{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7d5d5f1f-6616-40a3-9de9-a2263d8c5d95",
   "metadata": {},
   "source": [
    "# EU Legislation strictness analysis\n",
    "\n",
    "**Authors:** [Gijs Jan Brandsma](http://www.ru.nl/personen/brandsma-g), [Radboud University](http://www.ru.nl/en); [Jens Blom-Hansen](https://pure.au.dk/portal/en/persons/jens-blomhansen(eb2cb20a-732b-4c55-8832-ceb762f84651).html), [Aarhus University](http://international.au.dk/)\n",
    "; [Kody Moodley](https://www.esciencecenter.nl/team/dr-kody-moodley/), [The Netherlands eScience Center](https://www.esciencecenter.nl/)\n",
    "\n",
    "**Date:** 2023-07-13\n",
    "\n",
    "**Description:** This notebook generates plots and results related to measuring the strictness of EU legislation published from 1971 to 2022. This analysis is part of the research project [Nature of EU Rules: Strict or Lacking Bite?](https://research-software-directory.org/projects/the-nature-of-eu-rules-strict-and-detailed-or-lacking-bite). Github repository located [here](https://github.com/nature-of-eu-rules). The notion of strictness which we subscribe to in this study is the number of legal obligations (regulative phrases or statements) in the text of the legislative documents, as classified by a rule-based algorithm based on grammatical dependency analysis of sentences which contain [deontic](https://en.wikipedia.org/wiki/Deontic_modality) phrases such as \"shall\", \"shall not\", \"must\" and \"must not\".\n",
    "\n",
    "**License:** [Apache 2.0](http://www.apache.org/licenses/LICENSE-2.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c90b51bd-6194-4939-970e-84162337671f",
   "metadata": {},
   "source": [
    "## 1. Data summary and exploration\n",
    "\n",
    "In this section we calculate some general descriptive statistics about the dataset to qualify the analyses we do later on in this notebook about strictness of EU legislation."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ea75e1c-af6b-4519-a567-2c452d2e52fc",
   "metadata": {},
   "source": [
    "First we load the CSV data prepared by ```prepare-data-for-analysis.ipynb```:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "id": "b9bc9d57-6f58-4850-92f8-09576c60b3d6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of documents:  119077\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import plotly.express as plotly\n",
    "\n",
    "metadata_df = pd.read_csv('metadata_enriched2.csv')\n",
    "metadata_df['word_count'] = metadata_df['word_count'].replace(1,0)\n",
    "print('Total number of documents: ', len(metadata_df))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6af1233a-34fa-4ab9-89f2-10ea9ab6b944",
   "metadata": {},
   "source": [
    "Check correlation between ```reg_count``` and ```word_count``` (legal act length):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "id": "1a1339c9-b1ea-46a8-833d-f2ea452e57c9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global correlation:\n",
      "\n",
      "spearman correlation (reg_count | word_count): 0.7317283913980933  -  0.0\n",
      "pearson correlation (reg_count | word_count): 0.9302463900356217  -  0.0\n"
     ]
    }
   ],
   "source": [
    "import scipy\n",
    "from sklearn import datasets\n",
    "print('Global correlation:')\n",
    "print()\n",
    "corr1, p_value1 = scipy.stats.spearmanr(metadata_df['reg_count'], metadata_df['word_count'])\n",
    "print('spearman correlation (reg_count | word_count):', corr1, ' - ', p_value1)\n",
    "corr2, p_value2 = scipy.stats.pearsonr(metadata_df['reg_count'], metadata_df['word_count'])\n",
    "print('pearson correlation (reg_count | word_count):', corr2, ' - ', p_value2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "id": "ad9b91df-d0be-42f9-b04c-c3f10f92fd81",
   "metadata": {},
   "outputs": [],
   "source": [
    "word_count_test = metadata_df.groupby(['year', 'dc_string'])['word_count'].sum()\n",
    "word_count_test_ind = word_count_test.reset_index(drop=False)\n",
    "word_count_new_frame = pd.DataFrame(word_count_test_ind.values.tolist(), columns=['year', 'policy_area', 'word_count'])\n",
    "\n",
    "doc_count_test = metadata_df.groupby(['year', 'dc_string'])['celex'].count()\n",
    "doc_count_test_ind = doc_count_test.reset_index(drop=False)\n",
    "doc_count_new_frame = pd.DataFrame(doc_count_test_ind.values.tolist(), columns=['year', 'policy_area', 'doc_count'])\n",
    "\n",
    "policy_area_test = metadata_df.groupby(['year', 'dc_string'])['reg_count'].sum()\n",
    "policy_area_test_ind = policy_area_test.reset_index(drop=False)\n",
    "policy_area_new_frame = pd.DataFrame(policy_area_test_ind.values.tolist(), columns=['year', 'policy_area', 'reg_count'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "id": "b15f1a90-9cb2-46f3-a4a6-e6d31c31ad11",
   "metadata": {},
   "outputs": [],
   "source": [
    "policy_area_new_frame['doc_count'] = doc_count_new_frame['doc_count'].tolist()\n",
    "policy_area_new_frame['word_count'] = word_count_new_frame['word_count'].tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "id": "feb50e80-d595-4879-9caf-8bd82786e4b1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlation relative to policy area and year:\n",
      "\n",
      "pearson correlation (reg_count | word_count): 0.9555963272932672  -  0.000000\n",
      "spearman correlation (reg_count | word_count): 0.9731812852902668  -  0.000000\n",
      "pearson correlation (reg_count | doc_count): 0.7469884875493116  -  0.000000\n",
      "spearman correlation (reg_count | doc_count): 0.7758916648188112  -  0.000000\n"
     ]
    }
   ],
   "source": [
    "print('Correlation relative to policy area and year:')\n",
    "print()\n",
    "corr_pearson1, p_valuea = scipy.stats.pearsonr(policy_area_new_frame['reg_count'], policy_area_new_frame['word_count'])\n",
    "corr_spearman1, p_valueb = scipy.stats.spearmanr(policy_area_new_frame['reg_count'], policy_area_new_frame['word_count'])\n",
    "\n",
    "print('pearson correlation (reg_count | word_count):', corr_pearson1, ' - ', format(p_valuea, 'f'))\n",
    "print('spearman correlation (reg_count | word_count):', corr_spearman1, ' - ', format(p_valueb, 'f'))\n",
    "\n",
    "corr_pearson, p_value1 = scipy.stats.pearsonr(policy_area_new_frame['reg_count'], policy_area_new_frame['doc_count'])\n",
    "corr_spearman, p_value2 = scipy.stats.spearmanr(policy_area_new_frame['reg_count'], policy_area_new_frame['doc_count'])\n",
    "print('pearson correlation (reg_count | doc_count):', corr_pearson, ' - ', format(p_value1, 'f'))\n",
    "print('spearman correlation (reg_count | doc_count):', corr_spearman, ' - ', format(p_value2, 'f'))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c183d47-7244-4e55-9305-79712cad9c7c",
   "metadata": {},
   "source": [
    "Interesting... there seems to be a document published in 1961 (even though our dataset officially goes from 1970 - 2022). Celex number: [31971R2050](https://eur-lex.europa.eu/legal-content/EN/ALL/?uri=CELEX:31971R2050)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f431843-08ef-40a4-8dd4-782e59dca7d9",
   "metadata": {},
   "source": [
    "We only consider 'R' (Regulation), 'L' (Directive) and 'D' (Decision), we ignore other types of documents in the corpus."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "id": "383ee114-7104-4072-89da-2ffc951a0c42",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of (R, L, D) documents:  118623\n"
     ]
    }
   ],
   "source": [
    "metadata_df = metadata_df[metadata_df['form'].isin(['R','L','D'])]\n",
    "print('Total number of (R, L, D) documents: ', len(metadata_df))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05e7c83f-ca20-4dab-ac3d-b051d5410dd2",
   "metadata": {},
   "source": [
    "Get descriptive statistics about number of sentences (```sent_count```), words (```word_count```) and classified legal obligations (```reg_count```) in each document in the dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "id": "a5a7182a-afbc-4fc9-a3d8-c16d0f773134",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sent_count</th>\n",
       "      <th>reg_count</th>\n",
       "      <th>word_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>count</th>\n",
       "      <td>118623.000000</td>\n",
       "      <td>118623.000000</td>\n",
       "      <td>118623.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>7.946022</td>\n",
       "      <td>2.096659</td>\n",
       "      <td>164.680239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>34.721994</td>\n",
       "      <td>12.027259</td>\n",
       "      <td>840.669882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>21.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>93.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3342.000000</td>\n",
       "      <td>1230.000000</td>\n",
       "      <td>95867.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          sent_count      reg_count     word_count\n",
       "count  118623.000000  118623.000000  118623.000000\n",
       "mean        7.946022       2.096659     164.680239\n",
       "std        34.721994      12.027259     840.669882\n",
       "min         1.000000       0.000000       0.000000\n",
       "25%         1.000000       0.000000       0.000000\n",
       "50%         1.000000       0.000000      21.000000\n",
       "75%         4.000000       1.000000      93.000000\n",
       "max      3342.000000    1230.000000   95867.000000"
      ]
     },
     "execution_count": 292,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "desc_cols = set(metadata_df.columns) - {'year', 'month', 'day', 'procedure_code'} # specify irrelevant columns\n",
    "describe_df = metadata_df[list(desc_cols)] # remove irrelevant columns\n",
    "describe_df.describe() # generate and display descriptive statistics"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ed3e0ca-05c5-4b34-9a12-d90a2bb284b4",
   "metadata": {},
   "source": [
    "How many documents do not contain any legal obligations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "id": "1f079a72-23c2-4bf2-9f10-082ffe71c12f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "85677\n"
     ]
    }
   ],
   "source": [
    "no_legal_obligations = metadata_df[metadata_df['reg_count'] == 0]\n",
    "print(len(no_legal_obligations))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53876b88-7d9e-4602-ad2c-16e57d1e228a",
   "metadata": {},
   "source": [
    "Wow, that is over 70% of all the documents..."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6f8d055-3067-42c2-80f6-5502827bf702",
   "metadata": {},
   "source": [
    "The document with the most number of legal obligations is..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "id": "33fef2b2-90cf-437b-bd0d-b307090bae84",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CELEX number:  32013R0575\n"
     ]
    }
   ],
   "source": [
    "most_legal_obligations = metadata_df[metadata_df['reg_count'] == 1230.0]\n",
    "print('CELEX number: ', most_legal_obligations['celex'].tolist()[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad081870-8f50-4c78-9a02-ac9a7b0218d2",
   "metadata": {},
   "source": [
    "calculate the global mean of strictness (i.e. on average across all documents from all years):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "id": "aaf50a18-b9a9-4c84-a780-2cb8241f73db",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\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>sent_count</th>\n",
       "      <th>reg_count</th>\n",
       "      <th>word_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>32946.000000</td>\n",
       "      <td>32946.000000</td>\n",
       "      <td>32946.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>24.054392</td>\n",
       "      <td>7.549080</td>\n",
       "      <td>525.013719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>62.946452</td>\n",
       "      <td>21.901682</td>\n",
       "      <td>1534.816452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>78.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>9.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>193.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>23.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>481.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3342.000000</td>\n",
       "      <td>1230.000000</td>\n",
       "      <td>95867.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         sent_count     reg_count    word_count\n",
       "count  32946.000000  32946.000000  32946.000000\n",
       "mean      24.054392      7.549080    525.013719\n",
       "std       62.946452     21.901682   1534.816452\n",
       "min        1.000000      1.000000      5.000000\n",
       "25%        4.000000      1.000000     78.000000\n",
       "50%        9.000000      2.000000    193.000000\n",
       "75%       23.000000      7.000000    481.000000\n",
       "max     3342.000000   1230.000000  95867.000000"
      ]
     },
     "execution_count": 295,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "global_mean = metadata_df['reg_count'].mean()\n",
    "nonzero_df = metadata_df[metadata_df['reg_count'] > 0]\n",
    "mean_for_nonzero = nonzero_df['reg_count'].mean()\n",
    "describe_nonzero_df = nonzero_df[list(desc_cols)] # remove irrelevant columns\n",
    "describe_nonzero_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "id": "0879d2f8-2be0-4bb6-a44f-f2be48818a1c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global mean number of regulations per document:  2.0966591639058194\n",
      "Global mean number of regulations per document (only for docs that contain at least one):  7.549080313239847\n"
     ]
    }
   ],
   "source": [
    "print('Global mean number of regulations per document: ', global_mean)\n",
    "print('Global mean number of regulations per document (only for docs that contain at least one): ', mean_for_nonzero)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f805dc1d-bffe-49e4-ab79-2dddb001db77",
   "metadata": {},
   "source": [
    "Lets see the distribution of legislative documents by legal form (R, L, D). First we will prepare the preferences for plotting the graphs in this section:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "id": "d02920c5-7dd6-45ca-9f95-dd633e1defcb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "\n",
    "metadata_df = metadata_df.astype({'year':'int'})\n",
    "nonzero_df = nonzero_df.astype({'year':'int'})\n",
    "\n",
    "SMALL_SIZE = 8\n",
    "MEDIUM_SIZE = 12\n",
    "MEDIUML_SIZE = 14\n",
    "BIGGER_SIZE = 18\n",
    "\n",
    "plt.rcParams['legend.title_fontsize'] = 'x-large'\n",
    "# plt.rc('title', size=BIGGER_SIZE)          # controls default text sizes\n",
    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
    "plt.rc('axes', titlesize=BIGGER_SIZE)     # fontsize of the axes title\n",
    "plt.rc('axes', labelsize=MEDIUML_SIZE)    # fontsize of the x and y labels\n",
    "plt.rc('xtick', labelsize=MEDIUM_SIZE)    # fontsize of the tick labels\n",
    "plt.rc('ytick', labelsize=MEDIUM_SIZE)    # fontsize of the tick labels\n",
    "plt.rc('legend', fontsize=MEDIUM_SIZE)    # legend fontsize\n",
    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce1a755f-0b48-49fc-b328-58a9b184cd21",
   "metadata": {},
   "source": [
    "Now plot the distribution by legal form:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 298,
   "id": "b2469433-9dc0-44bd-9a40-3dcda4cd24ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x540 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# group the rows by 'year' and 'category', and count the number of occurrences of each category\n",
    "counts = metadata_df.groupby(['year', 'form']).size()\n",
    "# unstack the multi-level index and fill any missing values with 0\n",
    "counts = counts.unstack().fillna(0)\n",
    "# sort the counts in descending order\n",
    "top_counts = counts.sum().sort_values(ascending=False)\n",
    "# filter the counts DataFrame to only include the top categories\n",
    "counts = counts[top_counts.index]\n",
    "# create a stacked bar plot of the counts by year\n",
    "counts.plot(kind='bar', stacked=True, figsize=(18, 7.5), colormap=\"tab20b\")\n",
    "# set the plot title and labels\n",
    "plt.suptitle('Yearly distribution of EU legislation by legal form')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('# of documents')\n",
    "plt.xticks(rotation=45)\n",
    "plt.legend(bbox_to_anchor=(1.04, 1), loc=\"upper left\", title=\"Legal form\")\n",
    "# show the plot\n",
    "plt.savefig('generated-files/eu_legislation_distribution_over_legal_forms.png', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66bbed3f-53bb-4000-b110-90fa15c6dc51",
   "metadata": {},
   "source": [
    "Now we will plot how many documents there are across year and policy area. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "id": "935998e6-72aa-492e-95e5-8df1c27824f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x540 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# group the rows by 'year' and 'category', and count the number of occurrences of each category\n",
    "counts = metadata_df.groupby(['year', 'dc_string']).size()\n",
    "# unstack the multi-level index and fill any missing values with 0\n",
    "counts = counts.unstack().fillna(0)\n",
    "# sort the counts in descending order\n",
    "top_counts = counts.sum().sort_values(ascending=False)\n",
    "# filter the counts DataFrame to only include the top categories\n",
    "counts = counts[top_counts.index]\n",
    "# create a stacked bar plot of the counts by year\n",
    "counts.plot(kind='bar', stacked=True, figsize=(18, 7.5), colormap=\"tab20b\")\n",
    "# set the plot title and labels\n",
    "plt.suptitle('Yearly distribution of EU legislation over major policy areas')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('# of documents')\n",
    "plt.xticks(rotation=45)\n",
    "plt.legend(bbox_to_anchor=(1.04, 1), loc=\"upper left\", title=\"Policy Area\")\n",
    "# show the plot\n",
    "plt.savefig('generated-files/eu_legislation_distribution_over_policy_areas.png', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca692e44-fe9d-40b0-972f-ee970a8b367d",
   "metadata": {},
   "source": [
    "Apart from Agriculture (the most prevalent policy area by far) what is the distribution of documents by policy areas and year?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "id": "f81eb994-62ec-4000-9875-9c463c7311b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AcDmUnPlvoX6uZX197zUFH0PJc/84lJz6o6Hk4t9hbkMhRBCUv5n5UNJjnYAyGl9C+Vtn6m0VU+ey3v5mSymXCyG+hpKy6T4ocxhMEkJ8IaUcYu4YiYiIiIhudQz4E1FToZ8ksFJK+WNtFYUQrlACB59JKccbld1o2hVDKwAs1gUrR0MZmfq5BdtlQskHbyqtUHtLd64LpP2sWyCE6Agl1cdsKIEQ4PpGeZvTzniFEMIXytwGhiN9s3VlbrqRrXqmRrdeaz/1++kAJYe+ofZGdeqC4f5+aoD91UY/YrodTL8R0s6o3rXIhDJa2dnc50wnGUBLIYSV4Sh/IYQXlPvBIlLKv6CkgIEQIhDK2ytvQJnToibDdft/2GjfD5nahaV90TkDJcDYDsqkoIb01/t6zm9t+wMsvJ+llJeEEN8C6K9LFzQCyhsJa422PQVlxPlu47cwmpjhAH4xDtYKIVpauP0ZAA8JIVx1KdcMtYcSvL50w7207LsvE8rI+A4m6mqhTIB96Dr2fRJKaiJvc6P8AXwN5aHJaN2D6bsAvGVJyjoo6YacADxumHIOqJ6ku9TC/tbr32zdmxUrAawUQlhDeRvkX0KIRVLK/Rb2kYiIiIjolsSUPkTUVMRBmQBzvBDiqoCxLiWEm+5X/YhSYVTHF8CYOuzTZ1CC/C9CCZJsNhFsuoouUL8dQBchRA+D/gkA0y3ZsS4PsrF/oIzqdjNYV6ir72ai/vVqI4ToZ7ROP7J4q8E6fcoM44DN8ybaLNT9a2k/v4ESxH3RIG2F/ho/BeAslHumruyCMsp1shBCY7A/DZSRyYW6Og3hayjHPkkIYWtYIITwAzAEyoSsf19rw7qg8OcAugohBpqqowvm622DEsD8l1G1FyzZXw338XkoQVNz90IllPNQ/TnXvT0y00Tda72/tur+fUn3udS3Hw5l1PRvUkrjkfE34nru59VQ3vIYBmAQgF0m8rOvAeCDGkb4CyG8Ta1vBJW4+vvaEcrIbktshfLfrFdceyHEw1DmPvimjh54mP3u0+1nG4BoEw+fZur6WduDrJroHyYvMJ6PwPAe1fWhHMpbLr0BvKZbXevcMgZq+vv5NJR7yVL18jdbCKEWQlzxdpPub6r+wVxd/q0jIiIiImqWOMKfiJoEKaUUQgyHMslqghBiFZQcyWoALQEMAPASgE+llAVCiB8ADBNCFAPYD2XSy3FQRuWay6dtaZ9yhBCboATcAAvzI+vMBvAwgO1CiPehBDkfgzIa1xIrhBABUNJ5nAXgAGVSRg2UIJ/ef6GkGfpACLEDSpqMfbo8z9frMIC1QogVUEZx9oCSUmEvlJQceusBvAngYyFEWygj/h/C1bm09SmKEgEMEUKcBpAB4LKUcpupDkgpTwghFkJ5QPKLEOILKMc+Fsro1KG1pBK5ZlLKXCHEdADLAOwTQnyqKxoJ5f4bJ6XMq2FzS6mEEMNqKDsjpfxD15cTQoj5UO73v3XHngEgDEpwTANgxA0c/ywoI4I3CiE2QrmHyqB8hh6B8hbJSF3dtwDEAvhE96bLP1DSTHWDMqLa3Mj62UKIXlAegCVBCfg9BuXtF3MTWG+CMgnqd0KILVAm9oyFco8bOwZl1PUzQogiKG8xXJRS7jbVsG6i8I1QHp5odfnMfQBMhPKQb4qZvl2T67yfd0BJe/IWlGNfjasthpLya6EQoieU7898AEFQ0pCVQPn8NrZNAMbpjvtHKLndR+F/cyCY8ymAJwHMEMpErr9A+Vw+A+Wz8XId9dPS776XoZz3rUKIDwAkQklXNVjXN1PXqlZSyi9152cEgFZCiG+gpMRpDSWwH260yQooD6P/BWCvlPIULPMdlBQ9nwkhlur2cReUz/5pWPj/BvX4N7s1gL1CiK+gPFDIgfLmxQRd3V9BRERERES1YsCfiJoMKeUhIUQ0lCDB4wDGQwniJUMJ+BimWhkGYD6U4OGTUIIzs6AEAz+pw259rNtXIpSgj0WklKeFEPdAyW88GUqahO+gpLYwl64BUN4uGAnl2DyhBPGOARgopdxsUG89lBGuQ6CMAraCMmL4RgL+f0MZMTwXyjXIhzKJ8MuGo2illPlCiEeg5Od+Gcoo6y1QzpepyTWHQpmH4E0oQaGzUEbKmiSlnKF7SPAMlGtdBmAfgFgpZZ0HfaSUHwgh0qAE0fSjZuMB9JdSbq2DXdjhf5OUGvscwB8GfXlZCBEP5fw/DyVvfxaU4NpbUsoD19sJKWWeEOIuXbtPAOgLoALKQ6nfYPBgS5da5m4o9/EoKAH+PVACofthfh6BrVDeEHgCSpC3GMpn9WmYH5G8EMoDgtFQAtvpUIKun8Ao1ZGUslgIMQRKmqD3oJzrvVDOV02GQrnXR+qO77Jum1eklIfN9O2aXev9LKUsE0Ksh/JALx9Xvl2jr1MuhOija3M4lAlUAWW+g79wHYHnejINyne5/n5LgfLduh/KA4Ba6Y6zN5QHqYOhBJNzoeSxny2lTKmjflr63XdWCHE7lPkohkFJ+XMeygOqNyxMrWNKLJSA9mgAr0IZGZ8E5TivIKVMFELsAdATlo/u1/9tehjK9/DLun38DiVX/lIoc9VY2lZ9/M1OAbAKyndMPyif5QtQHnC8VY9z0hARERERNRtCyvpI/0xE1DzoRjXvgxLwmdfY/SFqCnS5vi8B+Mg4JzfRjRBC3A/lIcBwKaXxnAX1uV8JYLWUcmRD7fNG6eZ5uBOAn5TyeibxJiIiIiKiZog5/ImIajcJdf/WANFNQwjhYGK1Ppd6Q81rQLcOP92/Fxu1F02cbsLj3gDWMthPRERERESGmNKHiMiIbjLJxwB0gJKG4GMpZXrj9oqo0XwrhDgLJd2JFZTc8I9CSUG0tRH7Rc2IboLh/gCeg5IW5s9G7VATpUsl1A7KPBNlUNJRERERERERVWPAn4joap5QcuMXQplscnrjdoeoUW2HMpFofyiTR5+HEmR8vS4nTqZbXjsoc3wcA/CYlLKgkfvTVE2A8nk8A2Wy5+TG7Q4RERERETU1zOFPRERERERERERERNQMMIc/EREREREREREREVEzwIA/EREREREREREREVEzwIA/EREREREREREREVEzwIA/EREREREREREREVEzwIA/EREREREREREREVEzwIA/EREREREREREREVEzwIA/EREREREREREREVEzwIA/EREREREREREREVEzwIA/EREREREREREREVEzwIA/EREREREREREREVEzwIA/EREREREREREREVEzwIA/EREREREREREREVEzwIA/EREREREREREREVEzwIA/EREREREREREREVEzwIA/EREREREREREREVEzwIA/EREREREREREREVEzwIA/EREREREREREREVEzwIA/EREREREREREREVEzwIA/EREREREREREREVEzwIA/ERHRdRJCzBNCPFeP7Y8UQvx2ndsGCyGkEEJV1/2qS0KIe4QQJ+qgnZ+FEGPqok8Nyfg6CSG+E0I82dj9ul5CiM1CiIcbux9ERERERES3Kgb8iYiIroMQwhPACAAf6X7vLoSoEkIUGi13Nm5P654Qwkl3bN/daFtSyl+llG3qol96N/KgpLFJKR+WUq5u7H7cgLcAvNHYnSAiIiIiIrpVMeBPRER0fUYC+FZKWWywLlVK6WS0/NlI/atPMQBKATwohPC53kaa6tsHTbVfDeFGj11K+RcAZyFElzrqEhEREREREV0DBvyJiIiuz8MA9lpSUQjhJoQ4L4R4TPe7kxAiUQgxQvd7oBBiixAiUwiRJYRYaqKNq1L0GKaxEUJYCyHeFkJcEkKcAdDHaHsXIcT/CSHShBAXhBBvCCGsdWUthRB7hRB5uu2/MHNITwJYDiABwDCj/XQSQsQJIQqEEF8KIb4QQryhK+uuOw8zhBDpAD7RrzPY3uS5EELMEUKsre186Na30/XtTt1bCLnG50r3+xVvAejamiiEOAXglG7do0KIQ0KIXCHEH0KIjjWdEN32U4QQZ3TncKEQwkpXZiWEmC2EOCuEuCiEWCOEcKmhHeN+Pi2EOK47n8d05/dFIcRmo+2WCCEW19DmTCHEaYM2+hudh9+FEO8KIbIAzBFC2OnupXNCiAwhxHIhhIOuvlYIsV13fXJ0PwcY7fJnGN1/RERERERE1DAY8CciIro+EQAsyj0vpcwGMArACiGEF4B3ARySUq7RBd23AzgLIBiAP4AN19GfpwE8CiAaQBcAA43KPwVQAaClrk4vAPrA8n8A/ABACyAAwPs17UQI0QJAdwCf65YRBmW2AL7S7csNwHoA/Y2a8NGVtQAw1qjtGz4XUsrjAMYD+FP3hoXrNWzeD8DtANoLIaIBrAIwDoA7lNRN3wgh7GrZvj+Uc98JQF8o1xxQ3gYZCaAHgFAATgCueqhjTAgxCMAcKOfYGcDjALIArAXwkBDCVVdPBWAIgDU1NHUawD0AXAC8DmCtEMLXoPx2AGcAeAOYC2A+gNYAoqDcL/4AXtXVtQLwCZTrFwSg2MSxHAcQae74iIiIiIiIqO4x4E9ERHR9XAEUGK3z040GN1wcAUBK+QOALwH8BOARKIFkAOgKwA/Ai1LKy1LKEinl9eSffwLAe1LKFN0Dhnn6AiGEt26fz+n2cRHKQ4chuirlUAK4fhbsfziABCnlMSjB+A664DgA3AFABWCJlLJcSrkFwF9G21cBeE1KWWqUDgmou3NxveZJKbN1/RoL4CMp5T4pZaUur34plGOsyVu67c8BeA/Av3TrhwJ4R0p5RkpZCOAlAEOM304wYQyABVLK/VKRKKU8K6VMA/ALgEG6eg8BuCSlPGiqESnll1LKVClllZTyCyhvMHQ1qJIqpXxfSlkBoER37FN1x1IA4E3o7hUpZZaUcrOUskhXNhfAfUa7LIDy+SAiIiIiIqIGxoA/ERHR9ckBoDFalyqldDVaLhuUfwwgHMCnUsos3bpAAGd1wdYb4QcgxeD3swY/twBgAyBN/yACyoh1L135dAACwF9CiKNCiFGo2QgoI/shpbwAJa3RkwZ9uCCllAb1U67cHJlSypIa2q6rc3G9DPvaAsDzhg9voPTPz8LtzxrU9cOV1+MslAcj3mb6EwhldL4pq/G/dErDAHxWUyNCiBEGqYlyodyDHjX02xOAGsBBg/o7deshhFALIT7SpSfKh/LgwVWfHkpHAyDXzLERERERERFRPWDAn4iI6PokQEl7YhFdQPRjKGlXnhFCtNQVpQAIsmC0t/7BgdpgneGEuWlQAsR6QQY/p0AZne5h8CDCWUrZAQCklOlSyqellH5Q3jz4wKB/hsfQDUArAC8JIdJ1efhvBxCr638aAH8hhDDYLNCoGYma1XYuLqPmYzdmah+WbG/8oGKu0cMbtZRyfS37NT7/qbqfU6E8QDAsqwCQUUtb+j6E1VC2FUBHIUQ4lFROn5uqpEvBtALAJADuuhRHR6A84NEzPO5LUNL0dDA4bhcppZOu/HkAbQDcLqV0BnCvflcGbbQDEG/m2IiIiIiIiKgeMOBPRER0fb7F1alMavMylMDqKAALAejz9/8FJVA+XwjhKISwF0LcZbyxlDITwAUAw4QyQe8oXBkM3ghgihAiQAihBTDTYNs0KDn6FwkhnHWTyIYJIe4DlFzxBhOv5uj6WWXiGJ4EsAtAeyj53aOgjBZ3gDKJ8Z8AKgFMEkKohBB9cWXqGHNqOxeHANwrhAjSTXj7Ui3tZAAI0M0poHcIwADdCPWWAEab6csKAOOFELcLhaMQoo8QwvitDkMv6ia1DQTwLAD95MfrAUwVQoQIIZygpMj5woI3GVYCeEEI0VnXh5a6AD50b0lsArAOwF+6NEKmOEK5npkAIIR4Cso1M0lKWaU79nd1801ACOEvhOitq6KB8kAgVwjhBuA1E83cB+A7M8dGRERERERE9YABfyIiouuzBsAjQggHg3V+QohCoyVGCNEZwDQAI6SUlQDeghKEnan7/TEok6OeA3AewOAa9vk0gBehTNzaAcAfBmUrAHwPZWT13wC2GG07AoAtgGNQgvqbAOgnbr0NwD4hRCGAbwA8K6U8Y7ixEMIeyjwB7+veCNAvSVDSyTwppSwDMABKMD0XSqqZ7VDeLjCrtnMhpdwFJYCeAOCgrt2a7AZwFEC6EOKSbt27AMqgPAxYjRpGxBv05QCU870UyvlKhDLxbm2+1vXtEIAdAP5Pt34VlHP0C4AkKHnyJ5tpC1LKL6HkyF8HJS/+VigTHuuthjJ5dI3pfHRzLSyC8jAmQ1f/dzO7ngHleP+rS9vzI5RR/YAyN4EDlDcB/gsl3U81IcRtAAqllMZzNxAREREREVEDEFem2SUiIiJLCSHeBHBRSvleY/elqRJC7AOwXEr5SWP3pT4JISSAVlLKxAbcZxCAfwD4SCnzG2q/tRFCbAbwf1LKbxu7L0RERERERLciBvyJiIiozujSBJ2AMgJ8KIDlAEJ1aYWarYYO+AshrAC8A8BZSlnbJMtERERERER0CzE3QSARERHRtWgDZT4BRwBnAAxs7sH+hiaEcISSnucsgIcauTtERERERETUhHCEPxERERERERERERFRM8BJe4mIiIiIiIiIiIiImgEG/ImIiIiIiIiIiIiImoFbNoe/h4eHDA4ObuxuEBEREREREZGRgwcPXpJSejZ2P4iIiG42t2zAPzg4GAcOHGjsbhARERERERGRESHE2cbuAxER0c2IKX2IiIiIiIiIiIiIiJoBBvyJiIiIiIiIiIiIiJoBBvyJiIiIiIiIiIiIiJoBBvyJiIiIiIiIiIiIiJqBW3bSXiIiIiIiIiKiunTw4EFblUq1AsDdAKwbuz9ERNTsVAL4raKi4unOnTuXmarAgD8RERERERERUR2wsrKa4OzsfFeLFi1yraysZGP3h4iImpeqqipx9uzZu3NzcycAWGyqDlP6EBERERERERHVAWtr66f8/PwuM9hPRET1wcrKSvr5+RVaW1uPrLFOA/aHiIiIiIiIiKjZklK62Nraljd2P4iIqPmytbUtl1K61FTOgD8RERERERERUd0QQojG7gMRETVjur8zNcb1GfAnIiIiIiIiIiKia7J9+3ZNSEhIB/3varU6+sKFC5wvlKiRMeBPRERERERERER0C/P3949wcHCIVqvV0Z6enh2feuqpwPLya8tOVVRUFOfv719Rl/3Ky8uzcnBwiB4wYEBwXbZL1Jwx4E9ERERERERERHSL2759+8mioqK4H3/88cS2bdvc3nnnHc/G7tPatWtdbW1t5Q8//KAtLCysMV/WtT6cIGrOGPAnIiIiIiIiIiIiAEBkZGTpbbfdVnD06FEHAPjPf/7j5e/vH+Hm5hYZGxvboqbAuxCi87lz51QAkJqaqnrsscdC3NzcIrVabeQzzzzjX1RUJDQaTVRiYqKNfpv169e7hIeHt6upLxs2bHAfN25chlarLd+wYYOrfr0+ndDkyZP9XV1do2bNmuVbUFBgNWzYsCAvL6+OPj4+HefMmeOtr//jjz86hoeHt3Nycor29/ePWLhwoUcdnCqiJokBfyIiIiIiIiIiIgIA/P333/b79+/XREVFFW3evNl52bJlPjt37jx56tSpI8nJyXYzZ870M9fGoEGDQjQaTWVSUtLhlJSUhAEDBuSq1WrZq1ev3DVr1rjp661fv95t0KBBWabaSElJUf3555/Ow4cPz37sscdy1q9f72ZUbu/o6FiZmZl56NVXX00fP358QGFhoXViYuKR33///finn37quXXrVg0A2NrayuXLl5/Ny8uLW7NmzZk5c+YEHjx40P5GzxVRU8SAPxERERERERER0S3u8ccfb63RaKIef/zxVoMHD7707LPPXtqwYYPbiBEjMiMiIkrd3d0rX3nlldStW7e61dZOUlKSzcGDBzUfffTReRcXlyonJyf5wAMPXAaAYcOGZW/ZssUNAAoLC8WePXtcnnzyyRxT7axevdqtdevWRREREaWxsbE5v/76q0tmZqa1vtze3r7qjTfeSLexsYFarZZbtmxxX7ZsWYqzs3NVWFhY+YgRIzI3btyoBYB777236O677y6ytrbG/ffff7lbt275e/fudaq7s0fUdHDmbCIiIiIiIiIiolvcN998c/L++++/bLguPT3d5t577y3Q/x4WFlZ26dIlm6u3/p+kpCRbd3f3co1GU2Vc9thjj+WPHTs2+PDhw3b79u1Tt2/fvig4ONhkAv6NGze69e/fPwcA7r777iJfX9+y1atXa1944YVLAODh4VGuUimhzbS0NFVJSYlV27Ztw/XbV1VViW7duuUDwIEDB+ynTJkSePz4cXVFRYUoKSmx6tq162UTuyW66THgT0RERERERERERFfx8fEpT0lJsdX/fubMGVsPD49aZ8gNDQ0ty8rKsiksLBROTk7SsEylUuHxxx/PWbNmjVt8fLx60KBB2abaOHLkiN3hw4cdz549a//RRx95A0BBQYH1F1984a4P+Ashqtv28fGpsLOzk8nJyYfd3d0rjdubOHFi0N13313www8/JDo5OckHH3wwTEppXI2oWWBKHyIiIiIiIiIiIrrKoEGDsj/77DOPI0eO2GVnZ1v95z//8X388cdNBun1goODyzt37lwwfvz4wLy8PKvCwkLx008/OerLn3zyyawvvvjC/Y8//nAePny4yXQ+n3zyiVunTp0KDx8+fOTvv/8++vfffx/dtWvXP3FxcU6Gk/7qWVtbY8CAAVkTJ04MyMrKsq6srMTBgwftf/31VzUAXL582Vqr1Vaq1Wq5bds2zW+//eZ8o+eGqKniCH8iIiIiIiICAMRN2W22TvSSng3QEyIiagqeeOKJ/OPHj2f06tWrdUlJiVWvXr1y33rrrTRz23355ZdJTz/9dFBwcHAEAAwdOvSSPl3QvffeW2RlZYWuXbsWeHt7XzUaHwA2b97sPmPGjNSgoKAK/bqgoKCKrl275n/66adud9xxR5HxNh999FHKs88+69+hQ4cOly9ftgoJCSmZO3fuBQCYO3fu+UmTJrWYN2+e/7333pvXo0ePvOs9J0RNnbhVX1/p0qWLPHDgQGN3g4iIiIiIqMlgwJ+aCiHEQSlll8bux7WKj49PjoyMvNTY/SBq6rp169ZqxIgRWePHj6/1bQEiMi0+Pt4jMjIy2FQZU/oQERERERERERFRg9i3b5/D8ePH1cOGDTOZzoeIbgxT+hAREREREREA4Pj542brRIMj/ImI6PqMGTMm4IsvvvB48803U4wn9CWiusGAPxEREREREREREdW7lStXnl+5cuX5xu4HUXPGlD5ERERERERERERERM0AR/gTERERERERAOBYblJjd4GIiIiIbgBH+BMRERERERERERERNQMNGvAXQkwSQhwQQpQKIT41KlMLIT4QQlwSQuQJIX4xKBNCiLeEEFm65S0hhDAojxJCHBRCFOn+jWq4oyIiIiIiIiIiIiIianwNPcI/FcAbAFaZKPsYgBuAdrp/pxqUjQXQD0AkgI4AHgMwDgCEELYAvgawFoAWwGoAX+vWExERERERERERERHdEho0h7+UcgsACCG6AAjQrxdCtAXwOIAAKWW+bvVBg02fBLBISnleV38RgKcBLAfQHcpxvCellACWCCFeANATwM56PSAiIiIiIqJmZNKgdo3dBSKiK2zfvl0zevTokIyMjIS6aM/f3z9i2bJlyf369Su41m137tzpNH78+ODk5OQjddEXIqL60FRy+HcFcBbA67qUPoeFEDEG5R0AxBv8Hq9bpy9L0AX79RIMyomIiIiIiIiIbmn+/v4R9vb2ndRqdbR+GTFiRJC57bZv367x9vbu2BB9bGqEEJ2PHDlip//9oYceKmSwn4iaugYd4V+LAADhADYD8ANwJ4AdQohjUsrjAJwA5BnUzwPgpMvjb1ymL9cY70QIMRZKeiAEBZn9m0ZEREREREREdEO63f1y5/ps/4/f3jxovpZiw4YNp65nZPuNKC8vh42NTbPbFxFRU9VURvgXAygH8IaUskxKuRfAHgC9dOWFAJwN6jsDKNSN6jcu05df9QdMSvmxlLKLlLKLp6dnXR8DEREREREREdFNZ+jQoUG9e/cO0/8+YcIE/zvvvLN1fn6+1cCBA1tlZmba6N8KSE5OtqmsrMTLL7/sExgYGO7q6hr1yCOPhGZkZFgDwIkTJ2yFEJ3fffddD19f34g777yzzZIlS9w7d+7cZuzYsQHOzs5R/v7+ERs3bqyO5SxevNg9NDS0g6OjY3RAQEDEwoULPSztuxCi87x58zxbtGgRHhwcHAEA69evd2nbtm17jUYTFR0d3Xbfvn0Oprbds2ePOioqqq1Go4ny9PTsOGLEiKCSkhIBAF26dGkDALfddlt7tVodvWLFCq3x2w5///23fdeuXdtoNJqoli1bdvj8889d9GUxMTHBw4cPD+revXtLR0fH6I4dO7Y9evSoHQBUVVVh9OjRgW5ubpFOTk7RrVu3br9//357S4+ZiKg2TSXgbyoPm2GKnqNQJuzVi9St05d11I321+toUE5ERERERERERDVYvnz5+RMnTjgsWbLEfefOnU4bNmzwWLt2bZKzs3PVpk2bTnl6epYXFRXFFRUVxQUHB5e/+eabXjt27HD9+eefT6SlpcW7urpWjhkz5opUCr/88ovTiRMnjv78888nASA+Pt6xTZs2JdnZ2YemTJmSPmnSpOCqqioAgLe3d8W2bdsSCwoK4j766KOkV199NfC3335TW9r/bdu2uf7111/HT5w4ceT33393mDhxYvAHH3xwNicn59CoUaMyBwwY0LK4uFgYb6dSqbBo0aKU7OzsQ7/99ts/v/32m2bBggWeAHDgwIETALB///5jRUVFcU8//XSO4balpaWiX79+LXv27JmXmZkZ/84775wbO3ZsaHx8fHUKoG3btrm99tprqbm5uXHBwcGlM2bM8AeAr776yvm///2v08mTJ4/k5+fHbdiw4YyXl1elxReMiKgWDRrwF0KohBD2AKwBWAsh7IUQKgC/ADgH4CVdnbsA9ADwvW7TNQCmCSH8hRB+AJ4H8Kmu7GcAlQCmCCHshBCTdOt3N8hBERERERERERHdBGJjY1tqNJoo/bJo0SIPANBoNFWrVq1KeuWVVwJHjRoVMn/+/JSwsLDymtr55JNPPP/9739fCAsLK3dwcJDz5s1L/e6777Tl5f/bZO7cuanOzs5VTk5OEgD8/PzKnn/++UsqlQrPPPNMVmZmps358+dVADBkyJC8Dh06lFpZWaFPnz6Fd911V/6ePXucLD2umTNnpnt7e1c6OTnJDz74wHP48OGZPXv2vKxSqTB58uQsGxsbuXv3bkfj7e65556i+++//7KNjQ3atGlTNnLkyMxff/31qhTRpuzZs8exqKjIeu7cuen29vby8ccfL+jZs2fu6tWr3fV1evfundOjR48iGxsbDB06NPvo0aMOAGBjYyMvX75sHR8fby+lRKdOnUpatGhR4/kmIroWDZ3DfzaA1wx+HwbgdSnlHCFEXwArAcyEMoHvCCnlP7p6HwEIBXBY9/tK3TpIKcuEEP106+YDOA6gn5SyrJ6PhYiIiIiIiIjoprFu3brEmnL49+zZ83JgYGBpVlaWavTo0dm1tZOWlmY7dOjQlkKI6uwM1tbWOH/+fHUCfeMHBp6entW/azSaKgDIz8+3BlCxceNG57lz5/olJyfbV1VVoaSkxKpDhw7Flh5XSEhIdQzo/Pnztlu2bHFftWqVl35dRUWFOH/+vK3xdgkJCXbPPvts4OHDhx1LSkqsKisr0b59+yJL9pmSkmLj4+NTZm1tXb0uMDCwLDU1tfoceHt7Vx+zo6NjVVFRkTUAPP744wUJCQkXp0yZEpSammr70EMP5S5btizFzc2tytJjJiKqSYOO8JdSzpFSCqNljq7sqJTyTimlo5SyvZTyK4PtpJRyupTSTbdM1+Xv15fHSSk7SykdpJSdpJRxDXlcREREREREREQ3s3nz5nmWlZUJLy+v8ldeecVHv94wqK/n7e1dvmXLlpMFBQWH9EtpaenfISEh1QFuKyurq7Yzpbi4WDz55JNhzz33XMbFixfjCwoKDt133315BmEfswyzPPv7+5dPmTIlzbBvxcXFcePGjbvqIca4ceNatGrVquTUqVOHCwsL41566aULlu4zMDCwPD093bay8n+ZeFJSUmz9/PwsGqk/e/bsi0ePHj1+5MiRo6dPn7Z//fXXfcxvRURkXkOP8CciIiIiIqImKme/+bFTPhMaoCPUbCR9ctxsnZCn2jVAT6g2CQkJdvPmzfP//vvvTzg5OVXddddd7R577LG8bt26Ffv5+VXk5eWpsrKyrN3d3SsB4Kmnnro4e/bsgODg4KTWrVuXpaamqnbv3u00bNiw3Gvdd0lJiSgrK7Py8vIqt7GxkRs3bnT+/fffndu3b2/xCH9D48ePz3ziiSda9u7du6B79+6XCwsLrb799ltN7969C7Ra7RUj6AsLC62dnZ0rXVxcquLi4uxXrVrl5e7uXh2wd3d3rzh58qRdeHh4qfF+unfvftne3r7qlVde8Xnttdcydu3a5bR7927Xf//732Zv+r1796orKyvFXXfdVaTRaKrs7OyqrKyayjSbRHSz47cJEREREREREdEtYMiQIa3UanW0fnnwwQfDysvLMXTo0NBJkyal33nnncURERGls2bNujBy5MiQ4uJiER0dXfLYY49lh4WFRWg0mqjk5GSb2bNnX3zkkUdye/Xq1drR0TH69ttvb/vf//73qhz5ltBqtVVvvPHGuREjRoS5uLhErVu3zv3+++/Pu95jvPfee4uWLl2aPGXKlCAXF5eosLCwcMO8+oYWLFiQsnnzZjcnJ6foMWPGtOjXr98VbwFMnz49ddy4ccEajSZq5cqVWsMye3t7uXXr1lO7du1y8fDwiHz22WeDPvzww6To6OgSc33Mzc21Hj9+fAutVhvVokWLCK1WWzFnzpz06z1mIiJD4lpekWpOunTpIg8cONDY3SAiIiIiImoyjo+aZLZOu1VLG6An1FzETdlttk70kp5XrRNCHJRSdqmPPtWn+Pj45MjIyEuN3Q8iImre4uPjPSIjI4NNlTGlDxERERERERHVi+Pnzaf0icbVAX8iIiK6PkzpQ0RERERERERERETUDHCEPxERERERERHVi2O5SY3dBSIiolsKR/gTERERERERERERETUDDPgTERERERERERERETUDDPgTERERERERERERETUDzOFPREREREREAIDj6ebzrbdrgH4QERER0fXhCH8iIiIiIiIiIiIiomaAI/yJiIiIiIiIqFrSJ8ctqhfylPn3PSYN4jshdHPYuXOn0/jx44OTk5OPNHZfatO1a9c2Q4YMyZo2bdol47Kqqio88cQTwT/88INrixYtSg8fPmzZh5kaREpKiqp///5hx48fV8fGxmauWLHifGP0Y/v27ZrRo0eHZGRkJDTG/qn+cYQ/EREREREREdEtYPny5W7h4eHt1Gp1tKenZ8d777231ffff+90I21OmzbNr2/fviF11cfrFRMTEzxlyhQ/w3UnTpywFUJ0Li8vN7v9Qw89VNjUg/3m/PDDD06//vqr8/nz5xMY7K97pu6xa7FkyRJPNze3ioKCgrjGCvbTrYEj/ImIiIiIiIiI6knMoLWd67P9zV8OO2hJvTlz5ngvWbLE59133z3bv3//fDs7O7l582bnLVu2uPbu3buwPvtIDePMmTO2AQEBpc7OzlWmysvLy2FjY9PQ3SKdc+fO2bZt27bYyorjr6l+8Q4jIiIiIiIiImrGsrKyrBcsWOD39ttvn3vyySdznZ2dq+zs7GRsbGzeRx99dB64evTy9u3bNd7e3h31v8+aNcvHy8uro6OjY3RwcHD4119/rdm0aZPz+++/77Njxw6tWq2ObtOmTXsASE5OtunZs2dLFxeXqKCgoPBFixZ56NuZNm2a38MPPxzat2/fEEdHx+jWrVu3T0hIsHvppZd83NzcIn18fDpu2bLFWV9/yZIl7gEBARGOjo7R/v7+ER9++KHb9Z4Hf3//iFdffdW7devW7TUaTVSfPn1Ci4qKhKnj/fvvv+27du3aRqPRRLVs2bLD559/7qIvi4mJCR4+fHhQ9+7dWzo6OkZ37Nix7dGjR+1q2u/DDz8c6uHhEanRaKK6dOnS5sCBA/aWtvXVV185h4SEdNBoNFEjRowIklKa3Me7777rMXXq1OBDhw45qdXq6KlTp/rpj2nWrFk+Hh4ekYMGDQqprKzEyy+/7BMYGBju6uoa9cgjj4RmZGRY69v56aefHKOjo9tqNJqoNm3atN++fbumtvP5yiuveLdu3bq9g4ND9BNPPNEiJSVFde+997ZydHSM7tatW+vMzMzqtj///HOXli1bdtBoNFFdu3Zt8/fff9sDyr310EMPhRq2/dRTTwWOHDkyEFDu3yeeeKKFp6dnRy8vr45Tpkzxq6ioAKDcH506dWo7evToQI1GExUQEBCxa9cuxyVLlrj7+Ph0dHNzi3z//ffd9e0WFxeLsWPHBvj6+ka4u7tHxsbGBhUWFl5xD7z22mvebm5ukZ6enh0XL17sDgBvv/22x9dff+324Ycf+qjV6uiePXu2NHVOdu3a5RgeHt5Oo9FEhYeHt9u1a5ej/jpv3rzZXb/91q1brzqv6enp1j179mzp5OQUHR4e3m7KlCl+nTt3bmOubaD2z1xhYaGIiYkJdnZ2jgoLC+uwb98+teF+TX22a7rmdHNgwJ+IiIiIiIiIquXGpVm00M1jz549jmVlZVbDhw/PuZ7t4+Pj7f7v//7P66+//jp++fLluO+///5ky5YtywYOHJg/efLk9D59+uQUFRXFnThx4hgADBw4MNTPz68sLS0tfsOGDaffeOMN/2+++aY6iLh7927XESNGZOXm5sZ16NCh6OGHH25dVVWFtLS0hBdffDF18uTJLQAgPz/f6uWXXw7asWPHycuXL8f98ccf/9x2221FN3IuvvrqK7cffvjhVGJi4uHjx487LF261MO4TmlpqejXr1/Lnj175mVmZsa/884758aOHRsaHx9fHYjftm2b22uvvZaam5sbFxwcXDpjxgz/mvbZu3fvvFOnTh2+ePFifMeOHYuGDRt2RXC7prbS0tJUw4YNC3v11VdTL126FB8WFlYSFxdnMgXT1KlTLy1cuPBsVFRUYVFRUdy7776bCgBZWVk22dnZ1ikpKQlr165NfvPNN7127Njh+vPPP59IS0uLd3V1rRwzZkwQACQlJdnExMS0mjlzZlpubu6h+fPnnx82bFhYampqjRlCvvnmG+1PP/108tixY0d+/PFH1969e7eaN2/e+czMzENVVVWYP3++FwAkJCTYjRkzJnThwoUply5diu/Vq1duv379WpaUlIgnn3wye+/evS45OTlWAFBRUYHt27drhw8fng0AQ4YMCVapVDh9+vSRuLi4Y3v27HF59913q69bQkKCY8eOHYtycnIODRgwIGvEiBGh+/fvd0xKSjq8cuXKpJkzZwbl5eVZAcCkSZMCEhMT7Q8dOnQsMTHxcHp6uu2MGTOqH3RlZWXZ5OXlWaelpSUsXbr07MyZM4MyMzOtX3jhhUt9+/bNnjBhQnpRUVHc7t27E43PRUZGhnVMTEyrCRMmZGRnZx+aPHlyRkxMTKv09HTrzZs3Jxtu369fvwLj7ceMGdNCrVZXpaWlxa9evTpp48aNHpa0DdT+mZs+fbpfcnKy3alTpw5///33Jzds2FDdbk2f7ZquN90cGPAnIiIiIiIiomrHzx+3aKGbR2ZmpsrV1bXietO5WFtbo6ysTBw6dMi+tLRUtGnTpqxDhw6lpuomJibaxMXFOb3//vvn1Wq17NatW3FsbOyl1atXV4+y7ty5c0FMTEy+jY0NBg0alJOTk6OaO3duup2dnRw1alR2amqq7aVLl6wBQAgh4+LiHAoLC0WLFi3Ku3TpUnJdB6EzYcKEjODg4HJvb+/KXr165R06dMjBuM6ePXsci4qKrOfOnZtub28vH3/88YKePXvmGh5D7969c3r06FFkY2ODoUOHZh89evSqdvSee+65LK1WW+Xg4CAXLFiQeuLECYesrCxrc21t3rzZpWXLlsVPPfVUjp2dnXzllVcuuru7m5+QwIAQQi5atCjVwcFBOjk5yU8++cTz3//+94WwsLByBwcHOW/evNTvvvtOW15ejpUrV7p37949b/DgwXnW1tbo379/fnh4+OXNmze71NT++PHjLwYGBlaEhISU33bbbYXR0dGX77rrrmK1Wi0fe+yx3Pj4eDUAfPbZZ249evTI06eTev311zNKSkqsfvzxR6fWrVuXtW/fvujzzz/XAsC2bduc7e3tq+6///7LKSkpqr1797p8/PHH55ydnav8/f0rJk2alLFp06bqNz38/f1Ln3322SyVSoVhw4blpKen27755pupDg4OcsCAAfk2Njby6NGjdlVVVVi3bp3H+++/n+Lt7V2p1WqrXn755bStW7dWt6VSqeTChQtT7ezs5ODBg/McHByqEhIS7K8+8qtt2rTJpUWLFqUTJ07MtrGxwbhx47JDQ0NLNm7c6Gpu24qKCuzcudN17ty5FzQaTVXnzp1LnnjiieqJmWtr29xn7ptvvnF76aWX0ry9vStbtmxZPm7cuAx9u9fy2aabBwP+RERERERERETNmKenZ0Vubq7KkslrTQkPDy998803U/7zn//4eXp6Rj766KOhycnJJp8enDt3ztbZ2blCq9VW55Fv0aJFWVpaWnV9T0/PCv3ParW6SqvVVqhUyiByJyenKgDIy8uzcnZ2rvr000/PfPzxx56+vr6R3bt3bxkXF2cy+KpSqWR5ebkwXFdWViasrKxgmDPdz8+v+iSo1eqqy5cvW8NISkqKjY+PT5m19f+KAgMDy1JTU6uPwdvbu7odR0fHqqKioqvaAZRA7jPPPOMfGBgY7uTkFB0SEhIBAOnp6SpzbaWmptr4+flVj7a2srKCr6/vNY2+1mq1FWq1ujoPUFpamu3QoUNbajSaKF1qmA7W1tY4f/68zdmzZ22/++47rb5Mo9FEHTx40Mnw2hnz9fWt7ru9vX2Vt7d39bV1cHC44lgCAwOr+25tbQ1fX9+ylJQUGwAYNGhQ9saNG90A4PPPP3cbMGBANgAkJibaVlRUCF9f30h9n55//vkWWVlZ1X3y8PC44poCQGBgYHU/7OzsqgoKCqzT0tJUJSUlVnfccUc7fVv9+/dvlZOTU30tXFxcrngw5uDgUFVQUGBR/DQ1NdU2ICDgimB5QEBA2YULF8w+aUtNTVVVVlaK0NDQ6mMxPF+1tW3uM5eZmWkTHBxc3VZISEj1z9fy2aabBwP+RERERERERFQvcvbHmV2o/vXo0eOyjY1N1dq1a7U11VGr1VVFRUXVcSLjNC7jx4/PPnjw4Ink5OQEIYR87rnnAgBlBLlhvaCgoLL8/HyVPj0LoDwEMAwMX4uYmJj8P/7441RaWlp8q1atSsaMGdPCVL3AwMCyc+fOXZFH/9SpU3bGgXtLBAYGlqenp9tWVlZWr0tJSbE1fFhgqY8++sht586drrt27TqZn58fl5SUdBgAasrFb8jX17c8NTXVVv+7Lu2RbW3bGBPiimcg8Pb2Lt+yZcvJgoKCQ/qltLT075CQkPLAwMCy/v37ZxmWFRcXx7355pvp17JPU/z8/MpTUlKuOpbAwMByABgxYkTOX3/9pTl9+rTN999/7/rkk09mA0BoaGi5ra2tzM7Oru5TYWFhXGJi4tFr7YOPj0+Fvb19VUJCwlHDYywqKrLoi8j4XJo4xrLz589fcQ9euHDB1t/f3+x94+fnV2FtbS2TkpKqg+2G56u2ts195jw8PMqTk5Or2zL8Gaj5s003Lwb8iYiIiIiIiIiaMXd398rp06envvDCC0GfffaZa0FBgVVpaanYuHGj8/jx4wMAICoqquinn35yycjIsD537pxq2bJl3vrt4+Pj7b755htNcXGxUKvV0t7eXlpZWUkA8Pb2rjh//nx1cLxly5blUVFRhc8++2xAUVGR2Ldvn8P69es9hg8fnnWt/U5JSVGtXbvWNT8/30qXkqbKcLS+oSFDhuTs2bPHZcuWLc4VFRVITk62efPNN3379u2bfa377d69+2V7e/uqV155xae0tFRs375ds3v3bld9TvlrUVBQYG1rayu9vLwqCgsLrZ577rkac/0bGzhwYF5iYqLD6tWrXcvLyzF37lwvw5Ht1+Opp566OHv27ICTJ0/aAsqDnbVr17oCwOjRo7N+/PFH182bNztXVFSgqKhIbN++XXP69OkbHvE9bNiw7D179rh8/fXXmtLSUjFnzhxvW1tb+cADDxQCSsC7a9euBcOHDw8OCAgo69SpUwkAtGjRovyuu+7KGzt2bGB2drZVZWUljh49ardjxw6TcxnUxtraGkOGDLk0ceLEwAsXLqgAZd6CzZs3O5vbFgC8vLzKk5KSapycOSYmJi85Odlu+fLlbuXl5VixYoU2MTHRftCgQXnm2lapVOjdu3furFmz/AoKCqzi4uLsv/zyy+oUUrW1be4z9/jjj2e/9dZbvpmZmdanT5+2+eijj7z07db22aabFwP+RERERERERFTtWG6SRQvdXF5//fWMN954I+Wtt97y9fLyivT39+/4wQcfeMXExOQAwIQJE7Lat29fHBYW1vGBBx5orU+pAgAlJSVWs2bNCvDw8Ijy9vaOvHTpkuqdd965AAAjRozIBgCtVhvVvn37dgCwcePGMykpKba+vr6RAwcODJsxY0aqqUlKzamqqhKLFy/29vf37+jq6hr1+++/a5YvX37WVN0uXbqUrFy58swrr7zir9Vqo7p169a2c+fOlxcsWJB6rfu1t7eXW7duPbVr1y4XDw+PyGeffTboww8/TIqOjr7m+QMmTJiQ5e/vXxoYGBjZtm3bDnfcccdlS7f19fWtWL169enXXnstwM3NLerUqVP20dHRhdfaB0OzZ8+++Mgjj+T26tWrtaOjY/Ttt9/e9r///a8joDys2bhxY+L8+fN93d3do/z9/Tu+/fbb3lVVVbUPbbdAZGRk6UcffZQ0bdq0IA8Pj8jvvvvOdevWrafs7e2rg8uDBw/O+vPPP50HDhx4xcOhjRs3JpeVlYl27dqFu7q6Rg0cODDMkjQ5pixbtux8aGho6e23397Oyckp+v777299/Phxi3L0T5gw4dKpU6ccNBpN1AMPPBBmXO7j41O5adOmxPfff9/bzc0t6r333vPZtGlToq+vb4Wp9oytWLHiXEFBgbWvr2/k8OHDQ/r165dta2srLWm7ts/cggUL0gICAkpDQ0MjevXq1Xrw4MHV57e2zzbdvIQlrxA1R126dJEHDhxo7G4QERERERE1GXPv6Wa2zqxf/2iAnlBjmt3zBYvqvbH7bbN1jo+aZLZOu1VLr1onhDgopexiUUeakPj4+OTIyMhL5msSEdVuwoQJ/hkZGTZbtmxJbuy+UNMTHx/vERkZGWyqTGVqJRERERERERHdmiYNatfYXSAiuuXExcXZl5WVidtuu61479696g0bNngsWbLE5BstRLVhwJ+IiIiIiIiIiIioEeXn51sNHz48NDMz08bNza1i/PjxGUOHDs1t7H7RzYcBfyIiIiIiIiKqF8fTzef65/sERETAfffdV3Tu3Lkjjd0Puvlx0l4iIiIiIiIiIiIiomaAAX8iIiIiIiIiIiIiomaAAX8iIiIiIiIiIiIiomaAAX8iIiIiIiIiIiIiomaAAX8iIiIiIiIiIiIiomaAAX8iIiIiIiIioluUWq2OPnbsmG1tdbZv367x9vbuWFf73Llzp1NwcHB4XbVHRET/o2rsDhAREREREVHTMPrdoY3dBWoCcvbHWVTPZ0I9d4TqnL+/f0RWVpaNlZWV1K87duzYkeDg4PKG7MdDDz1UmJycfKQh90lEdKtgwJ+IiIiIiIiIqJ5MevZQ5/psf+niqIPXUn/Dhg2n+vXrV1Bf/TGnvLwcNjY2jbV7IqJmjyl9iIiIiIiIiIhuUUKIzkeOHLEDgC+++MIlLCysg6OjY7SXl1fHV1991duw7muvvebt5uYW6enp2XHx4sXu+vXFxcVi7NixAb6+vhHu7u6RsbGxQYWFhQL4XzqgWbNm+Xh4eEQOGjQoxDhFUHJysk3v3r3DtFptpL+/f8Qbb7zhpS/bs2ePOjw8vJ2Tk1O0u7t75JgxYwLq/6wQEd28GPAnIiIiIiIiIiJMmjSpxbJly85evnw57ujRo0d79epV/SZAVlaWTV5ennVaWlrC0qVLz86cOTMoMzPTWrddQGJiov2hQ4eOJSYmHk5PT7edMWOGn+G22dnZ1ikpKQlr165NNtxnZWUl+vTp0zIiIqIoLS0tYdeuXSeWL1/uvXnzZmcAmDp1atCECRMyCgsL486cOXP4X//6V04DnQ4iopsSA/5ERERERERERLeI2NjYlhqNJkqj0UQ98MADYYZlKpVKHj582D47O9vK09Oz8u677y4yLFu4cGGqnZ2dHDx4cJ6Dg0NVQkKCfVVVFdatW+fx/vvvp3h7e1dqtdqql19+OW3r1q1u+m2FEHLRokWpDg4O0snJSRruc+/evY7Z2dmqt99+O83e3l62b9++bPjw4Znr16930+83MTHRPi0tTeXi4lJ1//33X67vc0REdDNjwJ+IiIiIiIiI6Baxbt26xIKCgkMFBQWHfvzxx9OGZRs2bDi9c+dOl+Dg4I633XZbmx9//NFRX+bi4lJhmHvfwcGhqqCgwCotLU1VUlJidccdd7TTP0jo379/q5ycnOp5I7VabYVarb4i0K935swZ28zMTFv9thqNJmrJkiW+mZmZKgD45JNPkhMTE+3at2/fITw8vN369etd6vykEBE1Iw06aa8QYhKAkQAiAKyXUo40UedVAK8DeFBK+aNunR2ADwEMBFAEYIGU8h2Dbe4HsAxAEIB9AEZKKc/W68EQERER0RXipuy2qF70kp713BMium45lnyOJ9Z7N4iocdx3331FP/300+nS0lIxf/58z2HDhoWlp6cn1LaNj49Phb29fVVCQsLRkJCQclN1hBA1bh8cHFzm7+9fevbs2SOmyiMiIkq3bduWVFlZiTVr1mhHjhwZ1qdPn0POzs5V13RwRES3iIYe4Z8K4A0Aq0wVCiHCAAwCkGZUNAdAKwAtAPQAMF0I8ZBuGw8AWwC8AsANwAEAX9RD34mIiIiIiOgmlvTJcbML0a2qpKREfPjhh25ZWVnWdnZ20tnZucrKysrkqHxD1tbWGDJkyKWJEycGXrhwQQUASUlJNvoc/OZ07979sqOjY+WsWbN8CgsLRUVFBfbv32+/d+9eNQB88MEHbqmpqSpra2totdoKALCkX0REt6oGHeEvpdwCAEKILgBMzaq+DMAMAB8YrX8Syqj9HAA5QogVUN4U2AlgAICjUsovdW3PAXBJCNFWSvlPfRwHEREREV3t+HnLAmXR4Ah/IqJbxfECzq96M1m3bp37jBkzgqqqqkRwcHDJJ598kmTJdsuWLTs/ffp0v9tvv71dbm6uysvLq2zUqFGZAPLNbatSqfDtt98mTp48OSA4OLhjWVmZCAkJKXn99dcvAMD333/vMnv27MCSkhIrPz+/spUrV54xngeAiIj+p0ED/rURQgwCUCql/NbwVS8hhBaAL4B4g+rxAPrpfu5gWCalvCyEOK1bz4A/ERERERERAQBy44xfJjfhqXb135Em7ni6RTFe8ExZZuniqION3Qe9CxcuHDZeJ6Ws7t+vv/56ytR2jz76aEFGRsYVqX0M21Kr1XLp0qUXli5desGSbY3XBQcHl2/bts3kjff1119bdkMSERGAJhLwF0JoALwJ4EETxU66f/MM1uUB0BiUZxptY1huuJ+xAMYCQFBQ0A30mIiIiIiMHcvl/48TNRZL5tDg/BmWvYnEt5CIiIjoZtbQOfxrMgfAZ1LKZBNlhbp/DXO/OQMoMCg3zgtnWF5NSvmxlLKLlLKLp6fnDXWYiIiIiIiIiIiIiKgpaRIj/AHcDyBACPGM7ndPABuFEG9JKd8SQqQBiASwS1ceCeCo7uejUHL8AwCEEI4AwgzKiYiIiIiI6CZlydsLAN9gICIiIgIaOOAvhFDp9mkNwFoIYQ+gAkrA38ag6n4A0wB8p/t9DYDZQogDALwBPA3gKV3ZVwAWCiFiAOwA8CqABE7YS0REREREtwqmqrEMU48RERFRc9fQI/xnA3jN4PdhAF6XUs4xrCSEqASQI6XUp/N5DcCHAM4CKAbwlpRyJwBIKTN1wf6lANYC2AdgSH0eBBERERFdbdIgTt9IRP9TV/MKWPIwA+ADDSIiIiKggQP+usD+HAvqBRv9XgpglG4xVf9HAG1vuINEREREREREDSjpE/MPNEKeunkfqI5+d2hjd4GIiOiW0lRy+BMREREREVEzUldphuoyDQ/fRCIiIqLmjgF/IiIiIiKimxxz0xMRERERwIA/ERERERER1YO6egjBUfmWa5LpgXLMz+UATKz3btCNmTZtmt/p06ftvv7663p/uvjhhx+6rV271v33338/1Vj9WrJkifvq1as9Dh48eAIA1Gp19IEDB462b9++rC73U1e6du3aZsiQIVnTpk27ZFw2c+ZMn6SkJLsvvvjibGP07Vo05H1mihCi8+HDh4+Eh4eXNsb+ieoKA/5EREREREREzUBuXJr5SjfxfAB0Y/z9/SOWLVuW3K9fv4LG2P+JEyds27ZtG1FWVnbQxsamxnoTJkzInjBhQnYDds2soqKiuMbuw/WaP39+uqV1GzvgfrPigwJqahjwJyIiIiIiojrHkfkNr67mTaC69X+fJHWuz/ZHPxVysD7bb0jl5eWo7WEANW036/W7WftNVBOrxu4AERERERER3ZhJg9qZXahpyo1LM7sQ1bUlS5a4d+7cuc3YsWMDnJ2do/z9/SM2btzorC//559/bG+77bY2jo6O0d26dWt16dKl6gGj27dv13h7e3c0bM/f3z9i69atGgDYs2ePOjw8vJ2Tk1O0u7t75JgxYwIAoHv37m0AwMXFJVqtVkf/+OOPjkuWLHHv1KlT29GjRwe6urpGPf/88376vunbfuqppwJ9fHw6Ojk5RXfo0KHdzp07nSw5Rn0/Z86c6aPVaiP9/f0jPvzwQzd9eVZWlnX//v2DtVptpJ+fX8T06dN9KysrTbYlhOh85MgROwAoLCwUTz/9dICfn1+ERqOJ6ty5c5vCwkLRvXv3lnPnzvUy3K5169bt16xZ42qqzYcffjjUw8MjUqPRRHXp0qXNgQMH7PVlMTExwcOHDw/q3r17S0dHx+iOHTu2PXr0qJ2+/KuvvnIOCQnpoNFookaMGBEkpazxPEybNs2vb9++IYDyloUQovP777/v7uvrG6HVaiNnzJjhAwCbNm1yfv/993127NihVavV0W3atGmvP09PPPFEC09Pz45eXl4dp0yZ4ldRUQFAuY+Mr5+5vt/o9Zw9e7a3m5tbpKenZ8fPPvvM9YsvvnAJDg4Od3FxiZo5c6aPvv6ePXvUUVFRbTUaTZSnp2fHESNGBJWUlAjDazpv3jzPFi1ahAcHB0cY7+/777938vHx6bh9+3YNALz33nvuoaGhHZydnaPuvvvuVidPnrQFgC5durQBgNtuu629Wq2OXrFihdaS4yGqTwz4ExEREVGdyNkfZ9FCRNRYmuJ31PHzx80uRPUhPj7esU2bNiXZ2dmHpkyZkj5p0qTgqqoqAMCQIUNCIyMjL1+6dOnQK6+8krZ582Z3S9udOnVq0IQJEzIKCwvjzpw5c/hf//pXDgD8/PPPJwAgLy8vrqioKO6BBx64DAAJCQmOoaGhpZmZmYfefPPNq55w3XbbbZcPHTp0NCcnJ27gwIHZw4YNCysqKhLG9UzJysqyuXTpkio1NTXh448/Tpo2bVqL+Ph4OwAYM2ZMYH5+vvWZM2cO79mz58TGjRvdlyxZ4mGuzQkTJgTGx8c7/v777//k5OQcmj9//nlra2sMGzYs64svvqh+oPDnn386XLx40faJJ57IM9VO7969806dOnX44sWL8R07diwaNmxYqGH5tm3b3F577bXU3NzcuODg4NIZM2b4A0BaWppq2LBhYa+++mrqpUuX4sPCwkri4uIsCprr/f77706nTp068u2335589913/f7++2/7gQMH5k+ePDm9T58+OUVFRXEnTpw4BgBDhgwJVqlUOH369JG4uLhje/bscXn33Xerz5Op61dT34Ebv54lJSVWaWlpCTNnzkydMmVKi7Vr17rFxcUd++mnn/557733/P755x9bAFCpVFi0aFFKdnb2od9+++2f3377TbNgwQJPo3Ps+tdffx0/ceLEEcP1mzZtcn7yySdD169fn/joo48WrF271vWdd97x3bRp0+msrKxD3bp1Kxw8eHAoABw4cOAEAOzfv/9YUVFR3NNPP51zLdeCqD4w4E9EREREREQAgGPn08wu1HQdy00yu1jieEGORQvd3Pz8/Mqef/75SyqVCs8880xWZmamzfnz51WnTp2yPXLkiOM777yT6uDgIB9++OHCnj175lrarkqlkomJifZpaWkqFxeXqvvvv/9ybfU9PT3LZs2addHGxgZOTk5XDVV/5plnsn18fCptbGzw+uuvZ5SVlYn4+Hh7U22Zoj+OPn36FPbo0SNv7dq1bhUVFdi+fbvbggULLmi12qo2bdqUTZw4MX39+vW1PtiorKzEl19+6bF48eJzISEh5SqVCg8++OBlBwcHGRsbm5ucnGx/+PBhOwD45JNP3B999NFse3t7k8Pvn3vuuSytVlvl4OAgFyxYkHrixAmHrKwsa3157969c3r06FFkY2ODoUOHZh89etQBADZv3uzSsmXL4qeeeirHzs5OvvLKKxfd3d3LLT0fADB37txUJycneeeddxa3adOm+MCBAw6m6qWkpKj27t3r8vHHH59zdnau8vf3r5g0aVLGpk2bqh9smLp+NfUduLHrqVKp5Pz589Ps7OzkqFGjsnNzc1VTp069qNVqq7p06VISFhZWvH//fjUA3HPPPUX333//ZRsbG7Rp06Zs5MiRmb/++qvGsL2ZM2eme3t7Vxred59//rl2ypQpLbZt23ayR48eRQDw8ccfe06dOjW9U6dOJTY2Npg3b17aP//846Af5U/U1DCHPxERERERETVZlo6695lQzx0hamY8PT2rg8QajaYKAPLz860zMjJUGo2mwtnZuUpfHhQUVHb+/HmLgpuffPJJ8ssvv+zXvn37Dv7+/mWzZs1K/de//mVylDsA+Pr61hqsfvXVV73Xrl3rkZmZaQMAly9ftr548aJF8Szj4wgMDCxLTU21SUtLU1VUVIhWrVqV6ctCQkLKMjIyak3knp6eriotLRXt27e/anJWtVotH3300exVq1a5v/3226lbt251W7du3WlT7VRUVGDKlCn+27Zt0+bk5NgIIaS+fXd390oA8Pb2rj4vjo6OVUVFRdYAkJqaauPn51fdbysrK/j6+pYZ76M2QUFB1W07ODhUFRYWWpuql5iYaFtRUSF8fX0j9euklMLHx6d6f6auX019B27serq4uFSoVEpVJyenKgDw9/ev3pe9vX1VQUGBFQAkJCTYPfvss4GHDx92LCkpsaqsrET79u2LDNsLCQm56rx9/PHH3gMHDsy67bbbSvTrLly4YDtr1qzAV199NcDwPJw9e9amdevW13TuiRoCR/gTERERERERNZK6GpVPVFcCAwPLCwoKVPn5+dUxo5SUlOpgv0ajqSwpKakuq6ioQHZ2dnXANiIionTbtm1Jly5din/++efTR44cGZafn28lhOmsLfpgtyk7d+50Wrp0qc+GDRvO5ObmHiooKDjk5ORUWVvOekPGx3H+/HlbPz+/cl9f3wqVSiVPnTpVfVzJycm2hoFqU3x8fCrs7OzksWPH7EyVjxo1Kmvz5s1u33zzjbODg0OVPm2RsY8++sht586drrt27TqZn58fl5SUdBgALDkuX1/f8tTU1Op+V1VVIS0trU5Gmhtfi9DQ0HJbW1uZnZ19qKCg4FBBQcGhwsLCuMTExKM1bVObG72e12LcuHEtWrVqVXLq1KnDhYWFcS+99NIF4zqm7sm1a9ee3rlzp+t//vOf6vkYfH19yxYtWnRWfw4KCgoOlZSU/P3ggw/W+vYKUWNhwJ+IiIiIiIjqXFPMl9/ccfJmqgutW7cu69Chw+UXXnjBr6SkRHz//fdOu3fvdtWXh4eHl5aVlYkNGza4lJaWihkzZviWl5dXx5c++OADt9TUVJW1tTW0Wm0FAFhZWUlfX98KKysrHD9+3GSw3JS8vDxrlUolfXx8ysvLy8ULL7zge/nyZZOj0WuiP46dO3c67d692yU2NjZHpVLhkUceyZk5c6Z/Tk6O1cmTJ22XLVvmPWTIkKza2rK2tsagQYMuTZs2LTA5OdmmoqICP/74o2NxcbEAgAceeOCylZUVZsyYETBo0KAa2yooKLC2tbWVXl5eFYWFhVbPPfecf011jQ0cODAvMTHRYfXq1a7l5eWYO3euV1ZWVq1vJljK29u74vz587b6yYtbtGhRftddd+WNHTs2MDs726qyshJHjx6127FjxzXNGaBXF9fTUoWFhdbOzs6VLi4uVXFxcfarVq3yMr+V8sDrxx9/PPnRRx95v/XWW54AMHbs2Mx33nnHVz+xclZWlvWqVauqJ+d1d3evOHnypMX3NVF9Y8CfiIiIiOrE8fQkixYiqnsMrluG31FEllm/fv2ZgwcPOrq5uUW9/vrrvgMGDKgOXru7u1e+9dZb5yZPntzC19e3o6OjY5W3t3d1WpPvv//eJTw8vINarY5+4YUXglauXHnGyclJajSaqsmTJ6fdd999bTUaTdRPP/3kaK4fMTExeffdd19++/btIwIDAyPs7e2rDNPJmOPu7l6u1WorfH19Oz711FMhb7/99tno6OgSAFi5cuU5tVpdFRoaGnHvvfe2jYmJyX722WcvmWvzww8/TGnXrl1x165d22m12qiZM2cG6APkAPDEE09knTp1ymHUqFE1BvwnTJiQ5e/vXxoYGBjZtm3bDnfccYfFI8V9fX0rVq9effq1114LcHNzizp16pR9dHR0oaXb12bEiBHZAKDVaqPat2/fDgA2btyYXFZWJtq1axfu6uoaNXDgwLALFy5c1wOGG72e12LBggUpmzdvdnNycooeM2ZMi379+mVbum2rVq3KfvzxxxOLFy/2eeeddzxGjBiR+9xzz6XFxsaGOjk5RXfo0KHDd99956KvP3369NRx48YFazSaqJUrV2pra5uoIYj6eG3mZtClSxd54MCBxu4GERERUbOx5ZE+FtUb8O2Oeu4J0a3n+KhJZuu0W7XUbJ3dn3QzW6fnU380aJ8sacfStiz5nmro76jZPV8wW+eN3W9b1Fb6h/9nto7PhNFm68y9x/x9AACzfjV/L6TvijHfpwc3X7VOCHFQStnFoo40IfHx8cmRkZFmg8ZU/7Zv364ZPXp0SEZGRkJD7nfp0qXun3zyicfBgwdPNOR+iejWEh8f7xEZGRlsqoyT9hIREREREVko6ZPjFtULeYqpU4iIbjUFBQVWK1as8Hz66aczG7svRHTrYsCfiIiIiIjIQrlxaZZVZMCfLNQU8+qPfndoY3eB6KazefNm52HDhoV169Ytf9y4cbXOBUBEVJ8Y8CciIiIiIrLQ8fOWjfCPRs967gkREdXm0UcfLWjIdD4xMTH5MTExnDCFiBodA/5ERERERERE18iS9E5M7UREREQNjQF/IiIiIiIiomtkUXqnmzXgn7PbwooT67UbREREdO0Y8CciIiIiIqIm63h6kkX1Gjq0bkl6p4ZO7ZSz33w2EZ8JDdARIiIiajQM+BMREREREVnoWK5lwWeyLFB/k45/JyIiImqyGPAnIiIiIiIiaiQclU9ERER1iQF/IiIiIiKimxxH0zc8vu1BpIiNjQ3y9/cvX7hwoQUTWxBZbsmSJe6rV6/2OHjw4AnjshMnTti2bds2oqys7KCNjU2d7jcmJibY39+/bMmSJammyqdNm+Z3+vRpu6+//rrZ/SFQq9XRBw4cONq+ffuyxu4LXT8G/ImIiIiIiCw0aRDD5kR0c/L394/IysqysbKykvp1AwcOzFqzZs25G2l33bp1N7R9U+Hv7x+xbNmy5H79+hU0dl+o6di+fbtm9OjRIRkZGQmN3Reg9ocg16pr165thgwZkjVt2rRL+nVFRUXmXzujJo8BfyIiIiKqE8cLchq7C0RERE3OmJe7da7P9le++cdBS+tu2LDhVEMGtMvLy1HXo6+pYfEaNiyeb6oLVo3dASIiIiIiIqKbzaRB7cwuRDeLJUuWuHfu3LnN2LFjA5ydnaP8/f0jNm7c6AwAK1as0IaHh19xQ7/++utePXv2bAko6U+mTJniByijob29vTvOmjXLx8PDI3LQoEEhxcXFYtSoUYFeXl4dvby8Oo4aNSqwuLhYGNZ/7bXXvN3c3CI9PT07Ll682F2/n5iYmOBhw4YF3Xvvva3UanV0p06d2p47d041atSoQGdn56iQkJAOv//+u4O+fnJysk3v3r3DtFptpL+/f8Qbb7zhpS+bNm2a3yOPPBLav3//YEdHx+iWLVt2+OWXX9QA0K9fv5C0tDTbIUOGtFKr1dGzZ8/2NnfOKioqMHPmTJ/AwMBwR0fH6A4dOrRLTEy0AYBdu3Y5hoeHt9NoNFHh4eHtdu3a5ajfrmvXrm2effZZv06dOrV1dHSMvuuuu1qlpaWpAKCoqEj07ds3xNXVNUq/bUpKigpQ3kDYunWrxvB4+vbtGwIo6W2EEJ0XL17s7uPj09HZ2TlqwYIFnnv37lW3bt26vUajiRoxYkSQYf/fe+8999DQ0A7Ozs5Rd999d6uTJ0/a6suEEJ3nzZvn2aJFi/Dg4OCIqqoqjB49OtDNzS3SyckpunXr1u33799vb+q8LF682D00NLSDo6NjdEBAQMTChQs99GXmrnd6erp1z549Wzo5OUVHRES0O336tJ2567B8+XJ3X1/fCK1WGzljxgwf/frKykq8/PLLPoGBgeGurq5RjzzySGhGRoa1vvzhhx8O9fDwiNRoNFFdunRpc+DAgauOJz8/32rgwIGtMjMzbdRqdbRarY5OTk62AYDy8nJh6l4yRQjR+Y033vAKCAiI0Gq1kePGjQuorKwEoHz2OnXq1Hb06NGBrq6uUc8//7xfVlaWdf/+/YO1Wm2kn59fxPTp030rKyvx999/27/44ostDh065KRWq6M1Gk0UABQXF4uxY8cG+Pr6Rri7u0fGxsYGFRYWCv3+165d69q2bdv2Tk5O0YGBgeGbNm1ynjx5sv/BgwedXnrppSC1Wh2tvz+EEJ2PHDliBwA19UPf75q+M6jxcYQ/ERERERGRhSyZYBWwbJLVpE+Om60T8lTDBo3j4krM1un5VAN0pJ409zeRmuJcDsfOm0/r7mO2BjWE+Ph4x9jY2Kzs7OxDixYt8pw0aVLwwIEDE4YMGZL33HPPBR8+fNguIiKiFAC+/PJL9ylTpqSbaicrK8smOzvbOiUlJaGyshIvvfSS78GDBx3j4uKOCSHQp0+fljNnzvRdvHhxqr5+Xl6edVpaWsLWrVudR44cGRobG5vr6elZCQA7duzQfvPNN6c6d+5c3LNnz1Z33nlnu5deein1448/Tpk2bZrftGnTAvft23eysrISffr0afnwww/nfv3112fOnDlj06tXrzbt2rUriYmJyQeAn376yXXNmjWnv/zyy+Rnn33Wf/LkyUHx8fH/bN26Ncnf39/pWlL6vP76695btmxx2759+6mIiIjSffv2OTg5OVVlZGRYx8TEtJo3b965sWPHZq9atcotJiam1cmTJw/7+PhUAsCWLVvcduzYcSo0NLSsZ8+erf/zn/94f/DBBxeWLVvmXlBQYJ2SkpLg4OBQ9eeff6odHR2rLL2G+/btczxz5szhnTt3av71r3+1vOeee/L27NlzsqysTHTu3Ln9jh07svv06VO4du1a13feecd369atiRERESWzZs3yHTx4cGhcXNw/+ra2bdvm+tdffx13dHSs+uqrr5z/+9//Op08efKIm5tb5aFDh+zd3d0rTfXB29u7Ytu2bYnt2rUr/e6775wGDhzY6s477yy6++67i8xd7zFjxrSwt7evSk1NjT9x4oRtnz59WgcGBpbWdsy///6706lTp44cPnzY/r777ms3ePDg3E6dOpW8+eabXjt27HD9+eefT/j5+VWMHj06aMyYMUHbtm1LAoDevXvnrVu3Ltne3l5OnDgxYNiwYaH//PPPMcO2nZ2dqzZt2nTKVEqfmu6lmvq5bds214MHDx7Lz8+3fvDBB1svXry4RJ9KJyEhwTEmJiY7MzPzUGlpqRg+fHiL/Px86zNnzhy+ePGiqnfv3q19fX3Lp06demnhwoVnjVP6TJo0KSApKcnu0KFDx2