocpNmpKkc0fAzdX07z99qYmSUxjcJiIiIiIiskYMbldwdnZ2aNu2Ldq2bWuxfdSvXx/169e3WP9E5UUnuO1h3v4Vd08VGdgWHNyRV/8ZqBv2gLr+00blzlY37IHMsfvgcHg+bCJPiF6TJ0XAcdtw5D4zE6oO4wFZ+a4JXKO6DD51BMQ+eFJ3NZTBbTK/1DQBFy6K6/r0KdmNXQcHGRwdBGQVWphSqQTq+pZigERERERERFQuGNwmokpLmnPb3MFtu4sBorIAGTS1WkPdoAfyGvaAxrsVIFeY3rFTNWS/ugo2of+D/clvIMt7EoWTaVSwP/UdFPf+Rc7z30Bw9S7t2yiVNv4QB7dDBAwZzLQkZF7/ns5PH1LAzhbo8XTJ+/PwBLIePikrk0veFxEREREREZWf8p32R0RkQcnJ4jQG5gxuy2OvQBF7WVSX89yXyBr1O3K7T4OmdpuSBbYLyGTI8x+OzDf+gLqmn87LNlHn4LT5VShuHS75PszA318cyA4JzV+cj8icjh0Xf6a6dAGcnUt+E0Wad1upLHFXREREREREVI4Y3CaiSks6G9OcObftLqwTlTUutZDX4mXz7eD/CdUaIWvkduR2ehsCxME8WU4KHPfPgP2hT4DcDLPv2xjSvNuJicCDB/rbEpVEcrKAy+L7SOjbu3RPB3h6SvdRqu6IiIiIiIionDC4TUSVlm7ObfOky5DH34TN3UBRnarjeEBhZ5b+dSjskNvjfWQP3QSNSy2dl23DdsNxy2vQRF+xzP6L4OsDVJMECq+GlPkwqBI7ew5Qa56U7e2B7t1K16f0KQ7pUx5ERERERERkHRjcJqJKy1I5t20vSHJtO3hA1XqoeTovgrpuZ2SO3QtV0xd0XpMnR0G9/mWoT3wPqFUWH0sBmUwGf8ns7auhDBSS+cQ+EH+eOrQDnJxKOXPbQ1xmWhIiIiIiIiLrxOA2EVVaujO3S9+nLDkaNrf+EdXltnsDsHUqfefGcHBHzks/IPuFxRCk+9SooTn+HRy2DYc8/mbZjAdAG0nebc7cJnNKSxOXq1cvfZ+enuLPLBeUJCIiIiIisk4MbhNRpSQIgk5w29MMObftLm2ATHiSI0GwdYKq7ejSd2wKmQx5foOQOWYv1LXb6ryseBwOx9+GwvbsKkCda/HhSPNux8QAiYmcvU3mkSoJbru6lb5P6cxt5twmIiIiIiKyTgxuE1GllJYOqNXiutLO3JZlxMMmbI+oTuU/HHAsZcclJHjURdbwLcjpNg2CTCF6TaZRwf7sT3D8bRjkcWEWHUfjRoCzs7guJNSiu6QqRDpz29Wl9LnzpdcCztwmIiIiIiKyTgxuE1GlpG8mZmmD27aXf4Ws0ExoQW4LVftxpeu0tOQ2UHWbiuyR2wGvpjovKxJuwnHbcNj9txzIs8wsboVChlYtxXXMu03mkpoqLru6lr5P6cztlBRAreZnloiIiIiIyNowuE1ElZI0uO3gADg4lGLGZ3YqbEN2iKry/F6F4Opd8j7NSFPbHzZTjkDec4buLG5BDbvza+H42+uQP7RMQmxp3u0Q5t0mM0lLF5fdzJGWxFNc1mh0058QERERERFRxcfgNhFVSjqLSZYy37bt1e2Q5WZoy4JMjtxOE0rXqZnJbOyh6D8X2aN/h7qGnlnciXfguGMk7E59B6iyzbpvad7tOxFAaipnwlLppUlnbruUvk93PdcDpbL0/RIREREREVHZYnCbiCql5BRxuVQpSVRZsL2yWVSV1+Q5CJ4NStGp5Wi8WyFr9E7kdp0KQW4jek0maGB36Rc4bR0M+YMgs+2zeTPAzq7QGDTAqdNm656qKEEQdHJum2Pmtq2tTCe9CReVJCIiIiIisj4MbhNRpaQzc9uj5H3ZXtsNeVaSqE7VeWLJOywLCjvkdp+GrNE7oa7ZQudlufIuHHeMht3JbwBVVql3Z28vQ9cu4rrjJzhzm0onKwtQa8R15si5DXBRSSIiIiIiosqAwW0iqpSSk8WB1RIHt9Uq2F7aIKrKa9ADmpp+JeywbGm8miNr5O/IeXoGBLmt6DUZBNhd+RVOWwZBHnOx1Pvq21ucd/vyZUCZzAA3lZx0MUkAcDNTcFu6qGQy05IQERERERFZHQa3iahSks7clgayjGVz82/I0x6K6nI7vV2yzsqLwhaqLpOQ9cYfUHu31nlZnhwFp/+Nhd3xRUChvOKm6t4tf+HOAmoNEHiqxN0R6aQkkcsBJyfz9C1dVJI3YoiIiIiIiKwPg9tEVCnp5tyW6W9YFEED24vrRVXq2m2h8e1UipGVH02NJsgauQ05Pd6HoLDTed0u+Dc4bX4VivtnStS/o6MMT3cT1zE1CZVGqiS47eICyOUlOJf10Jm5nWyWbomIiIiIiKgMMbhNRJWSOXJuKyJOQJEYIarL7fwOIDNPcK1cyG2g6vQ2Msfsgbp2W92XU2Ph+McE2B/4ELKMBJO779NHfGyCrwKJiQxwU8noLCZpppQkAHNuExERERERVQYMbhNRpaQT3HY3sQNBgN2FdaIqdfUmUDfqVapxVRRCtUbIGr4VOb0+gmDjoPO67Y2/4LTpJdiE/A4IGj096Ne1szhthEYDnAw0x4ipKpIGt821mCQAeEqe5lAy5zYREREREZHVYXCbiCodQRBKPXNbEX0BikchojpV54mArBJdNuUKqDqMz5/F7dNB52VZTiocji6A445RkMffMKpLe3sZejwtrjt6nDO3qWSkaUnMGdz20Mm5bb6+iYiIiIiIqGxUoigNEVG+rCwgVyWuMzW4bXtRPGtb4+aDvGYvlm5gFZTg2QBZwzYju+/nEOx1o4eKh1fhuHUI7AK/NWrByT69xTNiQ68BcY8Z4CbTpaWJPzfmnbktLjPnNhERERERkfVhcJuIKh19MzClgayiyOPCYCNZVDG341uA3KZU46rQZHLktRmBzPF/Q9X8Zd2XBTXsLm+C06aBUNw+AgiGg9WdO+Uv/FfYiZNmHi9VCRadue0hLqelASoVb8IQERERERFZEwa3iajSkc7AtLMFHB2N397uQoCorHGqjryWg0s/MCsgOHshZ8ASZA35BRqP+jqvy9MfwfGv9+CwbwpkqbF6+7C1laFnD3HdsRMMGpLpLLmgpKenbl1Kivn6JyIiIiIiIstjcJuIKh19+bZlMpm+pjpkSXehuH1YVKdqPw6w1V10sTJT1+uGzLH7kNNtGgSFrc7rNpEn4bTpZdheXA+oVTqv95WkJrl+HXjwkAFuMo3ugpLGncfGcHMF5JLfgrioJBERERERkXVhcJuIKp1kyexLU/Jt211cDxmeBGEFOxeo2owwz8CsjY09VN2mInPsn8ir103nZVleFuz//R6OWwdDHntZ9FqH9oC7m7j98ROWHCxVRtK0JG5u+tuVhEIhg7u7uE567SAiIiIiIqKKjcFtIqp09M3cNoYs7RFsrv8lqlO1HQXoWWSxKhE8GyD79Q3IHrAUGqcaOq8rEu/A6fc3YH94PpCVP/XVxkaGXr3E7Y4zNQmZSGfmtov+diXlIQluc+Y2ERERERGRdWFwm4gqneRkcRBVGsAyxPbyRsg0T1JsCAp7qNqNMefQrJdMhrzmLyFz/N/IbTMSAnTTQ9he+wPOm16CTdgeQBB0UpPcug1ExzDATcZLSxWXzbmgJKCbd1vfYrRERERERERUcTG4TUSVTolmbmcpYRuyU1SlajUYgrPuTOUqzcENuX0/Q9bIHVDXbKHzsixLCYdD8+D4+2i0rxWGapLg4bHjZTROsnpqtYD0DHGdOdOSAICnh7isVPLmCxERERERkTVhcJuIKh3dnNvFL0JnF/QbZHlZ2rIgU0DVcYK5h1ZpaGr7I2vU/5Dz7FwItk46ryseBMFlxzB83+NTVLNP0NYzNQkZKz1dt87caUk4c5uIiIiIiMi6MbhNRJWOyTO3czNgG7RVVJXXfAAEdx9zDqvykdtA1X4sMscfQF6T53VelkFAO+zGn30GYGzjjbCR5SLyLnD3HgPcVDxpvm3A/DO3pTe+pNcOIiIiIiIiqtgY3CaiSkcnuF1Mzm3b0J2Q5Yine6s6vW3eQVVigqs3sl9ejqxBP0PjXk/ndRfbDMxuuRR/9B6EHjUDcfy4phxGSdYmTTJz29YWsLc37z6kN764oCQREREREZF1YXCbiMrFxUsCJk3VYPpMDW7dNu9MXpNmbuflwvbSRnFVo97Q1Ghq1jFVBepGvZA57i/kPDNbb6qS+i73sbLrFDwTNQmyxIhyGCFZk1TJYpJuroBMVnyKIVMwLQkREREREZF1Y3CbiMqcMlnA/M8FXAsDgoKBrxYLEATzBLhzcgRkZYvrigpu21z/E/KMx6K63M4TzTKWKsnGDqrOE5H55j9QtXxNb5MObqfhtHkQ7E5+A2Sn6m1DJE1L4upq/n1IF5RM5sxtIiIiIiIiq8LgNhGVuYOHgIyMJ+WISODBQ/P0rW/mpcHgtkYNu4vrRVVq3/9j77zDo6zSNn6faWkkpJJQkkAgCQQJ1UITKSJS7Yqoa9d1Les22+63n7urW76trmvXVUHBhkqTIk1674Ek1ATSe8+08/0xJDPnvDNJJpnyTvL8rouLnDPnPe+Z8rb7POd+roS132jPDKYHw3v1QfMNr6Jh4WewJGQqXmfcDMPBjxD63xuhO/o5YLX4YZSEmqnxhbgtRW43NgFNTeQJTxAEQRAEQRAEESiQuE0QhE/hnGPFKqV4lHXSM/3LliRaLRDey3lb7ekN0FRdEOqMVz3qmYEQAABr30w0LlyKVYY/oqQpTvG6prECwd//FiGf3A7NxX1+GCGhVnwRue3Mj5+SShIEQRAEQRAEQQQOJG4TBOFTDh8B8vOV9SeyPBMt6SyZpCufXsPhT4Wypc8wWJInemQchANMg74zF2DBxtV4L+dRGC16RRNt6UmEfn4fglY9C1ZT4IdBEmqjtlY8J3hD3O7VC9DpxDry3SYIgiAIgiAIgggcSNwmCMKnrHQStQ0AWVme6b+qWiy7siRhVfnQSpHCpnEPAR5OWEfYSEsFYhLC8PqpZ3Dz5pXYVDjdaTt9zlqE/nc2DDtfB0wNPh4loSZkW5IIL4jbjDGF73Yl+W4TBEEQBEEQBEEEDCRuEwThM2pqOLZsdf5a7mnAaOx69LYicjvSeTt91jdCmQf3hnnI9V3eP+EcxhimTbX9fakhET/b9xqey3oPlpghyraWZhh2/wehH9xw2Y/b7OPREmpAaUvinYkn2XebbEkIgiAIgiAIgiACBxK3CYLwGWvXA0aT89dMJpvA3VWqqkSB3JmnLrgVOkncNg2dC+gMXR8A4ZLp00Rxct3p8dg7ejmap/4aPEj5RWnqyxD8/W8R+vECaM9sAjgl+utJ+MJzG1BOgJEtSfvk5HL87JdWPP2sFSdP0XFJEARBEARBEIT/IHGbIAif4CqRpCMnPGBN0pHIbW3+XmgkX2fz8Ju7vnOiTVIGAQOTxbqNW7UwjV6E+ge/g3Hk3eBMeVnSVJxFyLc/Qcjn90JTeMRHoyX8jSxue8OWBIATWxISa9uiqYnjVy9w7N0HHDwE/OFVDk4TTwRBEARBEARB+AkStwmC8AnHTwDnz4t1iYliOeukB2xJFJ7bSisD3YnlQtkSmwZrn4wu75toG5s1ifh9bN4CWCwcCImCcfpv0HjP1zAPnOx0e+2lAwhdeheCV/4UrPK89wdM+BWfRW5LtiQUud02m7cAZWX28oU8sUwQBEEQBEEQBOFLSNwmCMInrFgpCtcD+gN33iYKnVknu76fdiO3m2uhy90gVJmH30yJJH3E9KliubwcOHrMXrbGpaHplnfQeNsHsLiYcNDlrkPoR/Ng2PQHsIZyL46W8CeKhJIR3tlPlDQBRp7bbeNsBU5dvR8GQhAEQRAEQRAEARK3CYLwAbW1HJu2iHXz5jIMHy7WFRQAlVVdi95WiNuSlbMuZy2Yuam1zDU6mIfN69I+iY6TnMwweLBYt3Gz8ju3JI1H46Iv0HTj/8Ea0V/xOrOaYTj8CULfnwn97jcBU4O3hkz4AaORo6lJrAvv5Z19ked2xzl7juPYcWV9XZ3vx0IQBEEQBEEQBAGQuE0QhA9Y/z3Q3Gwva7XAjTcAgwYCwcFi26wu+m63F7mtP/G1ULYMmgIeGtO1nRJuMV2yJtmyFTCbnUxqMA3Mw+ai4f41aJ7ynNOkk8zUgKCdryH0g1nQHf0csJq9NWzCh8iWJID3bElkz+2qSu/spzuwarXzyUeK3CYIgiAIgiAIwl+QuE0QhFdxlkhy8iQgOppBp2MYmi62P5HV+chtk4krRBZHcZtVnIO24JC4DSWS9DmyNUlVFXDocBsb6Awwjb0f9Q+tg3HcQ+Bag6KJpr4Uwd//FqEf3wTtmc0AJbgLaGqdRAJ7Tdx24rlNCRKVNDdzfLfO+WsUuU0QBEEQBEEQhL8gcZsgCK9y8hRw5oxYt2CePXI3Q7JV7orvdnW1ss5R3NZnfSO8Zg2JhmXQtZ3fIdEp+vdnSE8T6zY5sSZRENwbxmt/gYYHvoMpYwE4lD7pmoozCPn2CYR8fi80BYc9M2DC59TUiOWQYECv944vvhy5bTIB9RSJrGDrD84j6gEStwlCjZSVc/z2ZSse/bHVqf0XQRAEQRBEd4HEbYIgvIqcSLJvX2DsGHt5+DBRsDp5CrBaO/cQJnvlMgZEtER7Wi3QZX0rvG4eNg/Q6ju1L6JrTJ8mWZP8YIu87wg8oh+aZ/0Jjfcuhzl5ktM22ksHELpsIYK/eQKaEg9kKiV8iiyihnspmSTgJOksKKmkM5wlkmyBxG2CUB+vv8GxcbMtaOB3f+AoLCSBmyAIgiCI7gmJ2wRBeI36eo7vN4l18+YwaDR2YXN4hrwNcCGvc/uTBaneEYBWa9uX9sJOaOqKhdfNZEniN6ZJ1iS1tcD+A+71YY0biqZb30Xjre/BEjfMaRvd2c0IXXILglY9C1Z+xmkbQn3ItiTesiQBgJAQpvD+p6SSInl5HIePuH69ro5EM4JQGwcO2v+2WIA9e/03FoIgCIIgCG9C4jZBEF5jw0agqcle1mqA2TeKbWJjGfrEiXWdtSapkmxJHCMydVlSIsk+GbDGSYbfhM9IiGe4YrhY19ll05bkiWi850s03fgXWCP6OW2jz1mL0I/nI+i758CqOjl7QvgM2ZYkwoviNqC0JqmkpJICK10kkmyBIrcJQl00N3PFeSw7hyahCIIgCILonpC4TRCE15CXsU+YAMTGKH1zM6Sg284mlZQjt1vF7aZq6E5vFF4zD7+lU/sgPMe0qeJvYdt22wN5p2AamIfNQ8P9a9A85TnwkChlE26F/uQKhH44B0Eb/gespqBz+yK8Tm2t+DvwZuQ2AEQ6SSpJ2DAaOb5bK9bpJTcnOZEvQRD+pbhEWZed4/txEARBEARB+AIStwmC8AqnsjlypAep+XOdJ4TLyBDrs7I6t8+qKlEQi+xt+193ajWYxdhaz7V6mIbO7txOCI8x7TqbL3oL9fXA3n1d7FQXBNPY+1H/0AY0T3wGPEhp1sysZuiPfYHQ/86CYdMrYPWlXdwp4WkUnts+jtwmz20723YoV8XccL1YpshtglAXxcXKurPnbJNVBEEQBEEQ3Q0StwmC8AorpajtPn2Aq6503lb23T57DmhsdP8BzFXktv7EN0K9JWUa4CSyl/AtsbEMIzPFus5akygwhMF09eOof2gDjFc/Dq4PVTRhFhMMh5cg9P2ZMPzwf0AjeVGoBVnc9rYtiZxUsrKKBKAW5KTAo0YCQ4eKE5L1FLlNEKrCmbhtNtvurwiCIAiCILobJG4TBOFxGho4NoguIJg3h7Umd5RJT7P5cbdgtQKnst3frzPPbU1ZLrTFx4R6EyWSVA2yNcmOHUBTkweFxeAIGCc+YxO5xz4Irg1SNGHmJhj2f4Cw92bAsOM1oKnGSUeEL1FGbjs/d3gK8tx2zqVLXEhKBwDz5zGE9xLrKHKbINRFcYnz6yhZkxAEQRAE0R0hcZsgCI+zaTPQ0GAvazTAnBtdtw8OZhg8WKzrTFJJZeQ2g06K2raGxcEycKL7nRNe4bprbb+PFhqbgF27vbCj0GgYp/wSDQ+th3HUInCNXtGEmRpg2PMmwt6fCf2etwEjhaP6ixofR25HRYniOdmS2JATSUZEAFMmA70kcbuWxG2CUBVFRc7rKakkQRAEQRDdERK3CYLwON9KliTXXA306dN25KUnkkrKglRUhAm6kyuEOvOw+YBG53bfhHeIjmYYPUqs85g1iRN4rz4wTvs1Gh78DqYrbgNnWkUb1lyNoB3/ROj7M6Hf/wGJ3H6APLf9j9nMseY7sW7WTCAoiCEsTKwnWxKCUBfOEkoCQHYnVsURBEEQBEGoHRK3CYLwKLmnOU5KUdeuEkk6MlxOKumByO0Uy3ZoGsqEOtMVt7jfMeFVpk8Tv/tdu23WNt6ER/RH88zfo+H+1TANmwcO5W9U01iBoB/+D2HvzbBFcjdTeKqvkCO3vS1uKzy3yZYEO3YCFdLnMO/yuVy2JWlqAkwmigglCLVQ5MRzG7B5btOxShAEQRBEd4PEbYIgPIqcSDI21ha53R5y5HZZGVDiwjPSGRYLVwhiiRXfiG36jgSPTulwn4RvmDIZ0DoEUDc3Azt2+WbfPCoZzTf+BQ0/WgFz6g1O27CmKgTt+CfC3psOw87XgaZqp+0Iz8A593lCySgpv2xVNWC19mwB6FspkeSIK4BBA23idlgvZfs6it4mCFVgtXKUuIjcNpmAc+d9OhyCIAiCIAivQ+I2QRAeo6mJY/0GsW7OjYBO137kdmKi0sf1RFbH911TA3AHLSbSUInexZuFNpRIUp307s0wbqxYt2mTb4VFHjMETfP+iYZ7voI55TqnbVhzDQy7/2MTubf/A2ik8F5v0NgImM1ina9tSaxW2zmlp1JYyLFvv1g3f579PC5HbgNAPS1sIAhVUFGhPIc6QtYkBEEQBEF0N0jcJgjCY2zeIkbvMQbMnd2+sA0AGg1TRG9nney4wFlZJZZn918FZrU/3XFtEMxpbWS1JPzK9Kni72T3XqCuzveRs9Y+GWi66U00LPzMtchtrIdh7zsIe3c6DFv/AlZf6ttBdnOcJScMj/DuPmVbEsAWvd1TWbWGC5OFvcKAqVPsZYMB0Es5WetI3CYIVeDKkqQFSipJEARBEER3g8RtgiA8xgrJkuSqK4G+fTsmbgPOkkp2fN+y3/ZNA78RyuYhM4BgLytkRKeZPEkUy0wmYNsO/43H2jfTJnLf8xXMQ6532oaZG2E48F+Evnc9DJteAast8vEouyeyJQljNnHVm+j1TLFypKf6bpvNHKulRJI3zASCg+3ncsaUSSXJloQg1EFxe+J2rm/GQRAEQRAE4StI3CYIwiOcPcdx7LhY15FEko7ISSWzc2xCS0dwjLJMjziJtPBTwuvmK8iSRM2EhzNcdaVY9/1G/0eXWftkoGn+a2i471uY0mc7TTzJLM0wHF6C0A9mIuj7/wWrvuSHkXYfZDuQsDDbyg5vo0gqWeX1XaqS3XtsOQ8ccbQkaUGeDKDIbYJQB8WS37bBIJbPnO74vRVBEARBEEQgQOI2QRAeQU4kGR0FTJzgXh/Dhorl5mbg7LmObesYub0g6RvhNWt4X1gSr3FvMITPmT5NFND27QeKitXxAG6NTUPznL+h4f7VMGUsAGdaRRtmMUF/9DOE/ncWgta9BFZ5wQ8jDXxkW5IIHy24kH23e2rk9gopkWTGMGBwilLcln23SdwmCHVQVKRcReeIkZJKEgRBEATRzSBxmyCILtPczLF2vVg3u4OJJB2JjGQY0F+s66g1SYu4rWNG3Nh/lfCaOWM+oFGKkYS6mDwRgtWB1QqsXqMOcbsFHj0IzbP+hIYHvoPpitvANXpFG2Y1Q39iOUI/nI2gNb+CpizHDyMNXGqlyG1nyQu9QVSUWK6qUtdvzxcUl3Ds3ivWOYvaBkC2JAShUuTI7dQhQN8EsS6bLksEQRAEQXQjSNwmCKLLbP1B6ZM7b07nbAQUSSWzOmhLclmIujZhK6KCqoTXTBlkSRIIhIQwXD9DrFu9BrBY1Ccy8shENM/8PRoeXAvjyIXgWiciN7dCf2olQj9egOCvH4fm4n4IWfoIp9RI5xK/RW5X+Wa/amL1GtukUguhocD0qc7bKm1J6LdNEGpA9tyOj2dITxPrKKkkQRAEQRDdCRK3CYLoMnIiybFjgP79OyluS77bHY7cvuy5PT/xG6He0n8seFRyp8ZC+B7Zp72kFNiz10VjFcAj+sE4/X/Q8ND3MI65D1wX7LSd7txWhH5+L0KWLYT29PcAtzptRwC1kkgaHu6b/cqe21U9zJbEYuFYJa2UmDnDNunkDLIlIQh1UiSJ2wnxQHq6eBznUOQ2QRAEQRDdCBK3CYLoEnl5HIePiHWulrF3hOEZUv/5QE1t+xFGVVVATFApJvXZJtSbhlPUdiCRlsowNF2skydP1Ajv1QfG615Aw0MbYBz3ELg+1Gk7beERhKx4CqEfzoXu2JeA2ejjkaof2ZYkwkfidlSUeN7qaZHbe/cBJZKdwbw2kgKTLQlBqI/6eq6YaIqPB9JSxbrTZyipJEEQBEEQ3QcStwmC6BKy8BjZ2+ad3FmGDAYMksPDyZPtb1dVBcwZsAo6jaW1jutCYE6b1fnBEH5BFtR27QJKSwPjIZyHxcJ47S+Qdf33+N78YzTw3k7baSrPIXjDbxD6/gzo970HNNc6bdcTkS2OfBW53dMTSsqJJNPTgPQ01+J2r17iaxS5TRD+R7YkAYA+cVDYkjQ3AxfyfDMmgiAIgiAIb0PiNkEQncZo5Fi7Tqy7cRZgMHQ+cluvZ0iTHsKyOiRuc4UliTntBsAQ5nwDQrVcPx0IcXD3sFiB1d/5bzzuYjZzvPhqb/xizZOYtuZ7fFz6AqzhfZ221dSXImjb3xD27jQYtv0NrK7EabuehOy5HR7e+fOJOygSSlb7ZLeqoKyMY+cusa69FThKz20PD4ogCLeRk0lGRwFBQQyRkQzx8eJr2dm+GxdBEARBEIQ3IXGbIIhOs227UgBqaxl7R1EklTzZdtSu1crRH8cxJOK0UG8mS5KAJDSUYYaUWHLVag6rNTCit7NO2iPimiyh+Puue3Dq+rVouvEvsMSmO92GGetg2PceQt+fgaD1vwGrOOfDEasLOXLbV7YkkVKQfU1Nz1m2v/o72yRSCyHBtkmmtiBxmyDUh+y3HZ9g/5uSShIEQRAE0V0hcZsgiE4jW5KMGgkkJXpC3Bb7yMoCOHf9EFZXB8wb8LVQZ+o1AJYB47o8FsI/yIkli4qBffv9NBg3OXLUSd1xPczD5qHx3q/RePM7MA+4yum2zGKC/viXCP1wDoJXPAVN4RGn7bozfrMliVLW9YTobauVY9Vq8fw6Y7ptkqktSNwmCPVRXCwey/F97H/LNkM5ub4YEUEQBEEQhPchcZsgiE5x6RLHgYNiXVcSSToiJ5WsrgEuXXLdvrq8GbP6i74VpmELAEanuEBlaDqQOkSsWxkAiSUB4Ogx5TiPtNQxBsugyWi64yM0LPwM5tSZ4FAeNwwcutPfI3TpXQj57F5oT38PWC2Kdt0RpS2Jb/YbEQEw6avoCb7b+w8AhUViXUdW4PSihJIEoTrkyO0EBysS2fIt9zRgsQTGdZUgCIIgCKItSPkhCKJTrJQi/SIigCmTPdN3QoIyivJEluv2mtxNiDDUCHU8kyxJAhnGmEJg27YDKC9X94O41cpx7Jiy/qiTOmvfTDTN+xcaHlgD04g7wLUGp31qL+1HyIqnEPrf2dAfXAwYu6+KaLVyRQSwr8RtrZaht2RNUlXlm337EzmR5JDBwLCh7W8nR27X1yNgrIMIorsiJ5SMj7dfR4dK4nZTEyWVJAiCIAiie0DiNkEQbmMycUWCv1kzbUmLPAFjTBG93ZbvdlSeaElyuOZq8N79PTIWwn/MnAEEBdnLFguwZq3/xtMRzp5zHsFaUGBL2ucMHjUQzde/jIaHv4fxqkfBg5yruZrqPARteRVh706FYetfwGraWM4QoNTVA7IDka/EbQCIjBTLlVW+27c/qKjg2LZDrJs/j4HJIexOkMVtzoGGBg8OjiAIt1GI2w62JFFRDH3ixNezc7w/JoIgCIIgCG9D4jZBEG6zY6dyub4nEkk6ovDdPum8HastRmzNTqFuZ8NNHh0L4R969WKYPlWsU3tiSWd+2x15DQB4WByMk55F/cOb0Hztr2DtFe+0HWuuheHAfxH6/g0IWvUsNAWHujBidSH7bQO+SygJAFGRYrmqm9uSrFlrmzRqISjINqnUEWRbEoCsSQjCn5jNHGXlYl1CglimpJIEQRAEQXRHSNwmCMJtVn8nPgyNuAIYNNDT4rZYzj0NNDcrH8J0J7+FBtbWcp0pDNna6z06FsJ/yD7ulwqAgyrWco8edS0UHGnjNYGgXjCNewAND61H06w/wdJnmNNmjFugz1mL0GV3I+TTO6E7tRqwmDozbNVQK7oLQasFQkJ8t3/ZDqmyqvsKP84SSU6faptU6gihoUqPckoqSRD+o7QUsFrFOsfIbQBIT5eSSlLkNkEQBEEQ3QAStwmCcAvOlZ7C8+Z4VtgGbJ6vjsKJ2WwTuKXBQH9CtCRZXzALYZE+VMMIrzI8A0gZJNapNbEk5xxHnHhrt9DWa07RGmDOWIDGRV+h4faPYB483WnySQDQFh1F8JpfIPSDG6Df9x7QVO3mztRBrSSO2pI8ev784gpF5HaVz3btcw4dBi5KzjburMDRaBjCQsW6eorcJgi/UVwilkOCbedQR9JSxXJuLiWVJAiCIAgi8CFxmyAIt6iqUi49HzXK8/sJC2MYmCzWyUklNYWHoak8L9StyL9J4ZtLBC7OEktu3abOiNqCQqCszPXrZ88CtbWdGDdjsCZehaYFr6Phge9gHHUPuD7UaVNNbSGCtv0NYe9Og2Hj78Gk40Pt1Ei2JOG9nLfzFlFR4m+tO3tur5AmiQYNBK4Y7l4fsu+2PDlBEITvKFIkk1RODsq2JI1NQP5FLw+MIAiCIAjCy5C4TRCEW+Tli2WDXrns1VMokkpmiWKM/vhyoXyhLhmHK0YjsrfvIj0J73PD9YDBYC+bzcB3KkwseVTy1I7sbTs+WuAcOHa8a/vgUckwTnsJ9Y9sRvO1v4Q1vK/TdszUAMORTxH639kI/uYJaPN2KzM1qhDZlkSOOvQ2kb3FspxboLtQWcXxwzaxrqOJJB2RxW2yJSEI/6FIJukkbUNMDENsrFiXne29MREEQRAEQfgCErcJgnALOcKnf39Aq/WOmJyR0UZSSVMjdDnfCa+vyL8JAFNYCxCBTUQEw9QpYt3K1RxcZWKt7Kk9aiSQkdF2m04THAHTuAfR8NB6NM79Byx9RzltxsChO7sZIV8+gNCP5kF/+BPAqF7vCDnyN9yHySQBZ57bvt2/r1i7DjA52LMb9LZJJHeRxe16ErcJwm8UFYvXF2fiNqCM3s7JVde1lCAIgiAIwl1I3CYIwi3y88WHoMRE7+1LTipZWARUVNj2rzu9EcxBpLNwDVbmzwcAsiXphsiJJfPzgcNH/DQYF8ie2pmZDJkjxLqj7vput4dGB0vaLDQuXIqGhctgSr8RnGmdN604g6BNf0DYO1NsliXlZzw8mK5TUyOeX3xtSyKfO7pj5DbnXOFbP/U62ySSu5AtCUGoBzlyOyHe+TGdnibWZ1NSSYIgCIIgAhwStwmCcAs5cjtxgPf2NWigLSGSIy3R27rsNUL9ntJrUNKUAIDE7e5I5gggOUmsU1NiyYoKjnzJsidzBDAyUxQRTp4Cmpu9M25r35FonvN3NDy0HsZxD4IHOQ97ZsZ6GI58irCP5iL4iwegzd0AWM1eGZO71Eqe2762JZEjtxsbvfd9+YsjR5X2Uu4kknREaUvSvT4rgggkFLYkLizj0hSR24DVSsdue5w9y/HKH63417+tqsz7QRAEQRA9GRK3CYJwC1nAS0z0nr+1VsswdKhYdyKLA03V0J7fLtSvuTi39W/ZN5cIfJwlltyyFaiuVscDphyRHRICDBlsS9CncbjSms2SvY4X4BH9YLz2lzZf7mm/hjU6xWVbXf5uhKx8GqHvz4R+z9tgDeXeHVw7+NuWxNnEWHezJlm9RjxmkhKBkZmd66tXmFiuV6/jDUF0azjnKC4R6xISnLcdKonbDQ3ARUoq2SZNTRw//TnHd+uAL74C/vQXddx7EARBEARhg8RtgiA6jMXCcemSWOfNyG3ASVLJk5ctSax2w1ijRY8tRdNayxS53T2ZNRPQOyRoNJqAdev9Nx5HZC/tEVcAOh1DWBjDkMFyWx8NyhAG06hFaPjRKjTe9gHMg6eDM+eXfU1tIYJ2/BOh705F0He/gqbwiF8SUNZICSXDw32bHDa8F6CVXF2qupk1yYkssTx3jvuJJFsgWxKCUAc1NUBTk1jnKnI7NpYhJlqsO0XWJG1y5ChQ4XAt2LkLaGgggZsgCIIg1AKJ2wRBdJjiEpug6EiSFz23ASBjmNLWQZstJpLcUTIZdWZbiGdQEBAS4ltBjPANkZEM104W61aoJLGkwm97hP03mClFxR495uPxMgZL0ng0LXgdDQ9tgPGqR8FDopw3tZigP7kSoUvvQsind0B34mvA1OS0rTeQbUl8HbnNGOv2SSVLy8SynNvAHcLCxHMtRW4ThH8okixJNBogNtZ1e0VSyRz/X0fVjOxLzrntfpQgCIIgCHVA4jZBEB1GtiTpFeb9KOkMKXLbYK6ELm+XULeuYFbr3xS13b1ZICWWPH8eOHbcP2Npob6e4/Rpsc7R5mHkCHHMx44DZrN/hAQe0Q/GSc+i/pHNaJr1J1gSXPtRaIuPI3jdiwh7dyoMP/wVrCrfZVtPUeNncRsAoiLFclWV78fgLRoaOBobxbq4NgSw9pATftZR5DZB+AXZbzs21rZ6yBXp6WKZkkq2TbYT8d/bFmMEQRAEQXQcErcJgugwimSSiej0cvaOEhvDEB9vL0/vuwGMW1rLZhaMrUXXtZbJb7t7M3oUMKC/WOfvxJLHTwBWq72s04nRsLKfcWMjcPqMb8bmEl0QzBkL0Hj3Z2i4+3OYMm4C1xqcNmVNVTDsfx9hH8xE8FcPQ5u7HrCYnLbtKoqEkn4Qt+UJsu4UuV1aqqxrK7qzPciWhCDUgRy5nRDvvF0LaanivRsllWybHCfi/4ks+rwIgiAIQi2QuE0QRIfJzxdv5L3tt92Co1B4Qz/RkuS8YQoaLfasZhS53b1xllhy42agptZ/D5my3/awoUBQkH2M0dEMA6Rj5aivfLc7gDVhBJpn/RH1j25B86SfwRrRz2Vb3YUdCFn5DELfmwbD9n+CVV9y2dZdzGZlVLEaIrcrK7uPgFEm5QsNDxd/q+4SRgklCUIVFJeI56n4dsRt2Zakvh64VODhQXUTqqs5CouU9VlZUIUtGkEQBEEQASpuW61WfPnll3j88ccxd+5c3HLLLfjFL36BHTt2+HtoBNGtUUZu+8bbeniGbT+xQaUYF7tPeO2odZZQJnG7+3PjDWLSP6MR2LDBf+M5qvDbVraRo7eP+Np3uyOERMF01SNoeHA9Ghf8B+bkiS6baurLYNj7NkLfvx7Byx+FNndDl6O55ahtwD+R293Zc1v2246N6Vp/zmxJSOwhCN9TLImv7UVux8Upz3XZ2Z4dU3chJ9d5fUWl0g6GIAiCIAj/oPP3AABg3759+OKLLwAAWq0WL7/8MgwG58ujq6qq8Nhjj+Ho5bC3loeokydPYvXq1ViwYAFeffVVaDQBqdsThKqRPbe9nUyyhZbI7Rn91kPD7MIJ14fiQO21QlsSt7s/0dEMkydxbNlqr1uxiuOWm71vkyNjNHJkZYl1IzOVYxg5gmH1Gvtv98hR2/XL1+PtEBotLIOnwTJ4GljFOeiPLIU+61uw5hpFUwYO3flt0J3fBmtYHMxX3ArTiNvAI/o76bhtnInb/ojcjoxkAOzfVXfy