{ "cells": [ { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import pylab\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## load mapping summary CSVs and gather CSV" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "#sample_id='SRR606249'\n", "sample_id = 'p8808mo9'\n", "#sample_id = 'p8808mo11'\n", "\n", "# load mapping CSVs\n", "all_df = pd.read_csv(f'outputs/minimap/depth/{sample_id}.summary.csv')\n", "left_df = pd.read_csv(f'outputs/leftover/depth/{sample_id}.summary.csv')\n", "\n", "# load gather CSV\n", "gather_df = pd.read_csv(f'outputs/{sample_id}.gather.csv')\n", "\n", "# names!\n", "names_df = pd.read_csv(f'{sample_id}.acc.urls.csv')\n", "\n", "# connect gather_df to all_df and left_df using 'genome_id'\n", "def fix_name(x):\n", " return \"_\".join(x.split('_')[:2]).split('.')[0]\n", "\n", "gather_df['genome_id'] = gather_df['name'].apply(fix_name)\n", "names_df['genome_id'] = names_df['acc'].apply(fix_name)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# CTB bug FIXME\n", "# this ensures that only rows that share genome_id are in all the dataframes\n", "in_gather = set(gather_df.genome_id)\n", "in_left = set(left_df.genome_id)\n", "\n", "in_both = in_left.intersection(in_gather)\n", "\n", "all_df = all_df[all_df.genome_id.isin(in_both)]\n", "left_df = left_df[left_df.genome_id.isin(in_both)]\n", "gather_df = gather_df[gather_df.genome_id.isin(in_both)]\n", "names_df = names_df[names_df.genome_id.isin(in_both)]\n", "\n", "# reassign index now that we've maybe dropped rows\n", "all_df.index = range(len(all_df))\n", "left_df.index = range(len(left_df))\n", "gather_df.index = range(len(gather_df))\n", "names_df.index = range(len(names_df))\n", "\n", "assert len(all_df) == len(gather_df)\n", "assert len(left_df) == len(gather_df)\n", "assert len(names_df) == len(gather_df)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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accgenome_urlassembly_report_urlncbi_tax_namegenome_id
0GCA_013301655.1https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...Blautia wexleraeGCA_013301655
1GCA_013301105.1https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...Fusicatenibacter saccharivoransGCA_013301105
2GCA_005845175.1https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...Blautia obeumGCA_005845175
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" ], "text/plain": [ " acc genome_url \\\n", "0 GCA_013301655.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", "1 GCA_013301105.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", "2 GCA_005845175.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", "\n", " assembly_report_url \\\n", "0 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", "1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", "2 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", "\n", " ncbi_tax_name genome_id \n", "0 Blautia wexlerae GCA_013301655 \n", "1 Fusicatenibacter saccharivorans GCA_013301105 \n", "2 Blautia obeum GCA_005845175 " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# re-sort left_df and all_df to match gather_df order, using matching genome_id column\n", "all_df.set_index(\"genome_id\")\n", "all_df.reindex(index=gather_df[\"genome_id\"])\n", "all_df.reset_index()\n", "\n", "left_df.set_index(\"genome_id\")\n", "left_df.reindex(index=gather_df[\"genome_id\"])\n", "left_df.reset_index()\n", "\n", "left_df[\"mapped_bp\"] = (1 - left_df[\"percent missed\"]/100) * left_df[\"genome bp\"]\n", "\n", "names_df.set_index(\"genome_id\")\n", "names_df.reindex(index=gather_df[\"genome_id\"])\n", "names_df.reset_index()\n", "\n", "names_df[:3]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0genome bpmissedpercent missedcoveragegenome_idsample_idmapped_bp
0GCA_0133020854418806375803485.0463680.682209GCA_013302085p8808mo9660772.0
1GCA_013301105389553055228814.1774808.278217GCA_013301105p8808mo93343242.0
2GCA_005845175366165365232717.81509614.457032GCA_005845175p8808mo93009326.0
3GCA_0014054357426760425362757.2743302.079477GCA_001405435p8808mo93173133.0
4GCA_9005379954493348144945432.2577732.608285GCA_900537995p8808mo93043894.0
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" ], "text/plain": [ " Unnamed: 0 genome bp missed percent missed coverage \\\n", "0 GCA_013302085 4418806 3758034 85.046368 0.682209 \n", "1 GCA_013301105 3895530 552288 14.177480 8.278217 \n", "2 GCA_005845175 3661653 652327 17.815096 14.457032 \n", "3 GCA_001405435 7426760 4253627 57.274330 2.079477 \n", "4 GCA_900537995 4493348 1449454 32.257773 2.608285 \n", "\n", " genome_id sample_id mapped_bp \n", "0 GCA_013302085 p8808mo9 660772.0 \n", "1 GCA_013301105 p8808mo9 3343242.0 \n", "2 GCA_005845175 p8808mo9 3009326.0 \n", "3 GCA_001405435 p8808mo9 3173133.0 \n", "4 GCA_900537995 p8808mo9 3043894.0 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "left_df[:5]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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intersect_bpf_orig_queryf_matchf_unique_to_queryf_unique_weightedaverage_abundmedian_abundstd_abundnamefilenamemd5f_match_origunique_intersect_bpgather_result_rankremaining_bpgenome_id
029500000.0266350.6609900.0266350.0505516.1261024.015.356742GCA_013301655.1_ASM1330165v1_genomic.fna.gzall-gather-genomes.sbt.zip65bf24f31c7e62d1f0186eaceba3b1280.66099029500000107807000GCA_013301655
127810000.0251090.7007010.0243510.0495056.5621065.05.922433GCA_013301105.1_ASM1330110v1_genomic.fna.gzall-gather-genomes.sbt.zip1c4af8c8f8f62405239e7c3a05612dde0.72252526970001105110000GCA_013301105
226190000.0236460.6681220.0221020.08587712.54125812.08.324207GCA_005845175.1_ASM584517v1_genomic.fna.gzall-gather-genomes.sbt.zip5405438db1e4039410646235963d75180.71479324480002102662000GCA_005845175
322740000.0205310.3081230.0203780.0224643.5582633.02.828317GCA_001405435.1_14207_7_29_genomic.fna.gzall-gather-genomes.sbt.zip150b0499eae7a65c367b6798805814be0.31044422570003100405000GCA_001405435
422470000.0202880.5056930.0192490.0180923.0337712.02.857593GCA_900537995.1_Roseburia_intestinalis_strain_...all-gather-genomes.sbt.zipe869cf0b15c41500b90acfad5f73aa6d0.5329702132000498273000GCA_900537995
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" ], "text/plain": [ " intersect_bp f_orig_query f_match f_unique_to_query f_unique_weighted \\\n", "0 2950000 0.026635 0.660990 0.026635 0.050551 \n", "1 2781000 0.025109 0.700701 0.024351 0.049505 \n", "2 2619000 0.023646 0.668122 0.022102 0.085877 \n", "3 2274000 0.020531 0.308123 0.020378 0.022464 \n", "4 2247000 0.020288 0.505693 0.019249 0.018092 \n", "\n", " average_abund median_abund std_abund \\\n", "0 6.126102 4.0 15.356742 \n", "1 6.562106 5.0 5.922433 \n", "2 12.541258 12.0 8.324207 \n", "3 3.558263 3.0 2.828317 \n", "4 3.033771 2.0 2.857593 \n", "\n", " name \\\n", "0 GCA_013301655.1_ASM1330165v1_genomic.fna.gz \n", "1 GCA_013301105.1_ASM1330110v1_genomic.fna.gz \n", "2 GCA_005845175.1_ASM584517v1_genomic.fna.gz \n", "3 GCA_001405435.1_14207_7_29_genomic.fna.gz \n", "4 GCA_900537995.1_Roseburia_intestinalis_strain_... \n", "\n", " filename md5 f_match_orig \\\n", "0 all-gather-genomes.sbt.zip 65bf24f31c7e62d1f0186eaceba3b128 0.660990 \n", "1 all-gather-genomes.sbt.zip 1c4af8c8f8f62405239e7c3a05612dde 0.722525 \n", "2 all-gather-genomes.sbt.zip 5405438db1e4039410646235963d7518 0.714793 \n", "3 all-gather-genomes.sbt.zip 150b0499eae7a65c367b6798805814be 0.310444 \n", "4 all-gather-genomes.sbt.zip e869cf0b15c41500b90acfad5f73aa6d 0.532970 \n", "\n", " unique_intersect_bp gather_result_rank remaining_bp genome_id \n", "0 2950000 0 107807000 GCA_013301655 \n", "1 2697000 1 105110000 GCA_013301105 \n", "2 2448000 2 102662000 GCA_005845175 \n", "3 2257000 3 100405000 GCA_001405435 \n", "4 2132000 4 98273000 GCA_900537995 " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gather_df[:5]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# subsample? take top 60...\n", "\n", "NUM=60\n", "\n", "left_df = left_df[:NUM]\n", "all_df = all_df[:NUM]\n", "gather_df = gather_df[:NUM]\n", "names_df = names_df[:NUM]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## fig 1: examining leftover reads, in order of gather" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pylab.figure(num=None, figsize=(8, 6))\n", "pylab.plot(gather_df[\"f_match\"]* 100, 100 - left_df[\"percent missed\"], '.')\n", "\n", "pylab.xlim(0, 100)\n", "pylab.ylim(0, 100)\n", "pylab.xlabel('f_match')\n", "pylab.ylabel('mapping bp covered')\n", "pylab.title('gather f_match vs leftover mapping bp covered')\n", "pylab.plot([0, 100], [0, 100], '--')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## fig 2: fraction of hashes unique to query, in order of gather results" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'f_unique_to_query, as %')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pylab.figure(num=None, figsize=(8, 6))\n", "pylab.plot(gather_df.index, gather_df[\"f_unique_to_query\"]*100, '.')\n", "\n", "pylab.title('fraction of hashes unique to query')\n", "pylab.xlabel('gather rank order')\n", "pylab.ylabel('f_unique_to_query, as %')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## fig 4: sum mapped bp and sum identified hashes, in order of gather\n", "\n", "conclusion: across the gather run, total hashes identified correlate well with total bp mapped" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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zd+9ehgwZwoQJEwCYM2cOS5cupWvXrpx88sm89NJLjB07ljvuuIP333+fRo0a8de//pW///3v/PKXv+THP/4xH374Ib169eK8886rMN45c+awePFi0tPTGTFiBBMmTKBVq1asWLGCxx57jNGjR3P55Zfz8MMPc/PNN9fkbYkJqtGKiETBrFmzmDhxIoFAgLZt23Lssccyd+7cA/YrLi7mxz/+MQMGDODcc89l6dKlVZY9YsQI2rdvT0pKCj179uTEE08EYMCAAWRlZQHe6U4nnXQSAwYM4G9/+xtLlizZ9/gzzzyTtLQ0WrVqxbhx45gzZw4AmZmZ9OjRg0AgwMSJE5k1axazZ89m6dKljB49msGDBzN16lTWrVvH8uXL6d69O4cddhhmxkUXXVRhvCeccAItW7YkLS2NH/7wh8yaNQuAzp07M3r0aAAuuuiiffcfrJBzFBYHySkopqgkeEhl1YRqtCISdyqredYV51y19rv33ntp27YtCxcuJBQKkZqaWuVjUlJS9l1PSEjYdzshIYGSkhIAbrzxRm666SbOOOMMZsyYweTJk/c9puzI2tLb5d3vnOOEE07g2Wef3W/bggULqj1CtybPVx1FJUH2FgYpLAlSFHQUlYQoDnqXUu2bpdG6SaBa5R0q1WhFROpAkyZNyMnJ2Xf7mGOO4fnnnycYDLJ9+3Y++eQTMjMzD9gvOzub9u3bk5CQwH//+1+CwdqpiWVnZ9OxY0cApk6dut+2V199lYKCAnbu3MmMGTMYMWIE4DXxrl27llAoxPPPP8+YMWMYOXIkn376KatWrQK8pu6VK1fSp08f1q5du69PuGwiDvfee++xa9cu8vPzeeWVV/bVYtevX8/nn3++7/Fjxowp9/FFJUF27S1iw648lm/Zw/Jvc9jwXR7bc4rIKyohwaBxSiJtm6bSuXk6PVo3pnl69Wd2OlSq0YqI1IGWLVsyevRo+vfvzymnnMJdd93F559/zqBBgzAz7rrrLtq1a0fLli1JTExk0KBBTJo0ieuuu46zzz6bF154gXHjxtGoUaNaiWfy5Mmce+65dOzYkZEjR7J27dp92zIzM5kwYQLr16/nd7/7HR06dGDlypWMGjWKW2+9lUWLFu0bGJWQkMCTTz7JxIkTKSwsBOCOO+7g8MMPZ8qUKfv6W8eMGcPixYvLjWXMmDFcfPHFrFq1igsuuIDhw4eTlZXFEUccwdSpU7n66qs57LDDuPbaa3HOUVAcIq+ohLyiIHsLSyjya6qJCQk0SgnQKiWFRimJpCYmxMS501bd5ouaGD58uNN6tCISS5YtW8YRRxwR7TBi3uTJk2ncuPEBg45mzJix3yCtSMvKyuK0005j4ddfs7coSF5hcF9yDfl5qzSxNkpJpHFKIil1lFjL+yyZ2Xzn3PDy9leNVkREYkYo5NhbVMK2PQUUlYRYunkPDjAgNSlA80bJpCcHaJQcICkQGzXWqqhGKyJxQTXa2BNy3kClopIQ+cVBcgu9GqtzDsO8hJqSSOOUAGnJiQQSYiOpqkYrIiIxxTlHfnGQvKIghX5iLSwJUlwSIryql5YUoFXjZBqnJJIeQ4n1UCnRiohIrSsOhsgtKCGnsITcghJK/FmkAmYkJyaQnhQgOS2ZlMQEkhMTSElKIDGhYZ4Io0QrIiKHrDgYIr8oyN4iL7HmF3unISUmJNA4NZEm/oClxIDVi37V2qREKyIiNVKaVPOLg/v+lk4GYRjpKQHaNU2lSWoiqUmBuEusZTXMerqISIyJ9jJ5kyZNYtq0adXeP5xzjvyiErbuKeCbrTl8/NUKzj7nHLbuKaCwJMStN1zBxJOP5u1nH+X5R+5m7cLZtGmaSlpyYpVJtqLXUdGyejU1efJk7r777kMu51BUq0ZrZhnAo0B/wAGXO+c+j2BcIiINSmmive666yrdrzTRXnDBBXUUWflCIUduUQk5+cXsKSjZV2NNT05k4OHdefmlF0lLCrB921YWzJvDunXrohpvLKtujfZ+4B3nXB9gELAsciGJiMSIDXNg5j3e30NUV8vkAdx1110MGDCAQYMGceuttx6w/Q9/+AMjRoygf//+XHXVVfvmXf77vffRu88R9OnXnwlnnUPWjr1M/+Ajzj5xDBeeeiyXnD6OtmmOvF3fMnLYYAIJxoknnsi2bdsYPHgwM2fO3K/mPH/+fI499liGDRvGSSedxJYtW/bdP2jQIEaNGsVDDz1U4evIzc3lnHPOoU+fPlx44YX74qwo/gceeIC+ffsycOBAzj///H3lLF26lLFjx9KjRw8eeOCBffc/9dRTZGZmMnjwYK6++mqCwSDBYJBJkybte1/uvffeKo93lZxzlV6ApsBa/HNuq3MZNmyYExGJJUuXLq3ZA9Z/4dwf2zo3ubn3d/0Xh/T8a9eudf369dt3e9q0aW78+PGupKTEffvtt65z585u8+bN7qOPPnITJkzYt9/evXtdfn6+c865lStXutLv17LllXrrrbfcqFGj3N69e51zzu3cudM559yll17qXnjhhf3uC4ZC7vyJF7gnn33Brfh2j2vdpp2bu+pbt2xztluydpPLzityEyac5mbNmuWccy4nJ8cVFxfv99xl4yh9nqKiIjdq1Ci3bds255xzzz33nLvsssucc84NGDDAzZgxwznn3M0331zu6/joo49c06ZN3YYNG1wwGHQjR450M2fO3C9+55y76KKL3Guvveacc659+/auoKDAOefcd99955xz7ve//70bNWqUKygocNu3b3ctWrRwRUVFbunSpe60005zRUVFzjnnrr32Wjd16lQ3b948N378+H3ll5YTrrzPEjDPVZATq1Oj7QFsB54ws6/M7FEzq53JNkVEYlXWTAgWgQt6f7Nm1mrxkVom7/333+eyyy4jPT0dgBYtWuy33TnH29PfZ8iwEfTp258PPvyIrxYuJjHB6D9gAH+65Trmvv8qXVo1pWlaEmPGjOamm27igQceYPfu3SQmVm8M7YoVK1i8eDEnnHACgwcP5o477mDjxo1kZ2eze/dujj32WAAuvvjiCsvIzMykU6dOJCQkMHjw4H1L/H300UcceeSRDBgwgA8//HDfEn8DBw7kwgsv5KmnntovzgkTJpCSkkKrVq1o06YNW7du5YMPPmD+/PmMGDGCwYMH88EHH7BmzRp69OjBmjVruPHGG3nnnXdo2rRptV5vZaqTaBOBocA/nXNDgL3AAW0RZnaVmc0zs3nbt28/5MBERKKq29EQSAYLeH+7HV2rxbuDWCZv3rx5FBUVVVlueQOQgiHH7rwivs7azk9uvIG//etJPvh0LpdfcQVNkx09WjfmvXff5ic33sCXX37JsGHDKCkp4dZbb+XRRx8lPz+fkSNHsnz58mq/vn79+rFgwQIWLFjAokWLmD59eoXxlSd8ub9AIEBJSQkFBQVcd911TJs2jUWLFvHjH/+YgoICAN58802uv/565s+fvy/+ispxznHppZfui2/FihVMnjyZ5s2bs3DhQsaOHctDDz3ElVdeWa1YK1OdRLsR2Oic+8K/PQ0v8e7HOTfFOTfcOTe8devWhxyYiEhUdc6ES1+D437j/e2ceUjF1dUyeSeeeCKPP/44eXl5FAdDfLNuC99sy2FPfjHZ+cUQKiZgxsi+3WmeHOKNV18mwYxQKMSGDRsYN24cd911F7t37yY3N5fVq1czYMAAfvWrXzF8+PBqJ9revXuzffv2fcvcFRcXs2TJEjIyMmjWrNm+RdyffvrpGh3H0qTaqlUrcnNz9/UHVxR/RY4//nimTZvGtm3bANi1axfr1q1jx44dhEIhzj77bP74xz/y5Zdf1ii+8lTZBuCc+9bMNphZb+fcCuB4oPK2CxGRhqBz5iEn2FJ1tUze+BNO5LM58xg0ZCiBxCTGjDuBX/3udtKSA3Rsnsagnh256qofM3jQQLp167ZvrdlgMMhFF11EdnY2zjl+/vOfk5GRwe9+9zs++ugjAoEAffv25ZRTTtk3qKkyycnJTJs2jZ/85CdkZ2dTUlLCz372M/r168cTTzzB5ZdfTnp6OieddFKNjmNGRsa+pvTqxF+Rvn37cscdd3DiiScSCoVISkrioYceIi0tjcsuu4yQP5PVX/7ylxrFV55qLSpgZoPxTu9JBtYAlznnvqtofy0qICKxpqEuKuCcIxhy5BaWsDuvmJxCr1k0JTGBZunJZKQlkZoUiHaYDUpEFhVwzi0Ayi1AREQiqzjoLXReUByiJBiiOOgoCTmKgyFKQvvOECEpkEDLRslkpCeRphmZYoamYBQRiSHOOQqKg95i50XeYudFJaF92wMJRlIggcQE2zd3cFIggdQkb41WJdfYo0QrIhJlxcEQe/KLySkoIbewhFBYDTU9OUDLRimkJwdISwqQ0ECWjosnSrQiEjdqcmpJpOMoKA6yp6CEPQXF5Bd5I4mTAwk0T0+mUUqA9OQASYGEmIhXvlfd07LCKdGKSFxITU1l586dtGzZsk6TV8g5CktCFBYHKSgOUVC8/2o36cmJtGuaStO0JFISlVhjmXOOnTt3kpqaWqPHKdGKSFzo1KkTGzduJNIT6ni11dC+ZFoSdJTWgQz29ammJHr9qsUJxk5gZ0SjktqSmppKp06davQYJVoRiQtJSUl07949ImU751i0KZsX5m3ktYWbyc4vpk2TFAZ1zqB32yYc1rYxh7dtQo/WjUhJ1Kk28UaJVkTkIG3LKeCVrzYxbf5GVm7NJSUxgZP6teOcYZ0Y3asVAQ1cEpRoRURqJKegmOlLtvLKgk18umoHIQdDu2Tw57MGMGFge5qlJUU7RIkxSrQiIlUoLAkyY8V2XluwmfeXbaWwJETnFmlcO7YnZw3pRK82jaMdosQwJVoRiWt5RSUs25LD9pxC9hZ657HmFpaQU1DC3sISduUVMXPldvYUlNCyUTLnj+jMGYM7MrRLhkYIS7Uo0YpI3Ni1t4glm7NZsnmPf8lm7Y69lHdqZFLAaJKaROOURI4/oi1nDu7AmF6tSAxUZ9Ezke8p0YpIg/Hd3iJWbs1hS3YBm7Pz2bK7gC3ZBWzJzmdLdgG79n6/lmvHjDT6dmjKGYM60Ld9Uzo2T6NJShKNUgI0Tk3U6GCpNUq0IlJvbd1TwBdrdzF37S7mrN3Fiq05+21vlpZE+2aptG+WyqDOGXRrmU6/Ds3o274pzRslRylqiTdKtCJSbwRDjk9WbuetRVuYk7WLdTvzAGiUHGBYtxacMbgDAzo2o0NGGu2bpdIoRV9xEn36FIpIzNuWU8AL8zbyzBfr2bQ7n2ZpSWR2b8HFI7uS2b0Ffds3Vd+pxCwlWhGJSc45Pl+zk6e/WM+7i7+lJOQ4qmdLfn3qEZzQty3JiUqsUj8o0YpITCksCfLi/E08OmsNa7bvpVlaEpOO6sbEI7vQs7XOV5X6R4lWRGJCQXGQ5+du4F8fr2ZLdgEDOzXjnnMHMWFge1KTNAJY6i8lWhGJqryiEp6evZ4pM9ewPaeQ4V2bc+fZAznmsFaaEEIaBCVaEYmK7Pxinpq9jsdmrWXX3iKO6tmSB84fwsgeLZRgpUFRohWROrVu516e+DSL/83bQF5RkLG9W3Pjcb0Y1rVFtEMTiQglWhGJOOccc9bu4rFZa3lv2VYSE4zTB3Xg8tHd6d+xWbTDk3izYQ5kzYRuR0PnzIg/nRKtiERMcTDEm19v4dFZa1i8aQ/N05O4YVwvLh7ZlTZNU6MdnjRkFSXTDXNg6hkQLIJAMlz6WsSTrRKtiNS6wpIg0+Zv5J8zVrPxu3x6tWnMn88awA+HdtQIYom8ypJp1kzvfhf0/mbNVKIVkfojr6iEZ75Yz79nrmHrnkIGd85g8un9OK5PGxISNMBJallFtdbKkmm3o73kW5qEux0d8TCVaEXkkGXnF/Pfz7N4/NMsdu0tYlSPlvz9R4M5qmdLjSCWQ3MwTcCVJdPOmd6+6qMVkfpibtYurvrPPL7LK2Zc79bcoBHEUlMHk0wrq7VWlUw7Z9ZJgi2lRCsiB+2Nrzdz0/8W0jEjjf9ecaRGEEvFajuZVtUEXMfJtDJKtCJSY845pnyyhr+8vZzhXZvz70uGa31XqdtkGoUm4IOlRCsiNVISDHH760v57+x1TBjYnnvOHaSRxBKdZBpDtdbKKNGKSLXlFZVw4zNf8cHybVx9TA9+dXIfjSaOR+XVXOM8mVZGiVZEqmVbTgFXPDmPJZuz+eOZ/bh4VLdohySRVNNm4DhPppVRohWRCjnnWLgxm5e+3MhrCzdTWBxiysXDGd+3bbRDk9pQm32qcZ5MK6NEKyIH2LQ7n1e+2sSLX25kzfa9pCQmcGK/dlxzbA/6ddDI4gYhUn2qcZpMK6NEKyIABEOON77ezLNz1jN7zS4AMru34OpjenDKgPY0TU2KcoRyUGp79qR6NNo3VijRisS5UMjx5qIt3P/BN6zalku3lun84oTD+cGQjnRukR7t8KQ66nr2JNVca0SJViROhUKOd5d8y33vf8OKrTkc3rYx/7xwKCf1a6eRxLGogc+e1JAp0YrEGecc7y3dyr3vf8OyLXvo2boRD04cwoQB7ZVgY1UczJ7UkCnRisSRxZuyue3VxXy5fjfdWzXivvMGc/qgDgSUYGOD+lMbpGolWjPLAnKAIFDinBseyaBEpHZl5xVzz3sreGr2OpqnJ/PXswdw9tBOJAYSoh1a/FF/atypSY12nHNuR8QiEZFaFwo5XvxyI3e+vZzv8oq4ZFQ3fn7C4TRL0wjiqFB/alxS07FIA7Vkcza3vbqE+eu+Y1jX5vznzEydA1uXanOaQlAyrceqm2gdMN3MHPCIc25K2R3M7CrgKoAuXbrUXoQiUiO784r4+3sr9zUT/+2cgZw9tJMGOkVCXU5TKPVWdRPtaOfcZjNrA7xnZsudc5+E7+An3ykAw4cPd7Ucp4hUIRhyPDtnPXdPX8Ge/GIuGtmVX5zQm2bpaiaOCE1TKNVUrUTrnNvs/91mZi8DmcAnlT9KROrKF2t2Mvn1pSzbsoeRPVow+Yx+9GnXNNphNQyRGAmsZBpXqky0ZtYISHDO5fjXTwT+EPHIRKRKm3fn85e3l/P6ws10zEjj4QuHckr/dpipmbhG6noksMSV6tRo2wIv+/+4icAzzrl3IhqViFSqOBjisVlruf/9bwg5x0+PP4xrju1JWrIWYK8xjQSWCKsy0Trn1gCD6iAWEamGhRt2c+tLi1i2ZQ8n9G3Lbaf11ZzE1VHbTcCgZCrVotN7ROqJ3MIS7n53BVM/z6JNkxT+ddEwTu7fLtph1Q9qApYoUqIVqQfeW7qV215dzLd7Crh4ZFduPqm3lq0rz8HUWtUELBGmRCsSg5xzbPwun683ZvPawk28u2Qrvds24aELhzK0S/NohxddtT1wCZRMJaKUaEWixDlHYUmIvKIge/KLWbZlD19vymbxpmwWbcpmd14xAGlJAW45qTdXHdODpHifmzhSA5dEIkiJVqQOrPg2hz+8sYSN3+WTVxQkr7CE/OIgoTJTuyQmGL3bNeGU/u0Y0DGDAR2bcXi7xqQkxtloYg1ckgZEiVYkgpxz/OfzdfzprWU0TU1kdK9WpCcHSEtKJD05QHpKgPSkAI1SEjm8bRN6t2tCalKcJdWyNHBJGhglWpEI2ZFbyK+mfc0Hy7cxrndr7jpnEK2bpEQ7rNihgUsSJ5RoRSLg45Xb+cX/FrKnoJjJp/fl0qO6abamcBq4JHFEiVakFhWWBPnr2yt4/NO1HN62MU9dmak5h2u6XJyagKWBUaIVqSVzs3bx25cXs2JrDpeO6sr/nXqE+lsPZrk4UK1VGhQlWpFDtD2nkDvfXs6LX26kQ7NUHp80nOP6tI12WHWrpv2tqrVKHFGiFTlIJcEQT3/hrf9aUBzkurE9ueG4XqQnx9m/1aGMElaClTgQZ98IIrVj/rrv+N0ri1m6ZQ9jerVi8hn96NWmcbTDiqxIjBIWiQNKtCIVKAmG2JpTyObd+Wzenc/G77y/63bmMWvVDto2TeEfFwxhwoD2DX9EsUYJixw0JVqRMkIhx60vfc20+RsPmLkpIz2JjhlpXDu2J9eP60XjlAb2L6Raq0ita2DfEiKH7q/vLud/8zbyo+GdGNKlOR0y0uiYkUr7Zmk0amiJNZxqrSIR0YC/NURq7qnZ63jk4zVcNLILfzyzf8NsElatVaROKdGK+D5avo3bXl3McX3aMPn0fg03yarWKlKnlGhFgMWbsrn+mS/p26EpD04cQmJDXY5OtVaROqdEK3Fv0+58LntyLhlpSTx+6YiG0Q9bUfOwaq0ida4BfKOIHLw9BcVc9sQcCoqCPHXtUbRpmhrtkA5dZc3DqrWK1DklWolbRSUhrn1qPmu272Xq5Zn0btck2iHVzMEMagLVWkXqmBKtxCXnvHNlP121k7vPHcToXq2iHVLNHMqgJhGpU0q0EpfufGc5L325iZtOOJxzhnWKdjg1p0FNIvWGEq3EncdmreWRj9dw8ciu3Hhcr2iHUzkNahKp95RoJa68umATf3xjKaf0b8fkM2L8XFkNahJpEJRoJW7M/GY7N7+wkCO7t+De8wYTSIjhJAsa1CTSQDTQs/JF9rdoYzbX/Hc+PVs3Zsolw0lNCkQ7pP1tmAMz7/H+liptHraABjWJ1GOq0UqDl7VjL5OemENGejJTL8+kWVpStEPaX0VNxGoeFmkQlGilQdu6p4BLHp9DyDn+c0UmbWNxQoqqRhArwYrUa0q00mB9sWYnNzz7FbkFJTzz4yPp2bpxdAM62BHEIlKvKdFKg+OcY8ona7jr3RV0aZHOf6/IpE+7ptENSiOIReKWEq00KNn5xdzywkKmL93KqQPa8dezB9IkNQb6ZDWCWCRuKdFKg7FkczbXPf0lm77L57bT+nLZ6G51f56smodFpAwlWmkQnp+7nt+9uoQW6ck8f/VIhnVtUfdBqHlYRMqhRCv1mnOOu95dwT9nrGZMr1bcf/5gWjZOiU4wah4WkXIo0Uq95ZzjjjeX8distVxwZBf+eGb/upntSc3DIlIDSrRSL4VCjsmvL+E/n69j0lHd+P3pfeumP1bNwyJSQ9VOtGYWAOYBm5xzp0UuJJHKhUKO37yyiGfnbODHR3fn16ceUXeDntQ8LCI1VJMa7U+BZUCUT0iUeBYMOX714tdMm7+R68f15OYTe9ftyGI1D4tIDVUr0ZpZJ2AC8CfgpohGJFKBkmCIX7ywkFcXbOZn4w/jp8cfFrkkW1E/rJqHRaSGqlujvQ/4JdAkcqGIVKwkGOKnzy/gza+3cMtJvbl+XAQXbK+sHxbUPCwiNVLlMnlmdhqwzTk3v4r9rjKzeWY2b/v27bUWoAjAPe+t5M2vt/DrU/tENslC+f2wIiIHqTrr0Y4GzjCzLOA54Dgze6rsTs65Kc654c654a1bt67lMCWevb90K/+csZqJmZ256pietVdweWvAgtaBFZFaZc656u9sNha4uapRx8OHD3fz5s07tMhEgA278pjwwEw6t0jnxWuPqr0F26tqHq6oj1ZEpBxmNt85N7y8bTqPVmJWYUmQ657+Egc8fOHQ2kuyoNN0RKTO1CjROudmADMiEolIGX98YymLNmXzyMXD6NqyUe0WrtN0RKSOqEYrMenVBZt4avZ6rjqmByf1a3fwBek0HRGJMiVaiTmrtuXwfy8tYkS35txyUu+DL0in6YhIDKjOqGOROrO3sIRrnvqStKQAD04cSlLgED6iOk1HRGKAEq3EDOccv3l5Eau353L/+UNo1yz10ArUaToiEgPUdCwx44V5G3llwWZ+Pv5wxhzWqvoPVD+siMQwJVqJCau25fL715YwqkdLbjiuBjM/qR9WRGKcmo4l6gqKg9z47FekJiVw3/mDa7Z4u/phRSTGKdFK1N359nKWbdnD3ecOom3TGvbLqh9WRGKcmo4lqt5fupUnP8vistHdOP6ItpXvXF5frPphRSTGKdFK1HybXcAt0xbSt31Tbj2lT+U7V9YXq35YEYlhajqWqAiGHD97/isKS0I8eMEQUhKrmMdYfbEiUk8p0UpUPPzRKmav2cXtZ/SjZ+vGVT9AfbEiUk+p6Vjq3LysXdz3wTecMagD5wzrVL0HqS9WROopJVqpU7v2FvHT5xbQMSONP53VH7Myp/JUtg6s+mJFpB5SopU6Eww5fvLsV2zPLWTaNaNokpq0/w5VTT4hIlIPqY9W6sw901cwa9UO/nhmPwZ2yjhwBw14EpEGSIlW6sQ7i7/l4RmrmZjZhfNGdCl/Jw14EpEGSE3HEnGrtuVy8wsLGdQ5g8ln9K14Rw14EpEGSIlWIiq3sISr/zuPlMQE/nnh0KrPl9WAJxFpYNR0LBHjnOOWFxaydsdeHrxgCB0y0rwNG+bAzHu8vyIiDZxqtBIxj3yyhrcXf8tvTj2Co3r668tqZLGIxBnVaCUiPl21g7veWc6Ege258uju32/QyGIRiTNKtFLr1u/M44ZnvqRn68bcdfbA/Sel0MhiEYkzajqWWrWnoJgrps7FAf++ZDiNUsp8xDSyWETijBKt1JrSmZ/W7tjLf67IpFurRuXvqJHFIhJHlGil1vz5rWXMWLGdP53V//vBTyIicU59tFIrnpuznsdmrWXSUd248MiuOoVHRMSnGq0cstlrdvLbVxZzzOGt+e2EI3QKj4hIGNVo5ZCs35nHtU/Np0vLdB6cOITEQIJO4RERCaNEKwetdIRxyMHjl46gWZq/7J1O4RER2UdNx1Kp2Wt28vQX68ktKGZvYZCcwhL2+pecghJCzh04wlin8IiI7KNEKxX6ZmsOVzw5l9SkAB0y0miUEqBjRhqNUwI0SkmkcUoiYw5rVf4IY53CIyICKNFKBfYUFHPVf+eTlhzg9RvH0L5ZWrRDEhGpl9RHKwcIhRw/f24BG3bl8dAFQytOsjqFR0SkSqrRygHu++AbPli+jdvP6MeRPVqWv5NO4RERqRbVaGU/05d8ywMffMM5wzpxyaiuFe+oU3hERKpFiVb2WbUtl5v+t5CBnZpxxw/677/qTlk6hUdEpFrUdCxA6eCneaQkJvCvi4aRmhSo/AE6hUdEpFqUaIVQyHHT8wtZvzOPp648kg4Z1RxhrFN4RESqVGXTsZmlmtkcM1toZkvM7Pa6CEzqzj8/Xs37y7by2wlHMLKiwU8iInJQqlOjLQSOc87lmlkSMMvM3nbOzY5wbFIHFm7Yzb3vrWTCwPZcelS3A3fYMEfNwyIih6DKROucc0CufzPJv7hIBiV1Y29hCT997ivaNEnhzz8YcODgJ53CIyJyyKo16tjMAma2ANgGvOec+6Kcfa4ys3lmNm/79u21HKZEwh9eX8q6XXn8/bzBNEtPOnAHncIjInLIqpVonXNB59xgoBOQaWb9y9lninNuuHNueOvWrWs5TKltby/awvPzNnDd2J4V98vqFB4RkUNWo1HHzrndZjYDOBlYHJGIJOK2ZOdz60uLGNipGT8bf3jFO+oUHhGRQ1ZlojWz1kCxn2TTgPHAXyMemURE6ak8RSUh7j9/CEmBKho1dAqPiMghqU6Ntj0w1cwCeE3N/3POvRHZsCRS/j1zDZ+v2clfzx5A9/A1ZEVEJCKqM+r4a2BIHcQiEbZ4UzZ3T1/Byf3a8aPhnb/foFN4REQiRjNDxYn8oiA/ee4rWjZK4c6zw07l0Sk8IiIRpUUF4sTf3l3Bmu17uedHg8hIT/5+g07hERGJKCXaOPDl+u944rO1XDyyK6N7tdp/o07hERGJKDUdN3CFJUF+Ne1r2jVN5Zcn9z5wB53CIyISUUq0DdzDH63mm225PD5pOE1Sy5n9CXQKj4hIBKnpuAFb8W0OD89YxQ8Gd+C4Pm2jHY6ISFxSom2ggiHHL1/8miapSdx2ej9vdPHMe7y/IiJSZ9R03EA98elaFm7Yzf3nD6bFrgU6hUdEJEpUo22A1u/M4+7pKzi+TxvOGNRBp/CIiESREm0D45zj1pe+JjEhgTvO6u9NTKFTeEREokZNxw3MC/M28tnqndzxg/60b5bm3alTeEREokaJtgHZllPAH99cSmb3FlyQ2WX/jTqFR0QkKtR03ID85a3lFBaHuPOHA0hIsGiHIyIiKNE2GF+s2cnLX23i6mN70KN142iHIyIiPiXaBqA4GOK2V5fQMSONG3rt0vmyIiIxRH20DcB/Pl/Hiq05PHdqAinPXKDzZUVEYohqtPXctj0F3PveSsb2bs2RLNX5siIiMUY12nruz28to6gkxOTT+2H5wCfJ39dodb6siEjUKdHWY7PX7OSVBZu58bhedGvVCND5siIisUaJtp4qDob4vT8A6rqxvb7foPNlRURiivpo66mpn2WxYmsOt53el7TkQLTDERGRCijR1kNb9xRw3/vfMLZ3a07sq3VmRURimRJtPfTMi9O4LPQSfxme7y0aICIiMUt9tPXM0i/e55qsn5MSKCHh1VchQ+fKiojEMtVo65FQyDH341dJshISCOlcWRGRekCJth6Z9uVGXv2uByRobVkRkfpCTcf1RG5hCX97dwWdOmcSOO01WDdL58qKiNQDSrT1xEMfrWJ7TiFTLh6GdWkOXY6MdkgiIlINajquBzbsyuOxmWs5a0hHhnRpHu1wRESkBlSjjVUb5uybSvHPHwcIJBi/OrlPtKMSEZEaUqKNRRvmwNQzIFhEMCGJrXm3cu3402jXLDXakYmISA0p0cairJn7lrtzQccJ6d8w6ege0Y5KREQOgvpoY1G3oyGQTIgAxS6R/qMnaD5jEZF6SjXaWNQ5k70TX+KJp//L5mbD+dO4U6MdkYiIHCQl2hhQWBIkrzDI3qIS8oqC7C0s4X8Lm/Bs3mm8dvlozWcsIlKPKdFG2NY9BXy8YjvbcwvZkVvIztwidvjXd+QWkVNQTHHQlfvYHw3vxMBOGXUbsIiI1Col2ggqKgnxo0c+Z93OPAAaJQdo1SSFVo1T6N6qESO6taBZWhKNUhJJTw7QKDnRu54SoElKos6ZFRFpAJRoI+i5uetZtzOPf1wwhOP7tNWAJhGROKREGyF7C0t44INvOLJ7CyYMaF9+P2vYpBSas1hEpGGqMtGaWWfgP0A7IARMcc7dH+nA6rtHZ65lR24RUy7pU3GS9SelIJAMl2pdWRGRhqg659GWAL9wzh0BjASuN7O+kQ2rftuZW8iUT1ZzUr+2DK2onzVsUgqtKysi0nBVmWidc1ucc1/613OAZUDHSAdWn/3jo1XkFwe55aTeFe/kT0qhdWVFRBq2GvXRmlk3YAjwRTnbrgKuAujSpUttxFYvbdiVx9Oz13PusM70atOk4h07Z3rNxeqjFRFp0KqdaM2sMfAi8DPn3J6y251zU4ApAMOHDy//xNA4cO97KzGDn51wWNU7d85UghURaeCqNdexmSXhJdmnnXMvRTak+mvZlj28vGATk47qRvtmadEOR0REYkCVida8IbOPAcucc3+PfEj119/eXUGTlESuHdsz2qGIiEiMqE6NdjRwMXCcmS3wL5rlvow5a3fx4fJtXDu2FxnpydEOR0REYkSVfbTOuVmAZrWvhHOOO99eRtumKUw6qtv+GzUphYhIXNPMULXgvaVb+XL9bv7ywwH7T7OoSSlEROKeFn4/REUlIe58ezk9Wjfi3GGd9t+oSSlEROKeEu0h+s/nWazZsZffndaXxECZw6lJKURE4p6ajg/BjtxC7n//G8b1bs243m0O3EGTUoiIxD0l2kNw97sryC8O8tvTKpn6WZNSiIjENTUdH6TFm7J5ft4GJh3VjZ6tG0c7HBERiVFKtAfBOcftry+hRXoyNx5fjakWRUQkbinRHoQ3vt7C3KzvuPmk3jRLS4p2OCIiEsOUaGsovyjIX95aRr8OTfnR8M7enRvmwMx7vL8iIiJhNBiqhh75ZDWbswu47/whBBJMk1KIiEilVKOtgU278/nXx6s5bWB7Mru38O7UpBQiIlIJJdoa+Mtby3AO/u/UI76/U5NSiIhIJdR0XE1z1u7ija+38NPjD6NjRthas5qUQkREKqFEWw3OOf7y9jLaNU3lmmPLWWtWk1KIiEgF1HRcDe8v28ZX63fz0/GH7b86j4iISBWUaKsQDDn+9u5yerQqZ3UeERGRKijRVuHVBZtYuTWXm048/MDVeURERKqgzFGJopIQf39vJf06NOXU/u2jHY6IiNRDSrSVeHbOejZ+l88vT+5Dwqa5mv1JRERqTKOOK7C3sIQHP1zFkd1bcEzqGph6pmZ/EhGRGlONtgJPfLqWHbmF/PLkPti6WZr9SUREDopqtOXYnVfEI5+sYfwRbRnWtTkk+LM/ldZoNfuTiIhUkxJtOf758WpyC0u45aTe3h2a/UlERA6SEm0Z32YX8OSnWfxgcEd6t2vy/QbN/iQiIgdBfbRlPPDhN4Sc4+fjD492KCIi0gAo0YbJ2rGX/83dwMTMLnRpmR7tcEREpAFQog3z8IxVBBKMG47rFe1QRESkgVCi9W3enc9LX27i/BGdadMkNdrhiIhIA6FE6/v3zDUMsZXclPaGZn8SEZFao0QL7MwtZNmc93k6+c80+/wumHqGkq2IiNQKJVrgiU+zGOqWkESJZn8SEZFaFfeJNqegmKmfZ+G6jsECyWABzf4kIiK1Ju4nrHhq9npyCko45ZQzwPXR7E8iIlKr4jrRFhQHeWzWWo4+rBUDO2UAmv1JRERqV1w3Hb8wbwM7cgu5bqzOmxURkciI20RbHAzxyCdrGNolg5E9WkQ7HBERaaDiNtG+vnAzG7/L57qxvTCzaIcjIiINVFwm2lDI8c8Zq+nTrgnH9WkT7XBERKQBqzLRmtnjZrbNzBbXRUB1Yc6sdzhh59P8emAOCQmqzYqISORUp0b7JHByhOOoM279Fwz58BJuSnqBoz+7QjNAiYhIRFWZaJ1znwC76iCWOrH+y+kEXAmJhDDNACUiIhEWd320U7d0psQScZoBSkRE6kCtTVhhZlcBVwF06dKltoqtVcu/3cPj61rTd+S/OKdllmaAEhGRiKu1ROucmwJMARg+fLirrXJr078/WUtaUoDxJ54O6cnRDkdEROJA3DQdf5tdwGsLN3HeiM5kKMmKiEgdqc7pPc8CnwO9zWyjmV0R+bBq3xOfriUYclwxpnu0QxERkThSZdOxc25iXQQSSTkFxTzzxXpOHdCezi3Sox2OiIjEkbhoOn5uzgZyCku46pge0Q5FRETiTINPtMXBEI9/upaRPVr4S+GJiIjUnYa7Hu2GOZA1k8+KerMl2/jTWf2jHZGIiMShhploN8yBqWfggkUc6QKc0eIOxh5+arSjEhGRONQwE23WTAgWYS5IonNc2WWTFg8QEZGoaJh9tN2OhkAyQRIosUT6jDwl2hGJiEicapiJtnMmayY8wz3F5/LmkEdI7jYq2hGJiEicaphNx8CDK1swPfBDPjvx+GiHIiIicaxB1mg37c7n9YWbOW9EF5qlJUU7HBERiWMNMtE+8vFqAK44WtMtiohIdDW4RLstp4Dn5m7gh0M70jEjLdrhiIhInGtwifaxWWspCYa4dmyvaIciIiLSsBLt7rwinvp8HRMGdqB7q0bRDkdERKSeJ9oNc2DmPd5f4MnPsthbFOT6cT2jHJiIiIin/p7e40+zSLAIAsnkTXyZJz7NYfwRbenTrmm0oxMREQHqc43Wn2YRF4RgEYs+fYPs/GJuOE59syIiEjvqb6L1p1nEArhAMv9a14ExvVoxuHNGtCMTERHZp/42HXfOhEtfg6yZvJ3bi48+TuTZcarNiohIbKm/NVqAzpkUH/Vz/rSwCcO6NmdkjxbRjkhERGQ/9TvRAi9/tYlNu/O5YVwvzLQUnoiIxJZ6nWiDIcc/Z6ymX4emjO3dOtrhiIiIHKBeJ9q3Fm1h7Y69XK/arIiIxKh6m2idczz00Sp6tm7Eyf3aRTscERGRctXbRPvZ6p0s/zaHq4/tSUKCarMiIhKb6m2ifeLTtbRslMwZgzpEOxQREZEK1ctEu27nXj5Yvo0Lj+xCalIg2uGIiIhUKPYTbZmFA8BbPCBgxkUju0YxMBERkarF9sxQZRYO4NLXyG0zlBfmbWTCwPa0aZoa7QhFREQqFduJtszCAWTNZNr61uQWlnDZ6O7Rjk5ERKRKsd10HLZwAIFkQl3GMPXzdQzpkqHFA0REpF6I7Rpt2MIBdDuaj/d2Y+2Oudx//uBoRyYiIlItsZ1owUu2nTMBePyxL2jbNIVTB7SPclAiIiLVE9tNx2FWbcth5jc7uHhkV5IC9SZsERGJc/UmYz35WRbJiQlMzOwS7VBERESqrV4k2uy8Yl6cv4kzB3WgZeOUaIcjIiJSbfUi0T4/bz35xUEmje4W7VBERERqJOYTbTDkmPrZOjK7t6Bfh2bRDkdERKRGYj7Rvrd0K5t253O5arMiIlIPxXyifeLTtXTMSGP8EW2jHYqIiEiNVSvRmtnJZrbCzFaZ2a2RDqpUUUmIjhlpXDGmO4k6pUdEROqhKiesMLMA8BBwArARmGtmrznnlkY6uOTEBP5+3uBIP42IiEjEVKeamAmscs6tcc4VAc8BZ0Y2LBERkYahOom2I7Ah7PZG/779mNlVZjbPzOZt3769tuITERGp16qTaK2c+9wBdzg3xTk33Dk3vHXr1ocemYiISANQnUS7EegcdrsTsDky4YiIiDQs1Um0c4HDzKy7mSUD5wOvRTYsERGRhqHKUcfOuRIzuwF4FwgAjzvnlkQ8MhERkQagWuvROufeAt6KcCwiIiINjmaBEBERiSAlWhERkQhSohUREYkgJVoREZEIUqIVERGJICVaERGRCDLnDphN8dALNdsOrKvFIlsBO2qxvIZAx2R/Oh4H0jE5kI7JgXRMDnQwx6Src67c+Ycjkmhrm5nNc84Nj3YcsUTHZH86HgfSMTmQjsmBdEwOVNvHRE3HIiIiEaREKyIiEkH1JdFOiXYAMUjHZH86HgfSMTmQjsmBdEwOVKvHpF700YqIiNRX9aVGKyIiUi/FdKI1s5PNbIWZrTKzW6MdTzSY2eNmts3MFofd18LM3jOzb/y/zaMZY10zs85m9pGZLTOzJWb2U//+uD0uZpZqZnPMbKF/TG7374/bYwJgZgEz+8rM3vBvx/vxyDKzRWa2wMzm+ffF+zHJMLNpZrbc/04ZVdvHJGYTrZkFgIeAU4C+wEQz6xvdqKLiSeDkMvfdCnzgnDsM+MC/HU9KgF84544ARgLX+5+NeD4uhcBxzrlBwGDgZDMbSXwfE4CfAsvCbsf78QAY55wbHHb6Srwfk/uBd5xzfYBBeJ+XWj0mMZtogUxglXNujXOuCHgOODPKMdU559wnwK4yd58JTPWvTwV+UJcxRZtzbotz7kv/eg7eP0ZH4vi4OE+ufzPJvzji+JiYWSdgAvBo2N1xezwqEbfHxMyaAscAjwE454qcc7up5WMSy4m2I7Ah7PZG/z6Bts65LeAlHaBNlOOJGjPrBgwBviDOj4vfTLoA2Aa855yL92NyH/BLIBR2XzwfD/B+fE03s/lmdpV/Xzwfkx7AduAJv4vhUTNrRC0fk1hOtFbOfRoiLfuYWWPgReBnzrk90Y4n2pxzQefcYKATkGlm/aMcUtSY2WnANufc/GjHEmNGO+eG4nXJXW9mx0Q7oChLBIYC/3TODQH2EoGm81hOtBuBzmG3OwGboxRLrNlqZu0B/L/bohxPnTOzJLwk+7Rz7iX/7rg/LgB+09cMvL79eD0mo4EzzCwLr9vpODN7ivg9HgA45zb7f7cBL+N10cXzMdkIbPRbfwCm4SXeWj0msZxo5wKHmVl3M0sGzgdei3JMseI14FL/+qXAq1GMpc6ZmeH1qSxzzv09bFPcHhcza21mGf71NGA8sJw4PSbOuf9zznVyznXD++740Dl3EXF6PADMrJGZNSm9DpwILCaOj4lz7ltgg5n19u86HlhKLR+TmJ6wwsxOxetnCQCPO+f+FN2I6p6ZPQuMxVtNYivwe+AV4H9AF2A9cK5zruyAqQbLzMYAM4FFfN//9mu8ftq4PC5mNhBv0EYA7wf0/5xzfzCzlsTpMSllZmOBm51zp8Xz8TCzHni1WPCaTJ9xzv0pno8JgJkNxhswlwysAS7D/x+ilo5JTCdaERGR+i6Wm45FRETqPSVaERGRCFKiFRERiSAlWhERkQhSohUREYkgJVqRQ2Rmw83sgTp+zklm9o8IlZ1lZq0iUG4ff9WYr8ys5yGWNdbMjgq7/aSZnXPoUYrUPiVakUPknJvnnPvJwT7eX6kqKswssRbKqG78PwBedc4Ncc6tPsSnHQscVdVO1WEefRdKxOjDJTHJzH7nrw/5npk9a2Y3+/f3NLN3/EnRZ5pZH//+J83sATP7zMzWlNZu/C/Rv5nZYn8dzvP8+8ea2cdm9j8zW2lmd5rZheat6bqotMblz7j0opnN9S+jy4l1rH2/3ulk89YQnuHHUW4CNrNcM/uDmX0BjDKz2/zyF5vZFH/2K/xy/urHtdLMji6nrAlm9nnZWqh5a2q+YmZfm9lsf1KL0hinmNl04D9m1tLMpvs1zUcIm2fczC7yn3uBmT1SmlTLxl/meQf7z/e1mb1sZs39yWd+BlxpZh+V8xqu8F/fDDP7d2lt3cxON7Mv/NjeN7O25i0kcQ3wcz+u0mNyTNn33y/jFv/Yfm3fr9Pbzby1Rx8GvmT/6V5FapdzThddYuoCDAcWAGlAE+AbvJl9wFsb8jD/+pF4U+uBt27vC3g/HvviLbEIcDbwHt6MSW3xZnlpj1cj2u1fTwE2Abf7j/kpcJ9//RlgjH+9C960j2XjHQu84V+fDHzml9kK2AkklfMYB/wo7HaLsOv/BU73r88A7vGvnwq871+fBPwDOAtvlqzm5TzHg8Dv/evHAQvCYpwPpPm3HwBu869P8GNrBRwBvF4aP/AwcEl58Zd53q+BY/3rfwg7lpNL38cy+3cAsoAWeMv7zQT+4W9rzvcT61wZdiz2K6uS9/9EYArej4cE4A28ZdG64c0qNjLan3ddGv7lkJuNRCJgDF4TYz6Amb3u/22M11z4gl/hAy+hlXrFORcClppZ27CynnXOBfEmCv8YGAHsAeY6fyksM1sNTPcfswgY518fD/QNe76mZtbEeevgVuRN51whUGhm2/AS/MYy+wTxFkUoNc7Mfgmk4yWcJXhJDqB00YT5eAli32PwfpSc6MpfvWgM3g8NnHMf+jXXZv6210qPL17i+aG/35tm9p1///HAMGCu//rT+H5y9bLxA+CXn+Gc+9i/aypeAqxMJvCx86e4M7MXgMP9bZ2A582b2D0ZWFtJOeW9/yf6l6/8242Bw/B+cK1zzs2uIjaRQ6ZEK7GovCUSwauR7HbeUnDlKSynjIrKKrt/KOx2iO//NxKAUWFJqTrCyw1S/v9ZgZ/8MbNUvNricOfcBjObDKSWU17Zstbgrad5ODCvnOeobKnJvRXcX/bxU51z/1dZ/LWgsvfoQeDvzrnXzJuzeHIl+1b0/v/FOffIfk/oNT+XPQYiEaE+WolFs4DTzSzVr8VOAPBrbWvN7FzY1/86qIqyPgHOM29R9NZ4tbc5NYhlOnBD6Q3zJiCvbaVJdYf/eqs7enYdXk30P2bWr5ztnwAXwr6J9XdUUPMN3+8UvOZa8JrpzzGzNv62FmbWtbKAnHPZwHdh/aYXAx9X8hDw3o9j/b7cRPxauK8ZXrM+fL+aCkAOXrdCVd4FLvePK2bWsfT1iNQVJVqJOc65uXjLVC3EazadB2T7my8ErjCzhXjNq2dWUdzLeH2GC4EPgV86b2ms6voJMNwfSLMUbxBOrXLe+rH/xmuyfgVvicjqPnYF3jF5wQ48ZWYyfuzAneyfqMLdjjeQ6Eu8Ztb1ftlLgd8C0/0y3sPr067KpcDf/McMxuunrew1bAL+jLf60vt4y5SVvt+T/dc2E9gR9rDXgbPKDIYqr+zpeP3sn5vZIrz1RquToEVqjVbvkZhkZo2dc7lmlo5X47rKOfdltOOSyAh7vxPxfhw97px7uarHidQH6qOVWDXFzPriNatOVZJt8Cab2Xi893s6Xs1epEFQjVZERCSC1EcrIiISQUq0IiIiEaREKyIiEkFKtCIiIhGkRCsiIhJBSrQiIiIR9P/OtYCs8xyLWgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pylab.figure(num=None, figsize=(8, 6))\n", "pylab.plot(left_df.index, left_df[\"mapped_bp\"].cumsum(), '-', label='total mapped bp')\n", "pylab.plot(gather_df.index, gather_df[\"unique_intersect_bp\"].cumsum(), '.', label='total classified hashes')\n", "\n", "pylab.xlabel('genome in rank order of gather')\n", "pylab.legend(loc='upper right')\n", "pylab.title(f'{sample_id}: gather remaining hashes vs remaining bp')\n", "pylab.savefig(f'/tmp/gather-{sample_id}.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## fig 5: mapped bp and identified hashes compared by sample, in order of gather\n", "\n", "conclusion: for most samples, bp mapped to that genome matches # of hashes classified to that genome\n", "\n", "note: hashes classified to this genome is monotonically decreasing, b/c gather is a greedy algorithm." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pylab.figure(num=None, figsize=(10, 10))\n", "\n", "pylab.plot(left_df.mapped_bp / 1e6, left_df.iloc[::-1].index, 'b.', label='mapped bp to this genome')\n", "pylab.plot(gather_df.intersect_bp / 1e6, gather_df.iloc[::-1].index, 'gx', label='hashes classified to this species')\n", "pylab.plot(gather_df.unique_intersect_bp / 1e6, gather_df.iloc[::-1].index, 'ro', label='hashes classified for this genome')\n", "\n", "positions = list(gather_df.index)\n", "labels = list(reversed(names_df.ncbi_tax_name))\n", "pylab.yticks(positions, labels, fontsize='small')\n", "\n", "pylab.xlabel('number (millions)')\n", "pylab.legend(loc='lower right')\n", "pylab.title(f'{sample_id}: gather hashes vs mapped bp')\n", "pylab.tight_layout()\n", "\n", "pylab.savefig(f'/tmp/gather-{sample_id}.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## fig 6: difference between hashes ident and bp mapped" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'difference: hashcount - mapped bp')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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O+cxN5dUMzehJUkLH/ojPUzW6iEhMaq0X+gEzq2xp68wg411WryQA7n9zE7PvXdQpSfzDsqp2z8DWnMZqdPVGFxGJLa11YuvtnOsD/BH4LjAIGAx8B/hFp0TXRTROaeqAuk7o0BYIODbvOfEhZMe6aOJAtu87xI+eXdUpXz6KSiq4Y/7GTqutEBGJR60NI2t0vnPutCb7d5rZYuD/ohRTl1OYl0mi36hrcPh9PgrzMqP6eTsrD3O4LtDuKVRbktM7GYA5i0p4omgrc64vpCA3PSL3PlZRSQVX37OI2voAyQk+5twQvc8SEYln4TSQNpjZbDPzm5nPzGYD3q2RGYcKctP5x3VT6ZHo5+ShfaOekOau3AVAfUNkqrwbp1PtjBqERcV7qK0P4IDD9QHe2OD9muoiIrEonAR+NXAFsDu0fSZ0TNrh9BFZfOGMYSzZXMHO/Yei9jlFJRX88j9rAPif/0Sm01xhXiZJ/uBfFZ/PolqDUJiXic9nR/ZfWb2Lg7X1Ufs8EZF4Fc564Judc5c657Kcc9nOuU865zZ3QmxdzuzThuKARxZvidpnLCreQ30gWPKub4hMabkgN51HbjiNjNREcjNTo1qDUJCbzojsVIak9+DWc0axZucBrvv7EiVxEZFjhLMe+Ggzm2dmK0P7E83sh9EPresZktGTGWNyeGTJVmrrA1H5jMK8TBoLsIkJkWtvLxiWwddmjmJjaRXLt+2LyD2b0xBwbN17iI+P689/fXw0v79iMu9u2qskLiJyjHCq0O8BvgfUATjnlgOfjWZQXdnnCnMpO1DD3NW7onL/gtx0MnslMXZA74h3Nvt0wWB6Jvl56J3ozaS7eU81h+oaGDugNwCfPHkQf7gymMS/+ICSuIhIo3ASeE/n3LvHHNP/oifo7NHZDMnoEbUkeLiugfKqWmaNHxDxqu4+KYl88uRBPLdsBxXVtRG9d6M1O4NTDIwb2OfIsUsnB5P4ks17uezOt/njK+s1xExEur1wEni5mY0g2AkZM7sc0LRcJ8jnM645LZfFm/ayfveBiN9/855qnOvYHOit+fzpudTUB3i8aGtU7r96RyWJfmNUTu+jjl86eRBfC7WJ/3Hehk6bEEdEJFaFk8BvAe4C8s1sO/B14KZoBtXVfWbKEJISfFEphReHJo2JxCxszcnv34epwzL456ItBAKRn5lt9c5KRub0bnYK2ES/j8b+6TV1nb/Cm4hILAmnF3qxc+5cIBvId85N03KiHZORmsTFEwfw1HvbqKqJbGtEcVlwGdFolcABrjk9ly17D7IwCmO0V++oPNL+fazCvEySE4N/ZR0wLLNjC7WIiMSzcHqhZ5rZn4E3gAVm9iczi+5UYt3A5wpzqa5t4On3t0f0vsVl1Qzom0LPpHAm2Tsxs8b3J6tXcsRrEMqraig9UMO4AX2afb8gN5051xdy89kj6JHo55F3t2p+dhHptsKpQn8UKAMuAy4Pvf5XNIPqDiYPSWPCoD78852SiCahD8uro1r6BkhK8HH11CHMX1fK1r0HI3bf5jqwHasgN53vXJDP9y/M582N5Tz1XmS/AImIxItwEniGc+6/nXObQtsvgLQox9XlmRmfLxzGut0HWLI5Mp2xnHMUl1WRl9UrIvdrzdWn5eIz45+LI1cKX70jlMBbKIE3Nfu0XApy0/nFC6vZU1UTsRhEROJFOAl8vpl9NjQPus/MrgBeiHZg3cElkwbSJyWBP83bEJHVt8qrajlwuD7qJXCA/n1TOG9cPx5bspXDdZGZGn/1zkoG9k0hrWdSm+f6fMavPn0SVTX1/OKFNRH5fBGReBJOAv9/wMNAbWh7FPhG43rh0Qyuq+uR5Oes0dm8tbGc381d1+GhUZvKgz3Q87KjXwKHYDt+xcE6nl8emVGFq3dUtlp9fqzR/Xpz89kjePr97by+XoueiEj3Ek4v9N7OOZ9zLiG0+ULHGtcLlw7o3zcFgIDr+EpfR3qgR2kI2bFOH5HJyJxe/G3Bxg7XIByua6C4vDqs6vOmvjxjJHnZqfzgmRWapU1EupVwSuCY2afN7Pdm9jsz+2SUY+pWLpgwAL8FRzcn+Ds2d3lxeTVJCT4GpfWIVHitMjOmj85mY1l1h2sQ1u8+QEPAtasEDpCS6Od/PnUSW/ce4k+vbjihzxYRiUfhDCP7K8GJW1YAK4GbzOyOaAfWXRTkpvOXq07GZ3DWqOwOTX9aXFbF8MzUo5bjjLbUZD/Q8RqEjzqw9W33tYV5mXz21CHc80YxP352pWZoE5FuIZwS+NnA+c65B5xzDwAXAtOjGlU3c+HEAXyuMJfX1pUeqQY/EcVl0R9CdqyzRueQEPrC4O9ADcLqnZX0Sk5gcPqJ1R5cOGEAAQf/eKdE06yKSLcQTgJfBwxtsj8EWB6dcLqvr8wcRXKCj9/NXX9C19c1BNiy92CnJ/CC3HT+ft1Ueib6GZWTyilD007oPo0zsJ1o7cGKHfuPTLNa28G+BCIi8SCcBJ4JrDGzBWa2AFgNZJvZc2b2XFSj60ayeydz/bThvLBi5wmtt71l70HqA65TxoAfa9rILL5zQT6rdhxg4Qn0Bg8EHGt3HWh3B7amCvMyj8yfbmYRWwddRCRWhZPAfwxcAPwktF0I/Dfwu9AmEXLDWXmk90zkNy+va/e1jYuYdHYJvNFVU4cyNKMnv35pXbsXOdlacZCqmvp2d2BrqiA3nYdvKCS/f29SEnxMGKQBEiLStYUzjGxha1tnBNld9E5J5JYZI3ljQzlvbSxv17UfLWLS+SVwCE6v+s3zRrNmZyXPLdvRrmsbO7CN7UAJHIJJ/HsXjqW6toF5a0o7dC8RkVgXTi/0QjNbYmZVZlZrZg2awCV6rinMZVBaD3790tp2zZFeXFZNVq8k+vZIjGJ0rbtk4kDGD+zDb+euo6Y+/NnZVu+sxO8zRvdrfhWy9pg2Mov+fVJ4fGl01isXEYkV4VSh3w5cBWwAegDXh45JFKQk+vn6uaNYvm0/L67cFfZ1m8qrPWn/bsrnM74zK59tFYd4ePGWsK9bs7OSEdmppCT6OxyD32d8+pRBLFxfRmnl4Q7fT0QkVoU1kYtzbiPgd841hIaSTY9qVN3cp08ZzKicXvz25XXUNwTCuqa4vMqz9u+mPjYqizNHZvKX1zZy4HBdWNes3lHZoQ5sx7q8YDABR8SXahURiSXhJPCDZpYEfGBm/2dm/wV4nym6ML/P+Pb5YyguD85w1tY0pfsP1VFeVcvwTppCtTVmwVL43upa7nm9uM3zK6pr2bH/cIfbv5vKy+5FQW46jxdt03rhItJlhZPAPwf4ga8A1QTHgV8WzaAEPj6uH6P79eLOhcVtTlPqdQe2Y00cnMZFEwdw75ubKD3QejV2OGuAn4jLCwazsbSKZdv2R/S+IiKxIpxe6CXOuUPOuUrn3M+cc98IVamfMDP7jZmtNbPlZva0maV15H5dkZlx8pA0oO1pSr0eQtacb503htr6AD9+ZlWrNQird0amB/qxLpo4gJREH08UqTObiHRN4fRCv9jM3jezvWZWGaFlRF8BJjjnJgLrge918H5d0hVThhyZXSwxoeVpSovLq0jwGUMzenZecG0YnpXKOWNzeGnVrlZrEFbvrKRfn2SyeiVH9PP7pCQya3x/nvtgR8TWKxcRiSXhVKH/EfgCkOmc6xOJZUSdc3Odc41rPy4CBnfkfl1VwbAMLp08CJ/BndcUtLjQSXFZNUMzepLoD6tPYqcZEarSb60GITiFanQmXbm8YAiVh+t5ZfXuqNxfRMRL4fyPvxVY6aLXG+g64MUo3Tvu3XDWcAIOdu5ruS3Zi0VMwnHO2H4khb5UOKAgN+2o92vqG9hYWhXRHuhNnTEik4F9U3iiaFtU7i8i4qVwEvhtwH/M7Htm9o3Gra2LzOxVM1vZzHZpk3N+ANQDc1q5z41mttTMlpaVtX+e7Xg3bkAf8rJT+XcLs5s1BByb9lTHTAe2pgpy03nkxkIunhhcKezhxVuPmmZ1w+4q6k9gDfBw+XzGZQWDeWNDGbv2a0y4iHQt4STwXwIHgRSgd5OtVc65c51zE5rZngUwsy8AFwOzWyvdO+fuds5Ncc5Nyc7ODud36lLMjEsmDmTRpj3sbmZikh37DlFbHyAvBoaQNacgN53brz6F22aN4bllO/jN3I/meT/SAz1KJXCAy04Jjgl/6n2VwkWka0kI45wM59x5kfxQM5sFfAc42zl3MJL37ooumTSQP83bwAvLd3LdtOFHvVdc3tgDPfZK4E3dfPYItlUc4s4FHzIorQfXFOayemclPRL95GZG78vHsKxUpg7L4Imibdx89gjMTmy5UhGRWBNOCfxVM4toAic4FWtv4BUz+8DM/hbh+3cpI3N6MW5AH/69/Phq9I/GgMdmCbyRmfHzT4xnZn4OP352JfPW7Gb1jkryB/TGf4JrgIfr8oLBFJdV88NnVrY6IY6ISDwJJ4HfArxkZociNYzMOTfSOTfEOTc5tN3Ukft1B5dMGsj7W/axde/RFRbFZdX0TkkgMzXJo8jCl+D38ZerTmb8wL585eH3eX/LPgIBF/WkOjC9BwBzFm9pdUIcEZF4Es5ELr2dcz7nXI9IDSOT9rt44gAAnl++86jjwTnQe8VN1XBqcgL3XTuFXil+ahsCLN+2P+pJddnWfUdetzYhjohIPImtgcPSoiEZPTl5aNpxa20Xl1UzIkY7sLUkp3cKl0waBASHl0U7qRbmZZLoD37B8ftbnhBHRCSeKIHHkUsmDmTNzko2lh4A4GBtPTv3H4759u/mXHRScKpTv7U+y1wkFOSmc98XTsUMLpk4oMUJcURE4okSeBy5eOIAzODfy4LV6B/NgR7bPdCbU5CbzpzrC/nGeWOYc31h1JPqWaOzOW14Bqt2dHQWYBGR2NCuBG5mN0YrEGlbTp8UCodn8u/lO3DONRlCFn8lcAgm8VtmjOy0EvE5+f1Yu+sA2/cd6pTPExGJpvaWwNVb3GOXTBpIcVk1q3dWUlxWhRkMi+I46q5kRn4OAK+tLfU4EhGRjmtvAo+Prs5d2KwJ/UnwGc8t20FxWTWD0nqQkuj3Oqy4MCI7ldzMnry2RoubiEj8a28CvyQqUUjYMlKTmDYqi+eX7TwyhEzCY2bMzM/h7Q/3cKhWS4yKSHxrVwJ3zmlC6RhwycSBbN93iJXbK2N2DvRYdU5+P2rqA7z9YbnXoYiIdIh6oceh88b3IyE0rrnxp4Rn6vAMUpP8zFM7uIjEuTYTuJklh3NMOs/63VVHluX8x9slmhq0HZISfJw1OpvX1pQSvSXuRUSiL5wS+DthHpNO0nTWsoaApgZtr5n5OeyqPMzqnRoTLiLxq8XlRM2sPzAI6GFmJ/NRD/Q+QM9OiE1aUJiXSVKCj7r6QNRnMeuKpo8JDSdbU8r4gX09jkZE5MS0th74+cC1wGDg902OHwC+H8WYpA2Ns5gtKt5DYV6mpgZtp+zeyUwaksZr60r56jmjvA5HROSEtJjAnXMPAg+a2WXOuSc7MSYJQ0FuuhJ3B5yTn8MfXl1PeVUNWb3UpUNE4k84beDPm9nVZvZ9M/tx4xb1yESiaGZ+Ds7BgnVlXociInJCwkngzwKXAvVAdZNNJG6NH9iHfn2SeW2tZmUTkfjUWht4o8HOuVlRj0SkEwVnZevHv5ftoLY+QFKCpkQQkfgSzv9ab5vZSVGPRKSTzczPoaqmniWb93odiohIu4WTwKcBRWa2zsyWm9kKM1se7cBEou3MkcHheFqdTETiUThV6BdEPQoRD/RMSuCMEZm8traUH108zutwRETaJZwSuGthE4l75+TnsKm8ml88v1pT0opIXAmnBP4CwYRtQAowHFgHjI9iXCKdIrt3cAz4fW9u4p+LS5hzfaHG14tIXGizBO6cO8k5NzH0cxQwFXgz+qGJRN+HZcERkQ6oq9e88iISP9o9dsY59x5wahRiEel0hXmZJIaWZPX7NK+8iMSPNqvQzewbTXZ9wCmApq+SLqEgN51/XDeVL/19KWMH9lH1uYjEjXBK4L2bbMkE28QvjWZQIp3p9BFZ3Hh2HkUlFWwsPeB1OCIiYQmnDfxnzrmfEVyR7E/OuTnOucPRD02k83yuMJfkBB/3vbnJ61BERMLSZgI3swlm9j6wElhlZkVmNiH6oYl0nsxeyVxWMJgn39tO2YEar8MREWlTOFXodwPfcM7lOudygW+Gjol0KV+aNpza+gAPLSrxOhQRkTaFk8BTnXPzG3eccwuA1KhFJOKREdm9OHdsPx56ZzOHahu8DkdEpFXhJPBiM/uRmQ0LbT8E1FAoXdINHxtOxcE6nnxvm9ehiIi0KpwEfh2QDTwV2rKAL0YzKBGvTB2ewaTBfbnvzU0EApoxWERiVzi90Cucc19zzp0S2r7unNOk0dIlmRnXfyyPTeXVvLpmt9fhiIi0KJxe6K+YWVqT/XQzezmqUYl46IIJ/RmU1oN73ij2OhQRkRaFU4We5Zzb17gTKn3nRC0iEY8l+H1cN204SzZX8MHWfV6HIyLSrHASeMDMhjbumFkuWk5UurgrTx1C75QElcJFJGaFs5zoD4A3zWxhaP8s4MbohSTivV7JCVx92lDuXljM/6St4fzx/TVPuojElHA6sb1EcAGTfwGPAQXOObWBS5dXMDQdB9z9ejGz711EUYn6bopI7Ah3OdFkYC+wHxhnZmdFLySR2LChtAoLva6pC7CouNzTeEREmgpnOdFfA1cCq4BA6LADXo9iXCKeK8zLJDnRR01dAAes313ldUgiIkeE0wb+SWCMc04rPEi3UpCbzpzrC1lUXM7K7ZU8+8EO8vv34ebpI7wOTUQkrAReDCQCSuDS7RTkplOQm04g4Pj6vz7g1y+tJa1nIldNHdr2xSIiUdRiAjezvxCsKj8IfGBm82iSxJ1zX+voh5vZt4DfANnOOTUwSszy+YzfXTGJysN1/ODpFaT1SOSCkwZ4HZaIdGOtlcCXhn4WAc9F+oPNbAjwcWBLpO8tEg2Jfh93zi7gc/ct5tZHP2DX/sMcrGugMC9TQ8xEpNOZc+HPyWJm6cAQ59zyDn+w2RPAfwPPAlPCKYFPmTLFLV26tK3TRKJq/8E6PnH7m5TsPYjPICnBx5zrC5XERSTizKzIOTeluffCmQt9gZn1MbMMYBnwgJn9voMBfQLY7pxb1pH7iHihb89ELpoYrD4POKirD7CoeI/HUYlIdxPOOPC+zrlK4NPAA865AuDcti4ys1fNbGUz26UEZ3f7cTgBmtmNZrbUzJaWlZWFc4lI1J0zth++0CDxxAQfhXmZ3gYkIt1OOAk8wcwGAFcAz4d7Y+fcuc65CcduBHu1DweWmdlmYDDwnpn1b+E+dzvnpjjnpmRnZ4f78SJRVZCbzjc/PhqA716Qr+pzEel04STwnwMvAxudc0vMLA/YcKIf6Jxb4ZzLcc4Nc84NA7YBpzjndp3oPUW88MVpw0lJ9FFcVu11KCLSDYUzF/rjzrmJzrkvh/aLnXOXRT80kdjWMymB6aNzeGnlLgIBLdAnIp0rnKlUU4AvAeOBlMbjzrnrIhFAqBQuEpdmTejPS6t28f7WCgpyM7wOR0S6kXCq0B8C+gPnAwsJtlkfiGZQIvFi5tgcEv3GiyvUAiQinSucBD7SOfcjoNo59yBwEXBSdMMSiQ99UhKZNjKLF1fuoj1zKoiIdFQ4Cbwu9HOfmU0A+gLDohaRSJy5YMIAtu87xKodlV6HIiLdSDgJ/O7QDGw/Ijil6mrg/6IalUgc+fi4fvh9xosrd3odioh0I+H0Qr/XOVfhnFvonMsLDQH7W2cEJxIP0lOTKMzLUDW6iHSqcHqhJwOXEaw2P3K+c+7n0QtLJL7MmjCAHz2zkg2lVYzu19vrcESkGwinCv1Z4FKgHqhusolIyPnj+mGGeqOLSKdpswQODHbOzYp6JCJxLKdPCgVD03lx5U5uPXeU1+GISDcQTgn8bTPTsDGRNsya0J+1uw6wuVwVVCISfS0mcDNbYWbLgWkEFxtZZ2bLmxwXkSZmTQiux/PiSlWji0j0tVaFfnGnRSHSBQxO78nEwX15aeVObp4+wutwRKSLazGBO+dKOjMQka5g1oT+/N9L69i+7xCD0np4HY6IdGHhtIGLSJgumDAAgJdUjS4iURZOL3QRCdPwrFTy+/fmiaVbOVzXQGFeJgW56V6H1ayikgoWFe+J6RhFpGVK4CIRNnFwXx5buo11u9eRlOBjzvWFMZcg39xYzufuWwwOkhNjM0YRaV1YVehmdndr+yLykZ5Jwe/FAQd19QEWFe/xOKKjOef45QurcQ4cUBuDMYpI28JtA7+rjX0RCblk4gAs9DoxwUdhXqan8Rzr0SVbWbPzAAm+YJQBBzm9kz2OSkTaK6wE7pwrMrPUpvvRC0kkvhUMy2DWhP4k+IwHrj01pqqmV++o5CfPreJjo7J49MZCvjx9BJmpSfxp3gYqqmu9Dk9E2qHNBG5mZ5jZamBNaH+Smf016pGJxLErTx1CfcBxuD7gdShHVNXUc8vD75HeM5E/XjmZKcMyuG1WPvddeyqllTV89ZH3qW+InXhFpHXhlMD/AJwP7AFwzi0DzopmUCLxrjAvkx6Jfl5bU+p1KECw3ft7T62gZE81f7nqFDJ7fVRlPnlIGv/9yfG8ubGc38xd52GUItIe4Vahbz3mUEMUYhHpMlIS/UwblcVra0tjYo3wh9/dwr+X7eCb541h6vCM496/8tShzD5tKHctLOb55Ts8iFBE2iucYWRbzewMwJlZEvA1QtXpItKymfk5vLJ6N+t3VzGmv3drhK/cvp+f/Xs1Z4/O5uazW57i9SeXjGfNzkpue2I5dfWOHfsPaYy4SAwLpwR+E3ALMAjYBkwO7YtIK2aMyQFg3trdnsXwxoYyrrlvMb2SEvj9FZPw+azFc5MSfNx5TQFJCT6+8dgH/G7uOmbfu4iikopOjFhEwtVmAnfOlTvnZjvn+jnncpxz1zjnNGhUpA39+6YwYVCfsNvBi0oquGP+xoglzKKSCq69fwn7DtZRVVPP5j0H27ymX58ULpwwAEfsjmMXkaBweqE/aGZpTfbTzez+qEYl0kXMzO/He1sq2NvGEK2ikgo+e/c7/ObldXz27nciksRfXrWLhlD7e0Mg/ER8WcFgEv2NJXWjsJk2cxHxXjhV6BOdc/sad5xzFcDJUYtIpAs5Jz+HgIOF61svhb+1sZy6hmCyrWtw/PqlNR0e0rWj4hAAfmvfhDIFuek8euPpnDEikwbneGNjeYfiEJHoCCeB+8zsSC8WM8tAc6iLhOWkQX3J6pXMvDaq0Q/W1gPgM/D7jHc3VXD1PYvZXXn4hD73wOE6Fqwv46xRWXzjvDHtnuu8IDedOdefxmWnDOaPr27giaJtJxSHiERPOIn4d8DbZvZEaP8zwC+jF5JI1+HzGTPzs3lx5S7qGgIk+o//zlxbH+Dfy3YyMqcXnzp5IIV5WWzde5DvPbWCi/78Bn/+7MmcMTKrXZ/7ryVbqaqp59vn53PS4L4nFLuZ8atPn8TO/Yf47pPLGdA3hTPbGYeIRE84ndj+AVwO7AZKgU875x6KdmAiXcXM/BwOHK5vsV37qfe2sX3fIX5w0VhumTGKgtx0PnnyIJ77ypmk9UzimvsW870nl3P7axvCahuvbwjwwFubmTos44STd6PGnul52anc9FAR63Yd6ND9RCRywl3MZC3wFPAsUGVmQ6MXkkjXMm1UNol+47W1x1ej1zUEuH3+RiYN7sv00dlHvTeqX2+eveVMpo3M4pElW/nt3PVhDeuau3o32/cd4rppwyMSf98eiTzwxan0SPLzxQfe5dXVuyPaW15ETkw4vdC/SrD0/QrwPPBC6KeIhKFXcgKFeZnMW3P8ePCn3tvGtopDfP3c0ZgdP0Y7NTmB0/IyjqxuVlPXdm/y+97cxNCMnnx8XL9IhA/AoLQe3H/tqeypruWGfyzVGHGRGBBOCfxWYIxzbrxzbqJz7iTn3MRoBybSlczMz+HDsmo2l1cfOVbXEOAvr4VK32OyW7y2MC+L5MTgP1UHpPVIbPHcD7buC47/PmMY/lYmbTkREwb15eKJGiMuEivCSeBbgf3RDkSkK5uZH5yVrWk1emPp+9ZzRzVb+m4U7BFeyK3njKRf72T+uuBD9h+qa/bc+97cRO/kBK44dUhkf4GQq0/LPfLFwO+LvbXORbqTcBJ4MbDAzL5nZt9o3KIdmEhXkpuZysicXkcSeGPb98TBfY9Mudqagtx0/uvjY7jr81PYXXmY7z+94rhFUnbsO8R/Vuzks1OH0Cs5OiM9C3LTeei6qfTtkUhGaiLjBvSJyueISNvCSeBbCLZ/JwG9m2wi0g4z83NYvGkPVTX1PP3edrbuPcSt57Re+j7W5CFpfOO80bywfCePLz16bPaD72zGOccXzhgW4ciPdsbILO6cfQq7Kmv4w6vro/pZItKyNr+mO+d+BmBmqc656rbOF5HmzczP4e7Xi5m/tpS/zN/ASYP6Hqlab4+bzhrBmxvK+clzqygYls6I7F5U19Tz8OItXDBhAIPTe0Yh+qOdMTKLq6YO4d43irnopAFMGpIW9c8UkaOF0wv9dDNbTWgJUTObZGZ/jXpkIl1MQW46fVIS+Pnzq9m69xBfb6PtuyU+n/GHKyeTkujja4+8T019A08UbePA4fqIDR0Lx/cuHEtO7xRue2I5tfUdm/ZVRNovnCr0PwLnA3sAnHPLgLOiGJNIl5To93HS4DTKDtSQl5V6QqXvRv36pPCbyyexakcl//viWh54axOTh6R16trdfVIS+eWnJrBu9wH+umBjp32uiASFNZGLc27rMYcaohCLSJdWVFLBu5uCw662VhzkvS37OnS/c8f14/On5/LAW5vZvOdgh74QnKhzxvbj0skDuWP+Rs3SJtLJwhpGZmZnAM7MkszsW4Sq00UkfIuK99AQCPYcDwRcRMZQXzCh/5FJXv66wJvZ0X5yyXj6pCRy2xPLOryCmoiEL5wEfhNwCzAI2AZMDu2LSDsU5mWSlOBr9/KerXlvyz4am9G9mlglIzWJn35iPMu27ef6B5dqdjaRTtJqL3Qz8wN/dM7N7qR4RLqsxglZFhXvoTAvMyLt1Y1fCurqAxH7UnAiBvZNwWewYH0Zbxfv4ZEb2rd8qYi0X6sJ3DnXYGbZZpbknKvtrKBEuqqC3PSIJrZofCk4EYs27T3yurY+wNxVu5TARaIsnOmaNgNvmdlzwJFx4M6530crKBEJX6S/FJyIxpqA2voAAQf/Xr6Dm84eQXpqkqdxiXRl4bSB7yC4+piPCM7EZmZfNbN1ZrbKzP6vo/cTEe801gR887wx/OLSCZRX1XLdg0s4VKsBKyLR4slMbGY2A7gUmOicqzGzzh//IiIR1bQmIKt3Ml+eU8RXHn6Puz5XQII/rBGrItIOXs3EdjPwv865GgDnXGkb54tIHJk1oT8/v3QC89aW8oOnVx638IqIdJxXM7GNBj5mZovNbKGZndrSiWZ2o5ktNbOlZWVlHfxYEeks1xTm8rWZI/nX0q384dUNXocj0uWEteagc27rMXM2t9mwZWavAv2beesHoc9NBwqBU4HHzCzPNfM13Tl3N3A3wJQpU/Q1XiSO/NfHR7O7soY/z9vA6h37ufnsERQMy/A6LJEuIZwEftRMbMDXCGMmNufcuS29Z2Y3A0+FEva7ZhYAsgAVsUW6EDPjsoJBPF60lVfXlDJvTSlXnzaUL88YyaC0Hl6HJxLXwkngNwF/4qOZ2ObS8ZnYngFmAgvMbDTBtcbLO3hPEYlBSzZ/NDObA+Ys3sKcxVs4bXgGnzp5EAPTerBi+35Px7GLxKMWE7iZ/do59x1gRhRmYrsfuN/MVgK1wBeaqz4Xkfh37Gxxv//MZD4sq+Lp97fz3adWHDkvJdHHnOs1g5tIuKylvGlmK4BTgMXOuVM6NaoWTJkyxS1dutTrMESknYpKKo6bLc45x4+fXcVDi0oA8Bl887wx3DJjpJehisQUMytyzk1p7r3WqtBfIlitnWpmlYARrAEzwDnn+kQ8UhHpkpqbLc7M+OTJg3hs6VZq6gP4zDyby10kHrU2jOyHzrm+wAvOuT7Oud5Nf3ZWgCLSdRXkpvPwDYX075vCsMyeqj4XaYfWEvg7oZ+VnRGIiHRPBbnpfP70XDaWVbNz/yGvwxGJG60l8CQz+wJwhpl9+titswIUka7vvHHBKSPmrtrtcSQi8aO1NvCbgNlAGnDJMe854KkoxSQi3czInF6MyE7l5VW7+MIZw7wORyQutJjAnXNvAm+a2VLn3H2dGJOIdEPnj+/PXa8Xs+9gLWk9tQypSFtarEI3s5mhlxWqQheRaDt/fH8aAo55a7S2kUg4WqtCPxt4jeOrz0FV6CISYRMH92VA3xReXrWLywoGex2OSMxrrQr9J6GfX+y8cESkuzIzzhvXj38t3cqh2gZ6JPm9DkkkprU2leo3WrvQOff7yIcjIt3ZeeP78+A7JSxcX8asCc0tZigijVobRtY7tE0Bbia4mMkggr3Tx0U/NBHpbqYOz6Bvj0TmrtrldSgiMa+1KvSfAZjZXOAU59yB0P5Pgcc7JToR6VYS/T7OGZvDvDWl1DUESPS3VsYQ6d7C+dcxlOCKYY1qgWFRiUZEur3zx/dn/6E63t201+tQRGJaOOuBPwS8a2ZPE+x9/ingwahGJSLd1lmjsklJ9PHyql2cOTLL63BEYlabJXDn3C+BLwIVwD7gi865X0U5LhHppnok+TlrVDZzV+0mEGh+uWMRCa8EjnPuPeC9KMciIgIEq9Hnrt7N8u37mTwkzetwRGKSeoiISMw5Z2wOfp/xsnqji7RICVxEYk5azyQK8zI0nEykFUrgIhKTzh/fnw/LqtlYWuV1KCIxSQlcRGLSx8f1A+Bn/15FUUmFx9GIxB4lcBGJSTv2HcYM3thQzux7FimJixxDCVxEYtKi4j1HXh+uD/DmhjIPoxGJPUrgIhKTCvMySU7w4bPg/oL1ZdTWB7wNSiSGKIGLSEwqyE1nzvWFfPO8Mdx0dh7vb9nH1//1PvUNSuIiEOZELiIiXijITacgNx2ArF7J/OKFNfRIXMFvLp+Ir7FoLtJNKYGLSFy4/mN5VNc08IdX15Oa7OdnnxiPmZK4dF9K4CISN752zkiqa+u5+/Viqg7XMyKnF4V5mUdK6SLdiRK4iMQNM+N7F+Szqbyap97fjgHJiT7mXF+oJC7djjqxiUhcMTMmDe4LBNc3rqkL8PaH5d4GJeIBJXARiTunj8giJdGHEUzir67ezYHDdV6HJdKplMBFJO40DjH71vlj+PL0PFbuqOQzf3uHHfsOeR2aSKdRG7iIxKWmQ8xOH5HFl//5Hp/661vcf+2pjB/Y1+PoRKJPJXARiXsfG5XN4zefjt+MK/72Dve8Ucwd8zfG9Pzpi4v38Pu562I6Rolt5pzzOoawTZkyxS1dutTrMEQkRu2uPMxn736HTeUHY7qH+uvryvjC39/FOUj0G4/eUEjBsAyvw5IYZGZFzrkpzb2nEriIdBn9+qRw6aRBQLBzW2194KhFUWLBvoO1fPvJZTSWneoaHLc9uYLyqhpvA5O4owQuIl3Kx0Znk5IQ/K8t4CCzV5LHEX1k38FaZt+7mD1VtST5Db9Bgs8o2VvNrD++zqurd3sdosQRVaGLSJdTVFLBvDW7ebJoG3UBx5M3n8HwrFRPY2pM3ht2V3HX5wvok5LIouI9FOZl0is5ga//6wPW7KzkqqlDuHjiQD7Yuk+zzEmrVehK4CLSZW0qr+ayO98mNdnPUzefSXbvZE/iqKgOJu+NZVXc9bkCZozJOe6cmvoG/vDKBv628EMMMIOkhNhsw5fOozZwEemWhmelcv+1p1J+oJYv/v1dqmrqO/Xzi0oq+O3L6/jUX99iY1kVd7eQvAGSE/x894J8rpo6FEew+j8W2/AldiiBi0iXNnlIGnfMPpk1Ow/w5TnvUddJ64kXlVRw9T2LuH3+RjbvOch3Zo1hegvJu6nLCwaT3KQNv+zA4WiHKnFKE7mISJc3M78f//OpCXznyRVc/+ASpg7PoDAvKyJV00UlFUfasicM6sO7m/Yyf20ZT7+/jZr64JcFn8HhuvC+OBTkpvPwDYW8uaGMd4r38Pe3SzAzfnjROPxaA12aUAIXkW7hylOH8l7JPv61dCsL15eTkrixw+3LRSUVzL5nETX1Acwg0e+jpj5AUoKPcQP6cODwfgLOkZTgozAvM+z7Ns4y95WA45cvrOH+tzaxa/9h/nDlZFIS/S1e9+6mPSzZXBGxzm9Fm/eycH0ZZ4/JUTt8DFICF5FuY2hmjyMLoByuC7BwXWmHEtNzH+zgcKiU7RyMHdCHr50zktPzsuiR5D+qdH4in+P3GT++ZBwD01L45X/WUHrvYr46cySrdlRSmJfJuAF9WFqyl3c+3MOra3azfncVEJnJYZ59fzv/9dgHBBz8dcGHPHpjIVM02UxM8aQXuplNBv4GpAD1wJedc++2dZ16oYtIRxSVVDD73kXU1AVwwMC+Kcy5obDdQ8ycc/z97c388oU11Accvk7oMf7C8p3c+q/3aWgI/Z9twar5hkBwLHlO72R27j9M4//