xtbWVMTEzojBkz/JYtW3Zhz5496gkTJgSvWbPmzOOPP55/7tw5m9zcXOuBAwde2Ldvn5NxSh9DY8aMCaypH0DN3xlWVhxf3th4BYiIiIiIiBpBblya2YWav+PpSWYXoroSGxvbUqPRROmXRYsWVY++9vPzK3v++ecvqVQqPPPMM1mZmZk258+fV2k0mqoHHnggd/Xq1W4AcPjwYbukpCT7f/3rX3mm9iGEkIsWLUp1cHCQTk5OcvPmzW4vv/xymr+/f4Wfn1/F7NmzUzdt2lQ9qlulUsmFCxem2tnZycGDB+c5ODhUJSQkVI+27t27d+4999xTpFar5WOPPZZrZ2dXNWnSpCyVSoVhw4blHDt2TA0Ae/fudczOzla9/fbbafb29rJ9+/Zlw4cPz1y/fr2bvq3OnTsXDh48OE+lUmHUqFFZJ06cqHFUtjmfffaZ56uvvpoaGRlZamVlhTvvvLPYx8enctOmTS4tWrQonThxYraNjQ3GjRuXHRoaWrJx40ZX/bb/+te/sjp27Fjq5OQkBwwYkH348GE1ANjY2MicnBzVsWPH7FQqFe65554iNzc3iwP+c+fOTVOr1XLAgAH5Dg4OVYMHD8729/evCAkJKb/tttsKDx48qAaAjz/+2HPq1KnpnTp1KrGxscG8efPS/vnnHwfDUf4zZ85M9/b2rnRycpI2Njby8uXL1vHx8fZSSnTq1KmkRYsW5ab6MGTIkLwOHTqUWllZoU+fPoV33XVX/p49e5z05TVd74qKCuzcudN17ty5qc7OzlW33XZbyRNPPJFlwTGnOjk5yTvvvLO4TZs2xQcOHHAAgE8++cTz3//+94WwsLByBwcHOW/evNTvvvtOW16udPu5557L0mq1VQ4ODnLBggWpJ06ccMjKyrKudWcGrvVeevHFF9O9vb0rW7VqVTZ+/PiML7/8svq+9PT0LJs1a9ZFGxsb2Nvby+3bt7stWLDgglarrWrTpk3ZxIkT09evX+9uqt2qqiqsW7fO4/3330/x9vau1Gq1VS+//HLa1q1b3QBgxYoVnk888URW//79862trRESElIeHR1t9ul+RUUFzPWjpu8MS88h1R9eBCIiIiKqE6PfHdrYXSAiIqJarFu3LrGmEeyenp7VAVyNRlMFAPn5+dYAKmJjY7NfeumlgLfffjvt008/dXvwwQdz9XWMabXaCrVaXT0xcGZmpm1YWFj1KO3Q0NCyixcvVicpd3FxqTDMWe7g4FBVUFBQPUDVy8ur3LDMw8OjQv+7Wq2uKi4utgaAM2fO2GZmZtrq05wAQFVVlejSpUv18Roeo5OTU1Vpaam43pzpGRkZNm3atLkqcJqammobEBBwxaj0gICAsgsXLlTvxMfHp7ofarW6qqioyAoAJkyYkJ2SkmIbGxsbWlBQYD1gwIDsxYsXX7Czs5OwQEBAQHW7dnZ2Vb6+vtXnyt7evqqwsNAaAC5cuGA7a9aswFdffTVAXy6lFGfPnrVp3bp1GQCEhISU6csef/zxgoSEhItTpkwJSk1NtX3ooYdyly1blmLqYcTGjRud586d65ecnGxfVVWFkpISqw4dOhTry2u63qmpqarKykoRFhZWvd8WLVqU/vnnn06oRVBQ0BX3h/4Y09LSbIcOHdpSCFF97qytrXH+/HmbwMDA8ilTpvhv27ZNm5OTY6Ovk56erqrpzQVj13ovBQcHlxn+nJGRUV3R19e3uq20tDRVRUWFaNWqVXX9kJCQK+obSktLU5WUlFjdcccdV7zAVVlZKQDgwoULNr179zb5cK42lvSjtu+Ma90f1S2O8CciIiIiImoEx88fN7sQETUF/fr1y8/JyVH98ccfDlu2bHGLjY2tceS1EOKK3z09PcsMc7EnJSXZGgbx60pwcHCZv79/aUFBwSH9cvny5bi9e/cm1vW+AMDb27v8xIkTV+V99/PzKzt//vwVuecvXLhg6+/vb/aY7ezs5KJFi9JOnz599Ndff/1n165dLh988IE7oASzL1++XB3HS09Pv+5BvL6+vmWLFi06a3iuSkpK/n7wwQcv6+sYX8fZs2dfPHr06PEjR44cPX36tP3rr79+VTau4uJi8eSTT4Y999xzGRcvXowvKCg4dN999+VJaf55hZ+fX4W1tbU8ffp09VsG586dM5vDvybe3t7lW7ZsOWl4jKWlpX+HhISUf/TRR247d+503bVr18n8/Py4pKSkwwBgqp+GDwxuRHJycvVxnT171tbb27v6fjDch6+vb4VKpZKnTp2yNdxWX9/4uvj4+FTY29tXJSQkHDU81qKiojgA8Pf3Lz99+rTJ+RZqOzZz/aCmjQF/IiIiIiKim9zxghyzCzV/vA+ovtjZ2clHHnkk54UXXgjIy8tT9e/fP9/Sbfv37589f/5839TUVFVaWppq7ty5vjExMWZTtVyr7t27X3Z0dKycNWuWT2FhoaioqMD+/fvt9+7da1HaHg8Pj/LExMQrAsz+/v4RS5YsMZlKZfjw4Zn//ve//Q4fPmxXVVWFffv2OaSnp1vHxMTkJScn2y1fvtytvLwcK1as0CYmJtoPGjTI7Cjrbdu2af766y+HiooKuLq6VqpUKmllZSUBoH379kUbNmxwKy0tFb/88ov6u+++01pyXKaMHTs285133vHVT1SblZVlvWrVqhrb27t3r3r37t2OpaWlQqPRVNnZ2VWZytNeUlIiysrKrLy8vMptbGzkxo0bnX///XeLJnJVqVTo3bt37iuvvOJXUFBgdfDgQfuNGzeaPPeWeOqppy7Onj07QJ+mKDU1VbV27VpXACgoKLC2tbWVXl5eFYWFhVbPPfecf03t+Pn5VeTl5amuJd2PKYsWLfLJzMy0TkxMtFm+fLlXTExMtql6KpUKjzzySM7MmTP9c3JyrE6ePGm7bNky7yFDhmQBytsA6enptiUlJQJQ3loYMmTIpYkTJwZeuHBBBQBJSUk2mzdvdgaAp59+OnPjxo3uX3/9taayshJJSUk2cXFx9gDg6elZcebMGZMPVcz1g5o2pvQhIiIiIiJqBMdymZu9oTH1GN3qhgwZ0kofQAaAu+66K3/Xrl2nLdl2+PDh2Q8//HCbYcOGZV5LCpz58+enPfPMM9aRkZHtAaBPnz458+fPr/NJSlQqFb799tvEyZMnBwQHB3csKysTISEhJa+//voFS7Z/8cUX01988cXA119/PWDq1KlpL7/88sXc3FzVPffcc9lU/ddeey2jtLTU6qGHHmqdm5urCgkJKfn6668Tw8LCyjdt2pQ4bdq0wBdffDEoKCiodNOmTYmG6XVqkpqaajN58uQWGRkZNmq1uuqxxx7LfuaZZ7IAYP78+ReGDBkSqtVqo7p27VrQt2/f7JycnOuK640YMSK3oKDAKjY2NjQ1NdXOycmp8p577skfNWqUyaeCubm51i+++GLg+fPn7ezs7Kruueee/Dlz5lw1abNWq6164403zo0YMSKsrKxM3H///Xn333+/xelkVqxYcW7o0KHBvr6+kSEhISVDhgy59Ntvv2mu5xhnz559UUopevXq1TozM9PGzc2tvG/fvjnDhg3LnTBhQtauXbucAwMDI11cXCpefvnl1M8//9zTVDvR0dEljz32WHZYWFhEZWUlDh8+fPR6+tOnT5/c6Ojo9oWFhdaDBg269Nxzz5mcKBcAVq5ceW7MmDFBoaGhEXZ2dnLYsGGZzz777CUAePTRRwuWLl1a7O3tHWllZSVzcnLily1bdn769Ol+t99+e7vc3FyVl5dX2ahRozIB5Pfo0aNo2bJlyS+++GJgbGysnbu7e/m77757Ljo6uuS5557LGDNmTMiaNWs8BwwYkPXpp5+mWNoPatqEJa/VNEddunSRBw4caOxuEN3UZvd8wWydN3a/3QA9ISKipiD9wDKL6vl0mVjPPSGqP8dHTbKoXrtVS83Wqcv/lpp7TzezdWb9+ofZOoumdDJb5/klfzdon7Y80sei/Q34dofZOpZ8T1n6HZX+4f+Zb2vCaLN1LDk+S44NqLtznr4rxqL9+Ty42Wyd3Z+Y71PPp67ukxDioJSyi0UdaULi4+OTIyMjGRBrBr7//nunpUuXem7bto1PZ+mGCCE6Hz58+Eh4eHip+dpElomPj/eIjIwMNlXGEf5EREREREQWOp5uWdynnfkq1BhydltQiQ8liQjo3bt3Ye/evQsbux9ERNeKAX8iIiIiIiKia5SzP85sHZ8JDdARIiIiIgMM+BMRERERETWCSYP4HoAlmvtEs839+IiIbnVSyoON3Qe6tTDgT0REREREdJPjZLREREREBDDgT0Q3gKPSiIiIiIiIiIiImo4GDfgLISYBGAkgAsB6KeVI3fo7APwHQGcAlQB+BjBFSpmmKxcA5gMYo2tqJYCZUkqpK48C8H9Q5sY6DmC0lPJQAxwS0S2NeUuJiIiIrh//W4qIiIiI6lpDj/BPBfAGgN4AHAzWawF8DOB7ABUAlgL4BMBDuvKxAPoBiAQgAewCkARguRDCFsDXAN4D8AGAcQC+FkK0klKW1e/hEN3atpz622ydWQ3QDyIiIqJbXs5uCypNrPduGGruaYaOpyeZrdPQ78PW1Tk/dj7Nono+dbI3IiIiqksNGvCXUm4BACFEFwABBuu/M6wnhFgKYK/BqicBLJJSnteVLwLwNIDlALpDOY73dCP+lwghXgDQE8DOejsYIiIiomZi3YBlZuvEbmnYQCERERERERFdu6aaw/9eAEcNfu8AIN7g93jdOn1Zgj69j06Cbj0D/kRERERERHRraIJvelDzEBMTE+zv71+2ZMmS1MbuS0O79957Ww0aNCh78uTJWY3dFyIiSzS5gL8QoiOAVwH0NVjtBCDP4Pc8AE663P7GZfpyjYm2x0JJD4SgoKA67DUREREREdHNr+eUOgwG11HwubmnBmrux0fU0JYsWeK+evVqj4MHD56oi/Z++eWXU3XRDhFRQ2lSAX8hREsA3wF4Vkr5q0FRIQBng9+dARRKKaUQwrhMX15g3L6U8mMocwWgS5cu0riciK4N/+eEiKh5OJZrPg81ESmOF+Q0dheI6Caz6LOYzvXZ/vPDNx+sz/aJiOjmYtXYHdATQrQA8COA/0gpPzMqPgplwl69SPwv5c9RAB11o/31OuLKlEBEVB9ydptfiIioyZs0qJ3ZhYio0Vjy35z8704is4QQnY8cOWKn/z0mJiZ4ypQpfgCwfft2jbe3d8fXXnvN283NLdLT07Pj4sWL3U21k5OTY3X77be3HjlyZGBVVRViYmKChw8fHtS9e/eWjo6O0R07dmx79OjR6v3s2rXLMTw8vJ1Go4kKDw9vt2vXLkcA2LZtm6Z169bt9fW6devWKjw8vPo/Ojp37tzms88+cwUAf3//iFdffdW7devW7TUaTVSfPn1Ci4qKDONAAIC///7b/sUXX2xx6NAhJ7VaHa3RaKIAICsry7p///7BWq020s/PL2L69Om+lZWVAJQ3Ajp16tR2xIgRQRqNJiokJKTD119/XZ01omvXrm3eeecdD/3vixYt8ggNDe3g6OgYHRYW1uG3335TX/PFICKqRw06wl8IodLt0xqAtRDCHkAFAG8AuwEslVIuN7HpGgDThBDfApAAngfwvq7sZwCVAKYIIZZDmcwXuvaIiIiIiIiapOPp5t+usfRx27HzaWbr+FjYFlFdiosrMVun51MN0BEyKysryyYvL886LS0tYevWrc4jR44MjY2NzfX09KzU10lPT7d+8MEHW/fo0SPPMJ//tm3b3L766quTd999d1FMTEzIjBkz/Ldv334mIyPDOiYmptW8efPOjR07NnvVqlVuMTExrU6ePHm4R48ehWfPnrVPS0tTubm5VZ44cUJtbW0tc3JyrGxsbOTRo0cdH3zwwersDV999ZXbDz/8cMrBwaHqzjvvbLt06VKP6dOnZxoeQ6dOnUoWLlx41jilz5gxYwLz8/Otz5w5c/jixYuq3r17t/b19S2fOnXqJQBISEhw7Nu3b/alS5fi16xZ4zps2LCwxMTEw97e3pWG7a9atUr71ltv+X355ZeJ99xzT9GxY8fsbG1tmUGCiJqUhh7hPxtAMYCZAIbpfp4NYAyAUABzhBCF+sVgu48AbANwGMARADt06yClLAPQD8AIALkARgHop1tPRPXo2Pk0swsREREREdWCby9QE6FSqeTChQtT7ezs5ODBg/McHByqEhIS7PXlaWlptvfcc0/bfv36ZRtP3tu7d++cHj16FNnY2GDo0KHZR48edQCATZs2ubRo0aJ04sSJ2TY2Nhg3blx2aGhoycaNG12dnJxkeHj45R9++MHpt99+U7dt27aoS5cuhT/99JPTnj17nIKCgkp8fHyqA+4TJkzICA4OLvf29q7s1atX3qFDhxwsOa6Kigps377dbcGCBRe0Wm1VmzZtyiZOnJi+fv366jcY3Nzcyl955ZWLdnZ28umnn84JDg4u3bRpk4txW6tWrfKYPHly+n333VdkZWWF8PDw0tatWzP+RERNSoOO8JdSzgEwp4bi12vZTgKYrltMlccBqNeceEREREREREREzZWLi0uFjY1N9e8ODg5VBQUF1QNFd+/e7aJWqyunTZuWabytt7d3uf5nR0fHqqKiImsASE1NtQ0ICCg1rBsQEFB24cIFGwC46667Cvbs2aMJCAgou/vuuwu0Wm3lnj17NHZ2dvLOO++8Ym5GPz+/6n2o1eqqtLQ0G1ggLS1NVVFRIVq1alUdmA8JCSnLyMio3t7Ly6vcyup/Y2IDAgJKU1NTbU20ZduyZctS4/VERE1Jk5q0l4huLnw9l4iIiIiIatNzysTG7gLp2NvbV12+fLk6qn3x4kUbf39/i0enDx06NDMnJ0f1wAMPtNqzZ88pZ2fnKnPb+Pn5lX3zzTdaw3UXLlyw7dWrVx4A9OjRo3DGjBkB/v7+ZTNnzkx3d3evePrpp4NtbW2rxo8ff9WDBUtcOcUj4OvrW6FSqeSpU6dsO3fuXAIAycnJtoYPKS5evGhTVVUFfdD/woULto8++miucdu+vr5liYmJdsbriYiakiYzaS8RERERNY6c/XFmFyIiIrq5tWvXrnj16tVuFRUV2LRpk/P+/fs15re60urVq8+1bNmypFevXi0LCwuvmjTXWExMTF5ycrLd8uXL3crLy7FixQptYmKi/aBBg/IA4P777y9MTk62j4+Pd7zvvvsud+nSpeTChQu2CQkJjr169Sow174pvr6+5enp6bYlJSUCAFQqFR555JGcmTNn+ufk5FidPHnSdtmyZd5DhgzJ0m+TnZ1tM3fuXK/S0lKxatUq7ZkzZxxiYmLyjNseNWrUpWXLlvn8+uuv6qqqKhw5csTu5MmTV70JQETUmBjwJyIiIiIiIiJq5t57771zP/zwg6uLi0v02rVr3R988MGca23DysoK69atO+vr61vWu3fvlkVFRbUG/X18fCo3bdqU+P7773u7ublFvffeez6bNm1K9PX1rQAAZ2fnqvbt2xe1atWq2N7eXgJAp06dCn19fcv8/f0rruc4H3300YJWrVoVe3t7R2q12kgAWLly5Tm1Wl0VGhoace+997aNiYnJfvbZZy/pt+nYsePlU6dO2Xt4eET++9//9l+zZs1pw/kD9EaNGpUzbdq0tOHDh4c6OTlF9+/fv2VmZqb19fSTiKi+MKUPERERERGRhUa/O7Sxu0BNxPGCa46V0i3q+eGbDzZ2HwDg3nvvLUpMTDxqquzRRx8tyMjISDBcd+HChcP6nzdv3pys/9na2hpfffVVsqkyU2317t278OjRo8dr6tehQ4f+Mfx9586dZ4zrGPYFAN55551U4zp69vb28ueff040XOfp6Vn59ddfJ9W0jRBCrlmz5hyAc8Zlf/311wnD36dPn545ffr060o3RETUEBjwJ6LrxnycRER0hZzdFlbk3w8igAFjqnvHzqeZrePTAP0gIiKixsOUPkREREREREREREREzQBH+BMRERHd4o6n1/iGe7V2DdAPopsC32QhImpWpkyZkjVlypQs8zWJiG4ODPgT3STWDVhmtk7sFv6PJRERERFRTZjyhoiIiJo7BvyJiIiIqE5YEkgDGEwjqg9xcSVm6/R8qgE6cgtpzhM4W3I/AbyniIiImiIG/IluEsdyzadbICIiIqL6xQdblmv2o+ktSu/EN3CJiIioYTHgT0RERERETVLcFPMB1eglPRugJ0RERERENwcG/IluEpMGcbpEopuZJUErgIErahzHC3IauwtEJh0/f9xsnWjwe5OorvWcwjcTiIiIblYM+BMRETUAS4JWAANXRES3kuacA56IqDnbuXOn0/jx44OTk5OPNHZfarNkyRL31atXexw8ePBEY/elJqdOnbKNjIzskJ+fH6dSNV6YUgjR+fDhw0fCw8NLY2Njg/z9/csXLlxoWR4/oiaGAX+im0TO/jizdXwmNEBH6sHsni9YVO+N3W/Xc0+IiIhqxvQyRER0s1u+fLnb0qVLvc+cOWPv6OhY2a5du+JZs2al9e7du7Cx+1ZXhBCd7e3tq4QQAABra2tZUFBwqC738dBDDxU29WC/Jd59912PJUuWeF+8eNHW3t6+Kjw8/PLWrVvPaLXaqobqQ6tWrcqKioqqAx5du3ZtM2TIkKxp06Zdup72DK+/k5NT5eOPP569fPny89fyMGHdunXnrmffRE0FA/5EN4ktp/42W2eWBe2sG7DMbJ3YLXyFl+hWwQAmETVlx3KTGrsLREQ37NtDkzrXZ/uPRC09aEm9OXPmeC9ZssTn3XffPdu/f/98Ozs7uXnzZuctW7a4NqeAPwDs37//WHh4eOn1bl9eXg4bG5u67FKTs2PHDqc33njD/5tvvjl51113FWdkZFhv3LjRtSH7UF/nWX/94+Li7B988ME2rVu3Lp0+fXpmne+IqImyauwOEFHDOpabZHYhIiKiqx0/f9zsQnRNcnabX4iI6kBWVpb1ggUL/N5+++1zTz75ZK6zs3OVnZ2djI2Nzfvoo4/OA0BxcbEYNWpUoJeXV0cvL6+Oo0aNCiwuLhYAsH37do23t3fH2bNne7u5uUV6enp2/Oyzz1y/+OILl+Dg4HAXF5eomTNn+uj3N23aNL+HH344tG/fviGOjo7RrVu3bp+QkGD30ksv+bi5uUX6+Ph03LJli7O+fnJysk3Pnj1buri4RAUFBYUvWrTIw7CtRx55JLR///7Bjo6O0S1btuzwyy+/qK/nHPTv3z9Yq9VG+vn5RUyfPt23srISgJL6plOnTm1Hjx4d6OrqGvX888/7FRcXi7Fjxwb4+vpGuLu7R8bGxgYVFhZecT70bf/222/qdu3atXd0dIx++OGHQ/v06RM6ZcoUP8O6r732WvW5W7x4sXtN/Vy8eLF7aGhoB0dHx+iAgICIhQsXVp8Lc22lp6db9+zZs6WTk1N0REREu9OnT9vVtJ99+/Y5RkdHF951113FAODt7V05efLkLP3o/tqOHwDWrl3r2rZt2/ZOTk7RgYGB4Zs2bXIGAH9//4itW7dq9PWmTZvm17dv3xAAOHHihK0QovO7777r4evrG3HnnXe20a8rLy/H5MmT/Q8ePOj00ksvBanV6ugRI0YEDR8+POjpp58OMOx7z549W77++uteZi45oqOjS2677baCI0eOOADAokWLPIKCgsJdXFyievbs2TI5Odnk04aYmJhg/fWr6VhXrVql7dChwxWTLc6ZM8f7/vvvDzPXL6L6xhH+RDeJ0a/6NnYX6g0nJCZqPJwQkwDmESdqDjjJKhHVZs+ePY5lZWVWw4cPz6mpzksvveR78OBBx7i4uGNCCPTp06flzJkzfRcvXpwKAFlZWTYlJSVWaWlpCUuXLnWfMmVKi7vvvjs/Li7u2OnTp23vvvvu9iNHjsxu27ZtGQDs3r3bdd26dYmbNm1KeuKJJ4Iffvjh1sOGDcvUbz958uQWAwYMOAwAAwcODG3btm3x9u3b4w8dOmTfp0+f1q1atSp9/PHHCwDgp59+cl2zZs3pL7/8MvnZZ5/1nzx5clB8fPw/13IOxowZE5ifn2995syZwxcvXlT17t27ta+vb/nUqVMvAUBCQoJjTExMdmZm5qHS0lIxadKkgKSkJLtDhw4ds7W1lTExMaEzZszwW7Zs2QXDdktKSsQTTzwRNmHChIzp06dnbtiwwWXMmDGhEyZMSNfXycrKssnLy7NOS0tL2Lp1q/PIkSNDY2Njcz09PSuN++nt7V2xbdu2xHbt2pV+9913TgMHDmx15513Ft19991F5toaM2ZMC3t7+6rU1NT4EydO2Pbp06d1YGCgyTcdunXrdnnBggX+U6dO9Xv44Yfz7rnnniIHBwepL6/t+Pfs2aOeMGFC8Jo1a848/vjj+efOnbPJzc21tvRa/PLLL04nTpw4amVlJS9cuFAddH///fcv7Nu3z8kwpc+ePXvUgwcPbrl8+fLz1tbWSEtLU/3555+a1atXJ5vbz8GDB+3379+vmTVr1oVvvvlG88Ybb/hv27btVOfOnYvHjx8fMHDgwNADBw7UOr9BTcfatm3b0qlTp7b4+++/7Tt16lQCAF988YX7jBkzUi09D0T1xaKAvxDCEwCklJm63yMADAZwVEq5vv66R9TwmE++4VkyPwFw885RQAQ03bQUTbVfRHRzY7owIssdO29+TkgfszWIapeZmalydXWtqC19yubNm93efvvtFH9//woAmD17duqUKVNa6AP+KpVKzp8/P02lUmHUqFHZL7zwQoupU6de1Gq1VV26dCkJCwsr3r9/v1of8O/cuXNBTExMPgAMGjQo5/vvv9fOnTs33XD7S5cuWefm5lrFxcU57dq165RarZbdunUrjo2NvbR69Wp3fcC/c+fOhYMHD84DgFGjRmX93//9n3dtx3vHHXe0F0JIAIiJiclauXJlyvbt293++9//HtNqtVVarbZs4sSJ6evXr3fXB/w9PT3LZs2adRFQ8v6vW7fO48CBA8e8vf+fvfsOa+r8HgB+bgaEkABhJSHsIYogQ8VarQNtsWJbEBREXGi1atVK3VqtrbTuVhRr1TrauqhYqVjtr1Ycba0DQVxFQJYQEJlhZd7fH5p8IwK52jDE83mePELue+89dxDwvO89L18JALBs2TLxpEmTnJsm/FNSUowVCgWxfPnyhzQaDSZNmlQVFxdXp92GwWCQGzZsKGYymRAeHl49c+ZMVUZGBmvYsGFPtQMAiIiIqFZ/HRQUVDtgwICalJQUjjrh39K2Bg8eXHf69Gmzq1ev3jExMVH17du3cezYseWXLl3iNHeORowYUfv9999n79ixw3r37t3WSqWSiIyMLNuxY8cDGo0GrR3/rl27rMaOHVseEhJSAwDg5OQkBwB5a9dEW2xsbLGJiQmleQKGDh1az+FwlL/88otJSEhIzd69e3n+/v4SOzs7RUvrvPbaax40Go00NTVVREZGls2dO/fRuHHjHMLDw8vV5zEuLq7IwsLCJzMz08Dd3V3W0rZaO9ZRo0ZV7N2718LPz6/o2rVrrKKiIgP1fYpQR6I6wj8BAH4AgD0EQVgCwAUAKAaAOQRB2JAkuamtAkSovXXW0eZd+T8CVOYnAKA2RwFCnVVn/WzprHGhl1NaWiOldgFT2jgQ1GXgZxTSNyqfU/gZhboiKysrRVVVFaO1mullZWUGLi4umtHgzs7OsocPH2oam5qaKtQTn3I4HBUAgEgk0iR5WSyWSiKRaEpHW1lZaRKybDZbxePxnlm/urqaVlBQYGBiYqLQnijWwcFBlpaWxtbalmY/HA5HJZVKidaO5Z9//nmqhn9hYSFDoVAQbm5umsSuk5OTrLS0VLMBoVCo2YdYLGY0NjbSXnvttad+ESmVSgKaKCwsZPL5fDmN9r+q2TY2Nk8lkE1NTZ/qbDEyMnrqXGlLSEgwiY2NtcnLy2OpVCpobGyk9ezZs0HXtoqLixlKpZJwcXHR7NvBwUHaUsIfAGDs2LE1Y8eOrVEqlZCcnMydOHGii7u7e2NkZGRVa8dfVFTEDAwMfOHEtouLC+XOAQCAiIiI8h9++ME8JCSk5siRIxazZs162Fr7ptcfAKCkpMTA19e3Sv29qampyszMTJmfn89sLeHf2rFGR0eXT5w40XnLli1Fe/bssRg1alSl9lMSCHUUqgn/XgDwz5OvwwAgmyTJvgRBvAcAGwAAE/6oy8DR5gihtoCfLQi9/PCJGOqwXBhCCHUuQ4cOrWMymaoff/yRN2XKlGbL+lhZWclycnIM+/Tp0wgAkJuba2Btbf1cidkXYW9vL6upqWFUVlbS1En/goICA+0E/H8lFAoVDAaDzMrKMujdu3cjAEBeXp4Bn8/X7EP9RAAAgEAgULBYLFVGRsbtJyO6WyQSieSlpaVMlUoF6qR/cXGxgZOT03NPGtzQ0EBMmjTJZfv27XmRkZFVhoaG5PDhw11IUncO2cbGRkGn08mcnBwDX1/fRgCAgoKCFmv4a6PT6fDee+9J+vfvX3Pr1i0jgUDwqLXjF4lE8pycHFZz2zIyMlLV1dVpOjNKSkqeyT3SaLQWD0j7OqhNnTq13MfHp+elS5eM7t+/zxo/fnyLpalaIhAIZPn5+ZrzUVNTQ6uqqqI7ODjovL4tHeuwYcPqmEwm+dtvv3F+/vln83379uEfi6hToDpprxEAqGdsHw4Avzz5+joA2Ok7KIQ60rGs65ReCCH0PPCzBSGE0KsmLa1R5wsh1D4sLCyUixYtKl6wYIH9Dz/8YCaRSGhSqZRISEgw+eCDD2wBAEJCQirWrl0rLC4uZojFYkZsbKwwNDS0vK1jc3V1lfv4+NTOmzfPtr6+nrh8+bLRoUOHLCdMmKC3fTMYDBg5cmTlkiVLRJWVlbR79+4ZxMfH8yMiIprdB51Oh4iIiEezZ8+2KyoqYgAA5ObmMhMTE02ath02bFgdnU4nv/zyS2u5XA4//vijWUZGhvGLxNnY2EjIZDKatbW1nMlkkgkJCSZ//fXXM/ts6RgDAwOrPvnkExuJREJLTU1lJSQktDg58I8//mi2c+dOXllZGV2lUkFKSgr78uXL3Ndee61O1/G///77ZQkJCRZJSUlcpVIJubm5zLS0NBYAgIeHR/3hw4fNpVIpceHCBfapU6d4z3MOrKysFPfv33+qo8LFxUXu5eVVN2nSJKcRI0ZUcTic5x5FHxkZWXHkyBGLv//+26ihoYGYN2+eyNvbu6610f26jhUAIDw8/NG8efPsGQwGGRgYWNvathBqL1RH+GcBwGiCIBIB4C14PKofAIAPAFVtEBdCqInO+Pjx2Uu/6mzj6zq1HSJBz4tKbWUArK+MEELaOmN5Gfw8f7l1xpKN4lrdT6T5tkMcCCH9W716dalAIJCvW7dOOH36dCdjY2OVp6dn3fLly8UAAGvXrhXPmjWL7u3t7QEAEBQUVLl27VrdH1R6kJCQcH/atGkOQqHQ28TERLF48eLi4OBgiT73sXv37oJp06bZOzs7exkaGpJRUVFl8+bNe9RS+/j4+AeLFi2y6devX4+qqiqGtbW1LDo6ugwAarTbsVgs8siRIznTp093jI2NFQ0ePLh66NCh1YaGhs+dlObxeKo1a9YUTJw40UUmkxHDhg2rHjZsGOXSObt27SoYP368o1Ao9HZycmqMiIh49Oeff3Kba2thYaGIj4+3Wbx4sb1MJqNZWVnJZ8+eXTJz5swKXcc/dOjQ+vj4+LyFCxfaRUZGGlpYWMi/+uqrAl9f38a1a9cWRUREOPN4PB9/f3/Je++9V1FZWUk1/wgfffRR6bRp05y+//57q9GjR5fv27evEAAgKiqqfPbs2U6bNm0qpLotbcHBwZJ79+4Vh4eHu9TU1DD8/PxqExIS7utar7VjBQCYNm1axYYNG0Tz5s1rl58VhKggqDwWRBDEaAA4BI87CP4gSfKtJ+8vB4ABJEmObNMo20CfPn3Ia9eudXQYqBMquRZPqZ2gz2ydbahMAEx18t9Nc/10tvk4Tvfo4LvRH+ps02PPNmox/RCqO6YJiTrbxL7xOqX9Lb/4N6V2SLeDo6nd55HHdN/niJrOep+XfPOdzjaCmdhx19VR+d1H5fceld9VANR+X3VGnfHnpbMm/Kn8nqHyO0aff7foiz7v87N7df9uCJhC7fdCWrbu+5PKQIxf03Wf85E+FP9W1NPfr1TOEwC1c6WvmAAASn7X/bew4E3dfwvr8z7Q17ao3E8AbXtPEQSRSpJkH0qBdCI3btzI8/b2bjGJjF4NvXr16j516tSyefPmtfkTEq+KU6dOcaKjo52Kiopuas+X0NFqa2sJPp/v888//9zx8vJ67jJOCL2oGzduWHp7ezs2t4xSDxtJkscIgrAHABsAuKG16AwA6P4LBqGXSSW1/zgDYCJUX6Z+Nb6jQ3jlYB1q6nL36q5D7TSl8436pYrK3AI4rwBCnReVWvkA7V8vH3/PIIQQepWcPHmS4+Xl1SgUChU7duywuHfvHjs4OLhG95qICqlUSnz99df88ePHP+pMyX4AgI0bN1p7eXnVYbIfdSaUEv4EQawEgI0kSTbNCmQAwEIA+EzfgSHUUag8Wg1A7fHqzvjoP5Ua4cvbIY6ndNJOFn2NTuyMOuO92VlVpVH4TKCQ8O+sHVt3S3Qn5fBuQQghhBBCqGV3795lTZw40aWhoYFma2sr3bdvX46uyWARNdevX2cNGDCgR/fu3RuWLVtW2tHxaBOJRF4kScJPP/2U3dGxIKSNag2tVQCwAwDqm7zPfrIME/6oy6A6eRiVevmdceRsZ0w66rOTRZ+68uhEKvcmAI7sBqA2era9R87q011JZUeHgBDqgrBjGXVWAXP1N1ijM87BgBDqGAsWLHi0YMECLOXUBvz8/BobGhqo/Qe2nRUVFd3s6BgQag7VhD8BAM0V+/cFgAr9hYMQamt3bh7Q2YZKnWZ90mcnC6KGypMeAB3wtAdCCCGEEEIIIYQQemGtJvwJgpDA40Q/CQD3CYLQTvrTAYAFj0f+I4Saoc/yOfocjYSowdGJ1HTl0kcIIdTZdeWn0RBCz4/KQBocRIMQQgh1bbpG+H8Ij0f374HHeclqrWUyAMgjSfJSG8WGUIfAxDpCL7+0ubrnhfCNo1aGp6sn0/RV5kuf5xx1AEpzqeDvR0RdZyxriJ9T7Q//rkYIIYQQan+tJvxJktwPAEAQRC4A/E2SJE44gtBLDkf9UNcZkxX6os+5HDpjQryr191HCHWMrvx7obPS58Ti+LsBIYQQQgi9CijV8CdJ8jwAAEEQNgBgDQC0JsupFYNGCCGEUJeEibSXG048+fLC8nMIIYQQQgghbZQS/gRB+ALAjwDQHR6X+NFGwuN6/gihJqauFHZ0CAg1j1L5DgAqJTw6Y7KpMz51gBDqOFjKBSHUmeETuAg1z9/f3z0iIqI8Jibmka62hYWFjJCQEJe7d++yIyMjyywsLBS5ubmGR44cyW+PWJvj6ura8+uvvy4YNWqURFdbgiB637x585anp6e0LWOKi4uz2L9/v2Vqampm02VZWVkG3t7ePWtqatIYDErpQsrYbLbvtWvXbnt4eMj0sb0lS5YI2uP6Ps89iFBnQvUneCcAFALA+wBQDI+T/AghHXDE5MtNn5Mud2VdvcRFZ+zQQAgh1DVgohfpG86bgHTZuXMnb9u2bfysrCwjIyMjla2trTQyMrJ80aJFZTQaTfcGOqm4uDgrc3NzhUQiSessx5GdnX27o2N4Hm5ubrL6+nrd/7nTobkkufZ2Q0NDHUUikSwuLq6YyvaSk5O5U6dOdSotLc1Qv7d27dqS/xpnZ9LcMcbExNjk5OQYJiUl4Wg29NyoJvw9AMCXJMl7bRkMQp3B2Uu/Umrn6zq1jSNBLwJHcVJDpTMKgFqHVFfvGOnqHRoIvQqw5BQC0N/TX5hQRa8CcS21nJ9vG8fRVaRlf9e7Lbfv6zo1lUq7VatW8bdt2ybYuHFjQXBwcLWpqanq0qVLRuvWrRNIpdJHRkZG7Ta4Uy6XA5PJ1Nv2CgoKDLp3797QWZL9CHU0ff+MoZcL1YT/TXic98GEP0Ivua7+n1RM6iAA/Y7K7+odGggB4ChjqvQ5gay+UOmUBGj/jsnOeK4Q6qy6+t/nqHMoLy+nr1+/3uabb77JnTx5cpX6/QEDBjT88ssvmg/thoYGYt68eaITJ07wZDIZLTAwsHLnzp2FHA6HVI9C/uCDD0q3bt0qoNPp5IoVK4rmzZtXTnXdadOmPfz222/5AwcOrNm1a1fB2LFjndLT042VSiXRu3fv2t27d+e7uLjIn+fYQkNDHZOSkswJgoDdu3fzDx48mH3hwgWuenR0ZmamQffu3b3i4uLyvvjiC5vGxkba9OnTS9etW1cCAJCSksKeP3++fU5ODovFYqnefvvtqp07dxayWCwS4HG5nXXr1hXEx8fzKyoqGMHBwRX79+8vUHcubNq0yTI+Pp5fWlpqIBAIZPv3788dOHBgvUgk8oqPj88LDg6W6NpHa7Zs2WKxZcsWQWlpqQGPx1PMmzdPvHDhwkcA/xsZ3tI1KSkpoUdGRjpduXKF6+Tk1BgQEFDd0n7U50kmk6UymUzw9/d379+/v+TixYsmmZmZRj4+PrVHjx7NFQqFivr6emLcuHGO58+fN1UqleDg4CA9depU1vr16/mpqamcGzduGK9YscIuLCys/Pvvvy9Qlyw6ffo0V/tavfbaa5KzZ89mNy1ppH4KYM2aNSVhYWFuMpmMYLPZvgAAd+7cuRUXF2elPfr9wIEDpqtWrbItLS1l9ujRo2HHjh35fn5+jQAAIpHIa+rUqQ8PHz5sIRaLDQYNGlTz008/5bLZbLKsrIz+ovdgTEyMzd27d1kGBgbkmTNnzEQikfTo0aM5hw4d4n377bd8AwMDcvv27XmjR4+uae061tTU0Joe4+bNm/O3bt0qIEkS2Gy2mZ2dnTQzM/NOeXk5febMmbYpKSmmBEFARETEo82bNxczGAyIi4uz2Ldvn5Wvr29dYmKixcSJEx9Onz69fMqUKY7//vuvEYPBIF9//XXJyZMn7+s6NvTyo5rwXwYA6wmCWAGPk/9P3fgkSVboOzCEnteKgAU626w5u7EdIvkfTKBQg//JaX9U7k0AvD8RdThvAkIIIYRQ55WSkmIsl8tp48ePr2qt3Ycffmibm5trmJ6efsfAwIAMDQ11Xrx4sU18fHwRAEB5eTmzurqaLhaLM44fP24yefJk58jIyCorKysllXUrKirohYWFGUqlEmpra2mTJk169Msvv9xXKBQQGRnpOGPGDPszZ87kPM+xJSYm5oWGhoJ2mZgLFy5wm7b766+/OFlZWbdu3rzJGjx4cI/w8PAqPz+/RgaDAZs2bSocNGhQ3f379w3efvttt/Xr11utXLnyoXrdU6dOmaampt6trKyk+/v79zh27FhVWFhYzZ49e3jr1q2z+emnn7LfeOON+jt37hgaGBg8k8Snso+W8Pl8xYkTJ7J79OghPXXqFCcsLMytf//+9QMHDqzXdU2mTZvmwGKxVMXFxTcyMzMNgoKCutnZ2VGeJ+DYsWPmJ0+ezHJ2dpYFBAR0+/zzz/nbt28vio+Pt5BIJPTCwsIMIyMj1aVLl9jGxsaqrVu3Fl2+fJnTUt37BQsWPLp06RKHakkfExMT1dGjR7OalrvRlpGRYTht2jTngwcP5owcOVLy+eefWwcHB7veu3fvtrpD5eeffzb/v//7vywjIyNV//79u2/bts1y0aJFZUqlEv7LPXj27FmzgwcPZh89ejR37Nixjm+//Xa3qKioMrFYnLFt2zaLOXPmOIwePfomQOvXsbljvHfvHqtpSZ+IiAhHKysrRU5Ozi2JREIbMWKE21dffSVTdwBlZGQYh4aGVpSVlaVLpVJi3LhxjgEBAdX//PNPplQqJS5evGhM5bjQy49qwv/Mk3//D56u308ATtqLEOpEMOn4cjs4Ol5nm8hj2EGEEHo++LsBIYTQq+7hw4cMMzMzhXaJD19f3+7Z2dksuVxO+/nnn+8FBgbWHjx40PLatWt3+Hy+EgBg2bJl4kmTJjmrk/YMBoPcsGFDMZPJhPDw8OqZM2eqMjIyWEOHDq3TtS5BEOSmTZuK1aWDOByOUvtpg08++UQ8YsQI97Y6B7GxscUcDofs379/g7u7e8O1a9eM/Pz8Gt944416dRt3d3fZ5MmTyy5evMgFAE0yfsmSJSWWlpZKS0tLZf/+/SXXr19nP0n4W86ZM6dk8ODB9QAALU26S2UfLYmIiNCMyg8KCqodMGBATUpKCked8G/pmgwePLju9OnTZlevXr1jYmKi6tu3b+PYsWPLL126xKF6zsaNG1feq1cvKQDA6NGjK06ePGkGAMBkMsnKykrGnTt3DPv169egfXzt7YcffjAfOnRodUhISA0AwOrVq0t37tzJP3PmDEc9YfLMmTNLHR0d5QAAb731VnV6eroRAIBAIPhP92Dv3r0loaGhNQAAY8aMqfztt994sbGxJQwGA6KjoysWLFjg8OjRI7qlpaVS13XUpbCwkHH+/HnTioqKNA6HQ5qYmKg+/PDD0j179liqE/5WVlay5cuXPwR4fI0YDAZZUFBgmJeXx3RxcZEHBgbWUj029HKjmvAfqo+dEQTxIQBMBgAvADhEkuRkrWXDACAeAOwB4DIATCZJMv/JMkMA+AYAwgCgHgDWkyS5mcq6CCH0oqZ+Nb6jQ3gp6PM86Ssph3X3EUIINYWTsCOEXmWWlpaKqqoqhnZd77S0tH8BAPh8fi+lUkmIxWJGY2Mj7bXXXnvqA1OpVBLqr01NTZ/qNDAyMlJJJBIalXV5PJ6CzWZrBpFKJBLajBkz7M6dO2dSU1PDAACoq6ujKRQKYDCopquos7e311SrMDIyUtXW1tIBHo8Qnzdvnt3NmzeNGxsbaUqlEjw8PJ5KwopEoqbr0gAAxGKxgaurq84R81T20ZKEhAST2NhYm7y8PJZKpYLGxkZaz549G9TLW7omxcXFDKVSSbi4uMjUyxwcHKTPk/AXCASa42az2ar6+noaAMDMmTMrCgsLDSIjI50lEgl99OjRFVu2bCkyNDRst3kg1IqLi5l2dnaaY6TT6SAUCmWFhYWak2JjY/PUcYjFYibAf78HraysFNrb5fF4CvV6HA5HBQBQXV1Ns7S0VOq6jrpkZ2cbKBQKQigUeqvfI0mSEAgEmmMXCoVPVWTZsmXLg0WLFon69+/fw8TERPnhhx+WfPTRR+VU94leXpQ+QUmSPK+n/RUDwBoACAQAI/WbBEFYAsAxAJgGACcA4HMAOAIArz1p8ikAuAGAAzyeSyCFIIg7JEmeprAuekWMd6RWogQhhBBCr5aunOilUisfAOvlo5cbliJE6L8LCAioYzKZqgMHDphpj2jWJhAIFCwWS5WRkXHbycnpueroU1mXIIinvv/ss8/42dnZrH/++eeuvb294u+//zYaMGCAB0m2b854xowZDl5eXvXHjh27z+PxVJ999pl1UlISj8q6QqFQlp2dbdhW+2hoaCAmTZrksn379rzIyMgqQ0NDcvjw4S5UzpGNjY2CTqeTOTk5Br6+vo0AAAUFBTpjpcLQ0JDctGmTeNOmTeLMzEyDkSNHum3fvr1x/vz5jwiCaDW4pvcBAACLxVLV1dVpZlx++PAhUyQSyZ60b3V7NjY28tu3b2tyjCqVCsRisYGdnZ3Oe7i97kFd17G5Y2z6nrOzs9zAwICsqKhIb2ky3qbr2NvbKw4fPpwPAPDbb79x3n333W7Dhw+vbelJFNR1UO4yJQjCCwBmAIALAESTJCkmCCIYAPJJkqQ0WxhJkseebKsPANhqLRoNALdJkvzpyfJPAeARQRDdSZL8FwAmweNR+5UAUEkQxC54/KTAaQrrIoReIXpN6lSepdAIy8t0RjjRLkIIPb+0ubp/7/nG4cT3+oTzGCGE2oulpaXy448/Lv74448dSJIkgoODq01MTFSXL182amhooAE8HhkdERHxaPbs2Xa7du0qEIlEitzcXOb169eN1GVLWvIi60okEjqLxVJZWloqS0tL6atWrbJpafvqCWX//fffm+7u7rKW2r2I2tpauomJidLU1FSVlpbG2rNnj7WFhQWlDo/o6OhHy5YtsxsyZEjtgAEDNDX8u3Xr9lSML7qPxsZGQiaT0aytreVMJpNMSEgw+euvv0w8PDx0jgxnMBgQGBhY9cknn9gcOnQo7969ewYJCQkWtra2/znZe+LECS6fz1f4+fk1mJmZKRkMBkmj0UiAx6Pe79+/32LHgrW1tTw3N/ep5T169GjYv3+/ee/evYuOHz9ucvXqVa6vr28dwOOOi+rqakZ5eTndwsJC2XR7UVFRFa+99ppHUlISd8SIEbWxsbHWBgYG5PDhw3WWr3mee/C/0HUdmztGPp+vOHfunIFSqQQ6nQ4ODg7yAQMGVE+fPt1u06ZNRaampqp///3XMC8vjxkUFNTsse7Zs4c3ePDgWhcXF7mFhYWCIAhQXyfUtVFK+BME8RYA/AIApwAgAP43Ot8FHifeg/9jHD0B4Ib6G5Ik6wiCyAGAngRBlAKAUHv5k6+Dda0LAJjwf4Vggg/p250HYp1tBO0QB+pYeitZRKkDCYBKJxIm5RBCCDUlrtU9Bsu3HeJ4lVB58gCfOkCdyZo1a0pFIpF88+bNglmzZjmyWCyVnZ2ddOXKlQ/UydH4+PgHixYtsunXr1+PqqoqhrW1tSw6OroMAFpN+L/IukuWLCkdO3ass6WlpY+1tbV89uzZJWfOnDFrrm1ubq6BjY2NTF2HXZ/Wr19fOGvWLIft27cLevToUR8cHFzxpL6+TtHR0ZWPHj1iTJgwwVk9Kn3fvn33u3Xrppd98Hg81Zo1awomTpzoIpPJiGHDhlUPGzasWtd6art27SoYP368o1Ao9HZycmqMiIh49Oeff1I6ttYUFxcz58yZ41BaWspks9mqd955p2LWrFnlAAAfffRR6bRp05y+//57q9GjR5fv27evUHvdmTNnPhozZowLl8v16devn+TMmTM5X3/9dUF0dLSTqamp9Ztvvln15ptvVqrb+/r6Nr7zzjsVLi4uXkqlEm7evHlbe3ve3t7Sb7/9NjcmJsY+KiqK2b1794bjx49nqSfsbc3z3IP/ha7r2NwxTpw4seLIkSPmPB7Px9bWVnrnzp27CQkJeXPnzhX16NHDs76+nmZrayubP39+i4mLK1euGC9ZssSutraWbmFhIV+zZk2Bh4eHXjvMUOdEdYT/5wAQQ5LkdoIgJFrvnwOAj/UQBwcAypq8Vw0A3CfL1N83XaZr3acQBDEdAKYDANjb2/+3iFGng/XWEQDWbn/ZdeWyG/p098FdnW18oX0T/njtEHr5dcbPFn3CvxEQQh3F13VqakfHoDZz5syKmTNnVrS0nM1mk9u2bSvatm1bUdNlo0aNkpSWlmZov1dUVHTzRdd1dHSUX7lyJVP7PfXkowAA2svOnj3L/eijj8Qt1YhPTEzM0/5+8+bNxeqv3d3dZSRJPnUNtLf99ttv1+bm5j6VRNbWdN2m+1q0aFHZokWLmualnjo3z7sPbUuXLi1bunTpM9sH0H1NbGxsFCkpKdktbVtb0/PU9NrMnTu3fO7cueUAADNmzKiYMWNGs/fR8OHD6/Ly8m5pv6e9XS8vL+m///57R3v5oEGD6rOzs1s8Pz/99FOe9vfa1xcAYOLEiVUTJ06sam5d7fPRdN3nuQebahpDcHCwJDg4WLMvJpP51HG3dh0Bnj1GAIDU1NSn9m9hYaE8cOBAAQAUNG2rfX3UduzY8WDHjh0PWton6rqoJvw9AeDXZt6vAABzPcRRCwAmTd4zAQDJk2Xq7xubLNO17lNIktwJADsBAPr06YOPsHQ1nbD8Cj6m/XLT16gtHI1NXVdOxlB5YgQAnxpBqC105c+Wru6upFJ3I4QQQl3e+vXrqf0xjRBCiHLCvwIARACQ1+R9PwDQR0/RbXhcpx8AAAiCMIbH5YJukyRZSRCEGAC8AeD3J028n6zT6rp6iAu9RLD8CuqsEm8111/6tJd5xCRCAADfHfxOZ5vlM6e2QyQItZ2unny+U0VtAmCEEEIIIYRQ50U14X8QADYQBDEWAEgAYBAEMRgANgLAXqo7IwiC8WSfdACgEwTBAgAFAPz8ZPuhAHASAFYCQIbWpLvfA8AKgiCuAQAfAN4HAPW4Wl3rItQlnL1EIWnsisk0nMuBms769Im+rl9XL/GFSTmEUFvA0lwIIYQQQgi9/Kgm/FcAwD4AyAcAAgDuPPn3IADEPsf+VgDAKq3vowBgNUmSnz5J2G8DgB8B4DIARGi1WwUA3zzZfwMArCNJ8jQAAEmSZTrWRa8InDQLoQ7SCctpofbX1TtZEOqsuvpTBwh1Zp11AAVCCCGEXm2UEv4kScoBYDxBECsBwBcAaACQRpJk1vPsjCTJTwHg0xaWnQGA7i0skwJA9JPXc62LEHpaV39SAJOO7Q/LaSGEOru7JbqfisGx7fqFHRFInzCxjhBCCCFEHdUR/gAAQJJkDgDktFEsCHU5XT253il1wtHmWCIBAVB7CgmA2pNIeE8hhNoCTm6M9E1cq/ue8m2HOLR1xpgQQgghhPSJcsKfIIgQABgKANbweIS/BkmSY/UcF0IIvZDOONocEyjU4RMaCKHODD+j2p8+zzk+6YEQQgghhF4FlBL+BEFsAoA5APAXAJQCgLItg0IIIdS24vd8R6nd7i90P4HS5efP6IRPjaD2d3B0vM42kcfwPkAIIYQQQggh1LGojvCfBABjSJJMastgEEKoKzqWdV1nm+XtEAdC6MXdqdI9Mhi9AjphByA+dYAQQuhVMGjQILcxY8ZUzJkzp7y55ZGRkfYikUi+YcMG3Y98t5PQ0FBHkUgki4uLKz59+jTngw8+cMzLy7vV0XEhhLo+qgn/egD4ty0DQei/wsm82t/du53mbymEEEIIdUWdsJMFIYReZjt27DDftm0b//79+yxjY2Nljx49GpYvXy4ODAys7ejY1GJiYmxycnIMk5KSNCMuLly4kKX+Oi4uzmL//v2Wqampmer3Dh48WNDecT6PESNG1GKyHyHUXqgm/NcCwCKCIGaQJKloy4AQQui/0Gd5GexEQgCdc14I1P5womQE0PU/D/RZ4x6fPEAIof/ZNNevd1tu/+O466lU2n366af8uLg4wVdffZUfEhJSY2hoSCYmJpocO3bMrDMl/BFCCP03VBP+uwDgHQAoIgjiHgDItReSJBmg78AQel5nL/2qs42vq+565Ii6/m4HOjqElwImPRBCCKGuQ1ybRqmdbxvHgRBCz6O8vJy+fv16m23btuVNmjSpSv1+ZGRkdWRkZDUAQENDAzF79mzb5ORkHgDAqFGjKuPj4x8YGRmRycnJ3KlTpzq9//77pdu3bxfQ6XRy8+bNBQYGBuTixYvtKisrGTNnzixZu3ZtCcDjUfp37txh0el0OHfunKmDg0Pjd999l9e/f/8GAIC8vDzmjBkz7K9cucJhs9mqmTNnlq5YseLh0aNHTbZu3SogSRLYbLaZnZ2dNDMz846/v797RERE+ZAhQ2oXLlzooFAoCDab7Uun00mJRJKuXT4HAGDTpk2WW7ZsEVRXVzN69+5du2fPnnxHR0c5AABBEL3XrVtXEB8fz6+oqGAEBwdX7N+/v4BGoz1z3nQdx/Xr11kffPCBw927d434fL589erVD8aPH1/ddDvq81daWpoBAJCdnc2cNWuW/dWrVzkkSRLvvvtuxc6dOwv5fL7377//nunv798AAFBUVMRwdXX1ysnJuWljY4MDcBFClFBN+O8AgIEAcBoeT9pLtllECKFXDpXOGgDssEFI7e8Tx3S2GT2T4s8LlstACCGEEOryUlJSjGUyGW3ChAmVLbVZunSpMDU11TgtLe0OQRAQFBTkumTJEuGWLVuKAQDKy8uZjY2NNLFYnLFt2zaLuXPnOgwcOLAmLS3tTk5OjsHAgQM9Jk+eXNG9e3cZAMCZM2fMdu3alXvs2LHc2NhY67CwMNf79+/fYjAYZFBQkOvbb79dlZSUdP/+/fvMt956y71Hjx6NYWFhNX///XdJ05I+an5+fo0bNmzIb1rSR9svv/zCXbNmjejEiRNZvXv3bvjggw9sw8LCnK9du6Zpf+rUKdPU1NS7lZWVdH9//x7Hjh2rCgsLq2luey0dBwBAcHCwa2Rk5KMLFy7c+7//+z/OuHHjXD09Pe94e3tLWzrPCoUCgoKC3AYOHCg5evToTQaDQV68eNGYxWKR77zzTsXevXvN/f39iwAA9uzZY96/f38JJvsRQs+DasI/HABCSJL8vS2DQQgh1LqDo+N1tok8pjs5i09nUKfPMlH6clfS4v/TEELNwJ+ZDoCdiQgh1KmUlZUxzMzMFEwms8U2iYmJ5hs3biwUiUQKAIAVK1YUz50710Gd8GcwGOTatWvFDAYDoqOjKxYsWOAwf/78hzweT9WnT59GFxeXhqtXr7LVCf+ePXvWT5kypRIAYNWqVaXffPMNPyUlxdjAwICsqKhgbNy4UQwA4OHhIZswYULZoUOHzENDQ5tNuj+PH3/80Tw8PLx84MCB9QAAcXFxRRYWFj6ZmZkG7u7uMgCAJUuWlFhaWiotLS2V/fv3l1y/fp3dUsK/peMAAKivr6fHxsaW0Ol0ePfddyUBAQFV+/fvt9i8eXNxS/GdO3fO+OHDh8wdO3YUqq+HuqRSdHR0+fjx453j4+OLaDQaHDlyxOKjjz4q+a/nBCH0aqGa8C8DgKK2DAQhhNDLSa9zHWCCCKGXGs590gEofW4CvKyfnfqcNwE7ftCrgErJKSw39WqysrJSVFVVMeRyObSU9C8rKzNwcXHRjEx3dnaWPXz4UNPY1NRUwWA8TiNxOBwVAIBIJNKUfGaxWCqJRKKpi2NjYyNTf02n04HP58sLCwuZBEFAWVmZAZfL9VEvV6lURJ8+fST6ONaSkhIDX1/fKq24VWZmZsr8/HymOuGvHbeRkZGqtrb22Xo+Oo4DAEAgEMjodLqmrZ2dnay4uLjlXhUAyMvLMxCJRLLmrkNAQEAdi8VSnTx5kmtrayvPz883jIyMrHp2Kwgh1DKqCf9VAPAZQRCTSZLEiVwQQug53LmpezS9oA+1RMydKt0TKqLOqbMmQrv6JKQIIYQQQghg6NChdUwmU/Xjjz/y1KPVm7KyspLl5OQY9unTpxEAIDc318Da2lreXFsqiouLDdRfK5VKKC0tZdrZ2ckZDAYpEomk+fn5t5pbjyCIVstIEwTR6n4FAoEsPz/fUP19TU0Nraqqiu7g4PBCx9LScQA87lxQKpWgTvoXFhYauLm5tVjOBwDA0dFRVlxcbNBS50tERET5Dz/8YM7n8xUjR46sZLPZWFYbIfRcqCb8FwKAIwCUEgRRAM9O2ttLz3EhhBB6BWHymRqcCBqhl1/aXN0j833jAtohEoQQQq8CCwsL5aJFi4oXLFhgz2AwyODg4BoDAwMyKSmJe/bsWZMdO3Y8CAkJqVi7dq3wjTfeqCMIAmJjY4WhoaHlL7rP27dvs/fv328WGRlZFRsbyzcwMCCHDh1aR6fTSWNjY+Xy5csFS5cuLWWxWGRaWhqrvr6eNnjw4Ho+n684d+7cU4l0bUKhUF5SUmLQ2NhIsFisZ5LhkZGRFVOmTHGeOHFiua+vb+O8efNE3t7ederR/fo6DpIkgcViqT755BPBqlWrSn///XfO2bNnzT777LO7rW1vyJAhdVZWVvLZs2fbbty4sZjBYJB//vkn+6233qoDAJg6dWp57969exobGyu/++47HPGFEHpuVBP+R9s0CoQQ0pPOOooaIfRyq7yqu0SCYGY7BIJQE1Q6SgGwsxQhhBDA6tWrSwUCgXzdunXC6dOnOxkbG6s8PT3rli9fLgYAWLt2rXjWrFl0b29vDwCAoKCgyrVr11L7RdOM4cOHVyUkJJjPmjXLyd7eXnrkyJEcQ0NDEgDg119/zZ4zZ46to6NjL5lMRjg5OTWuXr26CABg4sSJFUeOHDHn8Xg+tra20jt37jyVQB81apRk27ZtDXw+35tGo5GVlZU3tJcHBwdL7t27VxweHu5SU1PD8PPzq01ISLjfFsdx/PjxrJkzZzps3bpVYG1tLf/mm29yfX19W50EjMFgQHJycvbMmTPt7O3texEEQb733nsV6oS/q6urvGfPnvX5+fmG6tr+CCH0PCgl/EmSXN3WgSCEUGcTv+c7nW12fzFVZxt9Tvr64Zge1Bq+pDrjBLmdEs510O7ulugeXNXeP536msQbUafPz6i7D1od/AcAAL7w8o7wxye2EELofz6Ou57a0TGozZw5s2LmzJkVzS1js9nkvn37CgGgsOmyUaNGSUpLSzPU3zOZTCBJ8qnjSk1NzdT+3tDQkExKSmr2jyhHR0f5iRMnml0mEAiUTbd15coVzfcsFos8d+5ctvbyxMTEPO3vFy1aVLZo0aKy5rbfNO6m6zbV2nH06dOn8erVq5nNLdPebtPz5+bmJjtz5kxOS/sUiUSyPn361NJoLU4tgBBCLaI6wh8hhBB6eWBCHOkZTvbZ/rDkDXoV4ASrCCGEmsrMzDQ4ffq02dWrV+90dCwIoZcTpYQ/QRASAGhxkhCSJE30FhFCCHUS/d10T7bb3jpjWRF9PQmBEELa9DkCvjPOe9EZJ2HHji2EEEKoY82bN89m165d/Dlz5oi7d+/+QnMOIIQQ1RH+Hzb5ngmPB5uEAkCsXiNCCCHUomNZ13W2Wd4OcXR2Xb2URFc/PoQA9JwQ74RP/XT1Em0IIYRebZs3by7u6Bj0ob2PY8uWLcVbtmzpEucOIdRxqNbw39/c+wRBXAeAYQCwVZ9BIYReDmnp1R0dAkLoP8J5E6jR5whxfZWq6YwjxBFCCCGEEEIIdaz/WsM/BQC+1kMcCCGEXlKdsfSRPgXMxVr/SL+6+mSt+oIj4NtfZyx9hBBCCCGEEHo+/zXhHwEAj/QRCEII6cPZS7/qbOPrivXk8ekMhBBCrxrs0EAIIYQQQq8CqpP23oSnJ+0lAIAPAOYA0M7TQ6KuZEXAAp1t1pzd2A6RoK7i7l3dtc1fZpisoKYzlqmhMrkxAE5wjKjT5wj4rv4kS2ec96IzTsKOEEIIIYQQevlRHeF/tMn3KgAoA4BzJEn+q9+QEEIIIYS6Lqy9jzqtTji5MUIIIYQQQuj5UJ20d3VbB4JeTeMddY/CRV2fPkfld/V68gghhBB6QdihgfRMXKv7SR3fdogDIaR/cXFxFvv377dMTU3NBABgs9m+165du+3h4SHr6NgQQkgXqiV9BgMAkCR5vpn3SZIkL7RBbAghhJrCZAWCzlmyCCHUMah8HgDgZwJ6uVFJrAO8vMl17DhA7YHNZmtuo8bGRpqBgQFJo9FIAIBNmzblz5w5s6LjonsxIpHIKz4+Pi84OFjS1vuqr6+n9kGEEEKdANWSPl8BwGfNvG8CAJ8CQG99BYReLceyrutss7wd4kAIIYRQ54I17l9u2DGJEEL/c3bv622aMwmY8neqrjbaCevWEuVyuRyYTKa+Q9SrlyFGhBDqSFQT/u4AcKOZ9289WYYQekl09Ult9SktvVov29HnZJidceJJferqE4d2RnjO25++JtvFhPjL7W6J7rkc9DctM0IIIdS85ORk7tSpU52mTZv28Ntvv+UPHDiwZteuXQVjx451Sk9PN1YqlUTv3r1rd+/ene/i4iIHAPD393fv37+/5OLFiyaZmZlGPj4+tUePHs0VCoWK+vp6Yty4cY7nz583VSqV4ODgID116lSWnZ2dwt/f371v3761Fy5cMMnNzWX169ev5uDBg3l8Pl8JAHDgwAHTVatW2ZaWljJ79OjRsGPHjnw/P79GgMedFJMnTy776aefzPPy8liBgYGVYrHYICIiwo1Go5ExMTHFa9asKW3u2KZMmfLw22+/5bPZbNWKFSuK1E8zlJeX06dNm2Z37tw5UyMjI1VUVNSjL7/8Ukyn0585TwRB9L558+YtT09PaW1tLTF//nzRyZMneRKJhN6tW7eG8+fP3xs1apTLm2++WbN8+fKH6vW6devmsWLFiuKJEydWtd1VRAihp1FN+DcAgBAAmv7PRAQAWL/sFbQiYIHONmvObtTZZupKoT7CQS85rLuPXgV4nyOEUMfq6p3mCCH0osrLy5kVFRX0wsLCDKVSCbW1tbRJkyY9+uWXX+4rFAqIjIx0nDFjhv2ZM2dy1OscO3bM/OTJk1nOzs6ygICAbp9//jl/+/btRfHx8RYSiYReWFiYYWRkpLp06RLb2NhYpV7vp59+sjh58uQ9d3d32ZgxY5ymT59un5SUlJuRkWE4bdo054MHD+aMHDlS8vnnn1sHBwe73rt37zaLxSIBABITE81//fXXLIFAoOBwOKRIJOLoKulTXl7OfPToEaO4uDjj7NmzxmFhYW6vv/56nbe3t3TatGl2NTU19Pv37998+PAhIzAwsJtQKJTPnz//UWvna+bMmXaZmZlGf/311792dnbylJQUYzqdDlFRUeVxcXF8dcL/0qVLRg8fPjQYO3asfkaSIYQQRVQT/r8BwDqCIN4lSbISAIAgCHMA+PLJMvSKwcl2EUIIIdSWcAR8++uMCXEsDYQQQm2PIAhy06ZNxUZGRiQAAIfDUU6ePLlKvfyTTz4Rjxgx4qnqDuPGjSvv1auXFABg9OjRFSdPnjQDAGAymWRlZSXjzp07hv369Wt444036rXXCwsLK+/bt28jAMAXX3xR9Nprr3koFIrcH374wXzo0KHVISEhNQAAq1evLt25cyf/zJkznFGjRkkAAD744INSV1dX+fMe3+bNm4uNjIzIoKCg2qFDh1b/+OOP5j179hQnJyeb//PPP3d4PJ6Kx+PJZs+eXXLo0CGL1hL+SqUSfvrpJ8uUlJS7Tk5OcgCAN998sw4AIDIysiomJsbh5s2bhl5eXtK9e/dajBo1qkLdYYEQQu2FasJ/AQBcAIA8giAynrzXCwAeAkB4WwSGOjd91d7vjP+x7Or0OcpYXHyLQisfve0PdU76Kn2kT/osUxO/5zudbXZ/MVVv+0Ndn75K8WBCnDpMGiOEEEIt4/F4CjabrUlKSyQS2owZM+zOnTtnUlNTwwAAqKuroykUCmAwHqeRBAKBJvHOZrNV9fX1NACAmTNnVhQWFhpERkY6SyQS+ujRoyu2bNlSZGhoSAIA2NnZaapEuLm5yRQKBSEWixnFxcVM7WV0Oh2EQqGssLBQU6zfwcHhuZP9XC5XYWJionnCwM7OTlZcXMwUi8UMhUJBuLm5afbp5OQkKy0tbXVygJKSEoZUKiU8PDykTZex2Wxy1KhRFXv27LHYuHFj8fHjx80PHjyY09x2EEKoLdGoNCJJUgwA3vA48Z/x5PUxAHiTJFncduGhri4trVHnCyGEEEIIIYQQQm2DIIinvv/ss8/42dnZrH/++edubW1t2v/93//9CwBAkroHqhsaGpKbNm0S5+Tk3L548eK/v//+u+n27dst1MsLCwsN1F9nZ2cbMBgMUigUKmxsbOTay1QqFYjFYgM7OztNkp8giOceKS+RSBg1NTWa3NeDBw8MbGxs5EKhUMFgMMisrCzNPvPy8gz4fH6rnQoCgUBhaGhI3rlzx7C55dHR0eWJiYnmv/zyi4mRkZFq+PDhdc8bM0II/VdUR/gDSZL1ALCrDWNBCCGkA45SRZ1W5VkKjXCCYH26K6ns6BAQQl3QsQTdT/KO9Gn7OBBCHUcikdBZLJbK0tJSWVpaSl+1apUN1XVPnDjB5fP5Cj8/vwYzMzMlg8EgaTSaJlGfmJhoMXXq1PJu3brJli9fbjNixIhKBoMBUVFRFa+99ppHUlISd8SIEbWxsbHWBgYG5PDhw2tb2pelpaU8OzvbEABarOEPALBgwQKbuLi4onPnzhmfPXvWdM2aNcUMBgNGjhxZuWTJElFCQkJuWVkZIz4+nj9nzpzS1rZFp9NhzJgxj2JiYuwOHTqUa2trKz937pzxgAED6o2MjMjhw4fX0Wg0WLx4se2YMWPKqZ43hBDSJ0oj/AEACILoRRDE9wRBXCMI4ipBEPsJgvBsy+AQQggh9HK480Cs84UQ+p+7kkqdL4QQQqgjLFmypLSxsZFmaWnp069fvx5vvfUW5RqexcXFzLFjx7pwuVxfDw8Pz/79+0tmzZqlSXyHhYWVT5482UkoFHpLpVLazp07CwEAvL29pd9++21uTEyMvaWlpfepU6fMjh8/ntVa/fuFCxeWbNq0Scjlcn1WrlzJb66NhYWFnMfjKYRCYa8pU6Y4bdy4Md/X17cRAGD37t0FbDZb5ezs7DVo0KDuoaGhFfPmzWt1wl4AgG+++aawR48eDf7+/j14PJ7PkiVLbJVKpWb52LFjy7Oysoyio6Mx4Y8Q6hCURvgTBPEuABwDgIsAcOrJ2wMBII0giNEkSZ5oo/hQJ9U/uqMjQOjlgTXgEUKvCnGt7vkJAAB82zgOhF5FODIfoc4rYMrfqR0dg7aioqKb6q9HjRolKS0tzdBe7ujoKL9y5Uqm9nsLFy7UJMKbLps7d2753LlzywEAZsyYUTFjxoyKlvbt4uIijY+Pv9vcsokTJ1ZNnDixSlfMalFRUVVRUVHNtte2bt26knXr1pU0fd/KykqZlJTU7KRI2scEAECSpOYacjgccs+ePYUAUNjcuvb29jI/P79aDw8PWXPLEUKorVEt6bMGAGJJklyl/SZBEJ89WYYJ/1eMvsqK6HNiTYQAOucEsujlps+JrhFCCCGEEEJdl0Qioe3atcvq/fffL+voWBBCry6qCf9uAPBDM+//AACL9BcOQgihVxk+DUENdpaiV0FnLGmDP3sIIYQQakliYqJJVFSUy+uvv14zY8YMLOeDEOowVBP+DwGgNwBkN3m/NwC0OqEJQq05e+lXnW18XTG519XhqHz0Kujq9zlOKN3+pn41vqNDQP8BXj+EEEKvmqalgNpac+WK2lJoaGhNaGgotfqGCCHUhqgm/HcBwLcEQbgCwN9P3hsAAAsAYENbBIY6NxzhhhBCqK0cHB2vs03ksZf399CxLN11tpe3QxwIIYQQQgghhLqe56nhXwsAHwPA50/eKwaAVQAQp69gCIJwBIDtANAfAKQAcBQAPiJJUkEQhA8AfAcAPQDgLgBMJUky/cl6BACsBYBpTza1GwCWkCTZ4mzuCCH0MsLONqRvVCZZxQlWEWoDlWcpNGrfz/yu/qROVz8+hBBCCCGEACgm/J8kzr8CgK8IguA+eU/SBvFsh8flg4QAYAYAvwPALIIgdgBAEgB8/aTNDABIIgjCjSRJGQBMB4BgAPAGAPLJerkAsKMNYkQIoeeCk762P5wLgLpjCbpHm4/0afs4tN2pytXLdqg8KQBA8WmBTpic7eqw5A1CCCGEEEIIPT+qI/w12ijRr+YEANtIkmwEgBKCIE4DQE8AGAKPY/36SedDHEEQCwAgAABOA8AkANhEkuQDAACCIDYBwPuACf82g7X3X15dvY44erlh5whC6FVx54FYZxtBO8TR2eGTbQghhBBCCD2fFhP+BEHkwuPR8jqRJOmsp3i+BoAIgiDOAQAPAN4GgE/gcdI/o0mJnown76s7BW5oLbvx5D2EEEIIvaL09aQAgH6Ts3obud7Vnzro6senJ501Id5Z40IIIYQQQqira22E/zatrzkAEAMAVwDg0pP3+gOAPwBs0mM8F+BxeZ4aAKADwH4AOA4AKwCg6bDkagDgasVX3WQZhyAIQruTgCCI6U+2D/b29noMGyGEEEL68uGYHh0dwksBR4gjhBBqK1RK/gG0f9k/1LYiIyPtRSKRfMOGDTr/yAgNDXUUiUSyuLi44raI5fvvvzdbtGiRfU1NDf3333//d8CAAQ1tsR9dCILoffPmzVuenp7Spsvi4uIs9u/fb5mampoJAMBms32vXbt228PDQ9bS9pKTk7lTp051Ki0tzWjLuDsjkUjkFR8fnxccHPxM5ZDa2lri3Xffdbl69Spn4MCBNadOnbrflrG09f37Mho0aJDbmDFjKubMmVPedFlmZqZB9+7dvWQyWSqTyeyI8HR6ns+vV0GLCX+SJDWJfIIg9gHAOpIkv9BuQxDEUtDTSHqCIGjweLT+TgB4HR4n8fcAwDoAEAOASZNVTABA/SFR22S5CQDUNp20lyTJnU+2D3369MEJfRFCCCGEEEIIIfRKEIlEXuXl5UwajUay2WzV4MGDq/fs2VNgamqqAgA4ePBggb721VqinIrly5fbbty4sSAqKqpKXzG1dbK9vr4+rS2221ZaS8C3t/379/PKysqYFRUV6Z01ofwimnYKdWYXLlzI6ugY/gt9fn51BVRr+I8GAL9m3v8JAJbqKRZzALCHxzX8pQAgJQhiLwCsgcdPF3zcZMR+LwBQz8Z3Gx5P2HvlyffeT95DCKEuBSejRQB4H3SEtLRGnW0CplDcWCcsVSOu1f3/U992iAMhhBDqikp+D+3dltsXvJmYSrXt4cOHs4KDgyUFBQWMN998s9uKFSuEW7duLWrL+F6EWCw29PHx6ZBR/aj95efnGzo7Oze2lOyXy+XQlToC2kJXPkcqlQpIkgQ6nd7Robw0aBTb1cHjiXObGgIA9foIhCTJRwCQCwAzCYJgEARhBo8n480AgHMAoASAuQRBGBIE8eGT1dT/Y/4eAGIIghARBGEDAB8DwD59xIUQQujl09/tgM4XVWnp1TpfSL/+PnFM5wt1TscSrlN6UXHngVjnCyGEEEIvxt7eXjF06NCamzdvGqnfCw0NdZw7d66N+vsVK1bwraysellbW/favHmzJUEQvW/dumWoXl5ZWckYMmSIq7GxsW+vXr2637592xAAoE+fPu4AAH379vVgs9m+u3bt4jXdv1KphEWLFgltbGy8zM3NvUNCQhzLy8vpDQ0NBJvN9lUqldC3b18POzs7z+biT0tLY73++utupqamPo6Ojp67d+/W7OPIkSOmLi4uPY2NjX2tra17rVy5kl9TU0MLCwtzKysrY7LZbF82m+2bl5fHTElJYfv4+HTncrk+VlZWvSZOnGjf2NhIaO/r+PHjpra2tl48Hs97xowZtkqlstlzqn1+motBu+2qVav45ubm3lZWVr22bNlioX0NoqKi7AcNGuTGZrN9/fz8uhcUFDCio6PtTExMfJycnHr+9ddfmmuWl5fHDAwMdOHxeN4ikchrzZo11uplMTExNiNHjnQOCQlxNDY29nV1de154cIFNgBAcHCwk1gsNoiIiHBjs9m+K1aseCo+AICysjL60KFDXXk8nreJiYnP0KFDXXNycjQZZX9/f/d58+bZ+Pn5dTc2NvYdMGCAm1gs1gwsjo+PN7exsfEyMzPzWbx4cYuVJufPn2/z1VdfCU+ePMljs9m+X331lWVcXJyFn59f96lTp9qZmZn5fPzxxzYNDQ3E9OnTbYVCoZeFhYV3ZGSkfW1treZaHTp0yLR79+4eXC7Xx9fXt/vly5c15+mvv/4y8vDw6GFsbOwbFBTkLJVKn8qHbtq0ydLe3t7T1NTUJyAgwDUvL09znARB9F67dq2Vg4ODp7Gxse+8efNsbt++bejr69udw+H4jhw50rnpPQMAcP36ddbChQsd0tPTOWw225fL5foAAJSXl9NDQkIceTyet42NjdeiRYuELd1TMTExNiNGjHAOCgpyNjY29vXw8Ohx6dIlzXGJRCKv5cuXC7p16+ZhbGzsJ5fL4cCBA6aurq49uVyuj7+/v/v169dZAADLly8XjBgx4qk5WKdMmWI3efJkO/X13Lx5syUAgEKhgOnTp9vyeDxvW1tbr2PHjplqr1deXk4fO3asg/rzYe7cuTYKhaLZY0hJSWF7enr24HA4vhYWFt7Tpk2zVS/7448/jH19fbtzuVwfd3d3j+TkZHXpdvD393efM2eOyM/PrzubzfZbuXKlwNPT86nar6tXr7YOCAhwBXj28+vHH3806969uweHw/G1s7PzPHr0qImu2G/dumXYt29fdy6X68Pj8byDgoL0NWdtu6Oa8P8KAOIJgthBEMTkJ68dALD1yTJ9GQ0AIwCgDACyAUAOAPNJkpQBQDAATASAKgCIBoDgJ+8DAHwLACcA4CYA3AKAk0/eQwihDocJY4Sez11Jpc4XFR+O6UHphVBHSEtr1PlCCCGE2kpOTg7z7NmzJk5OTs2W3Dl69KjJjh07BKdOnbqXk5Nz6/z589ymbU6cOGG+atWq4qqqqjRHR0fp4sWLRQAA165dywQAuHr16p36+vq0999//5k/3rZu3Wpx+PBhizNnzmTm5uberKuro0+dOtXeyMiIVJfGuXr16p3CwsJbTdetqamhvf32293Cw8MrHj16lH7gwIGchQsX2qemprIAAD788EOH+Pj4/Lq6urTbt2/ffuuttyQmJiaqo0ePZllZWcnr6+vT6uvr0xwdHeUMBgM2bdpUWFFRkf7nn3/+++eff3LXr19v1eQ4zVJTU+9cuXLl7m+//Wa2ZcsWS13nt7kY1MvKy8uZ1dXVdLFYnLFt27b8JUuW2JeVlWmGLp88eZIXGxtb9OjRo3QDAwNV//79e/j5+dVXVFSkv/POO5UxMTF2AI87TYKCgly9vLzqxWJxxu+//565Y8cOfmJioqbk9R9//GEWERFRWV1dnRYYGFg1Z84cewCA48eP5wqFQtnhw4ez6uvr09asWVPa9BiUSiVMmjTpUUFBwc38/PwMFoulmjFjxlMTYh47dsx83759uaWlpelyuZz2+eef8wEAUlNTWQsXLnT47rvvcsVi8Y3y8nJGaWmpQXPn6quvviqeM2dOSVBQUGV9fX3a/PnzHwEAZGRkGDs7O0vLysrSv/jiC/GHH35om52dzUpPT7+TnZ19s6SkxGDx4sU2AI8T+rNnz3bcvn17fmVlZXp0dHTZ6NGjXRsaGojGxkZizJgxruHh4eUVFRXpYWFhladPnzZT7/+XX37hrlmzRnTw4MH7JSUlN+zs7KRhYWFPJXp///13k7S0tDvnz5+/+8033wimTZvmcODAgfv5+fkZmZmZRrt27TJvelx+fn6NGzZsyPfx8amtr69Pk0gk6QAA06ZNs6upqaHfv3//ZkpKSmZCQoJFXFxci/fUmTNnzMLCwiqfxF4RFhbmKpVKNR0MiYmJ5r/++mtWRUVF2t27dw2nTZvmvGHDhsJHjx7deOutt6qCg4NdGxsbiUmTJlWcP3/etLKykgbwOKmfnJzMmzBhQkXTfW7evNnq999/N7169eqd1NTUO8ePH3+q0y4iIsKRwWBATk7OrbS0tDspKSmmX331VbPHMH/+fPuZM2eW1tbWpt2/f//muHHjKgEAcnNzmaGhoW5LliwRV1VVpa9du/ZBVFSUS3FxsabT6OjRo+Y7d+7Mk0gk12NiYspyc3NZN2/e1HQ6/vTTTxYRERHPzDmQkpLCnjlzpuOXX375oLq6Ou3ChQuZLi4uMl2xL1261CYgIKC6qqoqvaioKGPu3LkPW7ounR2lhD9JkusBYAIAeAHA5icvLwCYRJLkOn0FQ5JkOkmSQ0iS5JEkaUmS5FiSJEufLEsjSbI3SZJGJEn6kSSZprUeSZLkIpIkzZ+8FjWt348QQggh1Bnoa+Q6JowRej4Bc2frfCGEUFcXGRnp+mS0dy8LCwvFhg0bmp209MiRI+bh4eGP+vTp08jlclWxsbHPtAsMDKwcOnRoPZPJhPHjx1fcvn3bqLlttbB9i1mzZpV6eHjITE1NVRs2bHiQnJzMk8vlVNY1FYlE0nnz5pUzmUwYMGBAw9tvv1118OBBHgAAg8Egb968yaqoqKBZWVkpBw4c2GJlijfeeKN+2LBhdUwmE9zd3WWTJ08uu3jx4lOdGwsXLizh8/lKNzc32QcffFD6008/PZPcbaq1GBgMBrlhw4ZiQ0NDMjw8vNrIyEiVkZHBUi8PDAyseuONN+rZbDb5zjvvVBkaGqo+/PDDcgaDAVFRUZV37txhAwCcP3/euKKigrFx40Yxi8UiPTw8ZBMmTCg7dOiQJr7evXvXhoeHVzMYDIiOji7PzMxk6zzBTwgEAuXkyZOruFyuisfjqT755BPxlStXnjo348aNK+/Vq5eUw+GQo0ePrrh58yYbAODQoUO8gICA6rfffrvWyMiI3Lx5czFBEM+Vp7OyspItX778IZPJBDabTR48eNBy69athXw+X8nj8VTLli0THz9+3BwAYPv27VYTJkwoCwgIqGMwGDBnzpxyJpNJnj171jglJcVYoVAQn3zyyUNDQ0NyypQplV5eXprr8eOPP5qHh4eXDxw4sN7IyIiMi4srSk9PN87MzNR0UCxevLjE3Nxc1adPn0Y3N7eGgICAGg8PD5mFhYUyICCgOi0tjdJ5fZJkN1+/fn0Rj8dTubu7y2bPnl1y6NAhi5bW6dmzZ/2UKVMqDQ0NyVWrVpXKZDIiJSXFWL38gw8+KHV1dZVzOBzyhx9+MB86dGh1SEhIjaGhIbl69erSxsZG2pkzZzjdunWTeXh41B84cIAHAHDixAkTFoulGjZsWF3TfR47dow3c+bMh66urnI+n69cvHhxiXpZYWEh4/z586Y7d+4sMDExUYlEIsWHH35YevTo0WZ/LhgMBpmdnc0Si8UMU1NTzf52795tMWTIkOrw8PBqOp0OISEhNZ6ennWJiYmapwnCw8PL+/Tp08hkMsHCwkI5fPjwqv3795sDANy8edMwNzeXNW7cuGdGUO7atctq7Nix5SEhITV0Oh2cnJzkvr6+jbpiZzAYZEFBgWFeXh6TzWaTgYGBtVSua2dEdYQ/kCSZQJLkAK2k+gCSJBPaMjiEEEIIoRdVeTWN0gshhBBC6FVx8ODB7Lq6urTk5OTMnJwcVklJSbNzO5aUlDDt7OzUVRVAPTpWG5/P12TnjY2NVfX19ZQLbJeWljIdHR0123Rzc5MplUriwYMHOouQ5+fnG2RkZBhzuVwf9ev48ePmJSUlTACAw4cP55w+fdrU0dGxV9++fd3PnDlj3NK2MjIyDIcOHepqaWnpzeFwfL/88ktRRUXFU+dEO05HR0dZaWmpzhhbi8HU1FShXWvdyMhIJZFINPk5a2trufYyS0tLTa0UNputamhooAMA3L9/36CsrMxA+zzExcUJy8rKNPFbWVlptsXhcFRSqZSg0qkCACCRSGiRkZEONjY2XhwOx/ett97qLpFI6NqlWwQCgWZjbDZbVV9fTwMAKC4uZopEIs15MzExUZmZmTVf86UFQqFQs22xWMxobGykvfbaaz3UxxoSEuJWWVnJAAB48OCBwc6dO/na56K0tJT54MEDg8LCQqa1tbWcRvtfCtTW1lbzZEtJSYmBg4OD5ntTU1OVmZmZMj8/X3ORbGxsNLGzWCyV9r1vZGSkqquro5RfFYvFDIVCQbi5uWnOjZOTU6v3lI2NjaYtnU4HPp8vLyws1LR3cHDQxFJcXPzUzy2dTgehUChTtx8zZkxFQkKCOQDAgQMHzEePHv3M6H6Axz+f9vb22j//mvOTnZ1toFAoCKFQ6K0+1x9//LFDeXl5s8ewd+/evOzsbEMPD4+enp6ePQ4dOmQK8Pjn+NSpUzzta5aamsoRi8Wa7WgfCwBAZGRkxbFjx8wBAPbt22f+5ptvVnG5XFXTfRYVFTFdXFyeGf2kK/YtW7Y8IEkS+vfv38PV1bXn119/3WJHTGdHddJehBB6KYiLn3nisxk+bR0GQq8cHBmLOjO8PxFCCKGnBQUF1YaHh5d/9NFHtmfOnMlpupzP58sfPHigGeGck5PTbDmWF8Xn8+V5eXmabWZnZxvQ6XTS1tZWZzbazs5O3rdvX8nff/+d1dzywYMH1//xxx85UqmUWLt2rVVUVJRLSUlJRnMjzGfMmOHg5eVVf+zYsfs8Hk/12WefWSclJT1VviQvL8+gT58+jQCPk5Tayd6WtBSDrvWeh6Ojo0wkEknz8/Op/Cf4uX322Wf87Oxs1j///HPX3t5e8ffffxsNGDDAg0pBDaFQKM/MzNQ88SGRSGhVVVXPlYPUvl4CgUDBYrFUGRkZt52cnJ45/yKRSD537lzxunXrSpouO3nyJOfhw4dMlUoF6qR/UVGRobqclUAgkOXn52vKxNTU1NCqqqro2on0F0UQT5f2FwqFCgaDQWZlZRn07t27EeDx/dXaPVVcXKz5OVEqlVBaWsq0s7PTtNc+TzY2NnLtJ21UKhWIxWIDdfuJEydWfvrpp3Y5OTnM3377zez8+fP/NrdPa2treUFBgWa/9+/f15wfZ2dnuYGBAVlRUZFOZZJgLy8v6YkTJ3KVSiV8//33vMmTJ7sEBQWl29nZyUJCQsoPHz6c39K6Tc9fcHBwzQcffMD4+++/jY4dO2a+bt26wubWE4lE8pycHFbT93XFbm9vr1DH89tvv3HefffdbsOHD6/19PRstvRZZ4YJf4ReMZ0xIU4tJoDOGZdPW4fxlOeZbBZ1XV39Ppj61Xi9bOduSS6ldljFHyGEEEKvoqVLl5a6uLh4Xbp0yah///4N2svGjh1bMXv2bMfo6OhyNzc32cqVK4XPs20LCwvFvXv3DFtKlI0ZM6Ziy5YtguDg4GqhUKhYtGiRKCgoqJJKAnHs2LFVq1evFsXHx5tPmzatEgDgn3/+MeJyuSoPDw/p3r17eWPHjq22sLBQmpiYqGg0GgnweJR2dXU1o7y8nG5hYaEEAKitraWbmJgoTU1NVWlpaaw9e/ZYW1hYPJV83bRpk2Dw4MF11dXVtB07dljPnj37mXr32hobG4mWYtCnIUOG1BkbGyuXL18uWLp0aSmLxSLT0tJY9fX1tMGDB7dYxkjN0tJSnp2dbQgAkuaWSyQSOovFUllaWipLS0vpq1atsmmuXXPGjRtXOWjQIMFvv/3GGTx4cN3HH39sQ5LkMxPbUkWn0yEiIuLR7Nmz7Xbt2lUgEokUubm5zOvXrxuFhobWfPDBB2Vjx451DQwMlAwZMqSutraW9uuvv3IDAwMlw4YNq6PT6WRsbKz1okWLyg4fPmyakZHBHjhwYA3A41HjU6ZMcZ44cWK5r69v47x580Te3t517u7uzzzV8ryEQqG8pKTEoLGxkWCxWCSDwYCRI0dWLlmyRJSQkJBbVlbGiI+P58+ZM6fFe+r27dvs/fv3m0VGRlbFxsbyDQwMyKFDhz5ThgcAICoqquK1117zSEpK4o4YMaI2NjbW2sDAgBw+fHgtwOOfAX9/f8mECRMcbW1tZX5+fs3WAB09enTlt99+ax0aGlplYmKiWr9+vWbSZQcHB/mAAQOqp0+fbrdp06YiU1NT1b///muYl5fHDAoKeqYEzvbt282Dg4NrbGxsFDweTwEAQKPRyKlTp5a/9tprHomJiZXvvfdejUwmI86ePcvp0aNHo4uLS7MdIIaGhuTIkSMrFyxYYFtdXc0ICQmpaa7d+++/X/buu+92e/fdd6tGjRolKSgoYFZVVdF9fX0bW4t9z549vMGDB9e6uLjILSwsFARBQFv87LYHyiV9EEIIIYReJlQm/6U6ATBCCCGEUFdjY2OjGD16dPmnn376TCJ37NixNdOmTXv41ltvubu4uHj269evDuBxORMq2160aFHxjBkzHLlcrs/u3bt5TZfPmzfv0ZgxY8qHDBnS3dHR0cvQ0JDcvXt3AZVt83g81alTp+799NNP5gKBoBefz/devHixbWNjIwEAcPDgQQsnJycvDofj+91331nt3bs3FwDA19e38Z133qlwcXHx4nK5Pnl5ecz169cXJiYmmnM4HN9p06Y5BAcHP1PiJCgoqMrX19ejT58+PYcPH1790UcfPdIVY0sx6BODwYBff/01OyMjw8jR0bGXubm5z7Rp0xwrKysplVZauHBhyaZNm4RcLtdn5cqV/KbLlyxZUtrY2EiztLT06devX4+33nrrmVrpLenTp0/junXrCiZPnuwkEAi8eTyegs/n/6cEenx8/ANnZ2dpv379enA4HN9hw4Z1u3v3LgsAYNCgQfXbtm3Lmzt3rr2pqamPi4uL5/79+y0AAFgsFnnkyJGcgwcPWpqbm/skJCSYBwYGVqm3GxwcLFm6dGlxeHi4i0Ag8M7LyzNMSEi4/19iVRs1apTEzc2tgc/ne/N4PG8AgN27dxew2WyVs7Oz16BBg7qHhoZWzJs3r8V7avjw4VUJCQnmZmZmvkeOHLE4cuRIjqGhYbNJaG9vb+m3336bGxMTY29pael96tQps+PHj2exWCxN+/Dw8PJLly6ZhIWFPTPZrVpMTEzZkCFDanr37t3Tx8fH4913333qP00JCQl5MpmM6NGjh6eZmZlPWFiYS1FRUbO9db/99pupp6dnTzab7btgwQL73bt33+dwOKSrq6s8ISEhe+3atUILCwsfkUjUa+PGjXyVStVqx9CECRMqLl26ZNJaB+HQoUPr4+Pj8xYuXGhnYmLiO3jwYPf79+8b6Ir9ypUrxv379+/BZrN9Q0JCXNesWVPg4eHxnzt+OgKO8EcIIYQQQgghhBBqI4I3E1M7OgYAgKKioptN3ztw4IAmyZ6YmJinvezLL78s+fLLL0sAAK5fv85atmyZpl5407ajRo2SlJaWakrWLFq0qGzRokVlLcVCp9Nh48aN4o0bN4qbW06SZKvnzNvbW3ru3Lns5pZdvHix2VI/AAA//fTTU3E7OjrKc3Nzb7fUXh3HihUrHjZdNnfu3PK5c+eWN23bWgxNzxPA09el6XmNiYl5FBMTo0kGe3p6ShUKhWY/jo6O8hMnTjTbmbB58+anJlp2d3eXaccYFRVVFRUVVdXcuuptX7lyJVP7vYULF2piabqs6fmYM2dO+Zw5czTfN1dup6VYm24LAIDNZpPbtm0r2rZtW1Fz2wgLC6sJCwtrdsT3oEGD6u/evXunpf23dr82vRdTU1OfOu64uLhmJ74GeNzZ0PQ+tbKyUiYlJVHuADI0NCRbat/cz/TEiROrJk6cWNXS9mbPnl0xe/bsZzq2tK8nk8mE7777rvC7777TlMxZunSp5vxYWFgon3x26Oyka+1YAwIC6q5evZrZ3LKm95faiBEjapv7fGj6s9PSeWgt9h07djzYsWPHg5bifZm0mPAnCEIJAEKSJB8SBLEHAOaRJNnsYz4IIYSQPqSlUx40gtBLKy2t2SdnnxIwpR0C0XIs4brONiN92j4ObZ3xPHV1ONcBQgghbd9//73ZmDFjqmtra2kLFiywHTp0aBWVkjsIIYQ6Vmsj/BsAgAMADwFgEgAshhbqeiGEEEIIdTb6mgsAIYQQQuhVtGvXLqvZs2c70mg08Pf3l1AtuYMQQqhjtZbw/xsAjhMEkQoABADEEQTR0FxDkiSj2yI4hBBCCL2CKs9SaERhJDKl7VDcFkIIoefWGZ8eQghR11ppHIRQ22ta6gghqlpL+E8AgAUA4AoAJABYAECzs6sjhBBqH1jyBiHq7jxotiTsMwRtHAdCCCGEEEIIIdReWkz4kyRZCgALAQAIgsgFgHEkSbY4gzNCCCGEkD5QSdS3d5Iea5sjhFDXgE8dIIQQQqira22EvwZJkk5tHQhCCKH2Iy6+RbGlT1uGgTqB/m4HOjoEhF5J2In08qKSMAbApDFCCCGEEOoYNKoNCYIIIgjiAkEQjwiCKCMI4jxBECPbMjiEEEIIIYQQQgghhBBCCFFDaYQ/QRDTAGA7ABwAgP1P3n4DAH4mCGImSZJ72ig+hBBC6LnhXAcvt7S0Rp1tAqa0QyAIIYTQS6YzlizqjDEhhBBCXRnVEf6LASCGJMkpJEl+9+Q1GR5P6rukzaJDCCGEEEIIIYQQQp1WVlaWAZvN9lUoFG26n7i4OIvevXu763u7ycnJXD6f30v9vaura8/k5GSuvvejL6GhoY5z58616eg4tDW9Nmw22/fOnTsGbbGvQYMGuW3dutWiLbbdmrlz59rweDxvS0tL7/bed0fKzMw0IAiit1wub3Z5Z/95eVVRGuEPAPYAcLqZ908BwEb9hYMQQgghXfAJBmqoPCkAgE8LIOrEtWk62/i2QxwIoa4FR8Cj9iISibzKy8uZNBqNZLPZqsGDB1fv2bOnwNTUVPVftuvm5iarr6/X/UvyJZGdnX27o2N42enrfoiJibHJyckxTEpKylW/d+HChSx9bPt5ZGVlGezcuVOQk5OTIRKJnqtnSyQSecXHx+cFBwdL2iI2giB637x585anp6e0Lbaviz5+Xpq7zp1ZXFycxf79+y1TU1MzOzqWllBN+BcAwJsAkN3k/bcAIF+vESGEEEIIIYQQQgh1ESXX4nu35fYFfWanUm17+PDhrODgYElBQQHjzTff7LZixQrh1q1bi9oyPtS1yOVyYDKZHR1Gu7p//76Bqamp4nmT/VR09PlUKBTAYFBND3cMlUoFJEkCnU7v6FBeGlRL+mwEgC0EQewiCGLKk9duAPgKcIQ/QgghhBBCCCGE0EvD3t5eMXTo0JqbN28aqd/7448/jH19fbtzuVwfd3d3D+0yHf/++69Bnz593I2NjX1ff/31bhMmTLB/7733nACeLfmRl5fHDAgIcDU1NfWxt7f33LRpk6V6OzExMTYjR450DgkJcTQ2NvZ1dXXteeHCBbZ6+bJlywR2dnaexsbGvi4uLj2///57MyrHo45h48aNltbW1r2srKx6rVy5kq9e3tDQQERHR9tZW1v3sra27hUdHW3X0NBANLctkUjkdfz4cS7A42TokiVLNDH17NmzR3Z2NnPChAn277//vq32egEBAa6rV6+2bm6bU6ZMsRMIBL04HI5vz549e5w+fZpD9Zz89ddfRh4eHj2MjY19g4KCnKVSaau5vE2bNlk6Ozv3VJ/DP//8kw0AcP36dZa/v787l8v1cXV17XngwAFT9Trl5eX0kJAQRx6P521jY+O1aNEioVKpBIDHo5n9/Py6T5061c7MzMzn448/tikpKaEHBAS4cjgcXy8vrx45OTmG2jEQBNH71q1bhgCPSxBNmDDBfsiQIa7Gxsa+vXr16n779m1N+5bOzdGjR022bt0qOHnyJI/NZvu6u7t7AAD4+/u7b9682RIAQKlUwqJFi4Q2NjZe5ubm3iEhIY7l5eV0gP/dE1u3brUQCoVePB7Pe/HixYKWzltL5+D48ePc9957r1tZWRmTzWb7hoaGOjZdVywWM4YOHerK5XJ9TE1NfXr37u2uVCohODjYSSwWG0RERLix2WzfFStW8NVxffXVV5ZCodCrf//+7k3LSgFQuw/79OnjDgDQt29fDzab7btr1y5ec6Wvml6P8ePH2w8ePNjVyMjINzk5mXv48GHTHj16eHA4HF+BQNArJiaGcsko7Th13cvLly8XWFtb9zI2NvZ1dHT0TEpK4rZ2nefMmSPy8/Przmaz/e7evWuovS/1/pp+Dm3ZssVCIBD0MjEx8Vm/fr3V+fPn2d26dfPgcrk+EydOtNeO/euvv7ZwdnbuaWJi4jNw4EC3e/fuacpQEQTRe/369VYODg6eXC7XZ8KECfYqlQquX7/OWrhwoUN6ejqHzWb7crlcHwCAI0eOmLq4uPQ0Njb2tba2furzpyNQSviTJPktAIQDQA94nODfCADdAWAsSZI72y48hBBCCCGEEOqajiVc1/lCCKG2kJOTwzx79qyJk5OTFAAgNzeXGRoa6rZkyRJxVVVV+tq1ax9ERUW5FBcXMwAAIiIinP38/OrKy8vTV61aVfzzzz+3WEM9LCzM2cbGRiYWi28cPnw4Z82aNaJffvlFk6T7448/zCIiIiqrq6vTAgMDq+bMmaNJwrm6ukovXryYWVNTk7ZkyZLiGTNmOOXn51Me/nz+/Hludnb2rZMnT2Zt3bpVoE4OLl26VJiammqclpZ2Jz09/U5aWprxkiVLhLq2t3r1av6xY8fMk5OTsyQSSdru3bvzOByOKjo6+lFSUpK5OikuFosZly5d4kZHR1c0t52+ffvWpaen366srEwLCwuriIqKcqmvr9d0OLR0ThobG4kxY8a4hoeHl1dUVKSHhYVVnj592qylePfs2cNbt26dzd69e3MlEklaUlJStrW1tUIqlRLBwcGuAQEB1WVlZTc2b95cMH36dOcbN24YAgBMmzbNrqamhn7//v2bKSkpmQkJCRZxcXGajpqMjAxjZ2dnaVlZWfoXX3whnjZtmgOLxVIVFxff2LNnT+6hQ4csW4oJAODEiRPmq1atKq6qqkpzdHSULl68WKTr3ISFhdXMmTOnJCgoqLK+vj4tMzPzTtPtbt261eLw4cMWZ86cyczNzb1ZV1dHnzp16lNJ3b/++ouTlZV169dff7331Vdf2Vy/fp3VXIwtnYPg4GDJ0aNHs6ysrOT19fVpiYmJeU3XXbNmDV8oFMoePXp04+HDhzdiY2OLCIKA48eP5wqFQtnhw4ez6uvr09asWVOqXufChQuczMzM2+fOnbvX2rkDaPk+vHbtWiYAwNWrV+/U19envf/++5W6tgUA8Msvv5gvX75cXFtbm/bWW2/Vcjgc1f79+3Orq6vTkpKSsvbv32/1ww8/mFHZVlMt3cs3btww/O6776yvXLlyt66uLu2333675+rqKmvtOh89etR8586deRKJ5Lqbm5uMyv4vX75sfP/+/Zv79u27/8knn9h9/vnnwpSUlHsZGRm3k5OTeSdPnuQAAPz4449mmzdvFh49ejSnvLw8/fXXX68NDw931t7WqVOnTFNTU+9ev379TnJyMu/YsWMmfn5+jRs2bMj38fGpra+vT5NIJOkAAB9++KFDfHx8fl1dXdrt27dvv/XWW21SwokqqiP8gSTJn0mSHEiSpMWT10CSJJPaMjgEcDf6Q0ov1PXdvSvW+UIIoY4irk3T+UIIIYQQQh0rMjLS9cnI214WFhaKDRs2FAMA7N6922LIkCHV4eHh1XQ6HUJCQmo8PT3rEhMTTbOysgxu3bplvGnTpmIWi0UGBgbWDhs2rKq57WdnZzPT0tI4W7dufcBms8nXX3+9ITIy8tH+/fs1HQS9e/euDQ8Pr2YwGBAdHV2emZmpGQEcHR1d6ejoKKfT6fD+++9XOjg4SC9evGhM9fg+++wzsYmJicrf378hPDy8/ODBg+YAAImJiebLli0Ti0QihY2NjWLFihXFR48e1Tnx6w8//GC1cuXKYm9vbymNRoP+/fs3CAQC5dChQ+s5HI7yl19+MQEA2Lt3L8/f319iZ2fXbMmXWbNmVQgEAiWTyYTVq1eXymQy4saNG5rEc0vnJCUlxVihUBCffPLJQ0NDQ3LKlCmVXl5e9S3Fu2fPHss5c+aUDB48uJ5Go4Gnp6e0W7duspSUFOP6+np6bGxsCYvFIt99911JQEBA1f79+y0UCgUkJyebr1+/vojH46nc3d1ls2fPLjl06JDm/FhZWcmWL1/+kMlkAovFIk+fPm0WGxtbbGJiourbt2/j2LFjy1s7j4GBgZVDhw6tZzKZMH78+Irbt29rnizRdW5ac+TIEYtZs2aVenh4yExNTVUbNmx4kJyczNOeYDY2NraYw+GQ/fv3b3B3d2+4du2aUdPtUDkHrWEymWRpaSkzKyvLwNDQkBwxYkQtjdZ6ylV9/jgcDqlr+y3dh1Ria87w4cOr3nrrrTo6nQ5sNpscNWqUxN/fv4FOp0O/fv0a3nvvvYpz58690ES8Ld3LdDodZDIZkZ6ezpJKpYS7u7usZ8+erc47EB4eXt6nT59GJpMJhoaGOs8TAEBsbKyYzWaTo0ePrjEyMlKFh4dXiEQihZOTk7xv3761qampbACAnTt3Ws2fP7/Ez8+vkclkwpdffin+999/jbRH+S9ZsqTE0tJS6ebmJuvfv7/k+vXr7Jb2y2AwyJs3b7IqKipoVlZWyoEDB7b4c9oeKCf8Ucc4lnWd0gshhBBCCCGEEEKoNQcPHsyuq6tLS05OzszJyWGVlJQwAADy8/MNTp06xeNyuT7qV2pqKkcsFjMLCgqYJiYmCi6Xq5nc19bWttnRtgUFBQYmJiYKHo+naevg4CATi8WaUfpWVlaabCyHw1FJpVJCnaDdtm2bRffu3T3UMWRnZxuVlZVRLjDu4uKiicvBwUFaUlJiAABQVlZm4OLiokkuOjs7yx4+fKjzyYHS0lKmu7t7Y3PLIiIiyn/44QdzgMeJ58jIyGZH9wMArFy5ku/s7NxTfVy1tbX0hw8fao6rpXNSWFjItLa2lmsnj21tbVtMkorFYgNXV9dnlhcWFjIFAoFMuwa6nZ2drLi4mCkWixkKhYLQHkHt5OQkKy0t1ZwfoVCoia+4uJihVCqJpue6pZgAAPh8vmZ9Y2NjVX19vSYQXeemNaWlpUxHR0dNHG5ubjKlUkk8ePBAE7u9vb1m30ZGRqra2tpnCsFTOQetWbVqVYmzs7N0xIgR3Wxtbb2WLVvWYukgNRcXF7muNmqt3YcvwtbW9ql9nz171rhfv37deDyeN5fL9Tlw4IBVeXn5CxX2b+le9vT0lH7xxReFn3/+uY2VlZX3qFGjnPPy8lo9v3Z2dpRG9WvTPjZDQ0OVUCjUdMKxWCzN9S8qKjJYvny5nfq+MzMz8yFJktB+okgkEjW9d1rMox8+fDjn9OnTpo6Ojr369u3rfubMGcodlW2hc8/KgGDqSp1PmFG2ImCBzjZrzuKUDJ1Vf7cDHR0CQgghhDoZqk/P+LZxHE1Riau9Y0IIIfQ/QUFBteHh4eUfffSR7ZkzZ3Ls7OxkISEh5YcPH85v2vbevXsGNTU1DIlEQlMn/R88eGDw7FYB7O3tZTU1NYzKykqaOulfUFBgoJ0wbsm9e/cMYmJiHE6cOHFv2LBhtQwGA7p37+5BkpQG9gIAQE5OjoGvr2+jer8CgUAG8HiEek5OjmGfPn0aAQByc3MNrK2tdcbE5/PlmZmZrL59+z6TbJ06dWq5j49Pz0uXLhndv3+fNX78+GbLqZw+fZqzbds2wenTp+/17t27gU6ng4mJiQ+V4xKJRPKHDx8yVSoVqJP+RUVFhupSTE0JhUJZdna2YdP37ezs5CUlJQZKpVIz8WlhYaGBm5ubVCgUKhgMBpmVlWXQu3fvRgCAvLw8A+0kPUEQmmBtbGwUdDqdbHKun9knFbrOjfZ+m8Pn8+V5eXmaezE7O9uATqeTtra28vv37zd7jzaHyjloDY/HU+3atesBADy4evUqKzAw0L1fv3517733XotlXWg0mubYuFyusrGxUZNMVigUUFFRocnZtnYfNsXhcFQNDQ2abRUUFDyT+216XidNmuQ0bdq0hykpKVlsNpuMjo62e9GEf2s++OCDig8++KCioqKCNmnSJIePPvrI9vjx47ktXWeCeHqaDSMjI1VdXZ3m2NQdli9CKBTKFixYIJ45c2aLHXUtaRoXAMDgwYPr//jjjxypVEqsXbvWKioqyqWkpCTjReP7r3CEfyd354GY0gshhBBCCCHUMiw99vKiMtcBzneA0PNbunRp6V9//WVy6dIlo6lTp5afOXPGLDEx0UShUEB9fT2RnJzMzcnJYXbr1k3Ws2fPuoULF9o0NjYSZ86cMT579qxpc9t0dXWV+/j41M6bN8+2vr6euHz5stGhQ4csJ0yY0GrJFwAAiURCIwgCBAKBHABgy5YtFtnZ2c+UX2nNqlWrhBKJhHbt2jXWkSNHLCMiIioBAEJCQirWrl0rLC4uZojFYkZsbKwwNDRUZ0wTJkwo++yzz2xu3rxpqFKp4PLly0YlJSV0gMcjtL28vOomTZrkNGLEiKqWSrNUV1fTGQwGKRAI5HK5nFiwYIGwrq7umVHmzRk2bFgdnU4nY2NjraVSKbF//36zjIyMFsuKREdHP4qPjxdcvHiRrVKp4NatW4b37t0zGDJkSB2LxVJ98sknAqlUSiQnJ3PPnj1rNmHChAoGgwEjR46sXLJkiaiyspJ27949g/j4eH5ERESz54fBYEBgYGDVJ598YiORSGipqamshIQESqVvnvfc8Pl8xYMHDwzUcyU0NWbMmIpvvvmG/++//xpUV1fTFi1aJAoKCqpkMilP+6A5puc5B00dOnTI9NatW4YqlQp4PJ6STqeT6g4aS0tLeXOdMNo8PT2lMpmMOHz4sKlUKiUWL14slMvlmpxta/ehhYWF4t69e5rt9+nTpz47O9vo77//NqqvryeWLFmicwLeuro6urm5uZLNZpMpKSns48ePm1M57udx48YNw19++YXb0NBAsNlsksVikepOD13XWc3Dw6P+8OHD5lKplLhw4QL71KlTvBeNZ/r06WWbN28WXrt2jQXweNLmPXv2UNqeUCiUl5SUGDQ2NhIAj+fa+Oabb8zLy8vphoaGpImJiUq7Q6cj4Aj/Ti4tjdoTOwFTdLf5cEyP/xgNQggh1DwqiZaRPtS2FTB39n8LBiGEEEII6WRjY6MYPXp0+aeffmrz22+/5SQkJGQvXrzYNjo62plGo5He3t51u3btKgAAOHjwYO7EiRMdLSwsfHr16lU3atSoypaScwkJCfenTZvmIBQKvU1MTBSLFy8uDg4O1jmBZe/evRunT59eOmjQoB40Go0MDQ0t9/X1rX2eYxo0aJDExcXFU6VSEbNmzSoZPXp0DQDA2rVrxbNmzaJ7e3t7AAAEBQVVrl27VufoyVWrVpVKpVLaiBEjulVVVTGcnJwak5KSsgFACQAQFRVVPnv2bKdNmzYVtrSN0NDQ6qNHj9Z4eHh4GRkZKWfMmFGqfvJAFxaLRR45ciRnxowZjmvXrhUNGTKkOjAwsKql9tHR0ZWPHj1iTJgwwfnhw4dMkUgk27dv3/1u3brJjh8/njVz5kyHrVu3CqytreXffPNNrnqE/u7duwumTZtm7+zs7GVoaEhGRUWVzZs371FL+9m1a1fB+PHjHYVCobeTk1NjRETEoz///PO5a77rOjcTJ06sOHLkiDmPx/OxtbWV3rlz5672+vPmzXtUXFzMHDJkSHepVEoMGjSoZvfu3QXPGwfA858Dbffu3TNcsGCBfUVFBcPExEQ5efLksnfeeUcCALBw4cKShQsX2q1evdp2/vz54uaeBLGwsFCuW7euYM6cOQ6zZs0iPvzwwxI+n685D63dh4sWLSqeMWOG46RJk2hfffVV/rRp0yrnz59fHBQU1M3Q0JBcuXLlg0OHDlm1Fv+mTZsKli9fbrtkyRJ7f39/yahRoyqrq6spdUpR1djYSFu+fLntuHHjWAwGg/Tz86vdu3dvPoDu66y2du3aooiICGcej+fj7+8vee+99yoqKytfKLc9ceLEKolEQouMjHQuLi425HA4yjfeeKMmOjpa58THo0aNkmzbtq2Bz+d702g0UiwWZxw8eNBi8eLF9iqVinB0dGzcu3dv7ovEpS+Y8H+FfHfwO51tls+c2g6RIIQQQgi1HywvgxBCqCMJ+sxO7egYAACKiopuNn3vwIEDmuRoQEBA3dWrVzObW7dnz57S1NRUzbKgoCDnbt26NQIAuLu7y0iS1Byji4uLPCUlJbu57WzevLlY+/um627durVo69atRc2tO3fu3PK5c+e2OuJ63rx5jxYsWPBMkpbNZpP79u0rBIBnEvOjRo2SlJaWakpvaJ8nBoMB69evF69fv77ZzgEnJyeZQCCQBQUFtdihwWAw4KeffsoDgDz1e2vWrClVf63rnAwaNKj+7t27d1raflOLFi0qW7RoUVnT9/v06dPY0vW1srJSJiUlNZugbO6829jYKFq6xgAA2vEnJibmaS/TPt+6zo1AIFBq33cAAFeuXNF8T6fTYePGjeKNGzc+c32ansem6zbV2jloeo80tWrVqoerVq162NyyqKioqqioqCrt95rGBfDsef7ss88056G1+7C5671u3bqSdevWlai/nzVrlqZsTdPrAQAwZcqUyilTpjSb6G7uPGrT/nlp7V7u169fw82bN5tN5Ou6zmoeHh6yjIyMf6nG2fSaNb2+s2fPrpg9e3azJX2abkv7vLFYLPLcuXNP3f8XL17Mam47HYVywp8giG0AsJIkyeeubYQQQqjrEhffotDKp63DQKhNYcIYIYQQQq+y8+fPsy0tLZXdu3eX/vzzzyZnzpwxW7ZsWbPJu1eFVColvv76a/748eMfaU+qixBCHa3VhD9BELYkST548m0kAKwHgAqCIG4CwEiSJFt8ZAl1PvqcABghhBBCLwZLFiFEHXa2IYRQ51BUVMQMDw93ra6upvP5fPn69evzBwwY0NDRcXWU69evswYMGNCje/fuDcuWLSvVvQZCCLUfXSP8/yUIohwA/gIAFgDYAUABADgCwPPNgIFeiD6TAlQm9xXobW8IITUcAY86s7T06o4OAb0g7DhACCGEUHuJjIysjoyMbLGkSUfTVXZE3/z8/BobGhpwtneEUKekK+FvBgB+APAGAIwGgF8JgigFAEMACCQI4hhJktiTiRBCCCH0EuvvdqCjQ0AIIYQQQgghpAe6Ev5MkiSvAMAVgiBWAEBvABACwBkAiAaATQRBFJIk6d7Gcb6yzl76lVI7X1ecbBchhBBqK8cSrutsM9Kn7eNACCGEEEIIIYRaoyvhX0UQRDo8LuljAABGJEn+RRCEAgDCAaAIAPq2bYhIX9LSGnW2CZjSDoEghBBC7QBL3iCEEEIIIYQQetXomkZcBABrAEAKjzsHUgmCuAiPk/9+AECSJPln24aIEEIIIYQQQgghhBBCCCFdWh3hT5LkIwA4AQAnCIL4AAAGAUAPAPgeADYCwA8EQVwhSXJwm0eKEEIIIYRQB8LSTgghhBBCCKHOTldJn6aqSZJMIAjiOwAIAIB6AMBkP0LtIC29uqNDQAihFuGkrwhAv/cBlmRCCHV22AmIkG7JycncqVOnOpWWlmZ0ZByFhYWMkJAQl7t377IjIyPLdu3a9aAj43kZvCznrLPcY/9FaGioo0gkksXFxRW39b5Onz7N+eCDDxzz8vJu6WobFxdnsX//fsvU1NRMfcbQ9Jq5urr2/PrrrwtGjRol0ed+XmXPk/DvBY9r9gMA5AOAnCTJEgA4oveoEEIIIYQQQgghhJDeiEQir/LyciaNRiPV7925c+eWo6OjvCPjag9xcXFW5ubmColEkkaj6apu3fVRSeTiOeuaRowYUUsl2d+esrOzb3d0DF0N5YQ/SZKFWl97tk04qC3hSDmEEEIIoc5BXJums41vO8SBEEKo7cW+8Xrvttz+8ot/p1Jte/jw4azg4OAWR9HK5XJgMpn6CawTKSgoMOjevXsDJq6p+y/nrL3uI7lcf31VXfXeR68m/KRDCCGEEGpH4to0nS+EOgLemwgh9GoiCKL3l19+aeXg4ODp6OjoBQBw6NAh0+7du3twuVwfX1/f7pcvXzZSt8/Ly2MGBga68Hg8b5FI5LVmzRpr9bLa2loiNDTU0cTExMfFxaXn5cuX2dr7un79Osvf39+dy+X6uLq69jxw4ICpelloaKhjVFSU/aBBg9zYbLavn59f94KCAkZ0dLSdiYmJj5OTU8+//vrLCFrw+++/G3t6evbgcrk+np6ePX7//Xdj9XYTExMtvvnmGwGbzfY9fvw4t+m6z7vvlo7j7NmzxpaWlt4KhUKz7e+//96sW7duHgAASqUSli1bJrCzs/M0MzPzGTlypHNpaSkdACAzM9OAIIjeW7ZssRAIBL1MTEx81q9fb3X+/Hl2t27dPLhcrs/EiRPtteP++uuvLZydnXuamJj4DBw40O3evXsG2td1/fr1Vg4ODp5cLtdnwoQJ9iqVCq5fv85auHChQ3p6OofNZvtyuVyf5s5H03PW0NBAREdH21lbW/eytrbuFR0dbdfQ0EAAPC7Rwufzey1fvlxgaWnpPWbMGKem27SxsfG6ePEiGwDgm2++MScIove1a9dYAABfffWV5fDhw10AAP7rftasWWPt4uLSMycnh9nQ0EBMnz7dVigUellYWHhHRkba19bWtrgtsVjMGDp0qCuXy/UxNTX16d27t7tSqWz2fpsyZYqdQCDoxeFwfHv27Nnj9OnTHPWymJgYm5EjRzqHhIQ4Wov92gAAtwRJREFUGhsb+7q6uva8cOGC5mfhr7/+MvLw8OhhbGzsGxQU5CyVSlvMz966dcuwb9++7lwu14fH43kHBQU5q5e1dM8DAJSWltLDwsIcra2te5mYmPioz6/6uNXt1PejsbGxr4uLS8/vv//erKVYtKnv140bN1paW1v3srKy6rVy5Uq+enlr17EpkUjkpf65VCgUsGTJEk1MPXv27JGdnc2cMGGC/fvvv2+rvV5AQIDr6tWrrZvb5qsOE/6vkLOXftX5QgghhBBCCCGE0KvlxIkTZleuXLmbmZl566+//jKaPXu24/bt2/MrKyvTo6Ojy0aPHu3a0NBAKJVKCAoKcvXy8qoXi8UZv//+e+aOHTv4iYmJJgAAixYtssnLyzPMysq6+dtvv907fPiwpXofUqmUCA4Odg0ICKguKyu7sXnz5oLp06c737hxw1Dd5uTJk7zY2NiiR48epRsYGKj69+/fw8/Pr76ioiL9nXfeqYyJibFrLv7S0lJ6aGio28yZM0srKirS58yZUxoaGupWUlJCT0xMzHvvvfcqZs6cWVJfX5/W0hMOVPfd2nEEBATUGRkZKU+cOGGi3u6hQ4fMw8LCKgAAvvjiC+uTJ0+anTt3LlMsFt8wMzNTTps27akk/uXLl43v379/c9++ffc/+eQTu88//1yYkpJyLyMj43ZycjLv5MmTHACAH3/80Wzz5s3Co0eP5pSXl6e//vrrteHh4c7a2zp16pRpamrq3evXr99JTk7mHTt2zMTPz69xw4YN+T4+PrX19fVpEokkvem5aO6cLV26VJiammqclpZ2Jz09/U5aWprxkiVLhOp1ysvLmRUVFfTCwsKMH3/8Ma/pNvv16yc5c+YMFwDgwoULXFtbW+kff/yh/p7zxhtvSAAA/st+FixYIDx48KDFxYsXM11cXOQffvihbXZ2Nis9Pf1Odnb2zZKSEoPFixfbtLStNWvW8IVCoezRo0c3Hj58eCM2NraIIJrNUUPfvn3r0tPTb1dWVqaFhYVVREVFudTX12sa//HHH2YRERGV1dXVaYGBgVVz5syxBwBobGwkxowZ4xoeHl5eUVGRHhYWVnn69GmzZnfy+HzYBAQEVFdVVaUXFRVlzJ079yFA6/c8AEB4eLhTQ0MD7fbt27fLyspuzJ8/v7S57bu6ukovXryYWVNTk7ZkyZLiGTNmOOXn51N+1OH8+fPc7OzsWydPnszaunWrQJ2413UdW7J69Wr+sWPHzJOTk7MkEkna7t278zgcjio6OvpRUlKSuboDRiwWMy5dusSNjo6uoBrrq6TTJfwJgoggCOIuQRB1BEHkEATxxpP3hxEE8S9BEPUEQaQQBOGgtY4hQRB7CIKoIQiihCCImI47AoQQQi9KXHxL5+tlReXYXubjQwh1jGMJ1ym9EEIIIQCAyMhIVy6X68PlcjUjfgEAlixZUsLn85UcDofcvn271YQJE8oCAgLqGAwGzJkzp5zJZJJnz541Pn/+vHFFRQVj48aNYhaLRXp4eMgmTJhQdujQIXMAgF9++cV86dKlYj6fr3R1dZXPmDFDk2RMSUkxrq+vp8fGxpawWCzy3XfflQQEBFTt37/fQt0mMDCw6o033qhns9nkO++8U2VoaKj68MMPyxkMBkRFRVXeuXOHDc04evSoqYODg3T27NkVTCYTZsyYUeHs7NyYkJBgRvXcUN23ruMICQmpOHjwoDkAQGVlJe3cuXOmkydPrgAA2Lt3r9Vnn31W5OLiIjcyMiK//PLL4lOnTvG0S9PExsaK2Ww2OXr06BojIyNVeHh4hUgkUjg5Ocn79u1bm5qaygYA2Llzp9X8+fNL/Pz8GplMJnz55Zfif//910h7lP+SJUtKLC0tlW5ubrL+/ftLrl+/3uz5oyIxMdF82bJlYpFIpLCxsVGsWLGi+OjRo5prRxAEuWnTpmIjIyOSw+GQTdcfNGhQ7cWLF7kAAJcvX+bMnz+/ROt77rBhw2pfdD8kScK0adNsU1JSTC5evHjPxsZGoVKp4ODBg5Zbt24t5PP5Sh6Pp1q2bJn4+PHj5i1ti8lkkqWlpcysrCwDQ0NDcsSIEbUtlTSaNWtWhUAgUDKZTFi9enWpTCYjbty4wVIv7927d214eHg1g8GA6Ojo8szMTM39o1AoiE8++eShoaEhOWXKlEovL6/6ls47g8EgCwoKDPPy8phsNpsMDAysBWj9ns/Pz2deuHDBdN++fflWVlZKQ0NDMigoqLa57UdHR1c6OjrK6XQ6vP/++5UODg7SixcvGjfXtjmfffaZ2MTEROXv798QHh5err73dV3Hlvzwww9WK1euLPb29pbSaDTo379/g0AgUA4dOrSew+Eof/nlFxMAgL179/L8/f0ldnZ2Cl3bfBV1qoQ/QRBvAsA6AJgCAFwAGAQA9wmCsASAYwDwCQCYA8A1eHqy4E8BwA0AHABgKAAsIghiRPtFjhBCCCGEEEIIIdS5HTx4MFsikaRLJJL0M2fO5Kjfd3Jykqm/fvDggcHOnTv56o4BLpfrU1paynzw4IHB/fv3DcrKygy0l8XFxQnLysoYAABlZWVMR0dHWXPbLSwsZAoEAhmdTtfEY2dnJysuLtaMJra2ttZkvo2MjFSWlpaaZB6bzVY1NDT8b2UtxcXFBra2tlLt92xtbWVFRUWURypT3beu45g0aVLF6dOnzRoaGogff/yR5+HhUd+tWzcZAIBYLDYYP368ptPF09OzJ51OhwcPHmjitLW11cRhaGioEgqFmjhYLJaqtraWDgBQVFRksHz5cjv1tszMzHxIkiS0R2eLRKKnjqm2tvaF84BlZWUGLi4umnPs7Owse/jwoWZfPB5PwWazn0n0q7355puSa9eucfLz85kqlYqYPHlyxbVr1ziZmZkGEomE3r9///oX3Y9EIqEfPHjQauHChSUWFhZKgMcjwBsbG2mvvfZaD/U5CgkJcausrGS0tK1Vq1aVODs7S0eMGNHN1tbWa9myZYKWjmflypV8Z2fnnupt19bW0h8+fKjZtpWVlebcczgclVQqJeRyORQWFjKtra3l2h0JTe9dbVu2bHlAkiT079+/h6ura8+vv/7aAqD1e/7+/ftMU1NThZWVVfP1iLRs27bNQl2+i8vl+mRnZxupf56pcHFx0fyMOzg4SEtKSgwAdF/HlpSWljLd3d0bm1sWERFR/sMPP5gDABw5csQiMjISR/e3oFMl/AFgNQB8RpLkPyRJqkiSLCJJsggARgPAbZIkfyJJshEeJ/i9CYLo/mS9SQDwOUmSlSRJ3gWAXQAwuQPiRwghhBBCCCGEEHqpaJctEYlE8rlz54rVHQMSiSS9oaEhbcaMGRWOjo4ykUgk1V5WV1eXdv78+WwAAEtLS3leXp5mhLn213Z2dvKSkhID7ZrohYWFBjY2Nv955lUbGxvZgwcPDLXfKyoqMtBOeOuLruPo3bt3o42Njezo0aOmR44cMR87dqwmKcnn8+XHjh27p33+pFLpdScnp+eOUygUyjZt2pSvva3Gxsbrb775Zp2udVsqU9MaKysrWU5OjuYc5+bmGmh3kujapqenp5TFYqk2bNhg3a9fP4m5ubnK0tJSvnXrVqs+ffrUqjtQXmQ/JiYmyoSEhOxZs2Y5/t///Z8xAIBAIFCwWCxVRkbGbe1zVF9fn9bStng8nmrXrl0PHjx4cPPnn3/O2rFjBz8pKemZOR9Onz7N2bZtm+Dw4cP3q6qq0iUSSTqHw1GSZIv9HRoikUj+8OFDpkql0rxXVFRk2FJ7e3t7xeHDh/MfPnyYER8fn7948WKHW7duGbZ2zzs7O8urq6sZjx49araDTO3evXsGMTExDlu2bCmorKxMl0gk6a6urg1UjkMtJydH8zNeUFBgIBAIZAC6r2NL+Hy+PDMzk9XcsqlTp5b//vvvZpcuXTK6f/8+a/z48ZWUA33FdJqEP0EQdADoAwBWBEFkEwTxgCCIbQRBGAFATwC4oW5LkmQdAOQAQE+CIHgAINRe/uTrnu0XPUIItQ8sCdP+8Jy3P5w4FKGXH5YZQgihl9cHH3xQtn//fuuzZ88aq1QqqKmpoR0+fNi0srKSNmTIkDpjY2Pl8uXLBbW1tYRCoYCrV6+yzp8/zwYAePfddyvWrVsnLCsro+fk5DC//fZbzYSaQ4YMqWOxWKpPPvlEIJVKieTkZO7Zs2fNJkyY8J9H6YaGhlbn5eUZ7tixw1wul8OuXbt42dnZrDFjxlT/1203ReU4wsLCKrZt22Z97do17sSJEzVJySlTpjxcsWKFrbrsTnFxMePHH380e5E4pk+fXrZ582aheuLb8vJy+p49e3hU1hUKhfKSkhKDxsZGypn/kJCQirVr1wqLi4sZYrGYERsbKwwNDS1/npj79esn2bdvn/WgQYMkAAADBgyQ7Nu3z3rgwIGaeRVedD+jRo2SfPfdd7njxo1zTUlJYdPpdIiIiHg0e/Zsu6KiIgYAQG5uLlM930RzDh06ZHrr1i1DlUoFPB5PSafTyeZK+lRXV9MZDAYpEAjkcrmcWLBggbCurq7V5LrasGHD6uh0OhkbG2stlUqJ/fv3m2VkZLRYamnPnj28nJwcJgCAhYWFgiAIoNFoZGv3vIODg3zQoEHVU6ZMsS8rK6NLpVLi1KlTnKbblkgkNIIgQCAQyAEAtmzZYpGdnd3ixNjNWbVqlVAikdCuXbvGOnLkiGVEREQlwItfxwkTJpR99tlnNjdv3jRUqVRw+fJlI/W8BC4uLnIvL6+6SZMmOY0YMaKqudJR6DHKj2i0Az4AMAEgDADeAAA5ACQBwAoA4ABAWZP21fC47A9H6/umy55CEMR0AJgOAGBvb990MUIIIYRQs/q7HdDbtqgkOkf66N4OlY4PXwrxIIQQQghpGzRoUP22bdvy5s6da5+fn2/IYrFUffr0qQ0MDJQwGAz49ddfs+fMmWPr6OjYSyaTEU5OTo2rV68uAgBYv369eOLEifbOzs5e1tbW8sjIyEc7d+7kAwCwWCzy+PHjWTNnznTYunWrwNraWv7NN9/k+vr6Nlu+43kIBALl0aNHs2NiYuwWLlxob29vLz169Gi2djkcfaFyHJMnT6748ssvRYMGDarWjmHFihUPSZIk3nrrrW5lZWVMc3Nz+XvvvVcZFRVV9bxxTJw4sUoikdAiIyOdi4uLDTkcjvKNN96oiY6O1jnqedSoUZJt27Y18Pl8bxqNRlZWVt7Qtc7atWvFs2bNont7e3sAAAQFBVWuXbtW/DwxDxo0SJKcnGz+5ptv1gIADBkyRLJz507+0KFDNfXl/8t+QkJCaqRSaV5YWJhbUlJSVnx8/INFixbZ9OvXr0dVVRXD2tpaFh0dXQYANc2tf+/ePcMFCxbYV1RUMExMTJSTJ08ue+edd56Z5Dk0NLT66NGjNR4eHl5GRkbKGTNmlKpHtuvCYrHII0eO5MyYMcNx7dq1oiFDhlQHBgZWtdT+ypUrxkuWLLGrra2lW1hYyNesWVPg4eEhAwBo7Z4/cuRI7syZM+26d+/uKZfLiddee03y9ttvP1XHv3fv3o3Tp08vHTRoUI8nnQjlvr6+zdb6b8mgQYMkLi4uniqVipg1a1bJ6NGjawBe/DquWrWqVCqV0kaMGNGtqqqK4eTk1JiUlJQNAEoAgKioqPLZs2c7bdq0qfB54nzVdKaEf8OTf7eSJCkGACAIYjM8TvhfAICmPXAmACABgFqt7xubLHsKSZI7AWAnAECfPn2wFwi9VKiNIvZp6zAQQuilQfVJAEyKd3366mRB6FWgzw5OhNBjyy/+ndrRMQAAFBUV3WzufZIkn4kvLCysJiwsrNmkqKOjo/zEiRO5zS3jcrmqn3/+OU/7vc8//1wzcW+fPn0ar169mtncuomJiU+tFxMT8ygmJuaR+ntPT0+pQqFo8VwGBgbW3r59+y6Vbf/Xfbd2HAAAbm5uMpVK9UysdDodPv3009JPP/20tOkyd3d3WdNrUVpamqH9fVJS0lPnffbs2RWzZ89u9gmJptvSPkYWi0WeO3cuu6X4m7YHAGCz2eS+ffsKAeCZROuoUaMkTWNtzsKFCx8tXLhQc17HjRtXPW7cuKfifN79NH0vIiKiOiIiQtOBsW3btqJt27YVUdnWqlWrHq5ateqhruNgMBjw008/5QFAnvq9NWvWaK7p5s2bi7XbN722gwYNqr979+4dXfsBANixY8eDHTt2PGhuWWv3PJ/PVx47diyv6ftNj3vr1q1FW7dufeb8AADMnTu3fO7cua2Oyp83b96jBQsWPGr6/vNcR+3PJgaDAevXrxevX7++2c4BJycnmUAgkAUFBT2T90X/02kS/iRJVhIE8QAAtBPx6q9vw+M6/QAAQBCEMQC4wOO6/pUEQYgBwBsAfn/SxPvJOgghhBBCSIe0dL0/7Y6QXmBnDUIIIYQQAgCQSqXE119/zR8/fvyj5kotof/pNAn/J/YCwByCIE7D45I+8wEgGQB+BoANBEGEAsBJAFgJABkkSf77ZL3vAWAFQRDX4HFpoPcBYEp7B48QQgih/05fCT6qNcIxWYgQQgghhBBCndf169dZAwYM6NG9e/eGZcuWPfOEDHpaZ0v4fw4AlgBwDx6X50kAgFiSJBufJPu3AcCPAHAZACK01lsFAN8AQD48Lg20jiTJ0+0ZOEIIIYQQ0h+cowAhhBBCCKHOqbkSVG3Jz8+vsaGhgVrNVtS5Ev4kScoBYNaTV9NlZwCgewvrSQEg+skLIYQQQu0MS8IghBBCCCGEEEIdDwseIYQQQgghhBBCCCGEEEJdACb8EUIIIYQQQgghhBBCCKEuoFOV9EEIIYT0QVx8i0Irn7YOAyGEEEIIIYQQQqhdYcIfIYQQQp1Kf7cDHR1Cm+rqx4cQQgghhBBCqONgwh8hhBBC6CV0LOG6zjYjfdo+DoQQQl0Pdk6j9nbjxg3D8PBwl8LCQsOlS5cWrVix4qH28sLCQkZISIjL3bt32ZGRkWW7du160Jbx+Pv7u0dERJTHxMQ8asv9dEaurq49v/7664JRo0ZJOjoWbXFxcRb79++3TE1NzWy6LCsry8Db27tnTU1NGoOh31Qnm832vXbt2m0PDw+ZXjeMUBvChD9CCCGEEEIUdPUEGHYiIYTQq8Hf39/933//NSotLb1hZGREdnQ8AACxsbGCAQMGSL777rs7zS2Pi4uzMjc3V0gkkjQaDaejbEvZ2dm31V/HxMTY5OTkGCYlJeV2ZEy6uLm5yerr69P+63aa6+jRx3YRam+Y8EcIIYQQQp0OJp8Rej5dvUMKoZfZsZFBvdty+6N/PZlKtW1mZqZBamoqh8PhKA8dOmQWHR1d2VJbhUIB+h4t3ZIHDx4YhoWFVbS0vKCgwKB79+4NLSX75XI5MJnMNovvVYDnEKGuA7tFEUIIIdQl9Xc7QOmFEEIIIfSq2LVrl4W3t3fdmDFjHv3www8W2stCQ0Mdx48fbz948GBXIyMj3+TkZG5eXh4zMDDQhcfjeYtEIq81a9ZYq9unpKSwfXx8unO5XB8rK6teEydOtG9sbCRa2veBAwdMXV1de3K5XB9/f3/369evswAAXnvttW6XL1/mLl261J7NZvtmZGQYNo0rMTHR4ptvvhGw2Wzf4//P3p3HRVH+cQD/PCzLsexy3ys3iCIIiHZZHmgeWYlBYihm5pGWmppXZlpplld5pV2W5YlHnmllmpn1S1MUJUNRLrnkvo9l9/n9Mbu04gILIpB+368XL92d2e9+59nZ2ZnvPPPMvn2yGTNmOA8aNMhz6NChHlKpNHjt2rW2eXl5ouHDh7vZ2dl1tbe37zp16lTnmpqa2jgff/yxjaenZxdzc/Ogxx9/3Ofq1atGmmnfffeduYeHRxeZTBY0evRoV87/vfBBqVRi9uzZTs7OzgHW1taBw4YNc8/LyxMBwgkUxljI6tWrbRwdHbuam5sHLVu2zO7kyZOSjh07+mni6fv5rFmzxqZDhw4BZmZmwXK5PGDDhg3W+uT/119/mTz22GM+FhYWQTY2NoFz58511LTd1KlTnTXzHTp0SObg4NBV81gulwfMnz/fsWPHjn5mZmbdFAoF5HJ5wL59+2S7d+82X7t2rePhw4etJBJJsK+vr9+mTZusunTp0lk750WLFjn069fPS9fyrF692sbT07OLmZlZcIcOHQKWL19uWzeXhQsXOlhbWwfa2dl1Xb16de06mZWVJQoNDfWWSqXBAQEBna9fv26s6z20PweFQlG7XPv27ZNpps+YMcN56NChHgBQXl7Ohg4d6mFpaRkkk8mC/P39O6elpRlOmTJFfu7cOalmPdR8boyxkMuXLxsDQGlpKRs/fnwHZ2fnAJlMFhQSEuJbWlrKAODnn382Cw4O7iSTyYJ8fX39Dh06JLsjUUJaCfXwJ4QQQv5jMjMu6zFX0L1OgxBC/lPoqhFCCAFiYmJsJk+enN2zZ8+yvn37dkpLSzN0cXGprYofOHDAes+ePdf69euXWF5ebvDII4/4Dh48uHD//v03bty4IR4wYIBv586dK8PDw4sNDQ2xcuXKtF69epXduHHDaPDgwT7Lli2ze/vtt2/Vfd+4uDjjcePGeW7btu36U089VfLee+/Zh4WFeV+9ejX+f//739WGxszfs2dPcnh4OORyefWaNWsyAODXX3+VHTt2zPKrr766sXfv3qSKigo2bNgwTzs7u5rr169fLikpMRg0aJDPRx99VD1r1qzcLVu2WK5atcpp3759iQEBAZXz5893ioyM9IyNjf0nMzPTcNSoUV7r1q1LjoqKKvzggw/stm3bZvfCCy/kAcDatWttduzYYXPs2LEEuVxe8/zzz3u8/PLLrvv27asd5ubPP/80u3HjxqWjR4/KXnjhBe8nnnii6MSJE1erq6tZSEiI3+HDh/OHDBlS2tBnU1xcbPDmm2+6nj59+u/AwMCqlJQUcU5OjggAGsq/oKDAYPDgwR0nT56cfezYscSqqioWGxtrqu86sWfPHuvvv//+mqOjY412D/+IiIji33//PUt7SJ+Kigo2ffp0t/Pnz5t069atEgB27txpM2fOnAxdsR0cHGoOHjyY2Llz56ojR45IIyIifB599NHyxx9/vBwA8vLyxEVFRaLMzMy4ffv2mY8ZM8YzKiqq0M7OTjlu3Dg3ExMTVUZGxsWEhASjIUOGdHRxcanSd7nqs379epuSkhJRWlpanKmpqeqPP/6QmJmZqdauXZv+559/Shu6d8OkSZNcEhISTE+fPv2Pi4uL4sSJE2YikQhJSUni8PBwn08//TQpIiKi6MCBA+ajRo3y+vvvvy87OzvX6IpFyL1EPfwJIYQQQghpZXtjzjf6RwghhLSkH374QZqRkWH04osvFjzxxBPlLi4uVZs2bbLWnqd///6FAwYMKBOJRDh79qxpfn6+4YoVKzJNTEy4n59fdXR0dM727dutAeCJJ54o79evX5lYLIavr2/1mDFjck6dOqWzV/O3335r3bdv36Jhw4YVGxsb83feeSe7srLS4NixY9LmLk9QUFBZdHR0oUgkQkFBgejkyZMWn332Waq5ublKLpfXvPbaa9m7d++2BoDPPvvMbvr06VndunWrFIvFWLp0aeY///xjevXqVaM9e/ZYeHt7V7z00ksFxsbGfMGCBbdsbGwUmvfZuXOnzeTJk7P9/PyqLSwsVMuXL7956NAhK01vcgBYsmRJpkQi4c8991yxqampKjIyMl8ul9d4eHgoevToUXru3DmJPsvEGOOxsbGmpaWlzM3NTdG9e/fKxvKPiYmxtLW1rXnnnXeyJRIJt7KyUoWGhpbp246vvPJKtre3t0IqlTZ6PwdTU1P+9NNP53/11Vc2gHBlQXp6ulFkZGSRrvlHjBhR1KVLlyoDAwMMGTKktGfPnsUnTpyo/cwNDQ358uXLM4yNjXlkZGSRqampKi4uzqSmpgZHjx61XLJkSYa5ubmqR48elcOHD8/Td5kaIhaLeUFBgeHff/9tbGhoiCeeeKLc2tpa1djrlEoldu3aZbt69epUDw8PhaGhIZ588skyU1NT/sUXX9j06dOnKDIyskgkEmHYsGHF/v7+ZXv27LFoiZwJaSoq+BNCCCGEEEIIIYTc57766iubxx9/vNjJyakGAMLDw/O3b99uqz1Phw4daqvYN27cMMrJyTGSyWRBmr81a9Y45eTkGAJCr/2+fft629raBkql0uClS5fK8/PzdY4kkZGRIXZxcanWPBaJRHBycqpOS0tr9qDxzs7OtfESExONampqmJOTU6Am15kzZ7rl5eWJASA9Pd1o/vz5LppplpaWQZxzlpKSIs7IyBBrxzIwMICTk1Pt4+zsbLG7u3vtYx8fn2qlUslu3rxZm7t2uxkbG6s0bQwAJiYmqtLSUlFjy2Nubq76+uuvb3z22Wd2Tk5OgX369PGOjY01aSz/tLQ0sZubW2XzWhFwc3NTND7Xv8aOHZu3d+9ea5VKhU2bNtk8/fTTBfXd/DkmJsY8MDCwk4WFRZBMJgs6efKkRW5ubu06YmFhcdtVBaampqqSkhKDjIwMQ6VSyby8vGrb3c3N7a579wPApEmT8kNDQ4uioqI87e3tu77yyisdqqqq6h2KSiMrK8uwqqqK+fn53ZFHSkqK0ZEjR6y0vyvnzp2TZmZm0k0RSJugIX0IIYQQQgj5j6L7UJD2jNZPQtqP0tJSdvjwYSulUslsbW0DAaC6upqVlJSI/vjjD9NHH320AhB6mGte4+7uXi2Xy6tSUlJ0jic5ceJEt4CAgPK9e/fesLKyUr377rv2+/fvt9I1r7OzsyI+Pr52mBmVSoXMzEwjFxeXJhWbtTH2b43W09NTYWRkxPPz8y/ouvGsk5NT9RtvvJE5adKkO24M/M8//5gcPny4djx8TW6axw4ODork5OTax4mJiUYikYh36NBBcePGDaO68e5GeHh4cXh4eHFpaSmbPn26fNy4cW7nzp1LaCj/GzduGO/du1fn+PYSiURVXl5e29k3IyPjjjqg9meuzzT1VR38hx9+kH733XfWX3/9dZKu11ZUVLAXX3zR65NPPkmOiooqNDY25v379/fSvj9CfZydnWtEIhG/fv26UXBwcCUApKam1juGf12mpqaqsrKy2uXOysqqXW5jY2O+cuXKzJUrV2YmJCQYPfXUUz6ffPJJ5fTp03MbagtHR8caY2Nj/vfffxtrvi8aLi4u1cOGDcvbsWNHir45EnIvUQ9/QgghhBBCCCEPBLqZO3lQbd261crAwAAXL16MP3/+fPz58+fjL1++fDkkJKR006ZNNrpe06dPnzIzMzPl/PnzHUtLS1lNTQ3Onj1rcvLkSQkAlJaWiszNzZUWFhaq2NhYk02bNtnrigMAo0aNyj9x4oTF/v37ZVVVVWzRokUORkZGvH///g2Oa68vNzc3Rc+ePYsmTJjgkp+fb6BUKhEfH298+PBhKQBMmDAhZ9WqVU5//fWXCQDk5eWJNm3aZAUAERERRYmJiaabN2+2VCgUWLJkib3mygAAeP755/M3bNjg8M8//xgVFRUZzJ49Wz5kyJACXScWGqO5uWxCQsIdJwrS0tIMt2zZYllcXGxgamrKpVKpysBAKNs1lP/w4cMLc3JyxO+++659RUUFKygoMDh+/LgZAAQFBZX//PPPFtnZ2aLU1FTD9evXOzQlXwcHh5qbN28aKZXK256PjIzMnTZtmquhoSEfOHCgzs+wsrKSVVdXG9jb2yvEYjGPiYkxP336tLk+72toaIiBAwcWLliwwLmkpMTg3LlzJjExMTrXU138/PzKd+zYYV1VVcV+/fVXyZEjR2pPRB08eFB25swZ05qaGlhaWioNDQ25gYEBBwA7O7uaGzdu6DyxIBKJ8Pzzz+fOmDHDJTk5WVxTU4Njx46ZVVRUsJdffjnv2LFjlnv27DGvqalBeXk5O3TokOz69evUw5+0CSr4E0IIIYQQQgghbYROQpDWsGXLFpvhw4fn+vj4VLu6utZo/l555ZVb3333nY32ePQahoaG+P777xPj4uJM3d3du1pbWweNGzfOvaCgQAQAy5YtS9uzZ4+1VCoNHjdunFtYWNgdvc81AgMDqz799NOkGTNmuNra2gYeOXLEct++fddMTEwa7+6tp5iYmOTq6mrWuXNnf0tLy6CIiAiv9PR0MQCMHj268PXXX8+MiorylEqlwV26dOly5MgRCwBwcnKq2bx58/WFCxd2sLa2Drp27ZpJcHBwbRF72rRpuc8//3xenz59Orm7uwcYGxvzL774IrU5OSYlJRk5OztXu7u739HgKpWKrV692kEul3e1tLQMOn36tGzjxo0pjeVvZWWl+v77768eOXLE0sHBIdDHxyfg2LFjMgCYNGlSnp+fX4WXl1fX/v37d3zuuefq/Yx0GT16dL76PYL8/Pw6a54fN25cfmJiomlERES98aysrFSLFy9OHT16tJeFhUXQtm3bbPr166dzrH9dPv/889SysjIDJyenwDFjxniMGDFC5410dfnggw/SU1JSjK2srILefvtt56FDh9bmmZGRIR4+fLiXTCYL9vPz83/00UdLJk+enAcAr7/+evahQ4eszM3Ng8aMGeNSN+6GDRvSOnfuXPHQQw91trKyCpo7d24HpVIJb29vRUxMTOIHH3zgZGNjEySXy7uuWLHCQaVSNTpUECH3Ag3pQwghhJB2JfaC3scBpJ1pr58dFcsIIQ8K2t61T899f/hcW+dw6tSpa7qeHzduXMG4ceMKAGDPnj3Jdae7u7srDh48qHPIlsGDB5cmJSXF65vD6NGjC0ePHl2oa9qZM2cSGnpt3dxWrVqVUXceGxsb5datW1MB6CzGv/rqq/mvvvqqzgJ1REREcUREhM6hi0QiEVasWJG5YsWKzLrTfH19qznnt32+2dnZcdqP9+/fX9t+x48fl73++uuZxsbGd5zocHNzU5w9e7bedmgo/x49elT+8ccfV+s+L5FI+OHDh29oP7dw4cJbmv+np6dfqvsa7eccHR2V586duyMnJycnhampqWrs2LEN3kh33rx5OfPmzcvRNe3pp58uqdtW2u/t7Oxcc+LEicSG4msolUqIRCKIRMKtEvz8/Krj4uL+0TXvxIkT8ydOnKizHfv371+WnJx823qg/flKpVK+adOmNABpdV8bGhpa1tDnR0hrooI/IXVcuXLHbzghhBBCCCEAWragSsVZQgh5sCxbtuy+KDisWLHCPiAgoCwgIKBFbqR7t2JjY02dnJyqNEMgEfKgo4I/IXW05IEXnTwghBBCCCGEPMjoxBYh9xe5XB7AOceuXbv06n1/ry1atMhh3bp1jsuWLWvWMEuE3I+o4E/IPUQ7t4QQQgghhBBCCLlf6BoGqC0tWrQoe9GiRdltnQch7QkV/AkhhJAHWGaGzqFK6wi612kQQgghhBBCCCGkBVDBnxBCCCGEEEJIu0VXzRJCCCGE6I8K/oQQQgghhJAWRQVaQgghhBBC2gYV/AkhhBBC/oOooEoIIYQQQgghpC4q+BNCCCGEkHaHTmgQQgghhBBCSNMZtHUChBBCCCGEEKLLoz5bG/0jhBDyYJBIJMF///23UVvmIJfLA/bt2ydryxzuJzNmzHAeOnSoBwBcu3bNSCKRBNfU1LR1WvVq6PMvLS1loaGh3jKZLGjw4MGerZ0badjFixeNO3Xq5GdmZha8ePFi+9Z4z7tdp7W/H01FPfwJIYQQQgjRQ+yForZOgRBCCGk2uVwekJeXJzYwMOCa5yIiIvK++eab1LbMS1/l5eWxbZ3Df0F4eLi7XC6vXrNmTUZb59IUPj4+1f/lz3jz5s1WOTk54vz8/Atisbit07nvPPTQQ74jRozImzFjRm5zXr9kyRLHnj17lnz55Zd/t3Ru9am7Tt/tMjQFFfwJIYQQQgghhBBC7pErY18LuZfxO29ad07feXfs2HEtLCys5F7mQ/7bFAoFqGDddCkpKcaenp6V9bUdtWvbunnzpnFERER+W+fRWmhIH0IIIYTcl2IvFOn11x7zIoQQQghpbStXrrT19PTsYmZmFuzl5dXlt99+kwDA+fPnTR566CFfmUwW5O3t3WXr1q0WmteEh4e7R0dHu/bp08fbzMwsuGvXrp3i4+ONNdN/+uknM39//84ymSzI39+/808//WSmmfbQQw/5Tp061Tk4OLiTRCIJDg0N9c7KyhI9++yzHlKpNNjf379zQkJC7RA+jLGQy5cvGwPC8Cnjx4/v4OzsHCCTyYJCQkJ8S0tLWd1lysnJEfXt29fbysoq0NzcPKhv377e169fF2vnMG3aNOdu3bp1MjMzC+7Zs6dPZmZmbefY9evXWzs7OwdYWloGzZkzx7Gh9gsPD3cfNWqUa69evXwkEklwt27dOqWmphqOHTvWxdzcPMjDw6PL6dOnTTXz3027xsbGmjz22GM+FhYWQe7u7v5ffPGFFQCsWLHCdv/+/dYbNmxw1LQpALz55puOLi4u/prP9ptvvrHUxFqzZo1Nt27dOr388ssulpaWQdOnT5dbWFgEnTlzpjbX9PR0Q1NT0+CMjIw7Og5rXj969GhXmUwW5OHh0WX//v21w94kJyeLQ0NDvS0sLIJcXV39V65caaur/RISEowYYyEKhQIAkJ2dLYqIiHC3t7fvam5uHtS/f38vAPDx8emybdu22raqqqpiVlZWgdptq9Fan//06dOdP/roI6fDhw9bSSSS4I8++si2brvOnDnTuaKigk2YMKGDk5NTgI2NTWBUVJSr9nq7fft2i06dOvnJZLKg4ODgTn/++ecdy6TBGAv54IMP7Nzc3PzNzMyCp02b5hwfH28cHBzcSSqVBj/11FOelZWVtbFXrlxp6+rq6m9hYREUGhrqnZycLAaAkSNHuk6YMKGDdux+/fp5LVq0yEHz+Q0cONDLysoqUC6XB2gPhzNjxgznwYMHew4dOtTDzMwsuGPHjn5xcXHG8+bNc7S2tg50dHTsunfvXnPN/Hl5eaLhw4e72dnZdbW3t+86depUZ81wN2vWrLEJCQnxnTBhQgdzc/MguVweEBMTYw4AU6ZMkZ87d046b948V4lEEjx69GhXXW2ydetWC29v7y4ymSzooYce8j1//rwJADzyyCMd//zzT5nm9XFxccZ1X1vf+qbPOvTqq6/KAwICOkul0uB+/fp5ZWdni4Db1+n6luGll15ycXR07CqVSoO7dOnS+ejRo9L6PvOmoII/IXW01wIRIYSQtkO/C+RBQOPlE0LIg2vTpk1WH374ofNXX32VVFJSErt///5Ee3v7mqqqKhYWFuYdGhpalJOTc3HVqlWpEyZM8Lx48WJtwezgwYPWCxcuzCgsLIx1d3evmjNnjhwQCmjh4eE+kyZNys7Pz78wZcqU7PDwcJ+srCyR5rX79u2z3rJlS1JaWlpcSkqK8SOPPNJ57NixuQUFBbE+Pj4V8+fPd9aV76RJk1wuXrxodvr06X8KCgoufPDBBzdFItEd8ymVSrz44ou5qampl1JSUuJMTExUEydOvK1YuHfvXuuvv/46KTs7+4JCoTB47733HADg3LlzJrNmzXL78ssvkzIzMy/m5eUZZmdnN3gPgcOHD1stWbIkPTc394KRkZHq0Ucf7dytW7fy/Pz8C88880zBjBkzXAChSN3cdi0uLjYYPHhwx8jIyPzc3NwLW7duvT5r1izXc+fOmbzxxhu5Q4cOzZ80aVJWeXl57PHjxxMBwNvbu+rUqVMJxcXFsXPnzs2YOHGiR0pKSm3RMi4uzszT07MqJyfnwgcffJDxzDPP5H/11VfWWuuH9aOPPlri7OysczDyuLg4My8vr8rc3NyLb775ZsaoUaNqi54RERGezs7O1ZmZmRd37NhxffHixfIDBw40eh+EyMhIj4qKCoP4+Pj4nJyci9OnT89WP5+7detWG818u3btsrCzs1P07Nmzom6M1vr8P/roo4wpU6ZkDRkypKC8vDx2+vTpuXXb9f3338987bXXOiQmJppcuHDh78TExEtZWVlGc+bMcQaA06dPm7766qvun3zySUpBQcGFsWPH5jz33HPeFRUVd5zI0vjpp5/MY2Nj/z558uSVDRs2OI4bN85t69atN1JSUuISEhJMP//8c2sAOHDggGzx4sXybdu23cjKyrro4uJSFRER4QkAo0aNyj9w4IC1SqUCIBS4T58+bTFmzJh8pVKJIUOGeAcEBJRnZmbG/fTTTwkbN2502LNnT20R//jx45ajR4/OKywsjO3SpUv54MGDO6pUKmRmZsbNmjUrY8qUKW6aeUeMGOFuaGiI69evX46Njf37xIkTFh999FHtCaCLFy+a+fr6Vubn51+YOnVq1muvveauUqmwdu3a9JCQkNKlS5emlpeXx+oahiwuLs543LhxnsuXL0/Lzc29OGDAgMKwsDDvyspK9r///e+q9uu7du1aVff19a1v+qxDu3btstm0aVNSRkbGRUNDQ0yYMOGOExL1LUOPHj3KLly4EF9QUBAbERGRP2rUKK/y8vJ6P3N9UcGfEEIIIYQQQggAOsFJyP0uKirKWyaTBWn+NL2tN23aZDtlypSs3r17lxsYGMDf37+qY8eO1SdOnDArLy8XLVmyJMvExIQ/++yzJaGhoYWbN2+uLbgOHDiwoG/fvuVisRgjR47Mj4+PNwWA3bt3W7i5uVW9+uqr+WKxGBMnTsz39PSsjImJsdS89oUXXsjt0qVLlY2NjTI0NLTI1dW1KiwsrEQsFuP5558vuHz5sqTuMiiVSuzatct29erVqR4eHgpDQ0M8+eSTZaamprzuvI6OjsoxY8YUymQylZWVlWrBggWZZ86cua3Y/MILL+R17dq1SiqV8ueeey7/0qVLEgDYvn27VWhoaNHgwYNLTU1N+apVqzIYY3e8h7aBAwcWPvHEE+USiYQ/88wzhcbGxqrXXnstz9DQEKNGjSr4+++/JQBwN+26c+dOC7lcXjVt2rQ8sViMnj17VgwePLhw27ZtVvXlNXbs2AJ3d3eFSCTC+PHjC9zc3KpOnTpVe7WFnZ1d9fz582+JxWJIpVI+duzYvH379tUWgXfu3GkTFRWVV198a2trxYIFC24ZGxvz8ePHF7i7u1ft3r3bIjExURwbGytdu3btTYlEwh977LGKqKioXO3l1CUlJUX866+/Wnz99dcpdnZ2SmNjYz5kyJBSABg3blz+L7/8YpGfn28AAFu2bLEePny4ztxa+/OvS7tdJRIJ37Ztm+3atWvTHBwclFZWVqo333wzc9++fdYA8Mknn9hFR0fnhIaGlhkaGmLKlCl5YrGYHz9+3Ky++HPmzMmytrZWde/evdLHx6ciNDS02M/Pr1rzfYqNjZVo2igyMjLv8ccfLzc1NeVr1qxJv3DhgllCQoLRwIEDSxlj/IcffpACwDfffGMVFBRU6u7urjh58qRZfn6+4YoVKzJNTEy4n59fdXR0dM727dtrTwaFhISUhIeHF2u+swUFBYZLlizJMjY25mPHjs3PyMgwys3NFaWlpRmePHnS4rPPPks1NzdXyeXymtdeey179+7dtbGcnZ2rZ86cmWtoaIjJkyfn5eTkiG/evKnXcPTffvutdd++fYuGDRtWbGxszN95553syspKg2PHjjXaY76h9U2fdSgiIiKvR48elebm5qr3338//fvvv7fS90a9kydPznd0dFSKxWK888472dXV1ezixYsmer24ATSGPyGEEEIIIa2MessTQghpC9u2bUvUNYZ/Zmamkbe39x29XtPS0sSOjo7V2r3nXVxcqjMyMmp7hzs4OCg0/zczM1OVl5eLACAjI8OoQ4cOt8Xs0KFDdXp6uvZra6tipqamKjs7u9pYEolEVV5efkdH1aysLMOqqirm5+d3R751lZSUGEycONHll19+MS8uLjYEgLKyMoOamhoYGgolMUdHR53vmZGRIZbL5dWaaebm5ipLS8sGq3j29va1sUxNTVW2tra180skElVFRYUIuLt2TUlJMYqLizOTyWRBmulKpZINGzas3oL8unXrbNatW+eQnp5uBAAVFRWinJyc2pqgk5OTQnv+0NDQMhMTE9Xhw4dlHTp0UKSkpBhHRUUVNrTcBgb/flQdOnSoysjIMEpNTTUyNzevsbKyUmmmubm5VWsK0fW5ceOG2MLCosbOzk5Zd5q7u7uiW7dupd9++63VyJEjC0+ePGmxYcOGNF1xWvvzr0u7XTMzMw0rKysNHnnkkc7a8yiVSgYAN2/eNNq7d6/Npk2baofMqampYTdv3qz3qhLtKy5MTExU2uuMqampKjs7WwwAWVlZRsHBwYWaaRYWFipLS0tlSkqK2NfXt3ro0KEFW7ZssR48eHBpTEyM9YgRI/IB4MaNG0Y5OTlG2uuaSqVi3bt3r92G2NnZ3baOW1lZ1WjaViqVqgCgqKjIIDU1VVxTU8OcnJwCNfNzzpmjo2O1Vqza/GUymQoAiouLRQAabfeMjAyxi4tLbSyRSAQnJ6fqtLS0Rm+c0ND6ps86pP2+Pj4+1TU1NUx7aKiGvP322w5btmyxzcnJEatji27dunXX9Xoq+BNyD1EPKEIIIYQQQu5PdOKO3E+cnJyqExMT7xjX2sXFRZGVlWWkVCqhKU6npaUZ+fj4NFpsd3Z2rj5w4MBtvc7T09ONBgwYcFcHyo6OjjXGxsb877//Nn700UfvGMZF27vvvuuQmJho8r///e+Kq6trze+//27as2dPP84b76jt5OSkSEhIqB1DvaSkxKCwsLBF6mh3064uLi6KHj16lPz+++/XdE1n7PbRQK5evWo0Y8YMt4MHD17t169fqaGhITp16nRbG+jquT5ixIi8b7/91trBwaHmqaeeKpBIJPU22q1bt8QqlQqaon96errR008/Xejq6lpdXFxsWFBQYKAp+qemphrVPcFQl6enp6KoqMgwNzdXZGtre0cRdtSoUXlff/21bU1NDQsODi7z8PDQGa+tP3/tdnV0dKwxMTFRxcXFxevKVy6XK6ZOnZr54YcfZjXlPfTh6OhYnZKSUvv9Li4uNigsLBS5ubkpACA6Ojrv6aef7nj16tWsuLg4s8OHD18HAHd392q5XF6VkpJy+W5z8PT0VBgZGfH8/PwLzbl5cWNXVzg7Oys0V8EAgHpYISMXF5cG1zVNbvWtb/qsQ2lpabUnZRITE40MDQ25k5NTzfXr1287WVN3GY4ePSpdt26d49GjR6+GhIRUiEQimJubB+mzfjaGhvQhhBBCCCGEEEIIeYCNHTs2d/369Y6nTp2SqFQqXL582fjq1atGffr0KTMxMVEtWLDAsaqqih06dEh2/Phxy+jo6PzGYoaHhxclJycbb9y40VqhUODzzz+3SkxMNHn++efvquAvEonw/PPP586YMcMlOTlZXFNTg2PHjpnpGuu8pKREZGJiorK1tVVmZ2eLFi5cqPOeALq88MILBcePH7f44YcfpJWVlWzmzJnOnPO7HlsbAO6mXYcPH16YnJxssn79euuqqipWVVXFTp48KdHcoNTe3l6RlJRUW9wtKSkxYIzV9mRfvXq1TWJiYr03g9V4+eWX83744QerPXv2WI8ZM6beqwcAID8/X7xkyRL7qqoqtmnTJqsbN26YhoeHF3l7eyuCgoJKp02b1qG8vJz9+eefptu3b7eNjo5uMJ6bm5uiV69eRS+99JJrTk6OqKqqih05cqR2aJaRI0cWxMfHSzZu3OjQ0FBD7enzF4lEGDFiRO6rr77qkp6ebggASUlJYs14+K+88krO5s2b7Y8fP26mUqlQXFxssGPHDouCgoK7rt1GRUXl79y50+b33383raioYNOmTZMHBgaW+fr6VgNAz549K6ysrGrGjBnj9vjjjxdrit59+vQpMzMzU86fP9+xtLSU1dTU4OzZsyYnT55s8AoNXdzc3BQ9e/YsmjBhgkt+fr6BUqlEfHy88eHDh/W6Sa2dnV3NjRs37jgpqTFq1Kj8EydOWOzfv19WVVXFFi1a5GBkZMT79+9fqk9u9a1v+qxDe/bssTl37pxJSUmJwfz5850HDRpUoOn939AyFBUViQwNDbmjo6NCoVCwN954w6msrOzOm5E0AxX8CSGEEEIIIYQQQh4AI0aM8JFIJMGavyeffNILEMZ4nzFjRmZ0dLSnVCoNHjZsmHdOTo7IxMSE79u379pPP/1kYWtrGzht2jTXDRs2JAUHB1c29l6Ojo7K3bt3J65du9bB2to66OOPP3bcvXt3opOTU5OGRdFlw4YNaZ07d6546KGHOltZWQXNnTu3g1J5R0dwzJ07N7uystLA1tY26OGHH+7clKsLunfvXvnhhx+mjhkzxsPR0THQysqqxsHBobrxVzbubtrVyspKdeTIkau7du2ydnR07Org4BA4Z86cDpWVlQwAJk2alHvt2jVTmUwW1L9/f6+QkJDKCRMmZPfq1auznZ1d4KVLl0yDg4MbLYJ6e3srunTpUs4Yw8CBAxucv2vXrmXXrl0zsbW1DXz33Xfl33zzzXVHR0clAMTExNxIS0szcnJyCoyIiPCaM2dOhq5hperauXNnklgs5p06dfK3s7ML/Oijjxw006RSKR88eHDBzZs3jaKjowvqi9HePv/169ff9PT0rHr44Yc7S6XS4H79+nW8cuWKCQD06tWrfN26dclTp051tbCwCPLy8vJv7F4H+goLCyuZN29eRmRkpJejo2NgcnKycUxMzA3tecLDw/P/+OMP8xdeeKH2pJOhoSG+//77xLi4OFN3d/eu1tbWQePGjXMvKChoVlE6JiYmubq6mnXu3Nnf0tIyKCIiwkt7iK+GvP7669mHDh2yMjc3DxozZoxL3emBgYFVn376adKMGTNcbW1tA48cOWK5b9++ayYmJnp1l69vfdNnHYqIiMgbM2aMh5OTU2BVVZXBZ599pnOIqbrLEB4eXtS7d+9iPz+/ABcXlwATExOV9hBHd4OG9CGkjswMfa9UCrqXaRBCCCGtRr/fvqB7nQYhhBByX+q8ad25ts4BANLT0y81NH327Nk5s2fPzqn7fPfu3SvPnj2boOs1e/bsSdZ+/PTTT5dkZ2fHaR4PHDiwND4+/oqu1545c+a2mGvWrMnQfhwWFlYSFhZWu5PCOa9tR6lUyjdt2pQGQGdhTcPd3V1R931mzZqVW18OU6dOzZs6dWptj/EpU6bkTZkypfZxQ8Ot1G2LGTNm5M6YMaP2vfz9/atqampql+Fu2jUwMLDql19+SdT12oCAgKp//vnnb+3n1q5dm7527dp0XfPXXWZtcrm8unv37qXa4/Prwhjj33zzTSqA1LrTvLy8FCdOnNCZ66pVq2o/c19f32rtz9jBwUG5d+/e5Pre08XFpXrAgAGFFhYWqvrmac3PX3tZdMUCAIlEwtetW5e+bt06nZ9FREREcURERHF976FNu60A4Ny5cw1+n+r7fmssX748c/ny5Zl1n3d3d1ccPHgwSddr6i6z+jtbu50Ri8W35WljY6PcunWrzvVEV3tpv7Z///5lycnJDR60jB49unD06NGFuqbV/azrqm99a2wdAgAvL6+q9evX37Gdq7tO61qGXbt2JQOofd/Fixdna/5ft32bggr+hBBCCCHkvkb31CGEEEIIaZqEhASjo0ePWp49e/bvxuduXdnZ2aJt27bZfvnllzoL0YQ86KjgT8gDJjOz3f1WE0IIIYQQQgghpJ2YNm2a8+eff+4wZcqUzE6dOrXIECMtZeXKlbZvvfWWy7Bhw/IGDx7c6NBEhDyIqOBPCCGEEEIIIYQQQggBAKxevTpj9erVeg0