3C6TxO24uK71J9uSmEy2yaagoK71SxCEexSXiOX4Pm1fWxhjSE/j2L3HXpeTyzFjugqvSX7mVBui/4ksICHBd2MhCIIgCMI5qlCAly1bhhUrVmDlypWoqalxKWwDwPPPP48jR460itqMsVZxgHOOb7/9Fn/4wx98Mm6C6Ek0N3OFp2Oij8Tt9DRbpK5sSWIePB1lVcFCXWRvejDrCcyXrEnOnPVPcqdT2YDRIWCZMWDEFcp2cuR2VZVyskiN8OhBME59EfWPbkXTrD/C0m+My7aa+lIY9ryF0PcuR3Of3ghYzR3el5xMMigIMBh8fzwrbUl8PgSvUVYmRlV3NXI7rJeyjpJKEoTvke/P2rMlAZTWJJRU0jnOkkm2kHWSVqoQBEEQhBpQhbi9a9eu1r/nzJnTZrstW7a0Ctqcc+FfS93SpUtbI7sJgvAMlwoAebW5nNjPWwQFMVydXojRMYeEenP6jYqoSlmYIron48YCfaVoKX8kljwiXWpSUoDwcKUg268fECMJifK2qkYfDHPGTWi86xM03PctjKPuAQ9yHlbdEs0dsuJJhL47HYYdr4HVtG/mqoZkkgAQ2Y1tSeTI7a4kkwSAXmHKOhK3CcK3NDdzxSRcR8TttDTxWpWdQ7ZCznBlSwLYIrcJgiAIgvA/fhe38/PzUVFRAcAWhT1p0iSXbZcsWQLAduOl0Wjwy1/+Env27MH+/fvx61//GlqttjWK+4MPPvD+4AmiByH7bcfGAqGhvouqvCl1nVBusEbAkjwRVdViO7Il6RloNAxz54i/v+83AfX1vn0wPyp5Z4904rcN2K5vAeG73QGssWkwTnvJFs19wx9h6TvKZVtNfQkMe95E6HszEPz1Y5e9uY1O29ZIrif+sCQBlBNkVZXdR/BReG7Hdu0crtczhQVJHSWVJAifIluSAO17bgPKyO26OqCAkkoK1NTyNj+TnBzAZOoe1weCIAiCCGT8Lm6fP38egO3Bv2/fvoiIiHDarr6+Htu2bWuN2l64cCEeeugh9O7dG7169cI999yDp59+ujWKe+vWrWhubvbhOyGI7o1soZA4wLf7Hxe8VihvLZ0OrtUrIrdJ3O45zLkR0DpcxZqagA0bfbd/q5XjmJRM0pnfdutrI8TX5ESUAYc+BObhN6Fx4VI03PstjCPvBjc48anA5Wjucz8gZOXTCH1nKgxb/wxNmRgOVytF/Lq4HfA6cpI1owlobPTPWDxNWblYjuti5Dag9N2myG2C8C1yUsPw8I4FH8T3ASJ7i3XZbUQp90RyJKsWnZStymgCTp/x3XgIgiAIgnCO38XtwsLC1r8HDRrkst3BgwdhNBpbo6fuu+8+RZtFixZBr9cDAJqampBNab8JwmPk5YuRKb7y2wYAVpWP6EZRCVxxdhYu5AHyHJb8oEZ0X2JjGSZMEOtW+NCa5Ow5ZZSqHJ3tSKb0WkGB0gM5ULHGpcE4/Teof2wrmma+AkuC6w9C01gBw4EPEfrxfIR8eid0Rz8HmmsVtiThznVyr+PM2qg7+G5brdzjtiSA8nsicZsgfIssbsf36dh2jDGkyb7b2d3jmuQpZB/y1CHKZOpyUmmCIAiCIHyP38XtOoenoPA21iAfOHAAgO1GbMiQIUhKSlK0CQsLw7Bhw1rLZ8+e9eBICaJno4zc9p0liS5HTCRZ2RyJfWVXY+cuZVuK3O5ZyIklc3KAUz56OJc9s/v1a9vmIWWQ0qM4oHy3O4I+FOYrbkHj3Z+h4d6vYRy50GU0NwBoi44i+PvfIuztazGl4nmMi9kLwPb9hfspcjskRGm10R18t6urAYtFrPNE5HaY9JsmWxKC8C3FJeI1LyHBRUMnpKeLZUoqKSInk0xPAzIyxDaUVJIgCIIg/I/fxW1H6xCDweCy3eHDh1v/vuaaa1y269u3b+vfVbJfAUEQnUb23PZl5LYuWxS3vy+cCTPXY8dO8YFCp1MKLUT35qorgT5SlJqvEksePdoxv+0WtFqGEVKbI0e770OxNW4ojNP/xx7N3X+sy7bM3IRMvgLvTXwAK6bfiIdT30a/XkU+HK2IHL3dHSK3Zb9tjcYzk4FkS0IQ/qVIOlV2NHIbANJTKalkW8i2JOlpDBnDxM+MkkoSBEEQhP/xu7gdHBzc+nediycii8WCI0eOtJbHjRvnsr8gh3CrpqYmD4yQIIiaWq7wtk7ykec2qzgHbekpoW7dpVkAgGPHxbaRkWhNKkv0DLRahrmzxe98/fdAQ4N3H8455zjiht92C5mS77bcR7ekJZr7ziWof2ANjFc+AmtYnMvmSWH5eHLYa3ii+XoEL38U2px1gNl5EkpvIftud4fIbdmSJDoa0Om6fr5UitskjBGEL5ETSsbHd/y4lpNK1tYChf6bV1QVdXUcFy+JdenpwHApcvviJaC6ms57BEEQBOFP/C5uO1qR5Mu+B5c5fPgwGh2yOY0aNcplf/X19vWwbUWCEwTRcS5KUdtaDeCwSMKr6LLXCOXSplgcLLdNcFmtYlvy2+6ZzJlti0JtobER2LTZu/ssKFSKhbKntjNkT+6zZ4Ha2p7zUMyjBsE4+WdoeGQTGm96A+YhM8A1OqdtNbBCd34bQlb9FGHvTIFh86vQSBNd3kKO3O4OC8HkyO3YGM/0K1vtkC0JQfiWItlzO77j2yYkKJP3ytHKPZUcKbmmXg8MGggMTgHkR8yskz4bFkEQBEEQTvC7uJ2SkgLAFgV3+vRplJeXK9qsW7eu9e++ffsivo27toqKita/2/LwJgii48jzTn37Anq9DyKkOYdesiTZUHADrNA6bU5+2z2T+D4M11wl1n3rZWuSo5JXdlQUkNiB1QxD0wGD3l7mXLkCoUeg0cGSMhVN8/+Nhkc2o/naXyG/KcVlc9ZUBcOhxQhdfDNCFt8M/YEPwepLvTY8+VxSWRn4ExBy8lJP+G0DZEtCEP7EauUokSK3E9wQtxljiuht2We6p3IqWyynDLLd++p0DEMlr3Ly3SYIgiAI/+J3cXvo0KEwGAxgjIFzjrfeekt4vaysDF9//TUYY2CMYfz48W32l5trn2bv37+/V8ZMED2N/IviTbucKd5baMpyoak4I9QdNs9y2Z7E7Z7L/HniZMvJk0Duae89bMpe2ZkjOmaJYzAwRTKq7uy73RF4WCxM4x7A/ftX4N5tn+Kr87ehzuTaPF9begpBW/+M0HemInj5o7bVHSbP2pBF9gBbkhiPidvi776exG2C8BkVlYDZLNa5E7kNKK1JKKmkjZxcKZmkg6CdMUxsS77bBEEQBOFf/C5uh4aGYsqUKeCcg3OOJUuW4MUXX8TWrVuxfPlyLFq0CLW1ta3JTebOneuyr7Nnzwq+3YMGDfL6+AmiJyBHbvsqmaQuR7QksfZKgCZplMv2JG73XK65GoiVxDpvJpZU+G2P6PhKhkwpqeTRnuC73Q6cc9TWMhyrHInfH30ZM9ZvwZnMP8LS33WODcYt0J3fhuDVP0fY25MRtP430FzcD3Cry206SlSk+H12h4SSZdLCuLhYz6y+kSO3a0ncJgifISeT1OuB6CjnbV2RliYllcympJKAUuRPd/icMjLEzyzrpC2KniAIgiAI/+B3cRsAnnjiCWg0mtbo7a+//hqPP/44XnrpJVy4cKE1anvYsGFtRm5v2rSp9e+YmBj09ZUpMEF0c/Ilz+3EAb6xJNGdEi1JzOk3Ytgw55YkABDZm5JJ9lR0OoY5N4p16zcATU2ef9isqOCKCZ+O+G23ICeePHkKaG7u2Q/Fzc2A0WQvN1lCYRy6AI13Lkb9A9/BeNWjsPZKcLk9M9ZBf/xLhH5+L0I/uAGGnf8Gq7zQ6fHICSWrqjvdlWoolVxc5MmgzkK2JAThP+Rkkn3iAI3GvXshOXK7ugYoLnbetqdQX6+8zjt+TnJSybo6ZX4agiAIgiB8hyrE7WHDhuHZZ58F57x1WXdLJHeL4B0UFIRXXnmlzX7Wrl0LwLY0fMyYMV4fN0H0BDhX3uD7InJbU5IFTXWeUGdOv1HxQOEIRW73bObOZnB0BqmrBzZ6IbGkHGkdEgIMGdzx7a8YLibANJspGVVtrbIu4nLaDB41EMZJz6Lh4e/ReNsHMGUsANeHuuxLU30Rht1vIOy/sxCy7G7ojn4ONLmnTsvJaau6ZeS2Z/qVE0rWU0JJgvAZsgid4HoO0CX9+gJymqLsXOdtewpyMkmdzua53UKfOCBGSspL1iQEQRAE4T9UIW4DwCOPPIK//OUviIuLE5bCcc6RlpaGjz76CMOGDXO5/bFjx3D8uD0r17XXXuvV8RJET6G8HGiU7Gw7kjivq+iyJUuS3omwxl+BIYOVWepbiIr0/rgI9dK3L8OVkovF0mXc40uFZY/sEVfYIsc7SlgYw5Ahcp+eGFng4kzcliOCodHCkjQezbP+hPrHfkDTrD/BnDQeHK4/e23BIQR//1uEvX0tglY9C+3ZzYDF5LJ9C4rI7arAXnJuNHJUVYl1sTFOm7oN2ZIQhP8oLhbPS/F93O+DMYa0VLEuOztwz3eeQLYkSRlky5nRAmNMEWxxgpJKEgRBEITf0Pl7AI7Mnz8f8+bNw7Fjx1BQUAAASElJQVpaWjtbAiUlJbjvvvtay9OmTfPaOAmiJ5EnRW0HB3tuObtLOIcuW7IkSZsFMAadDkhP4zh2XLkZRW4Tt9zMsHef/QHz/AVg2w5gymTP7UP22850w2+7hZEjgByHh+ejxzjQhkjb3amRxO1eYYBW28bnYQiDOWMBzBkLwGqLoDu5EvqsbxUJaFtgFiP0OWuhz1kLHhwJc/osmIbOhbXfaIAp5/nliTKL1SbAR0e7+cZUQkWFsi42zjN9y+J2YyNgNnO3JnwIgugcRVLktrvJJFtITwcOHLSXe3pSyZwcKZmkk0fRjGEMP2yzt+vpK7AIgiAIwp+oStwGbDPhmZmZyHTHwBTA9OnTMX36dC+NiiB6LrK4PaC/+36O7qIpPAxNbaFQZx46u/XvjAw4F7d7K+uInsWEa2wRVmfP2esWL+G4dhJaba+6Qn09x+nTYt1I9y5Xl7dh+OIr+0PxseM9WxCUI7flJfJtwcMTYLrqEZiufBiakizosr6F/tQqsEbnXiKsqQr6I8ugP7IM1oh+MKfPgXnoXFjj7OqFs4myqiogObnj41ITpWVi2WAAwuXI+E4i25IAQEMDEBHhmf4JgnCNbEsSH9+5a0h6KgNgvyZl50Cwi+xptJVMsoUMaUHxmdO2PB/BwT3zMyMIgiAIf6IaWxKCINRJ/kUxesUXftty1LY1ahCssemt5Yxhzh8cKHKb0GgY7lkk/j5OZQP7D3im/+MnAKvVXtbplA+4HSFzhFhubAROOw867hHIkdvuiNutMAZr/HAYp76I+ke3onHBGzCn3gCu1bvcRFNTAMO+dxG6eAFCPl4A/d53wWouwWBgCtG2sqoTY1IJZZK4HRfrmckewIl9DMiahCB8hSJyuxO2JIAyMrmqCigpddq029PQwBWBHc4WEQ9NF/NnWKwU8U4QBEEQ/oLEbYIg2kSRTNLbfttWC3Q5a4Uqc/qNcMwU6CyppFbTSUGM6HZMuw7o10+s+3iJZ7wwZb/tYUOBoCD3RcLoaIYB0rF0tAf7bnclctspWj0sg6eiad4/Uf/YNjTN+F9Y+o5qe5OyHARt/zvC3puBkGWLsHDIMkQa7NHflQGcVFKO3PaktVRwsO386wgllSQI71Nfz1EnTSR1JqEkAPTvr1yFkdNDhdrc04BD+idotcDgFGW70FCGQYPEOkoqSRAEQRD+gcRtgiDaJP+iWE5M9LIlyaUD0NSL4UKm9BuFcnwfIEbyvo3o7X27FCIw0OkYFi0UfwuHDgPHT3Rd4D6q8NvufF+yncmRYz03GVVNjfjePTpRFdwb5sw70bhwKeofXI/mic/AGj24zU20BQfxk+TfY8PM6/Dvq3+M2f1XobY8cMORy8rFz9eT4jZjTBG9LQtuBEF4HtmSBAD6dNJLnzGmiE7OzumZ16TsbLE8aKDrSWw52CKLkkoSBEEQhF9Qned2C+Xl5di2bRv279+PvLw8VFdXo/5yKND333/v59H5j8LCwtaEmw0NDQgKCkJsbCwGDRqEoUOHwmAwdKrfvLw8ZGVloaioCFarFfHx8UhNTe1QMk+i+2I2c1zO7dqKtyO39TmiJYklNg08ZohQxxhDRgbHtu32OvLbJhy58Qbggw+B8nJ73eJPOP78aucnQIxGjiwpKmtkZuf7GzmCYfUa+4PwkaM91+NUtrHwll8zj0yE6erHYbrqMWjKsqE7uRK6U2ugqSty2l6vMWNy/A+YHP8DTOdDYP58FjQjbwZiRwEa13YnaqNMshfwdFLgXr2A6hp7mWxJCML7FJeI5eiozq0kaiE9DTh4yF7uqRYb2blSMsl0Fw1hs8lbsZKSShIEQRCEv1GduF1SUoJ//etfWLlyJUwmk/BaWw/9X3/9NV588UUAQEREBLZv3w69PnAePNvCarVixYoV+Pjjj3HixAmX7fR6PUaPHo1HH30UkydP7lDfW7duxZtvvolDhw45fT09PR0PP/ww5s+f36mxE4FNYRFgsYh1Sd703Laaoc1ZL1SZpajtFoZnMGzbbn+g8LRYQwQ2BgPDwjuB19+w/0Z27AROn+EYMrhzD/+nsgGjw2WJMWDEFZ0foxy5XVVlswFKSup8n4GKwpbEQ8kOXcIYrHFDYYwbCuPkn0Nz6QD0J1dBl7MOrLna6SZ6NIIf+xqWY18jNCgC5iEzYE6/EZbEq4E2fL3VQFm5WI6L9ewESpj0fdWTuE0QXkfhtx3ftf7S0qSkktk9c8K1I8kkW5Ajt0tKgLIyjlgPn2MJgiAIgmgbVdmS7NixAzfddBOWL18Oo9EIzju+tGvOnDmIiooC5xw1NTXYvHmzF0fqOy5evIiFCxfiueeea1PYBgCTyYS9e/diz5497fbLOccrr7yCRx991KWwDQDZ2dn45S9/iZ/97GcwGo1uj58IbGS/7cjeQESE927Ytfl7oGmsEOrMac7F7VkzbV6vLcy8nh4kCJH5c5URwEs+7fyS4SOSJ3ZKChAe3vnfXb9+QExM2/voKdTUiGVvnmcUMA2sA65E8/Uvo/7xH9C44A2Y0mfDhGDXmzTXQH9iOUKWP4Kwt69F0Ib/gTZvF2A1+27cbqDw3I5x3q6zyJMRZEtCEN6nuFi8nnVV3JaTSlZUiqufegKNjRx5eWJdWqrr9slJQJjkVX6CorcJgiAIwueoJnJ7//79ePzxx2EymYQIAa1Wi/DwcFS2k8nJYDBg9uzZWLJkCQCbdcnMmTO9OmZvk5ubiwceeAClpfb1xIwxZGZmYujQoYiJiUFzc3OrVUm+rES2wd/+9jd8/PHHQt2YMWMwYsQIaLVaZGdnY+fOna0TDKtXr4ZWq8X//d//eebNEQGB0m/bu/vTZUuWJPHDwaOSnbaNjWX46ANg8xZgyGDgmqtJ3CZEQkMZbr8VeP+/dgFg02bg4Qc4Bgxw//dyTPLEHtkFv23Adj4fmcmxyWEu9ugxjnlze95vWbax8FtyWK0BlsFTYRk8FV831OHktxsxu/9qXBO3EzqNxekmrKkK+mNfQH/sC1hDY2BJvR6mtBth7T8W0Gh9/AacUyaJ23Gd9OV1hey5XVvHAfS83zFB+BJPR24P6A+EhgINDfa6UznApB60Mi73NGC12staDZA6xHV7jYZhaDrHgYP2uhNZHFMm0/mPIAiCIHyJKsTtmpoaPPnkk63CNuccU6ZMwQMPPICxY8eiuLgYM2bMaLef6dOnt4rbHYleVjMVFRV4+OGHBWF7xowZeOGFFzBggHPT45ycHCxfvhzh7agCmzdvxrvvvttajoiIwGuvvYbx48cL7bKysvDjH/8YRUU2L9IVK1Zg7NixuOuuuzr7togAIz9fFPO86rdtMUKXu0GochW13UL/fgz33O3FMREBz603A58uAxobbWWrFfhkGcdzv3DvwdNq5Th6XKzrit92ax8jGDZtdvDdPtZG425MrRS57XVbkg4QHh2GNRfnYc3FeYgylOOuK9bh8QnrwfP2udxG01AOzZFl0B9ZBmtYHMypN8CcfiOs/UYBzD+L5erreevvvwVPR27LkYuXU6QQBOFF5ISSCfFduyZpNAxpqRyHj9jrsrM5Jk3oOUKtbEkycGD7PubDMyCI23JuDoIgCIIgvI8qbEneffddVFVVtZaff/55vP3227jmmmug1+s77PU2ZswYaLVacM5RUlKCYmdpxAOEV155pVVUBoDHH38c//nPf1wK2wCQlpaG559/Ho899pjLNpxz/P3vf28tM8bwxhtvKIRtAMjIyMCHH36IoKCg1rrXX38dTU1N7r4dIkDJkxYDJCZ60ZLkwk6wZlHhMqfP8tr+iJ5BRATDzQvEuu/WAqWl7tmTnD2ntFqQPbM7Q6bUR0GBza+zpyF7bnsroaQ7REXZ/640xuDTM3dD98hK6H6+H81TnoMloe0fgKa+FIbDSxD62SKEvjsdhi1/gqbwCOCG5ZonkKO2Ac/nKCBbEoLwPfJjTnyfrvcpJ0/saUklc3KkZJJpLho6kJEh3htnZ9sSshMEQRAE4Tv8Lm5zzvHll1+CMQbGGG6//Xbcf//9neorKCgISQ6ZuM6cOeOhUfqWnTt3YtWqVa3l6dOn49lnn/VI399//z1ycux3qgsWLMCVV17psv2gQYPw0EMPtZZLS0vxxRdfeGQshPqRnW68GbmtsCTpOwo8or/3dkj0GO64ncHgkO/PbAaWfe7eg6fshd2vHzySMCplENBLinrtab7bVitXjy2JA5GRYrm62iZYsMgBMI97AI13f4b6hzagefLPYemT4bSPFjR1RTAc/AihS+9C6PszYPjh/3wmdMt+2+Hh7UciuktYmNhfHUVuE4RXMZu5IlFsQkLX+01PlYTaHiZuu5NMsoXhw8RyYxNw7rznxkQQgUJ2Dsfb71mxeQt3K3ea2igp4fhkKceq1ZwmqggigPC7uH3ixAlUVlaCcw6NRoOnn366S/31728Xwy5dutTV4fmFd955p/VvvV6PF154wWN9r127VigvWrSo3W3uuusuaLV231C5D6J70tDAFaKI1zy3zc3QndkoVqW3bUlCEB0lNoZhtvRz+nYlUFXV8RvWo0fFtpld9NtuQatlGCH1deRoz7qRbmgQPU4BIEIF4nZUpLKuUvrN8N4DYLryYTTe8xXqH/gOzRN/CktsunJDBzQ1BTDs/8AmdL83HYbNr0Jz6QDArW1u11lkASzOC/65suc2RW4ThHcpLVWeNz0SuS1FKpeXA2XlPeOa1NTEcf6CWJfWgcjtqCiGvn3FuixKKkn0MLJzOJ54imPxEuA3/8vxzQp/j6hz1NZyPPVTjjff5vjT/3G8+U7POP8RRHfA7+J2S3Q1YwwZGRmI7eJaWUe/6boAfLrKz8/H7t27W8tTpkxBoocURbPZjB9++KG13LdvX2TKa+KdEB8fj1GjRrWWDx06hIqKCo+MiVAvzuaGBngpkFp77gcwoz3Uj4PBnEaWJITnWHgXg9bhitfUBHz1dcduWDnnCi/skSM8F/maKfXV03y3ZUsSQB2R2xERgOyKVlHhWoDmUQNhuvoxNN73DervX43m8U/CEjO4zX1oagthOLQYoZ/dg9B3piBo48vQ5u0CrGZPvAUANhHMEU9bkgBkS0IQvqa4RCyHBHvGzikxEQgJEetyekj09ukz4oSBpp1kko5kSNHbJ7JIECN6DlYrx9/+wdHcbK97/wOOpqbAOw6WfwNcKrCX163z21AIgnATv4vbjiKpY9R1Z3GMMG52PMMGCGvWrBGW8cyZM8djfefk5KCmxu5pPHr06A5v69jWYrHg4MGDbbQmugN5F8VyfLznl7K3oMsRLUmsA8aB9/JACBJBXKZ/P4YZ08W6L76yrVBoj4JCpW+xJ/y2XfV19qwtcqSnUCOJ21oNEBrqn7E4otMx9JbEosrKDk6IRKfANP4naPzRKjTc9y2MVz8Oa2Rym9to6sugP7IMIV8+iLC3JiNo/a+hPbcNsBg7+xYAAOVS1KU3xG05oSTZkhCEd1H4bcejwzmK2sKWVFKs6ynWJPL7TE4CgoM79pkOl3y3KXKb6EmsWav8zVdVAytX+2c8naWxkeOLL8V7pqpqwGjsOffkBBHI+F3ctlgsrX87CtOdpdYhBCxcDaFfbnL48GGhPG7cOI/1LXuQDxs2zEVLJRkZop/o2bNnPTImQr34zG/b1ADdmS1iFVmSEF5g0d2SL3AdOrRs8qjkgR0V5VmLnqHpEDzBOQeOHfdc/2pHjtwOD/eMSOMJZN/t8jYit11hjU2DceIzaHjgOzTcsxzGqx6FNWpgm9uwpiroj3+FkK8fRdhbkxD03XPQnt4ImNxP6CzbS8XGuN1Fu5AtCUH4liIn4rankK1JsnN6hrAjv085uWZbyJHbFy4AdXU943MjejY1tRxvubDuWLqMw2QKnONg5WqbmC1TUen7sRAE4T46fw8gOjq69e8yOTSuEziKrpHyU2kAcPy4XdGIj49Hnz626NULFy5g+fLl2L59OwoLC9HY2IioqCgMGjQIEydOxIIFCxAT0/YTqyxI9+vXr8Pj6iuZyZG43f3JvyjejCR5yW9bd3YLmLmxtcyZBpbUmd7ZGdGjSRnEMHkSx7bt9rpln3HcenPbqxJkD+zMEZ4VXw0GhowMjsNHxH1OGK8OgdfbyOJ2LxXNS0dGAnDwYG3LlqRdGIO1zzAY+wyDceJPoSnPhTZ3A3Q566Atz3W9WXMt9CdXQH9yBbg+FOaUKTCnzoRl0LWAvv0Qd/nWKi7O878r2Zakvs5m56OWSQqC6G4Ul4jXJU+K22lpDIC9/+xsz/WtZuTI7bTUjp+/0lIBvR4wmWxlzoGTp4ArPRejRBCq5IP/clRVOX+tpBRYtwGYO9unQ+oUJhPH0mXOhfjyciDBg+dYgiC8g9/F7RbxlnOOEydOdOlhqKioCPkO4aaDB7ftdak2amtrUVJiN9FLTEyE2WzGW2+9hTfffBNms+jB2dDQgEuXLmH79u3497//jYcffhhPPPGEy8+vWFrDmOBGWnW5bVFRUYe3JQITReR2opcsSbJFSxJL0jXgoV4ILSQIAPcuYti23X7zWlFpW0558wLX23jTb7uFzBEQxO2jPch3W7YlUUMyyRaiosRyRYWHIpAYgzU2DdbYNJjG/wSs8hx0uRugy10PbfEJ15uZGqDP/g767O/AtUGwJE+Aech0mFOmAqHRTrfxReR2mCRuW6xAY6M67GUIojsi34YnxHvuuiRHbpeW2c590dHdd7KquZnj/DmxTv4c2sJgYBgyhOOkgzVD1kkSt4nuTe5pjuXftN1myaccN95gS6CuZtatV94vtUCpxggiMPC7LcmYMWOg09k09vr6emzcuLHTfS1durT174iICAwdOrTL4/MlVdK0Z2xsLF588UX8+9//VgjbMg0NDXjttdfw9NNPu2zb0NAglMNkk8w2kNvKfRHdC8458nxhS9JcB+25H4QqcxpZkhDeI2MYw7ixYt2nSznMZueiZUUFV0z0dCAPr9uMzBRv+k+esj1sdwXOOfbu43j/v1acylbvslBntiRqISpSLFdUdiFyuw141CCYrnoUjYu+RP1DG9B87a9g6TuqzW2YpRm6s5sRvP7XCHt7MkI+uxf6Ax+CVdsTJlitHOXl4nZxXvDclm1JgMCwJrFYOL5by7H4E67wJicINVMiJZSM92CakqREW4JKR7JdLy7pFpw+Y5uUa4GxjieTbGE4JZUkehCcc/zjX1xIwmowAL/4mXg/e/EisOUHqBqLhWPJUtfHq3wfRRCEOvF75HZoaCjGjBmDvXv3gnOOv//977j22mthMBjc6ufMmTP46KOPWqOWr7vuOi+M1rvUSk/4O3bsaK0LDg7G/fffj9mzZyM5ORkmkwnZ2dn4/PPPsWLFitYklOvXr8ff//53/OpXv1L0LwvS7nzGQUFBbfbVUWiJcmBQXa30CkxKYh7//nRnN4E5JEvjGh0sqdfT76QTOH5m9Pm1zX33aLD/gP1uvLAI2LgJmHWD8nM7ehxwXJ4dEgKkDvH8sTDiCkCjsT8kmM3AyVMMo0d1bj9mM8ff/wV8u8I29o+XcPz3XYbBg9X325CTZ0aEe/7z7SxRUeLy/BZbEq+OLzIR5isfhPnKB8Fqi2zWJbnrobm4HwzOH74Yt0J7aT+0l/YjaOufYYkbCsuQ6aiImw6LJQ2AfbyxcZ7/fHuFAZDGVt+gnu/RFW+/y/Hp5WXIX38DLPuEeS1xMtEx6FrWPpxzhed2QoLnjjedjiE11SKsIMrJASZc032/j9xc8fyVnASEhbkXAzY8g+HL5fZ+WhLsqe13TMcY4QnWb+CKVYb3LmK4aT7DylVcsPlZ/AnH9KnqvSfY+gPHxYuuX6+odP9YoeOMIFzjrWPC7+I2ADzyyCPYu3cvGGM4d+4cnn76afzrX/9SCKquOHPmDB555BE0Nze32po89NBDXh6155EF4xZhOzIyEh9++KGQADI4OBjjxo3DuHHjMGnSJDz33HOwXlZFPvjgA8yfP18Rud7c3CyU3RG35bZNTe4ntQKA3r17d2o7wrecO28CUNNa1umAoemRHl9SZj6zQZBDNEOmILLvQI/uoydCx1nbTJvKMTKzBkeO2le5fLJMgztu7w2NRvyNn8quB2A/340epUdsbITHxxQZCQxNr0LWSXuS5eycIEy9zn1fh+oaK557sQ6795ha6ywWYNMWA8aO7fiKHV/RbKwDYL8+xcYaEBnpJBTYD/Tr1wSgvrXcYkvis2MsMhJIHApMewq8rhTWk9+Bn1gFfm4nYHW9oktbegra0lNIwH+wenp/bC6ahs1F03G0ajRSBvXxyvLgsLAK1Nc7ntF7ITJS77K9v+GcY9Uae5aoklLg+IkwTJ/mXnAF4T3oWuacqiormprEDGdpqRGIjNR6bB+ZI+px9Jj92nf2rA6RkZ6/9qmFc+fF69CIKwyIjHRvGdE111gAVLWWq6qA+voIDBjgue/F09AxRnSGujor3ni7SqhLHKDBT34ciaAghscfa8azP7cv3zp92nZ9nTxJfddXzjk+WVYNwOKyTV1d1+5L6TgjCN/gd1sSAJg8eTLGjx/fGn28detWzJkzB9988w0aGxtdbpeXl4e//vWvuPXWW1FYWNgqbM+bNw9paW4YpakEV2Lz7373O0HYlpk/fz7uvffe1jLnHB988IGinTxZYDQaFW1cIbcNDg520ZLoDpw/L17gk5K0HhdDeEMl+JmtQp1mxE0e3QdBOIMxhkceChHqzp61YPMWk6LtwYNi3dgx3psTHjNGFAIPHGzbjsoZFy5YcPc91YKw3ULWSff78wXV1VLkdoQqbk0AQOExW96VhJJdhPWKg/bK+6C7/3Ponj8O7a2vg2XMAfQhbW7XP+wS7hm8GO9PvB/fz5wCvuJZWE+uAze5vr/qDOHh4mclR+SrjYuXrKipEceo1mOEIBwpKBTPQxoNEBfn2fPmsGGiIHvipGvhpztwIks89ocNc/9anzhAc3m1j50jx+icQnQ/3ny7EWVl4vXzuV+Gta58mjHNgEEDxXPSO+959p7DU2zbbkJ2tnh+S0sTz3+lZf679yMIouOoInIbAP7+97/j9ttvx6VLlwAAFy9exAsvvIBf//rXimSGDz/8MM6fP9/a1jEJZUpKCl5++WXfDt5DOPPAHjx4MG644YZ2t3300Ufx6aefwnQ5TfeWLVtgtVqh0dgvLKFSZid3xG056lvuq6NUV1e3TmIQ6uVUjngR79/PovCE7yq6Y18hyGIX4LjWgJq+4+Ey5TbRJoyx1sgAOs7aZ2QmR8og4KxDAqk3367FmNGa1utJfT3HqWzxWEhPa0ZVVcfPne4wNF38zg4dNqGsrBI6Xccmlg4c5Hjpf6wKD+sWsk6aUVlZqbrlkRUV4kOFwdDktc/YXQx68TuprLSVVXGMDZxh+zejCdq8ndCe3gjdmU1gjZUuN+mtrwI/uAyWg8vAdSGwJE+AZfA0mFOmAGFdM+MODRGPleLiOlRVqWeiQmbfPuX3d+Roo2p+ez0Vupa1z+nT4mcSFwvU11d7dB9JA8R9FBVZce58JaIi1XX98ATNzRy5p8XzV3JSE6qqml1s4ZphQzl27rKX9+2vx8Tx6hL16BgjusK58xyLPxGPl/HXAKNG1qOqyr4KfeFdHK/+yd7m4CEztmytxKiR6jmHcM7xxlvie0lKAubPseKvDrYqxcUmt5+D6TgjCNc4Hh+eRDXidlRUFN5//308+eSTyM3NBWMMnHOYzWZcdDBB4pxjx44dwgmipW16ejrefvtthIS0HcWkVpyJ21OnTu3QtrGxscjMzMSBAwcA2E6ip0+fFiLYZUG6vr4eHUVu21lxm3NOJ/cAID9f/I4SB8Dj35s2e41QtgycDG4IA+j30WXoOGsfxoB7FjH87g/2z+nkKWDffo4rx9nKx46LiXJ0OtuDq7c+2swrxI4bG22Z6Iemt7/tilUcf/sHh6WN4Lq6OuDiRY4B3kgO2wUUCSV7ef5801miIsVx1NVxNDdzdR1juiCYU6bCnDIVzVYLNAUHoTu9EbrT30NTc8nlZszcCN2ZjdCd2QgDGKwJI2AePBWWlGmwxqbaDhI3kJNK1tap53t0hjxxBQDZ2YDValXdBFBPRVXHmYooLBI/kz59PH+sJSZyBAUBjrEt2dkcV1/l0d2ogjNnxWunLZlk5671GcMYdu6yb3jihLp/w3SMEe7QkkTS8XjR64FnnmStr7cwcwbw/n+BYof8AB8vsWJkpnomvQ8f4Th2XKy7ZyFDhOTAVF7RtXMsHWcE4RvUc3YBkJycjC+++AILFy6ETmfX3Rljwj/HOgDQarW44447sHTpUkWUdyARExMDvV5clp6amtrh7WUrluJiMdtMfHy8UC4qKupw34WFhUI5kD9non3y88Vy4gAPP+g3VECbt0eoMg+d7dl9EEQ7TLsO6NdPrFv8if3m88hR8UZ02FB4NdlcdDRDYqJYd/Ro29tYLBz//o8Vf/mrUtgeMhiKG3THBD9qoaZGLMtj9ieRkcq6ikoVL0/VaGEdcCWM1z2Phoc24D+Wr/DmqZ/gVPXQNjdj4NAWHUXQjn8hdPEChL4/A4ZNr0B7YQdg6Vgksyxu19U5b6cWnB0LFZVAWZnvx0IQ7lBcIl6bvHFLrtMxpA4R69R4/fAE8vtKHACEhnbuWj88QyznngaMRhK1iO7B5q3AgYNi3cI7gQFOnhN1Ooa77xTr9+wFsnPUczx8vEQcS3w8MPN6IDpabFfRRXGbIAjfoCpxG7B5Of/2t7/Fxo0b8cQTT2DUqFHQarWtM16O/4YMGYIHHngAa9aswe9+97tORxOrBb1ej6SkJKHOnXB9uW11tbhEcfDgwUK5oKCgw33LQnhKSkqHtyUCC6tVmTFaFty6iu7MRjBuV+K4LhjmlOs8uxOCaAedjmHRQvHG++Ah4PgJ2w2snAU+c4T3xzRS2seRY65vphsaOF54ieOzL5SvTZ4IvPFvhmGSppmdq76b81pJBA13L4eXV+nVC9BKucBakkqqHsZwrGwo3s55Andt/QqzN6zHtrDnYRlwJThr+/ZPU1MAw+ElCPnqYYS9OQHBK38KXda3QBuWJ72kxWd19er9nDjnyMl1/lq2i3qCUAvFUmxKfB/v7CddSl+kJlHKk8jvqytpm+SVViYTcPpM5/sjCLXQ0MDx+n+Uq0buXeR6ImjuHCAqSqxzDCLxJ6eyOfbuE+vuvpNBp2MKcdtkUq4yJAhCfajGlkSmT58+ePrpp/H000/DaDSitLQUVVVVMJlMiIqKQkxMDHrJYULdgCFDhuDMGftdUFeSPsoJJGVxOysrq8N9nzhxQiiTuN19KSkBjFIuukQP2xjocjcIZcugawF9YE9OEYHJjTcAH3wIlJfb6xZ/wvH7/wXkU+TITO9bFYzMZFi1xjF6XMwr0