o/fsk88tPncTM/BzMwq96P3C4jj+9uoH739pEoEl6GJGdylNfPpO+PRIj90tJm2JuGJmZzQX+4Jx70cwuBG5zzk1v6zolcBHpqMZScd+URH73yjoCDv52TQGnjwivintPVQ3ffmI5r60t5dyxOcwuzGV1qEQc7Wrm7z+1goff3XJkf+rwDL48fQSnDstg7a4DzL53EXX1AXw+I6NnErsP1HDSoL7ces4o0nsmsmjT3hbjdM7x9Pvb+dWLaymvquHc/Bxe31BOfUMAM8M5x+CMntw5u4BxA/tE9feUj8RiAn8ZuN859y8zuwq4xDl3dVvXKYGLSCRt2XOQ6x5cwubyan7xyQl8durQZs9rTPo9En3cubCY/Yfq+MGFY/n86bntKt12VGObe11DgMRmSvxNq+wnDu7L0+9v5/bXNrJl78EjTQcJPuO6acM5ZWgaGanJZPZK4t1Ne7n9tQ1s33eYyUPS+Pml45k4OO2o+4Hjy3PeY/+hOv7nUyfx6VMGd9rv3Z3FYgIfC7wMGMGhbGc450paOPdG4EaAoUOHFpSUNHuaiMgJqTxcxy1z3uONDeVcPHEAvZITyO/fm2FZqdQ3ONbvPsAfXl1PfYPDAYPTe3DP56cwdoA3pdD2tqvXNQT42iPv8+LKXW2em+g3Hrmh5bbusgM1fOXh91i8aS+zxvdn3MA+nDkyMr35pXmeJHAzexXo38xbPwDOARY65540syuAG51z57Z1T5XARSQa6hsCfDWMJGfA188dxa3nju6cwCKkse2/rj5Ycr/9qlMYmNaDPdU1PPruVv6zYicO8Bt847wx3DJjZIv3qm8I8M3Hl/HsBzsASE7w8fANmi0uWlpL4FHrhd5aQjazfwC3hnYfB+6NVhwiIm1J8PuYMKgvL6/aRcAFO4ddNXUoV0wZwobSA/zg6ZXUNQSHh00ble11uO1WkJvOnOsLmy2590xKYN7a3UeSe1vD3RL8Pkb3632kSr6mPsArq3cpgXvAq2FkO4CzgQXATGCDR3GIiABQmJdJUoLvSCL79CmDmTQkjUlD0hie1atDw8FiQePY8uaOt5TcW1KYl0lyoo/a+gABB08s3cblBUMYmdMrGqFLC7xqA58G/IngF4jDBIeRFbV1narQRSSaOjpuuztpfFb9+iTzvy+upSHg+PsXpzJpSJrXoXUpMdeJ7UQpgYuIxJ7N5dV87v7gOud3f24K00ZleR1Sl6HVyEREJGqGZaXy5E1nMDSjJ9f9fQm3v7aBO+ZvpKikwuvQujRNpSoiIh2W0yeFf914Olfc/Q6/nbseA5ITtZ55NKkELiIiEdG3ZyIXTgiOHm6cb/4fb28mEIifptp4ogQuIiIRM21UNimJPnwWHDf/7LIdXHL7m8xfW0o89bmKB+rEJiIiEdXYQ/3UYels2XuIP766nm0Vh5iSm84lkwZSVVOvnv5hUi90ERHxTG19gMeWbuV3c9dRcbAO0Axu4VIvdBER8UxSgo9rCnO59oxhNC79UlMf4M4FG9U+3gFK4CIi0immjcomOdQ+7jN4dU0pn71nEZvLq70OLS6pCl1ERDrNkdnuhmewsayKX7ywhrqGAN/8+BgmD03j3VbWLO+O1AYuIiIxadf+w/zwmRW8uqYUC62Qkpjg446rTmHm2Bz8vmCle3ed5lYJXEREYpZzjq8+8j7PL9951HGfQU7vFHqlJFBcVoVz3W9yGHViExGRmGVmfPHM4aQkBNvHE/3GjWflccuMkXxsVBb1DcFVzxonh3nonc1hjykvKqnostO6aipVERHxXEFuOnNuaH5Z06KSCmbfu4ja+gDOwTMf7GDznoPcdv4YzhjZ/MIpgYDj+RU7+NZjy6gPOJISul7JXVXoIiIS85pODrOpvJo/vrqBnfsPM21kFhdNHMCanZX0Tk7gQE09q3ZUsmZnJQdrG45cb8CXZ4zg2+fne/dLnAC1gYuISJdyuK6Bfy4q4U/zNnDgcP2R4ykJPk4a3JfxA/uSmuznnteLqW0I5rkEv3HllCHc8LE8hmWlehV6u7SWwFWFLiIicScl0c/1H8vjwOE6/jxvI45gp7evzBzJV2aOOnLezPx+LCrew5CMHrzz4R4eX7qNh9/dQuHwDEZk9+JTJw+iYFiGd79IB6gELiIicauxfbyuPkBiGO3cpZWH+dWLa3n6/e1AsGp91oT+XHnqEArzMklJ9HdS5OFRCVxERLqkgtx05lzffOe35uT0SWFkTi98xpGe7a+s3s2LK3fRI9HPtFFZjMpJBYxzxvaL6U5vSuAiIhLXCnLT25VoC/MySUrwHSm1P3DtqRyuD/DamlJeXLmTV1bvBuCuhcX86arJXDxxYLRC7xBVoYuISLfT0sxud8zfwO/mrqdxjRUDPjF5ILfMGMnofr1bvefbG8tZsL6M88f3j1jJXVXoIiIiTbRUai/MyyIpYSN19QES/D5mTejPq6t38+wHO5g1vj/njM2h9EANEwf3JcnvY+WOSlZt38+SzXvZWnEIgH+8s7lTxpwrgYuIiIQ016ZeUV3LA29v5t43inlp1a7jrunXJ5leyQmEpnKnrj7AouI9SuAiIiKd6djSeXpqEt/4+GjA8ZfQkDUDPl0wiO/Myiend8pxveEL8zKjHqcSuIiISBjOHp3D3a8XH0nSV0/NJad3CtD+3vCRoE5sIiIiYersZU3ViU1ERCQC2jtkLZq0nKiIiEgcUgIXERGJQ0rgIiIicUgJXEREJA4pgYuIiMQhJXAREZE4pAQuIiISh5TARURE4pASuIiISBxSAhcREYlDSuAiIiJxKK4WMzGzMqAkgrfMAsojeL+uQM/keHomx9MzOZqex/H0TI53Is8k1zmX3dwbcZXAI83Mlra0ykt3pWdyPD2T4+mZHE3P43h6JseL9DNRFbqIiEgcUgIXERGJQ909gd/tdQAxSM/keHomx9MzOZqex/H0TI4X0WfSrdvARURE4lV3L4GLiIjEpW6bwM1slpmtM7ONZvZdr+Pxgpndb2alZrayybEMM3vFzDaEfqZ7GWNnMrMhZjbfzNaY2SozuzV0vDs/kxQze9fMloWeyc9Cx7vtMwEwM7+ZvW9mz4f2u/XzADCzzWa2wsw+MLOloWPd9rmYWZqZPWFma0P/p5we6efRLRO4mfmBO4ALgHHAVWY2ztuoPPF3YNYxx74LzHPOjQLmhfa7i3rgm865sUAhcEvo70V3fiY1wEzn3CRgMjDLzArp3s8E4FZgTZP97v48Gs1wzk1uMlSqOz+XPwEvOefygUkE/75E9Hl0ywQOTAU2OueKnXO1wKPApR7H1Omcc68De485fCnwYOj1g8AnOzMmLznndjrn3gu9PkDwH9wguvczcc65qtBuYmhzdONnYmaDgYuAe5sc7rbPow3d8rmYWR/gLOA+AOdcrXNuHxF+Ht01gQ8CtjbZ3xY6JtDPObcTggkNyPE4Hk+Y2TDgZGAx3fyZhKqLPwBKgVecc939mfwRuA0INDnWnZ9HIwfMNbMiM7sxdKy7Ppc8oAx4INTUcq+ZpRLh59FdE7g1c0zd8QUAM+sFPAl83TlX6XU8XnPONTjnJgODgalmNsHjkDxjZhcDpc65Iq9jiUFnOudOIdg0eYuZneV1QB5KAE4B7nTOnQxUE4Xmg+6awLcBQ5rsDwZ2eBRLrNltZgMAQj9LPY6nU5lZIsHkPcc591TocLd+Jo1CVYALCPab6K7P5EzgE2a2mWDT20wz+yfd93kc4ZzbEfpZCjxNsKmyuz6XbcC2UG0VwBMEE3pEn0d3TeBLgFFmNtzMkoDPAs95HFOseA74Quj1F4BnPYylU5mZEWyzWuOc+32Tt7rzM8k2s7TQ6x7AucBauukzcc59zzk32Dk3jOD/G685566hmz6PRmaWama9G18D5wEr6abPxTm3C9hqZmNCh84BVhPh59FtJ3IxswsJtmX5gfudc7/0NqLOZ2aPANMJrpCzG/gJ8AzwGDAU2AJ8xjl3bEe3LsnMpgFvACv4qH3z+wTbwbvrM5lIsLONn+AX/seccz83s0y66TNpZGbTgW855y7u7s/DzPIIlrohWH38sHPul935uZjZZIIdHZOAYuCLhP4NEaHn0W0TuIiISDzrrlXoIiIicU0JXEREJA4pgYuIiMQhJXAREZE4pAQuIiISh5TARTxgZieb2b1tn9nqPTabWVakYmpy32vN7PZmjv/UzL4V6c9rI46BTfaj8vtGUtNnZ2afbGuRJDO7uHGFN5H2UgIX8cb3gb+Ee7KZJXT0A0Or8MWTa4GBbZ0UjtaenwVF4//CTxJc7bA1LxCc2a1nFD5fujglcOkSzOxHoXV3XzGzRxpLimY2wsxeCi2w8IaZ5YeO/93M/mxmb5tZsZldHjpuZvYbM1sZWtv4ytDx6Wa20MweM7P1Zva/ZjbbgmtlrzCzEaHzss3sSTNbEtrObCbW3sBE59yy0H6GmT1jZsvNbFFo8pTGEu/dZjYX+IeZZZrZ3NDiCHfRZE5/M7smFMsHZnZXY7I2syoz+7mZLQZOb+W8L4Z+r4UEpwttySQze82C6xnfELr2ITM7spqfmc0xs08c8zv7zOyvFlxT/Hkz+0+TZ/7j0LNaGfp9LfTeFGBOKNYeoVt91czeCz3zxj/LVAuubb8k9GwuDR2/1sweN7N/A3OPiWeYBddo/ivwHjDEzL4dusdy+2jd81Qze8GC66GvbPL34UhtgJlNMbMFx9z/DOATwG9C8Y8ws6+Z2erQ/R+F4GpvBKenvbiVZy7SPOecNm1xvRH8j/4DoAfQG9hAcIYsCK65Oyr0+jSCU19CcC30xwl+iR1HcHlZgMuAVwjOPNaP4GxJAwjOWLcv9DoZ2A78LHTNrcAfQ68fBqaFXg8lOC3rsfHOAJ5ssv8X4Ceh1zOBD0KvfwoUAT1C+38Gfhx6fRHBBXiygLHAv4HE0Ht/BT4feu2AK0Kvmz0v9DttAbIJzhr1FnB7M3H/FFgWes5ZBFf0GwicDTwTOqcvsAlIOObay4H/hJ53f6ACuDz0XkaT8x4CLgm9XgBMafLeZuCroddfBu4Nvf4f4JrQ6zRgPZBKsAS/ren9m9xrGMHZ9gpD++cBdxP8UuQDnie4HORlwD1NruvbJJasJn//FoReX9v47Aj+Hbu8ybU7gOTGOJscnw38xet/R9rib+twtZxIDJgGPOucOwQQKnE1rip2BvC42ZHCanKT655xzgWA1WbWr8m9HnHONRBceGAhcCpQCSxxoaUAzexDPirVrSCYlCE4V/i4Jp/Xx8x6u+D64o0GEFxqsGn8lwE4514LlbT7ht57rvH3IphQPh067wUzqwgdPwcoAJaEPrcHHy2S0EBwcZbWzjuNYAIqC/1u/wJG07zG53zIzOYDU51zz5jZHWaWE4rvSedc/THXTQMeDz3vXaFrG80ws9uAnkAGsIrgF43mNC4wU9T4LAgm30/YR+3zKQS/PEFw+dOWpqoscc4tanKP84D3Q/u9gFEEp9b9rZn9GnjeOfdGC/cKx3KCNQrPEJyyuFEpEWoqkO5FCVy6guaWh4VgSWqfCy6F2ZyaZu7R0r2OPT/QZD/AR/+WfMDpTZJucw4RTDLHfnZTjXMcV7dwvCkDHnTOfa+Z9w6Hvoy0eJ6ZfbKF+zbn2PMa9x8iWJL8LHBdCzEef9AshWBNwBTn3FYz+ylHP5tjNT7zBj565gZc5pxbd8y9T+P459dU0/cM+JVz7q5mYiwALgR+ZWZznXM/B+r5qAmytXibuojgl7BPAD8ys/GhLzopBP9OiLSL2sClK3gTuMTMUkKl7osAXHAt701m9hk40r49qY17vQ5caWZ+M8sm+B/uu+2IZS7wlcYdCy5ocKw1wMhjPnN26PzpQLlrfh3ypuddAKSHjs8DLg+VgBvb1HObub6l8xYD00Ml/0TgM638fpeGnnMmwWaFJaHjfwe+DuCcW9XMdW8Cl4XawvuFroWPkl956M/u8ibXHCDYJNKWlwm2jVvo9zo5jGuau8d1oRgws0FmlmPBXvAHnXP/BH5LcElICFahF4ReX9bCPY/Eb8FOckOcc/OB2whW9fcKnTea4MpdIu2iErjEPefcEjN7jmD7bAmwFNgfens2cKeZ/RBIJLiG87JWbvc0cHroHAfc5pzb1dhhKgxfA+4ws+UE/329Dtx0TLxrzaxvk6r1nwIPhK45yEfLDR7rZ8AjZvYesJBguzXOudWh329uKFHUAbeEnkXTz232POfcolDJ9x1gJ8FOXS31WH+XYM/pocB/u4/WgN5tZms4umq4qScJVuGvJNhGvRjY75zbZ2b3EGyG2MxHXwgg+KXgb2Z2iOCfSUv+m+DKgstDSXwz7ewU5pyba2ZjgXdC3wOqgGsIftH6jZkFCD6vm0OX/Ay4z8waV6trzqPAPWb2NYI1E/eFmkYM+IMLrq8OweaX5mpPRFql1cikSzCzXs65KgsOx3kduNE5957XcbXEzP4LOOCc69BY8FgReu4rgFOcc/tbOKfxzyiT4BeBM11w3eRuK1Qb8bBz7hyvY5H4oyp06SruNrMPCJYen4zl5B1yJ0e3qcctMzsXWEuwJ3WzyTvk+dCf0RsES+/dOnmHDAW+6XUQEp9UAhcREYlDKoGLiIjEISVwERGROKQELiIiEoeUwEVEROKQEriIiEgcUgIXERGJQ/8fZvOveOD2Oz4AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pylab.figure(num=None, figsize=(8, 6))\n", "pylab.plot(gather_df.index, gather_df.unique_intersect_bp.cumsum() - left_df.mapped_bp.cumsum(), '.-')\n", "\n", "pylab.xlabel('genome (ordered by gather results)')\n", "pylab.ylabel('difference: hashcount - mapped bp')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## fig 7: difference between hashes and bp, per sample" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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CQXRfY2YfSGoNHGZmJuleSTsAOwHLzWyopL3jdasI7zj/SGAkQJ8+fer0YB2npTF5chDHZWXhdfJkF8gthZQ4DWI0IVCTgrQkg0CN7ZnGrcs6rlK8po/bWHIErfJyaZWfQ6u8HArycmiVl8uXa0oot9CnpLScGXOXuUBO5+OP69fuAC6QmzJTzGyYpALgGUl3pk5IagvcIKkP0Am4J8N4ZZtYUi7wJ0l7Aq2AOWldnidEhb8AxhHSPLY2s08l7QLsK+n3QGvg9jjmn8B/qS5idwb2j2IfoCy+LjezD+L7IuAvktoA/YDewC7ACZIOjveyINO9mNmNwI0AAwcOtGz37DgtmSFDQuQ4FUEeMqSxV9QyMDNKyy1j5LOuEdP089UEaZVIbIZIa2k5tpH/ZZSgVRSkrfJyaJWfQ0FuThXB2rF1fhStle0FuTnxfByXdj71vi7j8nIzZ+PNnr+cETfPoKS0nPy8HAb377pxN9sc6dMnpFdkaney4gK5iWNm62O6QUGi+ShgoZn9KEaQu8T2wih+twG6xbYSIDdt2j2BnmZ2UIwgfy/tmiskdQLWA88BlwDz4ul3gPvM7DkASfmSCgkR3kuB31E14v0OQeyfmeof25MhhbOBf5jZo5LuJQjid4CJZnZZ2jjHcerJfvuFtIrJk4M4binR49KyqiKzLhHTdWmRz/Xp5zOMq0noljfAx/YKYZlfKRgLEuKxfWE+XdvmVBGdVQRplXHpQje32riCtHF5OSL1rWBTY+++nZlw5mBmzF3G4P5dPXqcgTnnjqDf6Mtpk0izWJ0P884dwa6Nt6wmjwvkpksqxaIV8LCZrUz8B2oGMEbSI8AiIJWbOwGYDrxMiP4CPAZcI+kJYHFsewfYStJTwFtZrj8HWGNmpZLWE9IuIOQZ3yTpD/F4NCHX+TozmyhpoqRBqUnM7HVJ70uaQhDFTwGXp13rIeCvkn5CpZh/CDhUUnE8vgO4JdvDchynZvbbb/MK49Ky8tpzTGuKfGaLqGaImGZLDShrAHWaWVRWisd2rfJo1TYhSPMzCM2skdFE9DTLuPzcpitOmwp79+3swrgGHhnUkWPHXRhyjj/+GPr0Yd65I3hkUEcXyDUg29jvXhyniTBw4ECbNWtWYy/DcRqdsnLLGPlMzyNdnxCd2SKm68uqfr1fW8Q0NU9DiNOCvBxa5dYsOqt/TR/Ea0gByDQ2s9CtMi6V55qb4+LUcZo5kmanChwk8Qiy4zhOA1KennMaX9eWlNcc+cwoNKunBdQUMU0J3dKGEKe5OWT6uj3V1jo/l06t8zPmo2YVrGl5pQU1CN2C3BxyclycOo7TOLhAdhyn2VBebpUitKbIZ0lNQrOGDVFVduhnTg0oKdt4cZqfq+oiM+1r+g6t8zcqrzTTuFa5lddwceo4TkumyQlkSUWE2rupygoXm9mUOozrBYwys4vrca2RsQpCfdZXcZ2YI3ycma2qzxxxntOBO81sfX3HNhRxDe3M7Np6jjsKaN3UTEecxsXMatwQlSliWpfSU5mEbLbUgPVlG19OKi9HGb9uTwrN9oV5G5VXmhpXmGFcQV4OuS5OHad5M2ECjBlTkRPM2LEwYkTF6XHTxjGo9yCG9hta0VY8r5iZC2cy+oCN8Q5z6kqTE8iRKWY2rD4DzGwxUGdxHBlJLBG2ia+TidMJZhy1CmRJOWa28f/nbwDiWh7fyPFN4l62BGbPX16n3dlmMXKarTZp1ohpTcX6s0dMM6YGNIA4zREU5mcXmgW5ObRtm5chMlrXr/fTd/hXratakJu9nJTjOE6DMGECjBwJq6MH2Pz54RgqRPKg3oMYPmk4E4dNZGi/oRTPK644bklMn9541Xea3Ca9GEG+OimQ0x3izGywpFGEWr2rgWuAV1LjJO0D/IVQc/dB4K+kOc8BIwg1fmcTBO/XwFWEDw0PmNnVki4BdiCUUWtLKK/WI3GdyYSKEfsSRP2Fko4ALgDaAfea2ZXRCONfhPq+JYQyaI8BbxBE8gSqu9MdBJxHqPxwj5n9J97/9oTaw+uA98xspKTfAkcDHYHzzeyp2O+GeD8vmdlvJf2Y8KFgPaF0Wx/gO4RKGT2A75rZwkwue0nnO+CZeH+fAf3MbJykDnGdR0j6KzCISge8eZLeAmYBS+PvIv0ZnZ6+FmAtcG/8M/jSzL5T7Q8mQXPbpDd7/nJOumE6peVGjqB/93bk5ai6gI2CdWPJVog/KSbr8jV9tY1PyTny0wVs1XEuTh3HafYUFWWuS9y3L3z0UcVhShSPGjiK8bPGV4jllsLmcgDd0jbppUqcQRBKmTgJODyWP8shiL0UfwWGR2OLnEzOc2Y2XtJPzGwIgKRngO+Z2XJJ90lKGWC8a2aXShoLHA68nraOx83s15Iel9QPmGZmh8baxdMl/Y0gSl8ys78m1vMqMT1D0tWkudMBnxME8yFW9VPMIcCEaBedUhPXmdlVkroB/yOUUrsKOM/MXpGUI6k78BPgIDMriWNPBVaY2Y8lnQUMI9g7Z3LZSzrfnR6v+zBB7I4DjgfujyXetjKzAyUdAvweOIMguA+Iz7dNhmdEhrXMAWaZ2XmJe61Cc3bSmzF3WcVmq3KD0nKjX7e2tZSNyhwZTX6NX99C/I7jOE4DUkdnu6H9hjJq4Cgum3oZFx18UYsSx9D4DqBNVSBXSbFIK7OTOhgNXC0pD7iSEFFNUWBmn0KFLXNdnOd2B+6L1+oMbBvbX4mvC2J7OrMT/foDvWON4Px43AMYQKzhmyW9IJM73ecEcZge4p9IqIF8G/A0cBswQtKphGhzr9hvGzN7JfEM+gOvmFlJoi39/vatwWUv6XxHnGONpE9jtPpEglAdSsghB3gR+GN8/4GZLY/v98rwjKqtBZhCcOH7DyHafnX6g2vOTnqD+3elMC+HtTE6/P1vbs3PD92hkVflOI7jbBR1dLYrnlfM+Fnjuejgixg/azxDi4a2KJHc2A6gW0rIqExSh/g1fkohvGFmZwE3Af8vrf86SVtByHml0nnuYEIqQ0pkJwXVa4QUgyHAN6kUvsk+mXbO7BVf9wTmEhzlfkEQih/HMW8DByTWA1Ud7t4BLjSzIWa2LyE1Aqq6zaUoNbPzzexU4Pw433nxesm87QWSvpG45lxgz/iBIrmO9Pvbk+iyRxC3qXvO9h3+3YQoc56ZfQZ8QEivgCBy388wPtMzyrSWfDO7zMxOA74VP+C0GPbu25kJZw3m3MN3YKde7bnmmfcpfndJYy/LcRzH2RjGjoU2baq2tWkT2iPJnONLh17KxGETGT5pOMXzimkppBxAL7ts06VX1ERTjSCncy3ByW0OIUcX4J8xX7kd8Nu0/r8GJkUHuIcIIi6T89y7ku4hpCOcD9wbheN6QspAXTguRkOnxFzbe+L13iDkNUMQ8bdKOhFYAxxJyI2eKGkimd3psvEdSecQoruPx0hwMcES+kXgy8QcN8U0hhfN7P9J+jcwTdLXVEZ206mLy16Sxwn51aMBzGyWpEWSnifmIGcYk+kZZWKQpMsJHyTmUfl7azGkHKLOOKAfI26ewc9un82tZ+zDftt1beylOY7jOBtCqlpFDVUsZi6cWSXneGi/oUwcNpGZC2e2qCjy5nYATdLkNuk5zobS3DbppfPF1+s56YbpLFyxhjvO3Je9+ri1quM4juNsDNk26W0pKRaO0+Lp0raAO87cl27tW3Hav17irYVf1j7IcRzHcZx64wLZcbYgenYoZMKZ+9KuVR6n3PIiHyypt0eN4ziO4zi14AJ5C0VSkaSlkiZLmiXp5Nh+iaTj6jnX8ZJ6xPdHSTphI9Y0aUPGOnVnm85tuOPMfZHEj25+kQVfrG7sJTmO42zZTJgQ6hPn5ITXCRM2aJpx08ZV20hXPK+YcdPGbfwanc2KC+Qtmymx6sbB1LyxrzaOJ5ZaM7PH3UK66dO/ezvuOHMf1pSUceL4afzpsXeYPX957QMdx3GcqqSc7ebPB7NKZ7sNEMkpB7yUSE5VoxjUe1AtIxuX6dPhiivCqxNwgdw8aENwFKwgmoM8GSPMT8USeUialegzI5qbHAX8W9IVkk6PVTKQdEcc/3x6iTVJeZLulDRF0qOSusRTPSXdI+kVSfvFvkdJek7SC5J+ENtulbRbfH+lpCHx50lJD0h6TdIwSQ9KmpmKcDuVbN+9HcMHbcuSr9YzfsqHjLh5hotkx3Gc+jJmTKXtc4rVq0N7PUlVmxg+aTi/L/59FbvopkrKse6ii8Kri+SAC+Qtm5Tj4OvAv5MnoiFJqq7zQwTnwWqY2TxCqbYzzOyCtNMj4/hxhFrHSU4APjazQwgl2/4vtm8D/IDggHhZLJv3e+Aw4EDgZ9GMJBsys+8SHP1GRHvpO8hSdk/SyJhiMmvp0qU1TLvlU1ZuvPHJSm6c+iE/vnUme136FDdNnVtxvqS0nBlzlzXiCh3HcbZA6uhsV1eSDnijBo5q0uIYMjvWOVtOHWQnM1PMbJikAuAZSXemTtTRPTCT8UlqfDZHvRTbUdUx7/D4/k0zWw98LKkj0I1g7vJkPN8N6E52A5aUlfenae+3y7TO5uykV1ZuvL3oS2bMXcaMuct4cd4XfLW2FID+3dvy7T1706tDIdcVf0BpWTn5eTkM7u/1kR3HcepFHZ3t6sqW5oDX2I51TRUXyM0AM1sfDUEKEs0p98AfSfoFkEqBKIzidxuCWIWqrn4p9iQ66kn6DvC9tPMpx7x7qOqYt6ukfKAnsJJgmf02cISZlUjKj6/LCXbebxKcCx9L3U7y1hLvs4r55kJ5ufH24i+ZMfcLpn+4jJfmLePLKIj7dWvLcXv0ZnD/Lgzu35WeHQorxh2wfTdmzF3G4P5d2buv10Z2HMepF2PHhpzjZJpFmrNdXUk64A3tN5ShRUObfJpFyrFu8uQgjhvLmKOp4QJ5yyaVYtEKeNjMVgadDMAMMrsHTgCmAy8DX8S2x4BrJD0BLI5ttTnq3Q98T9JUghveCKADIdr7P6AvcHZ0+hsLPC2pHFgKDAduBW6XNIog0Fsc5eXGu599xfQPKyPEK9eER1HUtQ3H7L4Vg/t3ZXD/rvTqWJh1npTbnuM4jrMB1MHZrq5sqQ54jelY11RxJz2n2dDUnfTKy433lnzFjA+XMT0K4hWrgyDu06UNg/t3Yb/turJvv6707tS6kVfrOI7jOM2fbE56HkF2nE2EmfH+klVVIsRffL0egG06t+aInXuGCPF2XdnaBbHjOI7jNBlcIDtOA2FmfLBkVdxU9wUz5i5jWRTEW3dqzdCdelTkEG/bpU0jr9ZxHMdxnGy4QN4ESCoiVHhIVX64GOgHtDOzazfB9U4H3jWz6ZJuBHYFzjKzTLnDtc01MlaGaIh1FQFXm9mweo7Z0cyejMc3mNlPJZ0P3B3L0jUJzIwPl37NjLkxZWLuMj5fFQRx746FHLJTdwb378p+Logdx3EahgkTWPmbc+iwZCVK5AoXzytm5sKZjD5gYzyzHKcSF8ibjilJYRgNOTYJZnZr4nAvM6ti2SMpJ9ZFrgsjiWXTaqOe89aVIuBbxLJwZvbT+HplA1+nXsyev5wZcz+nT5c2fLm2tCJCvPSrdQD06lDIQTt0D3nE/buxbZfWJDZMOo7jOBtLdLzrmKo2ER3v5ix9i+ElNzJx2MTGXZ8DBKOR5lARwwVyIyDpDkKZtTzgh4SSaGeY2dnRWGMasD/wG+BEQrmz/zOz2ZJeJtQd/iZwv5ldIekSYBbBcnpArGzxE0KliMXATEmLgNOBzsBfzex2Sd0JBiPtgQWEkm07xfHjCeXZxhNKrD1iZmPjtfoRrKlHA2/EezodODbOVQh8P+2efwscDXQEzjezpyTdSogwvynpSoJhyShgf0kDCWYjz5jZwGTfDX7wG8gLH3zOKbe8RFliQ2uP9q3Yf7sQHR7cvyt9u7ZxQew4jrMpyeJ41+EPVzLx5aebdJWIlkLKlS9VU/mZZ7ZckewCedORKsEGQeglGWlmq2N94Z+a2RhJf4v1iQ8AnieI5u/E4yJCVPdwgunHlQRB+wpwRWpSMxst6VAzGxJTFXoDh8U6yW2iKG4V578duBC4xczuS0WDJb0b3fOQ9DBwJqHk21OSUsb0H5vZaRnuucTMjpL0Q+DnBIGe4jozu0pSN0IZuKeyPLfxwAIzOy+uIUu3gKSRhKg3fTawqHttPP7m4gpxLOAnB/VjzDE7uyB2HMfZnGRxtttmZTnbujhuEmRy5dtSBbJbTW86ppjZkPizMtWYcKh7DvgdQcQCTAaGEiyh7yKI4tfMrNzM5hIirwDLzWx+TG1YU8saXouudgBHSJpCSF3YMbYNAJ6DCmvqdHqa2dsWagHOotLNbmaGvgCzE6/pzncj4j3fQ+U9b7QRiJndaGYDzWxg9+7dN2SKWhlYFGoM5wha5edw9G5buTh2HMfZ3GQJgnzSMYfiecWbeTFOJlKufLm5W74rnwvkzc+eRIc64I9UCsO7gR8Ae5jZbOAjYE9JOZL6Aytiv/oUrk6K3osJEekjgVWx7W1ChJqY2pE+/2eSdo4ufQOBDzPMm2SvxOuHaefOI3wASG7YS7npQUgZgcyufo3KoH7BhPCIXXoy4czBbsrhOI7TGIwdGxzukrRpw5cXn8/wScNdJDcBUq58l122ZadXgKdYNAYZHerM7DVJ+wL3xePFkh4g5CMb8H8bed17gGJCWsby2HYFcKukXxME+WlAsaQHgZuAMcDNhA9SD5vZR7VETgujG18rQg5y28S5YkK0+kXgy9h2K9Xd9N4ArpA0CThjQ2+2IWlTEP6ZDCrq4uLYcRynsYjOdulVLHYdMYKJ8w5v8m51LYXm4srnTnpOgxA36W2SMnZ1ZVM56ZWUlbPDmMf49RE78ovDdmjw+R3HcRzHaRyyOel5ioXj1EJ+bg4FeTl8vb60sZfiOI7jOM5mwFMsnAYhrRZzs6NdqzxWrytr7GU4juM4jrMZaNYRZElFkpZKmixphqS9G2C+SRs49oaN7Sepk6Th9bxukaRv1XcdaeMnxffXSGpdS/8hkq5Oa/u5pI+yPTtJPSUVS5oi6T5JBZL2lvRcbJsoKb8+625o2hTkegTZcRynoZgwAYqKICcnvE6YUGP3cdPGVduEVzyvmHHTxm26NTotmmYtkCNTYl3fXwPnN8YCYo3hn9alby39OgH1EshUOtPVZf4aMbNzzay20nKZ+B9wWA3nRxBspA8hbFw8GvgUODK2fQAcvwHXbTByEG98spLZ85fX3tlxHMfJTnTEY/58MKtwxKtJJA/qPahKpYriecUMnzScQb0HZR3jbDjTp8MVV4TXlkpLEMgpOhFLqkn6oaQX489Rse3WGLGcGqOmhZLukPSspAcldYjz9JR0j6RXJO0Xx1bsDJM0I75eIuk/kh4Ddk31kXSKpGckvSzplPRFJvpdImmCpMfimtoQXOYOiRHxnSQdFdf8gqQfxHF/lDQ9jhkcx5wUx3RMzH+rpJskPS3pAQV6xuOpkibFms3JtU2W1E7S8ZJmxuNRtT14M1sC1JSf8DaQer6dgKVmttjMUpZJJUCjhW9nz1/OghWreX/JKn540wwXyY7jOBtDFkc8xozJOmRov6FMHDaR4ZOG8/vi3zN80nAmDpvoVSs2ASk3vIsuCq8tVSS3BIF8iKQXgduAS6PoO59gy3wkcHn8+n5n4GAzOxj4mOAg96yZHQr8h+jWRrCI/gHBHe+yWq79sZkdbWZvJNruMbPDgP2AX9Qy/l0zO5pQHu1wgstcKiL+PvB7QmT2QOBn8d6OBA6K9/FSHHN3umFJ5DkzO5xQF3l3Qvm3oxLP4NAs6zqRYI09BKhXykYWZhGMRN4kmJe8mDohqQ/h3h/ONFDSSEmzJM1aunRpAyylOjPmLquoDr2utJyRt83iL0++y5yFK/EqMI7jOPUkiyNe1vbI0H5DGTVwFJdNvYxRA0e5ON5EZHLDa4m0BIE8xcz2JYjZfYHuwHwzW2dmK4B1BPnzN+Bfkq4B2gC7AKMU7KJ/DXSL871pZuvN7GMq3e2SJAsFZ3Kcy+Rol41X4usCIL0AbzdghzjPs/G4O8Gd74aYa9yjnvN3ASbF9R1HpeNdOpcBP5d0G7BPLdfIiKTbYgT6UIKJyJ/NbDfgEeCs2KcDwRL7DDMryTTP5nDSG9y/K63yc8gR5OWIXh1bcW3xBxz79+c55KrJXP7o28yev5zychfLjuM4tZLFES9re6R4XjHjZ43nooMvYvys8W4MsoloTm54G0NLqmJxPfACIZLcV1IroDVQQBDI/zOzOyVdCHyPYOgx3cxuB4hR5q0J6RL5QE8gFZEtS6RgJAvlZnKcu5jgKLeO6m5z6aRbMSdd5j4npCYcYWYlkvLj60oze0LSDwlR72fI7kyXPv8I4Ekzu17SX8hu/7zAzEZJ2pogYLNFmrPfmNmpFReWjgS+iIcrgB4xGj4BuNTM3qvv/A3J3n07M+HMwcyYu4zB/buyd9/OLFu1jqfe+ozH5yzm39PmcePUufTs0Iojd+3FUbv2Yp9+XcjLbQmfPx3HcerJ2LEh5ziZZtGmTWjPQirnOJVWMbRoqKdZbCJSbniTJwdx3BxMPzaEFiOQo3h8mrDZ60pgajw1BmgPPKhgt1wOnEwQbDdKSrm5/RmYQ9g89j+gL3B2PHdtnG8OsLCWpWRytKsri4DWsRrEaGAs8LSkcmApYQPf/bHSRCtCmsh86u5M9wzB2e5I4Gvg9Sz9Lon51+2AqzOc/76kPeP724D1wDnADpKejmkdSa4F/iPpPEKu8snxXvYH2ku6CBhvZnfXsv5Nxt59O1dx0evarhUn79OHk/fpw8o1JRS/s4TH31zMxFkLuG36fDq3yeeIXXpy1G69OGD7brTKa1Lu2Y7jOI1HdMRjzJiQVhEd8SraMzBz4cwqYjiVk+zueZuG5uKGtzG4k57TbNhUTnr1YfX6Uqa+t5TH3lzMs28v4at1pbRrlcehA3pw9G69OGSn7hXW1Y7jOI7jNC7K4qTn/6d2nAakTUEeR+22FUftthXrSst44cNlPP7GYp56+zMefG0hrfJyOGTH7hy9ey8OHdCTjq0btbyz4ziO4zgZ8Aiy02xoChHkbJSWlTPzo+U8/uYinpjzGYu/XEtejth/+24cvVsvjtilJ93atWrsZTqO4zhOiyJbBNkFstNsaMoCOUl5ufHaJyt4/M3FPPbmYj7+YjU5gkFFXThqt14cuWsveneq0bDQcRxny2PChHrlHY+bNo5BvQdVyTEunlfMzIUzGX3A6M2xYqcFkE0g+zb7jUTBWnmBpJ/E48nRvGNyylijhnGZNrjV5ZpV7KPr0H/Puhh61DD+UEnvSDpnQ+dIzFXr2pPGK82RnByxV5/OXHDMzkz57RAe/cVBnHPoDqxYXcIfHnqL/a98lu9eN43xkz/ko8+/Zvb85VxX/IEblDiOs+Xi7nm14u51TQuPIG8kkoYAx5nZefF4cjxeVZ9xG3PNWvrmmFmmcnP1vebpQDszu3ZjrlOXtUualenTXG1sKRHkmpi7dBWPz1nM428u5vVPQhXBVK29Vvk5TDhzcJVqGo7jOFsERUVBFKfTty989FHWYSlRPGrgKMbPGt9sy7ql3OvWrw+1h595xqtIbC48gtyIRFvn3eL7K6NIBNhZ0iOSXpK0Qzx/R4w8Px9d5JB0TLSPnhLrG6fbR5+esJw+NI6ZLOnPwGPJaLWy22LfKekJBVvtn8f399ZyX+l22hfGNU6VtHsd117tfhPzd5N0v4Ld9x1Ks76OfTa5k97mpH/3dpw9ZHsePOdApp1/KIcO6IERClavLSnnf7MWNPYSHcdx6o+759WIu9c1PVwgbxoei6Ivoz1ygo4Ex7pzCfWYAUZGC+dxwE9jbeYrCIYghwB3kbCPBvIJ1tcHEyyZk2b2j5rZkXVc85zYdyWQF99LUm1ufx9HO2yAneIahxNsvWtce7S+rnK/aXOfD/w92n2/ApyQfvHN4aTXWGzdqTU/H7o9hdHFT8BdMxdwwb2vs3J1RmNBx3Gcpom759WIu9c1PbzM26bh6LQUi3THuhSvmJlJmg1sFyOkf4omG60IxiPdCc51qwDMrFyqYnDXn2CLnfqvRlIlZrK6TpKcKGUK8mna+9q+z09dY2dg/5hiAsHwo8a1Z7nfJLsA+0r6PcH18PZa1tLsSLr47bVtJ6a8t5Sbn5/HU28t4Q/f2ZVjdu9F2t+D4zhO08Pd82rE3euaHi6QNw/LgW2BN4FvAo/F9j0V1M1eBNvpPYGeZnaQpO8QLK+XAttIamtmX8eobNJyei5B0B4XxXaysG6mnOBsttiW5X1t6it1jXeAKWZ2JlRYc5fVsvZM95vkHeA+M3suMWeLI+nit//23fj2N3pzwb1v8PM7X+awAT247PjdvOqF4zhNG3fPqxV3r2tauEDeNDwmqSy+Pxm4lWDhPIogEFN8BTwCdANGEGyqt5L0FPAWVERdxwDPSloN3AQ8TFX76LuAKfGabwC/qGFt9bHFrjNm9rqk9yVNIYjmp8zs8lrW/pP0+01jLHCTpD/E49HAlr0LrwHYbeuO3Hf2/tz6wkf8+cn3OOIvUzjvyJ04db8icnM8muw4ThNlxIgaBXE6mUq5De03tFmKY6fp4VUsNhJJg4EbCLmytzT2ejYFcePfOMI93tbY68lGc6hiUV8WfLGa393/JlPeW8o3tunIFd/bg116d6h9oOM4juM4bhTiNH9aokAGMDMeen0Rlz40h+WrSzjroP6ce/gOFOZXK/rhOI7jOE4CL/PmOM0USXznG715+teHcOI3t+afUz7kyGum8vz7nzf20hzHae5MmBBqHOfkhNcajD82hHHTxlWrXFE8r5hx08Y16HUcJx0XyE2MWFv4OEmdJA1v4LlnZGhLOf89F2sh5yi43U2q59xVHPIk3dAQa3bqTqc2BYwb9g3uPGtfciR+dMuL/GbiaxS/u8Sd+BzHaXg2wB2vvjQFNz13uGuZeIpFE0PSJYSNaG8CV5vZsDqOq9XJTtIMMxuc1jaZ6Pwn6RbgX4TybnW+dpxnCBvoDNhQtNQUi0ysLSnj2mc/YPzkDyizUIrEnfgcx2lQNtAdr740ppueO9w1fzzFYhOQ5lA3QNKt8f3LksZLelHSBbGtu6SHo6PcHbGtmqtdglHAITHCu1MNDni1OdmdFp3mbgPa1nJL7QiVNZL3+NvoZDdb0hGxLZMzYLpD3qx4/hRJz8Rnckra3AWJZzJVUmG8p9skPRnPFdbyO2hWTnoNwbJV67j35U957ZMVFTX4DCgpLWfG3GWNuTTHcZoTG+iOV18a003PHe5aLi6QNw2dgCuB/Qhl3gAuBG6JjnKn1mGO8YS6wkPM7N0a+tXkZJcL/Ao4gODW1zfLHI9JehXoSYhcJ7kuOtkdGe+hpvUmHfJS3GNmhxGeRXr5uW2BtXHNh5jZ2tj+iZl9C3iByueXkebspFcfPl+1jjtmzGfEzTPY5/JnuPC+N1jwxWpO2HNrCvJyyBXk5+UwuH/Xxl6q4zjNhQ10x6svjemm5w53LRevg7xxZDPUWG5m8wEkrYltAwh1fcmSClGfArbJvnVxslsHrJP0YZb5jo4pFqMJ9ZifS5wbIelUQm3jXrGtPkYiR0j6dXxfxbbazD6M0eNbgU8VHPMAZideD6xl/hbLkq/W8sSbi3nkjUW8NO8Lyg36d2vLqEO245jdt2LnrdojiRGD+zJj7jIG9+/q6RWO4zQcG+COV18a203PHe5aLi6QN46UQx7A3on2TIndbxMiuQ8k8oWzudpBVcc5auhbk5NdOcHJroCQXrFdHe6nS1rbecCuBMvp5xP90p0B09eb4mJgKLCO4BZYgaRWhAh1uaQbCc8HgrPgPVQ6DDqRz75cy+NRFM/86AvMYLvubTln6PYcs8dW7NSzfTXr6aQTn+M4ToOxAe549aUpuOm5w13LxAXyxvEGUCjpaeCDWvpeAdwao6kfAadRs6vdIqB1rCYxupa+NTnZXUNIVXgHyLCbAqh0/lsL/BBIOk0UEyLKLwJfxrZbqe4M+AZV3f1S3BPneIUgrJP0BW5RsKD+EngZOBQoiu5664BhknoBo8zs4izrb9YsXrmWx95cxKNvLGLW/OWYwY492/GLQ3fg2D22Ysee7Rt7iY7jtFTq6Y5XX9xNz2ksvIqF06RIVfEws4frO7Y5VbFYuGINj725mEffWFRRnm1Ar/YcvdtWHLtHL7bv4aLYcRzHcTaWbFUsPILsOE2ET5av5rE3FvPom4t45eMVAOy8VQd+c8SOHLPHVmzXvV3jLtBxHMdxWggukJ0mhZld0thr2Jws+GI1j74R0ide+yQU/9i1dwd+e+ROHL1bL/q7KHYcpzGZMCFjjvG4aeMY1HtQlVSH4nnFzFw4M2NahONsaTRJgRw3o00A2gNtgMvM7KEsfW8lmFqklydLnT8KGJxNeEmaZWYDJZ0OvGtmm9wrJ16rnZldu6mvVYe1XAHsZWZHxeMiQmWMOUA+cJqZfSDpIOAyQmnAEuCXwMfAHYTf08tm9htJfYDbCNUtVgM/MLMVce52wDzgjFQKRcxj/hj4CWGDoIA9zKxiV5mkJ4A3GtOEpCGYPX85M+Yuo6hrGz7+Yg2PvrGINz4Nonj3rTvy/44awNG79aKoW23lqh3HcTYDKae8VJWKlFMeMGj/QVWqSSSrTTh1Y/p0r47RlGmSAhk4BXjczK5T2JLfcVNf0MxurUu/ujjWbWHsA3wlqauZpVwkppjZMEknAv9P0vnA9cARZrZYUlegN/BT4AEzu0XS9ZL2Bd4FvmdmX0gaCZwFXBXn/QWVJdxSDCEI5kcAJB1IEMvE4/3JXBVki2L2R19w0o0zKC2veit79+3MCXttzQ492lGYn8u60nI+XraawvwcWuXnUpifQ0FuTrXKFI7jOJucMWOqlnCDcDxmDEM/+oiJwyY2msPdlo479DV9mqpAXg0MkTTJzD4DVkBltDe+T9omnyNpR0LN39MkdQImEqo5fAosiGPOA04kCK7/M7MKsZbcHCbpekJpsxnAvmY2JNYXng3sFusCTwAKgCXASYSyZ3cSKkzsCPzazJ5WVSvnu4Dzkzea6Z5iVLyEUM7tbUJFi8OA18zsF4mxBcC9hAiugG/F+fsTahavB4YlDDiqIGkvQuWIV4DjgVvSurwJnAkcC9xrZosBopBeJuls4NnY92XgIDN7MTG+BCiN1+oA7B6faer6+UCumSX/C/x94H+J418C1wGHZLmHkcBIgD4NXJy+IZk+d1k1cQwhqpzahJcNCQrzcmldkEthXg6F+bkV4rkwL7yGc4n2/Nw4pvJ9q1R7fpindUFuxTkX5I7jVKMWp7ykw91FB1/k4rgeZHLoc4HctGiqAvl2YCvgCUmrCV/zv19D/5fN7GeSboy2xwOBSWZ2o6SxALFU2HcItXaLgBuBw9MnkjQI6GRmh0g6HNg3cfrRmEZQABxlZqWS/kIoTfY+0BU4GOgH/Al4eoOfAEw2s7MkTSVE0y+NlsqFCcGbcqI7TpLMzKKw+cTMTpV0IcGJ7tYs1/g+cDdBhN9GdYF8ECEivBUZSsvFcYcSPjgcTqLUnaSOhAhzyuXvl4RSdUckxh8ITEuMEeGDwG/j8UHAa6TZXycxsxsJv0sGDhzYZCPN+23XjcL8DygpLScvN4e//2Avtu/RjrUlZfGnvOpraRlr1pexrrS8ep/S8ngutH++qjQxppx18X1J2YY9jhxRRUgnBXnrVHsU50lB3jpNnLeq0l71XEqQt87PJT9XLsgdpynSp09Iq8jUTnWHu6FFXn6trqQc+lIRZHfoa3o0SYFsZqXA5cDlkoYClwI/SOuW/D9q0nltO2B74KbY9hLBcKKIEIEtB+ZGAZeJ7RLzzUw7lzruAvxTUmeCeHyNIJDfjKJ5AcFYA+rnOpc8/3p8XZh4v5iQbrIWGsSJ7hiC0QfALvF+AA6Jke8vgFGEyHS6kQnAzcD1sQ70vLi+VGT4TuA8M1sen/UeZnaZpKRAPoqq4n1/QhR/fTz+FXB6Yo1bLHv37cyEMwdvVke7snKrFNdRVK8tSQnrqoJ8TUnqXFVBvibxPiXIv1pbmhiz6QR562TEOyHIqwjxNEFeKcbTBHkiku6C3HHqSA1OeY3tcLel4w59TZ8mKZAl9QUWRaG0hLAxDIIpRy6wDdAtMWQvghjcC7iLIE5TbQMJtssfAXtGU4oiYtpGBj4Ejovv9047l8o9HgE8aWbXxwhy6v+2mcTwcmBbSe8De2S4XrZ7sizvK/7PvjFOdJL2JOQa/zIenwJ8F5gc24cl+j4CTJF0fcxB7gL0jhsjT499bgZStYuvByaaWcp5b0B8Bo8TPrx8W9KrwAAzezuxrPT0iu0IqTJdgO6SnjWzRzPdz5bA5na0y80RbVvl0bbV5vlnXlpWzrrSqqI6XZCvqRItrxTka9YHkZ0U7ilB/uXakqrtDS3ICyqj2umCvPq5ZJ9KQZ881zo/kc7igtzZkqnBKW/mtHGN7nC3peMOfU2bJimQCbmqd0tKpRKcE18nANMJ+a5fJPrvI2kE8LGZTY7ia6Kk7xMisPOjsHuA8JW+Af+X6cJmNlPS19GR7mUqneKSPENwkjsS+JrKCG8mrieIvPeAzzOcz3ZPdWFjnOi+T3C4S97TTQSBXIW44e5swu8EQm7zL6PIvobwAeQ2M/tI0n4EN74dJJ0B3GdmfwMGQ2WudxxTkbYR0ysOJ7gGpq77jXhuCCGPe4sVxy2BvNwc8nJzNqsgX5shBWVdTDVJpZ2kC/JUJD1dkKf6ZBLka0rKMuaQ14WUIE9Ft1slcsdT4jpdVCcFeeuKFJeqgjwZSXdB7mwysjjlucOd09xxJ70MSMo3s5KYg3yimY1q7DXVFW2EE93mRNJOQBsze6Wh5mxOTnpO0yObIE/PHa/aXtO5mts3RpAnU01aZdjMmS6q0/PL0wV567RIejK/PD83p/ZFOY7jNFHkTnr14gZJ2wG5wKmNvZjmiJm929hrcJz6kJebQ7vcHNo1WoQ8+2bOtaUx9aTauXLWlpbFc6F95ZqSGEUvr5L+sqGCPDdHVSLbKUEeqqTkVBPkFZHvvOqCPH2jZ1KQpwS8C3LHcTYHLpAzYGY/buw1bCgtzYnOcZorjSXI67KZM12QV8k7TxPkK1aXpOWVh/5lDSTIM+aO56dv2qwqyKvkkWdMbal83+wFeRanvEy4e57TknCBXAMx9/V24JJohjGZEFUuIBhkXL4Rc99gZj9tiHVuKiQdSsihvrYpuP45TkPiLlZV2dyCvKSsqviuaTNnSpBn2syZEuSpMY0iyDNt5kwJ8kT98vTNnIX5ObTKaxhBnnLqrFeVnBqc8jKJ5EG93T3PaTl4DnINJDaHnRePJxMqXHwNvAUMMrNVjbW+zYGakC12bXgOslNX3MWq5ZFJkKdSUKrllJeWs7aWzZxZc8rj+I0R5FXFc1VxXbFpM3Fuxer1PPDqQsrKjVb5OUw4c3DdRHJRUeY6x337wkcfZRySEsXunuc0FzwHuWFpFX9y0xz4fkaoUTwZ+C/BxW8X4HfAjwglzk4ys7dTDnoJ17x+BOF9PCFKfRuwdWz7Uawk8TtC7eISQn3ir4D/APnAG2Z2tqTWwL8IVtAlZna4pH2AvxAqRzxIKAF3dbSTLiQYkQyJa9mOUOXjVDP7KNPNS+oT728loVzek/GeMzkJ/pZgFtKR4PI3BSg2swPiXP+Nz+cWqjsO7gmMic/gbjMbn2EtW4STntO0cBerlkd+bg75uTm0L9w810sX5MmId3raSjIlZW0i6r22pIx1ae0rVpfEMZXzri4pIxXrWl9azoy5y+omkGtxysuEu+c5LQUXyPXnMYLo/ZuZrayhnFJngknHEGAcMAj4NnAKcGFa3+eia94EQom7nQgl634o6TTg/yTdT6jLfEB0zMsB/gGMM7PHJf1b0iEEUfmSmf019gH4KzDczD6NbdWUZDT32BkYnJg/G/8P+IOZPSnpjkR7JifB68zsKkndgP+Z2VOS3pG0O8F5r1c0PMl0nROBM8zszWzr2VKc9JymhbtYOZuazSnIZ89fzg9vmsG60nJyc8Tg/l3rNrAWp7xMuHue01Jo5rsPNglHEww4BsfjbE55c8ysjBBFfjM6+H1KpcNeklSps5QD33ZUuva9SIg8DwCmWcyJifNl6/dcog9AgZl9mmirtmYzKwH+BvxL0jVAmxqeQTa3wTejC2LSSXCEpOcIUevese1u4CRCukqqHF2m53gZ8HNJtwH71LAex6kXKReryy7z9Apny2fvvp2588x9aZWXw5CdetQ9B3ns2OCMlyQ65WUimXN86dBLmThsIsMnDad4XnHG/o6zJeMCeQMws4+Bd6JRyHJg23gq6bxXqxNeDec/IEScAfYl2Fi/Q7BiDp1CRDVTv7eJjnqJqOs6SVsl2lYQnPsq1hzd/P5nZmcQ3Au/l/HmAx8SPiRUjK/hPs8DhgLDEueejW3fJ5ioQKXjYB6VjoMLYg3qCwjW447TYOy3H1xwgYtjp3mwd1EXvtmnM0u+XFt75xQjRsCNN4acYym83nhj1ioWMxfOzOqe5zjNDU+x2HBuJOT1ngk8IOk4YE0DzX0/8D1JUwn5tyNiDvIrkqbH65xDSGP4T8xNft3MpkqaCdwq6cTY70jg18AkSeuBh8zsL5JejpHd1H/Z2gMPRgFdDpxcw/quAu6U9Ju4vkxugymKCRHtFwluf5hZqaQ3gJ3MbEHsl8lx8JLozNcOuLq2h+Y4jtOS2bV3B26bMZ+SsvK6V8PI4pSXCXfPc1oSXsWiBiQNBm4A/m5mtzT2ejY3sczbOML935Zoz4upFMQc5H+Y2YuNtMwKvIqF4zgtmftf+ZRz736Vx889iAG9OjT2chxni8CrWGwAZjYD+EZjr6OxMLNngWp/NEDfWPEiD3itKYhjx3Gcls6uvYMonvPply6QHWcj8Rxkp96Y2YdmdpCZ7WdmP2vs9TiO4zjQv3s7CvNzmLPwy4znH7r4ZNZs3RNyckIN5AkTKJ5XzLhp4zbvQh1nC8AFchNCUpGkpZImx58/boJrDJG0Y+J9nXJ7Jd0qabe6jon3Mqmea+skaXh9xjhOTUyfDldcEV4dp7mTmyP6dGnDk28tZvb85VVPTpjAMVfdT+uFS8AM5s+n7KyfcNeF32FQ70GZJ3ScFoynWDQ9ppjZsNq71Z+4AW8IMIuwGa6p0QkYTmVlC8fZYNwtz2kulJVbdP+rNAepfF9pqf3O4i95f8kqzGDEzTOqOuqNGUPumnVV5s1ds45rpnaktW+yc5xquEDeApB0IcFkZBbByGOQpL2AmwjOdUYwA5kC/B3YDSglmGx8IumtOHYpwXzjxFjl4j/AbpIeAIoIjn1vSDqK4GCXS9iA998s67qakKPcBhhpZq9m6TeQUPkiD3jAzK6ODoQ7AF2AtsBRBHfAQ6Kl90+Bs2qb3530nGy4W57T0JgZ68vKgyjNIlKriNfS6HhXWtlnXXqftHlSY9YlxpSU1X8zfUm6o14Wd7zWi5ZuzCNxnGaLC+SmR0ogAkyKP0cSaiDvABwbz/0R+CGh9vGU2HYssNzMhkram2DXfA6h5vEBZrZc0ldUWmMPAfLN7ChJRwBnSDoP+D0h0lwKFEvKFtH9vZmtlrQHwV0vW62gPwHfi9e/T9Ltsf1dM7tU0ljgcGA8sF0qgi6p1vndSc/JhrvlNW/qGlVdV0WkVhes6aI2KU7Xpo8tLWdjCj+1ysuhVV4Ohfm5FObnJt7n0KYgjy5tc2iVbM/LpVV+DoV5oU9ybDiO5+OYD5eu4rf/e53SsnLy83KqOuplcc1bs1V3Wm/4LTlOs8UFctOjSopFLDX3enTQe0/Syniqh5m9F/ukXO12AU6QdDDBqCNVY/gDM0tLSKvg1fiacr/rRhDiT8b2bkD3LGN/E81SyoGyGu5pd+C+aCfdmUpjlXQHwQ2d33GqkXLLmzw5iGOPHm8aNkdUdV1p9dcNiaqmyM0RhXk5VURqpTDNoXPbguoiNT+XwryqAjaTYC3MTzsXxxfk5pCTk8knquHYtXdHtu7UhhlzlzG4f9eqjnpjx1J21k+qpFmUtW7FuQev5uR5xV7L2HHScIHc9PkI2F1BXW4HdIztn0nageCm903gAYLb3kQzuwxAUn7sW56Yr4SQOpEi3f3uc4Ib3xFmViIpP75WWZSkrgSr6MEEAfz3Gu7hNWCYma2Mjn3lcWz6tSvWVs/5HScj++3XsoRxWblVEaUtLapaKXarC9jK8Tnk1dVEYwtk776dM1tNjxjBo+89xOE3F4e0ij59yB07lpP3783MhTNdIDtOGi6Qmx7JFItXzexcSc8ALxAirimXud8D/wUWA6sI4vIh4FBJxbHPHUC6wcmzwJ8kHQI8mH5xMyuPKQ9PSyon5C1nqiyxHPiM4JT3Qi33dD5wb9wkuB44Pku/RUDrWP1idD3md5wmRZWoaiJCuqmiqqmxTS2qmhS7yejq5oyqOpV8+w93wR+qtg0FF8eOkwF30tsCSERxdwCuMbNjE205BNH7AzNb1MhLbVTcSc/JRHpUNSk4t8SoakpobkhUNWMKQAuIqjqO42TDnfS2bP4g6QCgNXB2bNs3RnrbECpDtGhx7DR9skVVq+zgb6JR1VZRRG7KqGqq3aOqjuM4jY8L5C0AM7swQ9vzwCGNsBynGVBTVDVdcDaVqGpBXk5CpKaipRufq5otqtoqL4d8j6o6jcS4aeM4duZKdr1mQijR1qcPc84dwSODOjL6gNGNvTzHafY0S4EsqQiYCcwB2gFXm9ldkk4H3iXkul5dH0OOOLadmV2b1n6Dmf1U0q1xzjcb5CYyr+FK4HEzm9zA8w4BFprZe/H9cWZ2XlqfG8zsp3WY62/AnoTI9tVmdneGPtsRytftDHQzs1VZ5toGuB7oABSb2R8y9dvczJ6/PPMu8Q2gLlHVKpuummhUtSARFe3UpqBarqlHVR2nfhw7cyX9Rl8edpcAzJ9Pv9GXc+y4C+GARl1ai2X6dK+K05JolgI5MsXMhklqAzwP3GVmt0KFgG4Q6iIamzJ1dderx32eF3Oj2xGeezWBTPiAMoRQeaMmrgJGmdmndbz2Jmf2/OX88KYZrC8tJzdH/HDfPnRv16rJRVVb5SWiqlVEqkdVHWdLYNdrJlSK40ibkth+7tjGWVQLxp05Wx7NWSCnaAOsBojubbOAiiivpMOAsYQyY+PN7NYYDV4L7AgsMLPTYvdDJR0N9AC+a2YLJc1KJndL6glMAAqAJcBJZlaWOP80wfjjTOA7ccPdf4FfAz8CjiaUcjvfzJ6StCfBMW8xoTza45L2A/4GrCGYhNwFnGNmZ0t6AbgGeITwoeDbkv4KDKLSXW/eBrjrzTKzgdFQ5AJCZP5eM7sy+bDNLPWf9LbAW5l+IWaW+n1kOp16Tvnx+n+W1AP4nZlVq2axuZ30ZsxdxvrScgwoLTdumx4K79cnqppRlHpU1XGcJFmc77K2O5sUd+ZseTRngZwql7YjcFEN/S4nONB9CcyQlIp4vmxmP5N0Y0w7AFhhZj+WdBYwjMy1eZcDR5lZqaS/AIcCTyXOv0pIQdgXWBcjuL3MbJGk68zsKkndgP/FcX8kCOf3gKlxjmOAS6MbXk4szTZAUmtCGbgDgS/i/QwCtjKzA2Npt98DZ1APdz2CeE8xzcwOjXWZp0v6m5mtST4ASRMIznjn1/Dca6MbsAfwfYKwfxDYJ73T5nbSG9y/K63yc1hbEkpLHzqgO//80UAK8jyq6jhOA5LF+Y7NEAhwquPOnC2P5vx/9SlmNoQQhTw9isdM5JjZ52a2niBCe8f22YnX7eL72pzfALoAkyRNIRhd9E47PxU4mFCRYgZwAjA3nhsh6TngnsS4nmb2bnTSS9Uwuw44QtJtwFGx7QuC0H+I4Hx3cLzWdoR8bIAXge3j+/q46yXZK0bBJwP9CdH0KpjZCGAAcEH8ALAhrADeM7NPzGwxUCqp0T/Q7d23MxPOHMx539qRY3fvxbPvLOWCe9+gtKy89sGO4zh1ZM65I1idX7VtdX5odzY/KWfOyy7z9IqWQnMWyABE4StCykMmyiV1k1RAiDYvjO17JV4/TE2XGJftu+0RwJNmdgjwcIZ+z8c+84HngAvjK8B5hLrtyc2Dn0naIUZsvxnbVprZLwlpGn+KbdMIqQ/PEaLY3wJeIjjtDYp99gXeT9134hq1ueslOR/4RVznx+nnJbWKb1cDX5nZBinHGJVeIamjpLZAgZmVbshcDc3efTtzzqE7cO0Pv8mvj9iRe17+hFETXmZtibthO47TMDwyqCPzxl0IffuCBH37Mm/chTwyqGPtg51Nwn77wQUXuDhuKTR6RG4TkkqxaAU8HG2OM/W7kJCvC/B3M1sT++0jaQTwsZlNjlUs6sIzwO2SjgS+Bl5PnjSzL6KInEqICA+gMnWimCBwXySkfEBID7mTkM+8Irb9VNL3CHm+t8a2qcAFZvaOpGnAbma2DpglaZGk54k5yBnWXKO7Xhr3EDbevRHvL507o010PnBZpgkkdSakkHwDeEjSFWb2ZIauYwgfMvKpOU2mUZDELw7bgQ6FeVzy0Fuc8e+Z3HTaQNq1as7/rBzH2RyMPmB0qFaR2JC3a/xxHGfT4056GdgcJduchqcxnfTue+UTzvvf6+zauwO3nrEPXdpm+8LCcRzHcZymQjYnvWafYuE0LpIOkTQ5+ZOl32Np/Y7K1K+pcsJe23DDj/bm3cVfMfyG6Sxauab2QY7jOI7jNEk8guw0GxozgpxixtxlnPmfWXRsnc8dZ+5Lv25tG3U9juNsWbiDnuNsXjyCXA8kFUlamohm/rGGvrdK2m0Dr3N8rPFb1/7nS+q3IddqSCQdFJ/LVEnPpO5fgU8k/SDRt1DSNZKekzRF0gRJHdLmOy2enyHpqtiWI+k/sf05Bfe9Js/g/l3571mDWVNSxvf/OZ17Zn/CdcUfMHt+toIhjuM4lVQ46M2fD2aVDnozVzb20poV06fDFVeEV8fJhEeQM6DgtFcnK+qNyVeuz9hUveP6XqOhiRvwJgNHmNnieNw7mokcCJwKdDKz4bH/H4GvzeyKeLwbwdb6i8Sc+SmDEUnPAqcRStWNNrOTYz3mY8zsVzWtrSlEkFN8sGQVJ90wnWVfrydHwfFuwpmDN9qa2nGcZk5RUeb6x337wkcfbe7VNEvcFc9J4hHkBkDSrMT7GYlT50h6VtJ/4rnd4/ELkq6NbZJ0XSKSujehhvG/JV0RI613xHEPSuoQI9nPSfofcF4qWi1piKSr47wDotBG0suS/inpVUkjY/9XkhHd2G97SdNjFPjG2DZZ0l8kTZN0eQ2P4ViCg95iADNbZmZvxHPfJzj8tVKwmoZQsu7PqcFm9mZKHEu6IbalxHEesBJYBnySem5AJ4LjX6bfyUhJsyTNWro0Y5dGYfse7Rg2cBsAyg3WlpTzzNufNfKqHMdp8riD3iYnkyue46TjAjk7yc1l59TS92UzO5TgjDeEUHv4MDPbH+gtaQfgO0CpmR0UayS/AjxOsH6+gFDT+Nk4z3+I9skEw5ARZjauDmvuRLDN3h+4ChhNqFecvv5DgAnRSOVnifbHzewA4Js1pHJsRWWt6AqikN3JzOYA9xOENECrWIsaSbdF8X4ogJn9NDH+twSjlmXRivpzQq3mt4FxVJazq4KZ3WhmA81sYPfu3bMsuXH41i69KMzLqSgUfcvz87iu+AOvl+w4TnayOeW5g16DkXLFy811VzwnOy6QszPFzIbEn2sznE8WVU533SsCHlVw0xtIELkDqDQEIUO6xC7AqFjl4dcEq2WA11ICM0E2I4/lZrYgCsx3zGyJma0g1IJOMhHYRsGJ70cZ7uMVgkteJhYCW2do3x/YTtLjwCnA8bF9naJ5iJmdShDPbdIHm9lVwA5AD0mDgSOBNWY2ADgR+EuW9TRZ9u7bmQlnDea8I3fiuh/uxZCdunPVE+9y2J+n8Mjri/D0Jsdx0nEHvU2Pu+I5dcEFcv0olJQrqS+VAhaqu+6dDfwjRopnEUTs24Sy70BFxDXpYPcOwahkSIzipowxMuUdLwe2je/3TrRblvfplJrZ+VGwnq9KO+jUfexJpf11Oo8AJ0jqFe+jS8wr/j4w3MyOilHwdgoOeJOA3ybGV3PRSAjoMoL5yOrEfUIwSOlUw/00Wfbu25mfD92eY/fozQ2nDOTOM/elfWEeP7/zZYbfMJ03PvGNN47jVOIOepsHd8VzasMtv7KTcuIDeNXMzgUmANOBl4EvEn3TXfcKgL9K+gmVAvgh4GgFR7v1BEH5GHCNpCeAa4AbJaWc7v4MzMmytjcIYv1pQjpHfflOTBtpRUirKA96neMk/YEQPZ+nUIu4tZndlxoYnQDPBu6OY9YD5wKHEiLfKaYDxwB/JLj0PQ+sIqROpPKyb4hpFqMlHUb4e3zazF6XNAc4JUbhW6XNvcWy//bdeOQXBzFx1gKufuJdvnPd8wz75jb89sid6NGhsLGX5zhOI+MOeo7TNPAqFg4QNukBx5nZqsZey4bSlKpY1IUv15Zw3bMf8K9p88jPzeHnQ7fnJwf2ozA/t/bBjuM4juNsNF7FwnGaGB0K87ngmJ156leHcOD23Tw/2XEcx3GaCC6QHQBi7vMWGz3ekinq1pYbT/X8ZMdp8UyYwMpenbGcnFAPecIEAIrnFTNuWl0KGTmO01C4QG5iSLpE0nGSOkka3sBzz8jQNjnhVnengoNdkaRJ9Zy7SNK3Esc3NMSaWxKp/OTLT9iduUu/5jvXPc9v//caS75cy+z5y92Rz3GaMxMmwMiRdPxsBYoOeowcyZxrxjB80nAG9R7U2CtsdNz9ztmc+Ca9pksnYDihJFutaOOc9o42s1WSbgH2Az7dgDmKgG8BT0LVGsdO3cnNET/ctw/HfWMrrn32A/49bR4PvraQsnKj3Mwd+RynuTJmDKxeXbVt9Wo6/OFKJr78NEP7DW2cdTUR3P3O2dx4BHkjqMXRbrykFyVdENu6S3o4uujdEduyOfMBjKLSrGSnTH1jtPk/kh4DdpV0YZx/qqTdY5/TotPcbUDbWm6pHfBV2j3+VsHdb7aC5TPRoW+3+P7KaI4yCjgprrdjar2STpH0THwmp6TNXZB4JlMV3AQviYYiT8ZzNZZ2aKpOehtLh8J8Loz5ydt2aUNpuVFusL60nBlzlzX28hzHaWiyOOVts7K8xYtjcPc7Z/PjAnnT0Am4khCNPTm2XQjcEmsjn1qHOcZTaVbybg39Pjazo+P7neL8w4FLJeUCvyIWDQL6ZpnjMUmvAj2BN9POXRfrGh8Z76Gm9d4d15tMnr3HzA4jPItfpI3ZFlgb13yIma2N7Z+Y2beAF6h8fhlpyk56DUFRt7b86cQ9KMgN/1TLDWbP/4IVq9O9YxzH2aLJ4pT3SccciucVb+bFND3c/c7Z3LhA3jhqcrSbH1Me1sS2Cie9LKkQytCWjWTfmfF1Z2D/WK7tLqAD0B1YYGbrzOwLgolJJo42sz2BR4F0u6YRkp4D7iE4AkL2+87EEbGW8ZPAjskTZvYhMCVG3v8YBT1UdyZs0ezdtzP/HTmYXx2+A9/dszdT3vucw/48hQde/dSrXThOc2HsWGiTZjLapg1fXnw+wycNb/Ei2d3vnM2N5yBvHHVxtEuRctJ7IJEvXCapQzy/Q1r/pMseNfRNie13CBHnMwEk5cdz20TjkrbULjaXA13S2s4j1KjvDDyf6LctIdr8TYLhSfp6U1wMDAXWkSbQo4PeddGo5EYqnQb3IgjyvdLHtFT27tu5Iu/4pwdvxwX3vcEv73qVe17+lLHH78a2Xaq5dzuOsyUxIsQmVv7mHDosWYn69IGxY9l1xAgmzjucmQtntvhUi/32c2HsbD5cIG8c9XG0uwK4VdKvgY+A0wiOclMJjnkL0/ovAlrHahKja+lLdJ97P0Zry4GnzOxySdcQUhXeAeZnWdtjksqAtcAPCdHnFMWEyPeLwJex7VbgdkmjCMI49SyuiOs9IzH+njjHK1RaR6foC9yiYHX9JcGh8FCgSNJTBFE9TMHWepSZXZxl/S2KXXp34N5R+3P79I+46ol3OeKvU/jV4Tvy4wP7kZ/rXwo5zhbLiBF0HJH+JR4M7Te0xYtjx9ncuJOe06SQdAkwy8weru/YLc1JryFYuGINv39gDk+//Rk7b9WBK7+3O9/YtlNjL8txHMdxtgjcSc9xmiG9O7XmplP35p8/+iZffL2O46+fxiUPzmHVutLGXprjOI7jbLG4QHaaFGZ2yYZEj1sykjhqt6146teH8KN9+/Kf6R9xxF+m8NRbnzX20hzHSTBu2jjmXDMmuORFt7w514xxlzzHaYK4QK4Hkg6KdX6nxtq+u0k6XdI59ZhjiKQds5y7RlLrtLajYtpBje50KQe+uq4jbewG5yVIGlnP/u6wt4noUJjPZcfvxqSf7U+HwnzOum0Wo+6YzWfuxOc4TYJjZ66k3+jLg0tedMvrN/pyjp3ZfGzl3e3OaS54DnIdkdQVmAwcYWaL43FvQvWKdmZ2bR3nuYQMObbZnPAkHQUMNrNLNmTeOq5pVqb8m4Yeu5Fuf7XSEnOQs1FSVs6NU+fy92feJ1difVm5O/E5TmNTVBTEcTp9+8JHH23u1TQ47nbnbIl4DvLGcyxwr5ktBjCzZWb2RrKDpPMkTZf0gqS9MzjFtQZOJ1R7+HeMJj8s6UHglBidbiepU3SSexz4fmL+Wt3p4vkqjnqZHOvShuRIuk7SS5J+nu0aSnMDlHQCsFNc90mS+kt6Ih7/NY45XdLdkh4BDk/cQ0XEW9LPYr+i+PwmSXpL0vck3SvpdUk7Z/qlqJk66W0s+bk5/Hzo9jxx7sF0b9+qwolvXUk5z7/vz8lxGoUsbnlZ27cw3O3OaU64QK47W5GhvFqKWIrsO4Ravj8C/kR1p7g1hBJpF5hZqhRaB+C7ZvafxHRnApPM7ChgcYbLZXWnU7CYruKol2Eda9Pm6wz8DdgfOENSmyzXqOIGaGb3Ae9G97y74z2fbWZDgDxJqU9k683sWDN7MtvzS1vLScD/AWOAYcBFQLUPAtD8nfQ2lqJubfnL8G+Qnxv8XAz417SPGD/5Q75cW1LzYMdxGpYsbnlZ27cw3O3OaU54HeS6s5DqZh5JioDXYgrBXEkdzezDGG29FfhU0u8zjJtl1fNctgduiu9fIhhmJDki1lOGNHc6qjrqAZRlWoeZlSXGrDKz9wAkvU/4MLBbhmsMAMZCVjfAnQh1jQHaA8/E9pkZ+mZz45tjZmWSPgXejCYinxKEs7MB7F3UhbtG7seMuZ/TrlU+T7/9GX96/B2uL/6AU/bryxkH9KN7+1aNvUzHafbMOXcE/UZfTpvEZ9PV+TDv3BHs2njLajBSbneTJwdx7OkVzpaMC+S68wjBFvn6mIPchUrrZQjmH3sqmF4UASuU2Sku3XEuk9D8gCCKZwMDgbK081nd6cjgqJdlHVMTY9pJ2gGYS3DbWwT8L8M1MrkBJoXuu8B5ZjZfQSXnEqLpme4x3YUw5dKXnK8+ltZODSSd+E7bv4g3PlnJ+CkfMH7Kh9zy/DyGD9yWkQf3d0c+x9mEPDKoI8eOu5Bdr5kQ0ir69GHeuSN4ZFDHZiGQwd3unOaDC+Q6YmZfSDobuDtGSNcDv0ycXyzpAWAaQdj9H5md4kqAP0k6BHgwy+VuBiZK+j4hcp2+qyOrO10mRz1gUoZ1JFkO/IZgG/0fM1stKdM1MrkBFscc6puA/wf8MwrycuDHWe6PuKYHYh7ymhr6OZuA3bfpyPUj9mbu0lXcMGUud838mDtf+phv77EVPxuyHQN6dah9Esdx6sXoA0aHEMO5Yyvado0/juM0LbyKhdNs8CoWG87ilWu5+bm53PnSx6xeX8ZhA3pw9tDt2Ltvl8ZemuM4juNsMrJVsXCB7DQbXCBvPMu/Xs9t0+dz6wvzWL66hH2KujBq6HYM2bE78ZsTx3Ecx2k2uEB2mj0ukBuO1etLueulBdz03FwWrVzLzlt1YNSQ7Thmt17k5XrxG8dxHKd54HWQG4lY23eppGclFUv6g6T8xl5XJmIt4vdjHePpknaL7bcm3g+R9FysinGXpM6x/RJJ8xJzDZdkCnWdh0i6upZrX6FQ9zl13F7Si5JWpa7tbD7aFOTx4wP7MeW3Q7lq2B6sLy3jF/99hcP+MoUJL85nbUn6vlHHcbIyYUIVe2kmTGjwS4ybNo7iecVV2ornFbuNteNsIC6QNw9TzOxQ4FDCMz+3tgFxQ11j8LdYx3g0iU2IALFyxz+AE2Mt5IfjcYrPE7WPvwO8Vo/r7gOsVXAohLBx7zjCZj6nkSjIy+H7A7flqV8dwj9/9E06ts5nzH1vctC4Yi66/01+/8CbPPL6QpZ+tY61JWX4N1KOk8aECTByZBV7aUaObHCRPKj3IIZPGl4hkovnFTN80nAG9R5U0cdtoB2n7ngVi82ImZmkPxLqA18l6YdUitCLzezxWL94NqEO8XcJFS16A6sIJdNWAY8DBYSKGCea2Zepa0g6nmCw8TVwt5mNl/RWak7gD2Z2fx2W2x74Kq3tOOA+M1sS7+eOGBFPla2bBJwoaU5c34q6PBdJexEqa7wCHE8wIykFlnrea9MgJ0cctdtWHLlrL174cBl/euwdbp8RiqvcNr2yyEpujmhbkEv7wnzatsqlXas82rbKo138qXhfmHqfS7tWlX3bJc63zs/1vGdny2fMGFi9umrb6tWhfcSIBrvM0H5DmThsIsMnDWfUwFGMnzWeicMmMrTfUMBtoB2nvrhA3syY2TpJraKoPB8YBLQGniUIX4BHzew3ks4BnjWzf0k6ERhpZldL+q6ZrZH0C4Lr3E2JS5wInGFmbyai0H2AAwmCejJwfw1L/KWk4QTTjyPSzm0FfJrWtgToFt/PAUYCRwNPkMX9LgPfB+4m1Fm+DbiljuOQNDJekz7NxI2qKSOJA7bvxpG79eLNhSspt1Cg+rCde/DNvp1ZtbaUr9eVsmpdGavWlfD1ujK+WlvKopVrQ/vaUlatL6UugeYcQduCSjHdtlUe7Vvl0bZVbuJ9bC/Mq+hbXZTn0rYgj5wcF9tOI7AZ7aWH9hvKqIGjuGzqZVx08EUV4hgy20C7QHac7LhA3sxIKiDUUO4OzDezdcA6SeskpX4fKee5XYBBkk4F8oHnJLUFbpDUB+hEqImc5DLgV7Hf9cAMYJ6ZfRGvv05SXozQZuJvZnatpK0J0eujE+cWElz+knQHPk8cvwFcEMdlFMiSdolrW29m3wKOIdRgBthFUmczW55pbDpmdiNwI4RNenUZ42w8g/t3pSAvh5LScvLzchg1ZPsKI5LaMDPWlJQFsbyuNIjoKKa/XlfKV+uCyP56XSlfRcH99frK90u/WseqdaUVP2Xldfu1ty0IwrpCRCcEdaWozs0S6a4qvHNdbDt1pU+fkFaRqb2BKZ5XzPhZ47no4IsYP2s8Q4uGVojklA10KoLsNtCOUzMukDc/FwIPAEuBvtFUozVQYGal8SvllPPcO8B0M7sdgiseIbd3oZn9KEaQ0wvVLjCzUVHg3k7Iey6S1IkQQW5VgzhO8iXQMa3tEWCypGvNbKmkH8T1lSW+Cr8DwMw+z/b1uJm9BQyJ97QnIUf7l/H4FOC7wK11WKPTSOzdtzMTzhzMjLnLGNy/a53FMYQodJuCPNoU5NFjI9dhZqwrLQ9iuUJwV4rnr2Mke1UU36kIdur9gi9W8/X60hj5LmN9WSbTx+q0zs+tjFzHCHX7apHu9Pe5FX2Sgjvfq4I0b8aODTnHyTSLNm1CewOSyjlOpVUMLRpa5dhtoB2nfrhA3jwcIulZwga954Froqi8kkrL5zEZxt0I3CjpjHj8Z0JEeIykRwiW0J+kjblE0n5AOyBVOWIBIWI7ALgUQNL5hBzleWnjfylpGFBIiEZXEN0EfwHcK6k8Xn9UWp+3s9zL96MYBrjNzG5LtRMc+1I8Q0gZuVXSo8CewE6SxifGOE2ApH11YyGJwvxcCvNz6dau1UbPt660rDKSvTZErlPiu6rwTqWRVLYvXLGWr9dXRr7XldZNbLfKy8mYFtKuMJ92UXxXj3TH6HZBMtKdS6u83Nov6GxeUnnGY8ZU2EszdmyD5h8DzFw4s0rOcSoneebCmRVtbgPtOHXH6yC3ACTNylTjr7nhdZCdpkRJWXmFeM4Yya4W7U6PfFe2r15ft7J6+bnKvDGyMI92BYn3MY+7muhO5HS3ysvxTZKO4zR7stVB9giy4zjOJiA/N4dObQro1KZgo+cqK7dEKkiGSPbaEr5eX5Yx2r1i9Xo+Wb66Qnh/XcdNkrk5qhrRrkdFkvbJyiRekcRxnC0QF8gtgJYQPXac5kxujuhQmE+Hwo33GCovN1aXlFWK6Cioq2yOrHhfVm2j5OJYkSTVpy57JOtakSTTBkqvSOI4TmPgAnkTI+kSYBYh9/hbZjaxAeeeYWaD09p+RSj9VgbMMbORWcYWATua2ZPxeGSsCLEx65llZgNT92xmD2/MfI7jNDw5ichwz42cy8xYW1JetQpJxih3+vuyKhVJUtHx0g2sSJI5ut24FUkeuvhkDr+5mNaLllbkHRfv35uZC2cy+oDRm+SajuM0HC6QNx+dgOFAnQSypBwzq9sun8ox7QnieL9oSlLTDqoi4FvAk/F4JLFc2qZYm+M0FtOn+879TYUkWhfk0rogN1gLbQSpiiS1ViHJIrw/Wb6movb2qnWlrK/jJskNrUiycMUaPl2xhkMH9Ky+WXXCBI656n5y16wLx/PnU3bWT7jru/mcfPmDG/egHMfZLLhATiBpCHCcmZ0naQBwvpmdLull4EVCrd77zewKSd2BfxP+t7Agll2r2AyXIbo7ilDNYjLwU2BCet8Yee0H9ABGS/o2cCTBi+HnZvaGpNOA/wPeAtqm3UI50BXYU9KrqVrCkm4Fro7mIVcSDElGAftHa+j7CJUiJgMXE1z4riL8fTwQzUlqXVuG55nD5nH9c5yMuHvYlkOyIknXBqhIsj4htpd9vZ7FK9fy2ZdrWfzlWj5bGV5T7z9ftY7PV63boOvc8vw8Jpw5uKpIHjOmUhxHctes45qpHWmdMO9wHKfp4gK5bnQCriSUS3sFuIJQz/gWM7sv4VhXE+OB7cxsGFDThpWPzew0SbsDO5nZIZJ6AeNj+bVfAfsSxPFHyYFm9rWkUcBYguC9wsxurmE9C8zsvLieU8xsSHz/DPA9M1su6T5Jt9e2NuCE9AuYWfkmdv1zJz2nRtw9bMslVQXkq0TFj6/SNiEm0zlSOdHJKHMqx7ouqRsS1ezO09MxUpHl2fOX8/Rbn2FASWk5M+YuqyqQs7jktV60tIGejuM4mxoXyFVJ/lc0qWCXm9l8AElrYtsAghAlS7pBfRLbkn1TLno7EyK8k+NxGcG1bkHCfe/Dajdg9jTwdEy3mCrprhruKxu7A/dFEd8Z2LYOa6t+U5ve9c+d9JwacfewzUt6tY2kaK1JwK5KS5eoTx3pNgW51UTttm3b0D4t7zhpR57cFJh636ag7pU2Zs9fznPvL61wkhzcv2vVDlnc89Zs1Z3WdbqC4ziNjQvkqiynUgzunWjPJLzeBg4AHkjk5JZJ6hDP75DWvwRIVvHP1jfpojfFzM6EChe9cmCbaFfdFtgueQFJhUB3M1sArALWpt3Xm4Q0kccyrCd5j68Bw8xspaTceN3jallbJo5i87j+OU5G3D2sdpLW3xkFbfrGu3SBm2ira73mlDlKslJFrw6FFYK2fXoN5wxR3ZRRSmPYftfqJDl2LGVn/aRKmkVZ61ace/BqTp5XXGHc4ThO08UFclXeAAolPQ18UEvfKwhub78mpDqcBlxLcMabAyxM678IaC1pEjC6lr6Y2euS3pc0hSBMnzKzyyVdA7xAEKnpIYp84N9RKOcCd5rZqpiDfHtMvyhJ3OsVcT1nAO9KuoeQe3w+wS0vB1gPHF/b2oDLMzyjTe365zi10hzdw9I3tKVXjqgmZDNEbetbqi0vRxWitH0Uqp3bFLBtlzaVEdlEGkI1QZsQvQV5W769do1OkiNG8Oh7D1WpYpE7diwnxyoWLpAdp+njTnpOk2JjXP/cSc9p6iTzalOpCBlTD+qQhlBSVse82rSawu0LM+fVpqchpEdt3VnPcZzmiDvpOY7jbADlqbzamkTs2lJWra9qIZ3cXJaK8m5oXm3bgryqkdr0yGyWNITW+bluquE4jrMBuEB2mhTu+uc0BMm82qxR2SyCN71awtd1zKstyMup3BgWo7C9OhRW2wxWk6BtzLxax3Ecp5IaBXJ0W7s6VZqsPmzMV+X1uMZRQGszu29TXqcO67iEDXSOi7WXF5rZe3XsfzrwrplNr++1Msw1lZBDXACMNLM3M/T5HiG/eFVtv09JPwD+bmbd4/E2hHziDkCxmf0h5kPvSqh9PM/MzpC0I2HTYx8z+zQxX8Z2p/myrrQWUbs2TcCuT4vUrq1fXm1ujirSClKpBp3aFLBNlzZVUhNqFLXNKK/WaQAmTIAxY0Kpt+igx4gRWbuPmzaOQb0HVclLLp5X7I57jtPIbNERZDN7PL1tC3R5G0Kwoq5VIMd7u7UBr32YmZVIOoRQX/knGfpMAfYgbAyscW3AMMImuxRXAaMyiNsz0sT4cOAGQl3kv9eh3WmCTP/wc56Y8xk79GjH1p1bVxO4GWvXJnJxV21AXm0yd7Zn+8IaRazn1TqbnAkTYORIWL06HM+fH44hq0ge1HsQwycNZ+KwiQztN5TiecUVx/XFXSMdp+Got0CWdApwOqE+7l/N7PZMrnJAjqTxVHWfu4RQ0qwLoUzZUWa2WtJfgUFAKaGiwkrg3njJL83sOzHyuBbYMV7jtBhNbWdm10YHtlnAUkmPAxcQqiPca2ZXSmoN/AvoDZSY2eHRRS7dMe6IDGMLgZvj2FXAj5KOcJHhsZTZeoJQ7AhMIERnlwAnmVmZpN8BxxCqSZwdn+WJkk4EfkwQgrulnoWZfZJ2b1/F928So/txfY+b2ZBYm/g1YDDwINAT2Ae4x8yuSi7YzFIVLToQqlpUw8yWQY3GJil+CEwCfhP75xPsrP8sqQfwOzPLJrIPJhiN3E1VIZyt3WlCmBl/f/YD/vpUzZ/x2hTkVpbwqkNebfqGstR7z6t1mixjxlSK4xSrV4f2LAJ5aL+hTBw2keGThjNq4CjGzxpfIZbrg7tGOk7DsiER5HuiKG4FPE+oX5vJVa4T1d3nIKQHXCppLHC4pEXAVmZ2YIxk/h64g5CycF6aS93LZvYzSTfG1IQk2wAHRPe3NmZ2qIKqmy7pbwS3tZfM7K+JOf9Edce4aRnG/gR41sz+FYXsSCrLkqX4xMxOlXQhcDJwJ+EDQKmkvwCHSlpCqK98gJlZXMet8V4flnQcwZRkqKS9CeXWzkm7t0vq8DuaCJwLzCOUaPsV8DLhw0AF8YPN/QT3uu/WYd6MxFrJw+O1fhObuxEiz98niP0HCUIdQim6rwkW148R/ia+lrRU0lZmtiimV1Rrz3Btd9JrROYsXMkfHnyLlz76oqItR/CDffpw2v5FFeK2bUEuebmeguA0c7I46GVtjwztN5RRA0dx2dTLuOjgizaoDJy7RjpOw7Ih/8c6Ita/fZIQzYVQs/Y5qOIqt9zM5sfjNYnxr8TXBYQo9HZUOrS9CGxP+Fp/paT/AL9OjJ2deK1ikgF8YGbL4/u9Yi3jyUB/oEeWNaYc41L9ts0ydhdgVOz3a4L4Syd9bV2ASfFZHUeIPg8gCHBLW0eKXYAT4nX+QviQkX5vKWpyx3s9XmMx8JqZlVFZ/7hyArOlZnYAIYUhUx3juvIjYGLa/awA3jOzT8xsMVAqKfWB7AwzG2JmfyMI6H1i1H/3uBZqaE+/hxvNbKCZDezevftG3IJTH774ej1j7nuDb//jeT5YuoqfHdKfwvwcchU2q33vm9uwY8/29O7Umo6t810cOy2DbB/Sa/nwXjyvmPGzxnPRwRcxftZ4iucV1/vSKdfI3Fx3jXSchmBDIsgXA0OBdUDK6jiTq1y2ZMJ0YfcBlUYU+wLvA/lmdhmApCclpZKx9iII0L2Auwhf4adIirPzgV8QzDReitdJrXFWYo2ZHOMezDD2HWC6md0e15TJOW4vgpXyXvG5jACeNLPrYwQ5Nc9JFTcfIshJR7t3CEIzde+p62TKqV5BiCxDVdc/SDzjlBhPJ4rV8vgcVhI2zW0ouxA+WPwI2EHSX83sV5JWSOpIiCAXxGh6+tjDgf3MrDx+K3EfwUQlW7vTiJSWlXPnSx/z5yffY9W6Uk7dr4hfHb4jHdvkc8QuvbI7izlOS2Ds2Ko5yABt2oT2LCRzjof2G8rQoqFVjuuKu0Y6TsNSF4F8UIyoAjxBEIHFhEhwKqqZyVWuTpjZLEmLJD1PZQ7yIEmXE4TjPCod2PaRNAL42MwmxxzkTNxDyFt9g0rhd1Nc44mEiPaRZHaMyzT2RuBGSWfE4z8Dj6Rds0jSU4QPDsMI0eLbJR0Z53ndzF6T9Iqk6XEN5wDPAn+K6SW/IaRipMIHdwC3ZHluKyW9LOk5KiPw9aEncKekcoIA/3mmTjGV5XfAjvHvYISZfZa2lv+X6D/LzH4VD8cADxMc/i7KMPcOwMpU5NnM1ilwUJb2XjEa7TQC0z9cxh8emsM7i79i/+26csl3dmXHnu0rztfoLOY4LYFUnnE9qljMXDizihhO5SRviONec3SNdJzGYotx0oub9K7OVIrMccCd9DYVn65Yw+WPvM0jbyxi606tuei4nTly115e/cFxHMfZ4pE76Tm1IemXhKoRKV41s3PT+uxEKL2W5GSP7DY/1paUccOUuYyf8gEAvz5iR0Ye3J/C/NxaRjqO4zjOls0WE0F2nNrwCHLDYGY8/uZi/vjI23y6Yg3H7rEVFx6zM1t3at3YS3Mcx3GcBiVbBLlFbC2XdImk4yR1kjS8geeekaFtsqTn4usVmcZt5DVvlbSbpD0ljYptG6wMY6m0+vRPjyA7zYR3F3/FiJtfZNSEl2lfmMd/zxrMdT/8potjx8nAQxefzJqte0JODhQVwYQJFM8rZty0cY29NMdxNpKWlmLRiVCvt04WRdo4V76jzWzVBo6tE2b2KvBqA0w1krARsVbiM/lpA1zTaUJMfXcp1zzzHq8uWEH7wnwu++6u/GCfPl6ezXGyMWECx1x1P7lr1oXj+fMpO+sn3PXdfE6+/MHGXVsdcNc9x6mZJvd/P0lDJF0d3w+Im/OIFRvGS3pR0gWxrbukhyVNkXRHbJuVmCs9ujsKOCRGdnfK1DdGm/8j6TFgV0kXxvmnSto99jlN0ixJtxEcAWu7p99KelbSbAWnPiT1l/REXMtfY1trSf+N13s629hMz4rgXHidpJck/TyeP0XSM/HZnZLpmUk6AdgpruOkLOs6XdLdkh4hmLvMSjyr4+L7n8V+RZKmS5ok6S1J35N0r6TXJe2ctv7jJc2M10pFwt+SdLtCtY/ja3u2zobz+ap13D3zY04c/wKn/vslXv54BZL428l7csp+RS6OHacmxoypFMeR3DXruGZqmw0y+ticpFz3LroovE6f3tgrcpymx5YUQe5EdWe+TA5+NTEe2M7MhkGN9skfRyvr3YGdzOwQSb2A8ZKGEZzp9iWI44+yzPGYpLJ4zevM7CpJ3YD/AU8RXPzONrMPJf1Dwfb6AKq7/WUam4nOwN+AucAMSf+mDq6Hsc7wu2Y2JD6T/2VYF8B6Mzs29qnNVKQzcCAwBBhHsBH/NnBKvH6KEwmmIW8m7rdPHFtCMGu5v6YLyZ306sXHy1bzxJzFPPnWYmbNX44ZdCjMQ8Ti2WbMWfglQ3bq0cgrdZwmThZ3vNaLlm7mhdQfd91znNppigI5m0PccjObDyAp5cw3ABgLGV3p0sfXRrJvqq7wzsD+Cs52AGVAd2CBma0D1kn6kMxUpFhIOkvSqYR6w73i+Z2AW6JIbw88E+/nlrT7GZFhbCZWmdl78XrvA1sBuynUpoaqroc1PbNM60o+kyTZfldzzKxM0qfAm1GEf0oQzkkuA34lqS1wPTADmGdmX8T7WCcpz8xKs920md1ITA8ZOHCg7zhNw6LgfXLOYp586zPeWfwVALts1YFfHrYD39qlF2vWlzLilhcpKS0nPy+Hwf27NvKqHWcLoE8fmD+/WvOarbrT1DP2U65769e7657jZKMpCuTlBMtnqOoQl0n8ZHLwK5PUIZ7fIa1/0rWOGvqmhOM7wBQzOxMqnO3KgW0kFRAiyOmW15k4D9iVIBCfj23vAueZ2XwFNZpLiJ6mu/1lGpuJdgrGG3PjmhYRIs71dT3MtK4fkdnNL/13lVpfcr6aLLEXmNkoSVsTotuHEgxXOhF+V61qEsdOZkrLypn50XKemLOYp976jE9XrCFHMKioCxcdtwvf2qUn23ZpU2XMhDMHuwue49SHsWMpO+snVdIsylq34tyDV3PyvOImnWbhrnuOUztNUSC/ARTGHNwPaumbycHvWmAqMAdYmNZ/EdBa0iRgdC19MbPXJb0vaQpBID5lZpdLugZ4gSCgq4cQqlMMPAe8CHwZ2/4f8M+Y/lAO/JjMbn+ZxmZiOcGJ75vAf8xstaS6uh4WS3owXj/TurIxiSC0j4vrrS+XSNoPaAekcqkXEKLJA4BLASSdD9xtZvM24BotgjXry3ju/aU8MecznnnnM1asLqFVXg4H7dCdXx6+A4cN6EHXdq2yjncXPMepJyNG8Oh7D3H4zcUhraJPH3LHjuXk/XtvkAve5sZd9xynZrwOstOkULCqrlaPsC60tDrIy79ez7PvLOGJOYuZ+v5S1paU06Ewj8N37sm3du3JwTt2p01BU/wM7DiO4zhNA7mTnuNs+Xy6Yk3IJ57zGS999AVl5cZWHQs5aeC2fGvXXuzTrwv5Xn3CcRzHcTYKF8hOk2JDo8fNFTPjvc9W8eScxTzx1mLe/DRk2ezQox2jDtmOb+3ak9237lhTRRbHcRzHceqJC+RNjKQi4OpUabl6jt3gdIN6XOMooLWZ3dcAc10CzIo/o8zs4o2dsyVSVm688vFynnzrM56Ys5j5y1YjwV7bduKCowdwxC496d+9XWMv03G2fCZMgDFjQsm2Pn1g7FgYMaJOQ8dNG8eg3oOq5BoXzytm5sKZjD5g9KZaseM4mwkXyC0cM3s8vU0b5yCImS0GXBzXgxlzP+d/sz7hyzUlvLJgBZ+vWk9+rth/u2789ODtOHznHvToUNjYy3Sc5sOECTByJKxeHY7nzw/HUCeRPKj3IIZPGs7EYRMZ2m8oxfOKK45bCu7G5zRnXCA3AtHV7nRC6ba/RjOP7sC/CbWHF5jZjwjueOMJlSnuN7MrYpR2B6ALoczcUbFixV8JhhylwBnASuDeeMkvzew7Cq6Eawk1kRdEM5TTgXZmdq2ktwjR36WSHgcuIFSYuNfMrky7h4HAVYS/oQfM7OrEuSJi1FzStwimKB8A3eLaFgM3A72BVYQycl2AOwnVRHYEfm1mT8c1b0coF3eqmX20YU+9abJyTQl/euxt7nxpQUXbAdt15eJv92HITt1pX5jfiKtznGbMmDGV4jjF6tWhvQ4CeWi/oUwcNpHhk4YzauAoxs8aXyGWWwIpN75ULeVnnnGR7DQvXCA3DrU63MV+najuHgjwrpldKmkswfp5EbCVmR0o6RDg98AdwCwzOy/NZfBlM/uZpBslDUlb1zbAAWa2XFIbMzs01kKeLulvZpYs5fYn4Hux732Sbs9yr5cBhwFfA2/FtjOBZ83sX7Gk3UhCybiuwMFAP+BPsbzezsBgM7NMbolbqpPeki/Xcsu0eUyY8TGr1lWWes4V7L99N779jd6NuDrHaQFkccLL2p6Bof2GMmrgKC6behkXHXxRixHH4G58TvPHt7s3DkdE8fckVR3unoMqDnfLzWx+PE6K01fi6wJCFHo7Kp3uXgS2B6YAKyX9B/h1YuzsxGu6yckHZpaql7xXrEU9GegPpHsP7w7cF10G+1NpGJJOjpl9EZ0HX49tuwCj4thfEyLLEFz3SlP3ZWYlBPvsf8Xa01XdLQhOemY20MwGdu/ePcsSmg7zl33Nhfe9wYHjirlp6lyGDujBn7//DQrzc8gV7mTnOJuLbB+o6/FBu3heMeNnjeeigy9i/KzxFM8rbqDFNX1Sbny5ue7G5zRPPILcOFxM/R3ukqS7030AHB+P9wXeB/LN7DIASU9KSiXG7UUQx3sBdwFFibmSecfnA78gmKG8RHUXvNeAYWa2UlJuHHtchrWWSepMiCDvHtveAaab2e1xffnA1un3Fef9n5ndKelC4HvAbZkeSFPn7UVfMn7yhzz8+kLycnI4ce9t+OnB/Snq1haAom5t3cnOcTYnY8dWzUEGaNMmtNeBZM7x0H5DGVo0tMpxc8fd+JzmjgvkzcNBMRoL8ARQV4e7OmFmsyQtkvQ8lTnIgyRdTrCKngd8ErvvI2kE8LGZTY45yJm4B7ib4Gz4dYbz5wP3xrSH9VQK9HQuAZ4lWGAvJlhI3wjcKOmM2OfPBDfDdNoDD8ZrlAMnZ7lGk2XmR18wfvKHPPvOEtoW5HLWQf35yYH9qm24cyc7x9nMpPKMN7CKxcyFM6uI4VRO8pbgotdQuBuf05xxJ70WRNzwdrWZvbkZr5lvZiUx3/pFYG8zK9sU12oqTnpmxuR3l3L95A+Y+dFyurQt4Iz9izh1vyI6tvFNd47jOI7TVHAnPaexOF7SOYRqGH/fVOK4KVBaVs6jby5m/OQPeXvRl/TuWMjF396Fkwf1oXVBbmMvz3Ecx3GcOuICuQVhZqc3wjX/B/xvc193c7K2pIx7Xv6EG6fOZf6y1Wzfox1Xf/8bfHfP3m777DiO4zhbIP5/7wxIOkjSZElTJT0jabcGnv8SSZk2tNVl7OmS9pNUJGlSbJssqVGs1STdKemGxPEQSQvimiZL2knSaZKekzRD0lWxX5GkpYl+1UpQSDpH0kvx59ub877qwqp1pdww5UMOGlfMmPvepFPrfP75o7158tyDGbb3Ni6OHacuTJgARUWQk8PKXp2Zc82YKqeL5xUzbtq4xlmb4zgtFo8gpyGpK3A9cISZLY7HG1SUdmMd6TJhZrfGuYsact4NQVIhoVZzL0m5ifSJu83svES/uWb2n/j+WUmpknBTarHgPhvYg1De7QngoYa+hw2h+J3PuHHqXF77ZCWr15dx4Pbd+NtJe7Lfdl0JZaMdx6kTaW52HT9bQf7oy5kD7Hru2BbpTtfYuDue4wRcIFfnWIJz3GIAM1sGLJPUkWC+0QH4jOD+tj/w2ziuOzDCzN5Pc6T7DzCeUCbtETNL1RAaLukXhAoQw4COwASgAFgCnGRmZZJ+BxxDqP4wChge56620S7NFe8oYDDwd9Ic9RL9u6Sfy+S2V8OzOhp4JK59CPBMpk6xnjGS8ggOf8sIdZUPkPQcof7zGKu+Y/QDoDWhmsWyGtax2Xhp3jLOuLVyI+Bp+/Xld8ft4tFix9kQMrjZtSmBDn+4kt9/I7fFudM1Nu6O5ziV+P/Vq7MVwe44nZEEgXsIoSTZD2J7R0L933OB1HeD2wC/NLPfAJcTnOMOAIYmIr+fmNm3gBcI5cuWE2yjDwY+Bg6V9A1gb4K73SGE+sH1ZS+Co94Qqpdiy3buZTM7FFiXwW0vyfcIDnh3AScm2k+KaROPpRok/RZ4D1hmZquBRQRDk4MJYvmEDPM/TnDfm0kQ+tWQNFLSLEmzli5dWsNSG4aZH31RpSD0f6bPZ+/LnuKcO1/m3pc/YdmqdZt8DY7TbMjiWrfNynIum3oZowaOcnG8Gcnkjuc4LRUXyNVZSDCtSCeTWx3AKzHymXSmSzrS9TSzt2OfWYk+6Y52XYBJ0WHvOEJaxwBgWiqyWod0jXQDEcjuqFfTuZrc9sLkIb3iQOA/hJSUwxJW0Heb2RAzO7piYWZXATsAPSQNNrN1ZvZ1vLd7gD0lHRqF9W2SOhA+lOwQn8PlypC/sLmd9Ab370ar6HpXmJfD6CN35KjdevHivC/49cTXGDj2aU64fhr/eOZ93vx0JV5G0XFqIItr3Scdc1qkO11j4+54jlOJp1hU5xFgiqTrYw5yF4JY/QAYRBCNKbc6CMJOhGhsyhUvKWQ/k7QzIfo7EPgncFDsf09i3AjgSTO7XtJfCAL3HeCk1EQJAZqN5QQbZwiRZ8jgqGdmH2c7F9vT3fYycRShbNtf4/iLCNHgakhqFQVxmaSvgdWS2pvZV7HLwcDbZvYswVSEuOlwLcFtsBRoFZ9JoyrOvft2ZsKZg6u53pWXG3MWfsmz7yzh2XeX8Jen3+PPT71Hzw6tGLpTD4YO6MGB23ejbSv/J+c4FWRws1udD19efD6XDr20xbnTNTbujuc4lfj/rdMwsy8knQ3cHQOW64FfAjcBEyT9kOAIdwUhB/krgqjuRhC56YwBbiZE6x82s4/ivEWSniIIwGGEKOntko4kONe9bmavSXpF0nRgDXBOLct/GjhP0uPAUoLwzuaoRw3n0t329gT2M7PxibHfB65KHD8T7z9TSbfRkg4j/L09bWavSzpa0h+B1fHaFyUHmNmqWKVjelzfdQ294XFDyeR6l5Mjdt+mI7tv05FfHr4Dn69ax+R3l1L8zhIeeX0Rd81cQEFuDvv278LQnXpw6IAeFTbTjtNiSXOzW9mjI5+cfza7nhu2arREd7rGxt3xHCfgTnobQczPPS5ZsWFLpzHc9hqKpuKkl05JWTmzPlpO8btLePadJXywZBUA/bu1ZeiAIJYHFXWhIM8znhzHcRxnc+JOeo7TSOTn5rDfdl3Zb7uuXHjMzny8bHWFWL59xnxueX4ebQtyOXCHbhw6oAdDd+pBjw6Fjb1sx3Ecx2mxeATZaTY01QhyTaxeX8oLHyzj2XeXUPzOEhatXAvAblt34NCYu/yNbTqRk+P1lR3HcRynockWQfbvdDchkl6QdEEjr2Fk4v35kvo14Nz1dvCTNCCmcThAm4I8Dt+lJ5efsDsvnH8oj/3yIH575E4U5uVybfEHnHD9Cwwa+zS/nvgqD7++kJVrShp7yU5LJuF6R1FROK4D46aNq1aNwh3yHMdpyniKxSYiusXNBw4jbOhryLnr49A3ErgRwMyubMh1NBSbwnFwS0QSO2/VgZ236sDPh27P8q/XM/X9paEyxjtLuPflT8nLEXv37cyhA3rQq0Mhn6xYzeD+3aptGnScBifN9Y7588MxVG62y8Kg3oOqVKNoDg557jjnOM0bT7HYREj6FcEY47vAn8zsQ0mXEOr6dgHaEkqlrSUYYhQQ3PJONLMvoyveTwgVHH5nZs9Kmkwov7YbwVEv3dlvb+BvhIoXU4BXgNvimPEE57urCRU3MjkAZrrmrYRayAacamYfJe5xMvAq8E3gTTM7W9LucQ2FBMORc6KD3l0EW+q3gfZmdrqklwlGKR0JVTDq7AKYiS0xxaKulJaV8+qCFRVi+Z3FX1Wcy80RY44ZwIjBfWmVl9uIq3SaNUVFQRSn07cvfPRRrcNTonjUwFFbvEOeO845TvPBUyw2P4cBTwL/JZRxS/FuNNB4Djg8Rk6/G93sHiK40HUjOPUdDBxOpUMfwKNmdiSZnf2OAS6NbZeY2X3xekPM7O609VVxAMx0TUn5wM7AwQmHv3Tujef2iHbcHwCHmdn+QG9JOxBc+t4zs8OB1xNjOwPXmNkpWZ5hTS6AwOZ30mss8nJzGFjUhdFHDeDxcw/mZ4f0r3CCKSs3Ln34bb556VOMumM2/5u1gM/d0c9paLK43mVtT2Nov6GMGjiqWTjkueOc4zR/XCBvAiRtA+xBELwXEIRoilfi6wKgs6S2wE2SphIsqXsD/QmGH8XAo0CvxPiUm18mZ7/rgCMk3UaITtdEugNgtWuaWQkhGvwvSdcAbTLNE18/IUSIi4BHoyPgwHg/21PpzvdSYuxyM/sgvq+vC2AYtJmd9JoKR+zSq4qj3wVHD+C7e23NKx+v4LeTXmdQdPS7rvgD3l70pTv6ORtPFte7rO1pFM8rZvys8c3CIc8d5xyn+eM5yJuGYcAvYwQXSTcnNselC8GjgIVm9iNJvyCkX8wlRFqPMzOLkdwUqVzdTM5+K83sl5IKYvujZHeeS3cArHZNSbnA/8zsTkkXAt8jpGwkSb+fs4F/mNmjku6NbR9Q6RyY/BojmXdcXxfAFk02Rz87Pjj6PfP2Ep595zOueuJdrnriXbbu1JpDB/TgsJ17MLh/VwrzPRXDqScZXO9o0ya010Iy53hov6FbvEOeO845TvPHBfKm4URC7nGKZ6maZpFkBiGd4RFgEfCJmX0u6S6C5XUZ8Abwi7RxmZz9zpb0PUJ+862xX7GkB2P/JFUcALNc8/fAg9Hiuhw4uQ73/hDwV0mpXGaA+4GTJT1DsM/ORH1dAFs8mRz9JLHb1h3Zbevg6Lfky7UUv7uEZ95ewqTZn3D7jPm0zg81lw/f2WsuO/UgzfWOPn2COK5lgx7AzIUzq4jh5uCQ545zjtO88U16LZDm6AAIzXuTXkOwtqSMGXOX8czbS3jm7c9YGGsuf2Objhw6oCeH7dyDXXt3IFqhO47jOE6zJ9smPRfILRAXyI6Z8c7ir3j2nSU8/fZnvLpgBWbQq0Mhh+7cg8MG9GD/7brRusBTMRzHcZzmiwtkp9njAnnD+XzVOopjCbmp7y3l6/VlFObncMB23aJg7kmvjp6K4TiO4zQvXCC3cCQVEapevEHYODcV+KOZlUi6wcx+mmXc6VTWJ87YL869o5k9uanWXxdcIDcM60rLeGneFzzzdoguf7J8DQC79u7AYTv35LABPdh9645uf93CGDdtHMfOXMmu10yoyEGec+4IHhnUkdEHjG7s5TmO42wQLpBbOFHEXm1mw2L1iksJ5htX1TLudKJArqHPEOqYsrEpXfNcIDc8ZsYHS1bxdKyKMXv+csoNurdvxaE7haoY7Vrl8cqCFVWqaTjNjznXjKHf6Mtpk3A7X50P88ZdyK7n1l7JoqFwBzvHcRoSF8gtnKRAjsetgGfM7EBJs8xsoKQjCHWb2xEMQK5MiyCn+v2RYIRSAowGfgXsT6g88V3gBGpwAYxGJ6l1pc9VSAaXv7rcowvkTUt5ufHmwpXcOHUuj76xiPLEfzpyBAV5OUw4c7CL5ObKRjrpNQTuYOc4TkOTTSB7mbcWipmtiyI5yTQzOzRGmKdL+luW4UcC+5lZaSwBNx5YYGbnpTnytSaUfXs2jnvUzH5Ty1wHE1z+DgL2I7gInp7tPiSNJLgK0qeOhgVOzZgZi1au5b3PvuL9z1bx7mdf8f5nX/H+klWsXl9W0a9Xh0IKC3KZ//nXlBuUlJYzY+4yF8jNlY100msIMjnYuUB2HGdT4AK5hRLNRNanNe8l6Q9APsFZr0eW4b8DbpBUClycdi7pyAchCpxiJtXJNNcr0awk5fKXFTO7EbgRQgS5pr5OVcyMpV+t472ECE6J4q/WlVb0696+FTv2bMfwgduyU6/27NizHdv3aE/H1vnMnr+cETfPoKS0nPy8HAb379qId+RsUvr0yRxB3owfTFMOdqkIsjvYOY6zqXCB3HK5EHggre18giHJOwRL6Gy7sKaa2RPRpGQk8AyVpiB1cQGsaa6pVHf5czaSZavWRRG8iveiEH7vs1WsXFOZUNqlbQE79GjHCd/cmh16tmfHHu3YsWd7OrctyDpvNkc/p/kx59wRmXOQzx3BrptpDe5g5zjO5sIFcsviEEnPAjnA88A1aefvAe4mVLr4uoZ57pfUGmgFnAnMB66QNAk4A6jNBbCmubqS5vIHUFOlDaeSFavX814VERxE8bKvK78s6FCYx0692nPsHltViOAde7WnW7v0jJu6kcnRz2l+PDKoI8eOu7BKFYt5sYrF5hLI4A52juNsHnyTntOk2BgTk5a0Se/LtSVVosGp90u+WlfRp12rPHbo2Y4de7Rnh57tYnpEe3q0b+VueY7z/9k78/CqqqsPv7+EBBLmWZknZ2tVQEGrgHOrdaq1ttSpWlqs/bTWWpVarRa11FbrREWttBqrqHWuVMWAiqCA84CKDCKIIKPIFJL1/bH3TW4u9yYBMpGs93l47r37nLPPPieI666ss17HcRz8IT3H2SH5euNmPl66NgbBX5Vmhz+PmmiAvJxsduncgkN26chuO7UI5RGdW9KldTMPhB3HcRxnG/AA2alXmNlkYHIdL6PW2VBUzJyla0trgxOZ4YSkA0IbtX4dWzCoT/vSzPCunVvSrW2eSzscx3EcpxrxALkekmS9e4/Qk/gGM3tA0lXATDN7aivmOhF4xcyWSjoGyDOzR6t/1Vuc9yq2cq2NgY2bi5m77OtyD8p9/MVXLFixjkS1U0626NuxBfv1aMsPBnRnl84t2W2nlvRol0+2B8JObVJQAKNGldYcM3o0DB9e16tyHKcKjJk6hoFdBjKs97DSscJ5hcxYPMPtl1XAA+T6y5RovcsnPFD3wDbOcyIwB1hqZhOra3HVRU2a9eqKWQtW8sonX9KjbT7Z2SoNgj/84isWLF9HcTRsZGeJ3h2as2eXVpywb9fSFmo92zcnJzurjq/CafQUFMCIEbBuXfi8YEH4DB4k1yBuCnSqi4FdBnLqw6cy4ZQJDOs9jMJ5haWfncrxALn+kw+sSx6IQo2JQC7BQPc9M1uTMN3FfaYThB3HAHtJeh74kDIr3n1AN8LfgR+Z2adJ848BHgZWEzLZbQkdJlYDzwN3Aa2AxcCZwE+AnYDRcV3np6z3coIQRMAvzOwdSa8DrwCt4/n+RrDovW5m58c2bzcDewObgbPN7LPtupO1wKwFK/nBHdPYnKSZyxL0bN+cXTq14Nhv7BxrhFvQu0NzmjbJrmA2x6lDRo0qC44TrFsXxj1ArhHcFOhUJ8N6D2PCKRM49eFTGTlgJGNnji0Nlp3K8QC5/jIk6pl3Ba5I3mBmJZJOMLP1kv4P+AFwZ+oEZjZP0kRCica7URudYISZrZN0PPAzgrEuwYsEk91qYCqwb/z8W0Kv5JujPvrXwElmdqekx4E7gKfN7KPEw2GSvgHsZmZDJO1EsO6dRAi6bzKzObHN2+Gxb/J/JO0C7AasNLNhkvrH85YLvOP89cqkd+dLc0uD4yzB6YN6ctl39qBZjgfCzg5GPTDnNTbcFOhUN8N6D2PkgJFc8+I1XHHoFR4cbwUeINdfEiUWucAkSfcnNkhqTrDP9QDaEPoXp5KxWFVSNvAnSfsS+g+/l7LLy4Ss8ApgDEH/3NXMFknaEzhQ0u8JKul74zF/B/7NlkHsHsBBMdgHSLiKV5rZnPi+F/DXWE7SG+hCsPGdJOnQeC0L011LfTLpTftkOc+9t4QshQXnNMni+H27enDs7JjUA3NeY8NNgU51UzivkLEzx3LFoVcwduZYhvUa5kFyFfEAuZ5jZptiuUGyzuwYYLGZ/ThmkNvF8WYx+O1GkGxAKMFIjdD2BTqb2SExg3xyyjlXSWpDUFG/BFwFzIubZwOPmtlLAJJyJDUjZHivJqijkzPeswnB/rmJ/eN4ct3xecAtZvZfSf8hxJezgQlmdk3KcfWSeV9+zciCWfTu2ILfH7cn7yxa7WY5Z8dm9OjyNcgA+flh3KkR3BToVCfJNcfDeg9jWK9h5T47FeMBcv0lUWLRFHjKzFYn9bSdDoyS9DTwOZCozS0ApgGvE7K/AM8AN0n6H7Akjs0Gdpb0HPB+hvO/B6w3s82SNhHKLiDUGd8p6Q/x8yWEWufbzGyCpAmSBiYmMbO3JX0saQohKH4OuDblXE8CN0o6h7Jg/kngMEmF8fN9wN2ZblZdsmrdJs4ZP4MsiX+cOZAe7fM5dNeOdb0sx9k+EnXG3sWiVnFToFNdzFg8o1wwnKhJnrF4hgfIVcBNek6DoS5Meps2l3DmP15j1oKVFPz0QAb2alf5QY7jOI7j1AvcpOc41YyZccVj7zJt7nL+euo3PTh2HMdxnAaCN1t1nG3krpfm8eDMhZw/rB8n79+trpfjOI7jOE410aACZEm9JJmkA+PnY6LRbXvnbSPp1KTPd1Sw76WSeksaKumGbTzfvpJGxvcz4+tVko7blvlqCkk3ScqTdJak8+NYxnuzFfNeKqn39q+w5nj2vSVc+8wHHPuNnbnoyF3rejmOU/0UFECvXpCVFV4LCoBg5yqcV1hu18J5hYyZOqb21+g4jlNDNKgAOfI+4cGx6qQNUBogm9nPMu1oZteb2bxM26uCmb1pZmO3Z47awMwuNLP1KWMZ781WzLvd97AmeWjmQs4reJ2+HZpzw/e/SZbrn52GRsKit2ABmJVZ9AoKSu1ciSA58aT8wC4DK5nU2V6mTYPrrguvjuPULA2xBvkDIEfS7smDko4hyDCyCS3F/i1pP4JgYzFgwI3x+AJCW7WlBAnHSMq6SvwMKDCzAZJeBg6LrdiuJ3RoOB1IZI73iJ0mOgLDzezjdAY7Sd8htEbbRJBtLAaOM7OLUy9OUi+C+OOU2F5topkNlTQe6Buv4wwzm590zGTgLWAQ8ATQGTgAeMTM/izpdOAsgrzjRjO7N2awf0Kw+N0EvEPoebwR+MjMRsR5y2W1EzY/SX0IUpCmwBtm9qsoKjk+jnUCTgA2AP+Jh68xs+PjtdwAtCQY9tYTWsX9PvV+1DYz5q/gkoffxoBPln3ND++cTre2ebTKy6FVsxxa5TWhden7HFo1a1Jum5vznB2CCix6w+bPdztXHeCWPcepXRpigAzwZ+A3wENQqmb+PTCUoC0ulDQB+CPwI+BjYEo8diVwTGxv9lfgMEKg19fMTonzJc7zP4JC+UmCaW4UIUBO0DqOD47bziLFYCfpCuA64GAzWxvXeujWXGzsEbwHMCja6NL9ZmACcCGhn/GJwK8I7eD+TAiU75XUlCAJuZfwxeCI2F4uCzib8MXg1gzzp/In4Dwz+0TSLZIST4iuMrOfSPopcAqhndxMM7s4zbzfAa42s6cynbO2TXqvzVte+t6AJavXs3p9EWvWF7F6fVE5xXQ6muVkZQyeywfWYSzxuXVeDi2bNSEnuyH+0sepd1Ri0XM7V+3jlj3HqV0aZIBsZi9LuhroGoc6ALsAzyZ97gh0MrOPILT5iNvaAX+X1BbYmZB5/TjDqR4ErpC0BHjdzIqTgmcImVOLc/fNYLDrCCw0s7Vx7SUpc2xxeUnvFY8pkvQ34B+SVhNkHWtTjns7rmUJ8FZ8XxS3HSnpovg+UVB7CXCDpCbA9YQAe5SkfwHPA/+qaJEEVfTd8VpaApMS9yS+LgQOJHwxOUjSPwlZ6uS67duAy2L99wPAf7e4GbVs0hvUpwNNc+ZQtLmEnCZZ3Da8f6kMxMzYUFTCmg1lAXN4v7l0bM2GzfE1bF++dhPzvvy6dFtxJQF2fm522uA5Ndguvy2MtWyWQ7aXgzhVoRKLntu5ah+37DlO7dIgA+TITQSpxSPAl4TSiSNjMJkTX7+QtAswB9gfeBwYDjxrZrfHDLJIb6PDzD6KuuczCAFcKvtGC95+wCekN9gtA7pJam5mX1chO7uKUKIB0B9K1dEPmdn9ki6P86YGsKWRl23Z/PpKYBihfOKTOPaOmf1U0kHAb4FfmNml8Xzvx1KRivgQuNjMFsR7kA38mC0D/JwkW96zMbOfYLWZXaCg255FmgC5tunfsy0F5w5i+tzlW5jyJJGXm01ebjadWzXb6rnNjHWbikuD5zXry4Lp5OA6OfD+Ys0GPl76VWkQXllb8xZNm6QE0+UD6uRtrVO2tWzaxOutGwsVWPTczlU3uGXPcWqXhhwgP0nIfCaysqOB5yWVEILSUwllF/8mGObWEgLhScC9ko4GvgbeJtjq8iQ9zJYPAD5DqEv+vzRr+Ap4mpCxHk6oLS5nsItrGwW8IGkdZTXRaYklD69LegmYEYdbAk/E4LoEOK1qt6iUR4BCQnZ3ZRz7e6x3bkEoVzk+dqpoSqh7rizT/ds4R9O4pp9k2G+gpGsJAfQ8yqyAEEpQTgaaA+O38ppqjP4929aIQloSzZs2oXnTJuzcOm+rjy8pMb7etLksuE6TtV6zfnNSgF3EolXr+eDz8PmrDZsrWV8iwN4yeE7OXIdtScF2fN+iaRMq+Tvj1BcqsOjNmDrG7Vx1hFv2HKf2aNQmvaRMchbwAvBDM/u8rtflbBt1YdJrSBSXGGs3bC7LYGcqD8mwbe3GigPsLEHL1OA6XUlIhsA7PzfbA2zHcRynWpGb9NJyYMws5wOPe3DsNGays0Tr/Bxa5+fQfRuO31xcwlcbNqcJnrfMXCeC7blfri3dtr6ouML5m2Qp7cONabPWaQLvpk2yPMB2HMdxqkSjDpDN7GVgSF2vw3EaAk2ys2jbPJe2zXO36fhNm0v4asOWJSFlNdlbZq6XrNlQum3j5pIK58/NzioNmlsmBdOt0wTU6bZ5iz7HcZzGQ6MOkKG0r/AMQkeJFoQeww/Enr0fmtk0SeOAvQi1uEeb2ZUpczwAXJrcezhp21Ay9DSu4tp2NbNnK9s37r8vMLg+SkZiX+pLzeysrTjmDjP7WfLPoqbW59Q9uU2yaN+iKe1bNN2m4zcUFSdlsNM/1Ji6bdHK9aUBeFFxxeVmTZtkZQyeK6vFbtksh9wm9aNF35ipYzh2xmr2uqmgtL74vQuH8/TA1lxycHU7lhzHcXZMGn2AHJkSxRv5hD7AD5jZ+KTt+5lZQhP1Si2uqxdwFGXt6TIiKcvM3gTerNklVY3YuSJdx4wqk7DypfwsHCctzXKyaZaTTceWWx9gmxkbN5fwwstFTJ5axF77baZHv6Kkmusts9orvt7E/C+/Lt1WWQ/svJzsKpWElG0rG2vZrAlNsrOYtWBl2g4qW8OxM1bT+5JrwyPJAAsW0PuSazl2zOVw8DZN6TiO0+DwALk8+QRzHJKuAmYSpB27R2vcOcCfYjB9FEGG8QnQPh7TGrgPaAV8QWhrBttu1DuB0CN4QHx/UlxDNvA7M3shrmsWsLek64jZ6oTRLq5rupkNite0a1zvRoLo5HjgazM7OflGpJr54vX8A+gCFJnZEZJ+A3ybIES51Myei8etj+c5TdJYgqr7g6S5fwRcED9eSeiecZeZfTdufyGua3K08l1FkIk8VfGPz3G2DUm8MTObU47NZtOmZqWmsmFV7BhgZqwvKs5cEpKmZGTpVxuYs7Qsq11JfE2zJlls2FyCgKY5WRScO2ibguS9biooC44j+UVx/MLRWz2f4zhOQ8QD5EBCI70rIUAtxcwukXRY1Dn3Stp0NXA4oRVcIvgbATxtZn+XdCXwQ2AB227UW0yQiFwsqUOc71Agj9DG7oV43v+a2a9jOUdlvGdmoyXdCzQxs6MlPSpp1yRpSjoz3y+B18zsxqRezbdFVXUHgrXwuTg+08xGSjqFoKW+PJrzDo49my8FBsbreMHM9peUI6kdoWXdsngPKr2Y2jbpOQ2X7TGVSSI/twn5uU3YqXXFPbDNjGVrN7Jo5XoWrVrPZyvX89nKdXz0xVo++HxN2nZ7+bnZ5Odms2HtJgwo2lzC9LnLty2LXIklz3Ecx/EAOUGixCIXmCTp/iock21mKwAkvRXH+hL6GAO8SviF5QKqx6jXB9iT0K+YuH+CGVRM8kRvx9dFKe9L/0+bwcy3O3B3Ym1x1+GSziD0Od4pzXr6EbLbAK/F+9ERWGBmG4GNkjZGW99/CIKTtgRrX5WobZOe03CpLlNZcYnxxZoNLFq1nkUx+E0EwomgOPWBwtZ5OXRtk8egPu3p1jaPrm3y6NY2j25t8+naJo82+Tm8/ukqht81vdTiOKhP+21bYCWWPMdxHMcD5HKY2aZYO1uVx/CLFXTUXwP7xLE5hMzoLIJGOaGo3lajXrLBby4hoD0uBts5SWtJ9/h+saRW8f0uyZeZ4X1pEJ3BzPcBIcCdGeudS4CLCQ8vtiXUbqeuZ0685keARI/BZUDPKBDJA3LNbLOkRwj2vzzgO2mux3FqlKqayoqKS/h81QY+W7WuXNCbCIQ/X7Vhi3rkDi1y6domjz12bsURe3YuDYC7xmC4ZbOc9CdLoiKL49bw3oXD6X3JteQnlVmsy4F5Fw5nr22a0XEcp+HhAXIgUWLRFHgq2uoqO+b3BOvefGBhHLsTKIg1tksIJRMHse1GvaeA66LB72yCznqKpGLgHdLb+xLcCrxIyE5nNPNlIJ2ZbyUwXtL3CDXGRxOy2S8RsuVr0szzGKEOeRIwO15nsaTr49oglJxgZsslGfCZmW3YyvU6TrUweDDsN6CYRavW8+JHMeubEggvWbOhnNJbgs4tm9G1bR7792hL131C4JvI/nZtk0debvW0iKsOi+PTA1tz7JjLy3WxmBe7WHiA7DiOE2jUJj2nYeEmPacqrN24uVzpQ3i/ns/i+y/Xbiy3f3aW2Ll1s5j1zY/Bbx7d2oRAeOfWefWmhZvjOI6zdbhJz3GcBo+ZsXp9UXzwLan0IemBuNXry7dwyG2SVVrysMcencL7dnl0bROC4c4tm9Ik2wNgx3GcxoQHyI7j7DCYGV+u3bRF9jf5gbivN5VXVufnZpcGwPv1aEPXNvml9b/d2uTRoUVTsrJcQe04juOUUSsBcnxYrIBQ25oPXGNmT0oaEbsQbM/c2z1HTSGpDXCUmU2In2emS+PX4nrOAlqY2a0p4wlj3XiCSfDdbZh7MuEBwrXxcy9gHnCYmRXGDiFfAFeY2a2SPgY+I9Q4LwJ+Y2ZfpMz5DWAs4WHC283s31u7LmfHorjEWPrVhi0efquoA0SrZk3o2jafHu3zGdy3fez+kFcaCLfJz6EqLQMbMm7PcxzH2TpqK4N8OjDRzG6L3Rxax/ERxBZdCZI6JFSVLeaoR7QBTmUr2palsg33Y6tJGOtqgJmEDhiFwBGUdfUAWG1mwwAkHQncBXw35fjrCD2j5xEeXnzUH+DbMUkY4Ab2astOrfL4bNW6LbO/q9al7QDRvnkuXdvmsfvOLTl8j05lD7/FLHCrKnSAaOzUhj1v2rTKO4A4juPsKNRWgLwOGCrp4ZglXCVpJLBbzDxeCfyBMiPcCYSAqQuwlmCkawfcCywl9AQ+j9B7NzHHWEIrsrGElmVPRyFGR+AeQvZ6oZn9ONXkZmYTJR0A/BUoBp4ws79I+h2h5VgRMJIQ7M40s6ck/RzYQGhvdi/BTPeRmY1Iuu6RlHXI+BmQFc1y+wOPmdl1UbJxF8G+txg4kyAVuZiQXX1E0gWEPsKDgNsJnTG+CYwxs39LOhwYHa97rJmNj9ngDQT5yUIzOzOu6TBJ3wY6ASeY2eLUzHYUjiSMfLsTxB4jCL2KW8bzHFWFYHUB0CN+KToJeDTdTtHAd4WkfDNbl7Sps5nNiWtaCOxNCLqdHYhn3vmc8+9/g+I0DwRL0KllU7q1zWe/7m05bp+8cn2Au7TJIz/XK8G2l5q2502bBocfXtZDetIkD5Idx9mxqa3/89wL7Az8L7YwO9PMxko6x8yGAolfgSaMcOcTDGv/iG3FRgAPE9TMhxMC439E3fGHSXM8BZxLaCn2nKQCQiB8t5k9KikrnckNmAjcCJxqZovift8E+hPMdgmbXDqGAAWxbCB1n7FAXzM7Ja6vDXA9oS3cG4QM6aXAzVEb/WtCIPklIWAeEs99JSEAXg58TuhrvInQOu7fwLXAsYRWa9MlPRjP/7qZ/VzSuCTL3ioz+0k0250C3Jzph5ZCd2CDmR0nSVb19ifTCPa/jsBUoEWG/RYT/o58kjS2MH5xeY/w5aBN6kFu0qu/rFq3idsK5/CPl+eXBscCjt5rJ04f3JNubfPYqXUzmjapnhZoTgXUsD1veyyEjuM49ZFaeTTbzDab2bVmti+h7+3VGXZNGNj2BEbGzOtFhP7BAO+a2SYz+5SyMo1kOpvZBzF4m0kw2+1O6NWbMMCVmtzMbBXB5taEIKxYlLTf7sDURCAYx9KJNSYQBB//ImS6K2KlmS2Ic61PutY/xGs9lTIj3cykIHSlmS2M2dXZZrY0rr1p3J5lZl+a2SbgI0LmHcosdrPivYAQmEMI0jM1VN3iOs3sE0IP5vHAH+MXjarwCOHLx+RK9usCfC7pWUmTJe0J/Ibwm4UHCf2il2yxULNxZjbAzAZ07NgxdbNTB2woKmbci59w6JhC7np5HkN260DTJllkC5rmZPHTQ/twcL8O9Gzf3IPj2iLTl8dq+lKZsBBmZ2+fhdBxHKe+UFsP6fUEPo8B3FLKAvPULGSi1nY2MM3M7o3H5wBdgb3i+87A6jRzfCFpj3j8AODvlBngHo8Z3kwmt42Sdjazz+N+s4EfJF1DFkGW0T0O9SeUV2w2s0vjPu9Lui+pZjjZhJfuehPX+qiZvZR0rQdT3o6XyX5Xet9iqcYaQklFQgyyHyE43o8gGelFBnteCqnXSbxft0Whybi4xhczHF+2WLOPJb1M+A3AEen2iSUia+IXgKNSNn9bUj5wP1Gq4tRPSkqMx95cxF+e/YhFq9YzbLeO/Pbbu7P7Tq1Ka5C3xwDnbDs1bc+rqoXQcRxnR6G2Siy+ATwoKVGzen58/TAqhv+csv84YJyks+PnvxB+zb4IeAjoSahBBiiU9ATBPDeKUM+bRTDizZd0HcEAdxEw38zOTGdyI2SqH5a0CXjSzP4q6Q1J0wjZ3vMJQd7jko6jLAN8fCwJaUp4EDE5sP0cyIsmvEyPio8G7pT0h/h5Wx4pv5xQbgGhXGN9LFk5QNJw4FMzmxy7WFSFd4Bmkp4n6KIh3PO74xeFNcDraY57Mlr+IJS6AGBm/wekdhJoLamQUPP9efL+CeJ6zwQ2A7+t6YcVnW3npY+Xcd1/Z/P+52v4RtfW/PmUfTioX4fS7dVhgHO2ndqw5w0e7IGx4zgNhx3GpBfbht2QqOd1KmZ7WrbtqLhJr/Z5b/Fqrn9mNi99/CXd2ubxm6N347v7dPG+wo7jOM4OgZv0HMepNhatWs9fnv2QR99YRKtmOfzu2D04fXBPryl2HMdxGgQ7TIBsZvMJXRecKmBmZ9X1GpyGx+p1Rdw+eQ73vDIfgBGH9uG8If1one+9iB3HcZyGQ610sWhISDokdll4UdIkSXtLOivWIVd1jqGSds2w7SZJeSljx0i6Kr6/Y7suoBqIbfCulPSypKmS7k7adrSk1fGhvsTYnpImSpoi6SVJ56WZc3LcNlnS6XFsjzj/S5LurJ2rc9KxcXMxd700l0P/XMi4l+by3X26UHjxUC779h4eHO8gPHnlaazv2hmysqBXLygooHBeIWOmjqnrpTmO49Q7dpgMcn1AUnuCqONIM1sSP3ep5LB0DCW0ofsoZf4sM7uwogNr0Hq3NZxDuO5DYp/mYUnbvk/oOHE08ISCYvp+Qo/pjxSe1PtWhnm/nVBVR0YStOQTJRVI+qaZvVX9l+NkYub8FYx/ZT6vzlvOsq82ceiuHbn0mN3Zs0urul6aszUUFPCdPz9G9vqN4fOCBRT/9BweOCGH0659om7XloIb+RzHqQ94gLx1HAv8x8yWAJjZcmC5pP6JHSRdDHyP0E7tl4SOEMkGuqMJ+uTvRQnKPylvzTsbOI7ws5kQxxcR+hajaL1LfggvduWYGJdwOaHDRi/gGuAMgoDjWDNbmrTOkcBPCJbDmwj9kcuZCs1sWob78EPgnKQe0YVxziYEmcu5hO4cTxAEH2+a2UdxXyP2pZZ0DJBnZo/G6/yvpFXAL81sAaGtW+sYVDcHVmRYj1MDvDZvOT8YN53Ec7y7dGrBYbt1ZN6XX7N242Y6tmxKhxa5tGjaJLVDiVPfGDWqLDiOZK/fyE0vtiav97AMB9U+buRzHKe+4AHy1rEzZT2Gt0DSTsDxhB7BvQjt6n5GioEuBrcJZfVQylvzEq3tzgUeNrNxkrbGBSszO0HSOcBwMzteQVV9YlxPgh8AR5jZ6ti6rQcppkIy9C2u4D4cBjxvZp9JahuzxzsT2rgR5R+3A/lmdoCZTUw69vtmtlzSEILd7wTgeeB/BFnIq2a2cIuLdZNejfHavBUkN7mZs2wtVz25ZSvqZjlZdGzZlI4tmobXlk3pkHifMtYsxx/iqxMyGPPyPl9WywupGDfyOY5TX/AAeetYTNA8Z6IX8Fbs1ztXUmsz+yTW3o4HFkn6fZrjkq15CfoRejsDvEaQfSSTSfjxdnxdlPK+L+W5BLghZn2vBzYSTYXAp5LSmQoTLCaIW+amjJ8C7CbpCIJo5Ki477EAZvY+MFTSFr3YYjYeM5si6S9xeDRwtpm9KOlmScekBNWY2Thi4D9gwIAdo2fhDsLgvh1oljOHos0l5DTJ4r5zDqR3h+YsW7uRZV9t5Mv4Wvpn7Ubmf7mOGfNXsuLrTWnnbNmsSbnAuUNSAJ083r55Lk2y/RGJaqNHD1iwYIvh9Tt3JC/N7nVFwsiXyCC7kc9xnLrCA+St42mCbvn2WIPcjvI1yPOBfWNGthewKoOBLtWwl06AMYcyE94AglAjmYTt7l1gf+CZOJ7Jupf6O/B3zOynkg4CfkvQf6czFabj38BvJf08Zr2HAFOBvmY2BEBSd0KJxwjgVkl7mNkHsVxiizSipFZmtkbBhLgyaVOirGIV0KaCNTnVTP+ebSk4d9AWBrz2LZqy+04VH1tUXMLytZvKB9JrywfT7y9ew7KvNvLVxs1bHC9Bu/zcSjPSHVs2pU1ejvddrozRoyn+6TnlyiyK85py4aHrOG1eIcPqSZmFG/kcx6kveIC8FZjZitiB4cFYc7kJuCBp+xJJjxOCxUQNcjoDXRHwpxhYZnpC5i5ggqTvE7Kwqemf8cC9sZa4iK3n71G+0gL4TRzbwlQo6SbgMjNbn3TsPwgZ5JcllQAfArmEemsAzGxhDHYh1CzfFL8sFBFqnVNrkF+QlDjHL+LrtXGdxYSg+dptuE5nO9hWA15OdhY7tW7GTq2bVbrv+k3FfLl2I0tTs9JJmep5X37Nsq82snHzlt8lm2SpNFju0CI3JRvdrNxYo62XHj6c/370JEfcVRjKKnr0IHv0aE47qAszFs+oNwEyuJHPcZz6wQ5j0nNqloZgKnSTXsPGzPhq4+YQNKdmpBPBdWlQvYniki3/bUuul05X3tEhKUvt9dKO4zgNHzfpOY6zQyOJVs1yaNUsh74dW1S4b0mJsXLdJr6MZR7L1m5ICqTD2ILl65i5oPJ66XTlHcnvvV7acRyn4eEBsgO4qdBpWGRlifYtmtK+RVN226llhfsWFZew4utNWzxwmPz6weI1vFhJvXT6jHQuHVs0Kx3zemnHcZwdAw+Qq4FouZsJvAwcZWYTqnHu6WY2KGWsDXALoVY4F7jXzG5L9Eiu4rxtMq01pTZ4i7VIuhR40MzmbdNFOU49Iic7i86tmtG5VeX10huKird84DDlQcT58yuul26fqIlukbm8ozrrpcdMHcOxM1az100Fod1bjx68d+Fwnh7YmksOvmS753ccx2mIeIBcvbQBTiUIPiolmvPSdbCojNuAp83s/jjP0G2Yow1p1hrXNDHtEREzu34bzuc4tU51W9ma5WTTvV0+3dvlV7ifmbE21kunPnBYrpPH52tYvnYTmzPUS1fUvaNjmnrpWQtWbtF15NgZq+l9ybVlj/IuWEDvS67l2DGXh546juM4zhY0ugA5BpPHmdnFknYHLjWzsyS9DrxKaJn2mJldJ6kjcA/BgrfQzH6cnKVNk90dCQyRNJkgCClI3Tdmm3sDnYBLJH2XYNcT8Asze0fSmYQOGO8TDHLJ688GDjCz4YkxM5ucss8+wNg459NmNjqNOW9Qylr/DbxCMNdNAlqY2a2SLge+S2g3lx3nHw/cAHSo4F6+Fs9xO3AQ8E1gjJn9O2md/QgdLTYCH5nZiLie14EDgSlmdnnaH6TjVEJdWtkk0bJZDi2b5dCnCvXSq9YXJQXOG/jyq03lstQLlq9j1oKVLM9UL920CS2bNWHJmg0A5DbJouDcQfTv2TZkjlP63OQXEcYv3BoHkeM4TuOh0QXIFdCGIMxYSNAuX0fQNt9tZo/GNm2VMZbQC/gUoKJfj35qZmdK+gawm5kNiRa+sZJOAX5FCBCbE3orJ9MB+LKSdVxLMPHNBp6TVMCW5rw3UtbaFrjJzOZIOiuO7UQI3g8iCFIqzCwn0YYg+VhOsOjtQmiJ9zQhEE8whPAl4taU+zvRzC6SNFFS74pKOdyk52RiR7GyZWWJds1zadc8d6vqpRetWs9DMz/j+Q++4KuNm8vVRxdtLmH63OUhi5zBopdx3HEcx6ExPnqdSZ6x0swWxJKHRD/e3YGXADKUQmxNgWDyvjPi6x7AQTFr+gBBOd2RkK3eaGYrgE9S5vky7lMRnc3sg2jnm0mw6CXMefeQ3ga40szmpIz1At62wEdsKQ+p6F4uNLN1wGwzW2pmq4CmKcdPALpJ+hfw46TxWfH1DaBPRRdqZuPMbICZDejYsbLb4jQmEla27OyGY2VrkiU+W7meB2Z8ym8feZvnP/iCDi1y+cnBvfnzKfvQLCeLbEFOkywG9WkfDsr0xdG/UDqO42SkMWaQEwY6gP5J4+kaQn9AqNJ7PKleuFhSq7g9NdBMNeRl2jcRbM8mlBGcCxAtdiWEoDGXkEEup4g2s2JJ0yX9KKkG+VAzezFpty+ipGM2wcL3d+CLFHPeFVRu85sP7B3td32BVP10Ve5lRY22N5vZpfEa3pd0XxzfD3ge2JeokXacraUhWdkWLP+aR99YxGNvLGL+8nU0y8niqD134qT9u3JIvw6lbeb6dGyxRQ3yexcOp/cl15KfVGaxLgfmXTicveriYhzHcXYAGmOA/A7QTNLzBJ1zRVwHjJd0ESFYPBO4FXgReI9guEvmcyBP0sOEjG1F+2Jmb0v6WNIUQoD6nJldG+11rxAC3FSDHoT65Fsk/ZwQ5N4Xz5NgFMHElwU8ZWbzJf0zxZyXutYtiGbA54BphLrg5Sm7bM29TMfxks4nZJYnRh03wHGS/kD48jAvU1cNx6mMHdnKtmrdJp56+3MefWMRsxasRILBfdrzi2H9OGbvnWjZLGeLY9KZD58e2Jpjx1xerovFvNjFwgNkx3Gc9LhJz6lXxHKT48xs7dYe6yY9Z0dn4+ZiCmcv49E3PqNw9jI2FZewa+cWnLRfN07Ytwtd2uTV9RIdx3EaFG7ScxzHqYeYGa9/upL/vL6Ip97+nNXri+jQoimnD+7JSft1Za8uraqlH7LjOI5TdTxAduoVZja0rtfgOLXBguVf85/XF/HYm4tYEOuKj95rJ07aryvfSqordhzHcWqfGv0XWFIvScskTY4PlvWv/KhK53t4G4+9ozr3SzlmsqQWko6RdFIF+10qqffWzl+dJP1MXpBUKOkP8eFAJP0q/pymShoXx66SNC/p+FMlmaQWKfP+QtL81J+PpAslTZL0oqQekrJiPfRL8U/fpH17SNooae+K5nScHZVV6zZx7/QFnHz7VIb8eTI3v/Ax3drmccP3v8nM3x3J307bj6G7daq+4LigAHr1gqys8FpQUD3zVoExU8dQOK+w3FjhvELGTB1Ta2twHMfZVmojgzzFzE6J3RMuBb5fC+csR+xA8bOq7FvV/TIcW2MGOm27dS8diZ+JgKuBCyX9ndArebCZWeyLnOBLSQPMbCZwPPBWmjkfIvRJ/lPSmvsDPczs8KSx/YGmZnaIpCOB8wl9nyF015ha0ZyOU9+oyNY3a8FKps5ZRpMs8ebC1RR+uJSiYmPXzi347TG7c+J+Xdi5dQ3VFRcUwIgRsG5d+LxgQfgMMHx45uOqiYFdBnLqw6cy4ZQJDOs9jMJ5haWfHcdx6ju1WWLRhtgrV9KPgAvi+JVmNjHa2foS2oKdASwhdGLoAqylrE9uZ0mPEPrjnmdm05TGbqctjXX3mNkASacDZwFtgRvN7N7kRSbmisfvArQjtFs7Js51QwwumxE6LwxNOvYsygx0HxA6P+wJ/NXM7lWZgW4k8E8zey12aDg4jt9H6IX8Rbzeg4CLCR0uHpHUCfg2od3apWb2XJyzKF7r18CJBIPd3wj9nKeY2e/T/UBiIPxHYBLBeNce2FfSm2a2MmnXh4HvSXoPyAVWpZlrqaRU/+4JhC4XLxA6eVwIfBbvlQh/J5bFz70JP/tSe0GGOR2n3lDO1teshPsf20DHXuv4dMU6ZsxbwWNvLiJhkW6dl8MZg3vVXl3xqFFlwXGCdevCeC0EyMN6D2PCKRM49eFTGTlgJGNnji0Nlh3Hceo7tREgD5H0KiH4PUxBlXwpMBDIA15QUBvvAQyKQVsWcB7wgpn9Q9L3CLa0h4FuwOHATsA/gCMqOPenZnYmlLPaPRKD1abAywTVcSY+NLOrJY2O53l7K657J0IgXAI8l3KeBwjZ2teAU4G/xOt72sz+LulK4IeEFm+tgCHxvuSb2Z8ldSBkV5+L870UexwXAN8AvgNcbWZPqRIDoJltlNTUzL5W0FGPBnaTdJ2Z3RV3ey+u79vA/4DTq3gPOgMbzewwSX8i/PZgQrwnHxDaux0c9/0twWR4VRXnBtyk59QeZsaKrzfx6Yp1LFy5noUr1vHkC+todcI6mrReR3arDVz4fFlXoCxRGhxnCc49pDe/PCydo6eGqAcGvWG9hzFywEiuefEarjj0Cg+OHcfZYajNEosLCPrkpcACM9sIbJS0kZA5/BvwD0mrgd8RMq8DJZ0B5BCNdsC7ZrYJ+FRSqrgC0hvrkjlSoa8xwK6VrP2N+LqQkHHOZI5Lx1wzWwOl2dJkXgbGxCC9r5m9J+mXwJ1x+6uEwHEBMNPKevENj/ejhBCAZ1rnbcBlkk4lBOP/zbRIBSHJJgAzex54XlJL4EVJDyTt+g5wGSFIrmqAvIrQzxnghXhNRwPrzWz3WG7xV0mj4vnnb21WzczGEWUiAwYM8J6FznaxflMxC1euY+GKkAVeuGI9n65Yx2crw+d1m4rL7d+6aVOyc/PYtLgt9lE+vxqRz9CBefRol8/iVes54x+vUbS5hJwmWRzUt0PtXkyPHqGsIt14LVE4r5CxM8dyxaFXMHbmWIb1GuZBsuM4OwS1WWJxOyFY+hfQMwaHeYRf2RvwkJndL+ly4GSCJGNaogQiPkjWFdgrvu9Mmfq4MmNdMlcCw4CNbKlxTiU1IF5FyGBDeXNcZceW3xCywdPjWp6Nw3MIWfVZhC8SH8fx5Gu4GNiLEAS/XME6V5vZBTH4nUUFATJwOcEU2AzoaGYLCSUtG1L2uy+u/cutCGKnEqx4j8fXuXE8Ub6xilBm8U3Cz3UiIQPeT9IwMyvCcaqR4hLj89XrWbgiZIAXrkwEwuv4dMV6vly7sdz++bnZdG+bT/d2+Qzu254e7fLp3jafHu3z6dY2j/zcJhlrkLu1zafg3EFbmO1qjdGjy9cgA+Tnh/FaILnmeFjvYQzrNazcZ8dxnPpMrQXIZlakYFw7kfCr9IT5bRTQEngilgOUAKcBK4Bxks6O+/2F8Kv+RYTygp6EMgyoxFiXwiNAISHrurKSfVOvYbWk1yW9RPrs9NbwICHI3S1+vhMoiPXZSwgWv4NSjikkZNJfBdZUMPfPJJ1MqJ0en2b7kFgXnBXXcBOh3OGeGChnA/eb2dpEMGxmHxB+VmmRdBrhgbtdJD1vZkcATwPfVZB/LAOGA8XA6Qr2wKbARWb2CvCfOM94Qp13UYY5HScjZsbq9UXlsr/JGeDFq9ZTVFy+DKJLmzy6t83n8N070b1dHt3bhYC4R7t82jfPrbRWuCJbXzqzXa2RqDMeNarUoMfo0bVSfwwwY/GMcsFwoiZ5xuIZHiA7jlPvcZOe02Bwk17jYENRMZ+tXF9aCpFcDrFwxTq+2ri53P7tmufSvW35wLd72/C6c5tm5Hi/YcdxnEaL3KTnOM6OQEmJ8cVXG0ozwIkgOFEO8cWa8mUQTZtklQa+A3u1LR8It8unRVP/Z85xHMfZOvz/HI7j1DprNhTx6fKy0ofkYPizVevZtLms9F6CnVs1o1u7fA7ZpWOsAc4rzQJ3aNGUrCxXMTuO4zjVhwfIGZA0lNCa7SozuzvW0WYTHip83Myu3Y6579geIUltIOkwwoOVt5rZrUnjQ4HFZvZRHS3N2QHYtLmERavWl5U/lJZDhEB49fryz1+2zsuhe7s8dt+5JUfu2blcFrhLm2Y0bZJdR1eyA1BQUGd1xnXJmKljGNhlYLl65sJ5hcxYPINLDr6kDlfmOE5DwAPkinnQzO5O+vxtgozjfUk3m9nabZm0vgfHAGb2gqTrgRYpm4YCM4FKA+Rqtv85dcysBStLOzLs36MNy77amNQFonw5xOdrNpD8eENudhbd2ubRrV0+3+zeujT7mwiEW+fl1N2F7cjUsS2vIioyDFYHbupzHKcm8QB562ka/2RH297MKOT4OaE12mTg34RuG3sSejr/GOgH/MDMPkiy9Y1nSwteNqEVXtc49mMzWyHpdwQBSBFBQPIV8E9Cj+h3zOw8SXkEeUoXoMjMjpB0APBXQveIJwhdPLawAaaaDM1sfuqFx/nPIlj1vgf8NHWtBLHJvYROHDMkvUlQRX9CMPWdTQiyE8bBYwiCmKuiifCceA9+F4P0Stfl1DyzFqzkR3dOZ+PmEgTkZItNxeUf8O3cqind2+YzqE97upU+DJdHj/b5dG7ZzMsgaoI6tuVlopxhMBcmTar+INlNfY7j1CQeIG8dzxCC3r/Flm+Z9msLfIsQCI4h9Df+LkGwcXnKvqkWvN0IBsAfSToT+KWkxwh9lw9OMg3eAoyJmu57JA0B9gVeM7Mbkwx6NwKnmtmiOLaFJSD2lU41GW6Bma2PAWviS8H3U9dKCNq7AIeb2abY7/lwQgD9QaYbFu2APwQOJfTHfjK206twXW7Sqx2mz11eWhdswD7d2nD8vl1KewR3a5tHsxwvg6h16oEtLx2TJ4fguLg4vE6eXDNZZDf1OY5TU3h/o63j2wThxaD4OZNZ7z0zKyZkkd+NZQaLCIFzKqkWvL6U9Vh+lZB53h2YmjDqxfky7fdS0j4AuWa2KGlsizVHIUfCZHgTkF/JfUiQbg0Ab0XbIUC2ma2I5sS34li6+9aH8OWjkCA22akq6zKzcWY2wMwGdOzYsYrLdraWQX3a07RJ+OciO0tc9p09OGNwL4bt3ol+nVp4cFxXZPpSWMdfFocODZnj7OzwOnRozZwn1dRXOK+wZk7kOE6jwwPkrcTMPgVmSzqaIBrpHjclm/Usw/t0KefU7QmjHpQZ9WaTJA2JmdR0+31A0DmTlG3dKGnnpLFVpNgAJWUTTIZnE1TgJ6e9+EARoQSCDGuA8va/Yklto9VvnziW7r7NBd4GhpnZUGDfrVyXU4P079mWgp8Ool+nFrRq1oT9urep6yU5EB7Iy0/53liLtrxMDB4cyiquuaZmyiugvKnv6mFXl5ZbeJDsOE514AHytjEOuAB4GPiJpKcJyuTq4DGgh6QXCUbBW83sLeANSdOiAW93Ql3vJZJeBtab2YsEG99B8dhn4nwXAQ9LKgQuNLPVQMIGmAg4WwKT4lzHAM9XsL4XgF9L+mu6tabZ//fAJOABQpacOP/gqJbeDYLCOu4zJa71L1u5LqeG6d+zLecP68fKdUW8sXBVXS/HgVBnPG4c9OwZ+uH17Bk+14MuFoMHw2WX1UxwDBWb+hzHcbYXN+llQNIg4A7g5pROFo2C2OZtDOH6/1VNcz4AXFpTD9q5Sa/mWbOhiP7XPMeZg3vxu+P2rOvlOI7jOM52kcmk5xnkDJjZdDP7ZmMMjiG0eYu1vdUSHDsNg1bNcjhkl4488+4S/Mu14ziO01DxANmpNczsNG/TtuPz7b13YtGq9byzaHVdL8VxHMdxagQPkOspknpJWiZpsqSZkk6L41dJOm4r5zpRUqf4/hhJJ9XEmtOc9+ext3FV928j6dQaXJJTDRy5Z2eaZIn/vrOkrpfSOCkogF69ICuL1Tu15b2bRpXbXDivkDFTx9TN2hzHcRoIHiDXb6bEjg6HAtvjTj0R6ARgZhPN7NHtXVimXsnbSRvAA+R6Tpv8XAb3bc9jb3zGbYUfM2vByrpeUuMhYc5bsADMaP3FKnpfcm1pkJzo7DCwy8BKJqoepk2D664Lr47jOA0JF4XsGOQD5XRZMUCdCOQSWq99z8zWJCx9cZ/pBPnGMcBekp4HPqTMYncfoeVbE+BHsYVdYv6hwG/ix47AcDP7WNL7BNX0Mkn/BMYS2tM9bWajJfUA7gfWEFrKPSupF+ntfamWv07AEEmTgZ8RTH0D4vWPMLM3t/tOOtXCHju34qWPv+Qvz35EbpM5FJw7iP4907X5dqqVNOa8/CJo9Yfr+f03s2vVJlcbtjzHcZy6wjPI9ZtEsPg2cE/yhij9OCFmmJ8EfpBuAjObRwikzzazy1I2j4jHjyEEpKm0Bo4DLgQSv8ftBlxgZr8GrgXOJfReHhYD4UuAq83sO5Tv8ZyOGwn67SHx/Vhi1tzMPgR+H9d3LmXBejkkjYglKDOXLVtWyemc6uDT5et4aGbo2FdiULS5hOlzl9fxqhoJGQx53VaXcM2L1zBywMhas8mls+U5juM0FDxArt8kSix6AWdJyktskNQcuDP2ID6XoHdOJaMLO0o4/hT7If8uw/FvRHvfLII1D2COmSV+p97ZzD6I+8yM+/SL+wO8Fl8zyVJSLX+p/Dr2QL41w/rcpFfLvLVwFSePncqmzSXkZmeRLchpksWgPu3remmNgwyGvM9aZ9W6Ta62bHmO4zh1gQfIOwBR2yxCOUWCY4DFZnYocBdlgWczSdmSegId4liy/S7BvoQA9xDgj6QPpveVJIJe+5M4lhzIfiFpj7jPgLjPnLg/cQzS2PsiqZa/0nVKak/IXh8CnJ9hfU4tMumDLzht3HSa5WTz+Pnf4t8jBnHRUbt5eUVtksacty4H1lx5aa3b5GrDluc4jlNXeA1y/SZRYtEUeMrMVodYFIDpwKho8fsc+CyOFwDTgNeBFXHsGeAmSf8DEq0HZgM7S3oOeD/D+b8CniYE2unUXKMIwXlWXN98SWOA+yVdTAiMietO2PuSNVcJy98mQpnITUCepIcJpRpfAIXAKxXdJKfmuW/6An7/+Lvs3bU1d585kI4tmwJ4YFzbJAx5o0bBp5+yulNrPrv0PPa6MKilk21ytVFqMXiwB8aO4zRM3KTnpCU+pHecmV1cx0upMm7Sq35KSow/P/shYyd/wuG7d+KWH+1Hfq5/r3Ycx3EaBplMev5/Osdx0rJxczGXPPw2j7+5mOEH9uAPx+9Fk2yvynIcx3EaPh4gO2kxs8nA5DpehlNHrF5fxM/uncn0uSu45JjdGDmkL0nlPY7jOI7ToGmw6SBJh0QL3YuSJknau67XVJ+Q9Iqky5I+nyXp69gdA0kHSDJJe0vqL+klSVMkTZCUIyk33t/Jkl6V9Eaac/xC0vxYU5wYOzuee5qkS+NYr+R94thVkt6J80+RlLaLhVP9LFq1nlPGvsKsBSv522n7ct7Qfh4c1xZJljx69QqfkxgzdcwWD+C5Oc9xHKf6aZABcuyAcDtwWuzycCrb2AWhhoxxdYqk7sAC4PCUTe8D347vT6HsgbpFwNGxX/Ec4EQz2xT7FQ8FbgEeS3Oqh9KcYzKhb/JBwHEJBXYGLovz3wWcXemFOdvFrAUrufLxdznu5pdYsmYD//rJgZywb9e6XlbjIcWSx4IF4XNSkDywy8ByXSpq25yXCTfqOY7T0GioJRbHAv8xsyUAZrYcWC6pNXAf0IrQIeHHhEBtW4xxHQnyjpbAQjP7saQfARfEua40s4mptjgz+4uk3wHfIbQ1G0kI4Gea2VOSfg5sAF4G7gU2Ah+Z2YjExUnql7otdrt4HTiQ0D/58gruzynxPpwgqa+ZJVq4PQ4cDzwM7EnsbpG4j5EiYHPKfN8HUiUkmNlSSfkpY/OSrqMo3pfKaEnoqOHUELMWrOSHd05n0+bQxe+mH+zL4L7e27hWSWPJY926MB67VyS6VJz68KmMHDCyVs15mXCjnuM4DZGGGiDvDCxOMz6CEOD+XdKVBA3zAoIx7