n0tCQQPfCzJkzc2fOnJnb+JyE3HuNDRXUVtplwZ8x5gPgEoDdnPNR6ueiACwFYAvgJwBjOef56mnWAL4EMABALoB5nPNtbZE7IYQQ8iCiMeAJaRs0XBEhhBBCCCFEW7ss+ANYD+Cs5gFjrAuATwEMAXAewGcAPgEwQmv+agAOEKoJhxljFznn8a2YM2ljV67ccW8RQgghhBBCAACP+mxt6xTuKTr5QwghhBBCgHZY8GeMjQBQCOB3AN7qp0cCOMg5/1U9zwIAVxhjMgAqAOEA/DnnpQB+Y4wdABANYG4rp08IIYQQQggheqEiPSGEEEIIaWntquDPGDMH8C6AUADjtCZ1gXACAADAOb/OGKsG0BFCwb+Gc35Va/6LAHrf+4xJe3K/99oihBBCHiRUCCXtFa2bhBBCCCGkPWtXBX8A7wH4knN+kzGm/bwUQN096yIAMgBKAMX1TLsNY2wCgAkA4Orq2kIpE1I/GtOaEEIIIYQQQgghhBDSWgzaOgENxlgQgP4APtIxuRSAeZ3nzAGUNDLtNpzzzzjn3Tnn3e3s7O46Z0IIIYQQQgghhBDSuKioKNdZs2Y5tXUehBByv2tPPfz7AHAHkKru3S8FIGKM+QE4CiBQMyNjzBOAMYCrEIb0MWSM+XDOr6lnCQRAN+wlhBBCyH2LhhUhhBBCiL4kEkmw5v+VlZUGRkZG3MDAgAPAypUrUyZNmpTfku+3Zs0am82bN9ueO3cuQfPctm3bUlvyPQghhOjWngr+nwHYofX4DQgnACYBsAfwB2PsCQDnIYzzv5dzXgIAjLG9AN5ljI2DMD7KUACPtVrmpNksa1a0dQqEEEIIIYQQQsg9k7Xhy5B7Gd9x0svnGpunvLw8VvN/uVwesH79+uSwsLA7RkYghBDy39duhvThnJdzzrM0fxCG6qnknOdwzuMBvAJgK4BbEMbnn6z18skATNXTtgOYpH4NIYQQQgghhBBCCNHhxIkTkqCgoE4ymSzIzs6u6+jRo10rKysZAPz0009mVlZWgYmJiWIA+OOPP0zNzc2DYmNjTQDgzTffdHRxcfE3MzML9vLy6vLNN99YAsD58+dNZs2a5XbhwgWpRCIJlslkQQAQHh7uPnXqVGfNe69cudLW1dXV38LCIig0NNQ7OTlZrJnGGAtZtmyZnZubm79MJguKjo52ValUrdcwhBDyH9aeevjfhnO+qM7jbQC21TNvPoCwe58Vac9oaANCCCGEEEJIQ+iYgZDbGRoaYuXKlWm9evUqu3HjhtHgwYN9li1bZvf222/fevLJJ8tGjRqVO2rUKI9jx45de/HFFz3mzp2bHhwcXAkA3t7eVadOnUpwcXFRbNq0yWrixIkevXv3vtytW7fK5cuXp9Qd0kfbgQMHZIsXL5YfPHjwWkhISMUrr7zSISIiwvOvv/6qnf/IkSMW586du1JQUCB66KGHOu/du7cwIiKiuLXahhBC/qvabcGfEEIIIYT8t2RmXNZzzqB7mQYhhBBC9PTEE0+Ua/7v6+tbPWbMmJxTp07JIIyggBUrVmR069atU7du3To7ODgo5s6dm6OZf+zYsQWa/48fP75g5cqVTqdOnTJzc3MrbOx9t2zZYh0ZGZn3+OOPlwPAmjVr0m1sbIISEhKMfH19qwFg7ty5Wba2tkpbW1vlo48+WnL+/HkJFfwJIaRxVPAnhLS5zMy/2zoFQgghpFXd772M7/flI/qh9YCQ9i8uLs542rRpLpcuXTKrrKw0UCqV8PPzqz0JYGxszKOiovLeeustlw8//PCmgcG/I0OvW7fOZt26dQ7p6elGAFBRUSHKycnRq86UlZVlFBwcXKh5bGFhobK0tFSmpKSINQV/uVyu0Ew3NTVVlZaWtpthqQkhpD2jgj8hhBBCCCGEirOEEPIAmjhxoltAQED53r17b1hZWaneffdd+/3791tppiclJYlXrFjhFBERkTdnzpwOgwYNumJqasqvXr1qNGPGDLeDBw9e7devX6mhoSE6derkxzkHADDGGnxfR0fH6pSUFGPN4+LiYoPCwkKRm5uboqHXEUIIaRydHSWEEEIIIYQQQgh5AJWWlorMzc2VFhYWqtjYWJNNmzbZa6apVCqMHDnSfcSIEbk7d+5Mtre3V0yfPl0OACUlJQaMMTg6OioAYPXq1TaJiYmmmtc6OTkpsrKyjDQ3AK4rKioqf+fOnTa///67aUVFBZs2bZo8MDCwTNO7nxBCSPNRD39CyH2FhgfSD7UTIYQ0nX73KAi612kQQgghLWbZsmVpkydPdvvkk08cO3fuXB4WFpavHsMfS5Yssc/LyxN/9NFHGQYGBtiyZUtycHCwX1hYWOGgQYNKJ0yYkN2rV6/OBgYGPDw8PC84OLhUE/fpp58uWbduXYWDg0OggYEBLygouKj9vmFhYSVXr17NiIyM9CouLjbs1q1baUxMzI3WXn5CCLkfUcGf3DfoILz1UdGYEP3R94UQQggh9xoNzdU+OU56+Vxb56AtPT39kub/gwcPLk1KSorXNd+CBQtuLViw4Jbmsbu7u0K7cL927dr0tWvXput6rYmJCf/ll18StZ/bs2dPsvbj2bNn58yePTsHOnDOb2uzuq8lhBBSPyr4kzZFO6SEEEIIIYQQQgghhBDSMmgMf0IIIYQQQgghhBBCCCHkPkA9/AkhhBBCWhENQUcIIU1DVwUTQgghhOiPCv6kTVHRgxBCCCH3Gu1vEEIIIYQQQh4UVPAnhBBCyH1JvyIvoE+hlwrGhBBCCCGEEEL+C6jgT5rFsmZFW6dACCHkPkXFdUIIIYQQQgghpHmo4E8IIfXIzPy7rVMghJAHFp34IYQQQgghhJCmo4I/IYQQQgghhBDSRuimxIQQQghpSVTwJ4QQQhpAV3oQQgghhBBCCCHkv4IK/qRZqBcKIfqjgjEhhJB7pSVvTk0IQMNpEXK/k8vlAXl5eWIDAwOueS4iIiLvm2++SW3LvAghhLQcKvgTQgghhBBCCCGE3CNvhb4Rci/jLz6+4lxT5t+xY8e1sLCwknuVj0KhgFgsvlfhCSGENMKgrRMghBBCCCGEEF1iLxQ1+kcIIeTurVmzxiYkJMR3woQJHczNzYPkcnlATEyMuWZ6Xl6eaPjw4W52dnZd7e3tu06dOtW5pqam9rXdunXr9PLLL7tYWloGzZw50zkrK0sUGhrqLZVKg/39/TtPnTrVOSQkxBcAoqOjXcePH99B+/1DQ0O933nnHftWXWhCCLlPUQ9/0ix0qS8hhBDStui3mBBCyL1CJ9MeTBcvXjSLiorKy8/Pv7By5Uq71157zT0iIiLOwMAAI0aMcLezs6u5fv365ZKSEoNBgwb5fPTRR9WzZs3KBYC4uDiz8PDw/JycnAtVVVVsxIgRHhKJRJWZmXnx6tWrRkOGDOkol8urAGDs2LG5kZGR3hs3brwpEomQmZlp+Mcff8g2b96c3KYNQAgh9wkq+BNCyH9Ie7wfQHvMiRBCCCGEEKJbVFSUt0gkqh3Df9GiRTfFYjF3dnaunjlzZi4ATJ48OW/u3LmuN2/eNGSM4eTJkxb5+fmxUqmUm5ubq1577bXsTZs22WoK/nZ2dtXz58+/BQCMMX706FHLc+fOxctkMlVISEjl8OHDc0+fPi0DgL59+5ZLpVLlgQMHzIcNG1b81VdfWT300EMlLi4uNW3RHoQQcr+hgj8hhBBCyAOupU7c0QlAQgghddHVAu3Ptm3bEuuO4b9mzRobOzs7heaxTCZTAUBxcbEoJydHVFNTw5ycnAI10znnzNHRsVrz2MnJqfa1GRkZhkqlknl6etY+5+LiUjsvAIwYMSLv22+/tR42bFjxzp07bSZPnnyrZZeSEEIeXFTwJ4QQ0m5QsZAQQggh/xVUyCYPCk9PT4WRkRHPz8+/UN/NeBljtVcMODs714hEIp6UlCTu2rVrFQCkpaUZac//8ssv5wUFBXX5448/TG/cuGEycuTIgnu6EIQQ8gChm/YSQgghhBBCCCH3gcyMy43+EdJUbm5uip49exZNmDDBJT8/30CpVCI+Pt748OHDUl3zGxoaYuDAgYXz5893LikpMYiNjTXZtWuXjfY8Xl5eioCAgLIXX3zRY9CgQYVSqZTrikUIIaTpqIc/IYQQQggh5L5HvbEJIUQwYsQIHwMDg9oCe8+ePYufeeaZwoZeExMTkzx16lR5586d/cvLyw06dOhQPX369Mz65v/8889To6Ki3J2cnALd3d0rw8LC8i9cuGCmPc+oUaPyXn31VY+VK1em3fVCEUIIqUUFf0IIIeQ/hoY+IoQQQppHvx7uQfc6DfKAWXx8xbm2zkEjPT39Un3Tpk6dmqf9mHNem7eNjY1y69atqQBSdb2u7mudnZ1rfvnll0TN40mTJsmdnJxuG8ffw8Oj2tHRsXrIkCG33U+AEELI3aGCPyGEEEIIIXpoyZNtVHQkhBByP4uNjTWprq5mPXr0qDh58qRkx44dtmvWrEnRTK+qqmIff/yxw8iRI3MNDGi0aUIIaUlU8CeEEEIIIYQQPek/BnpQC8VqPE5LxyKEkLtVXFxsEB0d7ZmTkyO2traueeWVV7JHjhxZCADnz5836dmzZ+dOnTpVvPnmm9ltnCohhNx3qOBPCCGEEEIIIYS0ETpZQ+5HvXv3Lk9NTdW5cnfr1q2yoqIitrVzIoSQBwUV/AkhhBBCCCGEtFsteVUFIYQQQsj9jgr+hBBCCLlrdCNhQgghhBBCCCGk7VHBnxBCyH2His+EEEIIIYQQQgh5EFHBnxBCCCGE3NfoJCAhbYPGpieEEEIIaX1U8CfkP4KKFYQQQgghhBBCCCGEkIYYtHUChBBCCCGEkPtLZsblRv8IIYT8N3h7e3c5dOiQrK3zqI9EIgn++++/jfSZ98cffzRzc3Pzl0gkwd9++63lPU6tyXr16uWzdu1am7bOQ9uhQ4dkDg4OXVv7fefOnesYGRnp1trv21SMsZDLly8bt2TM8PBw96lTpzq3ZEzyYKGCPyGEEEIIIYQQQsh97ocffpAGBwd3kslkQRYWFkHdunXrdPLkSUljr0tMTIx/+umnS1ojx+YoLy+P9fPzq9Zn3oULF8rHjRt3q7y8PDY6OrrwHqfWoBkzZjgPHTrUQ/u5X3/99dqUKVPy2iqntqLrpMIHH3yQtXPnzpS2yqm9aKsTLuS/jYb0IYQQQggh7Q4NZaeflmwnGm+dEKKh/1U4QfcyjfvGtufWh9zL+FF7Xz3X2Dz5+fkGERER3itWrEh9+eWX8ysrK9mPP/4oMzEx4fcyt/YmPT3dKCAgoKI5r1UoFBCLxS2dEiH3FK23Dybq4U8IIYQQQgghhBByH7t8+bIJAEycODHf0NAQUqmUP/fcc8UPP/xwbfF75cqVtp6enl3MzMyCvby8uvz2228SAJDL5QH79u2TAYBSqcSbb77p6OLi4m9paRn01FNPeWZnZ4sAICEhwYgxFrJ27VobJyenACsrq8A5c+Y4auLX1NRg7ty5ji4uLv5mZmbBXbp06ZyYmCgGgNjYWJPHHnvMx8LCIsjd3d3/iy++sNJ32bSHVAkPD3ePjo527dOnj7eZmVlw165dO8XHxxsDgIuLi//NmzeNR4wY4SORSIIrKipYcnKyODQ01NvCwiLI1dXVf+XKlbaauDNmzHAeNGiQ59ChQz2kUmnw2rVrbR966CHfqVOnOgcHB3eSSCTBoaGh3llZWaJnn33WQyqVBvv7+3dOSEioHV7opZdecnF0dOwqlUqDu3Tp0vno0aNSANi9e7f52rVrHQ8fPmwlkUiCfX19/QDgoYce8l21apWtpq1nz57t5OzsHGBtbR04bNgw97y8PL3aujHJycnigQMHellZWQXK5fKAxYsX22umlZaWsvDwcHdzc/MgLy+vLn/++edtV4HUHcKm7vAzW7ZssezUqZOfVCoNdnFx8d+9e7c5AKxevdpGs3516NAhYPny5bYAUFxcbBAREeGTk5MjlkgkwRKJJDg5OVlc9wqIrVu3Wnh7e3eRyWRBDz30kO/58+dNNNPkcnnA22+/7dCxY0c/mUwWNGTIEM/y8nKma9nj4+ONH3nkkY6WlpZBVlZWgc8++6xHbm6uSN9YCxYscLCzs+tqb2/f9eOPP25w+KXs7GxRRESEu729fVdzc/Og/v37ewHAmjVrbEJCQnwbateG2qZum9e9CkAulwfMnz/fsWPHjn5mZmbdFAoFfv75ZzPNFT6+vr5+7XmYLnL32k3BnzFmzBj7kjGWwhgrYYxdYIwN1prejzH2D2OsnDF2gjHmVue1mxhjxYyxLMbYjLZZivbNsmZFo3+EEEIIIYQQQv6bMjP/bvSv1XOie3q0C/7+/pUikQjPPfece0xMjHlOTo5Ie/qmTZusPvzwQ+evvvoqqaSkJHb//v2J9vb2NXXjvP/++/aHDx+2/OWXXxIyMzMvWlpaKseNG+eqPc/p06el165du/z9999f/eijj5w1hdl33nnHYe/evdaHDh26VlJSEvvFF18kS6VSVXFxscHgwYM7RkZG5ufm5l7YunXr9VmzZrmeO3fOpO776+PgwYPWCxcuzCgsLIx1d3evmjNnjhwA0tLSLjs5OVXv2LHjWnl5eaypqSmPiIjwdHZ2rs7MzLy4Y8eO64sXL5YfOHCgthB67Ngxy4iIiIKioqLYCRMm5AHAvn37rLds2ZKUlpYWl5KSYvzII490Hjt2bG5BQUGsj49Pxfz582sLsT169Ci7cOFCfEFBQWxERET+qFGjvMrLy1lERETxlClTsoYMGVJQXl4em5CQcMeXc+3atTY7duywOXbsWEJSUtKlsrIy0csvv6xXWzdEqVRiyJAh3gEBAeWZmZlxP/30U8LGjRsd9uzZYw4As2fPdk5OTja+du3apR9++OHqjh07bBuLqXHixAnJpEmT3JcuXXqzqKgo9tdff03w8vKqBgAHB4eagwcPJpaUlMR++umnSW+//bbLb7/9JjE3N1ft3r37mp2dnaK8vDy2vLw81t3dXaEdNy4uznjcuHGey5cvT8vNzb04YMCAwrCwMO/KysraQvx3331n/eOPP15LTEy8dOXKFdN169bpzJtzjjlz5mRlZmZejI+Pj8/IyDCaPXv2bePl1xdr9+7d5p988onj999/fzUxMfHyzz//bN5Qe0RGRnpUVFQYxMfHx+fk5FycPn16tr5tCQD6tE199uzZY/39999fy8/Pj71586Y4PDzcZ+7cuZmFhYUXPvjgg5ujRo3yysjIoJFf7lPtpuAPYXihNAC9AVgAeAtADGPMnTFmC2AvgAUArAH8BWCn1msXAfAB4AagL4DZjLFBrZc6IYQQQoh+2mMxhhBCCCH3N2tra9Xx48f/YYxhypQp7k5OTkGhoaHeaWlphgCwadMm2ylTpmT17t273MDAAP7+/lUdO3a8Y1z8r776yu7dd99N9/LyUpiamvKlS5dmHDlyxEqh+LcGuWTJkgypVMofffTRCl9f34q//vrLFAC+/fZbu7fffjsjMDCwysDAAI8++miFo6OjcufOnRZyubxq2rRpeWKxGD179qwYPHhw4bZt2/Tu5a9t4MCBBX379i0Xi8UYOXJkfnx8vKmu+RITE8WxsbHStWvX3pRIJPyxxx6riIqKyt28eXNtr+2goKCy6OjoQpFIBKlUygHghRdeyO3SpUuVjY2NMjQ0tMjV1bUqLCysRCwW4/nnny+4fPlybY/4yZMn5zs6OirFYjHeeeed7Orqanbx4kW9TmTs3LnTZvLkydl+fn7VFhYWquXLl988dOiQXm3dkJMnT5rl5+cbrlixItPExIT7+flVR0dH52zfvt0aAA4cOGA9b968TAcHB6W3t7di4sSJehepP//8c7vhw4fnDRs2rFgkEsHDw0MRHBxcCQAjRowo6tKlS5WBgQGGDBlS2rNnz+ITJ05I9Yn77bffWvft27do2LBhxcbGxvydd97JrqysNDh27Fjt6ydNmpTt7u6ucHBwUA4YMKDowoULOtvC39+/atiwYcWmpqbc2dm5Ztq0adl//PHHbb3d64u1c+dO68jIyNwePXpUmpubq5YsWZJRX84pKSniX3/91eLrr79OsbOzUxobG/MhQ4aU6rO8LeGVV17J9vb2VkilUv7FF1/Y9OnTpygyMrJIJBJh2LBhxf7+/mV79uyxaK18SOtqN2dyOOdlEAr3GocYY0kAQgDYAIjnnO8CAMbYIgC5jLFOnPN/ALwIYAznvABAAWPscwBjABxtvSVo/2IvFLV1CoQQQgghhOiN7ivQ+uikIyH3r27dulXu2bMnGRCG0ImOjvaYPHmyy8GDB5MyMzONvL29qxqLkZmZaTRy5Ehvxljt2P8ikQg3b96sHSTc1dW1tiJtamqqKi0tFQFAdna22NfXt7JuzJSUFKO4uDgzmUwWpHlOqVSyYcOGNevmtQ4ODrXvb2ZmpiovLxfpmi81NdXI3Ny8xsrKSqV5zs3NrTo2Nra2YO/s7HzHSQ8HB4faKx9MTU1VdnZ2te8nkUhU5eXltZ1r3377bYctW7bY5uTkiAGgrKxMdOvWLb1qcdnZ2WJ3d/fa9/fx8alWKpVMn7ZuyI0bN4xycnKMtNtbpVKx7t27lwBATk7Obe/r4eGh1w2RASA9PV08cOBAncWnmJgY8yVLljgnJyebqFQqVFZWGnTp0kWv+ylkZGSIXVxcavMQiURwcnKqTktLq20LZ2fn2z6HzMxMnQPXp6WlGU6aNMn1zJkz0vLycpFKpYK5ublSe576YmVlZYm7detWppnm4+NTb9vcuHFDbGFhUWNnZ6esb557yc3NrXYZUlJSjI4cOWIlk8lqC/w1NTWsV69e7fZm3OTutKce/rdhjDkA6AggHkAXABc109QnB64D6MIYswLgpD1d/f8urZctIYQQQgghhBBCyH9DcHBwZVRUVG5CQoIpADg5OVUnJiYaN/Y6BwcHxd69e6+WlJRc0PxVVVWd9/DwaHSYEQcHB0VCQsIdvdtdXFwUPXr0KNGOWV5eHrt169bU5i2dflxdXauLi4sNCwoKamtjqampRk5OTrXLwpjOYeD1cvToUem6descd+zYcaOwsPBCSUnJBalUquSca2I3eMNkBwcHRXJycu39ABITE41EIhHv0KGDXkO61Mfd3b1aLpdXabd3WVlZ7MmTJxMBwNbW9rb31f4/AJiYmKjKyspq2+zWrVu1hXW5XK64fv36HZ9xRUUFe/HFF71ef/317Fu3bl0sKSm50Lt37yJ928LZ2VmRlpZWm4dKpUJmZqaRi4tLk9ti5syZcsYYv3TpUnxpaWnsp59+mqTJozEODg635ZGYmGhU37yenp6KoqIiQ+37A2hIpVJVRUWF9npX70kgXW1T98SSrqF5tF/n4uJSPWzYsDztz7yioiL2/fffz6rvfcl/W7ss+DPGxAC2Atis7sEvBVD3DGERAJl6GupM10yrG3cCY+wvxthfOTk5LZ84IYQQ8h9Dw8sQ0jbou0fIfx+NTU/+S2JjY00WLlzocP36dTEgDGeze/duG01v5bFjx+auX7/e8dSpUxKVSoXLly8bX7169Y5i5ksvvXTrrbfe6qCZlpGRYbhlyxZLfXKIjo7Oeffdd50vXbpkrFKp8Oeff5pmZWWJhg8fXpicnGyyfv1666qqKlZVVcVOnjwp0YxHv2bNGhu5XB7QYo2h5u3trQgKCiqdNm1ah/Lycvbnn3+abt++3TY6OrpZVxbUVVRUJDI0NOSOjo4KhULB3njjDaeysrLa4q+Dg0PNzZs3jZRK3R3An3/++fwNGzY4/PPPP0ZFRUUGs2fPlg8ZMqRALNbZcf02hw4dkjHGQnRN69OnT5mZmZly/vz5jqWlpaympgZnz541OXnypAQAnn322fwPP/zQKScnR3T9+nXxp59+aq/9+s6dO1ds3rzZuqamBrt37zY/e/Zsbf1t/PjxOTExMTb79++XKZVKJCUliWNjY00qKytZdXW1gb29vUIsFvOYmBjz06dP145/7+zsXFNUVGSouSlxXaNGjco/ceKExf79+2VVVVVs0aJFDkZGRrx///5NHiKntLRUZGZmprKxsVEmJSWJP/roI71vdjx8+PD8mJgY23PnzpmUlJQYvPXWW871zevm5qbo1atX0UsvveSak5MjqqqqYkeOHJECQPfu3csTExNNf//9d9Py8nI2d+7ceuPoapugoKDyn3/+2SI7O1uUmppquH79eoeG8n755Zfzjh07Zrlnzx7zmpoalJeXs0OHDsk02wNy/2l3BX/GmAGAbwFUA3hN/XQpgLo3wjAHUKKehjrTNdNuwzn/jHPenXPe3c7OrkXz/i+gHVJCCCGEEELIg6w9nmxrjzmR+4+lpaXy7NmzZo8++mhnU1PT4Mcee6xzp06dKj755JM0ABg7dmzBjBkzMqOjoz2lUmnwsGHDvOve2BcA3nrrrVtPPfVU4YABAzqamZkFP/zww53+97//memTw8KFC7PDwsIKBg0a1FEmkwW//PLL7mVlZQZWVlaqI0eOXN21a5e1o6NjVwcHh8A5c+Z00NyQNS0tzSgkJOSejH0eExNzIy0tzcjJySkwIiLCa86cORlhYWEtMsxJeHh4Ue/evYv9/PwCXFxcAkxMTFSOjo61Q8CMHj06HwCsrKyC/Pz8Otd9/bRp03Kff/75vD59+nRyd3cPMDY25l988YVeVz2kpKSIg4ODy3RNMzQ0xPfff58YFxdn6u7u3tXa2jpo3Lhx7gUFBSIAWLZsWWaHDh2qPD09AwYMGNAxMjLythMgH3/8ceqPP/5oaWFhEbxlyxabJ598skAzrW/fvuXr169PnjVrlou5uXlw7969fW/cuGFkZWWlWrx4cero0aO9LCwsgrZt22bTr1+/2o67wcHBlc8880y+l5dXgEwmC0pOTr6tEB0YGFj16aefJs2YMcPV1tY28MiRI5b79u27ZmJiol/XfC3vvvtuxqVLlyTm5ubBgwcP9nnmmWcKGn+VYPjw4cUTJkzIHjhwoK+Xl5d/3759ixuaf+fOnUlisZh36tTJ387OLvCjjz5yAICuXbtWTZ8+PWPIkCEdPT09Ax5//PF6129dbTNp0qQ8Pz+/Ci8vr679+/fv+Nxzz+U3lIe3t7ciJiYm8YMPPnCysbEJksvlXVesWOGgUqmafwkLadfazRj+AMCEa6W+BOAA4CnOuebSnHgI4/Rr5jMD4AVhXP8CxlgmgEAAP6lnCVS/hhBCCCHkrlGxhZD/ProfACGkrUTtffVcW+fg4eGh+P777280NM/s2bNzZs+efcdwCOnp6Zc0/xeJRFi0aFH2okWL7riRq6+vbzXn/LZlPXPmTILm/4aGhli2bFnmsmXLMuu+NjAwsOqXX35J1JXX77//Ll27dm1afXlrv6fmHgUaTz/9dEl2dnacrmUBAC8vL8WJEyd0vu+qVavuuCGr9vIAwJo1a26bJywsrCQsLOwyICzvrl27kgHU5rR48eLadnN0dFSeO3futnja8UUiEVasWJG5YsWKO9qrsbb+9ddfZfPnz6/3hrLu7u6KgwcPJumaJpPJVN99912y9nPvvfdebd69evUqT0xMrLfmNnr06MLRo0cX1n1+3rx5OfPmzat3uA11W9Wq2/71xQXu/Fx1fXYa3bt3r4yPj7+i/dw777xTu3yNxXr//feztIfCef311+u9IsTBwUG5d+/eZF3TPvzww6wPP/ywNs7kyZNri/Z11+O6bQMAhw8fvu37vHDhwlv1LQMAhIaGlp09ezah7vPk/tSuCv4ANgDoDKA/51z7xh3fAVjOGAsHcBjA2wDi1MP9AMA3AN5ijP0F4WTBeAAvtV7ahBBCCGkpVFwnhBCijX4XCHmwnT59+lpb5/Bfs3PnzpS2zoEQ0nbaTcGfMeYGYCKAKgBZWjdGmcg536ou9q8DsAXAnwBGaL18IYSTBSkAKgB8yDk/2lq5E0IIIYQQQggh9ws6yUIIIYT8d7Wbgj/nPAVAvWNHcc6PAehUz7QqAGPVf/cVy5oVbZ0CIYQQQtohKsaQ9ux+Xj9bctnu53YiRIPWc0IIIaR1tbub9hJCCCGEEEIIIYQQQgghpOnaTQ9/QgghhBBCSNuhXrikpdE6RQghhBDS+qjgTwghhJD7EhWaCCEPEtrmEUIIIYQQgAr+7V7shaK2ToEQQgghhJA2QUVsQgghhBBCmobG8CeEEEIIIYQQQgghhBBC7gNU8CeEEEIIIYQQQgghbUoulwfs27dP1pzXHj16VOru7u7f0jm1N2vWrLEJCQnxbQ/vt2HDBuuePXv6tFYuhBD9UcG/ncvMuKzXHyGEEEIIIYQQQkh97qag3t4wxkIuX75srHk8aNCg0uTk5HtSHHnooYd8V61aZXsvYre28PBw96lTpzq3RKxJkyblnz59+lpLxCKEtCwaw58QQgghhBBy36P7AZCWRusU0Vfs1OMh9zJ+8JrQc/cyfktQKBQQi8VtncYDraampq1TIIS0EurhTwghhBBCCCGEEPKAysnJEfXt29fbysoq0NzcPKhv377e169fFwPAwYMHZR07dvTTzPvYY4/5+Pv7d9Y8DgkJ8f32228tdcVljIUsXbrUzs3Nzd/d3T0AALZv327RqVMnP5lMFhQcHNzpzz//NNX12hMnTkiCgoI6yWSyIDs7u66jR492raysZADQvXt3XwDo0aOHn0QiCf7888+tDh06JHNwcOiqeb1cLg94++23HTp27Ognk8mChgwZ4lleXs4009966y0HOzu7rvb29l1XrVplW/eKAY0pU6bIz507J503b56rRCIJHj16tCsA/PTTT2b+/v6dZTJZkL+/f+effvrJrL72rRtbu5e9Ju+FCxc6WFtbB9rZ2XVdvXq1jWberKwsUWhoqLdUKg0OCAjofP369dtyjI2NNXnsscd8LCwsgtzd3f2/+OILK+33GTlypGvv3r29TU1Ngz/++GPb/fv3W2/YsMFRIpEEh4aGegPAm2++6eji4uJvZmYW7OXl1eWbb77R+XkCwMSJEzuEhIT45uXlieoO98MYC1m2bJmdm5ubv0wmC4qOjnZVqVQAhJMN48eP72BlZRUol8sD3n//fTvGWIhCoQAgDB3UoUOHADMzs2C5XB6wYcMG6/pyIIQ0jgr+hBBCCCGEEEIIIQ8opVKJF198MTc1NfVSSkpKnImJiWrixImuANC3b9/SlJQUk8zMTMOqqiqWkJAguXXrlrigoMCgtLSUxcfHmz355JMl9cU+ePCg5ZkzZ64kJCRcPn36tOmrr77q/sknn6QUFBRcGDt2bM5zzz3nXVFRweq+ztDQECtXrkzLz8+/8Ntvv/3z22+/yZYtW2YHAH/99VcCAJw9e/bv8vLy2PHjxxfoeu/vvvvO+scff7yWmJh46cqVK6br1q2zBYDdu3ebb9y40fHIkSNXr1+/fvnkyZP1DnO0du3a9JCQkNKlS5emlpeXx37zzTep2dnZovDwcJ9JkyZl5+fnX5gyZUp2eHi4T1ZWlqhpLS/Iy8sTFxUViTIzM+PWrVuXMnfuXNecnBwRAIwbN87NxMRElZGRcXHTpk1J27dvrx1aqLi42GDw4MEdIyMj83Nzcy9s3br1+qxZs1zPnTtnopnnwIED1vPnz88sLS2NnTx5ct7QoUPzJ02alFVeXh57/PjxRADw9vauOnXqVEJxcXHs3LlzMyZOnOiRkpJy2+UYSqUSI0aMcIuPjzf95ZdfrtnY2Ch1LcuRI0cszp07d+X8+fN/Hzp0yGrv3r3mALBq1Sq748ePW/z1119/X7hw4e9Dhw7VnpgoLi42ePPNN10PHz58taysLPb333//p0ePHuXNaUtCiIAK/oQQQgghhBBCCCEPKEdHR+WYMWMKZTKZysrKSrVgwYLMM2fOyABAKpVyf3//sh9//FH622+/STp16lTevXv30p9//ll64sQJqaura6Wjo6PO4i8AzJ07N8vBwUEplUr5J598YhcdHZ0TGhpaZmhoiClTpuSJxWJ+/PjxO3rHP/HEE+X9+vUrE4vF8PX1rR4zZkzOqVOnmnT/gUmTJmW7u7srHBwclAMGDCi6cOGCKQDs3LnTOjIyMrd79+6VMplMtWTJkoymxN29e7eFm5tb1auvvpovFosxceLEfE9Pz8qYmBjLpsTRMDQ05MuXL88wNjbmkZGRRaampqq4uDiTmpoaHD161HLJkiUZ5ubmqh49elQOHz48T/O6nTt3Wsjl8qpp06blicVi9OzZs2Lw4MGF27Ztqy2m9+/fv3DAgAFlIpEIEomE63r/sWPHFri7uytEIhHGjx9f4ObmVnXq1Knaz0ShULBnn33Ws6CgwPDYsWOJMplMVd+yzJ07N8vW1lbp4+NT/eijj5acP39eAgB79+61euWVV7K9vLwUdnZ2ytmzZ2dqv44xxmNjY01LS0uZm5ubonv37pXNaUtCiIDG8CeEEEIIIYQQQgh5QJWUlBhMnDjR5ZdffjEvLi42BICysjKDmpoaGBoaomfPniUnTpyQdejQofrxxx8vsbKyUp44cUJmbGzMH3300Xp79wOAh4dHteb/N2/eNNq7d6/Npk2b7DXP1dTUsJs3bxrVfV1cXJzxtGnTXC5dumRWWVlpoFQq4efn16Re387OzgrN/yUSiSozM1MMAFlZWeKQkJAyzTQvL69qXa+vT0ZGhlGHDh2qtJ/r0KFDdXp6erNuUmBhYVGjfX8DU1NTVUlJiUFGRoahUqlk2vm5ublV/fHHH1IASElJMYqLizOTyWRBmulKpZINGzas9qRAhw4datugPuvWrbNZt26dQ3p6uhEAVFRUiHJycmrrhampqSYJCQmSX3/99YqJiYnOkwYacrm89v1MTU1VpaWlBgCQnZ0tdnV1rZ2mvV6Ym5urvv766xsrV650mDJlintISEjpRx99dDM4OJiK/oQ0E/XwJ4QQQgghhBBCCHlAvfvuuw6JiYkm//vf/66UlpbG/vjjj/8AAOdCbbdv376lv//+u+z06dOy0NDQ0v79+5eoH0v79OlT2lBsxv4drUculyumTp2aWVJSckHzV1FRETtx4sT8uq+bOHGim4+PT+W1a9culZaWxs6bNy+9pZbXwcFBoX2S4fr163eccKizDLcVuZ2dnatv3rx521j66enpRtrFbm0mJiaqsrKy2vrbrVu39Dox4OzsXCMSibh2fqmpqbXv6+LioujRo0eJdnuWl5fHbt26NbW+3LU/DwC4evWq0YwZM9xWr16dWlBQcKGkpOSCt7d3heazBwAvL6+KNWvWJD/zzDM+Fy9evOM+B/qwt7dXpKWl1S53UlLSbW0eHh5e/Pvvv1/LzMy86OPjUzlu3Di35rwPIURABX/SLJmZfzf6RzkRQgghhBBCCCHtR3V1NSsvL6/9UygUKCkpEZmYmKhsbW2V2dnZooULFzprv6Zfv36lycnJJhcvXjTr3bt3Wffu3SvT09ON4uLizAYMGNBgD39tr7zySs7mzZvtjx8/bqZSqVBcXGywY8cOi4KCgjtqU6WlpSJzc3OlhYWFKjY21kT7qgAAsLGxqbl69Wqzis/Dhw/P37lzp8358+dNSkpKDN5++22nhua3s7OruXHjhvZNd4uSk5ONN27caK1QKPD5559bJSYmmjz//PNFul7fuXPnis2bN1vX1NRg9+7d5mfPntVraCJDQ0MMHDiwcMGCBc4lJSUG586dM4mJiam9oe/w4cMLk5OTTdavX29dVVXFqqqq2MmTJyXnz583qS+mvb29IikpqXZZSkpKDBhjcHR0VADA6tWrbRITE++4kfLEiRPzFyxYkD5w4EDf+Pj4Jrf7c889V7Bx40aHpKQkcW5urmjZsmWOmmlpaWmGW7ZssSwuLjYwNTXlUqlUZWBA5UpC7gZ9gwipQ58TB3TygBBCCCGEEELIf01kZKSPmZlZN83fzJkznefOnZtdWVlpYGtrG/Twww93HjBgwG2Fa3Nzc5Wfn1+5j49PhWZIl27dupU6OTlVy+XyGn3fu1evXuXr1q1Lnjp1qquFhUWQl5eX/+bNm210zbts2bK0PXv2WEul0uBx48a5hYWF3XYVwOzZszMmTpzoLpPJgr744gsrXTHqM3z48OJx48bdGjBggK+Xl5f/ww8/XAYIPfF1zf/6669nHzp0yMrc3DxozJgxLo6Ojsrdu3cnrl271sHa2jro448/dty9e3eik5OTzrb4+OOPU3/88UdLCwuL4C1bttg8+eSTOm8yrMvnn3+eWlZWZuDk5BQ4ZswYjxEjRuRqpllZWamOHDlyddeuXdaOjo5dHRwcAufMmdOhsrLyjpsga0yaNCn32rVrpjKZLKh///5eISEhlRMmTMju1atXZzs7u8BLly6ZBgcH67xqY8qUKXmzZs3KePLJJzsmJCQ0eFVEXTNmzMjp3bt3cXBwcJfAwEC/gQMHFolEIi4SiaBSqdjq1asd5HJ5V0tLy6DTp0/LNm7cmNKU+ISQ29EY/oTcQ3RigBBCCCGEEEIebMFrQs+1dQ4AkJ6efqm+aWfOnEnQfjxr1qxc7ccXLlz4R/vx0aNHbzT2fpzzO5Y7IiKiOCIiorix/AYPHlyalJQUX1/s2bNn58yePTtH+7ns7Ow4XbEAYNWqVbfdmHfp0qVZS5cuzQKA8+fPm7z55ptwc3PTOSRP//79y5KTky9rPzdw4MDS+Pj4K/Xlp61Xr17liYmJOpfl6aefLtHOu27uzs7ONSdOnEisL3ZgYGDVL7/8onP6nj17kus+FxAQUPXPP//cVqhYu3Zt+tq1a3UOmTR16tS8qVOn1t4TYObMmbkzZ87MBQBfX9/bptX9vLXfXywW48svv0z78ssv0wAgJibG3N7eXmFgYAA3NzfF2bNnb1v/CCF3h3r4E0IIIYQQQgghhJAHxjfffGNZUVHBcnJyRG+88UaHvn37FmrfOJe0rNLSUrZz504LhUKBpKQk8ZIlS5wHDRpU2NZ5EXK/ooI/IYQQQgghhBBCCHlgfP7553b29vaB3t7eASKRiH/55Zepjb+KNBfnnL333nvOlpaWwSEhIX4+Pj6VK1asaLEbMRNCbkdD+hBCCCGEEEIIIYSQB8apU6eutXUODxKZTKa6fPmyXkMgEULuHhX8SZuiMe4JIYQQQgghhBBCCCGkZdCQPoQQQgghhBBCCCGEEELIfYB6+D9AqDc9IYQQQgghhBBCCCGE3L+ohz8hhBBCCCGEEEIIIYQQch+ggj8hhBBCCCGEEEIIIYQQch+ggj8hhBBCCCGEEEIIaXFyuTxg3759srbOgxBCHiRU8CeEEEIIIYQQQgi5z8nl8gATE5NuEokk2MbGJjA8PNy9qKioXdSFEhISjORyeUBTXxceHu4uFou7SSSSYM2fr6+v373IkRBC/ivopr3tHN1olxBCCCGEEEII+e9K+upKyL2M7/FS53P6zrtjx45rYWFhJUlJSeIBAwZ0nDdvntMnn3ySfi/zu9cmTZqUtWbNmoy7jaNQKCAWi1siJUIIaVPt4kwuIYQQQgghhBBCCGkdHh4eitDQ0KIrV66YAsDPP/9sFhwc3EkmkwX5+vr6HTp0qHYYnuTkZHFoaKi3hYVFkKurq//KlSttNdNmzJjhPGjQIM8hQ4Z4mpmZBfv5+XX+448/THW9p1KpxJtvvuno4uLib2lpGfTUU095Zmdni3TNO3/+fEd7e/uuZmZmwe7u7v779+9v8rBAhw4dkjk4OHTVfk57iCFN7kOHDvWQSqXBa9eutb2bZU1OThYPHDjQy8rKKlAulwcsXrzYvqk5E0JIS6CCPyGEEEIIIYQQQsgDJDExUfzzzz9bdO3atTwpKUkcHh7uM3fu3MzCwsILH3zwwc1Ro0Z5ZWRkGAJARESEp7Ozc3VmZubFHTt2XF+8eLH8wIEDtQX4Y8eOWUZERBTk5+dfiIiIyI+IiPCuqqpidd/z/ffftz98+LDlL7/8kpCZmXnR0tJSOW7cOFcA8PX1rU5PT78EABcvXjT+8ssv7c+cOXOlrKws9ocffrjq7e1dfS/aQZN7UVFR7IQJE/Kau6xKpRJDhgzxDggIKM/MzIz76aefEjZu3OiwZ88e83uRNyGENIQK/oQQQgghhBBCCCEPgKioKG+ZTBbUq1evTo888kjJkiVLMr/44gubPn36FEVGRhaJRCIMGzas2N/fv2zPnj0WiYmJ4tjYWOnatWtvSiQS/thjj1VERUXlbt682UYTs0uXLuUvvfRSgbGxMV+4cGF2dXU1O3HihFnd9/7qq6/s3n333XQvLy+FqakpX7p0acaRI0esFArFbfOJRCJUV1ezCxcumFRVVTFfX9/qLl26VNW3TJ9++qmjTCYL0vw999xz7vq2R1BQUFl0dHShSCRCVlaWYXOX9eTJk2b5+fmGK1asyDQxMeF+fn7V0dHROdu3b7fWNxdCCGkpNIY/IYQQQgghhBBCyANg27ZtiWFhYSXaz6WkpBgdOXLESiaTWWieq6mpYb169SpJTU01Mjc3r7GyslJpprm5uVXHxsZKNI+dnZ1re9+LRCI4ODgo0tLS7hgMPzMz02jkyJHejDGuPf/NmzfFHh4etVV/f3//qvfffz/tvffecx49erRpr169itetW5fm7u6uqBsTACZOnNjsMfy1c7+bZWWMIScnx0gmkwVppqtUKta9e/fb2poQQloDFfwJIYQQQgghhBBCHlAuLi7Vw4YNy9uxY0dK3WmJiYni4uJiw4KCAgNNITw1NdXIycmptviekZFhpPm/UqlEdna22MXF5Y7ivIODg+Kzzz5LGjBgQFljOb3yyiv5r7zySn5+fr7Biy++6Pb666932LdvX1JTlksmkykrKytrR7aoqalBfn7+bXUwxv4decjV1bW6uctqaGjI5XJ5VUpKyuWm5EgIIfcCDelDCCGEEEIIIYQQ8oB6+eWX844dO2a5Z88e85qaGpSXl7NDhw7Jrl+/Lvb29lYEBQWVTps2rUN5eTn7888/Tbdv324bHR2dp3l9fHy8ZPPmzZYKhQLvvfeeg5GREe/bt+8dRf2XXnrp1ltvvdXh6tWrRgCQkZFhuGXLFsu68128eNH4wIEDsoqKCiaRSLiJiQk3MDDgdedrjL+/f1V1dTXbsWOHRVVVFZszZ46TQqGotw52N8vap0+fMjMzM+X8+fMdS0tLWU1NDc6ePWty8uRJSX3vRwgh9woV/AkhhBBCCCGEEEIeUN7e3oqYmJjEDz74wMnGxiZILpd3XbFihYNKpWIAEBMTcyMtLc3IyckpMCIiwmvOnDkZ2sMC9e/fvzAmJsba0tIyeOfOnTY7d+68bmxsfEeB/q233rr11FNPFQ4YMKCjmZlZ8MMPP9zpf//73x1j/VdWVhrMnz+/g62tbZCDg0Ngbm6u4apVq9Lry3/Dhg2OEokkWPNnZWUVCAA2NjbKDz/8MHXKlCluTk5OXc3MzFQODg4N3vy3uctqaGiI77//PjEuLs7U3d29q7W1ddC4cePcCwoKRPp9CoQQ0nJoSB9CCCGEEEIIIYSQe8Tjpc7n2joHAEhPT79U37TQ0NCys2fPJuia5uXlpThx4kRifa81Njbm+/fv1zncjvZ7ikQiLFq0KHvRokXZDeX58MMPV1y6dOlKQ/No7NmzJxlAcn3Tp06dmjd16tTaHvrvvvtu7XuvWrXqjnH/72ZZ3d3dFQcPHmzSsEOEEHIvUA9/QgghhBBCCCGEEEIIIeQ+QD3875GV34Y3Os/M6D2tkAkhhBBCCCGEEEIIIYSQB8F9U/BnjFkD+BLAAAC5AOZxzre1bVaEEEIIIYQQQggh9yddw+Lcrx6kZSWE/LfdNwV/AOsBVANwABAE4DBj7CLnPL5NsyKEEEIIIYQQQgghhBBCWsF9MYY/Y8wMQDiABZzzUs75bwAOAIhu28wIIYQQQgghhBBCCCGEkNZxv/Tw7wighnN+Veu5iwB6t1E+2POpb6PzzKTTEYQQQgghhBBCCCGEEEJaCOOct3UOd40x9gSAXZxzR63nxgMYyTnvo/XcBAAT1A99ASToEd4Wwj0B7lZLxWmvsSin1o9FObV+LMqp9WNRTq0fi3Jq/ViUU+vHopxaPxbl1PqxKKfWj0U5tWwsN865XQu9X6u5ePFicmBgYEu1EyGEEKLTxYsXbQMDA911TbtfeviXAjCv85w5gBLtJzjnnwH4rCmBGWN/cc673116LRenvcainFo/FuXU+rEop9aPRTm1fizKqfVjUU6tH4tyav1YlFPrx6KcWj8W5dQ2sQghhBByu/tiDH8AVwEYMsZ8tJ4LBEA37CWEEEIIIYQQQghpJd7e3l0OHToka2iea9euGUkkkuCampp7msuaNWtsQkJCGh9zWU0ulwfs27evwdwJIaS9uy8K/pzzMgB7AbzLGDNjjPUEMBTAt22bGSGEEEIIIYQQQkjbk8vlASYmJt0kEkmwjY1NYHh4uHtRUVGL14USExPjn3766ZKG5vHx8akuLy+PNTT87w48wRgLuXz5snFb50EIIXX9d7esd5oMYBOAWwDyAEzinLdED/8mDQHUCnHaayzKqfVjUU6tH4tyav1YlFPrx6KcWj8W5dT6sSin1o9FObV+LMqp9WNRTm0Tq91L+upKyL2M7/FS53P6zrtjx45rYWFhJUlJSeIBAwZ0nDdvntMnn3ySrj2PQqGAWCxu+UQJIYS0ivuihz8AcM7zOedhnHMzzrkr53xbC8VtkR2RlorTXmNRTq0fi3Jq/ViUU+vHopxaPxbl1PqxKKfWj0U5tX4syqn1Y1FOrR+LcmqbWKR5PDw8FKGhoUVXrlwxBYTe6kuXLrVzc3Pzd3d3DwCAlStX2rq6uvpbWFgEhYaGeicnJ4sBYOTIka4TJkzooB2vX79+XosWLXIAbh8W58SJExJ/f//OUqk02MbGJnDcuHEdACAhIcGIMRaiUCgAAMnJyeLQ0FBvCwuLIFdXV/+VK1faamLPmDHD+amnnvIcNmyYu5mZWbC3t3eXX3/9VaKZ/uabbzq6uLj4m5mZBXt5eXX55ptvLPVth/Xr11s7OzsHWFpaBs2ZM8dRe9qJEyckQUFBnWQyWZCdnV3X0aNHu1ZWVjIA6N69uy8A9OjRw08ikQR//vnnVjk5OaK+fft6W1lZBZqbmwf17dvX+/r163TmhBDS6u6bgj8hhBBCCCGEEEIIaVxiYqL4559/tujatWu55rmDBw9anjlz5kpCQsLlAwcOyBYvXizftm3bjaysrIsuLi5VERERngAwatSo/AMHDlirVCoAQE5Ojuj06dMWY8aMya/7PtOnT3edNGlSdmlpaeyNGzcuvfDCCwW68omIiPB0dnauzszMvLhjx47rixcvlh84cKB2LP2ff/7ZcsSIEQVFRUWxAwcOLJwyZYqrZpq3t3fVqVOnEoqLi2Pnzp2bMXHiRI+UlJRGC+3nzp0zmTVrltuXX36ZlJmZeTEvL88wOzvbSDPd0NAQK1euTMvPz7/w22+//fPbb7/Jli1bZgcAf/31VwIAnD179u/y8vLY8ePHFyiVSrz44ou5qampl1JSUuJMTExUEydOdK3v/Qkh5F6hgj8hhBBCCCGEEELIAyAqKspbJpMF9erVq9MjjzxSsmTJkkzNtLlz52Y5ODgopVIp37Jli3VkZGTe448/Xm5qasrXrFmTfuHCBbOEhASjgQMHljLG+A8//CAFgG+++cYqKCio1N3dXVH3/QwNDXliYqJJZmamoYWFhapfv35ldedJTEwUx8bGSteuXXtTIpHwxx57rCIqKip38+bNNpp5QkJCSiMjI4sMDQ0xduzYvISEhNoe/mPHji1wd3dXiEQijB8/vsDNza3q1KlTZo21xfbt261CQ0OLBg8eXGpqaspXrVqVwRjjmulPPPFEeb9+/crEYjF8fX2rx4wZk3Pq1Kl6b+jr6OioHDNmTKFMJlNZWVmpFixYkHnmzBm6ATAhpNVRwZ88cBhjrK1zIIQQcvdoe9762mObt8ec2jPG2F3v/zPG2t3wBLQe/Pe1t8+QMWbT+Fytq721Eflv2rZtW2JJScmFjIyMS1u2bEmVSqW1BW4PD49qzf+zsrKM3NzcqjSPLSwsVJaWlsqUlBSxgYEBhg4dWrBlyxZrAIiJibGOjIy8o3c/AHz11VfJiYmJxn5+fl38/f07b9++3aLuPKmpqUbm5uY1VlZWKs1zbm5u1ZmZmbW/N3Z2drUnE6RSqaqqqopphgNat26dTadOnfxkMlmQTCYLSkxMNM3JyWn0npUZGRliuVxeu8zm5uYqS0vLGs3juLg44759+3rb2toGSqXS4KVLl8rz8/PrjVtSUmIQFRXl5uzsHCCVSoMHDBjQqaSkRFRTU1PfSwgh5J6ggn87QDtu+muJtuKc88bn+u+i9em/raU+v5Yo6NwrLbGM7XU9b695tUe0PW9cO12fGj14bgOGAMAYE91NEMaYAWNMcrexGGPuLbUNZoyFMcakLRTrLcaYC+dc1fjcDcbZCCBc/f+7WkcZY46MMfu7iaHlrj5/DcaYoWY9aE8YYybqf++2zc0YYxZ3G4sx1r2l2okxNpExZt0S23TG2FLGWEALxNkAYKz6/+1in0r9eRm3UKz7ej0nzafd9I6OjtUpKSm161xxcbFBYWGhyM3NTQEA0dHRed9//73V1atXjeLi4syio6N1DtUTEBBQdfDgwaTc3NyLM2fOzBozZoxXcXHxbd8rV1fX6uLiYsOCgoLa51NTU42cnJzuuGKgrqtXrxrNmDHDbfXq1akFBQUXSkpKLnh7e1fos0lxcnJSpKen1w7hU1JSYlBYWFi7rzNx4kQ3Hx+fymvXrl0qLS2NnTdvXrruSIJ3333XITEx0eR///vfldLS0tgff/zxHwC4z3dZCSHtULvYeXkQMcZ6MsYGqXdqNAeq7WrHpr3koz5AfRoQijvNzYsxtpkxNqoF87JqwVgDGGOmLRFLc7DUgoXjdrEePCjU6/hdb5vvtqCjoS5ctVQRJYoxZtUSB/QtvZ7fDdqe64+2503TnrbnjLENjLGtAH5kjA1hjDW76MQYG8oYs2vu67XivK8uPu9kjAVyzpXN3X4yxj4B8DmAXxhj3TjnymbGWQvgKIAeLXAC4giA0Zzz0ruJo451AMAwAHe1rjPGYgBMADCPMWZ3N9tzxtg2AFsAXGWMjVc/1+TPjzG2mjH2NYCDjLGBd/MbyhjbDGAPgFjG2FjGmPtdxHqJMRbc3NdrxVmt/u79wRjrdzf7CYyxrwB8CSCBMTa4udthxtiHAA4CeJYx1uiQGY3EOgzgOc65zp7BTYy1H8BgAIq73N7tgbCez2KMubbASTJfxpjHXcb4HMAuAH8xxsYwxhwbe00Dse7r9Zy0nKioqPydO3fa/P7776YVFRVs2rRp8sDAwDJfX99qAOjZs2eFlZVVzZgxY9wef/zxYltbW52/nZ988ol1RkaGoUgkgpWVVQ0AGBgY3Pb74e3trQgKCiqdNm1ah/Lycvbnn3+abt++3TY6OjqvsTxLSkoMGGNwdHRUAMDq1attEhMT9doXe+GFFwqOHz9u8cMPP0grKyvZzJkznTnntduP0tJSkbm5udLCwkIVGxtrsmnTpttOUtvY2NRcvXq1dp+opKREZGJiorK1tVVmZ2eLFi5c6KxPHoQQ0tLoR7SJWqIowBg7BGAtgHUAfgbwOmPM8S52uluyUBHIGOsF3F3PScZYPyb0Srvbg4DHALwL4HnGWJgmr6a2k/oAoBPnfEud55t7wLQbwBzGmHlzXl8n1k4A2wAY3WVO4xhjMxljfRljFnf5+fVgjIUyxgyh3k40c90coi7yujLGZOrnmrt8zT6w0RHrCXXByUa9jM2NE84YG80Y68jucngDxthyxthEQCjW30U7HWSMvX43uWjF2gtgJgBb9eO7OXjeDqHI0EH9uFmFMMbYG4yx99QHqI53uZ73Z4xFMMacNNuqprY7bc+bFIe25/rHaVfbcyYUZrtDKDb9AeBrAG80p4DFGNsC4DsI3xXrpr5eK853AB4HEAsgH8BRxph7cwpz6lhBELZRmQCWs2b0fGWMGQGwAOABYCGAEM060Iw23wvAinP+nI5pTd1OTQfgxDkP4ZzHMaGHt2VTYqjjfAfABUJbpQIIaE4+6td8C8AdQBSAOQBWMMa6NPXzY8IJiIcBHAeQCOAIgLcZY07NyOkLAH4QtlOfApgKYDpj7JFmxNIU1scyxro29fVacfYA6AZhu/IjhPXct5nr+R4AnQDMBnAAwPvN2b6o12UVhCsqhgF4+i5+Q3cDsOWcD9R6rrnbzbEAHDnnQZzzfwA4MMYc1N/LpsTZC8AZwr7PMQCD7jKvXRDWhVjG2AKmvrqiiTG2APCHsK+xA8BGAEsYY/7NiHVfr+ekZYWFhZXMmzcvIzIy0svR0TEwOTnZOCYm5ob2POHh4fl//PGH+QsvvFDvSbsffvjBwt/fv4tEIgl+4403XL/44osb2sMIacTExNxIS0szcnJyCoyIiPCaM2dORlhYWEljeYaEhFROmDAhu1evXp3t7OwCL126ZBocHKzXyfLu3btXfvjhh6ljxozxcHR0DLSysqpxcHCoHeJn2bJlaXv27LGWSqXB48aNcwsLC7ttOWfPnp0xceJEd5lMFvTFF19YzZ07N7uystLA1tY26OGHH+48YMCAIn3yIISQlsbo0iL9MaH3Vw2AjzjnSc2MMR7ANM65v3rH8XUAjwK4BWAJ5zyjtXPSihUDoRgnB5ANIIxznsEYY005GFDvKFsAsIdwMBDKOc9ijBk0ZcdNfUDhC+AnAL9AWM7vOOcHtOZpNKZ6R9udc95D/dgFgIhznqxvLnXi7YRwMP8U5zy3bs5NbKt9ABwBmAA4xTmf0sycDkA4MCmDUND5nHO+o6ltrpVTBwA2EIoomwFs5ZznNWX5GGPfQ1gHxAAKAFwBsIxzntSMdeELAE4A3uScX2zK8uiItReAAwA7CN+7OZzz083I6TsIPSUZhOUcwTm/2Mw27wwgHsKB5X7O+Xr1881Zn5w45w835f3ribUFwvevb93epc1oq/0ArAFUA8jjnA9vZk77Iazn1yG0/R8APgCafkWD+jvjBEAKoFgdaznnPF3fdqftOW3P68y/D/fh9pwJVyvsBvA65/ya+rlhEIq0RwCs4ZzrvIRfR6xoAK8A+AzAAggnEJY3tWcvY2wqgCjO+SPqxxIAOwGs4pyfaGKshQAGa8XaBCAYwCQAherCYVPiDYFQVA2EsM5P45z/jzFmyjmv0DPGcgAzOeeakwWjALhB2GZ9zTn/q4m/x28BEHPOFzLG3oZw8iYQQrHvR875X3rE2AIggHMeqH58EIA557y3PjnUiWUPYCuAsZzzNPVzmpPCmQDSOOfFesRxBbAJwJOatmCMvQ/hRPV8ACsB/U94qrcHGzXrEGOsD4BXIWxD13POr+gZZ5j6dV8DeBHAVQCfcs7j9Hm9VpxxAMZp1k31c7sAfM85/6qJ68AcAMO01vM1AIYAeANAGoB4fddP9et7AYiA8LseAuAzzvl2xpgZ5/yOm3HWE+MDALO11vOxEL47HSG01xF981G/fgqAQM75OMbYIgC9AXhCOLlxlHN+WI8YmwGEcM791Y83AujBOQ9pSi5a8T4H0AXAExBOjiwHEM05/60JMSwAfAvhap9C9XNTAKwG8BGEfevsJsS7b9fz9uTixYvJgYGBuY3PSQghhDTfxYsXbQMDA911TaMe/npijC0FMAqAF4CXWPMvy6yG0BsNnHMV53wVgBgIB+MTWBPGaW3BnMAY+xJCoaI/hB3tcgi9VpvUM5QxtgOAA+e8H4QeV6YAnlLHaUpxyIAL/oHQk2UXAAWAF5gwfEYnxphcj+LQIxDGmdUUUGep4/3IGPuVCcNw6N0zmzHmC6GdnuCc5zJh6IbR6n8dONf/8lMmXMJsq97BnQegE2PMTd9ctOK8CsCVc/4Y5/xJAHEQDsIAQHMArG9OsyAs30MQDrp+BTAXwGzGmG0TDiyHq3Pqri4OrANgBmA9Y8yTCz3Y9ertqD5oexpAIYQeSIH6vK6eWBshFNIeh7B8KQAWA01eP7+BsJ73URc7RFD3AFP/X+/enOrPJg/CduECgF7qz1R7OI9GPz8m9MD10RT7mXDVQVfGmIw18SoGxpgDhHYayDkvZYw9xxibyoRex+68CVcgMOHEjy3n/AkAUwC4M6Gnd5MwxkZDKPT25JyPhtCb8xH156Zpc31zegVCL8AenPPOEHqUDQWwSr1d0XebR9tzPbXQ9rwHaHve6ttzCCc1/SEUq4REOP8OwBIIRZ7B6vfTZ5v3E4DNnPPNENb3FyAMmaF3T38m9NbNAvCx+rGIc14OYVzrEK35Gs1H3ZZHATyvfrwMQnt/C6HN4tVFSL236RBO+Dyq3k4lQeiFOxHAsiYs5yEAFYyxVxljkwAsgnCi2h7AGcZYf/X62WBO7N8rqWwA2DNhXPOX1PHehVD0H8EaGYJKnfcRTbFfbQoAM6a+WqeJqiFcJTBOHd8bwHAA4yGc+H6HCSfzGlMD4XMapvXcHwDOQzihFNqE/RZDAN5Qr88AwDn/BcAaCFcyPKWeT5/v33EA33LhKqTpEHpTT2RN7wGdCOBTJtxbQrNtqwLQWZ1fU4qguyBcTQHG2AIA0RC+w4YA9kI4Yd2U9VwBwIVz/gaAPyFszxcB+JYJ92XQJ856APlMGHN/LoTPrATC93sXY+xFfXLSms4ASBhjHQGMBDARwnpaDiCSCSeIGoojBvCNptivNgOACRNOMjYJE656cIBw8k7JOd8N4UpAT8bYo4wxT31DQThJN0LrudMQtulPAQhVv19j7WTQ3tZzdc7X0XLrOSGEEELUqOCvB/VBhxWAMAg9koIAvNzMgkwVgKHaBzKc810ATkDo/aHXwaC6kNAiOTFh3EUXAC9zzss551UQLkW3YIyJm1C47KHOKVT91DwIvUtdGWNvM2HoDL2GTFAXFA3VO6YuEHqYLoRwELAIQnv5qd+33vw45/8D8BqEAsdBCDv/cyD0aroI4E3o2eZq1QAsIRxQLIBQyB4JoYiygTHmpk8hjDEWBeFA6XH1U9ch9AQcXP+r6iUGcE7r8X4IB+HvQRhjtylDHMgA7FIXL6sg9JIrgvCZPscYE+m5PpQAuKnZcVcf5HwCoffQIqbnuL9MGOOZQShQbIJwCflMpi76N+HAFIwxHwg9eaeoi48qCAeXZowxqyYU0Tqr/9tP/fg9CD0vrZjQi3ImY8xe3wMUdVvfgtDr+QqE9fIpxtgIJhTsPfQohPpD2H5sUT9+A8J2YS+AHyAcgMn0yUeLJwBHdazlEAq+4QC+Y4x10nM9HwRhPe+pfqoYQoGmfxNzgfp1yezfS+F/A9CBMfYRhAPFzk1Yz8UQDpQ1vbhXA8iAcHA5hek/dE0lWmZ73gEttz3vipbZnndDC23P1fFaYnt+Fu1zex6J+3h7ri6mfwCgL1MPEaV+/iCEHtRLmJ735uCcZ0HoDar5fX5B/TdbXVQGa2Qsac55NYTt5THNU+p/06AeSknNUo98VJzzPyF8/wHhtyuYc76Kc/41hF7+qxljzk0oOu0DUMMYM+Gcj4Cwr70BwtUCel3JwDk/CaHwthbAhwD6cM6ncuHqqLcArGV6DMXC/70PwXZ1vKUQrqg4zzn/EsLv8lgIPZAbipPPOd8K1BZFAeEk/E0IvaibhAu9lCcDGM6EE+iXASzlnEdCWB+eg3CSqTHZEArZvRljmu9bOIQrBVZDOPHa6HaPCSeNagC8A2AwY6x2GCXO+SkI7TSfMeakx++xIee8CMJJI3DOLwOYBmEb94qmGMoYC2CNnxSOBbBH/Z6azzIFWjdtZXqcGGFCJ5obnHPNMBz5ENbzTerfrBkQhkHq1NA6pd2OnPM/IIyT78M5nwvh9/AtCJ9JTmPrJmPMmAtXd3SDUJRfAOHk63uc81cgtNkyPfenNHkdgtD5Yi2Ewv1VLlxFtg1CRw/fhoJwzhWc85/V+Wm2jwoA30P4XW4qJYTv1hh1zI4Q9mefAvAFgPcYYw81uGDCulkIYT/sSSZ0fgCE9vkBwtA+rzE97huj3t7VQDjZ99TdrOfq1xRBvd/Z3PVc/dn+BWDv3a7nhBBCCLkdFfz1oN4hXQPgL875NgiXjQdAKMh4aeZj9fSiZYx9zYShGsA53wHhJklbGWNyrff4FEKhYrSuGDpySoGwQ9usnOrEioVQ6NA+EM2B0JPMHP/uSDcW5yyEy02rmNDjKwrCDvZSCDttrwBosNeHuq3Wq+PVqHdMvwHgxznPhNBr61EIveaM1fPdcSCgjrNRPf0TCAd+nQE8zzn/jXN+jQvDLTir89SXCkLhcQCEnrj9uTDu6BwIB7/DmVpDQTjn2zjnmp1hY875VQgH9ROZ/j1+NAoBjGFCz9SREG6idg1CEcQXwtjUxnoW+hQAxmuKquqd7zMQepm9BMBAz6KHEkAPqHvnqGP9D0LvZ0sIvYsaxTnPgXAw8Zv6IGwLhPafyRgL1uTC9Lh5JBeGolgJ4WBUowrCOi7Dv71nGxxbnguXOr/BOa9gjPWFUNR7WH3AmwXgMQjrh749TDXFCA6hELoawsHlaxB6zTV6ckN9oDULQH/G2AkIl1hPVOeyG8IVEk1ZryoB/A2gD4TtSn/O+UgIhaHTEMbeNtJjPT8K9XeeMWbEOb8JYBWASYyxoCbkAwClUA+zwYRL2Y9DKBRfgvA5ftyEkxoKCL3otYuU1wCchHBiw6S+F2qfDOCc74QwVMDdbs9vooW25wAS1LHudnt+HsKwA3ezPdduq7vZnpsx9Qk59fZ8PdrX9nxnC27PC9AOtueMsfGMsTlMuAGqM4T9llwAo9jtV+h8r86vpr4k6sRy55xXq4tphuqi4UgIPVcnMuFGoH8xHSeT1HHmMsYGADDhwlUZBvi34J8D4SQOmDB8SSxjzERXW2nHYsKJHaW6jd7jnF9n/47f/xuEYnRj7TSA/XtFhxiAK4CeTDgZ2xHCtvxZxli9w4Jo5TSQCSd6T0L4fkRxzm8y4abggPAZ3oSwnW4o1hytWGcgFAZ7qWNCvbwnIZz8rG//Vbud3NVP1zDGmLoIuQZCUb2Xrtc3kJOrutDcE8JVOj9xzt9S5/QLhKvdLBuJMwDCScmNENr8K8bYcQi/mZuh/tzURdz6Pr9O6vfUFBn/hLBNf5Ex9qzWrN9B2F7Ve9ykFUvTPir18wZcGOJkOoTtVhRj7FMIvzd3/NZo4qhjFXH10EZaBdgC/HsvjjkATtf326eV021XVXLO13POk9m/ReKTEE40NtZOXL1J1LSDCEBX9fSeEMZeD4RwIlznNkorVpV6vyAVwvZ3lHo91+T0B4T9kIa2LdrLZ6g+oTEVwv5n7YkoLgwF+Rfq+W3XbnNN3lzokc855woIv8kjGWND68tFR0wR57wSwratJxOGCjoP4cTWCAi/Vd6o5ySEjnXzKICzAD5ijP0EYV1aCeB/EE6wVDSwnj/PGJvMGHuECfcJOoHmr+fasaw1+TVjPX+eCVcwPQJAc5KsWes5IYQQQnSjgn8DmHBzyP4AwDn/W2uneyuEwmVXCEUjUyb08Hu67g4uE8b5HgGhJ6pmR+VjAMkAvma391j4H4QD1oZy+poxtkGdR3xzcqoTa7364SGuHtOX/VvwFAEoU+9ID2X1DKVSJydNMfUEhEvaz3DOqzjn8yFcUh7ewLJp2sqF3d4bpAxAFyaMFfkegPchFCyeZTp6jWjFcWbqooG6ADcIwBWmLjSoZz8LoRdJvdjtJyFSoC7wQTio0RwYnIUwLEtX9QFCfTvdtSd/1I8ZF3peAsAp9bJ2Vk+rt/DMbj+J9DWAlyHc/O5VAF9yoSfg2xB6hzmrPwN9cvoMwgHvScbYK0wYQ9OJc/4ChKL4kw3k1JGpi5Oc8x8h9Cj8nmn1UubCeKwSqIdP0DPWNXW7gHN+HELRXwlgBhNuthoFoTeRzu1Z3by4MP44U68DKggFohL1gezzqKdXrjqOtzrOLfXTZwAM4JxfUD//BYQepqHqx/W1eUemLgRqFSN2Qlh/yiCMAR8AYVx/eX2x1HF81NN3APgcwnY9ggs9OG9xYZgZRwCRunKpJ6ciCN/htQD6QiiqQF2k/QfC0CXVjSyfJi/OGBNzoVcuIBz8nYVwMqKx9Vz7szsAofdYLoTPaCvnfCbnfBOEIoPms9Qn1kYAhwEkMMbeYcK9ATzVRWNrCMP76IqxEcAextguJvQIB4Se7xlo3vbcTKu4EA/hpEZzt+dm6tdWcc4P3sX2XDsnzXrenO25dlu9pTWpGk3bnm+EUGzeyYSxx8GFe1w8g+Ztz7VPQqRAGIO+udtzszqPjZq5PdfOaTOEkynuaN72XPtGsx9DKOI1aXvOhBtRTwDwCISrArZCGJZiEYR7XsxgwpjygHBViguEgmtjsWZAKMo+ri4SqdTbhtMQrphaAmGIl6d4nfHbteI8rM5pszqOCv/uy5oCKGWMvayeZzjnvLJuW+mI9TVj7HH1NBFQe1UDtNrojuK6jnb6mjHWS13k+1S9LD8BmM85fxRCwTGvkXZ6WN1OmxhjT3Dh6oOf1DlpcvCH8Buob5tvYox1hzDW97cQCnELGWOeTLjB+0MQro5oKKeZ+Pez48JkJoKwnm8B0K++3+B6ctrMGOvDhSsesgE8pN4mgDE2WZ3TH43EeQNC734TzvlkCL+7MwF0VxdpfSGcnNB5cpoJNw3+gWkVPNX7sNsg/M7NZYxNZ4zZQPgudoRwEk3X8t0WS/27p9meqJhQ/L0AYd/0ZQjDRg3kd9435I6cdORuBGEYnDHqNgjnnN9xQ8uGctJaXs2Y/SMgbBPuuAJFVxz8e+L4cwhXwZwG8Bbn/CkIV978Vc8+S91Y1ertZjaEK2O0c+oHYR1X1o1TTyzNiYHvIWxLejPGNjDhhuUzIOzL3DG2fGPtxBhjXLjHxYcQTgJb1I1RJ15toZ4JJyHOQvgOfQzgF/7via2LEI4FrRrLST3/Fc75BxD2DcdCGNKwWtNOjDFJPev5Pgj7Ts8BWAHhflPFEE60NXU91461HMIwSYyp7y/ThPVcE2eYOs4ITRyt2fRazwkhhBBSvyaN6/wgYcJwAfYAdqt3RjW9xsTqAt1WxhiH0HP2OISdOX/tHVwmFJHMIQwj8j8IBykruXBjz9UQLmGNZYytg7DDFw2ht1R9OX0HodD1I2NMyoWxtRkAxoXLNBvNSUesn5j6BlvqnVoOQMkYKwZQzTmvZIy9ps7rjl4o9eRU21NDfUDI1DviZwHcqBujgbZapZ78O4QeO1shjIO5gQk9zar4nTcTrRtnnCYO5zyxzrzjIBQd5+vKScfymat3kt+DUBScAiCIMZapXj+yoR42A0CNjiKDdqw7bmrGOY9jjF2CcKBymP/bq6ehnCy40APsayYUvTpD6J2jYQhAxBiTaBUw6osl4ZxnM2EM1nEQegFmQhijGQBSIRSideW0FcI4ujWMsZuc83AIO+gmAH5mjA3mnCeoZ4+FMKyETnVipXLOn1cfSDB17e24+pjmWQjFY28IN2m74/JjXbGA2gPWGsZYBYQebYXq9fxj6BhGoIE4ZQDK1AcpTP2ZxQMo0fo+6RULQAUAByYUdj+EsJ6ZQugZto3XuSmmrjbnwo09/wfgljonA/V3708Iw4zo0+aaWKuZUDxcAuAJxlgGF4bj0IyXbwLhO1h3PdeOlcI5H64uvkDdZjmMsXMA3mCMfalVINUnp+/U04Ih9HDVcFO3lRGE3v6NtjnnfDQTil0dIFwl8L569ivQUTRmwrj4HSEMWTAQQBhj7CHO+TNMKGi/g6ZtzzdCKOqWMMYucs4Xq9dzY3VBtynb840Q7o1QCiCWc75EPUnEhd6m+m7P78hJPamEc17UhO25rrZ6nHM+iHN+jAljIeuzPa8b51l1nAG8zk0F9dyea9qpBMAlzvm7nPO3mDCUzCto2vZcO5bm86vW2kfQd3uuHecy5/wdzvnnTOjl2tTtufZ6cJ5z/j4Tiqfzoef2nDHWG4Ab5zxA/bgrhHV5H4TizBsQCjkfq9vcG8CzXMdQNfXEGgngG8bYGM75r+zf+tSTELaBvbhw8qtJcdSzVkBobwWEm/BqD43UpFhMGE5uvHp5Q3Vsf+uL8zUTTkJfhHB/mDe5cFIenPOX6+bTSKzNdXIyg7DfMRu482bqDcQaBeGE8gjO+avq7e+7EK7gsgfwNOc8vZltrmSM3YRQ4FsK3SdG6ou1SWs9+BLCPVQmQhgCZQivcyPuBtbNvYyxsVy4WgFMuALmbQgFxV7835PN2rFmQjhpsAfCFYOMc74fEE6+MqGTxxUIn+EzEE5qhfF/T4I2GotzoXCs3m/RfP+fhrCPGsKFK/OaFEc9ayWE35tcAIPqWc/1isWE4eTGQdjHDuXCVZX6xNEsTw6E393XOeeaIYzerptPI7Gq6+RkBWE9fx3Cen7H/mIjn1+++nf4PIQCtzuE3+QBXDjJ26R20mr3ZAj7y/UOdcOEQn0vxtgUzvkB9e+vIReOsQog7EtN4Jx/xoT7tfRFnd+shpaNCQX1DPX/zZkw5OJUCEN+6fpNWAnAhquHm1PP/xpj7Av1b1Qh9F/PdcWaDOALrt7H03M9bzSOWqPr+X8A55yD6XVBHiGEENJ06t2UevdNqOCvA2NsPNQ3dFQ/tmeMqTjnuZxzhdYB/TYm3Jy0I4AgzvnfWjE2A7DnQq8uMMZWQLjEdQ/nPJlzfo4JN4J7DUIhyhBCD8or0IHVUxBX74hypu5d0VBODcSaqBVLoxJANmNsOYSD++5c6GmtT061l9/yfy/1nABhB3CFjnzqa6vdnPNUdZsfAvAV5/yQelmTmxpHaz4nCD3MxgHox/8d07SxdhqnXj4VY2wxhM9sO4BDjLEqCL2CH6+zw1pfrNvaXPP5QdjpPswYe45zvlePOC/j3xMaNYyxDACLmVA86gLh0trQeg4E6saaBOGEVBLuPAB5DcK4nFk64nwKoRf6MxCKiIsYY0+rP6vp6vzOMeGmsgYQxud9+I4G1x1rIWPsGS70WNb0FFdwoeg/BsKNZQM555eaEktrNgWEA9ZPIfREeogLNxZtUhz+76X7EyAUV3rX+T41FOtZ9YHhZfXB1zYAr3GhEGoPQMnvLDbpihPGOd9X57uhUm/PnoVw6be+ba6JtZQJwyXNBTCMMZYHoTD3BP+3t6nebcX+PXm6GELxcBLUN97Ut53Us2QAWKBez13w73dZVy9HXeunZp36uM68r0MYe39uneftIQyJ9DLn/Cpj7E8IPSGXqbcvERAu95+mfo/Gtue6CuI9OeeD+b/DHFTruT2vG2sYE4rig7W2xfpszxvKSQXovT1vqK32cc7DIPQI/pxzfrCB7bk+ccCEoZReR+Pbc10nDx7jnA+CUBgUQf/teUNtpaiznje0Pa8b5xl1TgO5MGRYDvTfnteNFa7OaQiE8fFFWp9fvdtzCD3Qqxlj3pzzRHVR6EMIw2p8AaFo/B5j7DMIvf1LdBWHGoiVoY61gjH2EheKqxIIV4v05XWK/U2JA+EEVBmEKwQu64ijVywIQ0w9A2FbF8rVV3DpGUcJ4YTa0wC68ToF1LvI6SqEdXIohPX8YhNiLVPntZ4xFs0538QY2wlhO6UZmqfJOWk+K/X6sEnXb4KesYZD+K58B6Ezxd9cGEpTnzgfQrhqaLlWTtYQro7qy4UhRm7DhBMnhRBO5vwNYWiVWYwx8H+LxqkQTt7sgdBxQcl1n9RqMJZ6v4UBYBAK4z0h/DbULYLqFUe9X3ENwgnvZ3St503IyQLC0DcPqdvqYlPiqNvpHGMskgtX/9WrCTlJIOwf9kE967k+eQFQcM5PMMZ6Qlj3jfmdJ5T1zQlcsIkxdljXfoY6Xn0nD2o0v3NMuDHxYvU67wGh93uiVozGclJqrQcqCJ0detfTTvYQru5coPX0WggnyToyxv5uwnreUCxvxtg/Wu1ljPrXc73iqJ9vcD3/L2CMFVVXV4uNjY11XjFBCCGE3K3q6moxY6zezrRU8NfNEupLqBljb0I4wFIyxmog9IQqVk8Lg3AJcW8dBxXHOecvqudjEC7lngRhBy+Z/VvgrbcHqAbTo5DN/y04NpSTXrGY0DPYAsK4xvUdCOhbXPeG0FMnCsKO7VUdi1hfW3lB6IUIzvlXmpl5/TeSajCOVptXQzigf7ye4kJjJ2xS1AfxrzJhvHQPAGYQxnG/o8DXlM8Pwo7+WfVfk+NA6A2jgtDjJx/1H/DWF2sXgDTNDrf64ONVCAWxZ7kw1rh2HEsIJ6ze5kKvowzG2CsALJkwvv2vnPPxjLFfIYxpLAPQg+suXNYXy5wxFgrgJBeKaQxCr6ghAJ7kuov9+sRSQljPHwYQAh3fGX3jMOFGbG9AKKwP5nVOGjQSS8YY6wfhJpTrINxo7gf1QZ2uXlb1xTGrk1MHCD1BoyD0bLvWxFj9AZzgnC9ijP0GYXx0SwDzdH2P9WyraiZcicIg3FtAVxG0oXbS5LREfRzeG8IwOL3rKXw0lJMmllI9XySE9Xwov7MArRnCwAPAVS70lP8BQq9pG8bYW1zo4b26bg46cmq0kM3/vaIsDA1vz/UqikP43BranutbXO8IYXvQ0Pa8sbZ6g3Nee6Kgge15Q3GsNG0O/bbnDS3fd5zzYRDGjz8GoTdoQ9tzvT8/NLw9byjOgf+3d//BcpXlAce/TxJsxFRA1Jlqq0MwjIoQQEeNolSplI6K/YE06lTA0aqI1iJYS2esbbXTWsH+Zgyt/BBqi8UMUxWs9Jc4gU4pIFh/IKKOGkCBBAjUGnOf/vGem2w2u/fu7n3v7rl7v5+ZZ2723N0nz/vcvefuvnvOezLzJMoE/07m35/Pm6t5nq+hHEnZc3/e2EWZdHsBZaklsqyV/7eUD85+DtiUZQmOe3o8fpBcF1HOrHkh8D+Z+UhEnJh9zoIYNA9leZkN2XW0+rC5snwI8WnKRSS3D5nno5S/db+Y5Sjenmd6jVjTvwLX9JqQGyDX7M/vOMp1Ph6Zp66Beh7l6OUfL6DnP0P5+7SJHr8no9SUmXdFxF5nlnXKcrT1pylLnD0U5ahsKBOrK3LPmWSPz7IUSd9lRAbJlZkZ5Xox90fEG3vt84bIcwBlyZzn9Xp9MGSunZm5OSKuzR6T2IP2iTmuJTFCTWTmNRGxJbuW9Roy10xEHJyZs0to7fNcGKKmAyn78s5lS/cS80/Uz/7MP0J5f3kQ5bX2Xh+6DlHTwVmW7Tu939/QzPx+lKPpO2tOynv/3csSRTk7+yHmfp7PlavzWkj7N2Po9zwfKE+UM0j/nTme50vBrl27Ltq6devbn/rUpz6wYsWK+f4OSJI0lJmZmdi6deuaXbt29Z1TdsK/tweAEyLiNZSjDt5AeUH7fuCGiHhW80LmLsoRXHd0J8iyDi/RHJEMXB9lcvi8KGu87hjwjSAMPpEN5cjXnjUNmesbEXE+cEn2mFAdIs8OynIZL8oek6CD9mqAHg2cp3mRfME8ve83vrXAtzve5P7jAKUN1Kvm+fBwRLy5zwv4+fJE8wbpnObF8kz2OJV9vlyZubumpp4vAFdmZq8lYX5IOerupIj4GuVN1c9T1l1dCzw6Ig7P5lTvecyV6xBgdUQckXvOZDg6Oz5cGjHX1oj4APCZ7DGRNkSe2yPin4EPZe9J0PlyHUqZ3Hx27jk1ut/zc9CavhsR1wMXZJ8jzefJtRbYPyKemZnX9nn8KHX9GCAiPtBnjIM+pz4QZYmZ7PeGd4iatkfEFsryD/scWZplGaLvAH8QZXmcOykfZD5IWbv4yAH6szsdg01kw/z780FzfYNypk2//fmgeR5i/v35fL1aP1CTBux5c7/59udzje9xEfHeLMv7fGKQ0ubItbtXUY6on2t/Pl9Nv5NlaaZ3DbA/H6im5nXHPvvzKOu7zwBfycyvRDlq+qIoyxvNrh9/R0TcTzPh3685Q+TaRll7elOzbdcC8sx+CNHvjJphcr2MPR9ojJrn3tmx9Xtejji+XmdkDPvz61vXKD+77DijcwE19X1OjdKnZluvM3M6c+3uZWbeGRGXUn6H3hXlzJp1wIaIOLPX792oueiaeB4yz2GUI8jPyN4HAwydKyLell2T/RPsU2dN+0z216qr5vg6HjvohyMH9vp7Xuv51JErKWfK3NRsC8p7/qR8MLE9MzMiTgWeGBHnd++Dh8nVbJ/N9WG6rrswZJ7TgCdQzjhe0mv2z8zMXPDggw8ec9tttx1LsxymJEkV7QK+MDMzc0Hfe2Sm0RWUI36volyM6qyu730J+NU+j3sTcBrwa13bVzVf11OOzDm+ub1iyLr26/j3X1HWp1wz4hjnzdV5n9o11erVCHlWtrnnC81DOT1/rLkoa19vAr5AmVx9X8f3vga8e4h65st1TqVcXx20rgFqOrvi+AbKNeaaavW85vgW/TnFnn3LaR3bLqdcg2IL5YwFKEfNbwEePURNH6Nc8HkD5WKom4CLKEuNXTxonmFyMc/+fIg8++wXavVqhDz7L0bPe41xMX5+k3ge9HjcZsqHODdSrl3xC832syhLrpwCHNBsO5eyrM+qxcxlTY5vkWv6JnDi7GM77rOWcvbL/ZSJ1KMXM9eIeY5pYU2L2qe2jq+573OAY+jxN43yAez7KK89jgVOp+yXH0XH35hx9YnyocHKpp4nU14b/ZBybaBFyzViniP69dwwDMMwjMFj4gW0IegxaUy5oNkM8HnKxYVmt19FuXhQd45PAbdS1ibe3tw+sus+q4DPAFeNUtNsjubregb88GCEXD0nxSvmqdKrKet5rQ80xlnTqV3bn9/8DA7q2HYFcPoANU0i1xtaWFPPXG2saZrHx777ls8ChzTfW9vEyub2uZQLmj5qgJpO69g20ocHI+TqOSleMU+VXk1Zz2t9oLGoNVGuIXQL5YLXqykXXb2ZcrbXfpTr8txNWYJiM+UMj6P61FMllzU5vjHV9N+UycXHdd33z4BtwOGLmcualvb4mvtsZoET9ePuE2WC/VPA1U2ufh8gVclVsybDMAzDMIaPiRcw6WDfSYargac13/tjylqMf065gNRbgO/QTEJ05Hg5Za3y2ds/BdwLXENztAN7JlU3UN60PI4+RxH2qGnkiexauSrmqdIre96amj5DWVojmq9fpCyJsAY4lbLs1bqlksuaHB/99y2fA57Rsf0ngN+iLFt21BC/MyNPZNfKVTFPlV7Z84nVdC7w113b3gn8J/Dq5vYGYCNl7f+ev3c1c1mT4xtTTb8B3ACc3NxeQTno4U7KdYYWNZc1Lfnx1foQYtx9WkM5U/1h+hzZXzNXzZoMwzAMwxg+Jl7ARAfff5LhWva8eX475ai5L1LWDX52jzyvA25s/h3N14spaw1/rOu+B9BxxsAQNQ09kV0rV+WaqvTKnreupqc32y6kLCvxH8Dt9D96qHW5rMnxDbNvoayj+4fA+hH2LUNPZNfKVbmmKr2y5+OvqbnPKZTrOzyza/t7KdePeHy/Pi9WLmtyfGOu6bs0rw8pr3ueMI5c1rTkx1frQ4hx9unxze1XMcff0Jq5atZkGIZhGMbwMfECJjr4uScZPt5xvxXAQfRZbx04gnJmwMaObX9JOd3+HuCUSjUNO5Hdxsn1Kr2y562r6e867reBsq7pk0esaSK5rMnxNd8feN/CHEvKDPO7x2AT2W2cXK/SK3s+vpooR0S/A3gR8AzKuud/wb5nLl4P/Po8va6Sy5ocX1trmvbxtbGmto6v6/4jT9RPsE9vHkeumjUZhmEYhrGwWMHydivwg4jYmJnZbNtBeaHy0ojYCJCZM5m5LTN3zD4wIl4fEYc0N79NOQPgtRGxJSKuAE7IzIspS0ocUKmmEyLilNk7ZuYDmXnfGHItKE+tXtnzVtd0fES8tslxfWbemJnfG7GmSeWypmU6vlH3LZn5oznqma+m3b97mfl1ysWEvziGXAvKU6tX9nz8NUXEZsqyKC+hTMIcDXwSeApwRkQc1vH/3EVZYqGnWrmsyfG1taZpH18ba2rr+Jp8GyPiHRHxIsra/f8GvLXj7xiZ+fuUpV9/pbl9f2b+YDFqGiHXju4ctXPVrEmSJC3cqkkXMG4R8Xrgusz8JntPMryDclTGUZl5ZkQcB/xknxyXAa8E/iEiPpiZd0TEHwGHA8dSLs70uubuq2n6HBHR8QZ91JrmnMiulatiniq9sudLoqbHVKxpLLmsyfGNum+pVNOcE9m1clXMU6VX9nz8NUXE+ZSjTp/f3D6Dcp2idZR1qH8Z+JuI+Kfm9kuA9/Tpd5Vc1uT42lrTtI+vjTW1dXzN4zdTlk+7C3gb8HuUiew3UyayL8zM25u795yob2Ofauaq3XNJklRBtuA0g3EF5QJ3DwCb2HNh3gOBF1LWun0TsF+z/ePAW5t/R0eOkylr/J8NXERZE/ppff6/3wTu6/f9WjXVzlUxT5Ve2XNrWi7ja2NN0zw+WrJvWcxcFfNM1f58KfS8Vi7KkoSXAC9vbq+irPF/M3uuV7SecpbAZ5v/86g+9VTJZU2Or601Tfv42lhTW8fX3Pd89r5uyhmUo/hXU47kvxz4PHAOZUmfbcBhbe9Tm3tuGIZhGEadmHgBYxtovcmKJ1GOUlgFvKJ50bIJWNt8P4CVwEnA3fS5wGTNmiqPr2ZNVXplz61pOYyvjTVN+/hw3zJMTe7Pl+jzvPn+ocCTurbdAhzf474r+vW8Zi5rcnxtrWnax9fGmto4PupOrreuT23suWEYhmEY9WLiBYxtoHUnGfbr+PdJTa4LO3IdCewPPHGMNbVuMqZyr+z5Mq9p2sfXxpqWyfjct7g/b2XPa//8OvvfPO6/gOc2295ImbRaNUiO2rmsyfG1taZpH18ba2rT+FiEiew29qlNPTcMwzAMo05MvICxDrbSJENz385lIV7V5DoP+NPmheDBE6ipVZMxi9Are77Ma5r28bWxpmUyPvct7s9b2fPaP7/mMSubr9cBPw2cDvwIOHLQHLVzWZPja2tN0z6+NtbU4vHVmhBvXZ/a2nPDMAzDMEaPyEyWk4g9F3GNiFcBrwbuobyA+1nKERv3jZBrA3Ax5aJOL83MG1tQ08i5atbUI1+tXtnzZVjTtI+vjTUtw/G5bxk8n/vzJVJTj7ybgccCxzQ5bho2R+1c1jT+XNY0/lzWNP5cNfJExMrM3BUR1wGvAV4GfAR4TmbeOoma2pyrZk2SJGkEg34yME3B3kcWbgC+BjxIecE2Ui7gncAu4FltqWmhuWrWtBi9sufLt6ZpH18ba1pO43PfMv5e2fPx5qIcqXorsHPUntfMZU2Or601Tfv42lhTW8fXkXMz8C+UC/QOtJRa2/vU9p4bhmEYhjF8rGIZyszsOGLuecDTgPWZ+aURc60BjqCc3jl0jkWqacG5atbUka9Wr+z5Mq6pZi5rGn+uNtbUkct9y+D53J8vsZpmcwE7I+JdwPcy88vD5qidy5rGn8uaxp/Lmsafq2ZNERGUa6ocCjwDOHpa9sE1c9WsSZIkjW5ZTvhDvUmGJteOiHhLZu5sUU2tmozpyFerV/Z8mddUM5c1jT9XG2tqcrlvGTyf+/MlWFNHvs8t5PGLkcuaxp/Lmsafy5rGn6tGntoT2W3sU81cNWuSJEnDW3Zr+HeLiP0WOslQW82aauVqY59qmvaeT3NNNXNZ0/hztbGmmto4vjb2qaZp7/m0//wkSZIkSQuz7Cf8JUmSJEmSJEmaBismXYAkSZIkSZIkSVo4J/wlSZIkSZIkSZoCTvhLkiRJkiRJkjQFnPCXJEmSJEmSJGkKOOEvSZIkSZIkSdIUcMJfkiS1RkRcFhG3RMSjurYfHxE7I+IFk6pNkiRJkqS2c8JfkiS1yZnAwcDvzm6IiMcCHwX+JDO31PzPuj9YkCRJkiRpKXPCX5IktUZmbgdOB94dEc9tNn8Y2AZ8JCL+PiK2NfHpiFg3+9iIODQiroqIuyPi4Yi4KSJe0Zk/Ir4VEe+LiI9GxHbg8vGMTJIkSZKkxeeEvyRJapXMvBa4ALgkIk4GXgecCnwO+CFwHLABuAu4NiL2bx66BrgaeBmwHrgS+GREPL3rvzgL+CrwHODcxR2NJEmSJEnjE5k56RokSZL2EhGPBm4G1gHvAe4Dfhs4LJsXLxGxEvg+8NbMvKJPnhuAT2Xm+5vb3wJuy8xXLvogJEmSJEkaM4/wlyRJrZOZ/wt8CPg/4Dzg2cAhwEMRsSMidgAPAAcBhwJExGMi4oMR8eVmyZ8dlKP4n9KV/sZxjUOSJEmSpHFaNekCJEmS+vgxMJOZMxGxArgF2Njjfvc3Xz8EnAicDXwdeAS4FOi+MO/Di1KtJEmSJEkT5oS/JElaCm4CXgPc21zYt5djgUsz80qAiFhNOfr/9rFUKEmSJEnShLmkjyRJWgouB+4BroqI4yLikIh4cUScFxHrmvvcDvxSRBwTEUcAlwGrJ1WwJEmSJEnj5oS/JElqvcx8BHgxcCfwCeCrwCWUNfy3NXc7i3IR3+uAq4Ebmn9LkiRJkrQsRGZOugZJkiRJkiRJkrRAHuEvSZIkSZIkSdIUcMJfkiRJkiRJkqQp4IS/JEmSJEmSJElTwAl/SZIkSZIkSZKmgBP+kiRJkiRJkiRNASf8JUmSJEmSJEmaAk74S5IkSZIkSZI0BZzwlyRJkiRJkiRpCjjhL0mSJEmSJEnSFPh/AWtNjEE/AzoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1296x540 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "no_agri_df = metadata_df[~metadata_df['dc_string'].isin(['Agriculture'])]\n",
    "counts = no_agri_df.groupby(['year', 'dc_string']).size()\n",
    "counts = counts.unstack().fillna(0)\n",
    "top_counts = counts.sum().sort_values(ascending=False)\n",
    "counts = counts[top_counts.index]\n",
    "counts.plot(kind='bar', stacked=True, figsize=(18, 7.5), colormap=\"tab20b\")\n",
    "plt.suptitle('Yearly distribution of EU legislation over major policy areas')\n",
    "plt.title('(Excludes Agriculture policy area)', fontsize=MEDIUM_SIZE)\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('# of documents')\n",
    "plt.xticks(rotation=45)\n",
    "plt.legend(bbox_to_anchor=(1.04, 1), loc=\"upper left\", title=\"Policy Area\")\n",
    "plt.savefig('generated-files/eu_legislation_distribution_over_policy_areas_noagri.png', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "225127e7-03e1-4c71-9d52-4a87cad3cb67",
   "metadata": {},
   "source": [
    "Let us repeat the two plots above by limiting our focus to only those documents which contain at least one legal obligation for a specific agent:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "id": "10b2d172-8165-4d91-9677-43622735c9ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x540 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "counts = nonzero_df.groupby(['year', 'dc_string']).size()\n",
    "counts = counts.unstack().fillna(0)\n",
    "top_counts = counts.sum().sort_values(ascending=False)\n",
    "counts = counts[top_counts.index]\n",
    "counts.plot(kind='bar', stacked=True, figsize=(18, 7.5), colormap=\"tab20b\")\n",
    "plt.suptitle('Yearly distribution of EU legislation over major policy areas')\n",
    "plt.title('(Excludes documents that do not contain at least one legal obligation)', fontsize=MEDIUM_SIZE)\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('# of documents')\n",
    "plt.xticks(rotation=45)\n",
    "plt.legend(bbox_to_anchor=(1.04, 1), loc=\"upper left\", title=\"Policy Area\")\n",
    "plt.savefig('generated-files/eu_legislation_distribution_over_policy_areas_onlyregdocs.png', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd259678-77a4-4aaa-a133-47b789e2bfb6",
   "metadata": {},
   "source": [
    "And similarly removing Agriculture from consideration:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "id": "99934511-0ba7-4874-9538-da402df9fbbe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x540 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "no_agri_nonzero_df = nonzero_df[~nonzero_df['dc_string'].isin(['Agriculture'])]\n",
    "counts = no_agri_nonzero_df.groupby(['year', 'dc_string']).size()\n",
    "counts = counts.unstack().fillna(0)\n",
    "top_counts = counts.sum().sort_values(ascending=False)\n",
    "counts = counts[top_counts.index]\n",
    "counts.plot(kind='bar', stacked=True, figsize=(18, 7.5), colormap=\"tab20b\")\n",
    "plt.suptitle('Yearly distribution of EU legislation over major policy areas')\n",
    "plt.title('(Excludes Agriculture policy area and documents which do not contain any legal obligations)', fontsize=MEDIUM_SIZE)\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('# of documents')\n",
    "plt.xticks(rotation=45)\n",
    "plt.legend(bbox_to_anchor=(1.04, 1), loc=\"upper left\", title=\"Policy Area\")\n",
    "plt.savefig('generated-files/eu_legislation_distribution_over_policy_areas_onlyregdocs_noagri.png', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d20a0d7-8773-4684-93de-ea13d9763a68",
   "metadata": {},
   "source": [
    "## 2. Strictness analysis over time\n",
    "\n",
    "In this section we plot the mean strictness per year or date (day). That is, the average number of legal obligations per document in that year (or day)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c48b26b0-4ef6-4135-a115-c26ffe0c5020",
   "metadata": {},
   "source": [
    "group the average number of legal obligations by year (regardless of legal form for now):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "id": "f7f6476f-f228-4e9e-ab03-9913a72fb248",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2019]\n"
     ]
    }
   ],
   "source": [
    "# Set this to True to analyse only documents which contain at least one legal obligation\n",
    "# Set it to False to include the remainder of the dataset (i.e., those documents that do not contain any legal obligations)\n",
    "nonzero_flag = False\n",
    "\n",
    "strictness_metric = 'count' # possible values: ['count', 'average']\n",
    "metric_col = 'total_reg_count'\n",
    "if strictness_metric != 'count':\n",
    "    metric_col = 'avg_reg_count'\n",
    "    \n",
    "df = None\n",
    "\n",
    "if nonzero_flag:\n",
    "    df = metadata_df[metadata_df['reg_count'] > 0]\n",
    "else:\n",
    "    df = metadata_df\n",
    "    \n",
    "time_column = 'year' # possible values: ['year', 'date']\n",
    "\n",
    "mean_years_noform = None\n",
    "\n",
    "if strictness_metric == 'count':\n",
    "    mean_years_noform = df.groupby([time_column])['reg_count'].sum()\n",
    "    no_ind_noform = mean_years_noform.reset_index(drop=False)\n",
    "else:\n",
    "    mean_years_noform = df.groupby([time_column])['reg_count'].mean(numeric_only=True)\n",
    "    no_ind_noform = mean_years_noform.reset_index(drop=False)\n",
    "        \n",
    "avg_reg_count_by_year_noform = pd.DataFrame(no_ind_noform.values.tolist(), columns=[time_column, metric_col])\n",
    "max_time = avg_reg_count_by_year_noform[avg_reg_count_by_year_noform[metric_col] == avg_reg_count_by_year_noform[metric_col].max()]\n",
    "# Out of interest, what is the year or date with the maximum value for total number of legal obligations?\n",
    "print(max_time[time_column].tolist())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "436a7717-d27a-4d71-b08e-61a3257e0dd7",
   "metadata": {},
   "source": [
    "define a generic function to plot line graphs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "id": "804d8738-66e2-4770-908a-c90c01b05661",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_line_graph(df, xcol, ycol, labels, w, h, title, filepath, color='', color_discrete_sequence=''):\n",
    "    if ycol == 'avg_reg_count':\n",
    "        title = \"Mean \" + title\n",
    "    else:\n",
    "        title = \"Total \" + title\n",
    "        \n",
    "    if color == '':\n",
    "        if color_discrete_sequence == '':\n",
    "            myFigure = plotly.line(df, x=xcol, y=ycol, width=w, height=h, labels=labels, title=title)\n",
    "        else:\n",
    "            myFigure = plotly.line(df, x=xcol, y=ycol, width=w, height=h, labels=labels, title=title, color_discrete_sequence=color_discrete_sequence)\n",
    "    else:\n",
    "        if color_discrete_sequence == '':\n",
    "            myFigure = plotly.line(df, x=xcol, y=ycol, width=w, height=h, labels=labels, title=title, color=color)\n",
    "        else:\n",
    "            myFigure = plotly.line(df, x=xcol, y=ycol, width=w, height=h, labels=labels, title=title, color=color, color_discrete_sequence=color_discrete_sequence)\n",
    "    myFigure.update_xaxes(tickmode='linear', tickangle=60)\n",
    "    myFigure.write_image(filepath)\n",
    "    myFigure.show()"
   ]
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  {
   "cell_type": "markdown",
   "id": "7bdadf65-d5ef-4b93-a15f-947439c00c9f",
   "metadata": {},
   "source": [
    "plot and save graph which measures mean strictness over the years (regardless of other criteria):"
   ]
  },
  {
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   "execution_count": 305,
   "id": "3ad8bf96-4541-4790-8f4c-2d13be50c47b",
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            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "Total # of EU Legal Obligations by year"
        },
        "width": 1200,
        "xaxis": {
         "anchor": "y",
         "autorange": true,
         "domain": [
          0,
          1
         ],
         "range": [
          1961,
          2022
         ],
         "tickangle": 60,
         "tickmode": "linear",
         "title": {
          "text": "Year"
         },
         "type": "linear"
        },
        "yaxis": {
         "anchor": "x",
         "autorange": true,
         "domain": [
          0,
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         ],
         "range": [
          -613.3888888888889,
          11654.388888888889
         ],
         "title": {
          "text": "Total # of Legal Obligations"
         },
         "type": "linear"
        }
       }
      },
      "image/png": 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    }
   ],
   "source": [
    "plot_line_graph(avg_reg_count_by_year_noform, xcol=time_column, ycol=metric_col, w=1200, h=400, labels={\n",
    "                     \"year\": \"Year\",\n",
    "                     \"date\" : \"Day\",\n",
    "                     \"avg_reg_count\" : \"Mean # of Legal Obligations\",\n",
    "                     \"total_reg_count\" : \"Total # of Legal Obligations\"\n",
    "                 }, title=\"# of EU Legal Obligations by {}\".format(time_column), filepath=\"generated-files/{}_legal_obligations_by_{}.png\".format(strictness_metric, time_column))\n"
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   "cell_type": "markdown",
   "id": "293da28c-2e84-409d-ac05-3aef01e6e35b",
   "metadata": {},
   "source": [
    "## 3. Strictness analysis by year and legal form\n",
    "\n",
    "...now we group results by legal form as well.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "id": "486cea54-166d-472b-be80-3109070bc19d",
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_years = None\n",
    "if strictness_metric == 'count':\n",
    "    mean_years = df.groupby([time_column, 'form'])['reg_count'].sum()\n",
    "    no_ind = mean_years.reset_index(drop=False)\n",
    "else:\n",
    "    mean_years = df.groupby([time_column, 'form'])['reg_count'].mean(numeric_only=True)\n",
    "    no_ind = mean_years.reset_index(drop=False)\n",
    "        \n",
    "avg_reg_count_by_year = pd.DataFrame(no_ind.values.tolist(), columns=[time_column, 'form', metric_col])"
   ]
  },
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   "cell_type": "markdown",
   "id": "4143cee6-aee4-4f1c-90dd-3548c7204c38",
   "metadata": {},
   "source": [
    "plot the graph..."
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   "cell_type": "code",
   "execution_count": 307,
   "id": "fc7c4331-a48b-4134-bc99-0e646cb89168",
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   ],
   "source": [
    "plot_line_graph(avg_reg_count_by_year, xcol=time_column, ycol=metric_col, w=1200, h=400, labels={\n",
    "                     \"year\": \"Year\",\n",
    "                     \"date\" : \"Day\",\n",
    "                     \"avg_reg_count\" : \"Mean # of Legal Obligations\",\n",
    "                     \"total_reg_count\" : \"Total # of Legal Obligations\"\n",
    "                 }, title=\"# of EU Legal Obligations by {} and Legal Form\".format(time_column), color=\"form\", filepath=\"generated-files/{}_legal_obligations_by_{}_and_form.png\".format(strictness_metric, time_column))\n"
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   "source": [
    "## 4. Strictness analysis by year and policy area\n",
    "Now we analyse the strictness over time grouped by policy area only.\n",
    "\n",
    "First let's prepare or group the dataframe legal topic (policy area e.g. agriculture, taxation etc.). ```dc_string``` is the column which holds the (most general) legal topic:\n"
   ]
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  {
   "cell_type": "code",
   "execution_count": 310,
   "id": "a435a028-863a-4b22-bc99-89d60b4eab92",
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   "source": [
    "mean_years_policy = None\n",
    "if strictness_metric == 'count':\n",
    "    mean_years_policy = df.groupby([time_column, 'dc_string'])['reg_count'].sum()\n",
    "    no_ind_policy = mean_years_policy.reset_index(drop=False)\n",
    "else:\n",
    "    mean_years_policy = df.groupby([time_column, 'dc_string'])['reg_count'].mean(numeric_only=True)\n",
    "    no_ind_policy = mean_years_policy.reset_index(drop=False)\n",
    "        \n",
    "avg_reg_count_by_year_policy = pd.DataFrame(no_ind_policy.values.tolist(), columns=[time_column, 'dc_string', metric_col])\n"
   ]
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   "id": "7087e27e-77c6-43ff-9361-9aa04b5d97ba",
   "metadata": {},
   "source": [
    "plot this graph..."
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     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "custom_palette = [\n",
    "    '#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', \n",
    "    '#8c564b', '#e377c2', '#7f7f7f', '#bcbd22', '#17becf', \n",
    "    '#aec7e8', '#ffbb78', '#98df8a', '#ff9896', '#c5b0d5', \n",
    "    '#c49c94', '#f7b6d2', '#c7c7c7', '#dbdb8d', '#9edae5'\n",
    "]\n",
    "\n",
    "plot_line_graph(avg_reg_count_by_year_policy, xcol=time_column, ycol=metric_col, w=1300, h=400, labels={\n",
    "                     \"year\": \"Year\",\n",
    "                     \"avg_reg_count\": \"Mean # of Legal Obligations\",\n",
    "                     \"total_reg_count\": \"Total # of Legal Obligations\",\n",
    "                     \"dc_string\": \"Policy Area\"\n",
    "                 }, title=\"# of EU Legal Obligations by {} and Policy Area\".format(time_column), color=\"dc_string\", filepath=\"generated-files/{}_legal_obligations_by_{}_and_policyarea.png\".format(strictness_metric, time_column), color_discrete_sequence=custom_palette)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db5abfc5-9c9c-422d-83a1-3fe64e5aa1b1",
   "metadata": {},
   "source": [
    "Plot separate graphs for each policy area:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "id": "c86d2272-27b6-49c6-b26e-8f5feac67ddd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x864 with 24 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ((ax1, ax2, ax3, ax4), (ax5, ax6, ax7, ax8), (ax9, ax10, ax11, ax12), (ax13, ax14, ax15, ax16), (ax17, ax18, ax19, ax20), (ax21, ax22, ax23, ax24)) = plt.subplots(nrows=6, ncols=4, sharex=True, sharey=True, figsize=(14,12))\n",
    "\n",
    "# Doing each of these manually (ugh)\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == 'Environment, consumers and health protection'].plot(x=time_column, y=metric_col, legend=False, ax=ax1)\n",
    "ax1.set_title(\"Env, consumers, health\")\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == 'Competition policy'].plot(x=time_column, y=metric_col, legend=False, ax=ax2)\n",
    "ax2.set_title(\"Competition policy\")\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == 'External relations'].plot(x=time_column, y=metric_col, legend=False, ax=ax3)\n",
    "ax3.set_title(\"External relations\")\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == 'Energy'].plot(x=time_column, y=metric_col, legend=False, ax=ax4)\n",
    "ax4.set_title(\"Energy\")\n",
    "\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == 'Transport policy'].plot(x=time_column, y=metric_col, legend=False, ax=ax5)\n",
    "ax5.set_title(\"Transport policy\")\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == 'Taxation'].plot(x=time_column, y=metric_col, legend=False, ax=ax6)\n",
    "ax6.set_title(\"Taxation\")\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == 'Fisheries'].plot(x=time_column, y=metric_col, legend=False, ax=ax7)\n",
    "ax7.set_title(\"Fisheries\")\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == \"People's Europe\"].plot(x=time_column, y=metric_col, legend=False, ax=ax8)\n",
    "ax8.set_title(\"People's Europe\")\n",
    "\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == 'Customs Union and free movement of goods'].plot(x=time_column, y=metric_col, legend=False, ax=ax9)\n",
    "ax9.set_title(\"Customs Union\")\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == 'Industrial policy and internal market'].plot(x=time_column, y=metric_col, legend=False, ax=ax10)\n",
    "ax10.set_title(\"Industrial policy\")\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == 'Science, information, education and culture'].plot(x=time_column, y=metric_col, legend=False, ax=ax11)\n",
    "ax11.set_title(\"Science\")\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == \"Law relating to undertakings\"].plot(x=time_column, y=metric_col, legend=False, ax=ax12)\n",
    "ax12.set_title(\"Undertakings\")\n",
    "\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == 'Area of freedom, security and justice'].plot(x=time_column, y=metric_col, legend=False, ax=ax13)\n",
    "ax13.set_title(\"Security\")\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == 'Regional policy and coordination of structural instruments'].plot(x=time_column, y=metric_col, legend=False, ax=ax14)\n",
    "ax14.set_title(\"Regional policy\")\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == 'Freedom of movement for workers and social policy'].plot(x=time_column, y=metric_col, legend=False, ax=ax15)\n",
    "ax15.set_title(\"Freedom of movement\")\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == \"Common Foreign and Security Policy\"].plot(x=time_column, y=metric_col, legend=False, ax=ax16)\n",
    "ax16.set_title(\"Common Foreign\")\n",
    "\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == 'Provisional data'].plot(x=time_column, y=metric_col, legend=False, ax=ax17)\n",
    "ax17.set_title(\"Provisional data\")\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == 'Economic and monetary policy and free movement of capital'].plot(x=time_column, y=metric_col, legend=False, ax=ax18)\n",
    "ax18.set_title(\"Economic policy\")\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == 'Right of establishment and freedom to provide services'].plot(x=time_column, y=metric_col, legend=False, ax=ax19)\n",
    "ax19.set_title(\"Right of establishment\")\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == \"General, financial and institutional matters\"].plot(x=time_column, y=metric_col, legend=False, ax=ax20)\n",
    "ax20.set_title(\"General, financial\")\n",
    "\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == 'Agriculture'].plot(x=time_column, y=metric_col, legend=False, ax=ax21)\n",
    "# avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == 'Environment, consumers and health protection'].plot(x=time_column, y=metric_col, legend=False, ax=ax21)\n",
    "ax21.set_title(\"Agriculture\")\n",
    "avg_reg_count_by_year_policy[avg_reg_count_by_year_policy['dc_string'] == \"unknown topic\"].plot(x=time_column, y=metric_col, legend=False, ax=ax22)\n",
    "ax22.set_title(\"Unknown\")\n",
    "\n",
    "# If we don't do tight_layout() there can be strange rendering issues such as overlapping diagrams or text\n",
    "plt.tight_layout()\n",
    "plt.savefig('generated-files/legal_obligations_by_{}_separate_plots_for_policyareas.png'.format(time_column))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b482ceb7-af33-4444-a82b-c1a612145899",
   "metadata": {},
   "source": [
    "## 5. Strictness analysis by legal form and policy area\n",
    "Now we analyse the strictness over based on legal form and policy are using a heatmap. This view can give insight into, for example, if Agriculture regulations are more strict than External relations decisions or directives."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d386461c-7f26-4280-8754-1161ae485bef",
   "metadata": {},
   "source": [
    "First prepare the dataframe with only the data we need to plot the heatmap (only need form, year, policy area and mean number of regulatory statements):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 313,
   "id": "169cf0c0-a09d-4cec-a774-252c1bbd4a61",
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_years_policy_form = None\n",
    "if strictness_metric == 'count':\n",
    "    mean_years_policy_form = df.groupby([time_column, 'form', 'dc_string'])['reg_count'].sum()\n",
    "    no_ind_policy_form = mean_years_policy_form.reset_index(drop=False)\n",
    "else:\n",
    "    mean_years_policy_form = df.groupby([time_column, 'form', 'dc_string'])['reg_count'].mean(numeric_only=True)\n",
    "    no_ind_policy_form = mean_years_policy_form.reset_index(drop=False)\n",
    "        \n",
    "avg_reg_count_by_year_policy_form = pd.DataFrame(no_ind_policy_form.values.tolist(), columns=[time_column, 'form', 'dc_string', metric_col])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c01ef96-1ac5-4954-a56b-8d5ef13bcc92",
   "metadata": {},
   "source": [
    "Now prepare the data (pivot the dataframe) to put it in a format for rendering in a heatmap (2D matrix):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "id": "2c40ab6c-5b2a-46a8-8f60-8be968d94794",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_heatmap = avg_reg_count_by_year_policy_form.pivot_table(values=metric_col,index='dc_string',columns='form')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "810fa598-a5fc-434a-a0e3-75accb29d72b",
   "metadata": {},
   "source": [
    "Now plot the heatmap:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 315,
   "id": "a5971a42-f41d-45b1-bed9-739d7edd4cbc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 111.0, 'Legal Form')"
      ]
     },
     "execution_count": 315,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "plt.subplots(figsize=(20,15))\n",
    "s = sns.heatmap(df_heatmap, cmap ='rocket_r', linewidths = 0.50, annot = True)\n",
    "s.set_ylabel('Policy Area', fontsize=25)\n",
    "s.set_xlabel('Legal Form', fontsize=25)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e386785a-80b3-4794-ada2-73ac952b01d4",
   "metadata": {},
   "source": [
    "## 6. Strictness analysis by date (day)\n",
    "Now we analyse which are the top n strictest \"dates\" or days across the 50 years of EU legislation. I.e., we calculate on which dates the most number of regulatory statements have been published.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 319,
   "id": "cc4bdbef-9662-424b-847a-012b5afbebbe",
   "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>date</th>\n",
       "      <th>dc_string</th>\n",
       "      <th>total_reg_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1961-09-23</td>\n",
       "      <td>unknown topic</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1970-10-20</td>\n",
       "      <td>unknown topic</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1970-12-04</td>\n",
       "      <td>Agriculture</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1970-12-07</td>\n",
       "      <td>Agriculture</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1970-12-07</td>\n",
       "      <td>Customs Union and free movement of goods</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40246</th>\n",
       "      <td>2022-12-20</td>\n",
       "      <td>Taxation</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40247</th>\n",
       "      <td>2022-12-21</td>\n",
       "      <td>Agriculture</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40248</th>\n",
       "      <td>2022-12-21</td>\n",
       "      <td>Common Foreign and Security Policy</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40249</th>\n",
       "      <td>2022-12-21</td>\n",
       "      <td>Industrial policy and internal market</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40250</th>\n",
       "      <td>2022-12-22</td>\n",
       "      <td>Energy</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40251 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             date                                 dc_string  total_reg_count\n",
       "0      1961-09-23                             unknown topic                0\n",
       "1      1970-10-20                             unknown topic                0\n",
       "2      1970-12-04                               Agriculture                0\n",
       "3      1970-12-07                               Agriculture                0\n",
       "4      1970-12-07  Customs Union and free movement of goods                1\n",
       "...           ...                                       ...              ...\n",
       "40246  2022-12-20                                  Taxation                0\n",
       "40247  2022-12-21                               Agriculture                0\n",
       "40248  2022-12-21        Common Foreign and Security Policy                0\n",
       "40249  2022-12-21     Industrial policy and internal market                0\n",
       "40250  2022-12-22                                    Energy               28\n",
       "\n",
       "[40251 rows x 3 columns]"
      ]
     },
     "execution_count": 319,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_analysis = None\n",
    "if strictness_metric == 'count':\n",
    "    date_analysis = metadata_df.groupby(['date', 'dc_string'])['reg_count'].sum()\n",
    "    no_ind_date = date_analysis.reset_index(drop=False)\n",
    "else:\n",
    "    date_analysis = metadata_df.groupby(['date', 'dc_string'])['reg_count'].mean(numeric_only=True)\n",
    "    no_ind_date = date_analysis.reset_index(drop=False)\n",
    "        \n",
    "date_analysis_df = pd.DataFrame(no_ind_date.values.tolist(), columns=['date', 'dc_string', metric_col])\n",
    "date_analysis_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "737f3c5d-d9b0-4e21-8a7e-9980082b3c9d",
   "metadata": {},
   "source": [
    "These are the Top N days on which the most number of regulatory statements (legal obligations) have been specified in a particular policy area:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "id": "9c16e414-bebb-40c5-a374-35beb055bf58",
   "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",
       "        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>date</th>\n",
       "      <th>dc_string</th>\n",
       "      <th>total_reg_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>30917</th>\n",
       "      <td>2013-06-26</td>\n",
       "      <td>Right of establishment and freedom to provide ...</td>\n",
       "      <td>1230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37256</th>\n",
       "      <td>2019-12-18</td>\n",
       "      <td>General, financial and institutional matters</td>\n",
       "      <td>987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34803</th>\n",
       "      <td>2017-04-05</td>\n",
       "      <td>Environment, consumers and health protection</td>\n",
       "      <td>870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36755</th>\n",
       "      <td>2019-05-20</td>\n",
       "      <td>Right of establishment and freedom to provide ...</td>\n",
       "      <td>687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38780</th>\n",
       "      <td>2021-07-07</td>\n",
       "      <td>Area of freedom, security and justice</td>\n",
       "      <td>624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39179</th>\n",
       "      <td>2021-12-02</td>\n",
       "      <td>Agriculture</td>\n",
       "      <td>600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28481</th>\n",
       "      <td>2010-11-24</td>\n",
       "      <td>Economic and monetary policy and free movement...</td>\n",
       "      <td>598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30471</th>\n",
       "      <td>2012-12-19</td>\n",
       "      <td>Right of establishment and freedom to provide ...</td>\n",
       "      <td>590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35987</th>\n",
       "      <td>2018-07-18</td>\n",
       "      <td>General, financial and institutional matters</td>\n",
       "      <td>582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14256</th>\n",
       "      <td>1993-07-02</td>\n",
       "      <td>Customs Union and free movement of goods</td>\n",
       "      <td>568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37154</th>\n",
       "      <td>2019-11-13</td>\n",
       "      <td>General, financial and institutional matters</td>\n",
       "      <td>531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36227</th>\n",
       "      <td>2018-11-14</td>\n",
       "      <td>Area of freedom, security and justice</td>\n",
       "      <td>523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36371</th>\n",
       "      <td>2018-12-19</td>\n",
       "      <td>Environment, consumers and health protection</td>\n",
       "      <td>477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35127</th>\n",
       "      <td>2017-08-02</td>\n",
       "      <td>Energy</td>\n",
       "      <td>474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25010</th>\n",
       "      <td>2006-12-18</td>\n",
       "      <td>Industrial policy and internal market</td>\n",
       "      <td>471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36276</th>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>Area of freedom, security and justice</td>\n",
       "      <td>465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33359</th>\n",
       "      <td>2015-11-24</td>\n",
       "      <td>Customs Union and free movement of goods</td>\n",
       "      <td>448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36749</th>\n",
       "      <td>2019-05-20</td>\n",
       "      <td>Area of freedom, security and justice</td>\n",
       "      <td>447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36792</th>\n",
       "      <td>2019-06-05</td>\n",
       "      <td>Industrial policy and internal market</td>\n",
       "      <td>435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9758</th>\n",
       "      <td>1987-01-07</td>\n",
       "      <td>Agriculture</td>\n",
       "      <td>426</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             date                                          dc_string  \\\n",
       "30917  2013-06-26  Right of establishment and freedom to provide ...   \n",
       "37256  2019-12-18       General, financial and institutional matters   \n",
       "34803  2017-04-05       Environment, consumers and health protection   \n",
       "36755  2019-05-20  Right of establishment and freedom to provide ...   \n",
       "38780  2021-07-07              Area of freedom, security and justice   \n",
       "39179  2021-12-02                                        Agriculture   \n",
       "28481  2010-11-24  Economic and monetary policy and free movement...   \n",
       "30471  2012-12-19  Right of establishment and freedom to provide ...   \n",
       "35987  2018-07-18       General, financial and institutional matters   \n",
       "14256  1993-07-02           Customs Union and free movement of goods   \n",
       "37154  2019-11-13       General, financial and institutional matters   \n",
       "36227  2018-11-14              Area of freedom, security and justice   \n",
       "36371  2018-12-19       Environment, consumers and health protection   \n",
       "35127  2017-08-02                                             Energy   \n",
       "25010  2006-12-18              Industrial policy and internal market   \n",
       "36276  2018-11-28              Area of freedom, security and justice   \n",
       "33359  2015-11-24           Customs Union and free movement of goods   \n",
       "36749  2019-05-20              Area of freedom, security and justice   \n",
       "36792  2019-06-05              Industrial policy and internal market   \n",
       "9758   1987-01-07                                        Agriculture   \n",
       "\n",
       "       total_reg_count  \n",
       "30917             1230  \n",
       "37256              987  \n",
       "34803              870  \n",
       "36755              687  \n",
       "38780              624  \n",
       "39179              600  \n",
       "28481              598  \n",
       "30471              590  \n",
       "35987              582  \n",
       "14256              568  \n",
       "37154              531  \n",
       "36227              523  \n",
       "36371              477  \n",
       "35127              474  \n",
       "25010              471  \n",
       "36276              465  \n",
       "33359              448  \n",
       "36749              447  \n",
       "36792              435  \n",
       "9758               426  "
      ]
     },
     "execution_count": 322,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n = 20\n",
    "sorted_df = date_analysis_df.sort_values('total_reg_count', ascending=False).head(n)\n",
    "sorted_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3ec86e3a-687f-45b4-8ae8-bfe33fcfa3a3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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