UJREcdzL3KcOavs4+6FwOOPMGg0DOlpHHv22l/LzvbWyDuH2cwhO2SFq+jSrtEwREZy4fdRUWlF/36ut1ETjlHIBY39UZh0Hxpv/BHQWAndua3QndkC7fltYKYGl30wYz10ueugy10HzjSw9htts0EZPBU8alCrfUkgRW4XFSlXDLSQnc0xaQLZkhDqpbhELCfEe+f3mpbGANivR9nZzq9HgY4cuZ2e1vn3Fx7OMDCZ4/wFe92JLCBjWKe7JAhVsPgTjpJSse7pnzCEhLg+XoKCGO64DXj7Xft5ZOsPwIULHMnJ/j2PLJFE9qgomxgPANFRyvZl5epaWUgQhBLVRW47w2AwoH///hg+fDhGjRqF5OTkbilsA8BVV4lmdrK1SFvI0dVR0lRpamoqIhzOyocPH+5w34cOHWr9W6vVYsyYMR3elggs8qWo7bAw5fKsLtFUA23ebqHKnDrTgzsgiI5jMDAslJZN7tgJrPlOnORhDBhxhffHI0eHV1UpbYKOHed45MdKYVunA158juGJxzTQaGzvKT1dfG85uepaWulMAFXbw0NUpFgOmMhtKC02YltyRoZEwZxxE5rm/RP1P96Fxlveg3HUIljD+7bZH+NWaC8dQNC2vyLswzkI/e8sGDa/Cu2FHYgIEyfY61Usbrdlr9BdrReI7kOR9GgguQ56DDlyu6jYNuHanTAaOc5K11L5fbuLLGRnnQycawZBOCMvn2PpZ2LduLHAlGvb3/bmBeLKLs6BT5b695i4cIFj6zax7o7bWKv1oMGg9N2uqPDR4AiC6DQBIW73JGbMmCFERBw8eLCN1nY454JYrdVqMXSouB5dp9Ph2mvtV6HCwkIcOXKk3b6Li4uFdqNHj0a0R9VOQk3kKfy24dEoHd3ZLWBWu2rItXqYB03xWP8E4S7z5yoF1X+/Id54p6TYIrK8Tb9+QEyMWOcoJqzfwPH0sxyVkjtE7wjgn39jmH2jOMZ0KW1DbS1QIKZQ8CuyJQmgLlsSQOm7XVGhYs9tB4xGjirRncwubjuiM8AycCKM036Nhoc3ouHeb9A88RlYEjLb3YemKg+GQ4sR8tXD+EndBPzjyqdwS9IX6BNc5PS7VQtt2SuQuE2omeZm5fnfW+J2yiBl37JHbaBz7jxgNot1aR1Pd+SUjAzxOnyi4wtlCUJ1cM7xz9e4cJxotcBPn2Ydej7s1Yvh5pvFunUbbCsQ/cUnS8WEsWFhNhHeEWe+2wRBqBsSt1VGQkKCEBW9adMmVHTgbLp9+3bBQzszM9NpdPuNN94olD/99NN2+162bBksDpnKZs2a1e42ROCSf1G82fC433bueqFsSZoABHXPlRhEYBAaynD7reINenOz2Eb2wvYWjDGMlDTFo8c4rFaOd9+34nevcJgk26CBycA7bzKMGql8yIiPtwnfjqhJvJOtIQwG7ybt7AyyX2R5gIjbjlYqLTgVtx1hDNa4dJiufhyNd3+G+sd+QNP1v4d58DRwXXCbm+p5I6b23YT/GfW/WD9zOl6MvgWG7f+E5tJBwGppc1tf09YxUF4OlJV3LwGP6D7IliQAkOAlcVujUSaE27vP5lXbXZDPBQMG2MS4rjBcitwuKAAqq7rPZ0b0LLbvgMKb+s7bgYFu2IrccSuDo1uqxQIs/cw/x0RREcc60R0Tt9ysPO5jJHG7zMk9FUEQ6iJgxe26ujqsW7cO77//PhYvXoydO3fCag2MB872eOqpp1r/bm5uxu9///s229fX1+OVV14R6u69916nbadPn440h0wp3377Lfbt2+e0LQCcO3cO77//fms5Li4Ot99+e5vjIQIb2QIh0UkG7E5jrIf2/HahiixJCDVw681ASIjr1zNH+E5wHSnt69Bh4H9e5vhosbLtVVcCb/2HoX9/5+NjjCFdSnCVo6KkYHKCHrVFbQOBa0siP4gFBbnvZ87D4mAecRuaFvzHZl9y05swjbgD1rD2M9gNDMqGYe/bCP1sEcLemoig1b+A7uTKNpNS+gLOOXLameBp73WC8BeyW2F4uG2C1lvMma1cvbLk08A4B3aEbEmol1c7dYZBg4BgaS7w5Mmu90sQvqa5meO118VjJDYWuP8+9845UVEM8+aKdStX++d+aulnHA4xewgKsonvMrK4HSj3fgTRk1GFuF1RUYFdu3a1/jPJYWkSS5YswZQpU/DTn/4Uf/3rX/Hqq6/ioYcewowZM7Br1y4fjdp7jB8/Htddd11rec2aNXjuuedQ6yRNb15eHh544AGcO3eutW7EiBGKCO0WGGP42c9+1lrmnOOJJ55w+rllZWXh/vvvR7NDCOOTTz6JYPmOjehWKGxJPBi5rT2/Dcxi/z1xpoV58FTP7YAgOklEBFMsSXREjqb2JpnSvoqKgS1ble1uvRn4yx9Zu1Fmsn+oqiK3A0HcjhI/38rKwJhIL5X9tmO6aDGlD4Yl5To0X/8yGh7dgoZFX6J5wlOwJGSCo+1+WVM19NmrEfzdrxD21iSELF0I/Z63oCk5CfjYA764BAq7lj6SVq+mY4QgHJEjt+Pbn2fqEsHBDHfeLh7fLQnhugOKZJLpXZ8o0OkYhkqTyieyusfnRfQslnzKUSim9MJPfsw6NaG28E4GrdZeNhqBz7/07XFRUcGxcrVYN2+u8j4PUFoElpMtCUGoHp2/BwAAH374Id59910AwKBBg7BmzRqXbT/++GP88Y9/dJoQq6CgAI888gjeeOMNwVs6EPnLX/6CO++8s1W0/uabb7Bx40ZMnjwZSUlJMJlMyMnJwe7du4XJgOjoaLz22mvQaFzPW0ydOhWPPPJI62deU1OD+++/H2PGjEFmZiY0Gg2ys7Oxc+dO4XOeP38+7rrrLi+9Y0INGI0cUl5SJA7wXP+6XHEdmCXxKiDESUpqgvADd9zO8OVXXEgkCQB9+wJxcb6L3E4ZZEu+U1fv/HWtBnjmaYZbburYmNLTGAD7uTw7xzax6Ukv/c4iz9lGqFDcjuwtlgPFlkROJhkX58HOGYM1fjis8cNhuuYJsIZyFO3cjtzvtmJC3A5EGGpcb8qt0BYehrbwMLDjX7CGxcEycDIsAyfBnDQeCIn04ECVyGJWr17AlMnAF185tuFAO4I9QfiD4mLx+Schwfv7vHkBsORToP7yNaklIdyLzwf2MWIyKRMzdzWZZAsZw4DDDmmNsihymwgwLhVwfCK5l44aCcyY1rn+4vswzLqBY7WDzPP1t8CihdwnOW0Am5hudMh9rdVCkVS+heho8d6ZPLcJQv2oQtzevHlz64P2bbfd5rJdcXEx/vrXvwKwRx85iq+MMZjNZvzyl7/Ehg0bECFnCAsgevfujffeew9PP/00Tpw4AQCora1tU/hPSUnB22+/jX79+rXb/89+9jM0NTVh8WL7OveDBw+6TGA5e/Zs/OEPf3DzXRCBxqUCZRCdx8RtczN0Z7eIVanXe6hzgug6sTEMs2/k+GaFWO/LqG0A0GoZRozg2LVb+VqvMOB3/8tw1ZUdfxBIkx7Wa2qAoiKbaO9vAsKWRJp/sy1NVb+oU1YmnszlKCRPwkNj0Jw2H8//YR60zIzMqCOYFP8DfnTND9CVtx0GrakvhebEcuhPLAdnGlgTMmEeOAmWgZNhjR8OaLRtbu8uChuCNGBoujQBlO3RXRKEx5BtSbwduQ3YvGhvuZlj8RJ73boNwIP3cyQkqP9c6Irz56HIYdHVZJItDM8QzylZJwGrlUOjCdzPi+hZ/Ps/YrCHVgM8+0zHkki6YtFChjXf2ZM51tfbBO777uniYDtAbS3H8m/Eulk32ER3Z8i2JBS5TRDqx++2JHV1dTh9+nTriXLKlCku23744YcwXp5u45xj2LBheP755/HSSy9h5MiRrUJ3TU2N4BMdqAwYMACfffYZfvazn6F///4u2/Xp0we//OUv8fXXXyMpKalDfWs0Gvz617/GO++8g1GjRrlsl5aWhr/85S/4xz/+gSDHTBBEt0T2246JBsLCPHMjrr2wE8zU0FrmYLAMmeGRvgnCUyy8i0ErXRllD2xf4Mzju38/4K033BO2AaBvglI0VovtQm2tKDSqMnI7UixXVFidrh5TG4rI7faSSXaRlhzWFq7DoYqx+PfJZ1E4/xvUP7wRTTP+F+aUqeC6NoztYY/qDtr1OkKX3omwtybZvLqzvgGrL2tz246isCFIg8KXvrSM/DUJdVIki9vxvrk+qSkhnKeQzwX9+sFjEaQZUlLJ+nql7R9BqJVduzm27xDrbrkZGJzSteMjKZFh6nVi3edfcDQ1ef9csvwboMH+GArGbGK7KxS2JJRQkiBUj98jt7Ozs1sfEnv37o3Bgwe7bLtmzZpWETwzMxNLliyBwWAAACxatAiPPfYYtm3bBs45Vq5ciWeffdb7b8DL6PV6PPbYY3j00Udx7NgxnDt3DqWlpWCMITo6GsOGDcPQoUM73f+UKVMwZcoUXLhwASdOnEBJSQksFgvi4+ORmpqKdPmJj+jW5F8Uy57029blrhfK1v5jwMM8uU6eILpO/34MN9/E8eVyW7l3BDDFDy5XM6YBH3xojyobNRJ45XcMvXu7/2DBGEN6Gsf+A/a67FyO66b4P4IsECO3m5uBxsa2E5CqAYXndqx3v++wMGVdXT0QNaAfzJl3wpx5J2BuhvbiPmjP/QDd2a3QVOe12SdrqoI+ezX02TaTTEufYbAMnAzzwEmw9h0FaPVujZFzrhC00lIZEgcAIcFAY5O9PjsXGH+1W90ThNdRRG7H+2a/toRwHF862PesXA386F5+efl+4HEqR7mKw1PExTHExXLhPHwiCxiY7Ll9EIQ3MBo5/vVv8diIigIevN8zx/k9dzNs2mzvv6radi65/VaPdO+UpiaOLyR/76nX2cR2V0RLkdu1tbbPxmAIzPMdQfQE/C5uX7p0CYDt4bstYfvUqVMovnxHxxjDU0891SpsA7ZI5Oeffx7btm0DABQWFiIvL6/DkcxqhzGGzMxMZMqZxjxEcnIykpPpjqunk58vXvg9ZkliMUF3ZrNQRZYkhFp58gmG/v2BwkKOubMZIiJ8fyPbty/D6/8C1q7nGJjEMH8eoNd3fhzpaRDFbZXYLigTSqrvoSEqUllXWaV+cbtMijLyduR2UBCDQS8uY66rkxrpgmAZOAmWgZNgvO4FsKrz0J3fAe35bdDm7wUzN6EttCUnoS05CcPed8ANvWBJugbmgZNhGTgRPML1CrcWSkuBqiqxLj3dZgU0ZAjHseP2+uxsErcJdWG1cpSUinUJPhK3AZs37dffcFgstnJLQrjHH1XfebsjKFdxePZ9DM8AtvxgL2dlccy5MTA/K6LnsOxz4OIlse7HjzKP3Z+lpTJcczXH7j32uqXLOG6a37X73LZYuVqZSPreu9velzMrt4pK355zCYJwD7+L2xUO7vwxbRhC7tu3r/Xv3r17Y9KkSYo2gwcPRlJSEvLybJFA2dnZ3UbcJghfoIzc9pAlycW9YM3iXYV5CInbhDrR6djlCBL/PoQOz2CXfTu7TpqUVDJHJUklAyGhZEgIYDBASEJUWQn0U4FnuSs45yiTRLBYL4vbgM2apKLSXlaI244wBh41CKaoQTCNvgcwNUF76QC057dBd347NBVn2twXM9ZBd/p76E5/DwCwRg2EOWkCLAMnwjLgKiCol2IbWcwKC7PZ/QA2kVsQtympJKEyKiqVHtG+itwGnCeEW/6NbxPCeQqzmePMabHOk5HbAJCRwbDlB9F3myDUTFExx0eLxUCnK4bbvKk9yb2LGHbvse+npNTm4z93tmf3A9gSxy5dJr6n8dcAqaltn7PCewF6vXjOLS8ncZsg1IzfPbebmuxROqGhoS7bHTp0CIAtgnnixIkuH8hTUlJa/y4pKfHQKAmiZyB7bid5yJZEl7tBKFvirwCPaD/xKUEQnmGo9NBeVQ0Uq+ASWVMjltVoS8IYU1iTVFb5ZSgdpqFBtNgAfCNuh0l6cpvitow+GJaBE2G87nk03L8K9Q9/j6YZL8M8ZAa4wYnniYSm8jwMRz5FyLc/Qdib4xHy2T3Q734DmoLDgNUMoEWwtpOWitYEb3LUplp86QmihaIisazXA9FRztt6i0ULGRwfwRoabAnhAo3zFyCsMgE8L24PzxDLZ84CjY2B7VNOdG9ef4OjudleZsyWRNLTiVBHZjJFsvYln3JYLJ4/PtZtgGLFy72L2n8/NgtYsa6CkkoShKrxu7it0diHYHQMi5JoEbcBYOzYsS7bRUREtP5dX1/fxdERRM+hro4LEXeAh2xJrBZoL0fWtWBOnemBjgmC6Cj9+tkT/rWQowLxrlYSP8MjnLfzN7I1SVWVugUK2W8bAGJdL47zGPJvzC1xW4JH9Ic58w40zf836n+8Cw13fAzjVY/CEjes3W2Z1QztpQMI2vlvhC5biLA3JyJ45TOIy/sc/ULtS5Qcxaz0VLGPkhKgUuXfM6Fe6uo4Vq3mOHjIc78heUKyTxw8Ljq1hz8TwnkSefKqbwI8bkGWngYhQbXVSpNmhHrZt59jy1axbsF8z9v1tCALzBcvijY+nsBi4VjyqXhuGpnpPGm7M2IkcZuSShKEuvG7uB3mkIHIVaT1xYsXUVhY2FoePXq0y/7aEsgJgnDNRcmSRKOxCWJdRVNwEJoG8W6A/LYJwrfYkkqKdXIUqz9QJJRUOkmoAkXkdqXzdmqhTBK3IyJsntjeRv7+5MmLTqPVwzrgShgnPYvGe5ej/tGtaLrhjzClzwYPjmx3c9ZcA13ueiyKeBlrZtyAFdNn4cURv8N18RuBZtuPMCkJCAoSt1PDBBAReBiNHA89yvGn/+N4+lmO5d945lzrr2SSMrJXbUtCuEAiO9t7ySRbCA5mcFhQDMCWVJIg1AbnHK+9Lh4TvSOARx/y3n3D1VfZVk85sngJB+eeuzfd8oPy+bYjUdstKMTtCv/fNxME4Rq/i9v9LqtnnHOcOnUKlpYsJQ5s3mxPRBcSEoL09HSX/dU4rHF2FM4JgmibPOni3zfBM4k9FJYksWngUQO73C9BEO6hFLf9M44WmpvF5a+ATYRVI5G9xbLabUnkyG1fRG0DNg9rR+rrvfMgyHv1gXn4TWie8zfU/3gHGhZ9ieZJz8KceDW4Rt/u9klh+bhj0Ge45sLTCHtjPEKWLkTonn9j7hX7oWP2IAl/HyNEYLJ9J3CpwF5+5z2O5uauHwvFxWIf/vJ+TU1luEZKtrp0GYfJFDjCjyKZZLp3RDzZmiTrZOB8RkTP4ew54Nx5se7RR7ybUJ0xphCaT5+BkGiyK3DOsXiJ0ors6qs63gfZkhBEYOF3cXvYMNvyUsYYGhoasHbtWkWbL7/8srXNmDFjBCsTmfPnz7f+3adPH88OliC6Mfn54g1Aoif8tjlvTfbVAlmSEIR/SEtVegp7MkLGXZxF9arRcxsI/MhtX/htA561JekwTANr/HCYrnoUTbd/iPqf7EbjzW/DOOY+WGIGt785t0BbeBiGPW/iN/1/hG03TsDrVz+G+wb/F3VnsgBu9cGbILoTp06J59W6OiiW+3eGIpVEbgPK6MeWhHCBgNnMcVrKV+uNyG0AyBgmfk5ZFLlNqJBz58RyTIx3kjvKXDtZmd/pYw9Fb+/eA8Vxfu8i5lYi9ZgYsW05idsEoWr8Lm4nJCS0Ctycc/zhD3/A/v37AdgsRl555RVkZ2e3tr/+etd2BtXV1SgosIdKJHpEnSOInkGelEzSE37bmqJj0NQWCnWWIWRJQhD+QF70VFkJlJY6b+sL5GSSgHptSSIjpWX4KvdiLisTx+czcVuK3K7zR+oTfSgsg66F8boX0PijVah/ZAuabngV2frZqGiObnfzEF0jJsVvx8+G/xW/Cr8NYW9ORNCqZ6E7+hlYVR7gxwkhIjBwFvG/YpUnIrfFcny8b/22HfFlQjhPk5cHxaoh2R7BU8iR26VlQEmJ+j8jomdxIU/8TQ5OAbRa759ftFqGRZLN0bHjwJGjXeuXc46PpajtpESbmO4OcuQ2idsEoW50/h4AANx99934zW9+A8YYKisrce+99yIyMhJ1dXUwm81gjIFzjvDwcMyZM8dlPzt27Gj9OygoCKmpXrpTIYhuSL5kS5KY6AlLkvVC2RqZDGssHZcE4Q/697PZRjjmWs7JBfy1yEn22w4NBXQ6/4k1baGI3K7yyzA6TJmU9CjOZ5HbDID9gdInkdvtwMPjYR5+M177ZAF27rQiLSIb4/vsxILhOzFQcwDMYmpze9ZUBX3OWuhzbCsLrRH9YEm8BpbkCbAkXg0e5qMPlwgIOOdOxe0jR4ELFziSkzt/jlNEbvt5geq9ixiOHLUf7y0J4aZP9eOgOoD8/cTHKycwPUViom3Sz3GiL+uk/667BOGMC3liOTnJd/ueOQN4/7+2JM4tLP6EY9TIzh+TR47aRHJH7rmbuS3Yy5ZuZEtCEOrG75HbAHDbbbdh7Nix4Jy3CtmVlZUwmewPHIwxPPnkk+glr3l1YMOGDa1tMzIyoNVqvT52gugOcM6R7+nIbc6hOy2uUTWnzgTcWA5GEITn0GiYIjrNn0klZVsStVqSAEBkpFhWuy2JHJEfG+ub865fbEk6SHYOwKFBds0wfHj6IRwc/gHqn9iDxlvehXHsg7D0GdahfjQ1BdCfWI7gNb9A2NuTEfLRfBi2/BHas5tbk1MSPZeCAte/+xWrO3++ra/nin4TEjrdnUfwRUI4byBf97xlSQLYrrvDpFPLiSx1fz5Ez+PCBbGcnOS7ZzW9nuHuu8T97dnbtfvTxZ+I28bHAzM7sXDYmee22s9vBNGTUUXkNmMMb731Fp555hns3LlTeK3lBHL//ffjvvvuc9lHZWUlNm3a1OqjNGHCBO8NmCC6GeUVQGOjWNdVVx9NWQ40VWIoAPltE4R/SUsDDh22lx1cv3xOrWRLEqFicTsqUixXVQFWK4dGo87JOr9FbqvBlsQJ5eVc4UOeng5AHwLLwEmwDJxkq2ysxPv/sxv9mnfj6rhdSArLV/Qloy3PhbY8Fzj4MTjTwNpnOCxJV8OSeDUs/ccA+lDPvyFCtWTnun5t7VrgsYc5DAb3zxuyJQkA9IlzuxuPYksIB/zmf+1iz+kzwO69wPir29jQzyiSSaZ59zw+PAPYt99ezjrp1d0RhFtYLMoAp+Rk345h7mzgw49t91Yt/OvfHJMmut9XQwPHnr1i3d13sk6tDJTFbZPJtupQrcnPCaKnowpxGwDCw8PxwQcfYPv27di4cWOrd3ZKSgrmzJmDK664os3tV6xYAYPBAIPBAACYOlXla+IIQkXINzUGQ9cfmhSWJOF9YY0f3rVOCYLoEraHeLsQ4Wz5vK+QbUnUHLkt25JYLLboTDU+4FitHOWSuC0vrfUWao3cln/nIcEuVieFRKGq/w347zc3AAD6hhTgvom7cdvo3dDm74amodzJRnYYt0JbfAza4mPAvvfANTpYE0bAkniVzcqk7yhAH+yZN0Wokuxs11F91TXAD9uAGdPd77e4RCxHRwFBQf6fXGtJCOeYt2XxEo7xV/t/bM6wWDhyT4t13ozcBlqSStp/F6eybUkt1WrDRfQsiooAo+TONdDH4nZwMMOdtwNvv2s/To4eA44e63qUdFQUMNe1q22bREcp68rK1XnvRxCEisTtFiZNmoRJkya5vd2PfvQj/OhHP/LCiAii+6Pw2x6ALkckaiVx25x6PVmSEISfGSo9xJdXAGXlHLExvj82a2rFhxY1i9uRvZV1efnAFSqcr6uqsonvjsT6KMIzUMTt1FTXybLSU+1CVGFjP3x84hbM+/VtAOfQlOVCm78L2rzd0ObvBTM1tLlfZjVDW3AI2oJDwJ63wbV6WPuOgjnxalgSr4I1YSSgM3jiLRIqob0JwxWrOGZMd/98q/Dbjne7C6+g1TLcczfw6p9FUerIUY6Rmeq758vLB5qaxDrvi9tiubkZOHvOe0ksCcIdZL/t8HClFZsvuHkBsORTMS+MJ7jjNtbpiUCDgSEiggsJ0CsqgJRBHhocQRAeRRWe2wRB+Jf8fFFk6qolCas4B225GBpDliQE4X8GDLAlbnTEX9YkcuS2mm1JgoKYIsHS7j3q9F0slew3tBqlrYq3kMXthgZbJLm/yZG8O9PaELNkoauwEKip4QBjsMalwTTmR2i66U3UP7EbDXd9iuYJT8HSfxy4Vt/uOJjFBO3FfQja9TpCP78PYW9cjeAvH4R+z9vQFBwC2kluSagbZ8kkp14nlg8eAvIvun9MFBcrPWTVwszrleP5eIn/j3tnyN9PnzggKsq7InxkJEP/fmJdVpZXd0kQHea85Lc9MBmtNq++pFcvhkULPbvf2FibaN4VnPluEwShTlQXuU0QhO9RRG53UdyWE0law2Jh7Te6a50SBNFlbEklOQ4fsddl5wAT/ZCmoiaAbEkAYMIEhgt5dsFm5y7g4Qf9OCAXyN7S0dGuo5Q9jSxuc26LwvL3d+uOx+6gQYBBLy7TzskFxo2VGmr1sPYbDWu/0TBd8wRgaoK28BC0+Xugzd8LTdExMKu5zXExcxN0ebugy9sFAOD6UFj6jYZlwJWwDLgS1oQrAC1FdgcKhUXKSbtHHmI4eJCj2iHyb+Vqjicec++YlG1J1CRu63QMd98J/OM1+/mxJSGct/2s3UW2jfF21HYLwzOASwX28oksjpsWqOuzIXomjvc1ABQT+b7knruBkBCGAwc5zG1fPtulTx9b1HavXl07zmKigfPn7WU5pwlBEOqBxG2CIBSe20kDunYjIPttW4bMABgtFCEINZCWCknc5gB8/5Ct9NxW94P+xPEMS5fZHwJzcoHSUo64OHWNW47cjvVRMkkACO+lrPO3uF1ZyVFSKta1JWjpdAyDB3OcPGWvy85xIm7L6INhSRoPS9J4W9lYD+2lg3axu+QEGLe22QUzNUB3YQd0F3YAALguGJa+o2BJbBG7MwFdUDsDIfxFjjSJEhFhs3mbNQv47HN7/ZrvgEce5NDrO37uKCoSywnx6jrvzJ0DfLgYqKy01y3+hOMPL6trnIqJrnTfjC8jg2H99/brByWVJNRCnmRLkpTkv2NWo2G4/Vbg9lvVc96IUURu++eemSCI9iFxmyB6OGYzF6JJgK5FbrPqS9AWnxD3MeT6zndIEIRHUUtSyUBKKAkAI64AIsKZ4BW+czewYJ4fB+WE8nIxCsuX4nZICKDRAFYHDbe2Dkjw3RAUnJJ+38HB7UempaVCErc78TBrCINl0GRYBk22lZtrob20H9r8vdDm7YGm9BQY2rZuYOYm6PJ3Q5e/GwDAtQZY+45sjey29B0J6EPcGxfhNbJzlFHBjDHMnwN89rn9taoqYPsOpWVJWygit/t0epheISiI4Y7bxIRwW38ALlzgSE5WhxBktXLk5op1vorcln23L+QBtbVc9ZO6RPeGc+7UloSwEyMl5CZbEoJQLxRKSRABRmMjx6YtHKeyPeNnWFQExdKvxAGd70+2JOHBvWEZcGXnOyQIwqOkp4vlsjKlIOoLAs2WRKdjmDhR9FXeuUt9vrKlUpSyL8VtxhjCwsQ6fyeVlD3lU4e0b9MiR3N6xJc+KByWlKkwTnkOjfcuR/2Pd6Jx3mswjroHlpiOZZZjFiO0F/fBsPsNhHz5AML+czVCli2CYfs/ob2wA2gnwSXhXZT2N7b/k5MZRmaKr61Y1fFzh9nMFXZDCf6cMXLBzQsgHP+cA58sVc85Mj8faJSSSfoqqWPqEJvdkYGCwrIAAQAASURBVCOOE2gE4Q8qK5WBBv60JVEj0dHi/UA5idsEoVpUGbl98eJFrF69GocOHcKZM2dQU1OD2tpacN7xGyTGGLIoWwfRzTCZOB54mOPiJYAx4Fc/B+bN7VrUh+y3HREB9O7d+T51uaK4bR48HehAoi2CIHxD4gAgJFh8yM/JBcbHuN7GGwRSQskWrrvWgO/WGlvL+w8Azc0cQUHqib6T/SDjYn07tl5h4ndbX+/T3SvIyZWSSXZAzJKjOS8VeCHKMiQSltTrYUm9vLKpoQLai/uhvbjP9q+sfUWdWU3QFhyEtuAgsPdtcI0O1j4ZsPQfB8uAsbD0GwOERHpuzIRLOOeKSRBHv+n5cxmOHLX/FvftBwoKOfr1bf83VVYmroYA1Be5DdgSwt1yM8fiJfa6dRuABx/gqrBRkScfYmOBmBjfjEuvZ0hN5Tjh8GiadRK4imI/CD9yQbIkMejVOXHmT2RbEhK3CUK9qErcrqmpwcsvv4y1a9fCevkuzh1BmyC6O3v2ARcv2f7mHPjX6xxXXQXE9+n8zbnst92VqG1WVwJNwSGhzpxKliQEoSa0WttD9tFj9rrsHGD8Nb4bA+cctTVindojtwFg0iS9YLvR3AwcOAhMGO/fcTmi8Nz28aSFnFSy1t+R224kk2whZRCg1wMmh6SSuaeBMd7MixwaDUvaTFjSZtrKjVXQXjoA7cW90F7cB01JB2xMrGZoi45CW3QUOPABAMASkwrrgLE2wbv/WPBwUi68QXExhKSRgLhK5ropwD9eE1cyrFzN8djD7f8ei4rFcnCwLRBBjdxxK8PnX3A0N9vKFguw7DOOnz6tBnHbP8kkWxieAUHctk28+f9zIXouFyRLksQk3yWgDhRkW5JySihJEKpFNbYk+fn5uOmmm7BmzRpYLBbhNcZY6z+5LL9GEN2ZYukBp6kJeP2Nrk0A5V0Ut++K37b29PfCwzc3hMGSNKHzHRIE4RXSpIf6bA/ZHHWUxkbAIkUiqlWscSSytwajR4lxAWqzJimXxO24ON/uXxa3/WlLUlXFFddN2ZbHGXo9Q8ogse6UJ6xJ3CEkEpYh02G87gU03rMc9U/sRuNNb8A49kFY4keAdzBJs7Y8F/ojyxC85hcIe3cqQt+/HkFrn4fu2BdgFedsM+VEl8mWvJzDw4G+DvMIQUEMs24Q26z5zmY50h7ybzghHqp97omKYpg3V6xbscqW2NXfdGaiy5MkJYr7k61mCMLXXMgTj0uyJFESLUVu19YCRqP/z2cEQShRReS20WjEU089hYKCgtabNc45+vXrh+joaBw/fhyA7UbuyiuvRH19PUpKSlB2+a6gZZuoqCgMGTLEP2+CIHxATY2ybvMWYP8BjnFjO3eTrozc9qAlyaDrAJ2h0/0RBOEd/J1UUvbbBoDwXso6NTLlWgMOHLQnKti5y3bPogaxyWjkqKoW6+SoI2/TS/Lc9qctify7Nhg6/vCeliZu36mkkp4kOAKWlKmwpEy1lZvrbJYkl21MNMUnwKzmtvsAoKm+CE31ReizvgUAWENjYO0/Fpb+Y2EZMA7W2HRAo/XmO+mWyBOEaalKAXr+HIYvv7K3Ky+3nT+undx233Lkdh8VWpI4svBOhq+/4WiJVTIagc+/5HjsEf8dP1YrR440ASFP8nobOf+BbCFFEL5GtiUhcVuJbEsCABWVtklGgiDUhSrE7S+//BKnTp1qvQkcNmwY/vCHP2D48OG4ePEiZsyY0dp28eLFrX/n5+dj+fLlWLJkCWpra1FdXY1x48bhmWee8fl7IAhfUF3jfKb4n69xfPi+LeGZu8ie252O3G6shPbiPqHKnDqzk50RBOFN5OXYJaW2yLqoKN+ID7IliUYDRSJCtTLlWj3+/k97uaQUOH3GljDM3zhbLhvnw4SSgDNbEv+JwrK4PWRwx6+T6WkMK/04AdQuQb1gGXQtLIOutZWN9dAWHoH20gFoLu6HtvAImKW53W40DeXQ5K6HLnc9gMsrrvqOgqX/GFj7jYGlbyagD/XmO+kWKKKCnawQSElhuGI4x/ET9roVqziundz2b7K4RLz3U7snbnwfhlk3cKxeY69b/g1w910e9q13g4uXgAYp3+pQH4vb8kRjRYVNdNdo/D8xSvRMzku2JAOT6bcoEx6utCkrLydxmyDUiCpsST7++GMwxsA5R2JiIj7++GMMHz4cQNvL7hITE/HMM8/gm2++QUZGBqxWK9566y387W9/89XQCcKn1FQ7rz9/AfjiK/f7a2riKCkR6zrrua07swmM2y2FuC4YlkGTOtcZQRBeJTkJCAoS63wp3sk+zL16IWAe8AenaNGvr1i3Y6d/xiIjRwIGBSnFZm8j76/ej7YkObLHbgcsSVqQha+LF4H6ehUvRTaEwZI8AcYJT6Hpjo9Q/+ReNNz1KZon/xzmQVPAgzrm+8OM9dBd2IGgnf9GyJcPIOz1qxDyye0wbH4V2px1YHUl7XfSw+Ccd9jyYr6UBHzPXqCouO3fVVGRWO5KnhVfsWghg+MjXH098PW3/huP/P3ERAOxPk62K+c/MJuVPu0E4SsaGpTPgEkUua2AMaawJqmgpJIEoUr8Lm4XFxfj/PnzAGwnj5///OcIdzOrVP/+/fHee++hf//+4Jzjvffew969e70wWoLwL23dBH/wIUdZuXsP3i3JKR3ptLh9OeqrBcvAyRTtRRAqRatlikhjX4rbssVSoFiSALZ7lYkTRFFELb7bcjLJuFjfe/OqyXO7Kx67KSmAVnLnkG0NVI3WAGu/0TBd+TCabn4L9U/sQsO936B52q9hSpsFa1jHzNgZt0BbfByGQ4sRsuqnCHtnis23+7vnoDv6GTRluQC3GeibTBzbd3AcPsJhsajjmPAFJaVAVZVY5yoqeOp14ioVzoHVa9r+rGQBKhAiBpMSGaZeJ9Z9/gVHU5N/fheybYyvk0kCQFQUIJ+OKTkd4S/yJFtKxoCkLuRd6s7I1iTlJG4ThCrxu7h99OhRALaoh7CwMMGCxB2io6Pxq1/9qrX83nvveWR8BKEmnHlut9DYCLz5lnsPDbLfdp8+QHBwJ4SQ5lpoL+wSqsiShCDUjfxwn53jO9GhVvLcDoRkko5MGC+eJ0+eAioq/C/myQnKZI9XX9Crl/jZyFH6vqK6mqNQinh1R9AyGJRJJVVnTeIOTANrXDpMoxahee4/0PDoVtQ/uA5NN7wK0/BbYI3seMiepvoi9CdXIPj7/0Xox/MR9sYEBC1/DBtefgef/20ffv5sI+68m+OTpRzV1f4/LrxNjvS76BUG9OvnvG1ICMPM68W61WtcJ5bknCs8t+MDQNwGgHvvFs8FVdXAytX+GUtHbGO8jU7HEBkp1pG4TfiLC5IlSUKCLfEtoUQhbrsZTEYQhG/wu+d2+eWrOmMMQ4cOhVYOk5EwGo0wGJwnqLv++uvRu3dvVFdXY+fOnaiqqkKkfBdBEAGMHLkdHw8UOzz0rNsAzJ/HMTKzYzcnCr/tzkZtn90CZrWbkXGNHuaUKZ3rjCAInyAnlZQFGm8iC55uLtjyO6NGAiEhtklFwBZ9uXsPMPtG/46rrEx84PKHuC17p/sroaQcZW3QA4MGutdHehqQe9pe9ntSSU/CGHhkEsyRSTAPv9lWVV8KzaVD0BYcgPbSIWhKsgS7MZddNVdDf/4H3BH9A+6YBJisOpyqHoYj20fhP2tGIWL4KMy4qS+GDu0mn52EPDGYltb2ion5c2wJF1soKbXZk0ycoGxbUwM0NYl1gRC5DQCpqQzjr+HYtdtet3QZx03zAb3ed7+F0lLR5xwA0lL981uMjQEqK+1lSipJ+IsLeeJ5a2CynwYSAJAtCUEEBn6P3K5xCEWNdfIUJgvZzc2uk+NoNBpcccUVAACLxYIjR454aJQEoQ5kz+0nf8zQSxIS/v4v7jICSCYvX2zX2WSSutwNQtmSPB4ICjC1iiB6GHLkWlExfBZlWSMlxw00cdtgYLjqSrFODdYkisjtGOftvIlsMeMvW5JT2WJ5sBvJJFtITxfbZ2e7aNhN4GFxsKTNhPG6F9C46HPUP7kXjbd9iOYJT8OcPAnc0DH/IL3GjBFRx3DP4MV4dfTP8bxhOvp/OQ3HXn4Wpz/9GJb8o4DF1H5HAYLS/qbt9qmpDMOGinUrVjk/f8hR2xqNfyatOss9UvR2SSmw/nvfjmHZF1xIBmfQA5kjfDuGFuSkkhS5TfiLC3liOZn8tl0SEyOex8iWhCDUid8jtzUau76u1+sVr4dJIUClpaVtenJHRUW1/l0im9QRRABjNnPUSRFwycnAww8x/PM1+0PRmTPAtyuAW29pv0/ZliRpQCciWUwN0J7fJo6VLEkIQvUkJwEGA2A02uuyc6AQbb2BbEsSaOI2YLMm2fqD/dy7Zx9gNHIYDP6LTlV4bsf5fixq8dzOye26x668Tf5FWxKu0NDuGYGsQB8KS9LVsCRdDRMAWC3QlOdCc+kgtJcOQltwEJrawg511Te0CH2xFihaC3wBmBAMc9xwaAeOhqXfaFj6jgJCo9vtR21wzhWTHh3xdp8/l+HkKftvdNduW4SxfMwWS+J2bKz7kzT+ZGQmw8hMjiNH7XVLPuWYNdOW+8HbVFdzfLtCrJs9G+jd23+R247YVtsEzvdJdB+U4jb9Dl0hR26TuE0Q6sTvkdu9HJ6C6pw8AYWGhgrR2/myGifR5LB2r9Jx3RdBBDiyGAQAvSOAm+bbItIcefd9jsrK9qMIFbYknYjc1p7bDma2H3ecaWEePM39jgiC8Ck6HcMQ6dzhK0/hmm4gbo+/WkwO1tgIQcDxB/ISd39Ebsu2JHX1NgHQ13QlmWQLg1MArcOdMueiTUmPQ6OFNW4ozKPuRvOcv6LhkU2of2QTDqb8FUvP3o1T1UNh4R17tNCjCSGlB2DY9x5Cvv0Jer01EaEf3ADDd8/Bsvcj8MITgNXs5TfUdcrKgArpcSOtAxMp06fZrI1asFqB1d8p2yn8tvu4P0Z/c+8i8djLzwe2bnPR2MN8uZwLti5aDXD3Xf4T8RSR2ySSEX7AbOa4KD0DJpMtiUtkz22yJSEIdeJ3cTvRQU0rLS112iYlJaX170OHDrXZX1ZWVuvfQUFBXRwdQaiHqmplXUSETaD62TPijXpdPfDWu22LCdXVXJGgsjOe27rc9ULZMuBKICTKRWuCINSEbE2Sne0bEVKRUDI88CKGoqOV1gI7/GhNwjlHmXQb5Q/7AtmWxGwG2nCU8wo1tRwFBWJdZxLIBQUxDJSTSnZzaxJ34eF9seTIjfjz8Zdw19avMHnNbvxfyftonvAUGvtPQhPreLZYTVUe9FnfwrryOZjfmI7Q169C8Oc/gmHb36E9swmsvqz9TnxMtuTtHhoKDOjf/nahoQzXzxDrVq3msFjEc0hxiVhOSOjMKP3L1VcBaali3eIl3OuTXg0NHF98JdbNmAH06+tPcVuyNyBbEsIPFBTYrs2OkC2Ja+RJqYoK/0zaEwTRNn4XtwdfDjnlnOPMmTNO22RkZLS2WbVqFaxWq9N227ZtQ4HD00w/V6nKCSIAkYXo0FB7Qp6RmQwzpYek1WuAE1muL7xy1LZW24mHJrMRunNbxKrU693shCAIfyFHs8pCjbfoDpHbgM2axJEdO/33wNPQADRKief8IW7LtiQAFJZa3kZOjqrvRDLJFmRrEjl5YE+nsZFj5y57ucEShr4TxsN0zROw3PkuzD/dhZpFK3A0+XfYVn8LztamuO5MgpkaoLu4F4Z97yLk258g7O3JCH3/egSt/gX0BxdDU3gUsBjb78iLyBOCaamARtMx8XT+HLFdUTGwb7/YRrYlCcTIbcaYIno79zSwe6939/vNCqUtkuwB7muUtiT+GQfRs5EtSSIj/WfVEwjItiQmk/MV1QRB+Be/i9sJCQno27cvAJuliGPkdQszZ9r8exljuHTpEn73u98pBO7Tp0/jpZdeas1OzhjD2LFjvTx6gvAd1VLkdm8pGOqJHzNhiSsA/P2fyiigFmSHn/793Pdx1ObtBDPaVQsOBsuQGW1sQRCEmpCFu8JCZbJHb6CM3Pb6Lr3CxPFiubBQ+dDoK2S/bUAdtiSA7323c6RJmpRB9slgd1FMAPnIuidQ2LkLCtuH6651aMA00MSnIuXW2zH6N6+g/ker8Be2Az879CbezXkUe0qvRoM5RNGvKzTVF6HPXo2gLa8idOmdCHv9SoQsXQjDlj9Bl/0dWE2BzT/GRyjsb9xYIZCeroxolhNLyuJ2QnxgClDXTgaSJOu7xUu89z01N3N89rnY/+RJwKCB/v38nNmSUAQo4WvOXxDLA8mSpE2inSxIJkshglAffk8oCQDXXHMNvv76awDA1q1bWyO1W5g4cSIGDBiAS5cugXOOzz77DDt37sTkyZPRq1cvnDt3Dps3b4bZbAbnHIwxTJs2DdHyNBtBBDBy5HaEJG7HxjA8eD/wnzftN8nZOcCqNcCCecr+8i6KN9Od8dvW5W4QytZ+o8F7BWBYEUH0UAYNBAx6wGiy12XnAFeO8+5+u0NCSQAYMgSIixWF5R07/fOgKEcARkTYbDV8jU7HEBLMhShyX4vbcjRtZyxJWreVJoAu5NmilUNCAlNk9DQbN4uf9dixQGSk689m0ECGJ56NRn39FKxdPwWvfs1xcbcZQ8JzMTL6sO1f1GEMCLvosg9HmMUIbeFhaAsPt9ZZw+Jg7TsSloRMWBMyYUm4AjA4mXXxAF3xdmeMYd5c4G//sH+GO3YCZeUcsZftKxSR2/GdHqpf0WoZ7rkbePXP9vd69Bhw5CjHyEzPH0vfrVWKT3L0uD+QV9OYTLb7+969/TMeomdyIU88b5MlSdsYDAwREaKdZ3l551eEEQThHfweuQ3YI7M55/jmm28Ur+v1ejz//POtwjXnHHl5efj000/xzjvvYMOGDTCZ7E/moaGh+MUvfuGr4ROET6iWxG1nN8K336oUVd5+l6O6WhkVIkduyxE17WIxQXdmo1BFliQEEVjodEyRkNbbkakWC1eInfJkXaDAGMMEKXp7p598t+XI7Tg/WJK0ECZZk/hc3PZAMskWhgwGNJRU0in19Ry7d4t106Z27LMOC2O49WaGJR8x/P1vesSPHIYv8xbipYN/xtyN6zB17Q94es/reC/nUZwyXg2rPrTD49LUl0J3+nsEbf87Qr683xbd/dE8BK17Cbqjn0FTkgVYTO131A5l5VzhmZye6rytK66fDgQH28sWi02YBWzRx3KyykAVtwFg5vXK8X/shehts5njk6Viv+PGAhnD/C9uO40AJd9twsfIK8ySk/x/bKgdOWaSkkoShPpQhbg9adIk3HPPPVi0aBEmTZqEoqIiRZsZM2bg+eefF2xHHGkRvUNDQ/Gvf/0LAwcO9MXQCcJnVEtWAc7EIJ2O4adPi8dGTQ3w7vtOxG0pKCox0U1Lkov7wJpErxTzEBK3CSLQ8LWncL0T/2U5CWEgMXGCeO48dtw31i4ycuS2vPzdl8i+274Ut+vqOC5eEuvk37g7BAczxaQxWZPY2L5DXPWh09nsJ9yBMYaxYxhe/b0GXyyzCd4AUGmMwQ/FU/H6qWdw19oPcMfB3bhw4zdomvEyTMNvgSVmcDs9O+wDHNry09CfWI7g7/8XoUtuRdh/rkLIskUwbP0zdNlrwKovum1nInu7h4S4vwquVy+G6dPEupWrOaxWjpJSZftA9NxuQadjuPtO8Xy5Z6/nrzkbNwGF0qPkffeoQ7zT6xkipeAUsjcgfAnnHBckW5JksiVplxhJ3C6jSSmCUB2qsCXR6/X49a9/3W67+++/H6NHj8brr7+O3bt3K6K1Z8yYgaeeegqJnfFXIAiVUyN5bss3xy2MG8sw9TqOzVvsdd+uBObN5a3Ra1Yrx0VZ3B7g3nh0p0VLEkv8cPDe/d3rhCAIv2M7L9jFBVmw8TSyxRIQuLYkADB2DBAUBDQ328pWqy1Rmpzk19uUlYkCUVycb/fviDxZ4UtxW/bb1ulsnttdIT0NOHvOXraJceoQy/yJbEly1TggIrzzn0t8H4af/ZRhzJhg/PblepjN9tdOn9PiRy+k4o9/SMOIG+6wVTbVQFt8DJrCI9Be/idPuruCmZugLTgIbcHB1jprSDSsCSNg6XvZziT+CiAk0mUf8iSHO8kkHZk3h2H1GvtnWVAAHDiobNerly3iPZCZMxv478dAVZW9bvEnHH942TPvy2rlWPyp+LscngGMHuWR7j1CTCxQ5fAzpaSShC8pK7MloHaEbEnaRxa3KyroPoAg1IYqxG13GDlyJN599100NjaioKAANTU1iIiIQFJSEvR6vb+HRxBeQ7YliYhwfUF98gmGXbt5a5Inzm3JJd983fbgVVpmF2JacGtOiFuhPf29UGVOnelGBwRBqAXZj/hSAVBbyxHeBZGqLWoloVOvF5flBxpBQQxjx3Ds3GWv27mLY+YM3z70yFFE/kgm2YKcVLLOSbS+t5AFx5RBNr/MrpCezvDdOod8Ftld6q5bUFPLsXefWDdtmmd+8zfND0biAC2e+mmNkEy7qgp4+lmOF34FzLyeAcERsCRPhCV5IkwAwDlY1QVoCw9DU3gM2qKj0JRmg1k7ZkGiaayA5txW6M5tba2z9k6CJeEKm+gdfwWs8RnAZYsUOeK4sysEhmcAg1OAM2ftdStWcVx9lfh5JgSwJUkLwcEMd95us8xrYesPwIULHMnJXf/9bN8BnD8v1t17D1Os+PUnMdHAmTP2MkWAEr5EtiQJDgb6BPCKEF9BtiQEoX4CTtxuISQkBINlo1CC6MbI0Y692/Coje/D8KN7xYeHE1nA2nXA7BuBPOnGJiREOSPdFpqCQ9DUi6Em5LdNEIHJoIE2gdlhMRRycm0Ryd5AkUyyl9JqLNCYMJ4JXtu799h8X3U6372vUsnCIC7Wf5+p0pbEdxFOnhIc2+rjQh7Q1MQRHBzYv9uusG07hMhqgx6YPNFz/Y8do8e7b2nwqxesglhpMgG/e4Xj/AWOhx9kYqQ0Y+BRA2GOGghk3GSrMzdDU3IS2qJj0BQdtQneVdJNUBtoqvOgqc4DstcAADjTwBo9GNaEEUitGo6K3lcgpyYNZm7otLd7S2LJf75m/+1u2w707i3+lgPZb9uRmxcASz61W1RxDnyyjOPF57p2PHHOsfgT8TMbnAJMuKZL3XoceeKxvJwiQAnfIVuSJCV1bsVJTyMmRlzlSHZCRKBitXIcPWZbNTs4pXsd+wErbhNET0MRud1OZvU7bwdWr4HgPfrmOxyTJznz23ZPXNLlrhfKlphU8KgurvsmCMIv6PUMKYO4EPGaneM9cVueqAvUZJKOyOJJXZ3Ne9uXS+EVkdt+TCipELf9GLndlWSSLbQklbRabWWrFTh9BrhieJe7Dlg2bhJFxKuv9rxlRv9+DG+9zvDb33Hs2Su+9vESIC+f49cvoO1JBl0QrP1GwdpvlL2usRLaouOtYre28ChYU1WHxsS4FdryXGjLc/HM4OXAYMBo0SOnJh19G0ZAd2IErPFXwBqdAmi0HX6vM68H3ngLMBptZbMZWLNGbNMdIrcBm8/4LTdzLF5ir1u3Hnjwfo6E+M7/hvYfAE6eEuvuWcRUJ9zFSOdmitwmfMmFPPHcTZYkHUMOAiNxmwhEOOd4/iX7atOnfgLcebu6rpFdQRUJJQmCaB/Zc7utyG3Atgz7GSm5ZGUl8P6HHPn54o2NW37b3ApdruS3TVHbBBHQyNYk3kwqKduSBLLfdgt9+jCkpYp1jpHc3sZq5ShXk7gt25L4yHO7vp4jP1+sk3/bnSEkhCFJEgB6sjVJVRXHgQNi3fSp3nk46tWL4c+vMtx2q/K1LVuBnzzNUVrq5rEWEgXLoMkwjf8Jmm5+G/U/3on6B9ejafZfYRxzHyx9R4FrDR3uzqA14Yqo44g5uxTB615E6MfzbQkrP7sXhq1/ge7UarDK8wC3uuwjIpxh6nVinVFyU4nvgvCrNu64lSEoyF62WIBln3XtnClHbffvB0yd0qUuvUJstPg9yudugvAmsi1JclL3Oa94EzlJN9mSEIHIocMQbBQ/Xeq7ZxVfQJHbBBEAcM6deG63v934qxkmT+TYtsNet/xroL+U9zHJDb9tzaWD0NQWCnXkt00QgY2cVFKOfvUkcuS2nHwwUJkwXkxmuHMX8JMf+2bfVVU2ccgR/0Zui78nX4nbcjJJrbbrySRbSE8TvXx7clLJLT8AFgedNijI9vv3Fjodw0+fYkhO4vjnv7iw7+wc4JEfc/z51S5E6TMGHpkIc2QiMHSOrc5igqY8F5qi4zZLk+Lj0JTlgnFL2321dGlqgPbSfmgv7W+t44ZesMQPh7XPcFgThsPSZzh4ZBJweeXc/LkM69a7ftDsLrYkABAVxTBvLseXX9nrVqwCfnQvR1SU+9/j8RMcBw+JdXcvZD61huoo8rmZIrcJX3JesiUZmOyfcQQasud2TQ1gNPIu5/QgCF8ir7orrwAaGzlCQrrH75jEbYIIABoalMJFe5HbLTz1JMOefbx1qavVCkVkW+KAjp/Q9KdWCWVLzBBYYz1gakoQhN9Il6KOL160+STbRErPUlsr3liFdwNbEsDmu/3hx/b3diEPuHiRY4Ab59fOUiqmQIBWA0RFen23LpEjt+t9ZEsii9uDBtoSfnqC9DRReMzObaNxN2fTZvEYnjAeCA31/u/85gUMA/oDv/ktF6xuysqAJ57i+J+XgCnXemgcWj2sfTJg7ZMBc+YdtjpTIzSlp6AtOoaj644hznQcA3ud73CXzFgHXf4eIH9Pax0PioClTwas8cMxpk8Grk4djj25A+Bs4iS+myV9W3gnw9ff8Nb7W6MR+PxLjscecf87XPKp+JuMiQFuvMETo/Q8cgRoebktiCXQc08Q6qeuTrnKS16VRDjHWW6qisruYxdFdH/MZo6tPyjry8uBAe6s4lcxqhS38/PzsXv3bpw8eRLl5eWoq6uDydSxTOctMMbw0UcfeWmEBOFb5KhtAOjdjud2C/36MtxzN/DBh66jgRI7GrltMUKXs1aoMg+d2xp1RBBEYJKSAuh0YoK4nFxgzGjP76s72pIAwNB0ICrKZv/Uws7dwB23eX/fZZK4HR0NaLXqSSgpf+feIjtbSibpAUuS1r6kOdzz54DmZu4x8TxQKC/nOHxErPOWJYkzrhzH8PYbwK9e4LhUYK9vbgZe+h+ORx8G7l3kpSS1+hBY+42Gtd9ovPQnK0pKgHBdDYZFZuHJm44jI+K4LcJbWt3WFqy5Brr83UD+bgDA28OA6sEROFk9HFlVGThZNRxZ1Rm41DAACQnd67cW34dh1g0cqx28xZd/A9x9F0d4eMff65mzHNt3iHUL72SqjaiURTKj0XaOjOgm10JCvciWJFoNMKC/87aESHi4Mvl6eTmJ20TgcPAQUFWtrC+vIHHbK+Tk5OCPf/wj9uzZA8477/9Cs99Ed0P229bpgJCQjm+/aCHw3VqgsMj56x313NZe2AnWJA7G3LKElyCIgMVgsCWVdIx8zc7xjritSCjphoihZjQahvHXcKz5zl63YyfHHbf5PnLbn5YkgJOEkr4St72QTLKF1CG2edyW21PL5aSSwzM8touAYMtWe2JNwHYvMv4a1+29QXIywztv2sRsWWh/5z2OC3nAc7+A18TNyiqOkhLb37XmCOwtuwaYMB5NKbb9sfoyaIqP2ZJWFp+w/Wsoa6NHkd6GGlwTtwvXxNmNMWtMEQjdNMxmaRKfAUufDPCoZIAFdvqkRXcxrPmOtx5X9fXA198C993T8T7kqO2ICGD+XA8O0sPIkduATSQjcZvwNhckS5K+/bx3nuxuMMYQHc1RXGyvI99tIpDYuNm5vioHyAQyqhG3V61ahRdeeAFms7lV2CaBmiBsyJHbvSPcOz6CghiefhJ44dfKk1p0FDpsPaA7tVooW/qOAu/dTab6CKKHk54m2jrk5HrHU7i2Vix3l8htAJg43ibUtHD4iC3JYViYd+9nysvFc7vaxO16H4jbDQ0ceXIySQ86ZoWGMiQlciHyLTun54nb8sPRpImes35xh969Gf7xV+Bv/+BYtUZ8bd16oKCA49Xfo1P+ze2RI02iBAWJS/t5WCwsKVNhSZl6uYKD1ZVAU3wc2uITtuju4hPQNHZcGYnQ19jsTBwtTfShsPYZdtnWxGahYo1OATSqebxrl6QkhuumcGzeYq/7/AuOO24DgoPb/+4uXeLYuEmsu/1W5hObnM5iMDBERHBhore83GajRBDe5EKeeP4mv233iImGIG6Xk7hNBAgmk3NLEqB7JTVWxd3P0aNH8fzzz8N8eT00Ywyc8y5FbxNEd6IzySRlJk0Errka2L1HrO+wJYmpAbrTG4Uq81AVh8YQBOEW6WkMK1c7eApne2c/3VncvnKcuGzVYgH27gOmXufd/ZaWimW1iduNTTavP28md8s9bY+qBmzLrYcM9uw+0tMgids9K6lkSQnH0WNi3fRp/nv/ej3Dc78EkpOBN97iwvd/7Djw1E853n0LHk+UJK8QSB2Ctn/bjIGHx8MSHg/LkOm2Os7B6opsCStLTkBTdALakhNgjZWu+5G7NTVAe+kAtJcOtNZxXTCscek2wbtF9I4ZAmgN7rxFn3LvIobNW+xfXlU1sHI1cPut7W/7yTKuWElw681eGKSHiY0RVzFRUknCF8i2JMnkt+0WsqWQLbCg59wDEIHLvv2uV1GWVXSf37EqxO2//OUvMJvNraJ2aGgo7rzzTkydOhWDBw9GREQEdDpVDJUg/IK8jL+jftuOMMbwzFPAgYNc8AvrqCWJ7sxmMHNja5kzLcxpKs3WQxCE26RJUa75F23RsJ6OgJPF7e60FDs0lGH0KI69++x1O3dxTL3OuzeNsjASF+vfm1RZ3AZsdgOduXZ1FFlwHDjQ8xHF6ekM67+3i3ByBG93Z/NWsdwrDLhqnH/G0gJjDAvvtE3Uv/x7jkb7bQrOXwBWrgLuuN2z+7RNatjp1AoBxsDD+8IS3heW1OttdZyD1RZAU3QCK987jgGaE8iIPIFIgxOTTFfdmpugLTwCbaHdr4Vr9bDGDIE1bhisfTJg6TMM1rh0wBDWRk++Iy2V4ZqruRB8sXQZx03zbRMYrigt5fhOTAODmxcAERHqf0iPiQHOnrOXu1PkHKFelOK2+o8VNREtidtkS0IECq4sSQCgnGxJPEdxcTH279/fKmwnJyfjww8/RN++ff09NIJQDdXVSj/BzpA4gGHhnRwfL7HXjR/fUUuSVULZkjQePMzP4YEEQXiMwSmAVmuLNgZsUbA5ucCokZ7dT003jtwGgAnjGfbus5+zd+0BLBbu1QSPCs9tJ56uvqSXE82srs7b4rYHBMd2SEsVy2d7WFLJjZvEz/jayerxa500geHN14HnXhQ9UVes5rj9Ns9aHcqrWtI85e3OGHhEf1gi+sM48Xo88Q8OgCMhpBC/f+wkRsZlQVOSBU1xllse3sxigrbkJLQlJ4ETywEAHAw8Kvmy0G0Tva19hoKH+ufkce8iht177L+vklJg3QZg7mzX2yz7QgzWMOiBO25Xx++xPWTf7bKy7hM5R6gTk4mj4JJYl0y2JG4RE8MA2M9TJG4TgUBzM8e27a5f704rh/wubh84YFtK15IE8q9//SsJ2wQhoYjc7qS4DQAPP8ig0XAcPARMnMAweWIHNmqshPa8eFY0D6NEkgTRnQgKYhg0kOP0GXtdTo5nxW2TiaOpSazrTpHbgC253j9fs5erqoCTp4Arhntvn3LURVyc9/bVEYKCbImPL7vNAQBqvey77c1kki3I4rbFYhO4hw31+K5UR2EhR9ZJsW7aVHWJcUMGM7z0PPD0s3bx4fx5m0VJ5gjP7KO6mqOoWKzzxkTKgvlAdQ3D3n3ANVf3R/r8/jBqrm99ndWVQFNyApriLGhLTtpE79rCDvfPwMEqz0NTeR7ItmfBtYb1gbXPsMte3jbRm0f0t2VT9SIjMxlGZnIcOWqvW/Ipx4034P/Zu+/4tqq7f+CfI8l779hx7Ew7TsiGkAGEMBNIwnrojxZoodBF+zzdG9pSWkrbh5ZSWigdT1tKSxcjCZACIWEkgexBnNiJk9hZ3ntb0vn9cW1L50gesrb8eb9eecX36OrqSLaurr73e79ftycGW1okXlqvjl13HZCZEVp/k0PRT0Cydi/52+kzRiNkZyxL4hk9c7ue71sKA+/vBDo7h749kq4cCnpwu66/UKQQAtOnT8ecOT46+iSKIL6ouT3AZBK49+OeHfxbjr0GYXdEKaQ5BtZpV419EkQUkoqLoQS3fV1TWC9JAkRe5vbEPIHJkyVOnXKMbdshccFs/wRdenslmrWqBXpWYKAJIZCYoM6ro8N/j9fVJVGlXW5dXOz7x0lIEJg0SeK0U+PKsrLxEdx+c6u6nJIMXLgoKFMZ1oL5QH4+cOaMY2z9Rom5c3zz/nNuugsA0dH+acomhMDH7gQ+dqf7ecvEbNgSs2GbuhKDycudjTDXGtnd5pr+LO+W027vPxRTRy1MJ2uBk44aNDImGbasmbBnFRuB76yZsGdM83kd7ztvFzhw0HFi4swZ4K13gCsud133X8+rJ0rNJuAjt4VHYBtwzQCNpOAChSb9MzIjA0hMDJ/3TCjQa24zc5vCgV6SJC4OSgk3Zm77UJ/T9WRTp04N4kyIQleLFrhISQnswUjUEbUkiXXaSiDGTVFVIgprxUUCL7/i1FTSxzWF9ZIkQOQFtwFg+VIowe3tO4BP3eufx3IXFMkKgYpRiYlQgttDNbLxheMVUJrKmfzQTHJAcRHU4PY4aSqpfzm67LIRmigGiRAC69YYDSYHvLkF+J/PSSQneT/fo1pJkunTQuh1iE+HbfIlsE2+xBHw7m6BufYoTHX92d21R2FqPAEhbaPerOhpheXMTuDMzsExabLAnj5NCXjbsoqBuLQxT//ixcbVEc4nEJ75i8TKFWpZmc5OiX89r973qiuBvNwQ+T2Mgp65XR9BNU8pNJ2qVJf9cVIu0umJA42NjuoDRKGoq0ti23Z17PrrgH/927Hc3h45JfaCHtzOzs4e/NlsNgdxJkShy5eZ254SbedhPrtbGbPOZEkSokikl12orPJtU0k9czsudviGYeFq2VKBZ//mCK5VVADVNRITcnz/XPV62zEx7hs6Bpo+B3+WJdFPwhQWALGx/vm7Kpoh8MZmpxNAx4ZZOUKcOSNdmmdeGWIlSZytvhZ4+neOsji9vcDrrwO33Oz9tl1qu/vhCgGfik2BreBi2Aoudoz1dcPUcAym2iP9md5HYKovh7B2D70djbBbYa4vg7m+DDjiqA9iT5wAe7aR5W3LMhpXytQCQJhG3qYQuON24Dvfc7zGx44D7+0EljpN/8X1rp8lt38kdP8e3dGDZA1hFiSTUuLESSOTNTU1POY83lVWqfuuApYk8ZhelqSvz9gXBfJ7OZEntr8H5Sonkwm45SaBf/1b3R/UNwAT8wI8OT8IenB78uTJgz/X1NQMvSLRONaqZ24H8EPUcvQVZVnGJME2+bLATYCIAmbGdOPy7oG6jFIawYV5c32zfb1/QCRmbQPA7FnGlx3n57vjPeCmG3z/WPrlhFmZvm2eN1YJWlNJf5YlKSsLXMBxprbtEyeM0jCh0ljRHzZvUZfT0nzfaNaX0tIELr1EYstWx9j6jRI33+T9e8OltvuMMPy9R8XCPmEO7BPmYLDgnN0G0XSqv373EZjqjFreortluC25MLVXw9ReDZzYOjgmo+KNDO+sYtgyjf/tmUVAtGvn2RWXApMmqVdHPPMXiaUXG69zT4/E3/+hvt8vvQSYOiW8fg96cLu729hHhsKJyZFIKfGt+yXe2Wb0Vvj+d4HLLg2v1388qtTKkkwu4O/MU+luLkxpaGRwm0LXm9pVdwsXAPkTjUSYnh7HeAOD274xd+5c5Ofn48yZM/jggw/Q3d2N2NjYYE+LKKQEM3PbcvRlZdk64xrA4ts6i0QUGmJijHrRFSccY+XHfBfc1rN3kyL0C4HFIrBkscRrbzjGtm2XuOkG33+ZrK9TlzNDoCQJACRpQZr2dv+V7whEM8kB+tUNVqvRVFIPekcS/cvR5StCqBTHENatEdiy1enqiRNA6RHjxNNYtbZKnNd6NvqjmWRQmMyQGdNgzZgGlKwxxqSEaDvfH+w+CnPdUZjqyjyu4y36OmE+tw/mc/sQ5TRuTymAPasI9sxi2PqD3+aUfNzxEYEf/djxuzt4CDhwUGLeXIFXN7k2X7zz9tD+W3RHL0sCGMGFcAhuv78TeGeb8bPVapQAYnA7tNntrn0pClmWxGPR0QLJyVJJXGhoAKZMDtqUiIbU2Smx4z117MqVAkIIZGRInDvnGI+UuttBD24DwO23344f//jH6O3txd/+9jfcfffdwZ4SUcjo65NK0X8ASEkJzGOLhuMw1x1Rxqwz1wTmwYkoKIqLoAS3fVlTWL+UXA+ARpJlSwVee8MRoNm716h9Fxfn2yBAfYMaeAyV4LYepPFXze3ubulSS9SfAcfERIH8iRJnzjrGysojN7h98pR6sgsI7ZIkAxYtBHJzoQSj12+UmD1r7HN3aSYZBUyZMubNhT4hIJPzYEvOg236lY463j1tMNWVwVxXZtTyriszyprYej3avKmlCqaWKuC44yygjIrHLRlFiL+4GAdrilDeUoxjrUX4818S8OOHoZR7AoymprNKQv/vURcTI5CYKJX9YkNjeAQc392u/g7OnAVqaiVyssPv9zBe1NappQkAo3wXeS49Xb0qj00lKVS9u80oyzbAbAZW9F98n5kBJbgdKU2NQyK4fdddd+HNN9/Erl278Pjjj2Px4sWYPXt2sKdFFBL0rG0gcGVJorSsbXtCFmz5FwXmwYkoKIqKBF7Z5FRTuGyYlT3U2qp+KY7kSzkXL1ZLvPT2AXv2Apcs9+3j6DW33WUEBkNCgILbejNJIfzXTHJAcRG04HbkNpXUs7YzM4G5c4I0GQ+YTEZjyd/81jH/zW8C//NZiYSEsf2u9CsEpoVSM8lAikmCPf9C2PMvdIzZrTA1njQC3QMB79ojMHV5FvkRfZ2wVO/H2pz9WJvjGD/dMQk1TxThxpQiHBMzcKy1CKc7CvDRO0Liq+yYZGaq+8VwaCoppcT2Ha7jBw4C11wV+PnQ6FRqJ4Dj40PnRHi4yUhXG4brV5IQhQq9EfhFFwLJycYxi0vfh4bIOI4NiSMCIQR+8Ytf4FOf+hQOHTqEO++8E9/61rdw8803w2QauQEJUSTT620DAapTK6VrSZLi6wATG78SRTI967WyyncZxy5lSSK05jYAJCcJzJ0rsW+/Y2zbDolLlvs4c1sLiGRlhcbBaVKiAOA4sPZXcNtdM0lfNUAdSlGRUL406M0WI4WUEpvfVMdWrjACx+HgulXA7/4A2GzGcnc38PobwI1jrH2vN5PUS9SMayYL7JkzYM+coZY16ajrD3j3lzSpPwpT4ykIafNo85MSTgP20ygu3jw41muPgfnwdNhri2DPLOp//GLIhPCI2ulBsnC4LLziBFBb6zp+8JDENVeFx35hPNKD24WFodGbIxxlaE0lIyUoSJGlrU3i/Z3qmPNVd3oiTDh8/oyG34PbL7744qjXvfnmm3HmzBk0NTXhgQcewBNPPIFLLrkE06dPR3JysseB7htvvNGzyRKFID1zOzExMJlCpuqDLnUVWZKEKPLNmG500x7IhrXbjezYORd4v+02vaFkBJclAYzSJPv2OwJi23cYAUNffqkM2cxtrVdcu58aSuoBx0DUQNYfo+KEUUIsKiqyvuAerwCqtPLKV14RPs8xI0Ng+TKJt99xjK1/WeLGMda+169iKS4On9ciKISATMyGLTEbtimXOsatPTA1HIepvrw/6F0Oc91RiO5mjzYfbeoBag/DXHtYGbfHpRvB7qyBoHcR7BnTgag4Hzwp39H31eEQJHOXtQ0ABw8Gdh7kmcoq9XOSJUnGLl0LbrMsCYWid941eiIMiIoymi8PyMhQE1BYlmSUvvGNb3j8JU4IASklqqur8e9//3vMj83gNkWCVi0YFKiSJHrWtj21EPYclgsiinSxsQKFBRInTznGyst9FNzWam4PXB4XqZYvBX71pGO5ocG39ZmllGjQg9shkrQYqJrbgWwmOaBIC2739QEnT409k7enR6KyCsjLNWp6hwq9JElOjncNGYNh3RqBt99Rs+yPlknM9DAw3dYmcfacOhYxzSQDzRIDe85s9ZhSz/KuLwdqjkI0nITF5FmWt6mrEabT7wGnHZ20JARkasFghret/3+ZWgCYgnMhc4a2rw6HzLntO6Tb8RMnjbJjkf6ZHq4q9WaSBfw9jZVLUJDBbQpBekmSixerx5euZUkCMSv/C9inuZTuPwx1A4Fw54D4aO87cD9fZ0URBZOeuZ0ciGaSdissZa8qQ9aZa4xipkQU8YqLoQS3fVVTeDyVJQGASZOA/IlqfebtO3wX3O7oALq0JlGhEtzWs/L9Edzu6ZE4dVId0wPP/pCcJJCXp3aaLyvzPLh97rzEiy9JbHzFOJEdFwf88ufAzJnB/6yVUmLzFnXsisvD71L2iy40gvI1NY6xDRs9D24fO64uR0UBUyO5mWSgDZHl/bunu7FjYwWKUsowI7kcM5KOYUZyGTJjPfsmLiAhmithaq4Ejr8+OC7NUbCnTzNKmmTMGCytIpPy/H7Mm5keXplzTU0Sh0uHvv3gB8AlywI3Hxo9veny5DBoXBqqXMqSMLhNIaalRWL3HnVMv+qOZUm84Elw2pN1/XF/olDTotXcDkTmtvn0+zB1qumAfTOv9/8DE1FIKJohsOk/Tk0lfVRTWL8SJTnCg9tCCCxbKvGPfznGtu+Q+PhdvgmauDsYHU9lSSpOOBp2AkYsKlB1kItmqJ3my8ol1o7iBJDdLrFzF/D8ixI73gOcD1u7uoBfPCHx5BPBDyCXlanPD1DrNYYLs1lg7fXA7/7geKFfewP47GekR7XZj2olSaZOQcSVoQlFt9wag7/+qwRlrSWDY3l5wN+eakJ08zGY6stgqiuHqf4YTA3HIKzdw2zNlbD1wVx3FOa6o8q4jE5wBLszZsCeWQRb5gwgPn2ILXku3DK333tf3V/pDh6UuGQZ3xOhpqVForlZHWNZkrHTM15ZloRCzVvvOHqNAEBMjHElqTP977i1FejtlYiODu99uN+D2z/60Y/8/RBEEa21VT2SDERwWy9JYsuZDZnOFCWi8UK/3P7UKSNLNibGu4MevSxJpGduA8DyZQL/+JdjP360DKhvkMjM8P4Asq5OXU5Ohte/I1/Ry5J0dPi+3rh+0mVSvv+bSQ4oLhLY+pbTCaBjw6/f1ibxyibghRelksmvO/QBcPKUxJTJwf096pe05uUZV3SEo+tWAX/4o6OPQFcXsPlNYK0HbURcmkmyJElApKUJ3HSDxN//6Rj76B0C5uQM2JIzYCtY4rjBboNoOW3U8q4/BnNdGUz15RDNVRDwLPlJ9HbAfH4/zOf3K+P2+Awj2J0xHfbM6YM/I9bzg3PXmtsebyKgtg1RkmTAAdbdDkl6SRKLxdif09joNbcjJShIkWPzm+q+eukS12Njd1d5NjQAubn+nJn/+T24fdNNN/n7IYgimktZEn8Ht/u6YTn2mjLERpJE48uM6UYW7ECWlq2/qaQ39XallGgdh8HtuXOMLOYOp8zl994D1vjgYhg90y8rREqSAK5lSex2I6gYH++7xygr05pJBjD4qpeWqTgOWK3SpeHzseMSz78o8fobQPcok0o3bJT4n88F74uylBJvblXHrlwZfiVJBmRnCyxdIrFtu2Ns/csSa9eM/vkEo7Y7GT71CYHOLokPPgBWXi5w/eohVjSZIdMmw5Y2GbYZ16BvYLyvy9HAsj/D21RfDlNH/RAbGpqpswGmzgalnjcA2BOy+4PdA//6g94xQ3dN1ssbdHUBnZ2eXVEQKH19xhUnzq68wjhJNOBoGdDdLREbG3rzH88qtZIk+RPh8jlFo6e/bwGgsQmYkBP4uRDpGhsl9u1Xx9xddZeUCERHAb19jrGGRga3icjPXBpKpvj3gMR88m2IXkcURkLAWjTUNwkiikTx8UZTSec6jWXl3gW3u7vVzt1A5JclAYzSBYsvktiy1TG2bYfEmuu935fXa7EZ/TLDYNLLkgBGzXWfBreDGHDUy5/09jeVnDHdCHK/9bZRemSkbMbEBGDiRPW5bHoN+NQnvL9SYqwOl6o1qgHgijAsSeJs7RqBbdsdJ0OOHDFOPMyYPvLzam+XOHNGHZvJzO2AiY4W+PpXvPj7i4qDfcIc2CfMUce7mowM74ZjRtB7oLRJT5v77QzD1FELU0ctULldGbcn5ToFvKcbZU7SpwLRCW731/UNQIEP95G+cuAg0Nmpjn3i4wJbt8rB0lA2G1B6BFi4IPDzo6FVVqkngQtZb9srSUlGz4U+p6BgYyOD2xQatr7tuEoNAOJijcxtnRACGRkS56sdY6F+9dBoMLhNFOL0mtv+ztyOOrpRWbZNWgyZxE9sovGmaAa04LZ3TSX1rG1gfGRuA8CypQJbtjq+YO7a7ZsyL/X16pfWrCyvNudTCQlq9j9gNJXMyfbN9nt6JE7ozSQDVG8bME40505QvxjseA94+x071m8c+UvCtKnATTcKXHMV0NQE/L/bHS9Ua6tRM/Gaq/w0+RHol7QWTAKmTwvOXHxlyWLjyoY6pxNCGzZKfOkLI78Hy7WSMxYLMHWqjydIgReXBvukxbBPWuwYkxKivUbN8K4/BlNDBYStx+OHMLWdh6ntPHDqHWXcnjwRsRnT8LV501DWOA0VbdNwom0aGhoSUTDJ2yfme84nhgCgZCaQny8wY4ZU6tEfOMjgdqjRy5Kw3rZ3hBBIT5fKCeBICApSZHhTKym3fDmGvJomMxPKMayeMBOOGNwmCnEumdv+DG53t8J88i1lyMpGkkTjUnGxwGtvONUULhtm5VHQ620L4T67NxItuVgN9HZ3A/v2G+PeqNMOREOlmSQAmEwC8fFSKcfS3u677Z88qTbMAQIb3AaMusvOXwye/t3wNWnNZmDFZcDNNwrMm+so8xEfDyxaKLFnr2PdDRslrrkq8NnSdrvEFvUwAFdeEb4lSQZYLAJrrpf4vz85xl57Hbjv0yOXUdCD21OngPVVI5UQkEkTYEuaANuUSx3jzvW8G473lzk5DlPTKQh739DbG4Kp9SxMrWfxkcK3AadM2s53JiC6YjrsGdP6/02HPX3amGp6+4qUEtt2qGPL+xtHzpsLLbjt3Ulw8j3X4DZ/P95KT1evbmpgU0kKAfX1rlcLDtcIXC+xU98Y/vtvBreJQlwga25bjr8BYesdXJamKFhnXOO/BySikKU3lTx5yrtsYz24nZAAmM3hfRA1WmmpAhfMljj0gWNs+w6JJRd7m7mtLmdlhtbrmZgIvwW3j2olSfLzgcTEwD7/4iKBt94euVFdRjqwbi1ww1qBzCF+R+vWCuzZ69jWvv1A1WmJgkmBfU4HD7n+XYV7SZIB168W+OOf5eBJpvYOYMtWYPWq4e/n0kwywCdRKARo9bwH2fogmithajgOc31/0LvhGERTJYS0Db29IcT3VQOV1UDlu8q4PSHbEezOmAZ7uhH8Rlyat89sRFVVwLlz6tiypcb/c+cK/P2fjvfH4cPuew9QcPT0SJw/r46xLIn3MrWgYEND+AcFKfy9uVW9WjIhAbh48ZCruzSVbGDmtm/09vbiwIEDg8slJSVITBy6AYc77e3tOHLkyODy/PnzERUV5bM5EgWDlBJtLjW3/fd4Fr0kyZTLgFg/PiARhayiGVpTSZsR+LrowrFtTy9L4vfmuCFm2VKBQx84jjrf3Dq6rNHh6EFId93PgykxUc1u8mVw+9gxrZlkEGogj/SYc+cYWdorLjNqrw/n0uVAagrQ7FSKbMNGic9+JrBfmDdrl7ROmwpMmRwZX9onTBC4eLHEe+87xtZvlFi9avjnp1+1UlwcGa8H+YA5CjJjOmwZ02Fz3h9Ye2FqOmWUNmk43l/a5DhEy2kIaR9yc0MZrOldpaZQy7i0wUC3PX1q/89TIRMnGB/gPqBnbWdmGr0FAGDuBeptXd3AseNG2RIKvqrTarALQEiWvQk36Vpwu5GZ2xQC9JJyl14y/FVmGRkCgOM+epP6cBQSwe0NGzbg/vvvBwCkp6djy5YtHm8jKioKn//859HU1AQA+OlPf4o1a9b4dJ5EgdbejsFGLQP8FRAS7bUwn35fGWNJEqLxKz5eYPo0iWPHHWMbX5G46ELfZG4neXYOO+xdegnwm986lpubgZdfAW65eWzbs9ulS53HkAtua2Vn2jvcrzcWzvXgAWD6tMAHHC+YbdSNd/7bjokBrrnaCGqPplnhgOhogdWrJP72d8fYq5uAT9wjA1YCw2qV2KqVJImUrO0Ba9cIvPe+48vcoQ+AEyclpk5x/zw7OyVOa80kg3EihcKMJRr2rCLYs7Q/lr5umJpOwtRQAVPjcZzcVYHolgpMSqiCxeR5prfoaoL57G6Yz+5WxmV0AuxpU2HP6A94p0+FPWMaZEo+YPYs+Wv7DjVgsmypo0xRWppAwSSJqtOO2w8cZHA7VFRpJUmys41jO/KOHhRkcJuCrbpa4nCpOjZcSRLAtSxJJJTXCYng9ksvvQQpJYQQuPXWWxEdHe3xNmJiYnDrrbfiN7/5DQDghRdeYHCbwp5ebxvwX81tS/kmJZtERsXDOvVy/zwYEYWF1asEjj3hOIB/+x2guVkiNdXzL0f6/my8NJMcMLnQyBp9f6dj7NnnJNatHTmr152mJteTnyEX3NZOYPgyc7tSC25PDsKl1gkJAt/5tlFrOyoKuPIKgdWrgOSksQUP1l4v8Le/O95vzS3AO9uAK1f6asbD23/A+LtyFqjHDpTlS40vdM5f4jZslPj8f7v/nZUfUzMfzSYjm51oTKJiYc8ugT27BADwzlmJJ16UiDL1ojDhFK6cU4F71pwwGlg2HoepqRLCbvX4YURvB8w1h2CuOaSMS3MUZNpkWHNmQmTNgDlhIuxpU2BPmwxExblsp7VN4pC6CSxbqr5X5s2FFtyWuO1DDKCGglOV6omJYHxORiI9c7s+AoKCFN7e3KouJyUBFy4a/j4sS+IHXV1d2Ldv3+Dy6tWrx7yt1atXDwa3d+/ejd7e3jEFyolChV5vOzoKiI31z2NZjr6sLFunX+X2QJeIxo9V1wBP/Qbo7e+X1dcHbHoNuO1Dnm+rrV39kjXeypIAwEfvEHh/p+N1qK0FXn8DuG4Mhz765YNmE5CW6t38fE0Pbnd0+KYuZXOzVMp3AMGrI7p0icDSJb4J5BQUCMyfJ7HfUakPGzbKEbNvfEW/pLWoCMjPj6wglcUicN1qiWeedYxteg349Cfd9xMo12q7T56CMfcdININNAHus0fjeFsRek8X4c5lJscKtl6I5ioj07vhOEyNFcbPTSchbJ43shS2Poj6Y5D1xyABDHylkBCQyXn9pU2mGP+nTcG+w1Nhs6dhYL8dHQ1cuFDd5ty5Ahtedroa4hAGk9YouPRmkgUFwZlHpNEzXpm5TcGmH7+tuHTkxJkMrQl9cwvQ1yfHlHATKoIe3D5y5Aj6+owP5+TkZBQXF495WzNnzkRKSgpaWlrQ29uLI0eOYN68eb6aKlHAtWhf3pNT4JeDRdFUCXO12l7XOpNXPhCNd8nJApevkHjtDcfY+g0S/+9Wz/dF470sCQDMmyswd47EQadMuL/8VeLaazxvrlmnZVikp4deg069LEmbjzK39S/sFguQl+ubbQfbujUC+w84vqTs3gOcPSsxcaJ/f7dWq8Rb76hjgQqqB9qa6wWeedbxGre1AW+9bZST0enNJFmShHxJDy64XBZujnbU9Ma1jnG7FaLlNEwNJ2BqPNEf9Db+F32dHs9DQEK0noWp9SxwyrEjuB7AJauScap9Kk62G0HvhLPTYE+fYpQ4MVkwb666reYWYx/NLOHg0z8rJxdE5j490PT3bWMjT+hQ8Jw5I1GmnYi/8oqR/xYzM1zHGhqBCTk+mlgQBD24ffLkSQDGl2RvAtsDiouLsXPnzsFtM7hN4UzP3PZbSZIyNWvbHpcOW8ES/zwYEYWVdWsFXnvDEeCpOm3U1Jzv4cer3hx3PGZuA8Cddwh89evq6/n2O8DKyz3bjkszySyvp+Zz/ipLon9hz883MnIjwYrLgKTH1ZNBG1+R+NQn/Pv8du1xLR10xeV+fcigmZgncNGFErucyhSv3yhxzdWur7H+hbG4KDL+zig06EGyjg6gq0siLm6EvzOTBTJtCmxpU2DDlY5xKSHaqwcD3abGgRInJ2DqGlt6aUp0K+al78e89P3GwEv9D2WOgj21AFPSpuLrCyejtG4yTrZNRWX7ZBw4mMLgdpDZbBKntc/KYF3hFGn0siR9fcZn9ng9rqXg0kuSpKYCC+aPfL/kZCAqyvj7HdDQwOC2V1qcUlPT9T3FGDhvo7m52evtEQVTq5657Y8PTSkRdWSjMmQtWuVxwxkiikzz5gIFk9Samhs2Ssyf52HmthbYTBpjXeJwt2QxMGM6lEadzzwrcfkKz7Lh6+vVjFJ3GRjBlpCgNl3q8FFDycoqrY5oBF1qHRMjsPpaiX/8yzH28ivAPXdLvwbw39QuaZ1VAuTmRu57dO0agV27Hc95/wGgslKisNDxnDs7pcuJFGZuky+5zZxrME7YjYkQkEm5sCXlwjZ5uXpbVxNMDRUwN51AXPtZyPpjsNWUwdR6bmwPZeuDuaEC5oYKfDgfgNOc28ozEPf3KU4lTibDnj4VMnkiYDKP8cmRJ6prHCXlBhRG0GdlMKWnuY41NDK4TcGxeYt6/Hb5ZaNL+BBCID1doqbGMaY3qg83QQ9u9zmdKjCbvf+wc95Gd3e319sjCqaWVnVn5Y/MbVPdEZiaTipj1hKWJCEigxACa9cAv3rSsT/ashX4/H9LJCePPvjl0lByHJYlAYzX847bge8+6Hg9y48B7+8Ellw8+u3omdtZIdZMEnD9HfusLInWTDLSstHWrhH4x78cfx+NTcC27UZWtz+cOy+xeYs6NppLWsPZpcuN7CbnPJgNL0t87j7H8z523LWZ5IzpAZsijQPx8QJxcRJdXY6xhkYvgtvDiUuDPf9CyEkXwZyaCgBob26G7O2EqelUf3mTE0aWd+NJyPqTsKB3TA+VJBqAsw0wn92tjBvZ3oWQaQOB7ymOhpaxKV4+QXKmf04mJQFpboKy5LnoaIHkZKkc1zY0AFMmB21KNE5VVkpUVKhjV3hQUi4zA0pwW+/nE26CHtxOSXF8kDX6oBp/k1Ob96SkJK+3RxRMelmSZD8c91mOaCVJkifCnjvf9w9ERGFr9bXA079zXLrW2wf853Xg1ltGvw295vZ4znC5/DIjeHHmjGPsmWclllw8+gNSveZ2ZmboBSP9VpZED25HWB3RKZMF5lwgcegDx9j6jRIrLvPP8/zlExK9TjEssylyS5IMiIoSuG6VxF+fc4y9ugn45L0S0dHG61x+TL1PYSGbSZLvZWSonwX6iUu/i4qDPbsE9uwSZfijH+tDT905TEk8icmJJ3DtgpOYlX3SCIB3NQ2xseEZ2d7HgYbjLrfZ49Ih0yYbWd5pk/sD35MhUwoAS/SYHm88O6V9Tk4u9E/fpvEqPV1N2mBTSQoGPTEhIx0ufRCG49L3ocE3jd+DJejB7YEyIlJKHDlyxKttSSlRWlo6uJzG05MU5vRMR59nbku7S71t68zrAR78EJGT1FSByy5RszvXb5D4r5tH/2XJtSyJDycYZsxmgTs+AjzyE0da6IGDwIGDEvPmju711LMrQjFzWw9ud/gguN3dLVFdo45FWuY2YDSWPPSB4+9j5y7g/Hnp81IhO96XeGebOnbTjUBWVuQfB6y5XuCvzzle45ZW4J13gSuvMJbZTJICIVMLbofCZeFnz0qcqDQDmISznZPwbu1luPQrAl2z+vcLXU39md4nYWo6CdF4Euc/OIm82NOwmGxjekxTVyPQ1Qjzub3KuBQmyOSJStDbCIJPgUzM4XeWIVRp5bsKWJLEpzLSgVOnHMsuzWCJ/ExKiTe1kiQrL/esubxeGouZ214qKXGcJW5pacHOnTuxePHiMW1r586dSp3toiIehVJ4cypJDwBISfHtAZzpzG6Y2tUogXXm9T59DCKKDOvWCqWu28lTwAeHgTkXjHxfu126ZG6P5+A2AFx7NfCH/wNq6xxjzzzrQXC7Tl3ODIPgti8yt0+fVktFAEZN+Eiz8nLgF78E2vvrlEsJvPyqxL0f991xQG+vxC8eV1/M1FTgnrvHR7CoYJLAgvkS+/Y7xtZvlIMlWcrK1PWLi8fH60KBpWfO1YdA5tz299Tl1FSgZKbTQFwa7BMXwT5x0eDQI+/bsXNzL/ITzmBy4ilcv/gELp9dCVNTf7Z3t/alZpSEtEO0nIap5TRw6h3lNmmJ6w96F0KmFRo/pxrLiBvfSW56v4BIu8Ip2DK0VnHhnvFK4efESdcrNDwtKZeRofbGCYWTq94IenB70qRJyMvLw/nz5wEAjz32GP761796vB0pJR5//PHB5aysLEyfzsJ4FN78nbkddVTN2rZlFsGeyZNCRORqwXxgYh5w1qn31IaNEnMuGPlAqqPDNSA53oPbUVECH74N+MUvHS/Me+8D5cckimYM/5r29kqXslXhENzu7QN6eqRXpR1OaV/Yc3KAuLjI+0IZGytwzdUSz7/oGNv4CnDXR33XWPLv/wTOnFXHPvMpMa6ava5bK7Bvv+M9uGcvcOaMREaGa3CImdvkD/q+OxSCC9t3qB/Yy5YAJtPw+4V5cwW274jGqfapONU+FVWHrsDSL5kcK3Q1GZnejSf6A979Wd8tZyDs1jHNU1i7YK47AnOd69XfMjalP9htBL1lfxDcnloIRCeM6fHChZTSbVkS8p10LbjNsiQUaJu1RuDZ2cDsWZ5tw7UsiZeTCrKgB7cBYO3atfjNb34DIQT27duHH/zgB7j//vs92saPfvQj7NmzB4BxifSaNWyIR+HPpea2L4Pbtl5Yyv+jDFln8n1DRO6ZTEZjyaeedhxMbd4C/Pdn5YjBsNY217HkcR7cBoC11wN/+jPQ7JTQ9pe/Snz/u8O/nu4uG9QvLQwFiW7iBx0dQEzM2LepX2pdGMGXWq9dI/D8i47nW19vnAC5ZLn3266plfjTM+prOXuWUV9/PLnsEuPYyjmZYMPLEpcsF7DbHWMmEzB9WuDnR5EvI13NnAv2ZeGdnerVDACwbOnIJ7z0Oq8nTgKtrU6Np+PSYJ+YBvvEheqKtj6I1jP9TS1PGf83nYRoOgVTh3aJkgdEdwvM5w/AfP6Ay232hGynTO9CR/Z3yiTA4sUHVIhobnbtcxLJn5XB4JLxyuA2BZBRkkQdu+LykU9C6liWxA/uvvtuPPPMM+jq6oKUEs8++yzOnDmD+++/H/kjtIs+e/YsfvCDH2Dr1q0QQkBKidjYWNx7770Bmj2R/7hkbvuwoaT51DaIHvUSQWvxdb57ACKKONetAn77e8DWX1Kzpwd4fTNw843D30//kmU2A3FxfpliWImNFfjQrcDTv3N8QdqyFaj6uETBpKEPUPWGY7GxrlnSoSDBTXC7vd0148kTejZaJH9hnzFdYFaJRKlTUuL6jUbg1VtP/Fqiu9uxLATwxc8Lj78YhbuYGIHV10r8/Z+OsVc2AXrbnoKCyLxCgIJPDy4EO3Nu5y7A6pRIbbEAF1048v2Ki4wTlz09jrGDHwCXLBvhjuYoyLQpsKVNgW2qdltPe3+w2yng3XQSpqZKiL7O0T4lF6aOWqCjFuYzu5RxCQGZNMEIdKc6B78LIVPyAXN4NLbUPyejo4AJE4Izl0jlUpaEwW0KoPJjrlfeeVqSBHDN3G5uBqxW310hGGghEdxOTU3FN7/5TTzwwAODAeq33noL77zzDpYtW4bFixdjxowZSE5OhhACLS0tOH78OHbu3Ilt27bBbrdD9l/vLITAt771rcFGlUThqqdH/eIJ+DZz23J0o7Jsy1sImTLRdw9ARBEnPV3g0uUSW992jK3fIHHTDcM3lnRXb3u0jSgj3U03AM/+zchoBozyLc/+TeKbXxv69anTgtuZGaH5ekZHC0RHS/T2OsYGakiPVZVeR7Qw9J63L61bI1B6RC1dU1srkZ099ue9e4/Elq364wAzx2lN6bVrBP7+T8dr3NQEPPcPNpOkwNDLkgQ7c04vSbJgPpCQMPK+ISrKOBnnnPV98KDEJcu82K/EJMI+4QLYJ2jNPaSEaK81At7NlU4B8EqIltNjL3MCCdF2Hqa280CVWnjcaGyZZwS7Uwsh0wocge/kfMAcNdZn6XN6SaVJkzxrMkcj04OCLEtCgbRZaySZlwfMLPZ8O/rnj5TG33J2theTC6KQCG4DwK233ory8nI888wzg1/QbDYb3n33Xbz77rtD3k9KCSHEYFD8rrvuwq233hqoaRP5jZ61Dfiw5nZvBywVbypDfWwkSUSjsG6twNa3HQdVxyuAo2VasymNXpaEJUkckpIEbrpB4i9O7UY2/Qe4+2MSE3Lcfxlt0IPbIVhve0BSoprR5E1TSZtN4vRpdSzS64hesRJ4/FdAZ3+Sot0OvPwqcPfHxrY9q1XiMa2JZHIy8Ml7x2/gY3KhwNw5EgcPOcb0qyOKi8bv60P+pWeAtrd735tgrOx26dJMcjQlSQbMmwsluH3goG/m5UIIyKQc2JJygIIl6m12K0TLWSPY3VzZn+3d/3PreQhI99sc6SGlHaLlDEwtZ4DKbcptUpghkyfCnloAe2pBf+C7APbUyZDJEwFLYDO+Kyu18l0R/jkZDHoeZWur0Q8lOpqfFeRfUkq8qYZxcMXlY0tySUk2rqYduCIXMI7ZGdz2gW9/+9uYOHEi/vd//xdWq3XwFyT1LlT9nIPaFosF3/zmN3H77bcHcspEfqPX2xbCd5edWyrehLA60sKlMMNatMo3GyeiiHbhIiB3AnC+2jG2foNEyUzPMrfJ4UP/JfCPfzkynG02I3P0C//t/jWtq1ePi0I5uJ2oBbfbvAhunz9vNKV0FsllSQAgPl7g6islXtrgGNvwssRH7xhbJt4//+16yfon7xVISRnfX8jXrRU4eGjooBczt8lf3O2/6xuMBs6BduSocVm6s2VL3K7q1tw5ah3io2VAd7dEbGwA9y8mC2RaIWxphbDpt/V1w9RSBdHklO3dXGksd9a729qoCGmDaKmCqaUK0PavUpggk3KNoHdqf7b3wM8pk4Co2DE/7lD0zO1I/5wMBv2kFAA0NgETcgI/FxpfDpcC1TXq2JUrx7aPNZkEMtIlap3aGwS7NJY3Qiq4DQB33XUXLr30Uvz617/Gpk2bYLO5fCwNGghqr127Fp/85CcxZcqUAM6UyL/0zO2kJN9dUuZSkqRwGRDPUj5ENDKTSWDN9cBvf+/4AvvGZqOxZHy8+32UHtz2aXPcCJCeLrD2eol/v+AY27AR+NgdEmlprq+pftl6VggHt/W62x1elCXRv7AnJwOpqWPfXrhYt1bgpQ2O91ttrVEXd6kHQScAqG+Q+MMf1QBuUZHR2HS8W7kCeOxx91cWCAHMmB74OdH4EB9v9E1wLkXYEKTgtl6SZHIhMHHi6L97XDDbaL460IzVZgNKjwALF/hyll6IioU9swjILHINfPe0w9RSZZQ2aa6EqanSEfjuGnvNCSHtEK1nYWo9C1TtcLndnjhQ49sIdjuC4AVAtJvGFaPgGtwe3ycv/SEpCYiKAvqcTrg3NjK4Tf73plaSZNIkYLoXxygZmVCC2/qVa+Ek5ILbADBt2jQ8+uij+M53voNdu3Zh7969qKurQ3P/qeS0tDRkZWVh4cKFWLx4MZKYAkYRqEXt9ei7YFBnI8yn1MvprDPX+GjjRDQeXL8a+MP/Abb+L7Bd3UZjyRvWul+/rU09EEsKweaHwfbh/yfw4nqpNOv8x78lPuWmXERdnbqcmRm6X1z1K468KUviLhstFGuN+1pxkUBRkUR5uWNs/UaJpUs8e+5PPiXR1aWOfenzgrVYYTSWXHWNxL+ed72tYBKGPHFH5C0hjMy5s+ccY8Gqu71tu7q8bKln94+PF5gxXaLMaV914GAIBbeHE5MIe/Ys2LNnud7W0+YIdjsFvk1NlRDdzV49rKm9Gqb2auD0+y632ePS+wPdkyBTBkqdTIJMLYCMSzfOvGk6OyVqtKxOliXxPSEE0tPV1zqcM14pPNjtrj1Trlzp3bFwpktzVAkgPI95QjK4PSAlJQVXXXUVrrrqqmBPhSjg9LIkvqq3bTn2HwjpyFeQllhYp1/pm40T0biQmSmwbKnEO07nydZvkLhhrfuDIXdXopBqwgSBa6+WeGWTY+z5F4Dbb5NITFRfVz3wEcplSfQTGe3tYz9oPqXXER1Hl1qvWyPwvz9zPP/t241M7MyM0b2WBw5K/Od1dey61cAFs8PzC4w/rF0j8K/nXUuTsCQJ+VtmJpTgdjCCZDW1Escr1LHlY2gGOW8utOB2+AZKBsUkuW9sCQDdLUawu+W0EfhuroKpucrrjG8Axv27GmE+v9/lNhmdAHtKAWSqke1tTzGC3tUN+TAhB3aYARjx74JJXk2DhpCeDjW4zaaS5GeHPnBtKn/FGEuSDNCbowa7qbE3gh7c3rp1K37xi18MLj/xxBOYOHFiEGdEFBr0YJCvgttRR9SSJNZpK8d82RsRjV/r1gq8s80RCCorB8rKpdvGa3qdZZYlce/2Dwu8+h+JgVYjHR3ACy8Bdzq1E5FSulwymKkdmIaSBB9mblfpmduFYR4w8cDVVwJP/NpRusBmB155FfjoHSPf12qV+Nkv1KBtYgLwmU+On9dvNKZNFZg9S+JwqTpeXMzXifzLJbhQH/iA8A6tYkZSEjDbTRLzSObNNXpIDDh82NgHWSwR+j6KTYE9dy7suXNdb+tpcwS7+/83sr+rYOqoc13fA6K3A+a6I0DdEWV8LoD311hwrnMiTndMQiMmIfGDgeD3JNhT8oGoeK8emwx6xmsjg9vkZ5vfVI/lpkwGpk7xbt9qXP3p2K7etD6cBD24fezYMRw5YuyUp06dysA2Ub+WVnXnlZzi/TZF82mYz+1VxliShIjGYvFFRjft2lrH2IaNEsVfchPc1htKJkbol1wvFRYKrLhMYutbjrG//1Pi1lsw2JCro0OtzQoAWVkBnKSHfFWWRErp0ghx8ji61DohQeCqKyQ2vuIY27BR4o6PGHXwh/PSeqBCy8i89x7htp77eLd2jcDhUvX4i5nb5G/6CcpgZIDq9baXXIwxBaTnzlGXu7qBY8eBkpnezC5MxSTBnjMb9pzZrrf1dsDUcsbI8O7P+BYtp43/26oh4HoVyWhFmawoTKxEYWL/h+Zb6u32hMz+MieTjKB3yqT+0ieTIOMz3JY7IVfpejmHhgi4SoFCVmenxBtvqmNXXuH935veHLU+jE/SBD24bTKZABh1YgpZEIpoUKtWc9sXmduWoxuUZRmbCtvkS7zfMBGNO2azwJrroDSoe+0N4LOfkYiLUw+2XMqSMHN7SHfeLrD1Lcdr2twMvPwKcMvNxrJ+OSLgemAaShIT1IyQ9jE2lGxqcg2MF4yjsiSAcbXExlccr+X5amD3HuNE01CamqTS/BUApk0Dblznr1mGtytXAk8+5SgNl5LM4Db5X0aGljkX4MvCu7sldqu5L1i2dGxBk7Q0gYJJElWnHWMHDo7T4PZwohNgzyoGsopdm1tae4wmlM2VMDWfhmg+bfzcchqi5SyEvc/dFkfN1FEPdNS7JDwBgIyKhz0l3wh4O/1vT50EmTwRsMR49diRRH/fMnOb/GnDy67fp65Y6f129dKGzNz2QqbTqxkfz0tkiAboNbeTk708Mycloo6owe2+4tWAOdq77RLRuHX9dcAf/wzY+xtLdnYCm7cAa65T19PLkrDm9tCKiwQuXizx/k7H2LPPSaxbC0RFCZeSJCnJRjO8UOWrzG09azs6GpiQM7ZthauSmUZg2jkLe/1GicUXDf37f+q30uWEwpc+LyK3RICX4uIEHnoQ+NkvJHp6gP++T7icrCPyNdeyJIF9/N17gd5ex7LZBFw8zEmzkcybCy24LXHbh/g+GjVLDGT6VNjSp7oGvu02iLZqmFqcS52cNn5uOQ3R1+nVQ4u+Tpjry4H6cre32xNzIFPyYXcOfqdOgkzJh4zPHFdZ33rmdjhnvFJo6+2V+Nvf1USFZUuBgkk+yNzWPn+amgGbTYZls/GgB7fz8vIGf64P9Cc5UQjzdc1tU/UhmJpOKWPWkrXebZSIxrWcbIEliyW2v+cYW79BYs11I2RuawFPUn30DoH3dzoOYmtrgdffMBoAutTbDuFmkoDvgtuVWr3tSZMQlgfe3hBCYN0a4OdO9bPfeRdobJRIT3d9LT44LPHyK+rYNVcZNXFpaAsXCPzljwJSSohxFKih4Al2WRK9JMmcOd4l1cydK7DhZcc2Dx0C30++YjJDpkyELWUiULBUucnaZ8etNzQgN+Y08hNOIz/+NP5r5RlkiNNGyRMv63wDgKm9BmivgfnsHpfbpCUW9pSJRsA7OR8yZWJ/2ZN8o9Z3hPV40q+aY+Y2+cum11yP/z96h2/2p/rfsd1uBLhDuZ/PUIIe3F6wYAFSUlLQ0tKCQ4cOoa+vD1FRUcGeFlHQNWtlSbytuW3RsrbtKQWw5873bqNENO6tXSOw/T3Hl9jSI8DxConp04yDLqtVoqtLvQ8bSg5v3lyBORdIHPrAMfaXv0pce41rF/OQD25r32XHWpakskoNvkweZyVJBlxzFfDrp4CeHmPZZgNe/Q9w+4fV9Ww2qQTBASAuDrjv0wwujRYDcRQoeuZcayvQ0yMDclWOlBLbtWaSYy1JMmCe1luxucVoCMwKpP51rlqgrjMDdZ0ZONg0HwBww08FulL6f599Xf2lTc70N7k8DVPLaZ+VOxHWbpgbKoCGCre3y9jU/ozviYPZ3zJlohEIT84Nu6uJ9fdtYyNP4pDvWa0Sz/5VPZ5bMB+4YLZv/s5SU42rdWx2x1h9PYPbY5uAxYLrrrsOf/vb39DV1YUXXngBH/rQh4I9LaKg82nmtq0PljI1fctasnZcXTpGRP6xdIlxgO9cI3TDRokvft7Yv+jNJAGWJRmNj94h8NVvOA5mq04Db78D1NWpB7ghH9z2Vea2VpaksHB8fn4lJQlccbnEq/9xjG3YKPHh/6c2ltz4ClCmXVX+8bsEMjPH5+tGFMrcBREaG4HcXP8/9rHjrhmBy5e6X3e0cicAWZlqj4gDhxjcHoqUEh0dQEKCdyfV9M/J1FQgJcVpe1FxsGcWAZlF7sudtNcYTS4HAt7NZxzB8C7v05JFdzPM3c0w1xxyuU0KE+RgyZN82JMnDv4skydCJmYDwuT1HHxJL0vS12cc8zKBg3xp61vA2XPqmK+ytgHjKsi0dKl8DgS674OvBD24DQBf+MIXsHnzZtTW1uLRRx/FokWLMG3atGBPiyhobDbpEhDy5oPSXLnd5aCkr2TN2DdIRNTPYhFYc53En55xjP3ndeAzn5KIjRXug9ssSzKiJRcD06cBx50SoJ55ViJHqzOdFWbB7c7OsdXycwluj9PMbcC4WuLV/zhOcpw5C+zbDyxaaCy3tEj85rdapnshcOstAZwkEY1aYqLRR8C57nVDgILbetb2xDzvm/UKITB3rsTmNx1jBw5KrFvDk2u66mqJb3xb4ngFMOcC4IFvA3m5Y3ud9N4Ukz05mWAyQybnwZacB0xa7Hp7b4dT4PuMU9b3GYjWMxA2L7O+pR2i7TzQdh7mM7tcbpfmKMikPCPrOzm///+JjuB3fEbAk7bS01zHGhoZ3CbfkVLimWfV47niIuDCRb59nMwM9SSnfpVouAiJ4HZKSgp+/vOf47777kNLSwtuv/12fPvb38batawHTONTezsg1f2YV5nbliPrlWXbhLmQaZPHvkEiIidrrhP481/k4H6rvR3Y8haw+lqgVQtux8SEdgPEUCGEwJ13AN990PFhUH5MbdIFAJkZof1a6mVJAKCjE0j2IHu/s1OiVisVOp4zAOdcAEyeDJw65Rhbv1Fi0ULjb+G3v5cuV3994X/YRJIoVAkhkJEhcf68YyxQrai2bXdtUuaLsgrz5gpsftOx7YMHvd5kxOnudgS2AeDQB8AnPy3xw4fG1huhSivf5e1JCkV0AuxZxUBWsWvWt7RDtNcOBr4dQfCzRtZ3R63XDy9sfRDNlTA1V7q9XVriYE/JMwLeyflG1nfyxP6yJ3lAbKrPg9/R0QLJyernbUMDMGWyTx+GxrHtO4CKE+rYR+8QPi99o5fYYea2F3btMs7Ofe1rX8PDDz+M5uZmfO1rX8PPf/5zXHHFFSgpKUFGRgYSEjxrQnDRRV60eSYKopZW17GUsdbc7mmH5fhmZcg6a90YN0ZE5Co3V+CiCyV2OiXbrN8gsfpa18xtliQZvcsvA/LzgTNnHGPd3eo6mVmBnZOn9MxtwDj54Ulwu0prJikEMCnfu3mFs4HGko8/4QhkvP0O0NwsUVMLvKS22MDKy4ELFzGwTRTKMjOgBLcDEVxoaJA4clQd87be9gC97vb5aqC2ViI7m/siwMjI/PH/SuXqLMCoT/6FL0t8/avAqms8e61OaZ+VkwsC9FoLE2TSBMikCbDnu4m/9HVDtJ3rD3qfcQTAW/v/73FziZ+nU7B2DV/vOyreKdjdn/Xtg+B3erpaSpRNJclXpJT481/UE1aFBcCll/j+sVyD2xJA+O2rQyK4feeddypnH4QwOpSfO3cOzz777Ji2KYRAaWmpr6ZIFFB6xpU3mY6W429A2HoGl6XJgr6i1d5Mj4jIxbo1Ajt3OQ7CDn0AnDzlpsQSg9ujZjYL3PER4JGfyCHXCfWGL3Fxro1qOjysu61/Yc/NZfb/qmuAp34D9PZfCd7XB7yyCXjrbalc+RUbC3zuvvH9WhGFAz24UB+A4MKO99TPlvh4YP4832x7ymTjZLbzMcCBQ8DVV/pm++Hun/8CXn/D/W19fcAPHpaorJT4xD1C6acwFCmlS/kun2ZueyMqFjJ9KmzpU93f3t3SH/g+a5Q6ae3/ufWs0ejS6XvsWIm+TpgbjgENx9ze7j74nTf4P+LS3Aa/M9LVq6gaGNwmH9m3HzishTPvuH10+wNPGVeBOj4PWJbEB5y7yzoHu6Ven4EowrW0qMtjztqGm5Ikky8B4tOHWJuIaGwuWW7UH2xscoxt2CiRl6cehDFz2zPXXg384f/gUpZjQKjX3BZCICFRvWy3zcPgdqV2qfXkUPnCHkTJyQKXr5B4zSk48rs/SKVmLwB87E6BHGZKEoU8vTlwIDK3t+1Q962LLwKionyzvzCZBOZcIJWa3gcOSlx9JfdHe/dJ/OrJkeMbzzxrfP498C0gLm74162hwehp4cyjmtvBFJsCe2wKkDPbTckTCdFZb2R8t54bzPwWrWeNsidt5yHs3tX7BkYR/LbEQSbn9Qe88/oD4HlYkJmLqpg81PdkQsIUthmvFHr0WtsTcvx3cpBlSXxsIIDNQDaRa+b2WOtti7YamKveU8asJaxlT0S+Z7EIrF4l8ezfHGObXgNuWKd+rjNz2zNRUQIfvg34xS9dj4/MJiA1NfBz8lRiovq51u5pcFtvJhkuX9j9bO0agdfecPxd6IHt/InA/7s1wJMiojHJSA9s5lxvr8Su3erYch+VJBkwd47A9h2su+2splbiOw9K5WomAPjhQwIHDkj841/q+NvvAJ/9H4kfPwxkZQ39+9GbScbGAtnZPpp0MAkBmZAFmZAFe94C19vtNoiO2v7g99n+7O/+n1vPQrRVQ0i76/08nYa1C6KxAqZGtezJ52KBz10L9NqiUN2Vi56OPMS81p/5PWE6kJoPYUqGTMgGzFFez4PGhyNHXffPH/mw/3qn6FeBMnPbC5/73OeCPQWikKLX3B5r12VL2csQTgfKMjoB1qlXeDEzIqKhrb1e4Nm/OfY5ra3Apk3qOszc9tza64E//dmoxeksI8MoXRLq9KaSHR2e3V+vuV0YqDqiIW7+PGDSJOD0afe3f/5/BKKj+VoRhQM9uODvzLldu/vQ1eVYFgJYcrFvH0Ovu33iJNDaKpGcPD73Sz09Evd/R6K5WR2/66PAiksFVlwqUFgo8bPHJGxOKczlx4B7Py3x4x8CM2e6f+0qtc/JgknwS/mCkGMyQyblQiblwg439b5tfRDttYPBblNL//8+Dn5Hm/tQkFgFoAr4oP+h+2+LByCFCTIxx8j6Tsp1ZIEnDWSD5wJR8V7PgyKDnrWdngZc78eqsnrmdlMjYLPJsPiO4YzBbaIQ1NKq7tDGWpbEckTtKmWdcS0QFTvWaRERDSs/X2DRQok9ex1jdfXqOkljPFk3nsXGCtz6X8Bvf69+NmSEeEmSAXpTSU/KklitEqfPqGPM3DYIIbD2euDXT7lm9V+6HFh6cXh9KSEazwJdlmTrW2oph1klQFqab/cZM4uB6Gj1qpKDHwCXLPPpw4QFKSV+9gvXBp5LlwAfv8vxut+wViB/IvDt70jlKqeGBuCzn5e4/5vAystdf0+VlVrjOX5OGsxRkCkTYUuZ6P72oYLfLWcg2s5BtNVASJdiKR4T0g7Rdh5oOw/zEOvIuDQ18J2cB3tS3uDyWJteUng5eUri7XfUsf/3IeHXXjP6yVWb3SiTmx5mlWxDIrhNRKpWLTtvLJnbprpymOvUIyiWJCEif1u3RmDP3qFLjCUl8sB8LG6+EXj2b2pNzVCvtz1AD257krl99iyUDDbA6BZPhtWrgKd/B1itjrHoKOC/P8f3GVE4ydCCCM0tQF+f9FkNbGdSSrz1tlrHaPky3z9OVJTArBKJ/QccYwcPSlzih8cKdS+tB15+RR2bmAc88G3XBnGLFgo8/STwtW9KnHE6udvTAzzwPYl7Pw587E61R5meuc0rnEZppOC33QrRXgPRes6o+d16tv//czC1ngVazsMkva/5DQCiqwnmriagttTt7dISa2SoJ+f2Z3wb/xtjeZBJOYA52idzoeD5y1/V71CJicCN6/z7mKmpgMkE2J0uYqhvYHCbiHxAL0sylprbeiNJe2IObPluLtciIvKhSy8BUlNcS2gMYFmSsUlKErjlJolnnnWMzSoJjy+velmS9vbRN1zSv7CnpWHcXtLuTlqq0Vjyjc2Osds/AuTl8jUiCid65jYANDQaTcR8raLChrPn1FIMy5b6/nEAozSJc3D7wDisu/3BYYnHtL4ZsbHAj34gkJzkfl9dMEng6V8bwWznq+EAo3lwZRXwja9iMJvTNbjts+mPbyYLZHJ/DW03N588acMXP12PvPizyI07h7z4s/jUh87D0nEelvbzQPMZoK/LzT09J6zdEE0nYWo66fZ2CQGZkOkU7DbKnRjZ4Mb/zP4ObefPS7zxhjr2XzcDCQn+/Z1ZLAJpqRINjY6xhgYAM/z6sD7H4DZRCHJtKOnhDk3aYTm6URmyzlwDmIa6EIqIyDeiowVWXSvx3D/c3z7WHgIE3P0xgarTEjt2AIsWATeEycU43pQl4Rf2kf3PZwXOnpM4dgxYeTnw0Tv4xZUo3CQlGVdd9DolgTY0+Ce4vfVtNdM0OxuYNtX3jwMA8+aqjTKPlgHd3RKxseNjP1XfIPHt70jl6hoA+ObXBaZOHf41SE4WePQnwM9+IbFerTSJ198wAmEPP2SUfqnXSsCxLElgZGSYUN+ThfqeLBxsmg8AuH6eQO4EE+JSUyGlREv1KYiWs0a2d9s5RxZ423nj/64mn8xFQEJ01AEddTBXuz+LpGZ/9we+B4PfEyATc1nCNIj++ne12WxsLPBfNwdmX5mRCSW4re9TwgGD20QhyKWhpIc1t82nd8HUXqOMWUv8fD0LEVG/dWsEnvuH+9IkSYluh2kUoqMFfvh9AbtdhlWjqAQvGkqe0uuIMrjtIj1d4LdPClitEhZL+PxdEJGDEALp6RLVTofv9X6qu62XJFm2VC1x4UsXzFYvd7fZgNIjwMIFfnm4kNLXJ/HAd6VL/fSP3AZcuXJ0r7fFIvDVLwGTC4AnnpRK2YAPDgOf+IzEXXeq2zKbgPwhqmyQbyUlAVFRQJ/T+aLGRiB3gvGzEAKIS4M9NhXImQ231bv7OiFaz6sBb6dAuGiv9Undb2Dk7G8AsMelQybnQiZO6M8Az4VMmmAEv5NyIROymDDnBw0NEi+/rI7dsBZITQ3McV1mOlDuPJ/GIVcNWQxuE4Ugvea2p2VJ9JIktsxi2LOKvJwVEdHoFBQIzJ+n1tkcwMxt74VTYBsYqLPuCFK3e5C5XaVnbheG13MPJAa2icJbZiaU4LY/mkq2tEjsP6AGypYv9d++Iz5eYMZ0iTKnqMmBg+MjuP3LX0kc+kAdW7QQ+OS9nr3eQgh86FYgPx/43kNS6b1RUwP8+H/Vk8C5ecbJcPK/gZNSNd68b6PiITOmwZYxzf3tdqsR4G47D1Pr+f7/z0K0nTeC4m3nIHo9yBoYgamrEehqBGoOu71dCjNkYrYa8E7Kdfp5AmRcOsufeOjv/5LKlTsWC/D/bg3ca5ihNZWsbxh9CcFQweA2UQhyydz2JBjU1w3LsdeUITaSJKJAW7dGYP8B1+xt1twef8ZalkRK6VKWZDIvtSaiCOUSXKj3fXDhvffV7N+YGP8HmufNhRbcDp2gic0mYTL5PnP91U0Sz7+ojk3IAR78jhjzichlSwWeesJoNFldM/R6/JwMrPR0qMFtX2e8miyQyXmQyXmwD5WR390KU9t5iLZzrlngbdUQHbUQ0l3VcM8JaYNoOw+0ncdQ+dvSHG1kfidNMILdybmwJ/b/3B8IR0wyA+D9WtskXnhRHVt9LZCdHbjXR+/70MCyJGNTUlLi820KIVBa6r7TLFEo6+6W6FWvFvQoc9tyYgtEryNyICGMettERAG04jIg6XGgrU0dZ1mS8SdB+513jDK4XV8PJUMNAApYloSIIlSmFtz2x2Xh23aoyxdd6GhK6C/z5gr841+Ok92HDyMkyii9vlni57+QsNmAFZdJ3HKTQHGR93M6Wibx00fVk/vR0cAPHxJelxiYOlXgt08B33rANSt8AD8nAyszXV1uDEY5h9hk2GOTgaxi97fb+iA66pTsb9F23giIt56Hqa0aomeITvBjIGy9EC1VMLVUDbmOtMQ5ZX9PUIPhSROMBpgx4yMj5vkXgC6nvqMmE/CRDwd2/5iRrl5lWc+yJGMjpfu6nBQ4VVVVKC0tRXV1Nex2O3JycjBjxgwUFbGURaDpWduAZzW3LUfUjiO2goshk/zQjYaIaBgxMQKrrpH457/VcT2LlyKffkJjtGVJTlWqy3GxQE62b+ZERBRqMjLU4IKvy5LYbBLv71S/dy/zY0mSAXPnqMtd3cCx40DJTL8/9JA6OiR+8r9yMKD0yqvAK69KzJ5lBLkvXzG20h5NzRLfekAtLwAAX/2ybwLnAJCWJvDYo8CPfyrx2huut08uYDZsIKVrwe2GhhCMbZmjRs7+7u3oD3hX99f8Pm9kfbeeM8baqyFsvUPc2XPC2jVi/W8ZnaAGvRMnwJ6UA5k4ATIpB/bECUYAPIwzwDs7pXLyDzCag0/KD+xzcsnc9lPPB38KieA2YGRaexLkdnfp0HgKkv/gBz/AM888o4zddNNNeOSRRzzazltvvYUnn3wS+/btc3t7cXEx7r33Xqxbx2aEgaLX2zaZgMQE9+u66GyE+dQ7yhAbSRJRsKxbK/Cv5yUGPp6nT2Nd4PFIP6HR3mEcs410GbhekqSgwH9Nz4iIgs21LIlvt19Z6Xpyccli3z6GO2lpAgWTJKpOO8YOHgpucHvnLjVTcsDhUuBwqcQvfw2svV7ihnUCOaMsDWC1Snzv+xK1ter4LTcBq6/17WdXTIzAA98GJk8Gnv6dGgOZPcunD0Uj0IPbQcnc9oXoBMiM6bBlTHd/u5QQXY1GwHswCH4eor3/57Zqnza/BADR2wHRWAFTY8WQ68ioeCPTOzGnPwCeYwTD+5ftiTlAbGrIBsA3vAy0asmNd94e+Lnqnz8NDQi7BvYhEdy+6KKLPFrfbrejtbUVVVVV6OnpAWB82UlJSRkXmcb79+/Hs88+69U2pJR4+OGH8ec//3nY9crKyvDVr34VW7duxSOPPILo6GivHpdG5lJvO2n0zcOiyl+FsFsHl6U5BtbpV/tyekREozZlssAX/gf47e8k4hOAz90XPgdI5DsJ2glamw3o7gbi4oa/X2WV+oW9kJdaE1EE83dZktIj6nJOTuBqus6bCyW4feCgDGizNN32HcMnxTU1AX/+C/DsXyUuucTI5l4wf/gTrE89LbFnrzo2dw7w35/1z/MUQuCjdxifjY89LtHQCNzxETZeDjT9iotwLOcwKkJAxmdAxmcAObPhNoRtt0J01DtKnvQHvQd/bq+GqcO3Z+1EXydE4wmYGk8MuY60xBpB78QcyIHM78QcRxZ4YjZkQiYgTD6d20h6eyX+9nf9ahpg+rQgBLe1kzQ2mxGXSksN+FTGLCSC23oG8mj19vZix44deOqpp7Bv3z60trZi0aJF+MIXvuDbCYaQvr4+PPDAA7DbvWsI8Oijj7oEthcuXIg5c+bAbDajrKwM27dvH8yGf/nll2E2m/HTn/7Uq8elkXnTTFIvSWKdfiUQwxoARBQ8t9wkcPONxkESs7bHJ3d11tvbRxHc1sqS8As7EUUyPXOuqcm3takPH9EyfEsCt0+dO1dgw8uOxz94aHRX8PiDzSax4311LDoaLj2PAMBmB956G3jrbYnJk4GbbwRWXQPEx6vzfmOzxHP/UO+bmQk89L2xN5AcrRWXCSxfZvzM46zA04OCYZu57Qsmi6NmNoboVGvrNTK826r7M77PQ7TXqD93+rYmhrB2QzRXwtRcOeQ60mSBTMhyyfyWidn9zTBzIBOyALPvkj03veZ6hc5H7wjOezg93Uhudy6GUV/P4HbAREdHY8WKFbjsssvwk5/8BP/3f/+H3/zmN5BS4otf/GKwp+cXTz/9NMrLjXbTWVlZqKur83gbW7ZswW9/+9vB5eTkZDz++ONYunSpsl5paSk+85nPoLq6GgCwfv16LFq0CLfddpsXz4BG0qKVJUkZZb1t0VQJ8/kDypi1ZK2PZkVENHZCCFjC+oiDvBEf7zrW3gFkZQ1/P5fgNjO3iSiC6cFtwAiUZfuo10BpqbocyPIV8+aqy83NQFUVUFgYuDkMOHLUeHxnf/qDQEUF8O8XJPbtd3+/U6eAnz0m8dTTwOprJW6+UaCwUOB4hcQjP1VPHFgswA8eFP1Zvf7HoHbw6O/bxsbxVS7XY+ZoyJR8yJR8DJmuae2BaK9xBMDb+zPA+8f8EgC3WyHazgNt52E+734dCQEZn25keicOBL5zjEB4Ys7g8mjqgFutEs/+Vf07WTAfuGB2cN7LFotAaqpEU5NjrKEBmDFElZpQFBFfNYUQ+PrXv45Tp05hy5YtePrpp7F06VIsWbIk2FPzqRMnTuCpp54CAMTFxeFLX/oSvvnNb3q0DSklfvaznw0uCyHw61//2m1pmFmzZuGPf/wjbrjhhsHyL0888QRuvPFGxMbGevFMaDh6zaXRZm5HaVnb9rh02AqX+2hWREREY2OxCMTFSaW+6UhNJdvapMsl+cEIghARBUpKshEUtToqDKLBR8Htzk6Jk6fUsVmzAhdEyZ0AZGUCdU5ZigcOBWe/vk0rSTJlstG8bVI+cPkKgRMnJJ5/SeI//zGaX+o6O4F/v2AEwhctlDhfbZTacvbFz4ugBakosPSa2319QFsbkJYWnPlEBEsMZGoBZGrBCAHwWqPUSVtNfwC8Bqb26sESKKKjAQK+O9EgICE6G4DOBqD2yJDryah4p8B39mDw2+4UFH/r/QycPWdW7hesrO0BmRlQg9thdhVCRAS3B3zlK1/Bli1bAABPPvlkRAW3pZR44IEH0Nt/vdR9992HiROHanU7tDfeeGMw8xsAbrjhhmFrnk+ZMgX33HMPfv3rXwMA6urq8M9//hN33nmnx49No9PSou6AU0YT3JbStSRJ8XWAOcqHMyMiIhqbpER4FNzWm0maTUC+54c9RERhw2QSSE9XGxL6qqnk0TLAuaqlxQIUB7BVlRACc+dIbN7iGDtwUGLdmsAHc7bvUJcHSnoMmDpV4CtfFPj0JyQ2vQY8/4LaDNOZXmMbANZeD9ywloHt8SLdTRC7odFogk3eKyuXeOiHEjU1wO0fEbjro/3vLUsMZOokyNRJQwfAbb0QHXVG0Lvt/GAwXLTX9meE1xi3O/Us8wXR1wnRdAqmplNDrrNGmrD0mgzUdWWjtjsbfbHZWGbNgTw8ATIh26MscF/JyACOHXcs+7qpsb9FVHB72rRpmDp1Kk6cOIFdu3bh/PnzyM3NDfa0fOK5557D7t27AQBFRUW4++67sXevm0/TEWzatElZvv3220e8z2233Ybf/OY3sNlsg9tgcNt/xpK5bTp/AKYWNRLAkiRERBQqEhIAOFVSa+8Yfn09uJ03EYiKYrCAiCJbZgaU4HaDj668P6yVJCkuMiMmJrDlE+bOFdi8xanu9sGAPfSg6hqJigp1bNlS958tiYkC/3UzcMtNwO49RpB72w71JIGupMTI2qbxIzpaIDlZKt/hx3XdbR+qrZX4ytcdpTJ+9weJS5Z70HDRHA2ZPBEyeeLQAXC7DaKzQcsCr3ENglvdXMbhBbOwIzu2DtmxdZiNw8bgdtf1pCUOMjHL0RAzIRsyKRsywSkzPCELsMR4PSe9xE5DgwQQPvuziApuA0am8YkTJyClxKFDhyIiuF1TU4NHH30UgHHW+8EHH0RUlOcZuVarFW+//fbgcm5uLubOnTvMPQw5OTmYP38+9uzZAwDYt28fGhsbka5fg0M+oTeUTEkZeYeiZ23bUwthnzDHl9MiIiIas0StqeTImdtqwGUyM6CIaBzQgwv1PgoulGrNJOfMsQDwbbbiSPS62+erjeBVdnbggic73lOXk5NHrj0uhMBFFwIXXShQXS3x4nqJjS8DzVqfpLQ04IcPCkRHh08wiHwjPV1NUDPet+SN3l6J+7+r1oAGgF27genTfPhAJnN/6ZBsABfA5m4dKYGeVqfAt/HPNPhzrfFzV5O7e3tFWLsgmquA5iqYh1lPxqYaZU/6s76NzO/+kigDY/EZgGnorWS6fP745jkESsQFt+Pi4gZ/rqmpCeJMfOehhx5CW1sbAOBDH/oQFi5cOKbtlJeXo9Vpr7tgwRAdbN1YsGDBYHDbZrNh7969uOqqq8Y0DxqeHtweMXPb1ouosleUob6StQG7fIWIiGgkSZ4Gt/Vmkqy3TUTjgGvmnPfblFK6NJOcNycKgQ5uT51inOh03v8fOARcfWXg5rBdq7e99GLAbB79d6YJEwQ+/UmBuz8m8eZW4PkXJY4cMcpmffcBEdBAPYWOjHSj4egAZm577+ePS5S6KWttnKgL8PtMCCA2BfbYFCBrmHpOg3XABwLfTmVQ+gPhaKuFSfp+3yu6m2Hubgbqy4dcRwoTZHzmYPBbJmQpAfHpiZlIi85Cc28aJEw+u3IoUCIuuF1X57jmtVvv7BCGXnvtNbz++usAgIyMDHz5y18e87YqtGuwSkpKRn3fWbPUU9onTpwY8zxoeK1aFkBqyvDrm09tg+huVsasJet8OykiIiIvJLgEt4f/cqKXJSksYMCAiCJfZoYAnBqg+SK4UFPr2hhs7pzAhwFMJoG5F0hsd8qePnBQ4uorA7N/7+qS6M/VGjRUSZKRxMQIrL4WWH2tgM0mIaXRPJnGpwztgvZwCwqGmpc2SGzY6P42vcRSSBlFHfAvfcWKYwebkB1bi+zYWkzPrsGnbquFubNOzQLX4ju+IKQdoqMW6KgF3OQBrwWwdhXQZ7egvjsTzfZsxK7Phj0hqz8Ynj34vz0xC4hNDamEyogKbre2tmL//v0Q/S9wWpi3qG1ra8NDDz00uPyNb3wDKSkjRDqHoQek8/LyRn1fvbwLg9v+42nmtuXIemXZlrcAMnWSj2dFREQ0dp6UJentlTh3Th1j5jYRjQf+uCxcDwYlJwsUFprQ0uJ+fX+aO1dg+3vBqbu9Zy/Q2+dYNpuBxRd5v11PMr8pMunVWvWTSTR6HxyW+Pkvhi7rUltrlH0xTgSGlyNHJXbuNgHIQFNvBspaS3DRRwSslwjX62isPUazy/YamPqzwR1Z4bUQHbXGso9rgQNAlMmK3Phq5KIaOD70etIc5cgET8hyCoJn9QfCs4yf49IAYfL5PHURFdx+5JFH0NPTA8CojVVcXBzkGXnnJz/5CWr7O4osW7YM69Z5l42rl2mZMGHCqO+rr1tdXe3VXMg9q1W6fOFPGS643dMGS8UWZaiPjSSJiCjEuAS3h2koeeaMa8OuQtbcJqJxICNTXfZFBqheb3vuHMtgMlig6XW3T5wEWlslkpP9P59tWkmSeXOBpKTwC5BR6MnQrrhobGTN7bFoaDDqbFu1SK/ZDNicimGXlgKXXRrYufnCM8+qfxfpacD1q4dY2RIDmZIPmZI/dDNMKYGeNoiO2v4AuCPoPRgQ76gz/tn9UArF1gfRdh5oOz/setJkMYLgA8HvxCzYMgpgXvkln84nIoLbFRUVeOyxx/DGG29ACAEpJTIzMzFnTvg21Nu1axf++c9/AgCio6Px3e9+1+ttdnZ2KssJCQmjvq++rr6t0QrWgVS4ML7sqzu9lFQx5OtmOfY6hK1ncFmaomArXs3XeRxy/p3z90/ke3yPeScpQf3i19E+9OtYdRrKupmZQGKi/zM+KPj4PqPxzsjcdgqSNRlBHW9KXuj1tgdKkgTjPVYyE4iOlujtdYwd+kDgkuX+nYuUEtt3qGPLlw79HYvIExkZ6vd355NSwfgbO31G4vkXJd56WwIS+Px/m7DistD+W7daJb7zoER9vTr+4dsEjh2T2O1UUqj0CEL++ehOnpJ4+x117LYPCcTGenF8KwQQlwLEpcCeOWPo9aQd6Gx0yviugWivc2R/t9caAfDOBgg5ZCh97NO0WyHaq4H26sFyKHYgMoPb3/zmNz2+j81mQ2trKyoqKnDmzBkAxocWYOxAPv3pT/t0joHU29uLBx54YPD5fPrTn8bkyZO93q4ekI6Ojh71fWNiYobd1mh5U1ZlPGhssgFoVsYKClIRHeV+52099ooSCjcVXYnU3Cl+mx+FB77PiPyL7zHPZWV3A3Cka3d1W5A6RFOJ6ppOAF2Dy9OnRSE1daTuyhRp+D6j8WjqVDuApsFlKQG7PQWpqWMLgPT1SZQfU2skzJ1rhACC9R6bN7cFu3Y7sggPfRCNNdePPulqLEqPWNHQoNZhWXVtClJTzX59XBofCgv6ADhqizY2Ob67B+p9ZrNJvPNuH/76XDe2be9TbnvkpxJXX5WK+PjQDQg//EgHDhxUS2wsuTgK3/hqEn71ZBd273EcF5aVm4c8hgxVG15uB+BISkxOEvjYR1MDl7yRlg5g+rCrSJsVN64+jujuGmTF1iIrtg5339KC/JR6oK0asrUGaKsGOuqH3U6whERw+4UXXhjzGS3ngPZA1vbVV1+N22+/3ZdTDKhf/epXOHnyJABgypQp+MQnPuGT7Q6UbBngSXBbXzcSmnWGouZm9UxZfDyGDGzLlrOQp7YrY6Z5t/htbkRERGOVlKh+lrW1D33J7omTNmV5ymRmbRPR+JCeJlwuwa+rtyM7e2z7wfJjNmhfATHnguCGAC66MEoJbm98pQdf/mI8oqP9F3jb+lavslxYYMLkyQxsk29kZqp/uy0tEr290q9/0wOam+14/sUe/P0f3Thz1n3WbWurxAeHrVh8UZTf5zMWL23owbN/U+NLubkm/O+PE2GxCJcGuB8ctsJmk2FT715KiS1b1H3QbbfFhtxVicJsgSl5AkprsoD+c4EL0hIweV2ssp609QHttZBtNUBbLWRbNdBW079cA9lW6wiCy8CV6AmJ4LY3BgLaUkqYTCZ8/OMfxxe+8IVgT2vMysrK8Pvf/35w+cEHH/QoCD0cPfu6t7d3iDVd6evGxsYOsebwWlpaBk9IkKuz59TXJjkZaG5udrtu1M6/IdrptZTRiWidsBgYYn2KbEKIwcwAvs+IfI/vMe+YTOrr1dJiG/Lz7fhxNbidm9s75LoUWfg+IzKa09XVOZZPnmzDxLyxBXHee18NdhVMAlJTjIBKsN5jl14i8eunHMvNzRLrNzbhqiv8F+jZ/Kb6ubLkYsnPFfKZ6CjX91F9gx15uWa/vc/KyiX+/bzE65vVMj9DeX9nG4pmhFYwFTCex/e+r+6noqOBH34fEKIVzc3A5EL19evqAvbtb8b0aeER3C4vl6itU5/D5Zf2oLl59PG4QElLU/eVVVWdaG52l9iaACRONf7lDrExuxWio8Eof9JRN1j+xNRRh6iepiHuNHYhE9we6xs+NjYWM2fOxNKlS3HLLbcgPz/fxzMLHLvdjgceeAB9fcZlJDfddBMuvvhin20/Pj5eWfYkuK1nfevbGq2BExHkXkuLa3Db7eslJcylLylD1qJrIc3RAT07RqGJ7zMi/+J7zHMJCerr1dHh/vPNbpeorFLHCgvGfpxI4YvvMxqvMjPU4HZ9gxzz4f3hUvWOs0ocwaBgvccm5QPz5wH7DzjG1m+QuHKlf+ZS3yBxtEwdW76MnyvkO4mJElFRQJ9TNZD6eiO47cv3WW+vxNa3gH+/IHG4dOT1nR0uDb3P1OZmiW/e7xqc/+qXBYpmON6jqalAbi5w3qlv4eFSiWlTAzdXb+jNbPMnApMmjX2/7k8Z6epyQ4MXfzfCDJmYDSRmq8NCIC41dWzbHEZIBLc3b97s8X0sFgsSEhKQmJjohxkFxzPPPIMDB4xP+dTUVHzta1/z6fb1gHRHR8cQa7rS1x1rcJuG16KWgkPKECVGTfVlMDccU8b6Stb5aVZERETeSdTKqXZ3G7Vgo7TSW7W1cLmEvrDAz5MjIgohGRnqcn29BDC2DEU9ADZr1tjm5Gvr1grsP+AImOzZC5w5I5Gf7/tMzPfeU5cTEoC5c3z+MDSOCSGQni5RU+MYM963vlFTK/HSeon1G0e+SLtoBnDzTQJWK/C/P3PMobTUCBaHShNVq1Xiu99XXzMAuOUmYPW1rnOcVeIa3F63JjSey0j04PaypaHbNDsjU13WG3yGspAIbk+cODHYUwi67u5uPPbYY4PLX/va15Cenj70HcYgJydHWa6urh71fc8770kATJgwwSdzIlVrq2vmtjuW0g3Ksj0pF/b8C/01LSIiIq+4y0Vo7wDSUtWxU5XqckKCa6CHiCiSuWTONbpfbyStrRJnzqhjs2eFRkBlxaXG95xWRw8+bHhZ4jOf8v389MDSxYsBiyU0XgeKHOnp0ILb7utfj5aUEnv3Ac+/KPHuu4BtmM1ZLMDKy4FbbhKYPcsInFadVv/uGxqBmlpgQo7bTQTc07+T2LNXHZs7B/jvz7p/b84uEdj8phqsDwcNDRJHjqhjy5aG7v4nM10AcLzOY/38CYaQCG6TUSKks7NzcPmBBx7AAw88MOx99MsDXnzxRaxfv35w+cYbb8TDDz88uDxt2jRl/XPnzo16fnogfOrUMLkGJMy0tKrLbjO37TZYjm5Uhqwz1wAi9GpoERERAe6D2x3trsFtdyVJQjW7hYjIH4zmdE7BhYaxbadUC6hERwPTp7lfN9BiYgRWXSPxj385xl7ZBNz7cdcrerzR0yOxa7c6FsqBJQpfmdpJqfqGsQe3z52X+M73XMvp6LIygRvWCaxbA6Snq3/Xk/KBpCSgrc0xVnokNILbm7dI/PU5dSwzE3joe2LIE0/6VSenKoGODomEhNB+P+94X12OjwfmzQ3OXEbD5cqhMX7+BEPQgttHjx7Fu+++i4qKCjQ1GcXE09LSMHXqVCxfvhyzQuWaqSCx2Wwjr6SRUir3s9vVHaoe3C714HTX4cOHlWUGt/2jVQ9up7iuYz79PkwdtcqYtWStH2dFRETknZgYgagoqdSjbG93Xa+ySj1xz5IkRDTeuJYlGdt29HrbxUWhlbG8do3AP/7lmGNTE7BtO3D5Ct89xr79RhmsAUIASxb7bvtEA/SL7uvqxhbc7uiQ+MrXJKpOD73OgvlGlvYly4d+TwshMKtE4v2djrHDpRJXXB7cfcCJExKP/FjdN1kswA8eFMjIGHpuM6Yb61mtxrKUwJGjwIWL/Dlb723XrhxZfBF8egLP1zK1siQN9aFVzmY4AQ9uHz58GD/60Y+wZ8+eIdf52c9+hoULF+Ib3/gG5sxhQSxfmTFjBpKTk9HaH0Hdv3//qO+7b9++wZ/NZjMWLlzo6+kRXGtuJye77kQsR9SSJLbsEtgzZ/hzWkRERF5LTDSCFwPa3AW3tbIkhYWhfzBNRORLmVpwe6yXheuZ26GWOzZlssCcCyQOfeAYW79R4vIVvtvv64GlC2YDqan8XCHf04PbY8ncttslfvAj94HtuFjg2muBm28QmDp1dH/Ds0qgBLeDXcqjtc1oINnVrY5/4X8ELpg9/HOKiRGYMUMt8VF6JLSD2729Ert2qWPLl4X2/kcvi9XbZxyvJycFZz6eCGhw+4033sBXvvIV9PT0KCU1Bs4COI/t2bMHd9xxBx599FFcddVVgZxmUCQnJ6OsbITrTjTvv/8+PvrRjw4u33TTTXjkkUeGXN9iseCyyy7Dxo1GSYvz58/jwIEDmDdv3rCPU1NTM9joEgAWLFjg83rgZHDJ3NbLkvR1wXLsNWXIykaSREQUBhIS1OC2u77WenB7cqF/50REFGr0zO3GRsBmkzCbRx8UkVK6BLdDpd62s3VrBQ594IgB7NptlGTIy/V+rlJKbN+hjrEkCfmLkXXs+FseS0PJZ54F3nlXHZuQA9z2/wRWXQMkJnr29ztrljqnsnKjkWMwruCw2yUe+qHEWa0y7trrgRtGeRH67BIowW3j6pTQfU/vPwAlkC8EsOTi4M1nNNz1uamvD4/gdsCK9FZUVODLX/4yuru7B9PanYPaA4HtgXEhBHp6evDlL38ZFRUVgZpmxFu9erWy/Ne//nXE+zz33HNKuZNVq1b5fF5k0Gtu6w0lzSffhuhz1GaXwgRr8XUBmBkREZF3krS623pZkuZmiWbtCqYCliUhonFGDy7Y7UBzs2fbOH1GrbULGFmcoWblCiAxwbEsJbDxZc+Dgu6cPAlU16hjy5f6ZNNELvSM1zoPG0rueF/id39Q//aTk4FfPibwXzcLjwPbADBrprrc2wscD1Jo7Q9/lNjxnjpWUgJ88fNi1CUvZmkn6EqPuPahCyXbtqtzmz0LSAvxK0eio4VLDGqsfR8CLWDB7e9973vo6ekZDFxLKWE2mzF//nysXr0aq1atwvz582GxWJRAd09PD77zne8EapoR78orr0RRUdHg8ksvvYRd+rUSTk6ePInf//73g8tZWVm49dZb/TrH8UpK6VKWRK+5bal4U1m2TVoMmZjt55kRERF5T28q2a5lbuvNJC0WIC/Xv3MiIgo1aamASfuW7mlpEj1rOyMdyAnBrwyxsQLXXqOOvfyqkV3qrW1a1vaEHGDKFK83S+SWa618+6gDr2fOSDz4kITz6iYT8OB3BHK9uIohJUUgP18d0/cNgfDOuxJ//LM6lpYG/PBBgejo0T+/2doJuqYm4Hy1DyboB+F85Yh+omaspbECLSDB7fLycuzatWswqA0Ad999N7Zt24bnnnsOP//5z/HYY4/hueeew7Zt23DPPfco99+7dy+OHj0aiKlGPCEEvvSlLw0uSylx3333YceOHS7rlpaW4q677kJPT8/g2Oc+9znExsYGZK7jTVeXo0HCAOWsmd0Ky8m3lNtt0yK/ZA8REUWGhAR1ub1d/dJXpQW38/NDq/kZEVEgmM0CaWnqmKdNJfVmkrNmIWQbgq1bq86roQEuGZ5jodfbXrY0dF8DCn961da+PqCldeTgdleXxLe/I12uZvvUJwQuutD7v9fZWq19fd/gb1VVEg89rD6m2QR8/7sC2dmePb+8PCBVS/4Ldh3xoZw85Rp4XxYmV47oTSXH2tQ40AIS3H7tNaNG8EA5kvvvvx9f//rXkaKnpcKoPf3Vr34V3/nOd5SunK+//nogpjourFy5Ep/4xCcGl1tbW3HXXXfhwx/+MH70ox/hxz/+MT7+8Y/j5ptvRnW14x25bt063HbbbcGY8rigZ20Das1t07n9EN3qStZpl/t3UkRERD4yUlmSU1Xql5/JLElCROOUS1NJDy8L1wM+s0pCN6g7bapwKZmyYaN3AbjmZokPDqtj4ZI1SeEpPc11rH6E0iRSSjzyE4mKE+r4ysuBj/go7KK/9wOZud3ZKfGtByQ6O9Xxz94nsGC+5+9HIVz3FYEO1o+WnrWdnQ1MmxqcuXhKvwqhoSE0X2NdQBpKHjp0CIDxxzhv3jzcfvvtI97nwx/+MDZs2IC9e/dCCIGDBw/6e5rjype+9CV0d3fjmWeeGRzbu3cv9u7d63b96667Dj/4wQ8CNb1xSa+3bTarWW6Wii3K7bbMYsjkiQGYGRERkfdGLEuiNZMsZDNJIhqnXEoceBDc7umRLnV19ezNULNurUDpEUcA5b2dQHWNxIScsQWk39sJpcRDXCywYL6XkyQahlGrWKLV6Tt9fb10OVHl7Ll/AJvVr/iYMhn45tdGX4d6JHopj9OngdZWieRk/5/sef5F4JR2bHfNVcCtt4x9m7NmCWx/z/HmDkaZldHQrxxZvix8rhxxObnKsiQOzg0hb7rpplHf78Ybbxz8+cSJE0OvSB4zmUy4//778fTTT2P+/PlDrldUVISf/OQn+PnPf46YmJjATXAcanXTTNJ5B2g5oQW3p60MxLSIiIh8IiFBPajXM7f1mtuFBeHxJYCIyNe8yZwrKwdsNseyyQTMLPbRxPzkypVAfLxj2W4HXn5l7NmCemDpwguBmBh+ppB/6aVJhsvc3r1H4snfqH+niQnAwz8QiI/33d/qtGlAdLQ6FqiAsN5QccZ04Gtf8S5wr5+oO3YM6O0NrczilpbwvnIkI0Oda7iUJQlI5nabU6vmWbNGf9p4YF0ppbINMlx88cUoKyvzahsrVqzAihUrUFlZicOHD6O2thY2mw05OTmYMWMGiotD/EgoguiZ284lSUTTSZiaTiq3W6cyuE1EROFjuLIkPT0S1VptQmZuE9F45U1ZEj1wNWUyfBos84e4OIFrrpJ4cb1j7OVXgLs+KmE2ezZ3q1Xi/Z3q2PIwCixR+MpIB06dciwPFdyurpb47oMSdu3mB74tMCnft3+rUVECxUUShz5wjJUeAZZc7NOHcdHRIV3KI33qEwKxsd49P/1EXW8fcLwCLuVKgum996H8bmNjgYXzgzYdj7meXA3OPDwV8OB2amrqqO/nXJO7o6NjmDXJW4WFhSjkt8igatVqbjuXpLdUbFVusydkwj7hAv9PioiIyEcShgluV1Wpl5ADQMEk/8+JiCgUGZlzjp2iJ2VJ3DWTDAdr1wi8uN4x99o64P2dnjdhO3AQ0EMHS5b4YIJEI8jQM7cbXIPbPT0S3/qOdElsu+dugeXL/HMSZtYsKMFtYx/h3xM++w4ANqenHxUFzJvr/XaTkgQKC6RytV/pkdAKbrtcObIovK4c0U+u1jdA6YcYqgJSlsTudNrCbDaP+n4mk2N6dv20FlGE0T/gkp0yt11Kkky5HBABefsSERH5hEvNbafgtl6SJCfHyOQjIhqPMjPVZW8yt2eHcDNJZ8VFAsVF6thYGkvqgaWZxUBmRni8BhTe9LIkdXVqDEtKif/9mUR5ubreJcuBj93pv3m5ayop9YwCH9uzR93+BbN9d1ynlyYJpaaS7q4cCaeSJIBr5nZPj+sJw1DE6BhRiGhtVXfKg2VJupphOqs2+rROuyJAsyIiIvINl7IkTgfKlVXqZ2BhQQAmREQUojK1IFlDI2C3jxzAqW+QqKlRx8IlcxswGks6277DaMrniW071OVwCyxR+HKpVazVyn/+ReDV/6j3mTQJuP+bAiaT//5O9WBwWxtw+ozfHg4AsHuPurxooe+en0uwvnSIFYPg4CHXhunLwuzKEXdNUMOhNAmD20QhwiVzu78sieXUOxDS0RVGmmNgKwizPSQREY17CQnqckeHI1hzqlK9bTIrpRHROKZnztlsQEuL+3Wd6UGe+PjwOll49ZVAXKxj2WYHXn519PevOi1xRgvaLV/mm7kRjUQvS+KcuX3goMTjT6jB7rg44OGHBBIT/XsCJifbdW7+bCpZ3yBx8pQ6duEi321fD9afPQc0N4dG9vY27cqR4iIgMzO8TrDFxAiXqy09KY0VLAxuE4UI/YA1JdnYCZor3lTGbYXLgKi4QE2LiIjIJ/QDZSmBzk7j5yqtLElBQXh9ESAi8qW0NEAvbzqa4ELpETWwUjITHjdkDKb4eIGrrlTHNmyUo8paB4xMb2eZmUDRDB9NjmgEelmSgZrbdXUSD3xXwmZTb//2NwSmTPb/+1MI4VKTutSPpTz2aFnbCQmujSC9MWWK0aTRmT+D9Z7Q90Ge9gwIFd40NQ6WgDSUBDBYfHz//v04e/bsqO5TV1enLO/evduj2kAXXXTR6CdIFGStWuZ2SjIAWy8sp95Vxq1TLw/YnIiIiHxFL0sCGJduxsVJnD6tjjNzm4jGM4tFIC1VorHJMVbfAMyYPvz9DmuZ2+FUkmTA2jUCG152fOevrgF27QYuXjzyffV620uXIOSboFHk0K+4aGmR6OiUuP+76nsZAO74CHD5isD9bc6aJfDONsf7Q99X+NKever7cMF8Y5/mKxaLQHGRxIGDjrHSIzLoJYiqTrsezy4P07JIGRnqVZXhkLkdsOA2YBSt//KXvzzm+9555+ir7AshUBpKxXeIRuCuoaT5zG6I3nZl3MbgNhERhaG4OCMT0TlPob0dsFmB3j513XC6jJ6IyB8yM6EExEbKnLPZJI4eVcfCpZmks5KZwPRpwPEKx9iGjRIXLx7+ubS1qcEuIHwDSxSe9NIfAPDgQ3aXQPLii4BP3BPYv029lMfxCqCnRyImxrfzkFK61Nu+cJHvn+vsWVDe7/4M1o/WjvfU5Yx0oKjI/bqhzjVzWwII7f1pQMuSCCEgpfTonxBi8J+n9yUKJy6Z2ymA+cRWZcyWMwcyMTtwkyIiIvIRk0m41N1ub3ett52cDKSmBmxaREQhSc8Cra8ffv2Tp4CubnVML0UQDoQQWLtGDaK8sw1obBz++/3OXVDKPkRHAYsW+mOGRO4lJQFRUerYtu3qcm4u8L0HRMDLBc0sBkxO0T+bDSgr9/3jnD4N1KoFGHxab3uA3lTyyJHRNd31J/3KkWVL4ddGof6Ukakuh0PmdsBrbjsHq0fzbyz3JQo3VqtEh9ZVNzlJwqLV27ZOWxnAWREREflWoh7c7gAqtXrbhQW8jJyISM8CbRghuKvXnM2dAKSnh+e+9JqrgJgYx7LNBryyafj76IGlRYuAuLjwfP4UnoQQLnW3ncXEGA0kk5MD/3cZHy8wZbI65o861bv3qsuZmf65Gk/PRG/vgEtJkEBqb5fYf0AdC3aZFG9kap8drLndLy8vLxAPQxS29KxtAMi0H4epVa1Pb2Nwm4iIwlhiIoAax3J7O1BZpQYkWJKEiMgICjkbKbigN4gLx3rbA5KSBK5cKZWA9oaNEh+5zX0mpM0mseN9dSycA0sUvtLTgZoa97d9/asCM6YH7+9yVglQccKxfLjU96Umdu/RTjIt9E/CQlaWQFamRJ3TFS2HS4HCIPVseT/CrhxxuXKIwW3Dm2++OfJKROOYXm8bAFJr1feNPSkX9kwfthkmIiIKsEStqWRHO1CplSUpLGRAgogoI0MAcASKRipLotecDcd6287WrhF4ZZPj+Z89B+zb7z5gdLjUNVlo6RL/zo/IncwhMrc/9F/ANVcF9z05e5barNXXmds2m8TefeqYP+ptD5g9C9j6tmO59IjEdauD8xrrV44sWGBky4crl5OrI3z+hIKAlyUhIlf6wVhCAhB9aqsyZp260ujERUREFKb04Habm5rbk4OUdUNEFEpcy5IMvW5Hh3TZl4Zz5jYAXDAbLmUU1m9wX5pl23Z1fNo0YEIOvzdR4LkrSzJ/HnDfp4P/96jX4K+pAeobfFenuvyYcUWeswv9mL08a5b6mgarqaTNJvGe1kwy3K8c0T9/urqBzs7Q7mvI4DZRCGhpUZcL0uthOq+2+7ZNuyKAMyIiIvI9Pbh9+rR0+SJUwLIkRERuy5JI6T64cOQo4HyTxQLMmO7HyQWAu8aSb70DNDW7vgbbd6jLy5b6c2ZEQyssUP9ms7OAh74nYLEEP9hZWAjEx6tjpT4MCO/eoz1egVE+xF/0YP2JE0B3d+ADsKVHXK/EXx7m+yC9LAkQ+qVJGNwmCgF65vaKCW9DOF2GKKPiYcu/KMCzIiIi8i09uK1n2URHAxNyAjcfIqJQpQcXrFbXhJgBenmBGdOBmJjgB9O8teoao3btAKsV2PQfdZ1z5yVOnlLHlod51iSFr2uvcVyBlpNtwo9+aEJaWmj8PZrNAiUz1bHSI74LBuv1ti9c5LNNu1VcBJidIpo2O1BW7t/HdMflypGpwIQJofE7H6u4OIEErQn8SKWxgo3BbaIQoJ/pW5K2RVm2Tb4UsEQHcEZERES+l6gdKJ9R+yajYJLx5YuIaLzTLwsHhi5NogeoZod5SZIByckCKy9XxzZslEoG+w4tazs1FS4BPKJASUkR+MNvTXjp3ylY/0IKZhaH1jGNXq7IV6U8enokDh1Sx/xZbxswArBTp6pjwShNEqlXjnhSGisUMLhNFAJaWhwHaDGmbsyKUfeQ1mmXB3hGREREvpeYOPwXnUKWJCEiAgBYLAKpqeqYu8w5KaVLQGdWmDeTdKaXJqk6DRxwqt64TWvktvRiniSl4IqJEZg+3YLExNALt+mNZo+WGTWjvXXwENDb51g2mYAF873e7Ij0E3mlpYEtS3L+vMSJk+pYuNfbHqCXxmLmNhGNyDlze3Hm+4gWXYPLUphgnbIiCLMiIiLyLT1zW1dYGBlfCIiIfEEvTdLgpuZpdTXQ1KSO6bVow9m8ucZVPc4GGkt2dkrs26/eFimBJSJ/0PcNXV2ujb3HQi9JMrN45IQGX9BP5AU6c3u71kgyJTly9r+unz9sKElEI2h1qp932YStym32vAVAXFpgJ0REROQHes1tHTO3iYgcMrXggruGXnowJyUZmDjRf3MKNHeNJbe+BbS2SuzaA/Q5ZYuazcBitikiGlJ6ukDuBHXMFwFhvZmkv+ttD9DLrNTVA3V1gQvCbteuHFmyJHKuHNE/f1iWhIhG5MjclliRs1W5zTp1ZaCnQ0RE5BcjBrcLAzMPIqJwMJrMOb3e9qxZRkA4kqy+FohyaizZ2wdses01sDR/HpCQEFnPncjX9Mxib0t5tLZKlB9Tx/xdb3tAwSTXqwL1Brv+0tkpsXefOrZ8WeTsfzIy1OfCsiRENKLW/uB2SUopsuNqldus0xjcJiKiyDBcWRIhgEn5gZsLEVGoc8mcG0Xm9uxZkRNcGZCaKnDZJerY+o3SpZnkcpYkIRqRvo/wNnN77z7AqccrYmKAC2Z7t83RMpkESrRg/eEA1d3e7e7KkQsD8tABMZqyWKGEwW2iEDCQuX35hC3KuD21EDJtShBmRERE5HvDZW7n5hpNmIiIyOCSOacFF/r6JI5pGZORUu9Vt26t+lqcOgU0arXGly8L3HyIwpVeyuNUJdDRMfaAsF5ve95cIDo6cMdzLk0lA5S57e7KkUDUGQ+U0ZTFCiUMbhMFmZRyMHP7Mr0kybSVRiobERFRBBguuD2Z9baJiBQjZW4frzBKdDgrmenfOQXLgvlA/jC1xAsLgIkT+b2JaCQzpgMWi2NZSuBo2di351pvO7DvQ72p5NEywGr1b/a23S6xQ2smGWnNbPXM7c5OoKsrdJtKMrhNFGQdHYDNBuTEnkdJqnqakfW2iYgokgwX3Ga9bSIilR5cqG8wEmMG6OUECguApKTICrAMMJkE1lw/9HNbtjSAkyEKYzExAjOmq2NjLU1SXS1x5qw6tmjh2LY1VnpZku5u4ORJ/z5meblrg8VI2wfpJ1eB0C5NwuA2UZANlCS5bMJbyriMSYF9YoA/GYiIiPzIYhGIjXV/W2FBZAZkiIjGSg8u9PUBbW2OZb0RXKSWJBlw3Sqjrq07kZY1SeRPLk0lj4wtI3f3XnU5ORkugXN/S0sVmJinjnlbR3wk27SSJJMmAZPyI2sfFB8vEBenjoVyaRIGt4mCbKAkyYoctd62dcplgMni5h5EREThK2GIppLM3CYiUqWnu445BxfGQzNJZ+npApcudx1PTATmXBD4+RCFK3dNJZ2vChktvd72ooXGVRaBptcRH2uwfrS2uTSz9evDBY0/mkr29Eg89HC79xvSMLhNFGQtLUCcuQOLM99Xxm3TLg/OhIiIiPwoaYjSJIWsuU1EpIiOFkhJVscGggvNzRJnz6m36QGeSKQ3lgSAJRcbVwYR0ejomdtNTUB1tWfbkFJij5a5Heh62wP0YL0/m0rW1UmUl6tjkXrlyEh9H8biV09KPPf3Hu83pGFwmyjIWluBpdnbEW12dIORJgusky8N4qyIiIj8w13d7bQ0IDk5Mr8YEBF5w13dbQA4clQdj4kBpk4JzJyC6cJFQO4EdWz5Mn5+EHli4kS4nDjztJTHiZNGUNzZhUGqqqoH609VAm1t/sne3qHmJCIxAZg7xy8PFXSunz/evaZtbRIbX/HP74XBbaIga2kFVuRsVcZs+RcCMUnBmRAREZEfuStLwqxtIiL3MjPV5fp64//DWr3tmcXjI3vZZBL4ypcETP2RjDkXACtXBHdOROFGCOF1KY/de9Tl3AlAXp77df1txnQgOkodO1rmn8fartXbvnhx5O57fZ25/fpmoMf3SdsAGNwmCrq2FisuzVGbSdqmXhGk2RAREfmXu8ztyay3TUTkVoZWd7uh0Qis6JfdR3ozSWcXLxZ48V8CT/1K4FePi4gNLBH506wS70p56PW2L1xkBM2DISpKYMYMdcwfTSV7eqRLUD9SS5IAQEaG+ty8aSgppcRLG/xXC53BbaIgS2w5iPQY9Xoe67SVQZoNERGRf7mruV1QELlfDIiIvKFnbjc0AHa7ROk4ayapS08XuGC2CErzOqJIMFvL3C4vB/r6Rhd8tFol9u9XxxYtDO57UT/BV1rq+0Dq3n1Ad7dj2WQyav5HKl9mbh85ClRUeDef4TC4TRRkk3u2KMt1phmQKflBmg0REZF/uStLwsxtIiL3XDLn6oHTp4H2DnW98ZS5TUTeK5mpLvf2AcdHGXw8XAp0datji4JUb3uAu6aSUvo2wL1NK0lywWwgJSVyT7C5lMXyIri9YaP/srYBBreJgm6m2Kosn4m/PCjzICIiCoTERNcvAQWsuU1E5JZrWRLX8gFZmUB2duQGWIjI95KShEvPk9GW8tBLkkyfBqSlBTlzW8tEb24Bzp3z3fallNi+Qx2L5JIkgOvnT3u7UZrFU52dEm9s9tGkhsDgNlEQieYq5EWpp0cbMllvm4iIIpdeczsuFsjJDs5ciIhCnbuGknozST2oQ0Q0GmMt5bFnr7p84SIfTcgLuROAtDR17LCHdcSHU3ECqK1Vx5Yt9d32Q1FGhuvYWLK3X9+sZvqbzWOf01AY3CYKIssJtSRJQ08GrNlzgjQbIiIi/5uQoy5Pmxa8BkRERKFODy709gLv71LH9MZwRESjMctNKY+RdHZKlwzvRYuCvw8SQvi17raetZ07AZgy2WebD0kJCUBsrDpWX+/5dtZrjSRXXBblxazcY3CbKIjMFWpw++3qFUhO4duSiIgi14WLgKIi42eLBbj9w8H/QkREFKr0y8IB4Px5dVlvDEdENBr6vuPMWaC5efiA8P4DgM3mWLZYgHkhkp+nn+jzZeb2tu3q67JsaeQnZwgh3JbG8kRZuURZuTr2XzfHul/ZCxafb5GIRqe7BeYzu5Wht2sux73JQZoPERFRAERFCTz1hFHXMTsbmJgX2V8MiIi8ERMjkJQk0dbm/nazCSguCuyciCgyTJ0CxMQAPT2OsSNHgaVLhr6PXm/7gtlAfHxoHMvpwfrjx4HeXonoaO/m19QkXbLaly8Ljefsb5mZwFmn2uUNHpYl0RtJZmcBlyxn5jZRxLCcehdCOk559tiisaNuKZJTgjgpIiKiAIiOFlgwXzCwTUQ0Cu7qng6YOhWIi+O+lIg8Z7EIzCxWx/Sa/jq93vaihaGz/ymZCTgnU/f1AeXHvN/ue+8D0ulliYsF5s/zfrvhQP/8qa8ffamXzk6J195Qx9ZcL2A2+/5vhsFtoiDRS5LsrF+Cbls8khKHuAMREREREY07mcMEt/Uas0REnnCpUz1MKY+GBomKE+pYKDSTHJCQIDC5UB0bTR3xkWzboQZ0L7oIXmeDhwtvypK8uRXo7HQsm0zA9df553VjcJsoGGx9sJx6WxnaWr0SiYnG2VMiIiIiIiJg+MxtvSEcEZEnZrtpKmm3u8/O3bNPXY6PN7KlQ8ksrTTJSJnoI+nrk9ipNfFdtnT87HczM9Xn6klDSb2R5JLFwIQcBreJIob57F6IHrVw3js1K5DCettERERERORkuMxtNpMkIm/omdvt7cDp0+7X3bNXDVYumB96yXl6U0lvMrf7+iQe/blUso8BYOnFY99muNFPro625vbxCtc65WvX+O9vhcFtoiAwn3hTWT7cPBu13Tmst01ERERERIqMDPcBgcQEoGBSgCdDRBElO1sgM1MdcxcQllJi1251LJTqbQ/QT/idP280hPRUS4vEF78isfEVdbykZOh9ciTST66OtiyJ3kgyI2P4RqXeYnCbKNCkhKViqzL0dvXlAMDMbSIiIiIiUgxVlqSkBDCZxk+QhYj8Qw8IuyvlceYsUFurjoVSve0BUyYbDR+dHfYwe7uyUuJT90nsP+B62yc+Pr72ufrnT2sr0NMz/MmC7m6J/7yujl2/2r9Z/gxuEwWYaKyAqaVKGdtavRIAkMLMbSIiIiIicjJUWRI2kyQiXxhNKY89e9TljHQjkBxqzGaBmVod8FIP6m7v2m0Ets+cVcdjYoAfPCiw+KLxHdwGgMYRsre3vGWUtxkgBLDmev++bgxuEwWYpWKLslzdNQFlrcbel5nbRERERETkbOjg9vgKshCRf+iZ2xUVRvats9171OVFCwEhQnMfpJ/4O1w6uvu98JLEV74m0d6hjmdmAr96XODyFaH5fP0pKRGIjlbH6keou603krzoQiAvl8FtoohiOaEGt9+uXgHAeKMnJ4+/nSUREREREQ1tqLIks9hMkoh8oLgIMDtFB212oKzcadkmsWefep8LF4Vu7GL2LHVuR8sAu33o7G2rVeKxx+149OcSNrt6W1ER8NsnBWYWh+7z9SchhEdNJU+ekjj0gTq2zo+NJAcwuE0USJ2NMJ3brwy9VbNy8GeWJSEiIiIiImexsQKJCepYXh6Qljo+gy1E5FtxcQJTpqhjztnOx44BbW3q7YtCsN72AP3EX0cHUFnlft32domvf0viX8+73rbiMuBXvxDIyhrf+1qXppLDBLf1RpLpacAly/0wKQ2D20QBZDn5FgQcb/YuWxx21S8eXE5mWRIiIiIiItLomXN6GQEiIm/o+xTnOtW796q3TZoE5GSHbsA3M0MgO1sdc1ea5Ow5iU9/TuL9na633XkH8ND3BOLiQvd5Bor++VPf4D4LvqdHYtNr6tjqVf5tJDmAwW2iANLrbe9qXI5ee8zgMmtuExERERGRbmKeunzBLAZciMh3Zs0auqmkXm/7whDO2h7gEqw/oj6HAwclPvUZiVOn1PWiooAHviXwqXtNMJm4nwVGn7n91jtAa6s6ttbPjSQHMLhNFCjWHpgrtylDm89eriwzuE1ERERERLqbbhKwWIyfs7OAVdcGdz5EFFn0YHBtHVBXJ9HTI3HwkHpbKNfbHqA33HXO3H51k8TnvyTR3KLeJzUV+MXPBK69JvSfXyBlZKivx1ANJfVGkosWAvn5gXktLQF5FCKC+dS7EH2dg8sSAm9XX6ask8ya20REREREpFl6scCffg+cqgIuWgTExzP4QkS+UzAJSEwA2jscY6VHgMREoLfXMWYyAQvmB3x6HtOD9SdPAp2dEn/+i8Rf/uq6/pTJwE9+JJCby32rbjSZ21WnJfYfUMcC0UhyAIPbRAFiKf+PstyVdSGaetW9BDO3iYiIiIjIncJCgcLCYM+CiCKRySRQUiKxa7dj7PARCbNW76G4CEhOCv0AcHERYDYDNpuxbLcDn/0fiWPHXdddugT43gMCCQmh/7yCITNTXXYX3NYbSaYkA5de4sdJaViWhCgQrD2wnHhTGarNvEZZjo42OqETEREREREREQXSrBJ1ubQU2L1HHQuHetsAEBMjMG2aOuYusP2h/wIe+SED28PJSFeXm1uAvj5HMLu3V+LVTeo6q1cB0dHM3CaKKObK7RC9jut7JAQqE9TgNrO2iYiIiIiIiCgYjDrVjqBl6RHAalXXCYd62wNmzwLKy93fZjYDX/qCwA1rw+f5BEtGhutYQyMwIcf4+Z1tcKlfHsiSJAAzt4kCwlKunsayT1yIuu4sZYz1tomIiIiIiIgoGGZpdap7e41yHgOio4ELZgd2Tt7Qm0oOSEwEfvZTBrZHKzkZiIpSx5xLk+glSebPAwoKGNwmiizWXlgq1JIk1qJVaNXObDFzm4iIiIiIiIiCIS1VIC9v6NvnzjHKfYQLd4H4/Hzg6ScFFi0Mn+cRbEIIl9Ik9f3B7bNnpUvpmkBnbQMMbhP5nblqG0RvuzJmnX41WlrVs1vJDG4TERERERERUZDMnjX0beFUkgQAJuULXLrcsbxoIfD0rwUKJoXX8wgFemmSgcztDS+rca2kJGDFZQGalBPW3CbyM0v5a8qyLW8hZFIOWlrtyjgzt4mIiIiIiIgoWGaVCLz+hnR7W7g0k3T20IMCO94zymosvggwmRjYHovMTHW5vl7CagVeeVUdX3VNcLL7Gdwm8iebu5Ik1wIAWrSyJKy5TURERERERETBMqvE/XhSEjBjemDn4gsWi8CllwR7FuFPL0vS0Ahs2w40Nqnja4NQkgRgWRIivzJX7oDoaVXGrDOuAQC0qsNISeYZRCIiIiIiIiIKjhnTXZsHAsCiBYDZzJjFeJWZqf7uGxqA9VojyTkXAFOnMLhNFHEsx7SSJLnzIZMmAHDN3GZZEiIiIiIiIiIKluho4TZDO9zqbZNv6TW3y8uBnbvUsWA0khzA4DaRv9j6YDm+WRkaKEkCuGZus6EkEREREREREQWTu6aSi8Kw3jb5jl6WpLEJkE6J24kJwMrLAzkjFYPbRH5irnoPokdNzx4oSQIALXpZEtbcJiIiIiIiIqIgumC2moGbkwPkTwzSZCgk6A0ldddcDcTGMnObKOJYyjcpy7YJcyGT8wAAPT0SPT3q+szcJiIiIiIiIqJguuxSoLDAsXzv3QJCsCzJeKaXJdEFq5HkAEtQH50oUtn6YKnQS5KsGvxZr7cNAKnM3CYiIiIiIiKiIIqKEvjtU8C2HcCkfKC4KNgzomBLSQYsFsBqdb2tpASYMZ3BbaKIYz69E6JbK0lSNHRJEpMJSEwMxMyIiIiIiIiIiIYWHy9w9ZXBngWFCpNJID1dorbW9bYbgpy1DbAsCZFfuJQkyZkDmewoUqU3k0xKNHYWREREREREREREocRdaZK4OOCKlYGfi47BbSJfs1thOf6GMmQtulZZ1jO3k1mShIiIiIiIiIiIQlCmm+D2NVcZWf7BxuA2kY8ZJUmalTE9uN2q1dxOYTNJIiIiIiIiIiIKQe4yt4PdSHIAg9tEPmYp/4+ybMu5ADIlXxlzydxmcJuIiIiIiIiIiEJQXq4ayC4qAmYWM7hNFHnsVliOv64MWWdc47Jaa6tUlpm5TUREREREREREoejaq40a2wBgNgP3fSo0AtsAYAn2BIgiifnMboiuJmXMWrTKZT3W3CYiIiIiIiIionCQkSHw92eBbduBmcXAjBkMbhNFJEv5JmXZlj0LMnWSy3quNbdDZ6dARERERERERETkLD1dYO2aYM/CFcuSEPmK3Qbz8TeUIb2R5ADW3CYiIiIiIiIiIvIOM7eJRqmvT2LDy8DZsxLXXC1QXKRmW5vP7oGps0EZs84YXXCbNbeJiIiIiIiIiIg8w+A20Sg9+zfgd38wGkGu3yDxmyeBqVMcAW6zXpIkqwQyrdDttlr14DZrbhMREREREREREXmEZUmIRunVTXLw565u4LHHJaTsH7PbYDn2urL+UCV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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": 19,
   "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": 20,
   "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": 20,
     "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": 21,
   "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>3.439655</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>3.810546</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>3.896479</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>4.303478</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             3.439655  \n",
       "1202            3.810546  \n",
       "156             3.896479  \n",
       "1980            4.303478  "
      ]
     },
     "execution_count": 21,
     "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": 22,
   "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": 23,
   "id": "88c3534c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_posterior(bgm.expected_purchases_new_customer(t=10).sel(customer_id=1))\n",
    "plt.title(\"Expected purchases of a new customer in the first 10 periods\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec50518a",
   "metadata": {},
   "source": [
    "### Customer Probability Histories"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70f09789",
   "metadata": {},
   "source": [
    "Given a customer transaction history, we can calculate their historical probability of being alive, according to our trained model. \n",
    "\n",
    "Let look at active customer 1516 and assess the change in probability that the user will ever return if they do no other purchases in the next 9 time periods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_1516 = rfm_data.loc[1515]\n",
    "customer_1516"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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": 25,
     "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": 26,
   "id": "71bba204",
   "metadata": {},
   "outputs": [],
   "source": [
    "p_alive = bgm.expected_probability_alive(data=customer_1516_history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "6b03c584",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_hdi(customer_1516_history[\"T\"], p_alive, color=\"C0\")\n",
    "plt.plot(customer_1516_history[\"T\"], p_alive.mean((\"draw\", \"chain\")), marker=\"o\")\n",
    "plt.axvline(\n",
    "    customer_1516_history[\"recency\"].iloc[0], c=\"black\", ls=\"--\", label=\"Purchase\"\n",
    ")\n",
    "\n",
    "plt.title(\"Probability Customer 1516 will purchase again\")\n",
    "plt.xlabel(\"T\")\n",
    "plt.ylabel(\"p\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92918446",
   "metadata": {},
   "source": [
    "We can see that, if no purchases are being made in the next 9 weeks, the model has low confidence that the costumer will ever return. What if they had done one purchase in between?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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": 28,
     "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": 29,
   "id": "80be3745",
   "metadata": {},
   "outputs": [],
   "source": [
    "p_alive = bgm.expected_probability_alive(data=customer_1516_history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "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": 31,
   "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": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nonzero_data = rfm_data.query(\"frequency>0\")\n",
    "nonzero_data"
   ]
  },
  {
   "cell_type": "markdown",
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    "If computing the monetary value from your own data, note that it is the *mean* of a given customer’s value, *not* the sum. `monetary_value` can be used to represent profit, or revenue, or any value as long as it is consistently calculated for each customer.\n",
    "\n",
    "The Gamma-Gamma model relies upon the important assumption there is no relationship between the monetary value and the purchase frequency. In practice we need to check whether the Pearson correlation is less than 0.3:"
   ]
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   "cell_type": "code",
   "execution_count": 32,
   "id": "e8ccbfb7-1951-49fa-bf57-a43fbf5df4cc",
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       "                monetary_value  frequency\n",
       "monetary_value        1.000000   0.052819\n",
       "frequency             0.052819   1.000000"
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   "source": [
    "nonzero_data[[\"monetary_value\", \"frequency\"]].corr()"
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   "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."
   ]
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  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d2f5bf8c",
   "metadata": {},
   "outputs": [
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       "Gamma-Gamma Model (Mean Transactions)\n",
       "         p ~ HalfFlat()\n",
       "         q ~ HalfFlat()\n",
       "         v ~ HalfFlat()\n",
       "likelihood ~ Potential(f(q, p, v))"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg = clv.GammaGammaModel(data=nonzero_data)\n",
    "gg.build_model()\n",
    "gg"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc7e4225",
   "metadata": {},
   "source": [
    "By default, `fit` generates full Bayesian posteriors via [MCMC](https://en.wikipedia.org/wiki/Markov_chain_Monte_Carlo) sampling. For extremely large datasets where the full posterior is not needed and/dor MCMC is too slow, the [maximum a posteriori](https://en.wikipedia.org/wiki/Maximum_a_posteriori_estimation) `method` can be used to estimate point estimates for model parameters."
   ]
  },
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   "cell_type": "code",
   "execution_count": 34,
   "id": "f8f280ad",
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 40B\n",
       "Dimensions:  (chain: 1, draw: 1)\n",
       "Coordinates:\n",
       "  * chain    (chain) int64 8B 0\n",
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       "    arviz_version:              0.21.0\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.22.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-dc433d7c-cfc0-45f2-960c-76a49b35a760' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-dc433d7c-cfc0-45f2-960c-76a49b35a760' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 1</li><li><span class='xr-has-index'>draw</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-361bace1-c8c9-4714-96ba-5290d99b1a0b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-361bace1-c8c9-4714-96ba-5290d99b1a0b' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-e3480dbf-00dd-4141-9694-c249bc6f995f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e3480dbf-00dd-4141-9694-c249bc6f995f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4a5b98fb-3642-4dda-9997-c1ba0eaaac83' class='xr-var-data-in' type='checkbox'><label for='data-4a5b98fb-3642-4dda-9997-c1ba0eaaac83' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-43d8e718-879d-4a7b-9326-d89c4fc3e458' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-43d8e718-879d-4a7b-9326-d89c4fc3e458' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-31a0d169-5f4b-4fb7-b4e7-dbb68f62e8e8' class='xr-var-data-in' type='checkbox'><label for='data-31a0d169-5f4b-4fb7-b4e7-dbb68f62e8e8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-131f763f-98f6-4c01-a70c-a9202212f1c1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-131f763f-98f6-4c01-a70c-a9202212f1c1' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>p</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.785</div><input id='attrs-42ead39c-0e08-48f7-95e8-6e6eac635b2c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-42ead39c-0e08-48f7-95e8-6e6eac635b2c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64425cca-d0ee-4146-9efa-9f8de9713177' class='xr-var-data-in' type='checkbox'><label for='data-64425cca-d0ee-4146-9efa-9f8de9713177' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[4.78499478]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.882</div><input id='attrs-8233d025-a6cc-4792-aa55-02060af6f9ed' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8233d025-a6cc-4792-aa55-02060af6f9ed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-efb425cf-660f-43fa-a212-e3d98ef72148' class='xr-var-data-in' type='checkbox'><label for='data-efb425cf-660f-43fa-a212-e3d98ef72148' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[3.88210174]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>22.65</div><input id='attrs-22e50893-b222-45d7-a05e-5b1e9e1d5afa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-22e50893-b222-45d7-a05e-5b1e9e1d5afa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb8efe8e-8ee4-4196-b377-873cd238eaa7' class='xr-var-data-in' type='checkbox'><label for='data-bb8efe8e-8ee4-4196-b377-873cd238eaa7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[22.65321926]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5420a814-d53e-4ed8-b5a5-c6eb4a6cb651' class='xr-section-summary-in' type='checkbox'  ><label for='section-5420a814-d53e-4ed8-b5a5-c6eb4a6cb651' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-4e57de8d-ceb7-46a4-aa5b-06e340eee698' class='xr-index-data-in' type='checkbox'/><label for='index-4e57de8d-ceb7-46a4-aa5b-06e340eee698' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0], dtype=&#x27;int64&#x27;, name=&#x27;chain&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>draw</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-3ddce6d8-ab7a-47de-9846-ebf6711a9e30' class='xr-index-data-in' type='checkbox'/><label for='index-3ddce6d8-ab7a-47de-9846-ebf6711a9e30' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0], dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-793cbfeb-62b3-4f89-9459-6c984f95d4a2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-793cbfeb-62b3-4f89-9459-6c984f95d4a2' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2025-05-28T16:55:28.264370+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.21.0</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.22.0</dd></dl></div></li></ul></div></div><br></div>\n",
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       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 54kB\n",
       "Dimensions:         (index: 1126)\n",
       "Coordinates:\n",
       "  * index           (index) int64 9kB 0 1 5 6 7 8 ... 2351 2352 2353 2354 2355\n",
       "Data variables:\n",
       "    customer_id     (index) int64 9kB 1 2 6 7 8 9 ... 2352 2353 2354 2355 2356\n",
       "    frequency       (index) float64 9kB 3.0 1.0 14.0 1.0 1.0 ... 2.0 5.0 1.0 6.0\n",
       "    recency         (index) float64 9kB 49.0 2.0 76.0 5.0 ... 24.0 44.0 62.0\n",
       "    T               (index) float64 9kB 78.0 78.0 78.0 78.0 ... 66.0 66.0 66.0\n",
       "    monetary_value  (index) float64 9kB 23.72 11.77 76.5 ... 44.93 24.6 31.87</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-4f29c423-0161-4587-a206-b7fb4130b65a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4f29c423-0161-4587-a206-b7fb4130b65a' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>index</span>: 1126</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d45d4152-75ff-4171-9086-d39da34b1143' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d45d4152-75ff-4171-9086-d39da34b1143' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>index</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 5 6 7 ... 2352 2353 2354 2355</div><input id='attrs-4c6bed47-cd9a-4489-84e7-70d41462e5f7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4c6bed47-cd9a-4489-84e7-70d41462e5f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c159d34-b070-4db0-8f4a-bd505ff75f08' class='xr-var-data-in' type='checkbox'><label for='data-8c159d34-b070-4db0-8f4a-bd505ff75f08' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([   0,    1,    5, ..., 2353, 2354, 2355])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c016c166-3f63-4496-888e-00a5e6e07f47' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c016c166-3f63-4496-888e-00a5e6e07f47' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>customer_id</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 6 7 8 ... 2353 2354 2355 2356</div><input id='attrs-9d7f234c-f8ff-4fe3-b49e-d04855f0585b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9d7f234c-f8ff-4fe3-b49e-d04855f0585b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b6e22762-2a88-4e3a-aa94-ef52b59a413d' class='xr-var-data-in' type='checkbox'><label for='data-b6e22762-2a88-4e3a-aa94-ef52b59a413d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([   1,    2,    6, ..., 2354, 2355, 2356])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>frequency</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.0 1.0 14.0 1.0 ... 5.0 1.0 6.0</div><input id='attrs-8047529a-bf8b-4cab-b9ad-e71010403539' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8047529a-bf8b-4cab-b9ad-e71010403539' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f546c14f-ad8a-4794-9e48-80eda3edc51d' class='xr-var-data-in' type='checkbox'><label for='data-f546c14f-ad8a-4794-9e48-80eda3edc51d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 3.,  1., 14., ...,  5.,  1.,  6.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>recency</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>49.0 2.0 76.0 ... 24.0 44.0 62.0</div><input id='attrs-be069de0-bcb2-4c83-884b-52c9e393d8aa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-be069de0-bcb2-4c83-884b-52c9e393d8aa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ffcef8f-145a-44c0-8948-4138ac0bfb5c' class='xr-var-data-in' type='checkbox'><label for='data-0ffcef8f-145a-44c0-8948-4138ac0bfb5c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([49.,  2., 76., ..., 24., 44., 62.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>T</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>78.0 78.0 78.0 ... 66.0 66.0 66.0</div><input id='attrs-9d5eb193-61bd-4ba2-ab34-4d70cee760f7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9d5eb193-61bd-4ba2-ab34-4d70cee760f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-31e5f694-0824-45ed-9fcb-c580b2d60c68' class='xr-var-data-in' type='checkbox'><label for='data-31e5f694-0824-45ed-9fcb-c580b2d60c68' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([78., 78., 78., ..., 66., 66., 66.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>monetary_value</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>23.72 11.77 76.5 ... 24.6 31.87</div><input id='attrs-ac868f8e-6fd6-4cb1-ac2e-133a6e70fc9f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ac868f8e-6fd6-4cb1-ac2e-133a6e70fc9f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-60d1cff4-c769-4117-a92b-2ff1b2e6079c' class='xr-var-data-in' type='checkbox'><label for='data-60d1cff4-c769-4117-a92b-2ff1b2e6079c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([23.72333333, 11.77      , 76.50357143, ..., 44.928     ,\n",
       "       24.6       , 31.87166667])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6ab652db-33c0-4796-91ef-dc15c471e0db' class='xr-section-summary-in' type='checkbox'  ><label for='section-6ab652db-33c0-4796-91ef-dc15c471e0db' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>index</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-8da1b0f9-02ad-4197-bff1-c4d2afa94423' class='xr-index-data-in' type='checkbox'/><label for='index-8da1b0f9-02ad-4197-bff1-c4d2afa94423' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([   0,    1,    5,    6,    7,    8,   10,   12,   16,   17,\n",
       "       ...\n",
       "       2345, 2346, 2347, 2348, 2349, 2351, 2352, 2353, 2354, 2355],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;index&#x27;, length=1126))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-98c11fee-9bf2-4994-9d45-4859ebf25dd9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-98c11fee-9bf2-4994-9d45-4859ebf25dd9' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
       "            </li>\n",
       "            \n",
       "              </ul>\n",
       "            </div>\n",
       "            <style> /* CSS stylesheet for displaying InferenceData objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-sections.group-sections {\n",
       "  grid-template-columns: auto;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       ".xr-wrap{width:700px!important;} </style>"
      ],
      "text/plain": [
       "Inference data with groups:\n",
       "\t> posterior\n",
       "\t> fit_data"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.fit(method=\"map\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "111da936",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "p     4.785\n",
       "q     3.882\n",
       "v    22.653\n",
       "Name: value, dtype: float64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.fit_summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6891d6d-e856-4fb0-a291-b1662aa0cc45",
   "metadata": {},
   "source": [
    "However, MCMC sampling is recommended to illustrate uncertainty in parameter estimates and create credibility intervals around predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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": "9e9b41eed1f7420a94cfea2b08723c96",
       "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": 37,
   "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>4.885</td>\n",
       "      <td>0.842</td>\n",
       "      <td>3.497</td>\n",
       "      <td>6.423</td>\n",
       "      <td>0.034</td>\n",
       "      <td>0.035</td>\n",
       "      <td>649.0</td>\n",
       "      <td>881.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>q</th>\n",
       "      <td>3.906</td>\n",
       "      <td>0.286</td>\n",
       "      <td>3.430</td>\n",
       "      <td>4.510</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.006</td>\n",
       "      <td>808.0</td>\n",
       "      <td>1221.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>v</th>\n",
       "      <td>23.246</td>\n",
       "      <td>5.462</td>\n",
       "      <td>13.286</td>\n",
       "      <td>33.235</td>\n",
       "      <td>0.213</td>\n",
       "      <td>0.127</td>\n",
       "      <td>629.0</td>\n",
       "      <td>893.0</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   4.885  0.842   3.497    6.423      0.034    0.035     649.0     881.0   \n",
       "q   3.906  0.286   3.430    4.510      0.010    0.006     808.0    1221.0   \n",
       "v  23.246  5.462  13.286   33.235      0.213    0.127     629.0     893.0   \n",
       "\n",
       "   r_hat  \n",
       "p    1.0  \n",
       "q    1.0  \n",
       "v    1.0  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gg.fit_summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "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": 39,
   "id": "00fca54a",
   "metadata": {},
   "outputs": [],
   "source": [
    "expected_spend = gg.expected_customer_spend(data=rfm_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "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>26.079</td>\n",
       "      <td>0.462</td>\n",
       "      <td>25.244</td>\n",
       "      <td>26.926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[2]</th>\n",
       "      <td>21.517</td>\n",
       "      <td>1.425</td>\n",
       "      <td>18.832</td>\n",
       "      <td>24.086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[3]</th>\n",
       "      <td>37.653</td>\n",
       "      <td>0.892</td>\n",
       "      <td>35.927</td>\n",
       "      <td>39.334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[4]</th>\n",
       "      <td>37.653</td>\n",
       "      <td>0.892</td>\n",
       "      <td>35.927</td>\n",
       "      <td>39.334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[5]</th>\n",
       "      <td>37.653</td>\n",
       "      <td>0.892</td>\n",
       "      <td>35.927</td>\n",
       "      <td>39.334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[6]</th>\n",
       "      <td>74.863</td>\n",
       "      <td>0.382</td>\n",
       "      <td>74.155</td>\n",
       "      <td>75.562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[7]</th>\n",
       "      <td>21.517</td>\n",
       "      <td>1.425</td>\n",
       "      <td>18.832</td>\n",
       "      <td>24.086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[8]</th>\n",
       "      <td>30.857</td>\n",
       "      <td>0.641</td>\n",
       "      <td>29.673</td>\n",
       "      <td>32.023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[9]</th>\n",
       "      <td>36.433</td>\n",
       "      <td>0.150</td>\n",
       "      <td>36.150</td>\n",
       "      <td>36.715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[10]</th>\n",
       "      <td>37.653</td>\n",
       "      <td>0.892</td>\n",
       "      <td>35.927</td>\n",
       "      <td>39.334</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         mean     sd  hdi_3%  hdi_97%\n",
       "x[1]   26.079  0.462  25.244   26.926\n",
       "x[2]   21.517  1.425  18.832   24.086\n",
       "x[3]   37.653  0.892  35.927   39.334\n",
       "x[4]   37.653  0.892  35.927   39.334\n",
       "x[5]   37.653  0.892  35.927   39.334\n",
       "x[6]   74.863  0.382  74.155   75.562\n",
       "x[7]   21.517  1.425  18.832   24.086\n",
       "x[8]   30.857  0.641  29.673   32.023\n",
       "x[9]   36.433  0.150  36.150   36.715\n",
       "x[10]  37.653  0.892  35.927   39.334"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(expected_spend.isel(customer_id=range(10)), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "7a7471f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 511,
       "width": 611
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "labeller = MapLabeller(var_name_map={\"x\": \"customer\"})\n",
    "az.plot_forest(\n",
    "    expected_spend.isel(customer_id=(range(10))), combined=True, labeller=labeller\n",
    ")\n",
    "plt.xlabel(\"Expected mean spend\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e0737f0",
   "metadata": {},
   "source": [
    "We can also look at the average expected mean spend across all customers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "f8593742",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hdi_3%</th>\n",
       "      <th>hdi_97%</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>x</th>\n",
       "      <td>38.022</td>\n",
       "      <td>0.56</td>\n",
       "      <td>36.921</td>\n",
       "      <td>39.052</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     mean    sd  hdi_3%  hdi_97%\n",
       "x  38.022  0.56  36.921   39.052"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(expected_spend.mean(\"customer_id\"), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "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": 44,
   "id": "cad44cc8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Z6r/88kt3bwfIkt0xP3XqVNNSJEOGDNHQoUMzXHqhYcOGmjt3rooUKWLUTZkyJcczaAF3HT582HgAWahQIQ0bNszjNpxOp959912j7Ofnp+jo6FsS29L1v7/Zs2crKCjIqJs+fbquXLmSjd4D2WNF3EvXH+K0aNFC/fv31wcffKB169Zp06ZNmjhxopXdBXLMiphv2LCh5s+fr6+++kqPPfZYprma4OBgjRkzRv379zfVv/3225533EMkt23gcDj00ksvmeo2btyYS70BvCM7cR8dHa1jx44Z5eHDh6tNmza29A+wmt1j/YYNG0xL8DRp0kQVK1a0rH3AU57G/ObNm03lwYMHZ3mNbt26KTQ01Cj/8ssvJPuQazyJ+cOHD2vTpk1GuXz58lnG/J133mlaizIuLk6rV6/OQY8B9zidTo0ePdrY7HTw4MEqX768x+2sWbPGmA0oSZGRkWratGmmx1euXFl9+/Y1ymfPntXChQs9vi6QHVbFvXR9WZLZs2frpZdeUrt27VSuXDkruwpYwoqYr169uhYsWHDbsd3VCy+8oAoVKhjlgwcP6tChQx5d11Mkt21Sp04d08ykm9eRBP6pPIn75ORkzZ8/3yhXqVJFTz31lK39A6xm51j/3XffmcrM2kZe4EnM37yTenBwsKpWrZpl+w6Hw7RhampqqhISErLXWcAC7sZ8TEyMqdypUye3lk/r2rWrabmpFStWZLOngPsWLFigbdu2SZJq1Kih3r17Z6udVatWmco9evTI8pxu3bqZ9iFxbQOwi1VxD/gKK2I+O0vBBgYGql27dqa63bt3e9yOJ0hu2+jm1wxvbJ4B/NO5G/crV640NhuQrn/QZQ1t+CI7xvrz589rw4YNRrlQoUJ6+OGHLWkbyCl3Y/7mGdcFCxZ0u/2Mli0BcpM7Mf/bb7+Zyg0bNnSr7ZIlS+quu+4yyhs3btTVq1c97yTgpvj4eGOzXj8/P73xxhsKDAz0uJ1r167pp59+Msply5ZV/fr1szwvLCxMDRo0MMo7duzQ+fPnPb4+4Amr4h7wFbkd8677k5w7d87W65HctklycrJpphGvkiM/8CTuly9fbvzs5+enDh062Nk1wBZ2jfXLli0zrdvarl07U3IFyC2exPzNryMmJCS4va7qyZMnjZ+LFy+uEiVKeN5RwCLuxvzNy0hJ1xN47rr52KSkJO3Zs8ezTgIeiIqKUmJioiTpiSeeUKNGjbLVTlxcnC5dumSU3X2g43psWlqatm/fnq0+AO6yKu4BX5HbMf/333+bynYn1klu22TVqlWmxMR9992Xe50BvMTduHc6nabXUipVqqRSpUrZ3T3AcnaN9YsWLTKVWZIEeYUnMd+6dWvj59TUVP3www9Ztn/8+HHFxsYa5TZt2piWbAC8zd2Yd51tndEmkpm5eYM9SbavS4n8a/Xq1cZYfMcdd9yyprwnXOO0Vq1abp9bu3ZtU/nw4cPZ7geQFSvjHvAFeSHm9+/fbyp78tA/O1gDwAb79u3T5MmTjXJISIieeeYZt8///vvvtWLFCh06dEgXLlxQUFCQQkJCVL16dTVt2lTt27dX6dKl7eg6kG2exP3Ro0dNMz1uXl9127ZtWrRokXbu3KnTp0/L399fJUqUUO3atXXvvfeqQ4cOHn1hBOyS07E+M3FxcabX28uXL6/mzZvnuF0gpzyN+Z49e+rrr79WUlKSJGny5Mlq0KBBpjNfk5KS9Morr+jatWuSricHb95sD/A2T2I+ODjYVL75c05WXI8luQ07JCYmKioqyiiPHDlSxYsXz3Z7rglpTzbUK1u27G3bAqxiddwDeV1eiPmkpCStWbPGKPv7+6tZs2a2XpPktgWcTqcuX76suLg4rVq1SgsWLDB2Iy1cuLCmTZvm0azU9evXm8o3Xof8448/9MMPP+jtt99W165dNXz4cF5TR67JSdwfPHjQVK5YsaIuXLigsWPH6vvvv7/l+IsXL+qPP/7QihUr9P777+u1117Tgw8+aP1NAbdh9VifGdeNJCMjI5m5ilyR05gvX768xo0bp+HDhys9PV1nz57VY489pr59+yoiIkIVK1aUw+FQfHy8Nm3apI8//ljHjh2TdH1jyfHjx7u1CSVglZzEvOvEk4MHD7q1/rDT6bzlcxEb0cMOb731ls6cOSNJatmypTp27Jij9m7eNFiSypQp4/a5rseePn06R30BMmN13AN5XV6I+U8//dSY3CJJ99xzj0qWLGnrNUluZ8Phw4f16KOPGuX09PQMN5dp06aNRo0apcqVK1t6/ZSUFH3xxRfavHmzPvroI1WqVMnS9oGMWBn3Fy9eNJULFiyonj17Ki4uLst+/Pnnn3r++ec1YsQI9enTx4M7ADyTG2N9Wlqali5daqpjSRJ4ix0x36FDB4WEhGjs2LE6fvy4Ll68qHfffVfvvvtupueEh4dr9OjRatq0afZuBHCTlTHfqFEjzZ071yivX79eXbp0ybIP27ZtM9bEvOHmL4SAFbZu3aqFCxdKuv5WzNixY3PcpmucejLpyvVYYh52sCPugbwsL8T8gQMH9J///MdU99xzz9l+XZLb2eB0OpWWlpbp7/39/dWjRw/169fPoyfY4eHhioiIUOPGjVWtWjWFhITI6XTq3Llz2rVrlxYtWmTakfrw4cN69tln9dVXX7HZEmxnZdy7fombOXOmUVemTBkNGDBAbdq0UWhoqC5fvqzt27frk08+0Y4dO4y+vPXWW6pSpQrr2cM2do31t7Nx40adPXvWKDdp0uSWnaYBu9gV861atdKKFSs0depUzZkz57bXaN++vUaOHGnZ3xRwO1bGfIsWLVSwYEFj49Qff/xRBw4cUPXq1W973owZM26pI9EHK6WkpGj06NHGg5uBAwfqrrvuynG7rnGak3XmiXlYza64B/KqvBDzSUlJevHFF4233qTrE7W8MWGFDSVtkJ6ernnz5ikiIkKTJk0y/cNmJCQkRAsWLNCSJUv0wgsvqFWrVgoLC1NQUJAKFiyoChUqqEOHDpo5c6Y+/vhj03o5R48e1bhx4+y+JSBLnsS96865NxLbdevW1ZIlS9S9e3eVL19eBQoUUMmSJRUREaEvv/xS3bp1M85xOp16/fXXs/z7Auzi6VjvDtclSZi1jbwkuzG/fv16RUZG6tNPP71tIlGSVq5cqYiICE2YMOGWDfoAb/Mk5kNCQvTYY48Z5WvXrmno0KE6d+5cpud88MEH2rRp0y31NxLkgBU+/PBDHTlyRJJUuXJlPfvss5a0m5NNVF2PJeZhNbviHsircjvmnU6nRo4cqQMHDhh1d955p1577TWvXJ+Z29lQtWpV086fKSkpSkhI0O+//65Vq1Zp6dKlSk1NVWpqqj777DPFxcXpo48+yvQ//KJFi6phw4ZuXbtNmzaKjo7WM888Y2y4tHz5cg0YMEA1atTI+c0BmbAy7l1na0j/W8sys80O/Pz8NGbMGO3Zs0d79uyRJJ09e1ZLlixR165dLbpL4H+sHuuzcunSJa1du9YoFypUSA8//HCO7wNwlx0xHx0drffff98olyxZUr169dJ9992nChUqKCAgQGfOnNEvv/yi2bNn68CBA0pNTdWcOXO0a9cuffrpp+wvAttYHfPPP/+81q5da6yZffDgQUVGRmrQoEG6//77FRYWpuTkZO3evVufffaZ8UZmkSJFTA/+iXlYZf/+/Zo1a5ZRfuONNyzbmN3187wnD/ldjy1YsKAlfQIke+MeyIvyQsyPHz/etH9acHCwpk+ffsuG23Zh5rYFChQooNKlS6tNmzaaOHGivvnmG9MO0Js2bdL06dMtu16TJk1MM0OcTqdWrlxpWfuAO3IS94ULF76lLjIyUuXLl7/tNR0OhwYNGmSquzkZCNjJ7rF+2bJlpi977dq1U9GiRXPUZyAnchrzNzYBvqFWrVpasmSJBgwYoPDwcBUpUkRBQUGqWLGiunbtqm+//VadOnUyjt+5c6fGjBljy70BGclpzJcoUULTp083LRd47tw5RUVFqW3btqpdu7YaN26s3r17G4ntwMBAvfnmm6Z2vPVFEP9s6enpGj16tFJTUyVdfxusWbNmlrXv+nnek+S266zvjL4bANlhd9wDeU1eiPno6GjNmzfPKAcFBSk6Olrh4eFe6wPJbRvUrFlTM2fOVGBgoFE3Z84cXbhwwbJruM5UjYmJsaxtIDs8ifuMZiS1bdvWreu0bt3adI1ff/01G70Fcs7qsX7RokWmMkuSIK/xJOZTU1M1YcIEo3zjQ25oaGim7RcoUEDjxo0zfRBetmyZYmNjLboDwDPZGefr1q2rhQsXurW+ZLly5TRr1ixVq1bNVJ/ZW2yAJ+bNm6ddu3ZJur5szogRIyxt3zUh7brs4O24HktyG1axO+6BvCa3Y/7zzz83TWYJCAjQ1KlTdc8993i1HyS3bVK9enU98sgjRvnKlSvasGGDZe3XrVvX9EH71KlTlrUNZJe7cZ/RpkzuLqsTFBRk2mAvISGBdbeRa6wa6w8fPmx8KJGuJzyaN29uSR8BK7kb8//3f/9n2hz10UcfVbly5bJsPzAwUH369DHVLV68OAc9BnImO+N8xYoVNX/+fM2ZM0fdu3dXjRo1FBISosDAQJUpU0YtWrRQVFSUli1bpmbNmunEiROm86tWrWrLvSD/uHLlit577z2jPGLECJUsWdLSa4SFhZnKp0+fdvvcG0v33MAmwrCCN+IeyEtyO+YXL16sqKgoo+zn56fx48frgQce8FofbmDNbRu1bNnS9IXs5jX9csrf318hISHGF0crZ4UDOeFO3LvOUJKkYsWKuX0N12MTEhJUunRpD3oJWMeKsd51I8nIyEj5+fnluG+AHdyJ+Z07d5rKnszecD32xj4LQG7J7jjfvHlztx5U7t6921SuV6+eZx0EXKSkpCgpKckojx49WqNHj77tOU6n01RetGiRlixZYpQ7depkeiPH9SGMJ5OtXBPhVapUcftcIDPeiHsgL8nNmP/xxx/16quvmtp7/fXXTUsMehPJbRuVKlXKVL58+bKl7d+8q3RGG/QBucGduL/jjjtUokQJ00OZlJQUtzdQcp2pTfwjN+V0rE9PTzd9oJBYkgR5mzsxf/78eVP5dsuRZNU+D/CR2+z+TL99+3bj54CAANWpU8fS9oG0tDSPz3E6nabz0tPTTb93TW7v3bvX7bZ/++03U5nkNuxgR9wDeZm3Yj4mJkZDhw7VtWvXjLqhQ4fqqaee8vj6VmFZEhu5fvD1ZGZqVi5cuKDExESjfMcdd1jWNpAT7sa968y8+Ph4t69x5swZ4+eAgABL/7YAT+V0rI+JiTHNYGrcuLEqVapkSd8AO7gT864PHW9+IJ8V12MLFSrkQe8A69n5mf7PP/807R9y3333sZkwfEL16tVNfwuub+zczo4dO4yfHQ6HGjVqZGXXAAA22bVrlwYPHmyacNivXz8NGjQoF3vFzG1buT69vnm39Zy6scP6DTVr1rSsbSAn3I37iIgIff/990Z5+/btbsXx8ePHTeu41qxZk+UbkKtyOtZ/++23pjKztpHXuRPzruv9HTp0yO319w4ePGgq8wAfuc3Oz/RffvmlaZbU448/blnbyL+KFSvm8TJpv/zyi3r27GmUO3furEmTJmV6fEBAgO69914tW7ZM0vUHNbt27dLdd9992+vEx8eb9hlp2LAh6yLDEt6IeyAv8XbMx8XF6dlnnzUthfLkk0/q5Zdf9qgPdmDmtk2uXLmipUuXmupatmxpSdupqamaOXOmqe5f//qXJW0DOeFJ3Ldt29a0M/p///tft67x9ddfm8qtWrXysJeAdXI61l++fFlr1qwxyoUKFVL79u0t6x9gNXdjvn79+qbyypUr3b7GjUTJDQ0aNHC/g4DF7PxMf+zYMc2ePdsoh4eHq3Xr1pa0DXiD62eWL774IstzFixYYHoF/uGHH7a8XwAAax07dkx9+vTRxYsXjbrIyEiNHTs2F3v1PyS3s5CSkqJ9+/Z5dE56errGjh1r2lTj7rvvznAtsfj4eCUkJHjU9pgxY3TgwAGjLjQ0VB06dPCoj8Dt2B33khQcHKxevXoZ5T179mT5gXj//v2aM2eOUQ4MDFS3bt086ieQEW/EfEZWrlxpWoLhwQcf5HV0eIXdMd+0aVPT6+p79+7V559/nuU1duzYcctDzLZt23rUTyAjuTXOZ+avv/5S//79dfXqVUnXN4uPioqSw+HIcduAtzzwwAOqUaOGUV68eLG2bt2a6fFHjhzRrFmzjHJoaChvKwBAHhcfH6/evXub3qBv166dJk6cmGfeoie5nYUrV66oU6dOeuGFF7Ru3bpbNrJztWvXLvXs2VOLFi0y6vz9/fXaa69leHxsbKzuv/9+TZ48OctNOPbt26devXrd8gr7sGHDTDNggZyyO+5v6Nu3r2mTsXHjxmn27NkZboQQExOj3r17G18CJempp55SuXLl3LwrIHPeinlX3333nancpUsXj84HssvumA8KClLfvn1NdePGjdOHH36Y4frbTqdTS5cuVb9+/ZSammrUt23bVnXr1vXgzoCMeWuc79mzpxYuXKhLly5l+Pv09HStXr1aXbp00ZEjR4z6Pn36ZLmcA5DX+Pn5adiwYUbZ6XRq8ODBiomJueXYvXv3qlevXqbP8s8995wKFizolb4CADx38eJF9evXTydOnDDqWrdurXfeeSdPPZD3czqdztzuRF526dIlNW3a1CgXKlRINWvWVLVq1VS8eHEVKlRIf//9t06fPq3Y2FgdP37cdL6fn5/Gjx+vxx57LMP216xZoyFDhhjl0NBQ1a5dWxUrVlRwcLCcTqfOnz+vXbt2ZbiWTt++fTVixAiL7ha4zu64v1lsbKyefvppJScnG3XlypVTq1atFBoaqsuXL2v79u3as2eP6bzGjRtrzpw5CgwMzOHdAt6N+RuOHz+uiIgIo1yuXDmtXbs2zzz9xj+bN2I+JSVFffv21ZYtW0z1ISEhatmypSpUqCCHw6EzZ85o8+bNOnnypOm4smXL6quvvlJYWJgFd4z8zlvjfLNmzZSQkKDAwEDVrVtX4eHhKlmypK5evWrE+s0znySpY8eOmjx5svz9mXeE3JOTdVjffvvtW5bNbNSokerXry9/f3/t379fP//8s25OPXTs2FFTpkyxpvNANmU37hctWqRXX301w9/dPFHLz88v07E9q8mNgB08jfnvvvtOI0eONNX5+/t7/J21U6dOmjBhgmed9QAbSnooOTlZO3bsMO3wnJmwsDC98cYbHr1Oe/bsWW3YsCHL4woWLKiRI0fqySefdLttILvsjPt69eopOjpaL7/8ss6dOydJOnXqlBYuXJjpOREREZoyZQqJbdjG7rFeunXWdmRkJIlt5Bo7Yr5AgQKKjo7WqFGj9MMPPxj1CQkJWrFixW3PrVWrlt577z0S27CN3eN8ampqlu07HA4NHjxYQ4YMYfyHTxs2bJiuXLmiefPmGXXbt2/X9u3bMzz+kUce0bhx47zVPcBy6enpGb5t7MrpdLp1HJBXZTQf+uaNsN2VnXM8QXI7C0WKFNHkyZO1ceNGbd26VfHx8VmeU7t2bXXu3FldunTJcu3U8PBwde/eXVu2bNHhw4ez/AcPDQ1V586d1aNHD5UpU8ajewHcZXfcu2rZsqWWLl2q9957TytWrFBiYmKGx9WqVUsDBw7UQw89xJdAWMrbMe90OrV48WJTXefOnT1qA8gJb8V8cHCwpk+frjVr1mju3LnasmVLhh+Sb6hWrZq6d++uxx9/XAUKFHD7foCseCvm//3vf2vDhg3av39/prEeFBSkdu3aaeDAgapWrZpH9wHkRf7+/nr99dfVunVrRUdHa+fOnRkeV6NGDfXr10+RkZHe7SAA4B+NZUk8dObMGR06dEgnTpzQxYsXdfXqVRUuXFhFixZVhQoVVKdOHdMGSp5ISkrSwYMHdeLECZ07d05JSUny8/NTcHCwSpYsqTp16qhixYoW3xGQNTvj3lVKSoq2bdumU6dO6a+//lLBggUVGhqqhg0bqmzZspZcA8iKN2MeyAu8FfOJiYnavXu3Tpw4oUuXLik9PV1FixZVWFiY6tWrx0xteI3dMX/hwgXt2bNHx48fN9bfLlasmCpXrqwGDRqoUKFCVt0KkOccPXpUv/32m86cOaO0tDSFhYWpevXqCg8Pz+2uAQD+gUhuAwAAAAAAAAB8DruWAAAAAAAAAAB8DsltAAAAAAAAAIDPIbkNAAAAAAAAAPA5JLcBAAAAAAAAAD6H5DYAAAAAAAAAwOeQ3AYAAAAAAAAA+ByS2wAAAAAAAAAAn0NyGwAAAAAAAADgc0huAwAAAAAAAAB8DsltAAAAAAAAAIDPIbkNAAAAAAAAAPA5JLcBAAAAAAAAAD6H5DYAAAAAAAAAwOeQ3AYAAAAAAAAA+ByS2wAAAAAAAAAAn0NyGwAAAAAAAADgc0huAwAAAAAAAAB8DsltAAAAAAAAAIDPIbkNAAAAAAAAAPA5JLcBAAAAAAAAAD6H5DYAAAAAAAAAwOeQ3AYAAAAAAAAA+ByS2wAAAAAAAAAAn0NyGwAAAAAAAADgc0huAwAAAAAAAAB8DsltAAAAAAAAAIDP+X/yoP78arPyHgAAAABJRU5ErkJggg==",
      "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": 45,
   "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": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bgm.thin_fit_result(keep_every=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "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": 47,
   "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>29.176</td>\n",
       "      <td>1.034</td>\n",
       "      <td>27.280</td>\n",
       "      <td>31.113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[2]</th>\n",
       "      <td>3.098</td>\n",
       "      <td>0.306</td>\n",
       "      <td>2.521</td>\n",
       "      <td>3.661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[3]</th>\n",
       "      <td>5.623</td>\n",
       "      <td>0.227</td>\n",
       "      <td>5.200</td>\n",
       "      <td>6.044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[4]</th>\n",
       "      <td>5.623</td>\n",
       "      <td>0.227</td>\n",
       "      <td>5.200</td>\n",
       "      <td>6.044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[5]</th>\n",
       "      <td>5.623</td>\n",
       "      <td>0.227</td>\n",
       "      <td>5.200</td>\n",
       "      <td>6.044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[6]</th>\n",
       "      <td>500.588</td>\n",
       "      <td>16.691</td>\n",
       "      <td>467.417</td>\n",
       "      <td>529.214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[7]</th>\n",
       "      <td>4.072</td>\n",
       "      <td>0.347</td>\n",
       "      <td>3.473</td>\n",
       "      <td>4.766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[8]</th>\n",
       "      <td>16.202</td>\n",
       "      <td>0.433</td>\n",
       "      <td>15.399</td>\n",
       "      <td>17.023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[9]</th>\n",
       "      <td>46.843</td>\n",
       "      <td>1.294</td>\n",
       "      <td>44.499</td>\n",
       "      <td>49.297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x[10]</th>\n",
       "      <td>5.623</td>\n",
       "      <td>0.227</td>\n",
       "      <td>5.200</td>\n",
       "      <td>6.044</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          mean      sd   hdi_3%  hdi_97%\n",
       "x[1]    29.176   1.034   27.280   31.113\n",
       "x[2]     3.098   0.306    2.521    3.661\n",
       "x[3]     5.623   0.227    5.200    6.044\n",
       "x[4]     5.623   0.227    5.200    6.044\n",
       "x[5]     5.623   0.227    5.200    6.044\n",
       "x[6]   500.588  16.691  467.417  529.214\n",
       "x[7]     4.072   0.347    3.473    4.766\n",
       "x[8]    16.202   0.433   15.399   17.023\n",
       "x[9]    46.843   1.294   44.499   49.297\n",
       "x[10]    5.623   0.227    5.200    6.044"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(clv_estimate.isel(customer_id=range(10)), kind=\"stats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "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": 49,
   "id": "d56da0f3-9f85-4972-898c-ba0490cdb12e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last updated: Wed May 28 2025\n",
      "\n",
      "Python implementation: CPython\n",
      "Python version       : 3.10.17\n",
      "IPython version      : 8.36.0\n",
      "\n",
      "pymc    : 5.22.0\n",
      "pytensor: 2.30.3\n",
      "\n",
      "arviz         : 0.21.0\n",
      "numpy         : 1.26.4\n",
      "pymc_marketing: 0.12.1\n",
      "matplotlib    : 3.10.1\n",
      "pytensor      : 2.30.3\n",
      "pandas        : 2.2.3\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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