hBgMKF12VmEvr0Hm9lKSU8RZByzgeckFRAC4bvN7FFJWVG8cSkwEMgDXiAY7G4ETjWzRXG/bxJ6AR9sZlZBhnoIUBCV0Kn7ZNo20cwukjRRUu/kYDSFwwnyjXWEYPlPcXwVoc3aYOANoHvyQVEjfQShb3JirCXQ3cwytYpLi6TjgY/NbHmcIx3XxTKQHsABGeYZQfi50iODRMGpnOlzl1O0uazF9SfL1tbhahopGSx5qePDeg9j5ICRXPPiNVxx6BV1GhxDeqOeB8iO4+zoNLjygchiIN3vhvtSVjbwKsH6BttmjNsdeAlKLXAdgQVmttHMVhEkGE3Y0ha3OzA1zpUYS2eamwB0k/QvQqY7mUzbEga7N4A+6W6MpG7APoS+w5cRZBzJPEsoT3kk5bhWhKz12WZWlLTpeOCJuE+7pLrkdunOH/fbh6CvviDTPpHLzOxg4HskBeXJuEmvehjUpz1Nc7LK/vLNWMjsJWvqdE2Njkxf8FLGC+cVMnbm2Fo352XCjXqO4zREGmqA/DRwkqSdoDRw25tQP5so1jsQ+Di+3xZj3AeEWtpEnfIyoKekppLaEALjzWxpi5tNKOsgaWwlZdnahGlus5ldamZnAJemZIozbUsY7PYF5ma4N6cAF5jZMWZ2FPChpN5J2x8FZpjZm0lrzCYISK42s49S5vs+odYYM1uRqEs2sxWkId6LO4Afm9n6DGtMZSWQMeB2tp/+PdtScO4gLj56N6496RsYcPLtr/DMO5/X9dIaD2kseeTnh/FIouZ4wikTat2clwk36jmO0xBpsKIQSQmFMsAmQrZyESHQa0UwyiVqkC+J+3WgrAZ5ZqJxdCyLuJ0yY1yiBnk80AKYb2ZnVlCDfGNcw5Nm9ldJVxBqkNcTNMqrCPW/S+PYU0nbmgIvm9lFSdf2g9RtsQb5TcIXgClmdrmkY4A8M3s06diXgBMSAWxcc1dCgN/CzG5N2nc8cAPwDUJJxjtx01gzezCWRkwxs/0z/AxOi+vcBXjHzI6QdAehTGNh3O1nhFrqV5Pm/x/QnJA5/pKg2L7QzJItfFvgopDq44s1G/jZvbN4c+Eqzh/Wj4uO3JWsLO9kUeMUFJRa8ujRIwTHw8sklmOmjmFgl4HlyioK5xUyY/EMLjn4knQzOo7jOBWQSRTSYAPkqrIjGuPSEQPk48ys0RaPeoBcvWzcXMwVj73LhJmfcdjunbjptH1p1SynrpflOI7jONVGpgC5oZZYOI6znTRtks2fvrcP15ywFy9+tIwTb53KnKWN9vuX4ziO04ho9AGymU3e0bPHALHu16MXp1qRxOmDe3HfuQeyen0RJ942leff/6Kul+U4juM4NUqjD5Adx6mcQX3a88Qvv0WvDvmc+6+Z3DzpY0pKGnd5VrXh9jzHcZx6hwfIlSBpqKSFks6Jn9tIuldBYT1d0i/ieJWLX+Mcp2bYdoykk9KMT4+vl6Z0ndgqJI2RtEpSi5TxO7Z1Tqdx0LVNHg///CBO2q8rf33uI84reJ2X53zJbYVzmLVgZeUTOFtSj+x5bsNzHMcpo9E/pFcZqQ/xRUnI02Z2f2K7mU1O7npRhTl7ATeY2Skp41mxL3K6Y6ab2aBtv5Jyc02mAT7Q5w/p1Q5mxt0vz2P00x8AIEFukywKzh1E/55t63h1Oxi9eoWgOJWePWH+/NKPiaC4pux5bsNzHKex4g/pVQOxH/ABieAYQg1zyj77SJoq6RVJo+LYSEkzJE2J2eGRwJAo1NhN0uuSbgX+KeksSefH4y6XNC1uy45j4yXtHTPbN8Sx3WNLNuJcf5f0pqQRcf83JP2wkmubGV+vklQg6ZmYJc+X1Ctez8OS3pZ0RNz38JhFf1XSWXGsn6RJ8Vr/nDx3fJ/IhI+PvamRdH28nqGSnpX0uKS3JJ0i6Yl47zplWPcISTMlzVy2bFnlP0Rnu5HEuYf04fsDumFAicGGohLGT53H5uK03++cTGyDPW/kgJHVbs9LZ8NzHMdpzHiAvHV0IPTlrYhrCVrqg4FhMVv8A+AIMxtC6Hc8ltA/eKiZfQi0BW4ys9MTkyhITo4m9Gm+GWhfxTW2AUbH4/5M6PE8jNCPuKp8aGbfJpgCj4hj7YHTCL2Jz0u61uMImu7/k5QXz3lxvNbfbsU5E8jMTiBc83AzOx64Dzgx3c5u0qs7fjCwB82aBPuegCff/pwhf57MXS/NZe3GzXW9vB2DemLPcxue4zhOeZrU9QJ2ML4kKKUrorOZfQClmdO+hCD1BgX19PUEMUYyK81sTspYL+DtqKT+SNLqlO3p9NSJuRbG8882s6XxfdNK1p3MG/F1ISF4B3jXzDZLSh7LMrMv4/wfAV2Abmb2BpRqtFNJrDXT+t+Or4tS3vfFqVf079mWgp8OYvrc5RzYux0r1xVx50tz+ePTH/C35z/mhwf24KyDetGlTV5dL7X+Mnp0qDlet65srAJ73rDewxjWa1i5z9VBwoY3eXIIjr28wnGcxo4HyFuBmRXHkoIfJdUgH2pmLybt9oWkPQhK6QHA34EvzOynkg4iZFWvIJZMRNIFkvOBvSWJEBy2TtmeTk8N5QPPbS0wTxe8phsrkdQBWAPsCiwGFkr6ppm9lVRT3SyWp3QjZOGT1/8usD/wTCXrd41bPaR/z7bl6o6P3LMzby1cxZ0vzeXul+fxj5fncdw+O3PuIX3Yu2vqX2Gn1JJXgT1vxuIZ5YLhYb2HMeGUCcxYPKNaSy0GD/bA2HEcJ4EHyFvPL4FbJP2cEOTeByQHyKOAuyjTUs+X9M9YatEC+A3wOZAn6WHKNNflMLMlkp4DpgGvA8tTdnmHEHg+D6Rmn2uLy4Gn4/ubzWy9pEuAO2Ng/yrhC0EBZdexIu4/HrhX0kigqFZX7dQo3+zehlt/tD+frVzHPVPn88Brn/LYm4sZ3Kc9Pz20N0N37eTa6mSGDy8XEKeSTiE9rPewaq9DdhzHccrwLhaVIGkQcAchALy7rtezvUgaAxwP7G9m6yrbf0fCu1jUT9ZsKOKB1z7lnqnz+Xz1Bvp1asG53+rNift1pVlOduUTOI7jOE4NkamLhQfIToPBA+T6TVFxCU+//Tl3vjSX9xavoUOLXE4f1IvTB/ekXfPcul6e4ziO0wjxNm+O49QpOdlZnLhfV5765be4/9wD+UbX1tz4/EcMvm4Slz/6Dp8sa1BtuatOGpOe2/Mcx3HqlgYRIMc+vctiX+GZkk6rYN+MFrsM+58lKe2jKxVtq4/E+/RwfD9ZUgtlMPc5Tk0hiYP6deCesw/guV8dykn7deXhWZ9xxF+ncO4/Z/Lq3OXMmr+icRj6Mpj0jp2xOq09L3/VQLfdOY7j1AINosRCSWY6SfnAy2a2f2X7VmHejGa7HZGU+zSZOrTp1cS99RKLHZelazZww7Mf8tCszzALdj7RCAx9FZj0CgvvKWfPu3LPCVzy/WFuu3Mcx6lGMpVYNMQuFvnAOghWOGCmmT0Vu05sAPYgWuwIHRZ+YmY/i23IXiYINt4DZgLLJH2VNMfvgO8Qui6MBE6tYNtXwD+BHOAdMzsvijT+QegXXGRmR0g6APgrUAw8ATxCWRDbDJhoZkOjKa8vofXZGWY2P3HB8VpeBw4kCEguz3Dtk1NvVjTgtTCzWyX9BBgBbAKuApYBfwOaAa+b2fmxO8XNwN7AZuBsM/sszbGzCB0+WgFfAD+O9/ZiQlu7RySdTQzSJT0AXAoMJUhBcgjSk78TBCUtgKPMrFwPaUkj4nnpkUm64NQ5G4qKWbxqPYtWrWfRyvia9H7J6g1sLin7sm4W/qIXbS5h+tzlDTdArsCkl2zPu+LQK/hq+rAtbHceIDuO49QMDSlATgS9uxL6DGdiLNA3kUGWNEZSLjAEmGRmJqkbcLCZrYyBJpK+Seg3fHDcp7Q8JcO2W4AxZjZR0j2ShgD7Aq+Z2Y1Jx98InGpmi+LYFlGepBxCYD8o9dxJTDSziyRNlNS7ares3Dk6AucAh5hZUTxHU+DweM7/SNoF2I0gIxkmqT9wqaQ/pDn218DTZvZ3SVcCPwQWEALmIXHOszMsZ1nsG30NodvGsZJuJPyMnk3e0czGAeMgZJC39rqd6mH1+qIQAKcEv5/F1y/XlnfjZAl2atWMrm3zGNCzLV3b5tG1TT5d2+axet0mLnn4bYqKS8hpksWgPlWVSO6A9OiRPoPco8cW9rwr9xlGbm5ZBtltd47jODVHQwqQp8Ssay4wSdL9VE008RQh83siwXIHMMfMUosfdwemRrMdZlYSkqkZt/UFZsTtrwL94n53J/aJ23LNbFHScVusOQadfwP+EY16vwNSSyNmxdc3gD5VvPZk+gBvmFlR0lp6AX+NZSu9CZnvPYGTJB0a512Y4di+wJ1J138wIUCembhPFawx2aC3Mel9A00j1m9KSowvv95YFvymef0qRS3dtEkWXdvk0bVtHnvs0an0fZc2eXRtk8dOrZuRk535EYiubfOZPnc5g/q0b7jZY8ho0nvvwuFp7XljHprAV28Pc9ud4zhODdOQAmQAzGxTLAPIZUvb3MuEEojk5qv3EX6N39LMZsexdLWxs4EfJD6kZHHTbZsDDAQmEkof7gGaEwLFmUk1uBsl7Wxmn8fjVhGMc4k1E8s/HjKz+yVdDpwM/CtlffsBzxOy1OOAvdJce0XMBfaV1CQqpbOA84BbzOy/kv5DCGJnAxPM7Jq4tkQpROqxieufFa//43ie5Hu7Eugu6WNgn6Rxt+nVIkXFJSxZvYHPygW+61i0aj2LV21g0ar1bNpc/j+JVs2a0LVtPt3a5nNg73blMsBd2+TRoUUuSV8gt5pUQ1+DJYNJ7+lei5jQJb0977LLXBDiOI5T0zSkADlRYtGUYLBbHTs2PC7pOGB93K+cxc7M5sZa38crmjyqk9+QNC3OdX4l2/4E/DPWJr9tZi9KmgGMl/S9uN/RwEXAw5I2AU+a2V8lvS7pJcoy0C2BJ2LgWUKoyU3luFjqMMXM5mW49oqub5mke4Cpkr4G/gg8Cdwo6RzKvlQ8CRwmKdGD6j4zuzvNsXcCBZJ+BCwBriPUICdzOzAB+Aj4srI1OtvGuk2b09b9Jl6/WLOBkpTilI4tm9K1TR57dmnFUXt2Lg18E68tm+XUzcU0RNKY9NLpNd2e5ziOU3s0iC4W24ukJ4BzzWxpXa9lW6jrjhT1hcbYxcLMWLWuiEWr1qfNAC9auZ6V68qbvJtkiZ3bNAsBb8z6dksKfndq3cwNd47jOE6joDF1sdgqJD0GfLijBsdOw6a4xFj61YbSbG9yEJzoCrFuU3G5Y/Jzs0uzvd/s1oYubfLolpQB7tSyGdlZXq3iOI7jOJlo9AGymZ1Y12vYXsxsaF2vwdk2Nm4uDnW+pVnfDeUywJ+vKt/+DKBtfg5d2+bRp2NzDtmlY2nmNxEEt8nP2a76X6cWKSjYov54TK9FDOwysFw5ReG8QmYsnsElB6crvnAcx3Gqm0YfINc2kg4BriFYDIuAC4ABxF7EVZxjKLDYzD5Ks+0m4DIzW580dgyhRdxVku4ws59t73VsL5J2BT4gtLXrCowh9FvuS+hDPcfMzo373gG0r4rcpS6ZtWDlFp0XvtpQtEXd72dJn5d9tWX7s86tQvnD/j3a0nWfvHIBcJc2eeTn+n+2DYKERS/RwSJh0Rt9IUOLyjpYJCx6E06ZULfrbUBMmxb6SHs3EMdxMuH/p61FJLUnPJh2pJktiZ+7bMNUQwkik3IBcuyMcWFFB9aH4DhyKnAH8D0zuxkYqjSWwzi2M0FAUm+ZtWAlp42bRlGxkSXo3jafFes28dWG8u3PchPtz9rkcdhuncq1PuvWtvL2Z04DYtSo8u3dANatY6+bCphQOKGcRS8RLDvbz7RpcPjhuJHQcZwK8QC5djkW+I+ZLQEws+XA8ijcAEDSxcD3CO3Nfgm8A/yH0MlChM4XZwHfi90w/kkaOx3hZzshji8i9CtG0kwzGxDNfDeY2buSrie0owO4nND1ohch030GIUA9NrlOW9JI4CcEa+FNhP7L9wJLCX2RzzOzaRXci0OBk4AHCWa+TPwW+Eu8F1tQX0x60+cup6g4lEKUGCxYURb4tG+ey6G7dmTIrh05sE87dmrVzEsgnK2y6HlwXH1MnowbCR3HqRQPkGuXnYHFmTZK2gk4ntAruRehn/HPgA1mdpwkRQPdeMo00kNJb6c7F3jYzMZJGr0Va5SZnRBbuw03s+MlXUAQqYxL2u8HwBGxnV7CANgNOBzYiaDUPiLDde5KeDDya0nLEn2g0+yXEJ6kUY0F6otJb1Cf9jTLyWLT5hKys8RpA3uwoaiYOcvWMmfpWh59YxGPvrEIgJZNm9C3Uwv6Jf50DK/d2+X7w3ONia2w6A3r5S3eqouhQ0Pm2I2EjuNUhAfItctiYJcKtvcC3ooCkbmSWpvZJ5KmxKB4kaTfpzku2U6XoB9lJrvXCCKRZKpisUt+3zfl+EuAGyQ1IRgINwLvmtkm4FNJrSu4zu8DB0iaCHQgZMzT1V9fSuifXO/p37MtBecOSmt/MzOWfbWROUvXlgbMH3+xlikfLePhWZ+V7pfbJIs+HZqH4LljWQDdu0Nzb7vWENlKi56XWVQPgweHsgqvQXYcpyI8QK5dngamSLo91iC3o3wN8nyCkS6LECyvktQUuC3qm8cRssupNsB05r85hKB4FuEhwOKU7QnL4LvA/sAzcbyqFrt3zOynkg4ilEFcDewVzXqdgdXpbwEQMsuD4zU1BR4lfYDcCxgL5AG7STrbzO6pYN46JZP9TRKdWjWjU6tmHNSvQ7ltq9cXMWfpWj5JCp7f+Ww1/33ncxJfebIEPdrl069Tiy2CZxd27MBsg0XPA+TqYfBgD4wdx6kYD5BrETNbIek84MFYg7qJ0MUisX2JpMeBqZTVIPcE7o5B8xrgdUKA/CdJQ4AnMpzuLmCCpO8TMtepv8sdD9wba4mL2Hr+Hh+gawH8Jo4tAh6Kaz4PtuyqIWkXYHXMkmNmGxXYKfUEZnZUPKYXoV663gbH20rrvJy0gfWGomLmLvu6NGj+ZGl4nfLRstJaZ4DOrZqWK9Po26kFu3Rqud2qZ6eWcIue4zhOvcRNek61kK4DRW3TGEx6m4tL+HTFunLlGong+eskYUjrvJxygXPiT9c2eWR5nbPjOI7jAG7Sc5wGQZPsLPp0bEGfji04KmnczFiyZkMInJP+TJr9BQ/OXFi6X7OcLPp0KB809+vUgl7tm5PbxNvLOY7jOA54BtlpQDSGDPK2sPLrTaXZ5uQ/i1aVumTIzhI92+dvkXHu27EFzZv69+gaIY1Fj+HDGTN1jJv0HMdxagnPIG8DsWxgBsHsBvCymf0uw77jiX2Ft+E8JwKvJPcZrmT/S4EHzWze1p6rupC0N0H0sRlYC/zAzNam2e+PhH7J95vZxRnmOpPQli4HeMnMfiOpJfA8sBfBArjV99UJtG2ey8Dm7RjYq1258XWbNoc65+TAedlaXpi9tJzeukvrZuXa0u3SqSX9OrWgXfNcIL1B0KmEDBY9gIEHDSzXtaKmTHpuk3Mcx8mMZ5ArYGvqarczQK7ysdGWl65rRa0iKcfMiuL7K4G5ZnZvmv12AvYgiEYyBcjJc70AnAl8DrQF/kwV741nkKuHouISFizfMnD+ZOnXrC8qq3Nu1zyXzi2b8tHStZSUGE1zsig4d5AHyVWhV6/0PZB79oT580uD4poy6blNznEcJ+AZ5GokYaOL76eb2aC46fwowVhoZmdK+gbwN6AZ8LqZna/QWuBWYB9Ce7aLgGMILdKeB/5A6EDRhZCZ/THQjmCpWwLMkLQncAOhh/BxZnaxpN2BS83sLEmvE3ofDyKorQ8CvgmMMbN/J11HvzjvRuAjMxshaTKhU8aBwBQzuzzdPUgEtJF8YHaG/ZbEtWUkKThuQmgPt9zMNgPLKuvEUF9Meg2JnOws+nVqSb9OLcuNl5QYi1evLw2aP1m2lhc/WkZxzDZv2lzC9LnLPUCuChVY9IAaN+m5Tc5xHKdi/KmcyhkiaXL8c34l+75uZocBG6Phbg5wuJkdBHSJLc6OBzab2SFmNoSgaJ4InG1mlxFKDV6I8/yTGPwRAubhZjamCmtuA4wmBMZ/JnSOGgakrn8IUGBmQ4GfJ41PNLODgf0l9c50EklHSnojzv1JFdaVEUm/AT4iBMfrKts/gZmNM7MBZjagY8eO27MEpxKyskS3tvkM3a0T5x7Sh+tO3oebf7g/zXLCPyNmMMCD46qR6ctcHE816RXOK6zW0ydsctnZbpNzHMdJhwfIlTPFzIbGP+lkFskpzllJr30Joov/SppCkHV0AXYHXkockKZcYk9gZMzkXkTIEkMw7G1K2TeTyGOlmS2MgeZsM1tqZquApinHTwC6SfoXIVOdeh1vAH1SLzhp7c+Z2X7Aw5QF8tuEmf2ZYBnsJGlQZfs79YOEQfCU/l0x4L3Fa+p6STsGo0dDfn75sfx8GD26XM3x1cOuZsIpEzj14VOrNUhO2OSuucbLKxzHcdLhAfK20UxStqSelAWwUKZz3o+QUT0PuCVmimcSgtgPCDY8AGLJRbIZbzZwcwzIDwauiOPp6o4TNjyA/knjmWx4qWw2s0vN7Azg0igjSb6OfYG56Q6MBrwEq4GvKzhPhSTmMrPiOE+VM8hO3dO/Z1v+fMo3OWSXDtz8wsesXr8t3plGxvDhMG5cqDmWwuu4cTB8ODMWzyhXc5xs0qtOBg+Gyy7z4NhxHCcdXoNcOUNiNhfgTTO7ECgAphFqdVck7XuApOHAp2Y2WVIucKOkcygLgJ8Evi3pZYJJ7/sEzfNNkv4H3ASMk3R23P8vlHXRSOUdQrD+PKGcY2s5PpaNNCWUVZTEmt/jJP2BkD2fJ+kYIM/MHk069shYFlECLAPOSncCSRcAZwAdJO1kZj9Os9slkg4n/H183szejsf+lxCk7yZprJn9axuu0akFJHHZt/fg2Fte4vbCOVz2nT3qekn1nzQWPSBtKzc36TmO49Qu3sXCKUf8MnBcupZt9R3vYlH3XPzQWzzx5mIm/XoI3dvlV36A4ziO49QhmbpYeImFU21IuifpgcbJks5Ks88PUvZ5oA6W6tQQvz5qV7Ky4IZnP6zrpTiO4zjONuMBslOOWPu8TdljMzs76YHGoWY2Ps0+D6bsc9p2L9qpN+zcOo9zv9WHx99czFsLV9X1cuovBQWhF3JWVngtKKi2qcdMHbPFA32F8woZM7UqDXAcx3Ec8AC5zpDUS9KymEWdLql/5UdVOt/D23jsHVXcr1rqFyTtK2lkBdvPkuSPDu2g/HxoXzq0yOXS/7zNbYUfM2vByrpeUv0iYdFbsCD0xktY9KopSB7YZWBp14tp0+Dc0YWc/O9TGdhlYLXM7ziO0xjwGuQ6ItnSJ+kg4Fdm9v3qmG8rj6uymS9ZkFIf8Rrk+sPo/37AnS/OReCGvVQqsehVB4XzQlC8dvJINu87ltwnJjD5nmHescJxHCcFr0Gu37Qh9jGW9CNJr8Y/x8Sx8ZJekvRizBQ3k3SfpBckPSGpVZyns6RHJL2RyMAmZ30lTY+vV0n6p6RnCAa/mXH8dEmTJL0u6fQ068ySNDau7bJ4TPe4jpck3R7HzpL0mKSnJU2N8z4taYqkppKGSroh7vt6mjmvknScpH6SpsUs+7h0N07SCEkzJc1ctmzZdv4YnOpi46agpDagKBr2nEglFr3qYFjvYexXPJLNB18DM0dSPGcYkydX2/SO4zgNHg+Q65Yhkl4F/gVcLSkbuBQ4FDgauFZSDrAHcKiZHQp8SmbbXjfgh8AJwDWVnPtTM/u2mb2TNPaImR0ODAb+L80xbYDr4/ZE7fClBIX1IUCepCFxfJmZHQu8AOwf379OsPdVNmfp/SG96a8UN+nVP9Zu3MzzH3wBQLYgp0kWg/q0r+NV1SMqsehVB4XzCnkjeyxNpl4BA8aS3a/QbXmO4zhbgfdBrlumxBKLC4ADgaXAAjPbSNBVbyQk4f4G/EPSauB3BNveQElnADmUmfnejba9TyW1TnO+ZNteOuvAkZIuiu93TbN9pZktAJC0Po71TZrrVaAfUAy8HccWARuT3rcFvqhkzgQTgFEKpr/nCV8knHqMmTHq0XdYsmYDV5+wF19t2MygPu29vCKZ0aNDzfG6JB9OtOhVBwkT339+OIFmw4Zx9wvDeOSMU9mw0wSCFd5xHMepDA+Q6we3A68QAsCe0SyXB+QSAuSHzOx+SZcDJxNse9PM7F6AmGXuSiiXyAE6E+x2AMVJJRi7JJ0zXd3xlYT/g24kmABTSVewPgcYCEwkBPn3EPTUmWx+yUF6pjkTbDazSwEkvS/pvqrWSzt1w4MzFvL4m4v59ZG7csbgXnW9nPpJQg4yalQoq+jRIwTHaaQh20I5E19vGDx4GMPnBROfy0Ycx3GqhgfI9QAzK4o2vBMJ5QYvxk2jgJbAEwoa6BJCGcIK0tv2FgEPAT0JmmuAW+N87wGLK1nKI0Ah8AZBY10V/gT8U9LvgLfN7EVJfap4bGVsYfqrpnmdGmD2kjVc+cR7fKtfB84b1q+ul1O/yWDRqw7cxOc4jrP9eBcLp8HgXSzqjq83bua7t77MVxs289//O4SOLZvW9ZIcx3Ecp1K8i4XjODWCmfG7x95l/pdf87fT9vXg2HEcx9nh8QDZcZzt4qGZn/HoG4u44PBdOahvh7pezg7Bk1eexvquncuZ9Nx25ziOU3/Y5gBZ0iGxP+2LsXfu3tsxV6I/7xYGtdjzd3IFx54oqdN2nPuG2Kt3mqQ/JK0jd1vnrMI582Pf4OckHSPppAz7nRVrcOuM2IN57/j+ZklXKI21L/Yufif+nZgs6VuS+saezBsktYj79Uja5y1Jj8bxHyoYBadI2iuOSdJ1kp6Pf89yavv6nczMWrCSPzzxHr977B0O7tee8w/zuuMqUVDAd/78GHmLl5aa9Ip/eg4PXH58rdvupk2D664Lr47jOE4Z2/SQnqT2hM4LR5rZkvi5y/YuxszGb8NhJxI6KSzd2gNjINbTzA6OnxO9qM4CHgY2bcN6qsI3gdfN7IIamr/akfR7wMzsGgVrXzouM7Onko7JB4YCjyfGzOzTOEZ8sG+hpCbAJcABQCdgLHA88D3gczM7orqvx9k+Zi1YyfA7p7Nhc3hu8icH9yY7K7VBiZOWUaPIXr+x3FD2+o3c9GJr8mrxQbpp0+Dww2HTJsjNhUmTcNOe4zhOZFszyMcC/zGzJQBmttzM3pH0jWhVe0XSrQDRmjZR0uMxY/iNOH5mNKD9C2gex66SdFx8f5ukKcAfEieV9Js4/yxJR0rqDRwD3BMzjaUZ15iZvUpSu6SM5RMp17EB6Ctpt3gdK2MGe1/gGUkXKL0pro2kZ+N13S3pqjiezlrXR9L/4vlvjJv/Bpws6ZaUNf8kZlFflHRY3PcwBQvdDEldKjjPH2MW/EVJg5IvMnVb/Jk8Hf+8Jim5/Vs6RhL6G19YyX7lMLN1Zra6gl1OIATP7YHPzKzIzBZR1oP5eELbu8mSrkw3gdykVydMn7ucTcUhOBYwe8lXdbugHYkMxry8z2v37+/kySE4Li4Or27acxzHKWNbA+SdSd8ybA5wuJkdBHRJCrxyzOwE4GLgbAVj3K+AgwlBV8/kSSQNANqa2RCCICLBbdEedzRwuZnNI/TfPdvMLsuw1v2AmdHGdmLyBjP7hNBW7e+SPpT0XTObBrwJfNvM/kZ6U9y5wMNmdgywpIL7BKEN2nnx/E3itV0CPGhmv0y65o7AOcAh0Zg3OW5aFS1044BTKjjP0UnHvlaFba2B4wj3f1Ql1/Aj4GarvOXJdUlfRir8fbukXYGlZrYKWAb0kNQ6ZvX7qayf86J47/ZMDfzBTXp1xaA+7cltEv75MMCTx1tBBmPe+p1r9+/v0KEhc5ydHV7dtOc4jlPGtgbIiwliilR6Af+Nmd8BlJVdvBlfFxJMah2BhWa20cxWsKWUoh8wK75PDvaGS3qJ0K83XUlHOiHFFGC1pH8CF21xgNkEMxtG0DunU1mlM8VlWl8yifPvBtytUEd9EEEHnY4+wBtmVhTXlej5+0Z8Tdy7TOf5HXCHpDsIZQrJpNv2Rgx4Z8VrrIhz4jWk+5knc5mZDY1/5lSy7/cJPZsT13op8AThS9T0eB9WAZPi/i8QDIJOPaB/z7YUnDuIXx2xC/06NueWF+bwwedr6npZOwajR1OcV77TR3FeUy48dB2F8wprbRmDB4eyimuu8fIKx3GcVLY1QH4aOEnSTgCxjGFvgpzilpj5nUlZ8JYauC4DuknKjXW/qQHaHELmF0KgneBiguktOZNaBGTH9yuB7vF9//iaY2bXmNmZwFGSStM3cd3t48dVca7UOROmOAimuI8rWF8zSdmSegKJx/k/BM6MWdABwFOkZy6wb6zHRUEMAumD/nTnedHMziF8IRiRMne6bftKUryOdNa8ZD4CzgceUXzYrhpIlFcAYGbPxL8311GmqZ5KKHchrnNuNZ3bqQb692zLBUfsSsFPB9GyWRPO/edMlq/dWPmBjZ3hw/nvb05kfZdOIEHPnmTfeTenXfsEMxanM8DXHIMHw2WXeXDsOI6TyjY9pGdmKySdBzwYYiw2ARcATwI3SjqHsgAz3fHFkm4i6JVnAwtSts+UtEbSi4SsbYJC4KU4lkhXPQPcJOl/wM3AxZImEoLwT4CBkq6N65kHfJY0X2uCBU6Ee3F9HH8CmCBpAulNcW/H7d8nZNMT6y8ApgGvE2x3AL8llHA0JZjwfpLhniyTdA8wVdLXwB8z3b8M53lMUh7BOnduyv6p29oDXxG+6HQAhgNIusPMfpZhfS9JugV4gPCzPkTB/gfwv/h6naSL4/vrCT+nhwgPJT4p6TozezaW3nxpZqW2vvj3YR9gOfDzOHw3MF7ST4APzGxyBffEqSM6t2rGuNMHcOod0xh53+vcd+6BpeUXTnq++4cHkp6uCAwDt905juPUE9ykt51IOgYYZGZX1fVaqoqkocBxZnZxJbvuULhJr255/M1FXPDAm5w2sDvXnfwN4pdnx3Ecx6m3KINJb5syyI7jOKmcsG9XPv5iLbcWzmG3nVpy9sG963pJjuM4jrNN+O9BtxMzm7gjZY8BzGxyQ8seO/WDi47claP27Mw1T73Pix952z1wa57jOM6OiAfI1YBi/+bYH/nUap57epqxNpLujX2Np0v6RRyvcn1BRWtVBrtfUs/lSxV6UDtOObKyxI0/2JddO7fkF/e/zhNvLeK2wjnMWrCy8oMbIrVozXMrnuM4TvXhJRbVSxvgVGBCVXaWlJXUzm1ruA142szuj/MM3YY52pBmrXFNEys60Myur2i707hp3rQJd54xgO/c/BIX/PtNJMhtkkXBuYPo3zNdp8IGTC1Z89yK5ziOU700ugxytMjdEN/vLml8fP+6pLGSXpV0WRzrKOkpSVMk3RfHtrDYJTESGBJFGbul2zdmm/8p6RlgL0mXx/lfVAWWwaR5soEDEsExhJKJlH32kTRVwWg4Ko6NVLDxTYnZ4dS1vq5gP/ynytv9Llew8N1K7EwiabykvSu5l3+X9KaC6W68pDck/TBlnf3i3JMljYtjkyX9Na7/2ir8PN2kVw/p3i6f4/bpggElBhuKSrj/1QUUlzSyh4JryZrnVjzHcZzqxTPIZbQhtCZbSJBzXAdcDtxtZo+qrC9xRYwF+prZKUBFT/F/amZnxoB4NzMbotBTeqykUwiWwQMJwfH8lGM7AF9Wso5rCe3cZgPPSSoAfgAcYWar47W8kbLWtsBNZjZH0llxbCeChe8gYBeCtbAqtCFIV5YDn8djNxHayv07ab8hQIGZ3Zpyfyea2UUKKu/e0ZiYFjMbR7AMMmDAgEYWfdVvTunfjf+8/hmbNpdgwCOvL2LaJ8v5/oDunDqwO13b5NX1EmueHj1gwYIthtfv3JHqvPqEFS+RQXYrnuM4zvbR6DLIpBdvAKw0swWx5GF9HNud0HeZDKUQW9PHKnnfhA1gD+AgBcveA0ArKrcMfhn3qYjOZvZBNOXNJIhYLgFuiL2Wd0lzzMo09rtehN7PZmYfAatTtld0Lxea2TpgtpkllNLl9WGhvKNbzJT/OGk8YSl8g2AYdHZA+vdsy/0/HcTFR+/GgyMGcfvw/enbqQU3v/Ax3/rTC5x1z2tMfHcJRcXbUmW0g1BL1jy34jmO41QvjTGDnM62B+WDvQQfAAcDjyfVCxdLahW3pwaayQY+Ktg3ERHMBqaY2bkAknLitm6ScgkZ5HKWwShZmS7pR0k1yIea2YtJu30haY84/wDg78AXZvZTSQcR5CVXpKw1XZQyH9hbIRXelyBWSaYq97KirO5mM7s0XsP7iTIWgjXveYJFb1wFxzv1nP4925arO/7ON3Zm4Yp1TJi5kAkzF/Lz+2bRsWVTTunfjdMGdqdn++YVzLYDMnw4//3oSY64qzCUVfToQfbo0Zx2UBdmLJ5RrWKQwYM9MHYcx6kuGmOA/A5B1fw8QRldEdcRTG4XEYLFM4FbgReB9wgWvWQ+B/IkPUzI2Fa0L2b2tqSPJU0hBKjPmdm1qsAyGPklcIuknxOC3PvieRKMAu4i/IbgKTObH+ueewEtgN+kWesWmNkSSc9RZu1bnrLL1tzLdBwfa52bEsoqSmJZynGS/kD48jBPQcaSZ2aPbsM5nHpG93b5/Pqo3bjg8F2Y/OEyHpjxKXdM+YSxkz9hcJ/2nHZAd47ZeyeaNsko49yhcGue4zjOjoeb9Jx6RSw3Oc7M1m7tsW7S23FZsnoDD81cyIMzF/LZyvW0yc/h5P268cMDurNL55Z1vTzHcRyngaIMJj0PkJ16hQfIjZuSEmPqJ1/ywGsLefb9JRQVG/17tuW0gd05dp+dyc9tjL/0chzHcWqKTAFyY3xIz6nHmNnQbQmOnYZBVpY4ZJeO3DZ8f6ZddjiXf2d3Vn69id88/DYHjp7E7x57h3cXpT4rWo8pKAj2vCSLnuM4zrYwZuqYLR7udStnzeEBcj1EUi9Jy2JP4JmSTovjV0k6bivnOlFSp/g+rSGvJtiWtTpOMh1aNGXEoX2Z9OshPDhiEEfs2ZmHZn7Gcbe8zHG3vMR90xfw1YYiZi1YWT9tfQUFFJ8zIrR5ixY9RozwINlxnG1iYJeBnPrwqaVBcuG8Qk59+NRqt3I6AS+xqIfEh+luMLNTJOUDL5vZ/pKuAmaa2VNbMdf4ONe7NbLYzOe9iiqsVdtuE9wCL7Fo+KxeV8Sjb3zGAzMWMnvJV+RmZ1FcYhhW72x9G3bqRbMv0jxj27MnzJ9f6+txHGfHJxEUjxwwkrEzxzLhlAn+wO924iUWOy75wLrkAUlZkp6NGebnEq3klGLuk9QbOAa4R9J1KYa8++LxL0vqkTL/GEkHRMPeGknZkn4m6TRJHSQ9JumFOEe2pJ9KuiJpXbumzJfOFphs7vtGnO+VOIYCt0gqjNfYLd3NcZNe46J1fg5nHdybZy44hEfPO4jddmpJsVmprW/CzE+pL1/6m36R3qKXya7nOI5TGcN6D2PkgJFc8+I1jBww0oPjGsQD5PrLkPjA2tvAPckbYsb1BDMbCjxJsORtQTTQTQTONrPLUjaPiMePAX6Wsu1F4JD4ZyqhH/EhBGnKpcDNZnYYQeRxkpndSei3fAfwdJSKAJBsCwROBa6OmxLmvtMJLeION7ODgC6SdgGOJQhHhsVzXprhGseZ2QAzG9CxY2X+FKehIIn9erTlquP3olmTrFJLzYMzPuN7Y1/hhdlf1HmgvLFzj/QbemQYdxzHqYTCeYWMnTmWKw69grEzx1arcMgpjz8SXn+ZEksscoFJku5PbJDUHLgjZn7bAI+kOT6j5U9SNvAnSfsSehC/l7LLy8BPgBWEAPpQoKuZLZK0J3CgpN8DecC98Zi/EzTS56fMlWwLBCiOr8nmvl7AX2M5SW+gC7AncJKkQ+O1LMx0PU7jpX/PthT8dBDT5y5n/x5tmLN0LX+fMpefjJ/Jnju34vzD+nHMXjuRlbU10svqodlfRlN8zgiyNyb9Aig/H0aPrvW1OI6z45Mor0iUVQzrNazcZ6d68QC5nmNmm6LJLjdp+BhgsZn9WNL/Ae3ieLMY/HYDOsSxVLsfhIxwZzM7RNLxwMkp51wlqQ2wiZA1vgqYFzfPBh41s5cg2P8kNSNkeK8Gfkew9JG0f6otEMqb+84DbjGz/0r6DyEgng1MMLNrUo5znHIk2/oG9+3ADwb24LE3FzF28iecV/A6fTs257yh/Th+3y7kZNfiL82GDw//4Y0aFcoqevQIwfHw4bW3BsdxGgwzFs8oFwwP6z2MCadMqHYrpxPwh/TqIfEhvRmEzG5Tgg1vdOLBN0Jpw5MEG97nwGdmdpWky4CTCNa7/mY2UNLJBPPe/4AlBJPePYTSiw3A+0BrMzsrZQ23AOvN7JJo0/u3mf1DUnvgTkLmGoKF74fAq2Y2QdIE4M+EEomZZvaUpN8C36G8LXBmoihe0lHAjYSguEl8PyW+fjOe5z4zu7ui++YP6TnJFJcY/33nc24rnMPsJV/RrW0eI4f25ZT+3RqMpc9xHMfZPlwU4jR4PEB20lFSYkyavZRbC+fw1sJVdG7VlJ8e0ocfHdjDxSOO4ziNHA+QnQaPB8hORZgZU+cs59bCj5k+dwXtmudyzrd6c/rgnrRq5hU8juM4jRFv8+Y4TqNGEt/apQMPjBjMwz8fzD7dWvPn/33Iwde/wA3/+5AVX2+q3hO6Rc9xKsTNcE59xgPkGiDFhDdZ0pDkHsQ1cL6zJA2O78dJmhq7TWzLXCOqcV29JD28DccclfT5jvh6aezr7DjbzYBe7Rh/9gE89ctv8a1+Hbht8hwGX/sCx//+fZ5+YcP22/kKCoI1zy16jpMRN8M59RkvsagBkk14SWNnAS3M7NYaPvcMMxuYMlZlW13yw3NV2LfCedPdhyrMORQ4zswuruoxCbzEwtlWHvrfV/xy7Cc03XUxGGQ3AbbHzterVwiKU3GLnuOUw81wTl3jJRb1iFSLnaSBkm6P27IkTYsmuYvj+1ck9Y/bX5c0VtKrsWsFkq6SdJykMcDuce6+kl6S9BBwsaTTJU2Kx58ej+so6aloubtP0knAbvH4H0jaJ2ajX5E0Kulc/5T0DLBX0jWdJekhSRPj8R1Trvk3Cra8WZKOjGPjJe0d318fg+ORwA/iHK0V7YDJ+6bM6yY9Z7uZ83pLvnxqXxaPG0rx17mURDtf0eYSps9dvvUTZrLluUXPccrhZjinvuIBcs0xJKnEonXKtnIWOzObAewbexh/iyDq6AwcDxwM/Bj4Uzy2DXA9MBg4LXlSM7sE+DDOXUwQbgw3szHAI2Z2eDzu/+IhlwN3R8vdGWb2aOJ4M3sQuBY4N65hWMwIA3xqZt82s3dSrqvIzI4BxgG/SNl2W7TvHR3Pm4mxwINxDasr2C9xzW7Sc7aboUMht6nR8psLadJqIwKyBDlNshjUp/3WT5jJlucWPccph5vhnPqK9ziqOaaklFgkXjNZ7CYDwwh9jP9BsMu9FUsY5iYF2SvNbEGca30la3jLzBJPHh0p6aL4ftf4ujswGkr11al0NrMP4rlmAn3j+IwM55uV9PrtlG3DJZ1B6IW8UxxLru+pfdWZ40R222cTh1/9Bu8s+5JhPboz4uguvP7pKgb1ab/15RUQhCAjRsA6t+g5TibcDOfUZzyDXPvsS7TYAX+kLDB8kCDc2MfMZgHzCVnlLEl9gFVxv60pGk8Oeq8kZKSPBtbGsQ8I2WEkJf4uJM//haQ9FKL7AcAnaeZNZr+k109Stl1M+AKQXI+8Euge3+8fX9OZ/xynxnj7s1V895aX+XDlCq4/+Rvcc94+DO7bgV8M67dtwTEEW964caHmWAqv48a5Rc9xkqjIDOc4dY1nkGuf2cDOCna69xODZvaWpAOBR+PnJZIeB6YSgtZfbud5HwEKCRa+xKP51wHjY2Z5PnAmUCjpCYItbxRwF+GL1FNmNj+RCc9AM0n/I2TGvw80T9pWSNBWvwqsiWPjgXsljSQExgDvANfF7hdnb+vFOk5VeOC1T/n94+/RsWXT2PqtTfVNPny4B8SOUwGXHHzJFmPDeg/z7LFTL/AuFk61UFtdOirCu1g4VWVDUTG/f/xdJsz8jEN26cDfTtuPds1z63pZjuM4Ti2TqYuFZ5Adx2lULFyxjpEFs3h30Rp+eVg/LjxiV7KzvATecRzHKcMDZKdaMLPxdb0Gx6mMyR8u5cIH36S4xLjrjAEcsWfnul6S4ziOUw/xh/RqAEmtJD0ZW7y9Jum7Feybtr9v0vZjJF1VwfZEn+BSm15Noxq0AjpOTVBSYtw86WPOHj+DnVvn8dQvv1XzwbGrpp0GgOugncaKB8g1w+nAxNiP+EDCw2k1ipmNN7Nple2X1K3CcRoFL364jCNunMJfn/uIk/btyn9GHkTP9s0rP7AKTJsG110XXsvhqmmngeA6aKex4iUWNcM6YKikh83sC2KLtmSNs6TpZjYo7n++pF2BhWZ2pqQ2wARCO7VFwMJ4zMXA94hdLWI7OOK2q4CZZvZUtPLtBUwHDjSzoZImE/oT7x37ERcAucBS4AeEdmv3A4sJfZIvMrPn43HHmdlaSQ8AlyZfaLprkjSe0JViF0Iruc+Bwwl9mf8v6dhc4D9AS0K7u6Pi/H0IvZI3AaeY2YatvP+OA8CsBSv5yT9nsLnEEHBwvw7k5VZPF8Fp0+Dww2HTJsjNhUmTYHDidzijRpXvgQzh86hR3tnC2aFItF5zHbTT2PBsYs1wL/Ah8L+oad6lkv1fj5a5jVG3fC7wcLTSLQGQtBPpzXrlkDQQaBPteM+lbP6vmR1NaPN2jJkdCnwKHBa3tyfY+b4HnFf1y03L5JhB34sQGA8BDpLULGmf7sCGuG1IUiD8mZkdBbxCii0wFVdNOxUxfe5ySmKnHgN+/dBbnDN+Bq9/urLiA6vA5MkhOC4uDq+TJydtdNW004BwHbTTGPEAuQYws81mdq2Z7UvoJXx1mt2SH5tPNtD1Bfoljb0WX3sRzXpmNhdI1Vcn6Jt0bGq39cTndsDDkqYAxxGU1ADvmtlmQsY6YUjYGttd8va34+vipPdLktdtZp8AU2LG+Y/RMghb3o+MuGraqYhBfdqT2ySLbEHTJlmcNrA7sz5dycm3v8IPx01n6pwv2dZWl0OHhsxxdnZ4HTo0aaOrpp0GhOugncaIB8g1gKSesXwAQglD4j43k5QtqSfQIemQVAPdnKSxRG+++aQ366XySdKx/VO2JQx4w4FnY+b2KcoC23TB8Eqgu6QmwD5pzpfpmizD+9IgWlJT4DYzOwvoSLT6UbGRz3GqTP+ebSk4dxAXHbUb9/90ENd/bx+m/vYwfnfsHnyybC3D73qVk25/hefe/2KrA+XBg0NZxTXXpJRXQFBK5+eXP8BV084OSLIO+uphV5eWW3iQ7DR0vAa5ZvgG8KCkRMlAouNDATANeB1YkbT/AZKGA5+a2WRJbwITJH2fkIFdUFWznpnNkPR1zA6/TpmhLplJBIPd0cDXlGV403E7oR76I+DLNNszXVNV6AncHR8cXBPnOAzoFU2DG4FTYnnJSDO7civndxz692xbThndvGkTzj2kDz8e1JOHZ33G36d8wk//NZPdd2rJecP6cew3dq5yX+TBg1MC4wSJOuNRo0JZRY8eITj2+mNnB6MiHbSXWjgNGTfpNUAk5ZhZkaQjgO+Z2ci6XlNVSX7YcGuPdZOesy0UFZfw5FuLuX3yJ8xZupZe7fMZObQvJ+3Xjdwm/ks2x3Gchoyb9BoXd0jqC2QDZ9T1YhynPpOTncXJ+3fjxH278r/3lnDb5Dn89pF3uOn5jxlxaB9OG9ij2jpfOI7jODsGnkF2GgyeQXaqAzNjykfLuK1wDjPmr6R981zOOaQ3pw/qSctmOXW9PMdxHKcayZRBbjS/P5TUS9KyaLebKem0OH6VpOO2cq4TJXWK74+RdNJ2rOnhbTl2G8/XStJ6SYMl9Yj3YrKkr+LrU5LaSLpX0ouSpkv6RTy2m6TH4vg0SaekzH12bGk3TdKlcSxbUkGce7yknDh+T/xZnJ90/O1J61kvqV3Stjtq8z45jRtJDN2tEw/9/CAm/Gwwe3VtzZiJH3LQ9S/wl2c/ZMXXmyqfxC16jlNvcTugUxUaW4nFFDM7RVI+8DLwwDbOcyKh08RSM5tYXYurBY4H7gG+b2YXAUOhVPaReF8APG1m98fPQ+Ox9wOjzOyl2NFiEOWZDIyP71+S9A9gCDDXzIZLugQ4GXgQuByYArRIHGxm58XzdQf+aWYr4udewM4EaYjjbDXTpoUexUOHZnigrgIO6N2Of/U+gLc/W8XthZ9wywtzuOuleRy+Ryd6tMvn8D06l3sAECiz6CVEIQmLHvhDeo5TD0jYARMPHyZ36nCcBI0mg5xCPsF2V0psn/ZszGA+J6lVHJ+ZtM90Sb2BY4B7JF0n6axEJlTSDaz+LAAAiwlJREFUffH4lyX1SJm/iaT7JU2R9N+kDGlnSY9IekPS4LjvMZJeihnZH8ax8ZL2ju+vlzQ0/nlW0uOS3pJ0iqQnJM1IZLhTOIHQl3kfSVs8pq/Qh/iARHAMELtq9Ahv7aU4ttnMXk4+1szmWYTQOaOYYMR7M+7yOnBI3PfzdD+UyClAcrb4t8BfKtjfcTKSsN1dcUV43UIJXQW+XLuR5V9vYq8urditc0vWFxXz1Nufc/vkTxh+13RmLUiRjlRk0XMcp85JtgP+vvD35YJlx0nQ2DLIQxTUybsCVyRvMLMSSSeY2XpJ/0fQL9+ZOoGZzZM0EbjBzN6VdFbS5hFmtk7S8cDPCMFogpMIbdx+JOlMQpu2fwLdCBrmnYB/SDoK+D0hu7sZKJRU0ddamdkJks4BhpvZ8ZIuIGS5x5XuJLWM+66UNBU4AHg1Za4OpG/ltjOh3VylxGv/2MyWS/oAOBp4BDgCaFOFKU4Gvh/n6kNoabeggvONAEYA9HAJg5NCOttdRVnkL9du5J1Fq3n3s9W8syj8+Xx16NYoQe8Ozdlj55bM/vwrDCjaXML0ucvLZ5Hdouc49Z5kO+AVh17hwbGzBY0tQE6UWOQCkySVZkolNSd0f+hBCOQeSXN8xuaoMfv6J0n7Ak2B91J26UuZye5VQsAIwV63CfhUUmtCkLoL8Gzc3oEg0chktEv0MF6U8j7VQHc8sGsM7psTsuipAfKX8VypLAa6phkvh6R9gAuBY+PQU8AwSS8A7xK12RUc3w3YbGaJ/S4FrqvoGDMbR/wiMGDAAH/i1ClHwna3adOWtrvUYPjdRatZvHpD6fY+HZtzQO92fKNra/bu2pq9urSiZbMcZi1YyfC7plO0uYScJlkM6tO+/El79AhlFan4FzjHqTek2gGH9RrmQbJTjsYWIANgZptiiUFu0vAxwGIz+3HMICdKIJrF4LcbZaa4IkILtWT2BTqb2SExi3pyyvY5wEBC4H0g8HEc3ys+vNYZWE0IUj8Ajoy9jBM9jVcC3QmB5v7AM4nLSb60pPepwfz3gGFmthxA0qQ096U4lpH8KKkG+VAze1GSSTok1iBnA4PMbGrpyaSdgTsIfZfXx/lKgF/F7VcBz6eeM4XU8opewFggD9hN0tlmdk8lczhOKQnb3TMvbGTnvVYza/1q7vlXmmC4Q3MG9GrHPt3KB8PpSNj5ps9dzqA+7besQR49unwNMrhFz3HqEck1x8N6D2NYr2FeZuFsQWMLkBMlFk2Bp8xsdVIp7nRglKSngc+Bz+J4OlPcM8BNkv5HWVZ0NrCzggHu/TTnfgw4WdKLBHvdcKAVIdv7EMEqd14s9RgNPC+pBFgGnEp4AO5eSSNJb8fLSCyv6JIIjiOfSBpoZjNSdv8lcIuknxO+BNwHvBjXe6ukP8bxv6YcdxXQCbg/3tOfEQL+BwilIs8n6pYlXUfIaGdL6m1mv45zfI9YXgFgZkfF/XsRSlo8OHYqZXkiMxxLJN75bDWLv9oQ/gunLBj+RtfWfKNbxcFwJlLtfOVwi57j1GvcDuhUBe+D7DQYvA9y4yM1GH530RoWrVpfur13h+YhEE6USXRtRSvvZew4juNE5CY9x3F2ZFZ8vak0GH77s1Vpg+H9e7blrIN6eTDsOI7jbBceIDuOU+9IDobfiQ/RpQuGzzyoJ3vH7LAHw47jOE514QFyHRHramcA7xAeqHsR+KOZbVV98Vac7yyghZndup3z7ASMNLMrt+KYEbHbhONsQWXBcK/2+ezXo01pMLxXl9a0zqunwXBBgdceO9vEmKljGNhlYLka2MJ5hcxYPINLDr6kDlfmOI0TD5DrlkTbOQFXE1qk/bmiAyRlxe4QdUJswVbl4DgygqSezE7j5ZU5X/LoG4vIaZLFirWbMgbDZwzuGR+gq8fBcCo1aNDbHhugs2PgdjfHqV/4Q3p1RFJnhlPi56bAJDP7lqQfARfEXa80s4mx+8YsYG+CEe8uoAuwFvhxfJ1IaF1XRGi3tibpfGcRM8iSLiZ0jDDgl2Y2S9LrhL7I+wOPmdl1sSf0vwndKFYRejNPTqxb0gGEbhbFwBPAjalrIHS/GBPXfiWhg8efCV/OHjezG2ILuF0IrfWaE1rubajoetLhD+nVb2bMX8Gpd0wj8U/OTq2alnWT6NqavbruQMFwOnr1St//uGdPmD9/m6dN2AATvZwnTfIguaGSCIpHDhjJ2Jljve2Y49QCmR7Sa6yq6XqHmW0EmsYew5cChxIsdNcm7fZfMzsaOBd4wcwOI9j4RsSs8glmNhR4kmAC3IJYInE8cDAhsP5T3NQGuB4YDJwWx34L/MHMvgOky1rfCPzAzIYAN6Zbg5mNBT40s6FmNiWe72QzOwQ4WFLnONeHZvZt4CXgiK24nhGSZkqauWzZsnS7OPWEf7w8rzQ4zhacPrgXt/5of342pC8H9euwYwfHUGMGvXQ2QKdhkmx3GzlgpAfHjlOHeIlFPSHa/TYRTHYLYsC8UdJGSYmfU6Jn8Z7AQElnADnAS1U0AUKQb7wVA9C50d4HsNLMFsS1JH7n3ZeQ+U0+dzK5ZrYISlXdVVnDN4BHY6/ktgT5CcAb8XUh0Laq1+MmvR2DDUXFzJi3Ail8K09roNvRqSGDXkU2QKdh4XY3x6k/eIBcf7gceJwgBukZSy7yCEHo5hhQJrK4s4FpZnYvQDTxHU96E2Aq84F9JWURguVVcTxdcPkJsB/BgNcfeCFl+0ZJO5vZ53G+TDbC5LnfAk6JkpbseE3HsaUFMNNczg7I+Ffm8+XXm/jD8XuxduPm9Aa6HZ0aMuglbIBeg9ywcbub49QvPECuW4ZIeoGQVHsZuCnqnq8ndLUAGJXmuHHAOElnx89/IbMJsBxmtkTS48BUYg1yBev7M8GM92tC7XBqh42LgIclbSKUQTyYYQ0fSnokzncp8J8YUG8CTsxw7ipdj1P/Wfn1Jm4rnMNhu3fizIN61fVyao4aNOgNHuyBcUPH7W6OU7/wh/ScjEhqYmab4/v7gFvM7NU6XlZG/CG9+skfn3qff0ydxzMXHMpuO7Ws6+U4juM4Tin+kJ6zLfSU9JKkacDa+hwcO/WThSvW8a9pCzilfzcPjh3HcZwdBi+xcDJiZp8Ah9T1Opwdl788+yFZWfCrI3et66U4juM4TpVpdBlkSYdImizpRUmTJO0t6SxJ52/FHEMlpf0/vqSbJOWljB0Te/0i6Y7tuoBqQFKWpD9KelnS1PgQXGLbx/H+TJZ0QRz7VdzvqUTXC0kPSpoi6TVJWxTISTpZ0mxJM5PG8uIcUyQ9L6ld0rb7092bTONO/efdRat57M3F/OTg3uzcOq/yA3Z0CgpCL+SsrPBaUFDlQ8dMHUPhvMJyY4XzChkzdUz1rtFxHMepEo0qQJbUHrgdOM3MDgVOJXRM2FqGAlsEyNFyd6GZrd/ykICZ/WwbzlfdnAN0MLNvAUOAb0s6Im5bHXsWDzWzv0nqCHwX+BZBGvKLuN+PY//j7wO/S3OOKcA+KWPfBt6Nxz0InA4gqRmhldsusbMFFY079R8z47L/vE2znCwG921g7dzSkbDoLVgAZmUWvSoGyQmLWiJITnQ0GNhlYNr9p02D664Lr47jOE7106gCZOBY4D9Rl4yZLTezd5J3kHSxpGmSXpHUX1JuUtbzxZgdPgu4TtI9MZv8lKQngNNj5rWFpDaSnpU0kRBEJuafGV/HS9o7vr8+zjM0HvO4pLcknSLpCUkzJHVKWefIOD5F0kmSesV64UckvSGpomfef0iw2xEfwvtLHEvHQGCyhac5JwIHxeMSHS1aAe+kHhTv7aaU4Y+B/Pi+DaGlHYTA+WlCO7mhSftnGnfqOU+/8znvLFrDhqISzrpnBuNfmUdRcZ0Z0mueUaPKt3eD8HlUuiY0W5LoWHDqw6fy+8LfV9jeK2HWu+KK8OpBsuM4TvXT2ALknYHFmTYqvWWuO7AhZj2HxOzweOAyM0u0WWtFsL79M2m6c4GHzewYYMlWrFFmdgJwMzDczI4H7mPLdmg/IBjnhhD6JwN0IwS6JwDXVHCOnYFFSZ8XErTVAK2TSiyGEALZhOJ5NUn9iCUVEoLXiVW8tk+AvSW9C5wBPBbHTwYeBh4g6KmpZLwUuUmvXjL/y69LfzVTXGJc9cT79L/mOX757zd47I1FrFqX+t1pB6caLHpVtai5Wc9xHKfmaWwP6S0Gdqlgey9SLHNm9knM0o4HFkn6fZrjZtqW/fL6AXfG968RhBvJpIoxErwdXxelvO+bcvwlwA0Klr3rgY2E8oVNwKcqM+SlYzEhIJ4XP3ej7IvD6qh3DguTvh2vBUKwvKL0AsyGKZjungAmSnoWyAXOM7P305z3TEI2+mpJJwO/j7XZ3yIoswF6K/RIzk03Hn82pbhJr34yuG8HmubMoWhzCTnZWfzf4bswf/nXvDB7KU++tZgswYCe7Th8j04cvkcn+nZsgbQt1U71hGqw6FXVouZmPcdxnJqnsQXITwNTJN0ehRntKMucQhrLnILR7raoUh5HyC4XAck1sel+dzyHEBTPAgYAxSnbVxKy0+8C+wPPxPHkIC9TEA3wjpn9VNJBwG+Bq4G9FKx6nQnZ3kz8G/gNcF4MsC8C/pph35lx36uBo4GpCpFMk1hmsZaYYTazoyo4Z4JEgL2KEHAfA9xsZjcCSLoCODRuSzc+uQrncOqY/j3bUnDuIKbPXV7OmldSYrz12SpemL2U5z9YynXPzOa6Z2bTs30+h+3eiSP26MzAXu3IbbKD/XJrOy16W2NRc7Oe4zhOzdOoAmQzWyHpPODBmK3aBFyQtD2dZa4ncHcMmtcArxMC5D/FEoQnMpzuLmCCpO8TsrOp6aXxwL2SRrKloa4q/F1SL6AFIYCFkGl+KK75PAhdNQjlIMkPDv6DkJF9iVBm86CZTUp3EjNbJulJSVMJQf1wwt+b5yQZ4YvCZanHSRpKeHhvV0nPx+MKgH9LOiXO8RPgSoJhL8GkuG+bDOOTK7wrTr2hf8+2W+iks7LEfj3asl+Ptvz6qN1YvGo9k2Yv5YUPvqDg1U+5Z+p8WjZtwqG7duTwPToxdLdOtGueW0dXsBVsp0Vvay1qbtZzHMepWdyk10CIwfINZnZKXa+lrnCT3o7Nuk2bmTpnOZM++IJJs5ey7KuNZAn279GWw/YI2eVdOu3gpRiO4zhOvUIZTHqNKoPsOE79JT+3CUfu2Zkj9+xMSYnx7uLVPP/BUl6Y/QVjJn7ImIkf0r1dHofv3pnDdu/EgX3a0bSJd/9zHMdxqh/PIDsNBs8gN1yWrN7AC7OXMumDL3h5zpds3FxC89xsDt21I4ft3olhu3eiQ4umdb1Mx3EcZwcjUwbZA+QaRNIrwJNmdl0drmFE7PSApEsJ9cbzKjlsh8QD5MbB+k3FvPLJl7F2eSlL1mxAgn27t+GIPUJ2efedWtZuKUZBAYwahX26gA07dyJvzF9L648L5xUyY/EMLjn4ktpbj+M4jlMlPECuZSR1J8g4OprZEZXtv5Vzb9HurIJ9Z6b7wTdEPEBufJgZ7y1ew6QPljJp9he8/Vlo3tK1TR6H7d6Jnu3zWbdpMwf367jFA4PbwrRpabpHJCx6SR0sivOakn3n3RQe1KVC6YfjOI5Tt3iAXMtI+hXwEUHa8afYT/kqQh/mdkBzQouzDQTRRi6hm8X3zGyNpLMISuhs4Hdm9oKkyYS2cXsTNNn3ESQlXxDEJv2BvwHrCarnN4B/xWPGEsx0NwAdKOt80ZEgJPk4wznHE3owG3CGmc1PusYDCO3higndPG7McC0/AUYQuoZcBUwjdNLo8v/tnXd4VGX2xz8nofeqoHSkCAQiBAgdRBGVBQQbogKuoiyuuq4FfyyKIhZk1WV1wQooWFERxUoJNZQgWCjSA4pKaAGkheT8/rjvhMlkJo1ACufzPHnmznvfct57Azlz5tzzBZJU9TIRedDZVx4Yoarfikg9Z3dxYLWq/iOja24OsrH7oJeK8emaXcRu3ZvaXqJoGNNvjz4tJ9mnYOerPzx3rnOS69QJWgP5wHnlafBAUXOODcMw8jGhHOQCVmy0QNEd+Aav5rB/ZYmfVfVKYBGeEl4KngpfV+Az4AYRqYKniNcZuAzw16v9QlWvwHM4ZzslvbWu/1XAE65ttKp+4tbrqqrvB9hXHugF3AeMDLamq6l8MdBZVTsDgbJgLwA3uPVeCLGXqnhOdyc3R4yzfYUb56ud/LKqXopXa/n/XNuzeKIjXYEiIpL+E54p6Rl+nExRtu75k59+TVsGPOlkCsv8HOacEFLBLoRaXrndiRkq4hmGYRj5F6ticQYQkRpAczwnMQwoiefsgRfVBU/euaKIlAZecYp0FYCPgHpAE2C+61vVb/qV7rU+p5T6luMJmLwMPCIi1+PJM3+RgZmrVVVFZJWbK92aqpokIv8B3hSRRLy6xof95iimqr8COCGVUHtZ7URFfP0aA2/43ru5BorIrXiiK9VcWyO8GtQAZfFqIacJEZuSngGwdlciry/axmff70KBqyKq0+miyjw6a62n5lckjOh6lU9rjZAKdiFU9A6eVz5DRTzDMAwj/2IO8pnhWuBeF8FFRF4XkbruXKA6Xk9gl6reLCL34KVfbMWTme7lnNiifmN8DuVmoDVe+kRbYBOeTPS9IlLMtX8RsJ4/kU4R7xJgS7A1RSQc+FBV3xGR/wP64aVs+DguItVV9TcnpBJqL5EiUkRVT7p+6/Ec+ji/fOoHgKZARWCxm/9n4AFVjXe2Wk0vIxVVZcHGBF5btJUlm/dSulg4g9rXYUiHOtSoWAqA+ueVTafml1NCKtgFUdFLLlmcCs+/zAeWg2wYhlEgMQf5zNAfL/fYxzzSpln4swwvnWE28Bvwi6ruEZH38GSxk4EfgXsCxr0GTBeRm4DfgafxpKP74eU3T3H95ovILE5Fm30cwpPeroKXgxxszUeBWc6pTQFuDJjjfmCGiJzAi5a/H2QvCSIyGU+i+k/gSWfLFBHpj5cvfQVe5HoRXjT8oJv/YTzFwOJu/dtIn+ZhnGMcP5nMp2t28fqirWz84zDVypVgxJWNGdCmFuVLFk3TN5ia3+kQVMHOT0UvsIpFN8hQEc8wDMPIn9hDeucgTga6l6o+kMem5Cr2kF7h5sCRE0xfvoMpS7eTcOg4jauVZWjnevRqfgHFitjjFIZhGEb2MSU9wzAKJDv2HuHNJdt4f+VOjiYl06lBFZ6/vgUdL6pistOGYRjGGcEc5HMQVY3BqyZhGPmW1Tv289qirXz10++Ehwm9W1zI7Z3qcnH1cnltmmEYhlHIybffS4rIUhF5JK/tOF1EJFJEhrnjOPc6WETaiUgdEZmRw3mricjj7jhGRMq4ee/OPeuzZc8VIpLo8oUz6jfS3dvlIjLItXUVkZ1uH3P9+v5DRJaIyOciUv5M78HIe5JTlK/X/s51k5Zyzf+WsmjTHoZ2rs+ihy7l39e3yL/O8fTpXj3ksDDvdfr0NKfHLRnH/G3z07TN3zafcUvGnT0bDcMwjCyTLyPIToUuHq+WcK7KNGdHhS43UNU1wJqAtinOljqnMe/vwGM5tyzXuQ54B++Bu1kZ9HtXVce6ShvfiYivKsb7/jnRrn7yX4COwE3AcOCpM2K5kecs3byHyUu389OvifyWeIwLK5Tk0V5NuL51TcoUz5f/TZ0iUEkvPt57D6kP8LW+oHWaahbzt81PfQ8hFPoMwzCMPCO/RpCvxVOJ2yoi9QFEZLSITBeRL0VkoYiUEpEwEfnGRR6/FZFyru9gEVnkIpWXurYYEfk38KWIlBeRz0RkgYh8ICLFXBTzGxH5VES+F5FrRWSWiKwUkfOCrSUildz7GFcpAhF5UkRinY3Rbt7x/ptze+nl3p4vIh+JyGoRaefOj3dzrhCRSNfWRkQWO5v/mVn02RetdsfLgtkW0D+Y3bPdzwoRaZDBWkWAGsBYvAoevvb17p6tFpFbAFR1qzudBJz0m6a/u2f3uvetgRj1niL9Cmgfan2jYLMqfj83v7Gcb9f9we+Jx7j/8oYseLArt3Wsm/+dY4CRI9OUeAO89yNP6ft0q9uND679gOtnXM+j8x9N4yz7FPpGjfJeY2PPsv2GYRhGOvKrg5wXKnTgVfXoA0zAK33WG89R7xtsLbwawnGura+b4wpOqcatyMJea7j1+wBjXNujbs7bOSUJnUa1LgvzBiMj24KdS6O2l8G8lwJzVPUXPPGTYq69GjAM6AT8LWDMPcAHzgGOwxMF6Q70FJFWeEIjvnJviXg1ldMhpqRX4Fm2dS++YjoKJB5Nokh4fv2vKQghlPQC27vV7cawqGGMWTgmjcJeSIU+wzAMI8/Id3+FJK0K3SN4DpqPYCp0r4nIQjxn8gLSKsJ9wSlVNkirQuc7Xg5c5I5/cK+/BhyHWmsBkCgiU/FqAoOnNveKiLwCnJeFLf+kqidUdQeeQwrwTxFZDLzk1oEA1boszOuP71H/jGwLdm61c2B9anuhuBb4i4h85fr55KO3qupBVT3sZwMicjnQBXjG7eewuwYn8NIzWgD7AV/CaQVgX7CFVfVVVY1S1aiqVasG62Lkc6LrVaZ40TDC3G/Iuyt2sGBjAfqwU6tWltrnb5vPxLiJjOo8iolxE1Nzkn0KfeHhAQp9hmEYRp6R7xxkTqnQ9VTVHsDPkrkKXWfgddfmU4Tr5qKwkX5jAlXo4JQKXeD8WVmrqKqOUdVBQA/xJJYXqupf8ZznoVnYb1PxVOtq4DnblfE+FHQC7uaUY3lcRKqDl0edhXlLiEi4iNTGEwMhE9uCnQtU20uHS6+or6pdVLUn3nXyRf3TFdkWkabAKOBWn6PvS41xdMK7P3FAV9d2BbAkC3s2CiCtaldk+u3R/LNHIybd3JJalUoxZPIKXl+0lQJRp33sWChVKm1bqVJeu8M/5/iJbk+kplvM3zY/VaFvzBjv1XKQDcMw8p78mOCXVyp0meW4plsLaC0iT+FJIG9zbV+KSEmgOF6kuXIm8/4KfAjUxktD2A/8gRcBX+rXL1C17uNM5p0OxALfcSr6OjPANn8Cz1UmQG0PQEReUdU7/cZ1w7vGAKjqThG52C/NIpDn3dyfe743fYDrRGQoXk7yElVd6Nb6TESWuGsyMJP9GgUYf8W7Tg2q8s8PvufJ2evZ8Pshxl7TjOJF8rHKuJ+SHjt2eJHjsWNPtQMrd61MIzfty0n2KewFVegzDMMw8gxT0jOCIgVQbc+U9AoPKSnKf+Zu4j9zN9GyVgUm3dKK88qWyGuzDMMwjEKGhFDSy48pFoZhnOOEhQn/uLwh/xvYkvW/HaLPS0v48ZfEvDbLMAzDOEcwB9kIiqrGFKTosVE4uSqiOjOGtSNMhOteWcpn3+/Ka5MMwzCMcwBzkHOAq4H8mV+t4r9k0Dedyp2rFJGnZGSDiFQQkeuzOV8dEenh9z5be/Sv6ywiL7p8aMOg6QXl+fTuDjS7oDx/f3c147/+mZSUfJYalomSXiCmrGcYhpG/MQc5Z9wCfOWqZLTFq8ucZQIecssTMrGhApAtBxmow6nybqe1R1W9T1WP5nS8UfioUqY40+9oyw1RNXlp/mZueDWWF77dyKr4/Xlt2iklvfh4UIX4eE4MGcrG0aGdZJ+yns9J9lW5aH1B65BjDMMwjLOHOcg54wjQRkTOV48DEFzBLxg+lTsRmSIir7ko80QRedQp5U1w52uKyDw35//81vjYKdytFJELXPs0N89iEaklnjrg526+hSJSIoQN6RQK8cQ9urj5GolIT799DXDjAlX5huEJtcSIp1QYuMc54qkUioic794vFJEZIhIeYJsv6t7X7TFGRIad/m0zCjLFi4TzTP8IbutQh5Xb9/OfuZu48dVYVmzbm7eGBVHSK5Z0hBJPjAypipeRsp5hGIaR95iDnDPeBn4GvnZOYwPJWMEvI2JcJLop8L1TymvvHNoRwDhV7QSUFJEubswBVb0aeJVTJfCGunnGAXcCNYFjbr4uqnosAxvSKBQCE4EFbr5NwKN4KncdgbucQxuovDcReF9Vu6pq4NNUi1T1MuAwEIFXtq2nG7sDT4kvGP2BIc6OoCkbYkp65xQiQuUyxVNFRZKSlTveWsUHcTtJSs6ufk4uEUJJr4buyFAVL5SynmEYhpH3mIOcA1T1pKo+paqReI7wE2Ss4JcRPsW+XX7Hv+Op6oVS/AtUFAwHnhWRRXiKeBeo6ha8WtBTgCcDo7QBpJkv4FwVoAGe9Pc8974q2VMMDJy/El5N5wV4oigXhBg3BhguIm8BbYJ1MCW9c4/oepUpViSMcIGi4ULl0kV5aMYPdP/3grxxlEMo6f0itTJUxQulrGcYhmHkPeYg5wARqe0nhLEb7zpmpOCXERmp92VF8U/cWue7SPOTnolSHHhZVQfjObQdsmiDAEl44icAe4D1wOW+fanq76RX3vMfk9n8A4FvXHT7c/xkqAPYqarD8CTHn8rAfuMcwqe8d3+PRrw3tB1z/9mV12+NolzJInnjKAdR0jtRtBTHHh0bUvwjI2U9wzAMI+/Jj0p6BYEI4H0R8aUt3J1FBb/s8iwwVUT+BfygqgtFpF6QfhuA6iLyLbDOtdUG3hBPlvognqJeVvkNL6VjBvAQMBaYIyIpQALeA3yBynvxwNNuzJBM5p8LvC0iVwB/cipyHshoEWkHlAHGZ8N+o5Djr7wHcFmT8+l+8XnMXb+bF+du5KEZP/DSvM3cfelFXHPJhRQNP4OxgCBKesXGjqXhwNDij5kp6xmGYRh5iynpGYUGU9IzAFQ11VH+6deD1KpU6uw4yoZhGEaBQ0Io6ZmDbBQazEE2/DFH2TAMw8gMc5CNQo85yEYwzFE2DMMwQhHKQba/DnmEU45LcDV+l4lIq1yYb0YOx2ZJ9c5X2/h0EZHIjOoau1rPIR5vMozsISJc1uR8Pru745l5mC+bKnqGUdAw5UfjXMQc5LzFV2v4fryax2cdEQk728p+qrpGVSdmcH6KqoaQWDCMnBHKUe4wdgF9H93Ag1M2ZV+ZL4iKHkOHmpNsFCpM+dE4FzEHOX9QAVfqTERuEpHl7qena5vilOwWukhxCaecN09EZolIOTfP+SLykYis9kVg/aO+IrLMvY4Wkaki8iXQ1E/17hYRmSsi34nILUHsDBNP8W+5iDzixoRS+5spntrfEjfvbPFU/YqLSFcRGe/6fhdkztEi0ktELhJPrS9GRF7N9atunJP4HOU3B7WmY40L2X3kCGtObOGD9RsZ8Mqy7DnJQVT0OHLEazeMQoIpPxrnIlbmLW/pIiLL8QRBLnViHiPwah+XBOaJyFzgYiBaVdWVbfsbME9V3xSR/nh1iGcANfAU76oBb+Kp4oVih6oOAs9hcHykqm+7GsqL8RQD/akAPIMn+LEaeJpTan9fichkP7W/BFW9Q0TGAC1V9WoReQHoApzIZM7U6wNMV9WX3L7TISJD3f6pFUKwwTAAfks8yvKt+1i+bS/Lt+5j654/AUg5KUi4IgJJKSks27o3TQm5DAmhohey3TAKKP7Kj6M6jzLn2Cj0mIOctyxQ1WtF5F48IZDdQLyqHgeOi8hxPJGN/wBvikginoJdE6C1iNwKFMWTiAb4SVVPADtEpHyQ9fwFOVYGOX+5iNzvjhsGOb9fVeMBROSoawum9pfMqdrGvwLH/Y4rAn9kMqePD4CRTklvDvBWoEGq+iqe5DZRUVH2xKmRyi/7j5xyiLftI36vF+ktW7wIbepW4sY2NSl1uDJ/+3syFfqugPAUihUJI7pe5awvUquWl1YRrN0wChGByo/d6nQzJ9ko1JiDnD/4H7AUzwGs7SK4JYFieA7yh6r6joj8H9APTxgkVlXfBhCRosCFeOkSRYHzgUQ3d7JfCkYDvzWDPZn0GNANz6HdEuR8MAfUp/b3FZ6TPxlPdjsjhcDM5vRxUlVHAIjIOhGZpqpnWUfYKAioKjv3HWWZiw4v27qXXw94n7fKlyxKm7qVuCW6NtH1KnNx9XKEh536NaxfEd6bE02JWnu5vmvlrEePwVPRGzo0bZpFqVJeu2EUEvyVH7vV7Ua3Ot0szcIo9JiDnA9Q1SQRmQP0xUs3WOhOjQTKArNcikEKcCOwD3hVRHyKdf8G1uJFaD/EU9H7mzv3kptvLbArE1M+AubjpTpkNREzq2p/OaG3iNyNp9b3lTnHhg9VZfveIyzbupflW70I8W+JnrBlpdLFaFOnErd3qkt0vco0Or8sYWGh1MyhXTto164i3pcb2SSIih5jx55qN4xCgCk/GuciVgfZKDRYHeTCi6qyJeEwy7buY/m2fSzfupfdh7zMnSplitG2XmWi61aibb3KXFS1TIYOsWEYhmH4CFUH2SLIhmHkO1JSlE27D6c+ULd82172HPae7Ty/XHGi61Wmbb1KtK1bmfpVS/s/aGoYhmEYp405yIZh5DkpKcqG3w95KRPb9rJi2z72H0kC4ILyJejUoCrRziGuXbmUOcSGYRjGGaVQOcgiUgcYr6rXnuY8PYGSqvpJFvq+craFNrKCiEzBuxY/5bUthhFIcoqybtdBlm/by7Kt+1i5fR+JRz2HuGalknS/+Hza1q1EdL3K1KhYMn87xNOnWw6yYeSAcUvG0fqC1mnymOdvm8/KXSt5qMNDeWiZYRQyBzk3cMpyX2W1f246x27ts/ogWk7WzAs7jYLLqvj9LN2yh6pli5N4JInl2/axcts+Dh0/CUCdyqXo2bSalzJRrzIXViiZxxZnA5+Snq+KhU9JD3LNSY6NhZgY6NrVe6DQMAoLPoU+3wOA/tUyDCOvKfQOslOEG4z3iPoLTgijKl45srLATlW9WUS+wyu1Vt6Jc5RxAhXrgVVAJDAW6INXh/jvqrpAROJUNUpEhgG3AUeAF/EqQbyNV9u4HvA3VY0VkZuAe515jzmBjRi3RjNX23g6Xom33cANqprst59gtvfEq3gRDvxXVd/16y/ABKAZcBIYoqq/iMg6IA5IEJGXgYl41SJWq+o/RKQkntjIBUCSql4WYGcf4HV3/jBwM3Ce2/NxYKOqDhWRNsDzeLWRZ6nqv125uivwSr4NV9Uf3fVfDrQEZqrq04HXNCsRfSN/sSp+Pze9tozjJ099nqpXtTR/ibyAtnW9lIlq5UvkoYWnSUZKerngIMfGQvfucOIEFCsGc+eak2wUHvwV+oZFDWNi3EQrHWfkGwq9g0xwdbj/A95Q1U/8FNoq4jlhm0VksN/4asBdeLWFF+E5u42Ah4EFfv1uAC5T1UQ3Zy0ClO1E5AoClPLw6gcDfKGq/xSRYkBPVT0pIs8DlwLf+q2Txna31qNAVzwHeL6I+H/8vhpPjKObiLRy69/tbOugqvtF5EM8B36LiPxXRKKADsAKVX0hQMXOZ+fdpFfz20965bsXgOtV9VdnbwTQSFW7iEg1PMf8GoIr6gVe03SYkl7+ZtnWvanOcZjAXV3q81DPxnlsVS5yhpX0YmI85zg52XuNiTEH2ShcmEKfkV8J6nQUMi4XkQXAN5xSh2uMU5/zSxXYr6qbg4zfqqqH8WoMb1LVY5xShPPnIWC8iEzmlCDHT6p6QlV3AOWBqjilPFU9gKeW5/uQ4lOjqwTMcDb3wovQ+hNoexW33jd4DncVt46PJsA1Lvr7PJ4jCrBZVX21jhsBb7g+7fGc52DXyN/OJsAwN+Z+t+4HQA2nfHez61dMVX/1m+dioL0b9x7gEzHZr6rxro9PUS/YNU2Dqr6qqlGqGlW1atVgXYw8pOkF3u0VoFiRMLpffH7eGpTbhPpQlksf1rp29SLH4eHea9euuTKtYeQbAhX65m+bn9cmGQZwbkSQg6nDrceLkH7ql08bKqc2q4pwP6rqHSLSHi+6/ATple0SCFDKc5Fi/NYfCHyjqv9zEeTAddLYDuxxbZc7wZGi7tXXfwPwgaqOgVTVPf/1AH4GHlDVeJeSEY4XAe8AxAXkHKf4zRuo5lckUPkO70NAdVX9zdm7AU9i+/YAe4IV5A68prcF6WPkYzb+cQiAwe3r0KvFBdlTqSsInGElvXbtvLQKy0E2CiOm0GfkZwqjg9zJqdIBfE1wdbingSkicj+wHRiUC+tOclU0ygAPurY0ynaqmiwigUp5gcwF3nbpGH8CPwScT2O7qg4SkbHAHBFJwXPCr/fr/xlwqYj4PpZPA94ImPNhZ39xPAf4NuA1t05/vIjuFQFjXiW9ml+ZQOU7Z+cMETkBfKaqz4vIJhchT8FLH3kqyHWA4NfUKCCkpCjTl++gdZ2KPNa7aV6bc2Y4C0p6ntJfrk1nGPkGU+gz8jOmpHeGyK2Sc0bWMSW9/MXCjQnc+uYK/nNjJH0iL8xrcwzDMAwjHaGU9M6FHGTDMPKAacviqVy6GD2bVctrUwzDMAwjW5iDfIZQ1e0WPTbOVX5LPMqc9X9wXVRNihcJz2tzDMMwDCNbmIN8mohIHRFJEJEYEYkTkRtd+2gR6ZXNufqKyHnuuKeIXHMmbA5YU0TkFxEZ4Nc2WkR+dHv60rUNF5HtIjLDr18NEZkrIgtE5J9B5i4rIstF5LCINPNrX+jmXuprF5Ep/n1c2yHXb6XLZTYKCO+u2IkCA9sW4tJ706dDnToQFua9Tp+e1xYZRqFl3JJx6SpczN82n3FLxuWRRUZhxxzk3GGBqnYFOuOVJsspffHENlDVr86SMEYH4Au8WsT+PKKqXVX1Svf+Q7yazmn6AE+pahegi4gEJpoexStVNyOgvbu7Xo8A/8jAtp9dv7bAEBGxUGQBYMW2vbyxaCuRNStQs1KpvDbnzOBT0IuPB9VTCnpn0EmOjYWnn/ZeDeNcw6e653OSfRUwWl/QOo8tMwor5iDnLqXwVN9SceIY37hI6LciUs61x/n1WSYidYGewGQReVpEBruKEIjINDd+sYjUCpi/nYiscFHcJ1zbdyLysmsfnonN1wH/AYqLSJlQnVR1N54anj/1gDXu+AegXcCYk6qaEGSuJHdYDvgxE/vAUxVMInQpPiOfsCp+PwNfX86fJ5L56ZdEVsXvz3xQQSQjBb0zgE9Rb9Qo79WcZONcw19179H5j1o5OOOMYw5y7tDFCV/8gCcDnYqrH9zHRUI/w1OHS4eqbsNT1Ruiqo8EnB7qxo8D7gw4dxXwhIvijnZtFfGc3vZ4kdegYTxX87iRqq4FZuKp7vl42jnlTwffMuDVX75UPLGTrpwSIckQEakqIkuA/3Gq5F0wGrnruh6YrUFKrojIUJfaEpeQkM4XN84yy7buJTnFu01JKcrbsdvz1qAzxRlW0AskmKKeYZxr+KvuDYsaZs6xcUYxBzl38KVY1AEGi0hJ3wkRKQ28JiILgdtJr4wH6cVATp3w0gqeFZFFwL+CjH8ZTy3wLbwINMBhVd2oqieBTUD1ENO3B+qLyFfALXgpHj58KRaBzro/TwM3ArOBeOB3EbnfOdYhc4ZVNUFVOwD9CV0DGU6lWNQHmotI7SBzmZJePiK6XmWKFQkjXEAEZq7ZxcSYLRS6cpJnWEEvEFPUMwxT3TPOLoVRKCTPUNUTLipbzK+5J7BLVW8WkXvwpKQBSjjntwaeTDN4aQSBebaRwPmq2klEegP9As4nquq9IlIMWIWXT1xGRBoAW/Gcy99CmHwdcL2qrgYQkc+cQ5/V/SYA/d0+3gdiVPVzPEnroLhoc4qLrCfiiaFktk6KiBzGi1DHZ9U+4+zTqnZFpt8ezbKte2lZqwLvrNjJs19tYEvCYZ66JoJiRQrJZ/IzrKAXiCnqGec6prpnnG3MQc4dfCkWxYHPVTVRTkk9LwNGishsPEf1F9c+HYgFvgP2ubYvgRdF5Gvgd9e2AaguIt8C64KsfaeI9ANKA1Nc237gn0BLYKqqHhGRwXgR2VhITa+4FPCP9MbipWykw1XnuBtoICJzVPUyEemJp8KXAoxT1cNBxn2B5+Q3EpGJeEqB74in+pcC+OdIvyYiPod5IKdSLMLxZKe/D2abkb9oVbtiqqR0dL3K1KtSmv/M3cSOfUeYdHMrKpUulskMBYCzoKAXiCnqGecyprpnnG1MSa8QIiJxwVRhCjumpJd/+XTNrzw44weqly/BG4Nac9F5IZ8HNQzDMIyzhpiSnmEYeUWfyAt5b2g0fx4/yTX/W8LiTXvy2iTDMAzDCIk5yIWQczF6bOR/WtaqyMzhHbiwQkkGTV7BtGWWTm4YhmHkT8xBDoKIdHKVGBY6pbhmmY8q2PjXZc5rXA1oy7YshNSoWIoZw9rTpWFV/jXzJ0bPWsvJ5AJa3jqPlPRMUcwwDOPMYw5yACJSGa8+742q2hm4ngzKsGUyl13fHKCqU3wPExqFjzLFi/DarVH8tWNdpizdznWvxPLCtz8XLFGRXFDSy6kynimKGYZhnHnsIb0ARORWoL6qPhbQXh6Yhqf+9gdwM14d4Qddl6rAQFXdJCLrgDggAZgKTMRzsmer6lgRqYonKFIW2OlKwN0E3OvmekxVvxKRNngl05KBWar6bxH5F16liSRgGJ4DH6eqn4vIXcAxYDHwNnAc2KiqQ/32Uced242nhPc3VY0Vke+A5XiVL2aq6tMiUtPZXxSvisTfXI3nN/HqMSe5ahZRwHN4VVE+VdXxIlIFeN1dr13AIKATMMLZVcddw5+Bj921EKCH6xOHV8Ej6D6CYQ/pFTye+WI9kxZuBaBE0TCm3x6dWgEjX1OnjucUB1K7NmzfnulwnzLeiRNeXeO5c7NXocLnFA+LGsbEuIlW6sowDCOHhHpIz8q8pac6nkMXyFA8B3eSiDwGDMCryVsez/FrB4wEBuPVNu6gqvtF5HM8gZANwLciMh3PEX5DVT9xUtTheE5ha6AkMA9PVe8FvDrFv7p+LYBWbm7NIELdBZiuqi+F6FMD6A5Uw3N2L8OrMfwMsBNYjScCMgKvfNtXIjJZRLrglWxboaov+M39LNDP7fcTEXkb74PDBFWdJyL/BK4B9gBFVbWniFwODMETOjmmqr1ERNy+sroPRGSouzfUOkMiDcaZo2zJU/8FJZ1MYdnWvQXDQT5NJb1gynjZcZD9FcVGdR5lzrFhGEYuYykA6dkFXBikvT6w0h0vBy5yx6udBPIq1wdgs6r6vi8+X1XXuz5xrk9jYBGkSlFXBeJV9biqHgCOO0GNYqr6q1+/xsASn+Sya/P/CsDnWX4A1HDqejcH2ctPqnpCVXfgOfgA+1U13s15NIM9B9oOEAF84moW1wNqAk2Ax13b9XjOOMAa97oTqKiqW4AFIjIFeNJ9WPCR2T5MSa+AU6VMccD7xS1aJIzoepXz1qCscppKeqerjGeKYoZhGGcWc5DTMxu4RkSqAYhIJfeQ3ma8CC9AWzwJZ4BIJ7pxCbDFtfk/dfSHiFzs+kS5PuuBDm7+MLxUjNoiUlxEKuA5xifxHOXqfv024KV14Ne2H88hBS+6DHBSVUeo6q3AiCDR16YiUlREauCp2UFaR9tHsD0H2g7wPdDHyUK3xPuwsAH4PydX3RZ4Jcg6IiLFgZdVdTDeB4UOfucz24dRwPku/gDFi4RxT/eLCk56BXiiIKVKpW3LhpKeTxlvzJicp1d8cO0HPNHtCT649oM0OcmGYRjG6WMpFgGo6j4R+Rvwvvuq/wReSsRrwHSXK/w7XgpCe+AQnlNdBU/9LZCReLm4YXgqe9tF5GlgiojcD2xX1UEi8gyw0G8MeCp3M0TkBPCZqj4vIqtFJBYvyns3MAP4VER6cSry21tE7sZT9vvKL9Lr41fgQ6A28LcMLsezwFSX9/yDqi4UkZXO9v5uvSvwUjE+dg7sCaAvMBZPGe9xN9dDIdaoDbzhxh7EUxa8NIv7MAowB48lMev7XVxzyYX84/JGeW1O9sgFJb2cKuOZophhGMaZxx7SOw1EpCvQS1UfyGNTsox7SG+8ql6b17bkNvaQXsHirdjtPPrpWj67uyMRNcpnPsAwDMMwchlT0jMMI9+gqkxftoOIC8ubc2wYhmHkO8xBPg1UNaYgRY8BVHV7YYweGwWL73bs5+c/DjGwrVUeMQzDMPIf5iBng2AKe0717e5szNFVRBqGOPeiqzPs39ZTREa741eCjTvbiEhDEUkWkQv92mJcJQrf+5d96nwiMkJEFojIShG5z7VdJSJLRWSxiLwUZI1abs4FIvKle3jRKCRMX7aDMsWL8JcWF+S1KTnjDKjomUKeYRhG/sEc5CySiwp7XYF0DrKIhKnqfap6NP0QD1W9MwfrnQmux6tK0T+g/QJXHSMMr9ayj3+rahcgGrjDlXL7Ceisqh2BSiISKAN2EK+2chfgE+COM7ER4+yz4OfdfPr9LjpeVIXSxQvgc8K5oKIXSGwsbIxpTb93TSHPMAwjP2AOcta5GvhYVX8HUNW9qvqjfwcReUBEYl1ktJWIFBORz10UdKGLDg8GnnbCG13d+VnALS5iWkZEKojINyLyFXCd3/y+iOwUV3oOEXnGzdPVjflURL4XkWtFZJaL2p4XYOcw175ARK4RkToiskhEPnJVMjJ7tr4znhBIj4D2uXgVKDoCS3yNqprkDksAW1U1WVV3uFJ24KkCnvSfSFUPqOq+UOeNgsmq+P38dWocySnK3A1/FCx5aR8jR8KRI2nbjhzx2nOAT1VvymPdOPLWB/R793oenf9oaik3q0xhGIZx9jEHOeuEUtgDQLy6yb3x6vjejFcirSaeSlwXoIuLDk8BHlHVIW5oObwawlP9prsdmKGqPfFKymUVUdU+wAQ82eveePLYfQP63QBc5uz61LXVwFMH7AOMyWCfDYGfVfVPIMFXp9nxCZ5iXn/go4Bx/8aro7wioL0VUEVVV4dYrzxwJ951C3Z+qIjEiUhcQkJCKLONfMKyrXtJcZVzkpKVcV9t4OiJ5Dy2KpucpopeIP6qesmbu3FJsqeQNyxqmDnHhmEYeYQ5yFknlMKejzrA96qaoqpbgfKZqMT5iPMp4/lxEZ7YBgQ4lI5g6nkAP7jXXwOOA9UXHgLGi8hkoIFrC6auF4zrgDYuuh1B2jSLXcD5QH2391MGq/4TT2Wvj4hcACCeUMl/8KLqiMhNLoo+zr0vCrwDPOCnTEjAvKakV4CIrleZYkXCCBcIF2H5tn1c/sIC5m34I69NyzqnqaIXiL+qXvhF81kdbgp5hmEYeY05yFknlMKej+14qnphIlIPOCDBVeKSAH9HOZj4xWY8ZT7w1PcC8VfPa+nXriGOA3Olf1TVO/DETx52bcHU9YJxGdDORbc7AFcFnJ8GvOvf4K4DwHHgCHBURMrgOb93qWoCgKq+45T3fKIi/wM+UNXFGdhjFCBa1a7I9Nujub9HIz64qx3vDY2mRNFwbpsSx11vr+K3xJAp+PmH01TRC8Snqjf48fmUuvV6Ph5gCnmGYRh5TQF8QiZvyEBhz3f+dxH5FC/3VoG/E1wlLgl4VkS6ALNCLPc68IGIXIcXlY0POD8FeFtEhrn5ssskJxhSBi+XGIKo64nIi3jpIEfd+wZAok/RTlWPi0c1v+uQJrXC8byINAWKAm+p6n4ReQSoD7zkrudjqrrAN8DlQd8ENBCRIcAnqvqfHOzVyGe0ql0xjaT0F/d04rVFW5kwdxOL/p3A/T0aMahdbYqE59PP77mgohdIu3awKGUlH19gCnmGYRj5AVPSMwqNup4p6RVsduw9wqhPf2LBxgSaXlCOsddEEFmzQl6bZRiGYRRixJT0DMPIz9SqXIopQ1rz8k0tSTh0nGv+t4RHP/2Jg8dy8iWJYRiGYeQcc5ANU9cz8g0iwtXNqzP3n10Y1K4O05bF0/3fC5j1/S7s2y7DMAzjbHFGHGRXV3dGBucjRaRNNudMVaBz44dl0HewiLTLzI5M1qsmIo+7Y1994myp5uUWru5xjN/7h0QkV2ua+V9Tv3rLo0WkVxbHx7haynEiMtSvvYyIJPjmEZHqIvKteLWib3VtRVxd6EUi8h+/sYfcvDEiEpGb+zXyN2VLFGV076bMHN6BauVKcM+7q7n1zRVs3/NnXpt22ip6pphnGIaR/8mrCHIkkC0HGT8FOlVdo6oTQ3VU1SmqGptj67w5flfVx05njlymhIic7447ADuzMsg9IJgpmV3TLHIl0An4P1eiDeAeTpWsAxiBVyO6MzBMPPGUvwC/qmonoJSItHd9f3ZVLboGirIY5wbNa1Rg5vAOPN67Kat3HKDHiwsZ8dEPTJi7MW9ERkKo6G0cPZ2nn/ZEPzKj9QWt01SnMMU8wzCM/McZd5Bd9O9F8ZTk/ueahwH3isiXrs//ySm1uQjJmgLdeDf2OxGZKCLLXWWEwMjn+RKgECci451dK0Qk0rW1EZHFbs1/ZiEKHud3vMy9Pimekt5CEYkO6J/mnNvDbPezwlWIyIhPgL4iUgv4BVceTkQuF5F5bo4Rrm2wiLwvIrOBywKuZQkRqSIiM924aSIS7n9NQ+w3zT0K1c9VvPgNTz66HF6t5GV+XVoD85yKXhzQFGgHfOPOfwX4HOT6br2JIlIik+tjFFLCw4RB7esw959diKpdkfdW7uT5bzcx8LVlZ99JDqGiV+KJkYwa5SniZeYk+6pTXD/DFPMMwzDyK2crgvyxqnYGmounjDYR+I+qXumcrUZO1e164AmypkDnowLwDJ6TdWOQtYMpxD2qql3xFOt8Zc5eAG5wa76Qw31eAXRyew0U+Ah2rjzQC7gPyEyn9lu8GsTXAh/7tS9R1UuBtngOdEnXfkJVrwa2kPZaHsOL4k5w41bjqd+FJMQ9CtW3Cp5YSAJeGbyXAroU8ZWJw6u3XAnvHh4MaAO4yF2v33Cl54KsZ0p65wjnlS1O8SKn/stKSk5h2da9Z9eIEGp5NXQHycmeIl5MTObTdKvbjWFRpphnGIaRXzlbDrJPRvgXPGfIn4uB9i7H9j2gXBYV6HzsV9V453QFUxkIphD3TxFZjOe8XeDaiqnqrwB+DlxW8Qlx/At4RUReAc4L6BPs3GqnorcKryZwRpwA/sRLR1jg136JiMwBYvCU6nxzr3R7CXYtmwCPu2t+PVCNjEl3j0SkiYvCf+PX70s8iel7gbJAc1VdEjBXkt/9rADswxM+KRfQhqr6vJ8P8dJy0mFKeucGx5KSuf+D75n/cwJhAuECRYuEEV2v8tk1JIRa3i9Si/BwTxGva9fMp5m/bT4T40wxzzAMI79ytoRCAlXd/NXkNgALVPV28OSF5ZQCXYqIvEpwBbpgcwejqcuHPR9IFJHKeFHbaLyv/ye4fsdFpLqq/pbFvN0SztGrAVRxbQtV9WsRuQkYStpIa+C5hXjKe4KnmpdGmjkEbwItVfWkNwzwosH34F3HFZxy1n0pGMGu5QY84Y1Frk9R1x6KdPdIVZPw8sL9uVJVD7s+bYGa4klSXwT8RUTW4KVVdHPOdivgAbxvDHq4a3IF8KaIlMaLfCfj5StvzsL1MQohuw4c5c63V/Hjr4ncf3lD2tevzPJt+4iuVzmN4MhZYexYLwfZP82iVCmOPTiWMcU957hdu4yn8OUc+9IqutXpZmkWhmEY+Yy8UtKLBd4SkShVvUVENonIAjyn7ltgBjlToAtGoELcfuAPYD6w1K/f/cAMETkBfEbaNIZgTHf7+A4X8QRmuhSH4njpG/4EnqsMHMKTsK4CDAQQkVdU9c5gC6rqQjwn0p+PgPeBH/EizIEEU/NbC7wmrkoH8FCQcf7r/hDkHj2VyZjleB9CEJHRQJyq/iIizwBv4314mKiqx0TkM6CPiCzCi6rHutzwN0XkMN49uzWj9YzCyYpt+xg2bRXHT6bw2q1RXN7Ee041qk6lTEaeIUKo6DUcOJBHsjjFyl0r0zjDpphnGIaR/zAlvTxCRLoCvVT1gTw2pdBgSnqFB1Vl2vIdPD5rLTUrleK1W1tx0Xll89oswzAMo5AhIZT08iqCbBiGEZTjJ5N57NO1vLdyJ90aVeXFGy+hfMmimQ80DMMwjFzCHOQ8QlVj8B6sMwzDsfvgMe6atorvdhzg7m4X8Y/LGxIeJpkPNAzDMIxcxKSmcxFXOzlBTqm/dXFVK7I7TzW//OCsjhksIsWyu5Ybm2EN5EzG1hGRHtnon6EKonHusnrHfnr9dzHrfzvE/wa25IErGuVP5/g0lfQMIzcwRUbDOLOYg5z7LPBTf1sQ+MCdODKaIIcqfoOBHDnIp0kdvAoUmSIiYbmk2GcUIlbF7+euaau4blIsxYuG8fHf2nNVRPW8Nis4IZT0suskx8aSZeU9wwiGKTIaxpnFHOQzjDjFPRGZIiITgTl4gh7fiMinIvK9iFwrIrNEZKWInCd+Kn6SgcKfeKp4MeIpBEYCX4rIvRJcKa+deGp7C0QkmNDHxRKg6ufGxrj1a7m2q8RTBFzgStYNA25w/cq7SPYiEVkqIpe6MTEi8m9nn78KYjA1wtEi8o6IfO2uyXB3nFlVEaMAsip+Pze8EstXP/1Osipj+jTj4urlMh+YV4RQ0mNkZjo/p4iN9RT3sqq8ZxjBMEVGwzizmIOc+3TxS7EoH3AuTlW745UtE1Xtg1eHeaCq9gamAX0DxmSq8KeqscAavDrE/yG4Ut5VwBNuntFBpgmm6jfUKQ6OA+50peKeBi5387yHp4r4vutXFE+1sDOe6p+/1/CFql4RzP4grHV9E/GU967AC743DOwopqRXoFm2dS/JKV4lHVUY99XP/Pz7oTy2KgNCKOmFbA9CTIynuJcd5T3DCIYpMhrGmcMc5NzHP8UiMeDcSr/jH9zrrwHHgcoHgQp/gaIrwQimlPcycLmIvAX0DDImjaqfeCIoz7raxP/CUxysCuz0iYEEURys59aeD3xBWoW+lWSM/16yem1MSa+AE12vMsWLhnnqeGHCloTDXPHiQm6fupJV8fvz2rz0hFDSC9kehK5dPcW97CjvGUYwTJHRMM4cVsXi7OLvUGqI40CnN1Dh7wCeeh94SnQ+AtUJA5Xyiqjqve5BvlV4Dqw/gap+kcD5qtpJRHoD/YAEoIaIlFbVP509/utuxXNoe6mqunWD7d1Hsoj4vk9vEOJ6ZOUDgVFAaVW7ItNvj2bZ1r1E16tMvSqlmRq7nSlLt9N/4lLa1q3EsK716dKwKpmk7p8dQijpMXZslqdo1w7mzvUix1lR3jOMYJgio2GcWcxBzv+kUfhT1edF5DsX2fWPys4CPhCRD4CxpFfK6ygi/YDSwJQg6wSq+u0CqovIt8A68CLGIjISmCciR4DXgM+Bp11e9BC8tIsFIpKMp+53TwZ7ewlPGXCtW884B2lVu2Iayej7LmvI0M71eHfFTl5ftJXBk1fS9IJyDOtanyubVc/byhYhlPRS27NIu3bmGBunhykyGsaZxZT0jEKDKekVPk6cTGHmml+ZtGALWxP+pE7lUtzZpT79Wl5I8SLhmU9gGIZhGBkgIZT0zEE2Cg3mIBdeklOUb9b+zv9itvDjr4mcV7Y4t3eqy01ta1OmuH0RZhiGYeQMc5CNQo85yIUfVWXJ5r38L2YzS7fspXzJogxqV5tB7etQuUzxvDbPMAzDKGCEcpCtikU+RNIq8sWJyI2ufbSI9MrmXH1F5Dx33FNErjkTNgdZN9u2GkZmiAgdG1ThnTuimTm8A9H1KjFh3mY6PDuP0bPW8uuBo2feCFPSMwzjLGBqiXmLfTeZf1mgqteKSClgMd7DbzmhL7AZ2K2qX+WWcbmFU9cLVuHCMDIksmYFXrklis27DzExZivTlsUzbVk8fSIvpEvDKuzcf5ToepXTPACYXWJjA6pN+JT0fFUsfEp6kO0H9QzDMDLCp5boexjTv3KJceaxFIt8iIjUAcY7B7kKMFNVO4rIaCAOr0TbV3jS0klAf1U9KCJxvq8JnDLdACAW2Imn4PczUEZVXxKRaXjl4ooAN6nqDr/1xwEz8IQ6VuLVH77dvZ8DvA6Uw6s8MQi4Da/m8Vhn193ATXjCKJ+LyP8BV+CVaRuuqj+KyHfAUjyBknHAf4ASwHeqercrOTcBaAacBIao6i8ZXTdLsTi3+fXAUV5buJV3lsdzItn7f61E0TCm3x6dIyfZp3h34oRXr3juXGg3oI7nFAdSuzZs3356GzAMwwjA5xQPixrGxLiJVsbvDGApFgWPLk7o4wdgsv8JF3Ht49TrPgNuCDaBqm7Dc1iHqOojAafTqOQFnFsIdHI/S/BqIncCFhFEpU9VXwOigFeA2aq60TeRiEQAjZzy3vWAT+a6IvCiqt6CF+HurqrtgQuc1PXVwH5V7ebWHBFsj6akZ/ioVq4EzS4sT4mip6pbJJ1MYdnWvTmaL6jiXS4o6RmGYWQVU0vMOyzFIv/iS7EoBswVkXd8J0SkNPCKiNQCKgAfBRkfslisn0peJFAcrw6xP4vxosL78BzozsCFqvqriDQB2orIo0BJ4G03ZhLwLl702J+LgfbO2QdIdq/7VXWzO64DPO/SSeriqfY1Aa4Rkc5uLzuD7UVVXwVeBS+CHGrPRuElJUX58qffef7bn9mS8Cf1qpTiWFIyySlK0SJhRNernKN5fYp3vghy1654dY+DRZCzoaRnGIaRVQLVErvV6WZO8lnCHOR8jqqecOkGxfyaewK7VPVmEbkHqOTaSzjntwae4AekVbrzEUl6lTz/NQ+ISAXgBF7UeDSwzZ1Op9InIiXwIrxP4MlSj/KbbgOes3+7r79r9887/hvwX1X9QkQ+xnOINwAfqOqYgHGGAXgVLeZt2M2/v9nIut8O0uC8Mky6uSVXNK3GdzsOpKrz5TQHOajiXS4o6RlGdklKSuKXX37h2LFjeW2KcRY5dvIYSX8m8U3PbyhRpATX9LyGhD8SWH14NSWKlMhr8wocJUqUoEaNGhQtmjV3whzk/IsvxaI48LmqJvpJ7S4DRorIbOA3wJebOx0v5/g7vOgvwJfAiyLyNfC7a9tAgEpeENYCR1X1pFPxW+jag6n0DQBeVtUPROQDEWntm0RVfxCRTSKyAM8p/hZ4KmCtz4AXROSvnHLmPwMuFRHfI7zTgDdCXSzj3GLp5j2M/+ZnvttxgFqVSvHCDS3o3eLCVJW9QHW+nJJO8S6XlPQMIzv88ssvlC1bljp16uQPyXXjrPD74d+pX7Q+5YqXS207ePwgR5KOUK1MtTy0rOChquzdu5dffvmFunXrZmmMPaRnFBrsIb3Cz3c79jP+659ZumUv1cuX4O+XNuC6qBoUDbfHKYzCy/r162ncuLE5x4ZxGqgqGzZs4OKLL07THuohPYsgG4aR71m7K5F/f7OReRt2U6VMMR7t1YSb2tZK80CeYRRmzDk2jNMju/+GzEE2DCPfsnn3YV74diOzf/yNciWK8OAVjRjcvg6lTV7aMAzDOIPY95K5gE81TkQqiMj1uTz3siBtFUTkbRFZKCLLRGS4a89yfkFGtoZS3PPZIiIjRCRrSTyGkQN27jvCPz/4nh4vLCDm5938/dKLWPTwpQzvdlHeOsf5TEXPlLaMc5nt27fTrFmzdO0xMTH06pVzIdeZM2eybl2ox3OyNqZr164ES/mLi4vjnnvuybFtxtnDwjC5SwW8Wr9Zkrk5DRW5l/HqDb/j5umagzkqEMRWZ1OGinuq+kwO1jOMDFkVv5856/5gS8Jh5m3YTXiY8NeOdbmrS30qlyme1+adtopeOlW+XMCUtoxQnInft3OFmTNn0qtXL5o0aZLrY6KiooiKSpfuauRHVPWc+gG64qnUATQGprjj74CJwHLgEddWFfgcWABMc21xfnMtc6+jgV7As0ACEAM0yqDvVLzqEhHA/7n5FwIRrs8gPMW8t4AfA+wPBzaF2Fuce22OJ/CxFBjp2obhqeItAK4JYut3wEt4dY0HA3e7cf+HVxnjJWCla5uCp3CX0bWcBKwBhrr+q4EBAfZe5OaOAV51bTHA887+p7Jzb1u1aqVGwSRu+z6t/8hsrf3w51r74c916Fsr9bcDR/ParLTUrq0K6X9q18506NKlqiVLqoaHe69Ll+aeWfO2ztMq46roqHmjtMq4Kjpv67zcm9zIF6xbty5b/XP7923btm3aqFEj/etf/6pNmzbVm266Sb/99ltt3769XnTRRbp8+XJVVV2+fLm2a9dOIyMjtV27drphwwZVVZ08ebL27t1br7jiCm3YsKGOHj06zby33nqrRkREaP/+/fXPP/9UVdW4uDjt3LmztmzZUnv06KG7du1KbW/evLlGR0frAw88oE2bNk1n7/z587VTp07at29fvfjii/XOO+/U5ORkVVUtXbq03n///XrJJZfopZdeqrt3704zdsmSJVqxYkWtU6eOtmjRQjdv3qyrV6/Wtm3bakREhPbt21f37duX6ZguXbroQw89pK1bt9YGDRrowoULU227+uqrVVU1JiZGW7RooS1atNDIyEg9ePBgur088cQT2qhRI73sssv0xhtv1Oeee05VVTdv3qxXXHGFtmzZUjt27Kjr169XVdVBgwbp3//+d23Xrp3WrVtXP/zwQ1VVTUlJSb1ezZo10/feey/Vns6dO+t1112nDRo00IcfflinTZumrVu31mbNmunmzZtVVXX37t3ar18/jYqK0qioKF28eHEWf3vyF8H+Lfn7av4/ee6wnu2fDJy6rUBtvLST713bC3hKcQBhmrmDXAeY4Xc+VN8x7jgCmOqOqwGfOAd4DV55t0rAwQD7zwdiQ+zN5yB/jifQIXjS0HWc41net5cgtm4DLnLHg/EEP6o5h1qAhsBWzZqDvBWoCZTCk6c+Dy9ivSTA3r9yyhH3Xd8YoIc7/gqom8n9HIr3YSKuVq1a6X7xjYLBS/M2pTrHdUd8ri/N25TXJqVHJLiDLJLp0Kee8pwV8F6feip3TRs1b5QyGh01b1TuTmzkC7LrIOf279u2bds0PDxcf/jhB01OTtaWLVvqkCFDNCUlRWfOnKl9+vRRVdXExERNSkpSVdVvv/1W+/Xrp6qeg1ytWjXds2ePHjlyRJs2baorV67Ubdu2KZDqbA0ZMkSfe+45PXHihLZr1y7VeX3vvfd0yJAhqqoaERGhMTExqqoZOsjFixfXLVu26MmTJ/Wyyy5LdRQBnTZtmqqqPv744zp8+PB04wcNGpTaP3DNUaNG6b333pvpmC5duuj999+vqqqzZ8/W7t27p9rmc5B79eqVuvdDhw6lXjsfK1eu1BYtWuiRI0f04MGDetFFF6U6yJdeeqlu3LhRVVWXLVum3bp1S7Xj2muv1eTkZF27dq3Wr19fVVVnzJihl112mZ48eVJ///13rVmzpu7atUvnz5+v5cuX1127dumxY8f0ggsu0EcffVRVVV988cXUvQ4YMEAXLVqkqqrx8fHauHHjdNegIJAdB/lcTLHwr2vn/0jjflWNBxCRo66tMV7dXzR4KkR2Hon077vSvQZTmasK7FTV48BxEdkSMM8e1ycjzlfV9ZCal1wfr17xeBEpAjwDHA8Ys19PKdv5qAP84H6BNopIYsD5jK7lTrf+BlXd7Y4Dvyf/AK+e81t4jvxbrn2Ve10N1OOUSEk61JT0CgXR9SpTrEgYJ06mECaSY/W7M8ppqOgFVeXLJUxpywjkTPy+1a1bl4iICACaNm1K9+7dEREiIiLYvn07AImJiQwaNIhNmzYhIiQlJaWOv/zyy6lc2ft33a9fPxYvXkzfvn2pWbMmHTp0AODmm29mwoQJ9OzZk59++onLL78cgOTkZKpXr05iYiIHDhygS5cuANxyyy18+eWXQe1t06YN9erVA2DAgAEsXryYa6+9lrCwMG644YbU9fr16xd0vI/ANQcNGsR1112XpWvmm7tVq1ap18ifDh06cP/99zNw4ED69etHjRo10pxfvHgxffr0oWTJkgD85S9/AeDw4cMsXbo0jR3Hj5/6k963b1/CwsJo0qQJf/zxR+pcAwYMIDw8nPPPP58uXbqwcuVKypUrR+vWralevToA9evXp0ePHgBEREQwf773jMOcOXPS5FgfPHiQQ4cOUbZs2Sxdi4LIuegg78eLbgK08msP5lytBzoAn/rlCyeLiK9qd4OA/oGqdaH6+pztYCpzKUANJzFdGs+5PWWkarJ7MO8mPZWD3FlVF/p1+0NELnbzR+GlO/yhqneISHvgYTy1O39bg30A2A40c0p+9YHyAeezci0zclpPquoIt4d1IjLNtV+C5zBH4pxfo3DTqnZF3r0jmn+8t4ZDx5NodmG5zAedbU5DRS+oKl8u4J9z3K1uN7rV6ZbmvXFuciZ+34oXPxXfCAsLS30fFhbGyZMnARg1ahTdunXjk08+Yfv27XT188wDS2z53gdrV1WaNm1KbGxsmnMHDhzIcqmuUOtl1i838V2j8PDw1Gvkz4gRI7j66qv54osviI6OZs6cOTRu3Dj1vBebSk9KSgoVKlRgzZo1Ga7rP0eouQL7h7q3KSkpxMbGpjrr5wLnYhWLH/EkmecAHTPp+zQw1KnATXZtL+HlC08EdgX0/w0oKSIzRKReJn1R1R+ATSKywCnGPaiqycCLePnD/wWChKz4O3CVq2KxBGgacH4k8LqbY76qbgcmuX38F0+VLtDWdKjq73jKd7HA/cDegC7ZuZbB6C0ii0RkBfCVX5S+l9vXalXdFqqqhlG4aFW7Ik/3j2D/kSRmrPol8wFnm4ED4dVXoXZtEPFeX301yyp67drBI4/k7gNTK3etTOMMd6vbjQ+u/YCVu1ZmMtIo7JyJ37fMSExM5MILLwRgypQpac59++237Nu3j6NHjzJz5szUqPGOHTtSHeF3332Xjh070qhRIxISElLbk5KSWLt2LRUqVKB8+fIsXrwYgOkZVJFZsWIF27ZtIyUlhffff5+OHb0/USkpKcyYMQOAd955J7Xdn7Jly3Lo0CEAypcvT8WKFVm0aBEAb7/9dmo0OdSYrLJlyxYiIiJ4+OGHiYqKYsOGDWnOd+zYkc8++4xjx45x+PBhZs+eDUC5cuWoW7cuH374IeA5v99//32Ga3Xu3Jn333+f5ORkEhISWLhwIW3atMmyrT169OCll15KfR/KOS9MnHMRZJcu0CdIe5TfcbR7TQCuDuj3Nt6DbP5to/3e9vQ73ppJX1T1WbwH5vzbpuI9yBdqD/uBm0PtQVW/x4t8+58bFGQqf1v99z/F7/gpAqShVXWw39ssXcvAdvf+feD9IHb9S1UP+/XLsKqGUXhoX78yl9SqwMSYLVwfVTP/KeQNHJivZKUf6vBQurZudS3FwsgbHnroIQYNGsTzzz/PpZdemuZcx44dueWWW9i8eTM33XQTUVFRbN++nYsvvpipU6dy55130qBBA4YNG0axYsWYMWMG99xzD4mJiZw8eZL77ruPpk2bMnnyZG677TZKlSrFFVdcEdKWdu3aMWLECH788Uc6d+7MNdd4MZbSpUuzdu1aWrVqRfny5Xn//fR/gm688UbuuOMOJkyYwIwZM5g6dSp33XUXR44coV69ekyePDnTMVnhxRdfZP78+YSHh9OkSROuvPLKNOdbt25N7969adGiBbVr1yYqKory5b0vcqdPn86wYcN48sknSUpK4sYbb6RFixYh17rmmmuIjY2lRYsWiAjjxo2jWrVq6ZzyUEyYMIHhw4fTvHlzTp48SefOnZk0aVKWxhZUTGrayFe4fOxe/g5yVjGp6cLB3PV/8Nepcfz7uhb0b1Uj8wGGUchZv359OnncgsSUKVOIi4tLE4EEr45xr169+Omnn86aLWXKlOHw4Wz/eckzDh8+TJkyZThy5AidO3fm1VdfpWXLlnltVoEl2L+lUFLT+Sw8Y5zrqGrXnDjHRuHh0sbncXH1crwcs5nkFPsAbxjGucvQoUOJjIykZcuW9O/f35zjs4g5yIZh5CtEhLu7XcTWhD/58qff8tqcU+QzFT3j3OX3w79z8PjBNG0Hjx/k98O/55FFGTN48OB00WOAOnXqnNXoMVCgosfg5UmvWbOGDRs28Mgjj+S1OecU5iCfJiLSVUR2ishf3fsY9+BZjPspk8G48Tlcs46I9MhG/0gRGZaTtdz4S0Vkg4jcndM5/ObK1PbsSGYbhZOezapRr2ppnvvqZ16ev4lV8fvz1iCfil58vFf92KeiF8RJjo2Fp5/2Xg3jTFCqaCm27t+a6iQfPH6Qrfu3UqpoqTy2zDAKD+Yg5w7vq+obfu+vdKkCZypdoA6QJQfZladbo6oTc7qYqs7Dq52c4TpZnK4OWbTdOHcJDxOujqhO/L4jjP96IwNfX5a3TvLIkWnLu4H3fuTINE2xsdC9O4wa5b2ak2ycCcoVL0e9ivXYun8rvx78la37t1KvYj3KFc+H5RENo4BiDvJZQESmiEgzd/yMiHR1py4WkdkiskJEGrjz01zkebGI1HJtV4lIrCsHdxOebPQNrl95ERnsotZLReRSNyZGRP4NfOkfrfaPzorIMvc6WkTeEZGvRWSWiAx3xx9nsq/RIjJVRL4EmorI/zkbF4pIRBZtT7dfv/mriMhMEZnn+oUHsWGoiMSJSFxCQkI274yRn9m5z3NIFUg6mcKyrYFVBs8iO3ZkqT0mxhNnSE72XmNizrhlxjlKueLlqFqqKr8d/o2qpaqac2wYuYw5yGeGL53T93km/crjSVTfh1e7GGCoqnYFxgF3usjs08DlqtoFeA+vrvL7rl9RYADQGbjMbx6AL1Q1dB2ctKx1fROBIu5YRKRhJuN2qKqvNk0jZ+P1wBOZ2a6qiYH7DZh7BDBBVS/FU9VLVwtZVV9V1ShVjapaNTOBQaOgkJScwort+xAgXKBokbC8VdcLpZYX0O5TMAsPz33FPMPw5+DxgyQcSaB6meokHElIl5NsGMbpYQ7ymcGXYtHLvQ8lybza1WVeBdR3EdJnRWQR8C/gAk5JTx+GoJLX9YAmwHzgC6Ca37nM1AL8bfnBvf4acFwxkzmCyWa/B5TLzPYQ+/WnCfC4m/N60u7NKMS8t3Inuw4c4+ErG3N/j0ZMvz2aVrUz+1U8g4wd66nm+RNERc+nYDZmjPd6NkUajHMHX85xvYr1uLDchanpFgePH2TcknHM3zY/Tf/52+Yzbsm4HK+3fft2mjVrdrpmM2XKFO6++7QfZckSderUYc+ePbky16xZs3jmGS/LMCEhgbZt23LJJZewaNEirrrqKg4cOJDluUJdg5iYGJYuXZotuwLHDB48OGgN5l27dnHttddma+4zxe23355Gsjo/c84JheQRPknmn4CWgE88PlI8nctLgC140srnq2onEekN9AMS8KSnS6vqny4q6y9pvRXPoe2lqiqeXLWPYPLRoeSvQ8lDZ6bDmZFsdnImtgfbrz8bgE9UdZHfnEYh59CxJF78diNt61bizs71zqgUbJbxiYOMHOmlVdSq5TnHQURD2rUzx9g4sxxJOpIm59iXk3wk6QitL2idRm7cX47cyBm9e/emd+/eAMydO5fGjRszdaqn5dWpU6dcWSMmJoYyZcrQvn37XB9zwQUXZFm85Ezz+uuv57UJWcYiyGcGX4pFjIhUA6YAz4jILDwH0cchYDYwARiL5xBWF5Fvge6QGnUdCcwTT476RjyJ51YiMgM4jhexXeDO/zsT2zKUv84pIWSzM7N9c+B+AxgL/MPlIM8DQssEGYWGSQu2sPfPE4y8+uL84Rz7GDgQtm+HlBTvNR8p6hnnFtXKVEuXc1yueDmqlamWKjd+/YzreXT+o2mc5dMhOTmZO+64g6ZNm9KjRw+OHj0KwGuvvUbr1q1p0aIF/fv354h7mPXDDz+kWbNmtGjRgs6dO6fOs2vXLnr27EmDBg146KFTSpDffPMN7dq1o2XLllx33XWp5dhGjBhBkyZNaN68OQ888EA6uw4fPsyQIUOIiIigefPmfPTRR+n69O3bl1atWtG0aVNeffXV1P0MHjyYZs2aERERwQsvvAB4inG+9W688UbgVNR3zZo1PPTQQ3zxxRdERkZy9OjRNJHqadOm0aZNGyIjI7nzzjtJTk4GYPLkyTRs2JAuXbqwZMmSdPZt376dSZMm8cILLxAZGcmiRYuIj4+ne/fuNG/enO7du7Mj4HmHYGMAFi5cSPv27alXr16qU+z/DcDatWtTbWzevDmbNm1Kd5+DXZeuXbty33330b59e5o1a8aKFSsA+PPPP7ntttto3bo1l1xyCZ9++mnqPA888EDqffnvf/+bOo9P0Cun9/ysoar2cxo/QDTwPfDXvLblDO7xUiAOuDWvbcnop1WrVmoUbHYdOKINR36h97z7XV6bYhj5hnXr1mV7zKh5o5TR6Kh5o057/W3btml4eLiuXr1aVVWvu+46ffvtt1VVdc+ePan9Ro4cqRMmTFBV1WbNmukvv/yiqqr79+9XVdXJkydr3bp19cCBA3r06FGtVauW7tixQxMSErRTp056+PBhVVV95pln9PHHH9e9e/dqw4YNNSUlJc08/jz00EN67733pr7ft2+fqqrWrl1bExISVFV17969qqp65MgRbdq0qe7Zs0fj4uL0sssuSx3nm7t69ep67NixdHYPHz483bH/OuvWrdNevXrpiRMnVFV12LBhOnXqVN21a5fWrFlTd+/ercePH9f27dunGe/jscce0+eeey71fa9evXTKlCmqqvrGG29onz59Mh0zaNAgvfbaazU5OVnXrl2r9evXV1Xv/jVt2lRVVe+++26dNm2aqqoeP35cjxw5kmbOUNelS5cuevvtt6uq6oIFC1Lne+SRR1J/F/bv368NGjTQw4cP6//+9z/t16+fJiUlpbkHXbp00ZUrV57WPT8dgv1bAuI0iE9hKRaniaouo5BHNtUr85ZOhtEwcpvxX29EgQd6NMprUwyjwDJ/23wmxk1kVOdRTIybSLc63U47gly3bl0iIyMBaNWqFdu3bwfgp59+4l//+hcHDhzg8OHDXHGF91x4hw4dGDx4MNdffz39+p3KnuvevTvly5cHoEmTJsTHx3PgwAHWrVtHhw4dADhx4gTt2rWjXLlylChRgttvv52rr76aXr16EcicOXN47733Ut9XrJj+WYUJEybwySefALBz5042bdpEo0aN2Lp1K3//+9+5+uqr6dHDqz7avHlzBg4cSN++fenbt2+Wr8/cuXNZtWoVrVu3BuDo0aOcd955LF++nK5du+J7iPyGG25g48aNmc4XGxvLxx97haRuueWWNNH2jOjbty9hYWE0adKEP/74I935du3aMXbsWH755Rf69etHgwYN0pyvV69e0OsCMGDAAAA6d+7MwYMHOXDgAN988w2zZs1i/HhP1uHYsWPs2LGDOXPmcNddd1GkiOdmVqpUKc06y5Yty/E9P1tYioVhGPmCtbsS+Xj1LwxpX4ealfKZ4EEIFb0z8UCUYZwO/jnHT3R7IjXdIvD3NLsUL1489Tg8PJyTJ08Cp1TyfvzxRx577DGOHTsGwKRJk3jyySfZuXMnkZGR7N27N+Q8qsrll1/OmjVrWLNmDevWreONN96gSJEirFixgv79+zNz5kx69uyZzi5VzTAVKyYmhjlz5hAbG8v333/PJZdcwrFjx6hYsSLff/89Xbt25eWXX+b2228HYPbs2QwfPpxVq1bRqlWr1H1mhqoyaNCg1D38/PPPjB49GiBXUsWyOof/9fWCo2m56aabmDVrFiVLluSKK65g3rx5ac6Hui7BbBARVJWPPvoodd87duzg4osvzvS+nM49P1uYg5wDJL16XgURedvV/10mIsNde5YV4dwc14c411NE0pU486tjPEJE6uZsNyAi40TkgIRQ/ctk7CtZ7FfCVaMwjHSs2r6Pv037jtLFwvlbt4vy2py0ZKCi53sgyud8+JyT1he0Th1uynrG2WTlrpVpco59Ockrd2VW1ChnHDp0iOrVq5OUlMR0P2XJLVu20LZtW5544gmqVKnCzp07Q84RHR3NkiVL2Lx5MwBHjhxh48aNHD58mMTERK666ipefPFF1qxZk25sjx490shY79+fVlAoMTGRihUrUqpUKTZs2MCyZcsA2LNnDykpKfTv358xY8bw3XffkZKSws6dO+nWrRvjxo1LjYpnhe7duzNjxgx2794NwL59+4iPj6dt27bExMSwd+9ekpKS+PDDD4OOL1u2LIcOHUp93759+9TI+PTp0+nYsWOmY7LC1q1bqVevHvfccw+9e/fmhx9+SHM+2HXx8f777wOwePFiypcvT/ny5bniiiv473//m+qMr169GvDuy6RJk1I/YOzbty/NOqdzz88WlmKRc/zV814GZqvqO+A50DmYrwJeKbM0jxqLp4T3VUYDVTVDlbvMUNWHRKRNDscG1i42jGyxKn4/A15bzonkFIqECZt3H87bkm6BZKCi12379tQI3bCoYUyMm5jGOfEp65044dVFttJvxpnmoQ7pv4rvVvf0UyxCMWbMGNq2bUvt2rWJiIhIddgefPBBNm3ahKrSvXt3WrRoEdLZqVq1KlOmTGHAgAEcP34cgCeffJKyZcvSp08fjh07hqqmPjDmz7/+9S+GDx9Os2bNCA8P57HHHkuT0tGzZ08mTZpE8+bNadSoEdHR0QD8+uuvDBkyhJQUrxDT008/TXJyMjfffDOJiYmoKv/4xz+oUKFClq5DkyZNePLJJ+nRowcpKSkULVqUl19+mejoaEaPHk27du2oXr06LVu2TH14z5+//OUvXHvttXz66af897//ZcKECdx2220899xzVK1alcmTJ2c6Jiu8//77TJs2jaJFi1KtWjUeffTRNOeDXRcfFStWpH379hw8eJA333wTgFGjRnHffffRvHlzVJU6derw+eefc/vtt7Nx40aaN29O0aJFueOOO9KUtzude362kGAheCNjnAPcS1UfcLV8N6hqgyD94lQ1SkSa41WNEDxHeqyIDANuA44AL+I97HcbsBZPMONdYCmemMhcoIyqviQi/wf8Ba92cltVbS0iU4DxQBU/uxoDI1R1sIh8B6xwa/wPaI+XNz1OVd91tsa4sYfd+2LAx0BZZ3cPdzzZve5U1Zv99jgar2xcJaA00FNVj4jIy0AzYJmzt6uIRAHP4X1A+1RVxwcbj1cX+W28Sh0bVXVokGs8FBgKUKtWrVbx8fGZ3D0jv/Hy/M2M//rn1NqCretU5H8DW1G1bPEMx501wsK8yHEgIl5FC+DR+Y8yZuEYRnUexRPdnkjt8vTTnux0crInHjJmDDzyyNky3CgsrF+/nosvvjivzTDOYbp27cr48eOJiirYjyMF+7ckIqtUNd3GLMXi9KkCZFaN/CngdqAD0E1E6gA3AJeppzD3KZ4DvUA9gZGf8QQ6XlTVW3yTuJJxV+A5uBOArEqLVcArmdYezzF9COgGZFSxvSZwzNnXRVWPAf8HvOHabg0y5mf1VPUWAZc5R7ii6z/Hr9+zQD9V7QR0EJHzg40HugDT1VPauyuYkWpKegWe6HqVKV40jDCBcBHitu+n07h5PPn5OnYfOpbX5mWqohf4QJR/rqcp6xmGYRRMLMXi9NmDpxiXEeer6npIzUuuj+ekjheRIsAzeFFSf/ar6uaAtjrAD64syUYRSQw4H0rgY7+q7nTrb1DV3e44ZIhOVbe4msZTgF9F5FGgMZ6jjaZX9ANPDhpgJ56DXwov0g1eBNtHBPCJS+CviOeMBxv/ATBSRN7Cc7DfCmWvUXBpVbsi02+PZtnWvUTXq0yl0sX477xNvLlkG9OWxzOwbW3u7FKP88qWyBsDx471co790yycip7/A1Hd6najW51uad77lPViYjzn2NIrDMMoiMTExOS1CWcdiyCfJqqaDCwTkZt8bSLSOaDbHyJysVPNi8JTzftRVe8AXgMeJq3CHARXwdsONBOPi/DSL/zxKfYBtPI3M8RxSJzz/LKqDsb7ANABWO9ecap4gQQ66JvxVAIhbZm474E+LjLcklNOdOD4k6o6QlVvBUaEWNMoBLSqXZHh3S6iVe2K1K1Smuevj2TuP7tydcQFTFm6nU7PzueJz9ax+2AeRJQHDoRXX4Xatb20itq1vfcDB2bpgah27by0CnOODcMwCg4WQc4d/g78V0TuwnNyp+Gp1fkYCbyO94Hkc1XdLiJTXapFGeBB4DegpFOYC1rwUFV/d6pzscB3wN6ALj8CJURkDp5zejrUBt5wTulBt956YIqI3I/nrA/KaAJVjRORgyKyEFjud2oE8LGb+wTQN8QUvUXkbqA48FWIqLVRSKlbpTT/vr4Ff7/0Il6av5mpsduZ7iLKd3Wpx3nlzmJEeeDAoMp5Z/uBKMMwDOPsYA/p5QARiQZeASb4VbIosIjIOKA30FJVj2TWP78SFRWlPglLo/ARv/dPXpq3mY9X/0qRMOGmtrUY1qX+2XWUDSMPsIf0DCN3yM5DeuYgG4UGc5DPDeL3/snL8zfz0Xe/Eh4m3NSmFsO61ud8c5SNQoo5yIaRO1gViwKMiIwWkV4ZCYecxtzLgrTFiMgi9/OOiISJSB2X6pGdueuISA+/91kSEDGM7FK7cmnGXduC+f/syjWRFzJtWTydxs1n9Ky1/J54hnKUQyjphcIU9ow8JZu/r5mxfft2mjVrdtpmTZkyJU0t3DNJnTp12LMnswJTWWPWrFk884wnN5CQkEDbtm255JJLWLRoEVdddRUHDhzI8lyhrsHx48e57LLLiIyMTBXkyC4zZ85k3bp1qe+7du1KsKBRXFwc99xzT47WOJewHOT8SwWCCIeEwgmK5DRH90pVPSwibwDtgF9zMEcdvFrJ34AJiBhnnlqVS/Hstc25+9KLeHn+ZqYti+edFTsY0LomHS+qysbdh4iuVznboiOxsQFVJ3xKer4qFj4lPQialwykKuz5HuDzr3ZhGGeUHPy+GhnTu3dvevfuDcDcuXNp3LgxU6dOBaBTp065ssbq1atJSkrKlnJccnIy4eGnnu2fOXMmvXr1okmTJhmOi4qKKvD1jM8GFkE+DZzk9Hh33NiVRENEvhORiSKyXEQecW1VReRzVzptmmuL85srMLo7DOjiIryNgvV10eapIvIl0FRE/s/Nv1BEIlyfQSIS50qllc5kS2WANLqVIvKgiMwTkVUicrlrmyIizdzxM044ZRhwg7O3vM9eEblFROa6a3JLwNzF/K7JQvHkqEeLyFsi8o07Z9+bGxlSs1IpnunfnPkPdKXfJV5E+Y6343ju65+56bVlrIrfn/kkDp/y3ahR3mtsLBkq6YXCV83i+hnX8+j8R9M4y4ZxRsnB72tWSE5O5o477qBp06b06NGDo0ePAvDaa6/RunVrWrRoQf/+/Tni1v7www9p1qwZLVq0oHPnU4Wddu3aRc+ePWnQoAEPPXTqIddvvvmGdu3a0bJlS6677rpUiecRI0bQpEkTmjdvzgMPPJDOrsOHDzNkyBAiIiJo3rw5H330Ubo+ffv2pVWrVjRt2pRXX301dT+DBw+mWbNmREREpCq2TZgwIXW9G2+8ETgV9V2zZg0PPfQQX3zxBZGRkRw9ejRNpHratGm0adOGyMhI7rzzzlTFvMmTJ9OwYUO6dOnCkiVL0tm3e/dubr75ZtasWUNkZCRbtmxh7ty5XHLJJURERHDbbbelqs3VqVOHJ554go4dO6aRrV66dCmzZs3iwQcfTJ3Ddx/atGlDw4YNWbRoEeCVbOvVqxcACxYsIDIyksjISC655JKg0tVjxoyhcePGXH755QwYMIDx48cDnpx4z549adWqFZ06dWLDhg0ADB48mHvuuYf27dtTr149ZszwvpBWVR588MHUa+6LlMfExNClSxeuv/56GjZsyIgRI5g+fTpt2rQhIiIidS8JCQn079+f1q1b07p166DXMldRVfvJ4Q/QFRjvjhsDU9zxVrwqEGHA967tBeAadxzmXuP85lrmXkcDvfAisjP8zofqO8YdRwBT3XE14BO8ihpr8KpAVAIOBtlDDJ4wxxp3HOa/NlDKvVYB5rvjKUAzd/yMuw6p18LfXr/xxYGVAWvX91tH/Pb0lDv+P2BwJvdgKBAHxNWqVUsNY+zsdVr74c+19sOfa70Rn+tL8zZleexTT6mGh6uC9/rUU6oq4jUE/ohkOt+oeaOU0eioeaNOY0fGuc66deuy3vk0fl9DsW3bNg0PD9fVq1erqup1112nb7/9tqqq7tmzJ7XfyJEjdcKECaqq2qxZM/3ll19UVXX//v2qqjp58mStW7euHjhwQI8ePaq1atXSHTt2aEJCgnbq1EkPHz6sqqrPPPOMPv7447p3715t2LChpqSkpJnHn4ceekjvvffe1Pf79u1TVdXatWtrQkKCqqru3btXVVWPHDmiTZs21T179mhcXJxedtllqeN8c1evXl2PHTuWzu7hw4enO/ZfZ926ddqrVy89ceKEqqoOGzZMp06dqrt27dKaNWvq7t279fjx49q+ffs0433Mnz9fr776alVVPXr0qNaoUUN//vlnVVW95ZZb9IUXXkhd79lnn003XlV10KBB+uGHH6a+79Kli95///2qqjp79mzt3r17urV69eqlixcvVlXVQ4cOaVJSUpo5V65cqS1atNAjR47owYMH9aKLLtLnnntOVVUvvfRS3bhxo6qqLlu2TLt165Zqx7XXXqvJycm6du1arV+/vqqqzpgxQy+77DI9efKk/v7771qzZk3dtWuXzp8/X8uXL6+7du3SY8eO6QUXXKCPPvqoqqq++OKLqfd3wIABumjRIlVVjY+P18aNGwe9DhkR7N+Sv3/l/2MR5NMjI2GOePVSHo66tsZ4jmgokQ0J0hYK/76+gqsXA+3Fk4x+DyiHV794p6oeV9V9ePWXg3GlqkYCXwCB38ENFJFFwEd40s8Qet/BuFxEFuClXjT0P6GqWwCfGMmT4sl2w6m6yKvwnOiQqCnpGQFc0bQaJYqGES5QtEgY0fWyKjgZQvkuEyW9UGSksGcYZ4wc/r5mRt26dYmMjASgVatWbN++HYCffvqJTp06ERERwfTp01m7di0AHTp0YPDgwbz22mupkVSA7t27U758eUqUKEGTJk2Ij49n2bJlrFu3jg4dOhAZGcnUqVOJj4+nXLlylChRgttvv52PP/6YUqVKpbNrzpw5DB8+PPV9xYrpU6omTJhAixYtiI6OZufOnWzatIl69eqxdetW/v73v/PVV19Rrlw5AJo3b87AgQOZNm0aRYpkPQt17ty5rFq1itatWxMZGcncuXPZunUry5cvp2vXrlStWpVixYpxww03ZDrXzz//TN26dWnY0PuTOWjQIBYuPFU5Nitz+OjXrx+Q9p7506FDB+6//34mTJjAgQMH0u158eLF9OnTh5IlS1K2bFn+8pe/AF7kfunSpVx33XWpEfPffvstdVzfvn0JCwujSZMm/PHHH6lzDRgwgPDwcM4//3y6dOnCypWeC9O6dWuqV69O8eLFqV+/Pj16eI80RUREpNo9Z84c7r77biIjI+nduzcHDx4MGvHOLSwH+fTIijCHD5/Ixqd++cLJIlLOnW8Q0D9QOCRUX5+zvQFPqvp2ABEp6s7VEJFieOkVGTqbbj+VAtoeAJriKdst9utXE/gJT+jjyyD2+ngMT9b6OAEOup8YSYqIvIoTIcETF/nIvYZy6g0jKIHKfNnJQQ6qfJeBkl4oMlPYM4wzRg5+X7NC8eKnhFfDw8NTUywGDx7MzJkzadGiBVOmTElVXJs0aRLLly9n9uzZREZGpubWBs5z8uRJVJXLL7+cd999N926K1asYO7cubz33nu89NJLzJs3L815VcWpsgYlJiaGOXPmEBsbS6lSpejatSvHjh2jYsWKfP/993z99de8/PLLfPDBB7z55pvMnj2bhQsXMmvWLMaMGZPq8GeGqjJo0CCefvrpNO0zZ87M0L5Qc2VE6dKZZUuewne9fdc6kBEjRnD11VfzxRdfEB0dzZw5c2jcuHGmtqSkpFChQoWQOdP+99k3R0b78u8fFhaW+j4sLCzV7pSUFGJjYylZsmTIeXITiyCfHv7CHB0z6fs0MNRFUye7tpfwBEUmArsC+qcKh4hIvUz6oqo/AJtcPu984EH1VP5eBJYC/wXiQ9j2pYs89wfeDjg3Hy/yPRJPMAS8FItnRGQWnmMM3rVo5ewt6zf+IzfHy3iOtT+18SLIS/Ac7u9cex0niNIReE9EqonI4yFsN4x0+CvzZZd0yncZKOmFIisKe4ZxRsjB7+vpcOjQIapXr05SUhLT/aplbNmyhbZt2/LEE09QpUoVdu7cGXKO6OholixZwubNnr7VkSNH2LhxI4cPHyYxMZGrrrqKF198Magz1qNHD1566aXU9/v3p/0zk5iYSMWKFSlVqhQbNmxg2TLvcZ89e/aQkpJC//79GTNmDN999x0pKSns3LmTbt26MW7cOA4cOJCaC50Z3bt3Z8aMGezevRuAffv2ER8fT9u2bYmJiWHv3r0kJSWlyRsORePGjdm+fXvq9Xj77bfp0qVLpuPKli2b7Yjqli1biIiI4OGHHyYqKio1j9hHx44d+eyzzzh27BiHDx9m9uzZAJQrV466deum7kdV+f777zNcq3Pnzrz//vskJyeTkJDAwoULadOmTZZtDbzX2XmgMSdYBPk0cLkrfYK0R/kdR7vXBODqgH5vE+CQqupov7c9/Y63ZtIXVX0WeDagbSowNYM9dA3SvA+41p2/K8iYH4AWQcb5S2xHub5jgaChC1XdCKR5BNh90n5PVT/3a/4dLxJtGHlDCCW9UJjCnpGnZPP39XQYM2YMbdu2pXbt2kRERKQ6aA8++CCbNm1CVenevTstWrQI6dBUrVqVKVOmMGDAgNSH0Z588knKli1Lnz59OHbsGKqa+iCdP//6178YPnw4zZo1Izw8nMceeyw1rQCgZ8+eTJo0iebNm9OoUSOio6MB+PXXXxkyZAgpKd6XsE8//TTJycncfPPNJCYmoqr84x//oEKFClm6Dk2aNOHJJ5+kR48epKSkULRoUV5++WWio6MZPXo07dq1o3r16rRs2TJNykkwSpQoweTJk7nuuus4efIkrVu35q670v0pTseNN97IHXfcwYQJE1IfjMuMF198kfnz5xMeHk6TJk248sor05xv3bo1vXv3pkWLFtSuXZuoqCjKly8PwPTp0xk2bBhPPvkkSUlJ3HjjjbRoEcw18LjmmmuIjY2lRYsWiAjjxo2jWrVq6ZzyUEyYMIHhw4fTvHlzTp48SefOnZk0aVKWxuYEEwox8hUiMhovYf7zzPoGYkIhhmEURkwoxMhLDh8+TJkyZThy5AidO3fm1VdfpWXLlnltVo7IjlCIRZCNfEVgVNwwDMMwjLxj6NChrFu3jmPHjjFo0KAC6xxnF3OQDcMwDMMwjKC88847eW1CnmAP6RmGYRiGYRiGH+YgG4ZhGIZhGIYf5iAbhmEYhmEYhh/mIBuGYRiGYRiGH+YgG4ZhGIaRZUaPHs348eMBePTRR5kzZw4AixYtomnTpkRGRnL06FEefPBBmjZtyoMPPpiX5oZkypQp3H333SHP33nnnSxZsoQpU6awa1c6fS4AunbtSm6UFy1Tpsxpz5Hb5Bebbr/9dtatW3fW17UqFoZhGIZRyFgVvz9HcuvZ5Yknnkg9nj59Og888ABDhgwB4JVXXiEhISGNjHBGnDx5kiJF8o9bsnz5cv73v/8xcuRImjVrxgUXXJDXJp2TvP7663mybv75TTQMwzAMI0Me/2wt63YdzLDPoWNJbPj9ECkKYQKNq5WlbImiIfs3uaAcj/2laYZzjh07lrfeeouaNWtStWpVWrVqBcDgwYPp1asXBw4c4IMPPuDrr79mzpw5HDp0iD///JO2bdvyyCOPcOmll3LXXXexY8cOwFNw69ChA6NHj2bXrl1s376dKlWq8J///Cdkvx07drB161Z27NjBfffdxz333APAW2+9xfjx4xERmjdvzttvv01CQkLQeQLZuXMnPXv2ZNu2bdx000089pgn2rp+/XoaNmzIJ598QlxcHAMHDqRkyZLExsZSsmTJNHN8+OGH/O1vf+PAgQO88cYbdOrUie3bt3PLLbfw559/AvDSSy/Rvn17fvvtN2644QYOHjzIyZMnmThxIp06eYKyI0eO5PPPP6dkyZJ8+umnnH/++SH3sWDBAu69917AU6BduHAhZcuWTWNX37592blzJ8eOHePee+9l6NChgBcZvvfee9Ot5bsGJ0+epGfPngRj+/bt9OzZk44dO7Js2TJatGjBkCFDeOyxx9i9ezfTp0+nTZs2rFixgvvuu4+jR49SsmRJJk+eTKNGjZgyZQqffPIJx48fT3PNffO2bduW1atX07BhQ9566y1KlSpF165dGT9+PFFRUSFt37JlCwMHDiQ5OZkrr7yS559/Pssy4SFRVfuxn0Lx06pVKzUMwyhsrFu3LvV49Kyf9PpJSzP86fDMXK398OepPx2emZth/9Gzfspw/bi4OG3WrJn++eefmpiYqPXr19fnnntOVVUHDRqkH374YbpjVdXSpUunHg8YMEAXLVqkqqrx8fHauHFjVVV97LHHtGXLlnrkyJFM+7Vr106PHTumCQkJWqlSJT1x4oT+9NNP2rBhQ01ISFBV1b1792Y4jz+TJ0/WatWq6Z49e/TIkSPatGlTXblypaqq/vvf/9Y33nhDVVW7dOmS2h5Ily5d9P7771dV1dmzZ2v37t1VVfXPP//Uo0ePqqrqxo0b1ff3afz48frkk0+qqurJkyf14MGDqqoK6KxZs1RV9cEHH9QxY8ZkuI9evXrp4sWLVVX10KFDmpSUlM4237Xw7W3Pnj0ZrvWXv/xFp06dqqqqL730Upr752Pbtm0aHh6uP/zwgyYnJ2vLli11yJAhmpKSojNnztQ+ffqoqmpiYmKqTd9++63269cvw2u+bds2BVL3NGTIkNTfMf/rH8r2q6++Wt955x1VVZ04cWJQ21XT/lvygafem86nsAiyYRiGYRQQMov0gpdeMfD1ZSSdTKFokTD+c+Mlp5VmsWjRIq655hpKlSoFQO/evbM9x5w5c9LkkR48eJBDhw6lzueLymbU7+qrr6Z48eIUL16c8847jz/++IN58+Zx7bXXUqVKFQAqVaqU4TyBUdbLL7+cypUrA9CvXz8WL15MVFQUX3/9NZMnT87S3vr16wdAq1at2L59OwBJSUncfffdrFmzhvDwcDZu3AhA69atue2220hKSqJv375ERkYCUKxYMXr16pU6z7fffpvhPjp06MD999/PwIED6devHzVq1Ehn14QJE/jkk08AL1K+adMmKleuHHKtJUuW8NFHHwFwyy238PDDDwfdb926dYmIiACgadOmdO/eHREhIiIidf+JiYkMGjSITZs2ISIkJSVleM379u1LzZo1U6P8N998MxMmTOCBBx5Is3Yo22NjY5k5cyYAN910U7pxOcEcZMMwDMMoRLSqXZHpt0fnag6yiJzW+JSUlKDpCQClS5fOUj//XObw8HBOnjyJqga1LaN5/AkcKyIcOXKEAwcOZDnn2GeXzyaAF154gfPPP5/vv/+elJQUSpQoAUDnzp1ZuHAhs2fP5pZbbuHBBx/k1ltvpWjRoqm2+M8Tah8jRozg6quv5osvviA6Opo5c+bQuHHj1PMxMTHMmTOH2NjY1DSFY8eOAYRcK9j1yGi/AGFhYanvw8LCUucaNWoU3bp145NPPmH79u107do15Bq+96Ha/cnI9tzGqlgYhmEYRiGjVe2KDO92Ua44x507d+aTTz7h6NGjHDp0iM8++yzbc/To0YOXXnop9f2aNWtOq5+P7t2788EHH7B3714A9u3bl615vv32W/bt28fRo0eZOXMmHTp0YP78+XTr1i21T9myZVOj2FklMTGR6tWrExYWxttvv01ycjIA8fHxnHfeedxxxx389a9/5bvvvstwnlD72LJlCxERETz88MNERUWxYcOGdOtXrFiRUqVKsWHDBpYtW5apzR06dOC9994DvAcuT4fExEQuvPBCwKsW4k+waw6wY8cOYmNjAXj33Xfp2LFjlteLjo5OjX779nC6mINsGIZhGEZIWrZsyQ033EBkZCT9+/dPfagsO0yYMIG4uDiaN29OkyZNmDRp0mn189G0aVNGjhxJly5daNGiBffff3+25unYsSO33HJL6t6ioqL48ssv0zykNnjwYO66667U8nVZ4W9/+xtTp04lOjqajRs3pkbJY2JiiIyM5JJLLuGjjz5KfdAuFKH28eKLL9KsWTNatGhByZIlufLKK9OM69mzJydPnqR58+aMGjWK6OjoTG3+z3/+w8svv0zr1q1JTEzM0j5D8dBDD/HII4/QoUOH1A8HPoJdc4CLL76YqVOn0rx5c/bt28ewYcOyvN6LL77I888/T5s2bfjtt98oX778adkPIF5+smEUfKKiojQ36lEahmHkJ9avX8/FF1+c12acM7Rs2ZLly5dTtGjoyh9GzpgyZQpxcXFpouLgVcfo1asXP/30U47mPXLkCCVLlkREeO+993j33Xf59NNP0/UL9m9JRFapalRgX8tBNgzDMAzDcGSW9mDkP1atWsXdd9+NqlKhQgXefPPN057TIshGocEiyIZhFEYsgmwYuUN2IsiWg2wYhmEY+RwLZhnG6ZHdf0PmIBuGYRhGPqZEiRLs3bvXnGTDyCGqyt69e1PL7WUFy0E2DMMwjHxMjRo1+OWXX0hISMhrUwyjwFKiRImggiqhMAfZMAzDMPIxRYsWpW7dunlthmGcU1iKhWEYhmEYhmH4YQ6yYRiGYRiGYfhhDrJhGIZhGIZh+GF1kI1Cg4gkAPE5GFoF2JPL5hhnF7uHBRu7fwUfu4cFm3P5/tVW1aqBjeYgG+c8IhIXrEi4UXCwe1iwsftX8LF7WLCx+5ceS7EwDMMwDMMwDD/MQTYMwzAMwzAMP8xBNgx4Na8NME4bu4cFG7t/BR+7hwUbu38BWA6yYRiGYRiGYfhhEWTDMAzDMAzD8MMcZMMwDMMwDMPwwxxkwwBE5DoRWSsiKSJipW4KCCLSU0R+FpHNIjIir+0xsoeIvCkiu0Xkp7y2xcg+IlJTROaLyHr3/+e9eW2TkT1EpISIrBCR7909fDyvbcovmINsGB4/Af2AhXltiJE1RCQceBm4EmgCDBCRJnlrlZFNpgA989oII8ecBP6pqhcD0cBw+zdY4DgOXKqqLYBIoKeIROetSfkDc5ANA1DV9ar6c17bYWSLNsBmVd2qqieA94A+eWyTkQ1UdSGwL6/tMHKGqv6mqt+540PAeuDCvLXKyA7qcdi9Lep+rHoD5iAbhlFwuRDY6ff+F+yPs2HkCSJSB7gEWJ7HphjZRETCRWQNsBv4VlXtHgJF8toAwzhbiMgcoFqQUyNV9dOzbY9x2kiQNot8GMZZRkTKAB8B96nqwby2x8geqpoMRIpIBeATEWmmquf8cwHmIBvnDKp6WV7bYOQqvwA1/d7XAHblkS2GcU4iIkXxnOPpqvpxXttj5BxVPSAiMXjPBZzzDrKlWBiGUVBZCTQQkboiUgy4EZiVxzYZxjmDiAjwBrBeVZ/Pa3uM7CMiVV3kGBEpCVwGbMhTo/IJ5iAbBiAi14jIL0A7YLaIfJ3XNhkZo6ongbuBr/EeDvpAVdfmrVVGdhCRd4FYoJGI/CIif81rm4xs0QG4BbhURNa4n6vy2igjW1QH5ovID3hBh29V9fM8tilfYFLThmEYhmEYhuGHRZANwzAMwzAMww9zkA3DMAzDMAzDD3OQDcMwDMMwDMMPc5ANwzAMwzAMww9zkA3DMAzDMAzDD3OQDcMwjKCISIyIROW1HYUFEXlRRDpno/8FIjLDHXcVkc/d8WAReckd3yUit+bQnggRmZKTsYZR2DEH2TAMw8h1RCRXlVpze76zjYhUAqJVdWFWx6jqLlW9NpM+k1T1rZzYpKo/AjVEpFZOxhtGYcYcZMMwjAKMiNQRkfUi8pqIrBWRb5wiVpoIsIhUEZHt7niwiMwUkc9EZJuI3C0i94vIahFZ5pw5HzeLyFIR+UlE2rjxpUXkTRFZ6cb08Zv3QxH5DPgmiJ0bRGSqiPwgIjNEpJQ710pEFojIKhH5WkSq+9n/lIgsAO4NmK+qiHwrIt+JyCsiEi8iVdy5m0VkhROueEVEwl37YREZKyLfu32e79pri8hcZ9dcn8MoIlNEZKKIzBeRrSLSxe17vX/kVUR6iEiss+VDESkT5FZdC3zlN2a721usiMSJSEu39y0icpffNctQ8ldERovIA+440u3rBxH5REQq+l3HZ9012Sginfym+AxPhdIwDD/MQTYMwyj4NABeVtWmwAGgfxbGNANuAtoAY4EjqnoJnrKd/1f2pVW1PfA34E3XNhKYp6qtgW7AcyJS2p1rBwxS1UuDrNkIeFVVmwMHgb+JSFHgv8C1qtrKrTHWb0wFVe2iqv8OmOsxZ0NL4BPA59ReDNwAdFDVSCAZGOjbC7BMVVsAC4E7XPtLwFvOrunABL91KgKXAv/AcyZfAJoCEc4hrQL8C7jM2RIH3B9k7x2AVQFtO1W1HbAImILnREcDTwQZnxXeAh52+/gR7xr5KKKqbYD7AtrjAH+H2TAMoEB/ZWUYhmEAsE1V17jjVUCdLIyZr6qHgEMikojn/IHnWDX36/cugKouFJFyIlIB6AH09kUugRI4BxVPqnZfiDV3quoSdzwNuAcvqtoM+FZEAMKB3/zGvB9iro7ANc62r0Rkv2vvDrQCVrr5SgK73bkTgE9GdxVwuTtuB/Rzx28D4/zW+UxVVUR+BP5waQmIyFq861wDaAIscesVw/uQEUh1ICGgbZZ7/REo43c/jrnrnGVEpDzeh4kFrmkq8KFfl4/da+Dvx27gguysZRjnAuYgG4ZhFHyO+x0n4zmFACc59U1hiQzGpPi9TyHt3wYNGKeAAP1V9Wf/EyLSFvgzAztDzbXWRVKDEWo+yaB9qqo+EuRckqr6bEgm9N9Afzv9r0vgNSvi5vlWVQeEmMvHUULfg1Bz5ya++QP3XcLZZhiGH5ZiYRiGUXjZjhdNBe/r+5xwA4CIdAQSVTUR+Br4u7iQqYhcksW5aomIzxEeACwGfgaq+tpFpKiINM3CXIuB692YHnipEABzgWtF5Dx3rpKI1M5krqWcysMd6ObOKsuADiJykVuvlIg0DNJvPXBRNubNFu6+7PfLL74FWJDBEB8NgQzznA3jXMQcZMMwjMLLeGCYiCwFquRwjv1u/CTgr65tDFAU+ME9RDYmi3OtBwaJyA9AJWCiqp7Ac96fFZHvgTVA+yzM9TjQQ0S+A67ES8s4pKrr8HKCv3HrfIuX3pAR9wBDXP9bCHggMCNUNQEYDLzrxi8DGgfpOhvomtV5c8ggvHzwH4BIspbL3A3PNsMw/JBT3zYZhmEYxplBROoAn6tqs1yarziQrKonXfR5onsoL98iIouBXqp6IK9tgdRruADoqKon89oew8hPWA6yYRiGURCpBXwgImF4D9/dkUn//MA/8ew+kMd2+KgFjDDn2DDSYxFkwzAMwzAMw/DDcpANwzAMwzAMww9zkA3DMAzDMAzDD3OQDcMwDMMwDMMPc5ANwzAMwzAMww9zkA3DMAzDMAzDj/8H9ErOnpfYLZoAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pylab.figure(num=None, figsize=(10, 10))\n", "\n", "pylab.plot(left_df.mapped_bp / 1e6, left_df.iloc[::-1].index, 'b.', label='mapped bp to this genome')\n", "pylab.plot(gather_df.intersect_bp / 1e6, gather_df.iloc[::-1].index, 'gx', label='hashes classified to this species')\n", "pylab.plot(gather_df.unique_intersect_bp / 1e6, gather_df.iloc[::-1].index, 'ro', label='hashes classified for this genome')\n", "\n", "pylab.plot((gather_df.unique_intersect_bp - left_df.mapped_bp) / 1e6, gather_df.iloc[::-1].index, \n", " '.-', label='difference b/t hashes and mapping')\n", "\n", "positions = list(gather_df.index)\n", "labels = list(reversed(names_df.ncbi_tax_name))\n", "pylab.yticks(positions, labels, fontsize='small')\n", "\n", "#pylab.ylabel('genome (ordered by gather results)')\n", "pylab.xlabel('number per genome (million)')\n", "pylab.legend(loc='lower right')\n", "pylab.title(f'{sample_id}: gather hashes vs mapped bp')\n", "pylab.tight_layout()\n", "pylab.savefig(f'/tmp/gatherdiff-{sample_id}.pdf')\n", "pylab.savefig(f'/tmp/gatherdiff-{sample_id}.svg')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python (myenv)", "language": "python", "name": "myenv" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }