From dd2a9f27117ee80f449dab4860b540cba0a4b745 Mon Sep 17 00:00:00 2001 From: bernard-ng Date: Sat, 20 Sep 2025 22:55:24 +0200 Subject: [PATCH] refactor: clean up imports and improve gender normalization method --- core/utils/region_mapper.py | 41 ++-- notebooks/eda.ipynb | 253 +++++++++++++++----- processing/steps/__init__.py | 2 +- processing/steps/feature_extraction_step.py | 3 +- web/interfaces/dashboard.py | 9 +- 5 files changed, 226 insertions(+), 82 deletions(-) diff --git a/core/utils/region_mapper.py b/core/utils/region_mapper.py index 1af77a1..101d81d 100644 --- a/core/utils/region_mapper.py +++ b/core/utils/region_mapper.py @@ -23,7 +23,7 @@ class RegionMapper: "bandundu", "katanga", "equateur", - "province-orientale", + "orientale", "maniema", "nord-kivu", "sud-kivu", @@ -70,6 +70,11 @@ REGION_MAPPING: Dict[str, Tuple[str, str]] = { "mai-ndombe-2": ("MAI-NDOMBE", "BANDUNDU"), "mai-ndombe-3": ("MAI-NDOMBE", "BANDUNDU"), # Katanga → HAUT-KATANGA, HAUT-LOMAMI, LUALABA, TANGANYIKA + "katanga": ("KATANGA", "KATANGA"), + "katanga-1": ("KATANGA", "KATANGA"), + "katanga-2": ("KATANGA", "KATANGA"), + "katanga-3": ("KATANGA", "KATANGA"), + "katanga-4": ("KATANGA", "KATANGA"), "haut-katanga": ("HAUT-KATANGA", "KATANGA"), "haut-katanga-1": ("HAUT-KATANGA", "KATANGA"), "haut-katanga-2": ("HAUT-KATANGA", "KATANGA"), @@ -103,23 +108,23 @@ REGION_MAPPING: Dict[str, Tuple[str, str]] = { "tshuapa-1": ("TSHUAPA", "EQUATEUR"), "tshuapa-2": ("TSHUAPA", "EQUATEUR"), # Province-Orientale - "province-orientale": ("PROVINCE-ORIENTALE", "PROVINCE-ORIENTALE"), - "province-orientale-1": ("PROVINCE-ORIENTALE", "PROVINCE-ORIENTALE"), - "province-orientale-2": ("PROVINCE-ORIENTALE", "PROVINCE-ORIENTALE"), - "province-orientale-3": ("PROVINCE-ORIENTALE", "PROVINCE-ORIENTALE"), - "province-orientale-4": ("PROVINCE-ORIENTALE", "PROVINCE-ORIENTALE"), - "haut-uele": ("HAUT-UELE", "PROVINCE-ORIENTALE"), - "haut-uele-1": ("HAUT-UELE", "PROVINCE-ORIENTALE"), - "haut-uele-2": ("HAUT-UELE", "PROVINCE-ORIENTALE"), - "bas-uele": ("BAS-UELE", "PROVINCE-ORIENTALE"), - "bas-uele-1": ("BAS-UELE", "PROVINCE-ORIENTALE"), - "bas-uele-2": ("BAS-UELE", "PROVINCE-ORIENTALE"), - "ituri": ("ITURI", "PROVINCE-ORIENTALE"), - "ituri-1": ("ITURI", "PROVINCE-ORIENTALE"), - "ituri-2": ("ITURI", "PROVINCE-ORIENTALE"), - "tshopo": ("TSHOPO", "PROVINCE-ORIENTALE"), - "tshopo-1": ("TSHOPO", "PROVINCE-ORIENTALE"), - "tshopo-2": ("TSHOPO", "PROVINCE-ORIENTALE"), + "province-orientale": ("ORIENTALE", "ORIENTALE"), + "province-orientale-1": ("ORIENTALE", "ORIENTALE"), + "province-orientale-2": ("ORIENTALE", "ORIENTALE"), + "province-orientale-3": ("ORIENTALE", "ORIENTALE"), + "province-orientale-4": ("ORIENTALE", "ORIENTALE"), + "haut-uele": ("HAUT-UELE", "ORIENTALE"), + "haut-uele-1": ("HAUT-UELE", "ORIENTALE"), + "haut-uele-2": ("HAUT-UELE", "ORIENTALE"), + "bas-uele": ("BAS-UELE", "ORIENTALE"), + "bas-uele-1": ("BAS-UELE", "ORIENTALE"), + "bas-uele-2": ("BAS-UELE", "ORIENTALE"), + "ituri": ("ITURI", "ORIENTALE"), + "ituri-1": ("ITURI", "ORIENTALE"), + "ituri-2": ("ITURI", "ORIENTALE"), + "tshopo": ("TSHOPO", "ORIENTALE"), + "tshopo-1": ("TSHOPO", "ORIENTALE"), + "tshopo-2": ("TSHOPO", "ORIENTALE"), # Maniema "maniema": ("MANIEMA", "MANIEMA"), "maniema-1": ("MANIEMA", "MANIEMA"), diff --git a/notebooks/eda.ipynb b/notebooks/eda.ipynb index 1cf0378..9a39946 100644 --- a/notebooks/eda.ipynb +++ b/notebooks/eda.ipynb @@ -2,18 +2,16 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, "id": "c93a55c8", "metadata": { "ExecuteTime": { - "end_time": "2025-07-03T10:13:26.569404Z", - "start_time": "2025-07-03T10:13:04.404599Z" + "end_time": "2025-08-31T19:28:24.471236Z", + "start_time": "2025-08-31T19:28:24.304333Z" } }, - "outputs": [], "source": [ "import pandas as pd\n", - "import geopandas as gpd\n", + "#import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import sys\n", @@ -21,32 +19,40 @@ "import importlib\n", "\n", "sys.path.append(os.path.abspath(\"..\"))\n", - "import misc\n", - "importlib.reload(misc)\n", - "from misc import load_csv_dataset" - ] + "from core.utils.data_loader import DataLoader\n", + "from core.config.pipeline_config import PipelineConfig\n", + "from core.utils.region_mapper import RegionMapper" + ], + "outputs": [], + "execution_count": 2 }, { "cell_type": "code", - "execution_count": 2, "id": "c0b00261", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - ">> Loading CSV dataset from names_featured.csv\n", - ">> Detected fieldnames: ['name', 'sex', 'region', 'year', 'words', 'length', 'probable_native', 'probable_surname', 'identified_category', 'identified_name', 'identified_surname', 'annotated', 'province']\n", - ">> Successfully loaded with UTF-8 encoding\n" - ] + "metadata": { + "ExecuteTime": { + "end_time": "2025-08-31T19:29:09.207202Z", + "start_time": "2025-08-31T19:28:44.075434Z" } - ], + }, "source": [ - "df = pd.DataFrame(load_csv_dataset(\"names_featured.csv\"))\n", - "shapefile_path = \"../dataset/osm_rdc_11provinces_210611/OSM_RDC_11provinces_210611.shp\"\n", - "gdf = gpd.read_file(shapefile_path)" - ] + "config = PipelineConfig(\n", + " paths={\n", + " \"root_dir\": \"../data\",\n", + " \"data_dir\": \"../data/dataset\",\n", + " \"models_dir\": \"../models\",\n", + " \"outputs_dir\": \"../data/processed\",\n", + " \"logs_dir\": \"../logs\",\n", + " \"configs_dir\": \"../configs\",\n", + " \"checkpoints_dir\": \"../checkpoints\"\n", + " }\n", + ")\n", + "\n", + "loader = DataLoader(config)\n", + "df = loader.load_csv_complete(config.paths.data_dir / \"names_featured.csv\")" + ], + "outputs": [], + "execution_count": 3 }, { "cell_type": "markdown", @@ -58,17 +64,34 @@ }, { "cell_type": "code", - "execution_count": 3, "id": "dac785a7-1a32-4a1b-b35d-d8b85df60589", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-01T05:52:21.145436Z", + "start_time": "2025-09-01T05:52:15.013199Z" + } + }, "source": [ "# Harmonise province names in the GeoDataFrame\n", "df['province_clean'] = df['province'].str.upper().str.strip().str.normalize('NFKD').str.encode('ascii', errors='ignore').str.decode('utf-8')\n", "gdf['province_upper'] = gdf['name'].str.upper().str.strip().str.normalize('NFKD').str.encode('ascii', errors='ignore').str.decode('utf-8')\n", "counts = df.groupby('province_clean').size().reset_index(name='count')\n", "gdf_merged = gdf.merge(counts, left_on='province_upper', right_on='province_clean', how='left')" - ] + ], + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'gdf' is not defined", + "output_type": "error", + "traceback": [ + "\u001B[31m---------------------------------------------------------------------------\u001B[39m", + "\u001B[31mNameError\u001B[39m Traceback (most recent call last)", + "\u001B[36mCell\u001B[39m\u001B[36m \u001B[39m\u001B[32mIn[13]\u001B[39m\u001B[32m, line 3\u001B[39m\n\u001B[32m 1\u001B[39m \u001B[38;5;66;03m# Harmonise province names in the GeoDataFrame\u001B[39;00m\n\u001B[32m 2\u001B[39m df[\u001B[33m'\u001B[39m\u001B[33mprovince_clean\u001B[39m\u001B[33m'\u001B[39m] = df[\u001B[33m'\u001B[39m\u001B[33mprovince\u001B[39m\u001B[33m'\u001B[39m].str.upper().str.strip().str.normalize(\u001B[33m'\u001B[39m\u001B[33mNFKD\u001B[39m\u001B[33m'\u001B[39m).str.encode(\u001B[33m'\u001B[39m\u001B[33mascii\u001B[39m\u001B[33m'\u001B[39m, errors=\u001B[33m'\u001B[39m\u001B[33mignore\u001B[39m\u001B[33m'\u001B[39m).str.decode(\u001B[33m'\u001B[39m\u001B[33mutf-8\u001B[39m\u001B[33m'\u001B[39m)\n\u001B[32m----> \u001B[39m\u001B[32m3\u001B[39m gdf[\u001B[33m'\u001B[39m\u001B[33mprovince_upper\u001B[39m\u001B[33m'\u001B[39m] = \u001B[43mgdf\u001B[49m[\u001B[33m'\u001B[39m\u001B[33mname\u001B[39m\u001B[33m'\u001B[39m].str.upper().str.strip().str.normalize(\u001B[33m'\u001B[39m\u001B[33mNFKD\u001B[39m\u001B[33m'\u001B[39m).str.encode(\u001B[33m'\u001B[39m\u001B[33mascii\u001B[39m\u001B[33m'\u001B[39m, errors=\u001B[33m'\u001B[39m\u001B[33mignore\u001B[39m\u001B[33m'\u001B[39m).str.decode(\u001B[33m'\u001B[39m\u001B[33mutf-8\u001B[39m\u001B[33m'\u001B[39m)\n\u001B[32m 4\u001B[39m counts = df.groupby(\u001B[33m'\u001B[39m\u001B[33mprovince_clean\u001B[39m\u001B[33m'\u001B[39m).size().reset_index(name=\u001B[33m'\u001B[39m\u001B[33mcount\u001B[39m\u001B[33m'\u001B[39m)\n\u001B[32m 5\u001B[39m gdf_merged = gdf.merge(counts, left_on=\u001B[33m'\u001B[39m\u001B[33mprovince_upper\u001B[39m\u001B[33m'\u001B[39m, right_on=\u001B[33m'\u001B[39m\u001B[33mprovince_clean\u001B[39m\u001B[33m'\u001B[39m, how=\u001B[33m'\u001B[39m\u001B[33mleft\u001B[39m\u001B[33m'\u001B[39m)\n", + "\u001B[31mNameError\u001B[39m: name 'gdf' is not defined" + ] + } + ], + "execution_count": 13 }, { "cell_type": "code", @@ -133,28 +156,33 @@ }, { "cell_type": "code", - "execution_count": 6, "id": "27f6bcd2-f1de-419a-8d56-e29064934e2f", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-01T05:52:21.265664Z", + "start_time": "2025-08-31T19:30:33.223195Z" } - ], + }, "source": [ "provinces = df['province'].value_counts()\n", "plt.figure(figsize=(7, 7))\n", "plt.pie(provinces, labels=provinces.index, autopct='%1.1f%%', startangle=140)\n", "plt.axis('equal')\n", "plt.show()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 5 }, { "cell_type": "code", @@ -189,7 +217,7 @@ "id": "0374f8ee", "metadata": { "ExecuteTime": { - "end_time": "2025-07-03T10:13:53.107207Z", + "end_time": "2025-09-01T05:52:21.285504Z", "start_time": "2025-07-03T10:13:30.265456Z" } }, @@ -294,7 +322,7 @@ "id": "f2924f79", "metadata": { "ExecuteTime": { - "end_time": "2025-07-03T10:14:06.060688Z", + "end_time": "2025-09-01T05:52:21.291922Z", "start_time": "2025-07-03T10:13:57.540461Z" } }, @@ -326,7 +354,7 @@ "id": "76979895", "metadata": { "ExecuteTime": { - "end_time": "2025-07-03T10:14:13.209239Z", + "end_time": "2025-09-01T05:52:21.295116Z", "start_time": "2025-07-03T10:14:12.462839Z" } }, @@ -484,7 +512,7 @@ "id": "5022f136-3174-406d-acf0-dee379969213", "metadata": { "ExecuteTime": { - "end_time": "2025-07-03T10:14:20.920229Z", + "end_time": "2025-09-01T05:52:21.307190Z", "start_time": "2025-07-03T10:14:18.776729Z" } }, @@ -521,7 +549,7 @@ "id": "cfeec858-ad7e-4173-9262-a7d6e08a31d9", "metadata": { "ExecuteTime": { - "end_time": "2025-07-03T10:14:25.256143Z", + "end_time": "2025-09-01T05:52:21.310439Z", "start_time": "2025-07-03T10:14:25.149415Z" } }, @@ -1776,30 +1804,135 @@ }, { "cell_type": "code", - "execution_count": 34, "id": "bdd0845d-c1e5-45db-97cb-6070190ba177", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-01T05:52:21.323756Z", + "start_time": "2025-08-31T19:32:48.031344Z" + } + }, + "source": [ + "# Pie chart of surnames by sex\n", + "sex = df['sex'].value_counts()\n", + "plt.figure(figsize=(7, 7))\n", + "plt.pie(sex, labels=sex.index, autopct='%1.1f%%', startangle=140)\n", + "plt.axis('equal')\n", + "plt.show()" + ], "outputs": [ { "data": { - "image/png": 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", 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" }, "metadata": {}, "output_type": "display_data" } ], + "execution_count": 7 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-01T05:52:21.324445Z", + "start_time": "2025-08-31T19:51:35.709345Z" + } + }, + "cell_type": "code", "source": [ - "# Pie chart of surnames by sex\n", - "surnames_sex_count = surnames_by_sex.groupby('sex')['count'].sum()\n", - "plt.figure(figsize=(6,6))\n", - "plt.pie(surnames_sex_count, labels=surnames_sex_count.index, autopct='%1.1f%%', colors=['skyblue', 'lightpink'])\n", - "plt.title(\"Distribution of Surnames by Sex\")\n", - "plt.axis('equal')\n", + "table = df.groupby([\"year\", \"sex\"]).size().unstack(fill_value=0)\n", + "print(table)\n" + ], + "id": "3fc8b2bc8909a9e5", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sex f m\n", + "year \n", + "2008 58638 105354\n", + "2009 80481 164149\n", + "2010 83388 181810\n", + "2011 102442 204793\n", + "2012 103701 209747\n", + "2013 89274 167704\n", + "2015 129413 218168\n", + "2016 142784 225395\n", + "2017 156652 244894\n", + "2018 192679 290022\n", + "2019 204459 313307\n", + "2020 961 3624\n", + "2021 190157 271851\n", + "2022 251812 352788\n", + "2023 322046 439867\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/bw/q877f1m179b8c_66m6m6x7wr0000gn/T/ipykernel_90642/1279743048.py:1: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " table = df.groupby([\"year\", \"sex\"]).size().unstack(fill_value=0)\n" + ] + } + ], + "execution_count": 11 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-09-01T05:52:21.324970Z", + "start_time": "2025-09-01T05:47:10.457368Z" + } + }, + "cell_type": "code", + "source": [ + "plt.show()\n", + "#Bar chart middle name by region and sex\n", + "data = df.groupby(['province', 'sex']).size().reset_index(name='count')\n", + "dataa = data.sort_values('count', ascending=False).drop_duplicates(\n", + " ['province', 'sex'])\n", + "\n", + "# Bar chart\n", + "plt.figure(figsize=(12, 6))\n", + "sns.barplot(\n", + " data=dataa,\n", + " x='province',\n", + " y='count',\n", + " hue='sex'\n", + ")\n", + "plt.xlabel(\"Region\")\n", + "plt.ylabel(\"Count\")\n", + "plt.xticks(rotation=45)\n", + "plt.legend(title=\"Sex\")\n", + "plt.tight_layout()\n", "plt.show()" - ] + ], + "id": "86b4e3845a2d85c2", + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/bw/q877f1m179b8c_66m6m6x7wr0000gn/T/ipykernel_90642/286407675.py:3: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " data = df.groupby(['province', 'sex']).size().reset_index(name='count')\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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fX/3888/Kli2bypUrp7p16yp37tz6+eef9eWXX7q48rQheUf577//1u7du7Vnzx498sgjGjhwoF544QUFBwdr6tSpevPNN1WwYEEVLFhQOXLkcHHVuBGbzaYff/xRffr0UdeuXfXpp58qU6ZMmjlzpjZv3qzmzZurYcOGOnLkiN5//31FR0e7umRL/fOWvSxZsmjRokU6e/asQkJCdPjwYfXt21flypXT+vXrtXbtWmcwhQfPZrM5x/V666239Nlnn+mJJ57QwoULtXTpUj377LNq166dEhMT9e677xJM/YejR4/K29tbOXLk0BdffJHiivgKFSpo9OjRWrZsmWbOnKmzZ8+6sNK06/fff9eVK1fUq1cvDRs2LEUfV65cWc8//7xCQ0PVp08f5xVTcK2cOXOqc+fOatiwoUJCQrR+/XpJUuvWrbVt2za1bt1a/fv3d479mjFjRl26dEkZMmRwZdkucf0YUjt37tSZM2eULVs2eXp6Ood+8fT0VHx8vDJkyKAnnnhCSUlJriz5oXDlyhVlzZpV58+f14IFC1SoUCHNmjVL3bt313vvvefcV3E1QincluSDzD///FNff/21tm/friJFimjq1KkqUKCAfvzxRxUrVkx58uSRr6+vKlasqH79+ql27dourjxtSkxMlDFGnTp1Uo8ePTRy5EitXLlSpUqV0oQJE7Rnzx599NFHOnDggCTpkUceUc2aNTVq1KhUOXhdanL9U/b27dunTz/9VO+++64iIiLUsmVLFShQQCtXrlSWLFlUpEgRnT17Vvnz51fnzp01dOhQ1xafRiRfWdOlSxcNHDhQo0ePVv369ZUtWza98cYbatKkiX777Td9//33mjx5svbu3avy5cu7umzo2sC6/7zS4euvv1bbtm3Vpk0b5cmTR6dOndLFixe1YMECbd26Vc2bN1edOnV0/vz5dHfmPvm7ZMeOHc5pBQoU0KRJk3Ty5EmFhITo77//dgZTCxYs4IrLB+jMmTMKDw9PMe2XX35R06ZN1bJlS2XNmlX79u1T5syZtWHDBmcw1apVK2XLli3dfX5v14ULF1S/fn2FhYVp8ODByp07t9auXau1a9c658mWLZueeOIJbd++3YWVpl3nzp3T+PHj9fXXX6tz587q0qWL+vXrl6KP/f39FRAQoJo1a3IiJxVIPimRN29etWjRQi+++KLGjx+vjRs3qnLlyqpWrZpKlCjhnD8qKkpbtmxRoUKFnCf204vrTwbv2bNHnTp10ty5c+VwONS3b19t3bpV77//vqT/v+jhypUrypw5s8tqTouSf8MiIiKct1O/9NJLatCggc6ePas9e/bomWeeUYYMGZQ5c2Y98sgj+v7775UpUyZXli2Jp+/hNiUfZA4aNEh+fn7KkiWLSpQooQIFCujs2bMKCwtTnTp1JEkrVqxQbGysXnzxRWXPnt21hadRbm5ustls2rp1qzJkyCAPDw+NHj1aCQkJatWqlT744AO99dZbmjZtmsqUKaOoqCh9++23evPNN+nzW0g+iAwJCdG3334rLy8vRUREqHPnzpo0aZIKFy6swoUL6/Lly9qyZYtWrlyphIQENWrUyDkYN2Mf/bf9+/dryJAh6t27t5o2baqdO3eqTZs22rFjh/z8/HTixAmtWbNG+/btU44cOTR//nwVKlTI1WWnew6HQ5s2bdKlS5fUsWNHnTx5Ur6+vjp9+rQyZMig+Ph4TZgwQZUqVVLXrl3VqVMnTZw4UX///bc6dOigF198MV3uQCYfqNeqVUvvvvuupGvB1NSpU9WxY0cNGTJEQ4cOVZ8+fZQvXz7VqlXLxRU/vHbt2qV9+/YpKChI4eHhypcvn8LDw3X+/HklJSVp0qRJKleunDp16qQhQ4Zo5syZOnbsmPr27aunn35a3t7erv4TUoV/PuEtW7Zs6tKlizZv3qw6dero9ddf15w5c7Ru3TrFx8frpZdeUmhoqHOsrvT4PXC7kg8a/3mVU44cOVS2bFktWrRIrVq1UlBQkNzc3BQcHKy4uDiVL19eX3zxhdzc3NSuXTtlzZrVFeXjf/65L5gvXz517NhRSUlJGj16tLy8vNSrVy9NmTJFU6ZM0eTJk5UtWza5u7tr2rRpztsv08vVbsl9NW7cOIWHh8vDw0Nz5sxRQkKC2rZtq3feecc5Zlq+fPn0999/6+rVq2rTpo2LK09bkh9CFhISosTERDVp0kTNmzdX9erV9c033ygiIkKBgYGSrgVXrVu3VqtWrVJFKGUznBbCbTh06JBeffVVvfnmm2rZsqXOnj2rDBkyKDw8XI888ogWLVqkRYsW6dFHH9XRo0e1aNEiFS9e3NVlp2mhoaFq1aqV+vXrp2zZsunw4cNasGCB+vXrp5dffln79+/XhAkTFBUVpfj4eL333nt68sknXV12mvDtt9+qb9++mjVrlgoVKqQjR45o2bJl2rNnj2bPnq2///5bkydP1oULF5QrVy7NmzdPGTJkIJD6D9fvXP3888+aNm2aFi1apOPHj+vVV19VrVq11KFDB3388cfq2bOnrly5ooSEBHl6eipbtmwurh7JPv30U/Xr108vvPCCDh06pClTpujcuXO6cuWKcuTIoenTp6tRo0Z67rnnNH78eK1bt05PPvmkRowYody5c7u6fEv880Di7NmzWr16tbZs2aKKFSuqV69ezraffvpJnTp1UtWqVdW/f389+uijkqSkpKQUTzTE/fHFF19o6NChCggI0J9//qk5c+bIw8NDBw8elJ+fn9577z01atRIzz//vGbNmqVVq1bJz89PY8aMUd68eV1dvstFRkbqkUceueHB8vfff68RI0Zo9OjRCggI0MGDB7Vw4UJ9++238vDw0NmzZ7V48eIUV4bg3y5cuKBs2bI59ydiY2Od4+kkJibqtddeU/ny5dWjRw+5ublp7ty5mjBhggoUKKBz585pwYIF9LGLXb8vuHTpUv3111/KmzevXnrpJWXOnFmTJ0/W559/rhEjRqh69eqKiIjQDz/8oDx58qhKlSpyc3NTYmKi3N3T17UhGzZs0PDhw/Xhhx8qa9asioiIcJ68fO211xQVFaU5c+bIzc1NWbJkUZ8+feTu7s7v5R2IiorSK6+8olatWunChQv6/vvvVb58ebVt21ZxcXFq1KiRGjZsqNjYWG3btk1LlixR0aJFXV22JK6Uwm2KiopSvnz51LRpU506dUrz5s3TTz/9pEOHDqlp06aqX7++ihUrpmPHjqlWrVpc9XAf7NmzRxUrVlTbtm2d0/LkyaOQkBA5HA7nFVNJSUkyxnCF1B2IjY1VwYIFVbx4cXl4eMjf31+5cuXS+PHj1b17d82dO1dLlixRRESE/Pz8ZLfb0+UOxO1KPoD56aef5Ovrq/j4eJ0+fVoRERFq166dqlatqoEDB+rQoUPauHGjqlSposqVK7u6bNxA48aNFRYWpqVLl6pWrVoqUKCA8uXLJ7vdrvnz5+uPP/7QpEmTJF0b1LtRo0bq2LFjuvn+uf5gJDIyUg6HQ7ly5VKHDh2UIUMGrVu3TpKcwZSbm5uqVq2qIkWKKH/+/M71sIP9YNSrV0979+7VnDlzVK1aNeXIkUNZs2ZV3rx5tWzZMv3222+aPn26pGtPx6pevbrefPNNruyRNH/+fB0/fly9e/eWl5eXvvvuO/36669q0KCBihQpomrVqqlSpUoaMWKEFi1apMcff1w9e/ZUw4YNdezYMVWoUEEFChRw9Z+Rqq1cuVIzZszQpk2blCFDBv36669avHixmjZtqmeeeUbu7u567rnn9N133yk+Pl7e3t7q0KGDKleurMuXL6tAgQJ65JFHXP1npHvXX/WzatUqlShRQn/++ad+/fVXjRw5Uj179pQkDR48WH369NELL7ygZs2aOZdPSkpKl/uTJ06cULFixVSmTBlJUuHChTV9+nR17NhRMTEx6tevn0JCQlIsw773rSXvg586dUrh4eGqVKmS2rZtK3d3dz3++ONasGCBHA6HgoKCnCeMM2XKpEWLFqWaQEoilMJtKlCggPbu3at27drpwIEDKlSokGrUqKE333xT77zzjmrUqOG8fQ/3R8aMGRUdHa2IiAjnGdzWrVsrMjJS77//vmw2m/OsDG7uRlc3JSQk6K+//tKlS5eUK1cuGWOUP39+BQYGql+/fnr99dc1fvx4PfbYY8518KP4b8ljBCQ/cvb111/XyJEj1bBhQ+XOnVuBgYF66aWXNHLkSEmSt7e37Ha7PD09XVw5biR558/NzU0vvfSSPvnkE82aNUtt27aVl5eX/Pz8lD9/fs2YMUPnz5/Xl19+qeXLl6ebQEr6/4ORSZMmafv27Tpx4oRKlCihKlWqqH379jLG6IsvvtCgQYP08ssva/bs2Xr88cf17rvvcvvvA5Z8Nt3b21utW7fW1q1b9dFHH+mVV15R3rx5VbRoUeXLl0/Dhw+X3W7XF198oaVLl/Ib+j+PP/64qlevLi8vL12+fFmxsbFasWKFQkNDVaBAAQ0cOFBt27bV9OnT9dNPP+n555+Xj4+PfHx8FBAQ4Ory04TAwEBVqlRJGTJkUGJiomJjYxUfH68uXbqoefPmql27ttq3b69ly5Zp3rx5euONNySJK6NSkeTv8I0bN2r9+vXOO0OmTJmimTNnasCAARo6dKh69uwpd3d39enTRzly5NAzzzzjXEd6OClxo6stM2XKpISEBF2+fFmZM2dWYmKiypQpozfffFOjR4+Wt7e33njjDXl7ezv7mX3vW7PZbNqwYYM++OADZ/926tRJBQsW1IsvviiHw6FFixZpxowZzluvExISUt1g++wZ4V+S7+jct2+fNm7cqF27dilfvnyaN2+efH191alTJ02fPl1vv/22atasqVKlSunKlSsplsWdSe636x8RW7RoUcXFxembb75RTEyMc3pyULJ48WIlJCRYW2gac/0B4OHDh3XkyBFJUoMGDVS2bFn17dtXUVFRzh/ORx99VJUqVdKjjz6qMWPG6OLFi5LEQeQ/JH8e7Xa7bDab9u7dq3Xr1qlNmzZ66aWXZLPZ1L59e5UvX16XLl3ShQsXdPz4ca1evVrGGOXLl8/FfwGul/z9c+HCBTkcDg0YMEBjxozRsGHD9P7772vhwoUyxqh8+fLKmzevduzYoV9++UXz5s1TwYIFXVy99ebNm+e8DXXu3LnKli2bRo8erTNnzqhFixZq2rSpfv75Z/Xo0UMXLlxQr169nOOH8F1y/yV/fqOjo3Xp0iV1795dgwYNUo8ePbR27VotXbpUp0+fVtGiRVWlShWdOHFCe/fu1YIFC1S4cGEXV596VK1aVY899ph+/fVXjRo1SiVKlNDGjRudV0++/PLL+uqrr3Ty5MkUA/vj9vn4+DhP8larVk2FCxfWlClT9OGHHyo6Olrjxo1TcHCwmjRpop9++ulfg/bDNY4fP67vvvtO0v/vD0ZERKhChQoqXry4/vjjD3333Xd65ZVXJEnDhw/X1atXFRQUpAEDBujpp592We2ucP2g5hEREc5jm4CAAO3bt8/5lPDkwClz5szy9/fXnDlzNH/+fEnsd9+O5N++s2fPat68eWrcuLG6du2qhIQEzZ492/kU1EaNGqldu3b69ttvtWjRIufTDVMb4kekkJxsb9y4UcHBwcqTJ4+OHj2qgQMHqk2bNqpUqZJiY2O1c+dO5c+fXytXrtSBAwecl2KmlwH77rfkQc3nz58vm82mli1bqn79+mrTpo3GjBmjpKQkPfPMMypcuLAOHjyojh07qkWLFsqSJYurS0/Vkn/UJkyYoDVr1sjb21tPPPGEPvzwQ73xxhuaNm2agoKC1K9fP9lsNs2cOVPZsmVT06ZNNXbsWJ08eZLBRG8g+Uete/fuiomJ0c8//6z169crR44catOmjQoUKKCqVavKGKO5c+eqRo0aypcvn65cuaKpU6fK19fX1X8CrmOz2fTVV19pwoQJzqdODh06VC1btpTNZtPgwYNljFGXLl3UuHFjlShRQm5ubqliYMwHLSoqSp6ensqaNasz5D506JC6dOmiSpUq6ZtvvtHWrVs1btw4HTlyRImJiWrZsqXq1aun8PBwFStWjNt/H7DkgV3HjBmjjBkzKk+ePJo1a5aaNGkim82mSZMmyRijjh07qmzZsurSpYscDodzHJ/0LikpyXmCIT4+XklJSdq7d69mzpyp9u3bq1GjRmrUqJFmzJihs2fP6siRIwoNDVVAQIDq1avn6vLTjOTvj8uXL8vX11dFixZV06ZNtXTpUlWpUkXFihXTmTNnnIM9HzhwQGFhYZzESQX27dunFStWyNPTUwcPHtSzzz4rd3d359NqV69erapVqyooKEgffvihpk6dql9//VVLlixRq1atJKWfcQSvP/kyceJEbd26VZcuXVJQUJCaN2+ukSNH6p133lFcXJyqVaumvHnz6vPPP1fDhg3VqVMn9e/fXw0aNOBW4Ntgs9m0Z88eTZ48WQULFlSHDh3k5eWlEiVKqHXr1rLZbHr77beVM2dOvfjii3J3d1epUqVS75MfDfAPO3fuNBUqVDArVqwwsbGx5sMPPzTFihUzixcvNsYYs3fvXhMYGGjq169v6tata37//XcXV5z27dmzx5QsWdKMGTPGtGvXzjRs2NB89NFHxhhjFi5caOrVq2eqVatmmjdvbsqWLWv27dvn4opTN4fD4fz3hg0bTGBgoNm0aZNZsWKFqVOnjnn11VeNMcYcOHDA9OzZ0wQEBJgXXnjBtGzZ0jgcDhMXF2caNGhgwsLCXPUnpGorVqwwzz77rOnataupW7euSUhIMAsWLDANGjQwEyZMMBEREcYYY5KSkowxxvzwww9mz549JjIy0pVl4x+S/z/Zt2+fKVOmjJk+fboZO3aseeWVV8yrr75qrl69aowxZvny5aZYsWKmYcOGpl69eubMmTOuLNsyiYmJZtasWWb9+vXGGGP++usvY4wxrVq1MrNnzza//vqrKVOmjPO3cfLkyaZHjx4mJiYmxXqS/z/A/XX95/eZZ54xs2bNMvPmzTMvvfSSqVu3romPjzfGGLNmzRpTrVo106BBA1OlShVz6tQpV5adahw8eDDF6++//9706dPHGGPMli1bTIsWLcyAAQNS/A5eunTJfPnll6ZTp07mxIkTltabFh06dCjF659++sm88sor5sqVKyYqKsp069bNVKxY0Rw7dizFfDt27DAjR47813sE14iMjDTdunUzgYGBJiAgwPl+HTx40Jw4ccK8/PLL5ocffjDGGLNu3TrTpUsXM3PmTJOQkODKsi13/b73Z599ZipXrmxWrFhhBg0a5PyOTkhIMFu3bjV16tQxgYGBplatWqZhw4YmLi7OHDx40DRr1izd7GPcC4fDYRwOh/nll19MvXr1TOXKlU1cXJyzPTQ01JQqVcoMHjw4zfQnp+3wL7t27VJAQICaN2+us2fP6rvvvlOFChWc48K0bt1ay5cvV2xsrDJnzqwcOXK4uOK0bd++ffrqq6/UpUsX9ejRQ5I0ZcoUffHFFzLG6PXXX1f16tV18OBBJSUlqWTJkvLz83Nx1alb8hV7n3/+uf766y81b95cderUkcPhUOnSpdWzZ0+9+uqrWrRokSZNmqTDhw/L09NTuXLlks1m07Rp0xQfH08/30SjRo0UGhqq1atXOwdnbdu2ra5evarNmzfLy8tLzZo1c14Rdf1YCkg9bDabdu7cqRMnTqhVq1bq1q2bEhIStHPnTk2dOlVdunTRzJkz1aJFC+XJk0d79uxR/fr1lTNnTleXbgk3NzcdPXpUq1ev1tq1a5WQkKB58+apRYsWmjZtmiZMmKAxY8bopZdeci5z7ty5f12Bw20ID0byWeLffvtNderUUadOneRwOFSjRg316tVLjRo10tq1a/XSSy/J19dXR44cUeXKlZUnTx5Xl+5yW7dudY4XV79+fUnSd999p3PnzkmSatasKTc3N82YMUMrVqyQJD311FPKnDmzateurerVq6fes+2pxC+//KJXX31VH3zwgerWrSvp2uD67u7uypgxozJmzKihQ4dq2LBhatasmdasWeO8KqpChQqqUKGCK8vH/zgcDvn6+qpcuXL68ccfVaJECR05ckQFChRQkSJFtHnzZh08eND59Ov169crb9686ty5s6T0c4WU9P/73tu2bdPmzZudV0c1b95chQsX1vz582WMUefOneXv76/z58/rzJkz8vf3l4eHhz777DMlJibym/kfzP/uaEru64CAAI0aNUo9e/ZUz5499eGHH0qS/P39tWTJErVo0UIeHh4KDg5O9f2auquDS1y5ckVZs2bVhQsXNH/+fBUuXFjz5s1T586dNWLECE2cOFGxsbEqUKAAgdQ9unr1qj7++GPNmzdPly5dck7v0aOHnn32WX3xxReaM2eOMmfOrJo1a6p27doEJXdg7dq1mjlzpn7//XfFxcXJbrerWLFimjx5svOxqdK1J4BcunRJzZs3V4cOHbRixQpNnDhRPj4+Lv4LUhfzv/vXExMTVbBgQTVo0EDHjh3TxIkTJUldu3ZVzZo19c0332jNmjU6deqUK8vFbVi4cKH69eun33//XTExMcqQIYMqVKigoKAgJSYmKigoSFevXlWNGjUUFBSkxx9/3NUlWyL5sz5y5EhlzpxZ3333nfOJkeXLl9dTTz2lJ5980hlwXLx4UWFhYelyjC1XWr58uUaMGKGwsDCdO3dOdrtdBQsW1IQJE+Tt7a0mTZooISFBzzzzjF555RXGkPofPz8/5cuXT2vXrtXnn38uScqaNWuKoKl69erq3LmzDh48qFWrViksLMzZlhrHI0ltKlSooC5duqhv377atGmTJMnLy0vx8fHOefLkyaPBgwerXLlyatmypY4fP+6qcvEPDodD0v+fVHj66af10UcfKVeuXFq0aJG++uorSVK5cuVUsmRJvfjii3rppZcUHh6uAQMGSLr2O5JeAqlk4eHh+uyzz/Ttt98qKirKOb19+/Zq3769Pv74Y3300UdKSkpS4cKFlZiYqGHDhqldu3Zavny5Ro0ala4ennInkgOp5BOHEydO1GeffaayZcvqgw8+0O+//65u3bo553/qqae0atUqvfzyy6k+kJIIpdI1h8OhpKQkSdcG2E4eNLtBgwaqW7euoqOjtXfvXlWtWlXu7u7KmjWrfHx8tGXLFs6Q3QeHDh1SxowZ1b59e1WpUkVr167V33//7Wzv2bOnAgMDtWLFCq1bt05JSUkMJP8fkncgJCkuLk6SNGvWLLVs2VJ//fWXtmzZopiYGNlsNhUrVkwffPCBDh48qCFDhkiSihcvrtatW+vll1/WihUrnGe98P9sNptCQ0M1bdo01apVSxMmTNBrr72mdevWOYOpN954Q7Vr19ann37q/Nwi9Zo8ebJefvll/frrr9q5c6dz7KOKFSuqR48eioqK0jvvvCMp/VzxkzxIa3x8vK5evapChQqpdu3aWrt2rdatW6f8+fOrQ4cOKl68uHr37q0XX3xRbdq00enTp53fJ3xXW2PUqFHq0qWLoqKitGXLFl2+fFk2m02FCxfWhAkTFBsbqzZt2khizMvrFS9eXF27dlW2bNn0ySef6IcfflCRIkUUHR2tPXv2OD+/NWvW1JtvvqkdO3Zo3bp1zkCFvrw9b7/9tjp06KBevXppy5Ytypkzp44cOaJ9+/Y5BzH39fXVe++9p6JFi6p9+/ZKTEzk+8PFrn9IzjfffKPPP/9c3t7eCggIUHBwsNzd3bVixQrne9qvXz+9+eabql27tj755BO5u7srKSkpXfx/cv2+tyTly5dPHTp0UPXq1fXZZ59p27Ztzrb27durQ4cO+uCDD/Tzzz9Lujb4f+7cuVWtWjUtXbqUfe//YLPZtHnzZnXt2lUHDx5UXFyc+vTpo6FDhzqPa3777TfnXTeSVKpUKRUpUsSFVd8+m+GbL9359NNP5evr6zzru3nzZi1dulSXLl1Sx44dFRgYKA8PD23evFkTJ07UJ598Ig8PD40ZM0aPPPKImjdvziOU71FERITeeustFStWTMOHD9fx48c1cuRIhYeHa8qUKc4n7EnSzJkz9cILLyh//vwurDh1u34HYunSpfrjjz/k4+OjN998U5LUu3dv7d+/33kFmpeXl4wxOnbsmPLly8cAxHdgyZIlWrJkiWrVqqXWrVsrZ86cWrFihebOnasGDRro7bff1tmzZ/Xpp5+qTp06fG5TkeSzbPv379fFixd18uRJNW7cWJIUHBysrVu3avLkyapQoYJzcO7du3crX7586Waw3eu/S06ePKls2bI5B3QPDg7Wr7/+qqCgIL344ou6fPmyDh06pLCwMGXLlk0vvPCC3N3dGdT8AUn+/O7du1dRUVE6ceKEGjdurCxZsigkJERbtmxRUFCQatas6dxHOXr0qOx2O4Pm3sRff/2l2bNnKzY2VnFxcfruu+/k5+cnX19f+fn5qXHjxsqXL5/OnDmjvHnz8n1+lz744AN99NFH6tChg2bNmqWiRYvq7NmzKlu2rJ544gmVL19eOXLkkI+PD7eXuljy94wkjR8/XosWLZKPj49Onz6tsWPHqkGDBjp58qRGjhypuLg41atXT/v371enTp2cQxakl1v2rv+9/O6773Tq1CnlyJFD5cuXV3x8vCZMmKATJ06oZ8+ezmNOSdqwYYPq1KnD7+Qt7N+/X8WLF5d07XN57tw5de7cWQ0aNFD79u119uxZ1a5dWx07dlTLli2VK1cu/frrr3r11Vf1/PPP67333nPxX3BnCKXSmcjISA0bNkznzp3ToEGDlClTJjVq1EgtW7bUsWPHFBYWpm7duqlp06Y6dOiQXn75ZbVo0UKXLl3Sd999p48//lhPPPGEq/+MNO/q1atasWKFNm/erBIlSmjAgAE6evSoQkJCdOzYMU2ZMkWFChVydZlpzrhx47Rs2TJVr15dW7duVbVq1TRmzBhlzZpV7777rv766y/17NlTVapUkbe3t3O59LIDcTeu30FLtmLFCi1fvlyVKlVS27ZtlTNnTq1cuVJTp06Vh4eHsmXLpqVLlypjxowuqhrXu/493LRpk0aMGKFChQopMjJSmTNn1htvvKE6deqoV69e+uGHHzRlyhSVL18+3f0/cf0O9qRJk5zj+lWvXl39+/eXJPXv398ZTFWuXFlRUVHOnUaJ75IH4Z+f38GDB6ts2bI6evSoMmbMqEaNGqlt27YaPny4fvjhB/Xo0UM1atTg5Nk/JO/u//P7/M8//9ScOXO0Y8cO5cyZU6NGjdLWrVu1fft2/f3330pMTNSmTZt42u8tJCQk3PC2xuTvlenTp2vy5MkqWrSo+vbtq9jYWH355ZcKCwuTMUYLFizQI4884oLKcSM7d+7UuHHjNGjQIOXKlUufffaZpkyZorFjx6phw4Y6efKkxo4dqyNHjkiS8wqp9Gj8+PFav369smbNKpvNpqioKM2aNUuZM2fWjBkzdPz48X8FU5I4gfMfvv32W/Xu3VtbtmxxfvfGxsbqtdde0/jx42Wz2fTKK6+oRo0aCg4O1oABA1S9enU1atTIeaIszR1HWjWiOlKPX375xfTp08e0adPGBAcHm8mTJzvbZs6caQIDA828efOMMdeeIvHqq6+abt268cS3e5D8FKDrn4xw5coVs3jxYtOyZUszcuRIY4wxf//9t+nRo4epWrWqOXr0qEtqTUuuf6rVl19+aQIDA83+/fuNMdeeuFSsWDHzxhtvmEuXLhljjOnbt6+pXLmy2b59u0vqTat27NjhfLJMso8//tg0bdrUhISEmKioKJOQkGC+//57M3z4cL4rUomzZ8+meH3kyBFTo0YNs2rVKmOMMSdOnDDFihUzq1evNomJicYYY3r16mWKFStmfvnlF8vrTS0mTpxonn76abNw4ULnkwfff/99Z3twcLCpVauWCQwMNJ07d07xxCHcP3///XeK1+Hh4aZ27dpm2bJlxhhjjh07ZooVK2aWLFni/G0dMWKEqVSpktmwYQPvy/8sXrzYfPnll/+anrxfYsy1p4i98847platWuabb75xTj9y5IiJioqypM60bOnSpWbFihXm8uXLKaYnP33tzJkz5ujRo2bhwoWmRIkSZuPGjcaY/9+HSStPx0ov1q5da95++23TuXPnFNOnTZtmSpQoYdauXWuMMebixYvm0KFDzvcx+Xc0Pfnmm2/Ms88+a3777Tdz9epVc+rUKTN06FDj7+9v9u3bZ8LDw02/fv1MnTp1zG+//ebqctOU06dPG2OM8zv44sWLpn79+mbixImmdu3aZtCgQSYhIcEkJSWZDh06mOHDh7uy3HtGKJWOXH8A/8svv5h+/fqZcuXKmWHDhqWYb+bMmaZ69epm/vz5JjEx0SQlJaUIU3B7Zs+ebYKDg52vd+7caerWrWsiIyOd05KDqWbNmpmxY8caY/5/5/CfjwjG/wsNDTUHDhxIMW3hwoWmdevWxhhjwsLCTMuWLc28efNMlSpVTLdu3cy5c+eMMdc+3+lxx+FuxcfHm0GDBpmKFSv+K5havHixefrpp8348eP5vKYyS5YsMT179kzx/8nu3btNvXr1jDHXDuife+45079/f3PixAkzatQo50F8v379zOHDh11St6sdPXrUNGjQwPz000/GGGN+/PFHU6pUKVOsWDEzePBg53yffPKJmT17drp75LdVFi9ebPr27ZviIH/fvn2mdu3aJj4+3pw8edLUrFnTDBgwwERGRprRo0c7D+zHjBnDSZ3/uXDhgunfv7+pWrWqM2xyOBzOQOrYsWOmQoUKZs+ePebgwYPm3XffNV27djUrV650ZdlpTt++fc1zzz1n1q5d6zwJltzHx48fN3Xq1HGeDPjggw+Mv7+/+fTTT53LE6CmLp9//rl54YUXTLVq1czu3btTtE2fPt2UKlXKrFixIsX064+x0pNPPvnEvPrqqymmJSQkmD59+piGDRua2NhYs3PnTjNjxgz2ve/CkSNHTPHixc26deuMMcZ89tlnpnTp0ubll19OMV/Hjh2dF5mk1e8TQql05J8f0j///NN07drVBAYGmp07d6ZomzVrlilTpoxZsmRJuv2ivVfr1683JUuWNKNHjzbGXAug6tWrZxo2bGhOnTrlnC82NtaMHTvWlCtXzgwZMsQYk/IMJv5tw4YNplixYubIkSPm888/N0ePHjXLli0zI0aMMBEREWb06NFm3LhxxphrZ7yKFStmWrduneJzzo/jzSV/Vxw5csQcOXLEfPPNN2by5MkmMDDQfP/99ynmbdmypQkMDDTTpk0zcXFxafbH8GGzY8cOU6NGDTNgwADz119/GWOMOXDggGnbtq355ZdfTPXq1c2gQYOMMdeu4CxXrpzzoCk9+efv2+HDh029evXMgQMHzMGDB03Xrl3NwoULzTfffGOKFStmPvjgg399PxNM3X+///6780qp5Cv+zpw5Y1577TXz+eefm+rVqztDwoSEBFOxYkXnFd5I6e+//zajRo0ygYGBKa6COnHihKlataoJDg52/h7+9ddfplu3bqZHjx7OcAU3d/3v3ejRo039+vXNJ5984uy7Y8eOmcqVK5tBgwal+K4ZO3asqVSpEn2cCvzzNyD5Pd25c6dp0qSJ6du3r9m7d2+KeUJCQkyrVq0sqzG1uNHx4Mcff2zKlStnrly5Yoz5/33rrVu3mqpVq/7rhCX73nduzJgx5qmnnjKbNm0y8fHxZsaMGaZMmTJm4sSJZvny5WbkyJGmQoUKaf5kIjdyphPmf2My7Nq1S2FhYYqLi9Nrr72mN954Q/Pnz9fEiRP11ltvKSAgQJLUqVMnZciQQc8880y6eeLS/fb888/L29tb77zzjhwOhwYMGKBVq1apbdu26tChg+bMmSNfX195enqqXLly2rFjh65evarTp08z0OUtVKtWTe3atVODBg2UmJio/fv3K1u2bKpQoYLi4uL0008/OZ8YlpSUpAoVKqh06dIqW7ascx2M+3Jjyd8VmzZt0vDhw+Xp6alChQrpmWeeUcOGDTVkyBCNHDnSOTbA448/rsqVK6tFixY8lTOVSExMVIUKFTR9+nS99dZbcnd3V9u2bfXoo4/q0qVLatOmjVq0aKHhw4dLkq5cuaICBQrIz8/PxZVbL/n3bceOHXrqqafk4+OjChUqyGaz6dtvv1Xu3LlVs2ZNGWOUKVMmzZgxQ1euXHGOMSWJMTHus6SkJOcTmMLCwrRw4UI1bdpUlSpVkoeHh3r16qUXX3xRw4YNk3Tt8164cGEG4f6H5LGMChYsqDp16ujy5csaNGiQxo0bp8qVK2vGjBmqU6eOBg4c6Bxn6oknntA777yjzJkzMybXbUh+SqeHh4e6dOmiAwcO6MMPP5Qk1alTR9u2bdOzzz6roUOHptiX7tu3rzp16kQfu5gxxvm+zJ8/X0eOHNGff/6p5s2bKzAwUP3793eOVfrKK684v5d69+6d7p6QeP2Yiz/88IMiIiJUsGBBlSlTRk8++aTGjRunN998Uzlz5pQk5c6dWzlz5vzX0/nY9/5vyfvgp06dknStH/v16yd3d3f16tVLkydPVqdOneTn56ePPvpI3t7e8vLy0sKFC1M8JCstYqDzdGTTpk3q16+fSpUqpUKFCqlnz57KnTu3fv/9d82dO1cRERHq1auXM5jC3THXDSa6b98+bdmyRVOnTlXXrl311ltv6erVq2rXrp1iY2M1depU5c6dW3PnztWpU6fUr18/55Oe8N8WLFigMWPGOB/N++STT8oYox9++EHjxo3Thx9+qDx58qhHjx4qUaKE80l81/+w4sa2bdumoKAg9enTR4UKFdLatWt18OBBvfjii7p06ZI+/vhjNW3aVJcuXdK2bdu0bNkygtRUJPkzHhkZqXnz5unjjz9W3bp1NWDAACUmJqpVq1Z67LHH1LlzZ2XJkkWbNm3SypUrtWzZsnQXTBljdPToUdWtW1evvfaa+vbt6xywuE2bNqpXr55at26tM2fOaNSoUWrbtq1Kly7NjvUDlLxTvm/fPoWFhWnVqlV69NFH1aVLF+XLl09t2rRRzpw51bRpU+XPn19bt27VypUrtWLFCoKpG9i8ebPGjx+v/Pnza/fu3cqWLZvGjx+vgICAFAfl5gYPtcDt+fzzzzVp0iQVK1ZMv/32mxISEtS7d2/VqlWL4CmVuv7zPnHiRC1fvlzdunXTuXPn9MUXX6hw4cKaMWOGvvvuO02bNk3FixdXkyZN5O/vf8N1pBchISHasGGDsmTJoqJFi6p9+/YKDQ3V1q1blSVLFnXr1k1JSUmaPHmy4uPjNXfuXPa579CXX36p0aNHK1OmTMqTJ49mzpwpDw8PjR8/XgsWLND777+vOnXq6OrVq/Lw8FB8fPxD8WAhQql04sSJE+rUqZO6dOmixo0b6+zZs/q/9u48oMa0f/z4+3Q6lRRFREq2QRjb4LGNMCVC1qyDGNmSSmSfhuyRyDRDGFu2sQ1PMyhbhpkw2dfsWYahJGk51f37w++cL7M8j5kHR/q8/tI59zk+53R33df9ua7rcz1+/JjLly9Tr1490tLSiIqK4uLFi0ybNu2lGSXin4mLi2PcuHG4u7tz+vRpkpKS6N27N1OmTCErKwsvLy8uXbpE+fLluXXrFhs3bqRq1aqGDvud9ftkUmpqKikpKaxbt46NGzeyevVq6tevz927d+nRowfW1tbk5ORgamrKli1b0Gg0hbID8U/oZkiNGzeOp0+f0q1bNywtLTExMaFt27ZoNBqio6OxsrJi4sSJ+tFD8e7Yt28fI0eOZMCAAdy/f59Dhw7h4uLCqFGjUKlU+Pj48PTpU3Jzc9FoNISFhRWa3+OftQNxcXH4+/szaNAghg4diomJCR4eHjRr1ozevXszZ84cMjIyWLt2LSqVSnbZe8NOnTqFl5cX69ev128tXrx4cUaNGoWtrS0TJ07k5s2bZGZmYm5uzuzZswvN+ft33Llzh969e+Pj40PHjh25du0aMTEx7Nq1i+DgYFq2bPmXu/KJV5OSkoK3t7d+J2tTU1Nmz55NYmIiffr0oU2bNpibm0v/4x2xefNmOnXqpN8p8eHDh4wcORJ/f38aN27Mzz//zODBgwkPD6dChQpUqVKFQ4cOMW3aNHr06IG3t7eBP4Hh/Pzzz4wdO5avvvqKmjVrcufOHf1AQHR0NImJifzwww988MEHFC1alFWrVqHRaGQw+BXo2odLly4xaNAgBg4ciImJCTt27ODp06fs2LEDExMT5s2bx5o1awgJCcHDw8PQYb9eb3GpoDCg+/fvKx4eHsqePXuUR48eKUFBQUqbNm2UevXqKR999JFy7do15fz588qUKVOU27dvGzrcAi0/P1958uSJ0qNHDyUqKkpRFEV5+vSpcuDAgT8Ull+7dq2yceNG5fr16waKtmB4cR17TEyMEh0drRw5ckRfhH/y5MlKzZo19TuGXb9+XVmxYoUSHR2tr/cidV9ejVarVXr27KnfbSwkJEQJCQlRTp06pQwaNEjx8PBQ/v3vfyuKouhrCAjD2rJli3Lq1Cn9z9nZ2UpgYOBLO8adOnVK6dGjhzJ+/HglNTVV0Wq1yo0bN5Rz584pDx8+NETYBvf7+guxsbFKtWrVlNDQUEVRnu8qVKdOHaVdu3aKp6envpaU1Fl8sy5cuKAMGDBA+eKLL/SPnTlzRunXr58ycuRI/e6eqampytWrV/WbWIjnXqxzdO/ePaVt27Yv7Xr18OFDJSwsTHF2dlZ+/vlnQ4T4Xrl3757SvHlzZffu3S89PnfuXKVZs2bKd999pzx58sRA0YkXbdq0SZk0adJLdY10xf5v3bqlHDx4UKlXr56ydu1a5cmTJ4qvr6++DtuxY8cKfT2kffv2KZ06dfpD3+/kyZNKSEiIotVqlXPnzim3bt3SXyel7/3qTp06paxdu1ZfXzgvL0+5efOm0r17d8XNzU3JyspSFOX/dpl932rSSdryPaX8bgJckSJFKFeuHLNnz6Zp06bcvHmT7t27ExcXR9WqVdm0aRNOTk5MnDiRcuXKGSjq94NKpcLc3ByVSkWRIkUAKFq0KM7OzixevJgNGzawcOFCAPr27UuPHj2oUKGCASN+9+lGWObMmcPUqVNZunQpCxYsICoqCrVaTXBwMF26dMHLy4uYmBj27dtHkyZN6NOnD8bGxuTl5Undl1dkbGxMQEAA1apV4+TJk9y+fZuPP/6Y2rVrU7p0aR49ekRoaCiPHz9+L6YLF3RXr17l4MGD+joOABqNhnv37vHgwQP9Y7Vr1yY4OJi9e/cye/Zsrl27hqOjIzVq1KBkyZKGCP2te/G6GBcXx4QJE9izZ4/+MRcXFyIiIli2bBmLFy+madOm7N27l/DwcDZs2IBGoyE3N1dGfN8QRVHIycnh1KlTXL58mcuXL+ufq1WrFkFBQaSlpbF06VIOHz6MlZUVlSpVwsrKynBBv4NUKhVxcXFERUWhKAq//fYbN27cAJ7POC5ZsiQuLi6kpaUxZMgQ4uPjDRtwAZWcnExOTg5lypTBycmJs2fPkpGRoX9+7NixGBsbEx4ezqFDhwpdDaJ3ka4WnVqt5ujRo2RlZeHg4ECLFi1YvHgxfn5+TJgwgb59+2Jpacn169c5duwYAA0aNECtVpOXl2fgT2E4KpWKpKQkfv31V+B5PT+Ac+fOsXfvXp4+fUqNGjVwcHDAyMiI/Px86Xv/DZs3byYkJIRTp06RkpKCkZERDg4OhIaGYmlpSbdu3cjOzmby5MnExMS8d0uDpWf1HlL+/xTAY8eO8fXXX7Nz504URWHSpEn4+voyd+5coqKi8Pb2pkSJEhQrVozixYsDYGZmZuDoC6bfdzZ0NUkSExNferxWrVr6derz5s17myEWeNHR0Xz33XcsX76cAwcOYGdnx8aNG4mKigIgODiYnj17EhwczJYtW/jggw/0r5VlNn9Po0aNcHd358iRIzx+/BhnZ2fgeYfEy8uLnTt3yo3gO6Jy5crMmDEDe3t7Lly4QGJiIiqVCmdnZ1JTU7l48aL+2Bo1atC4cWN27NhBTEwMOTk5Boz87VJeWDqTmZlJpUqVsLW1ZevWrcTGxuqPc3V1xcfHh6ioKBYvXoyFhQVVq1aVDvYbpLywfEy3bNLX15czZ84QGhqqP65WrVqMGzeO69evExMTQ2ZmpqFCfqddvHiRmTNnoigKZcuWZeDAgUybNo2EhAR9QrVixYo0aNCAAQMG4OjoaOCIC56bN28yceJEIiMjyc/Pp0WLFuzfv5+4uDiePXsGwLNnz6hZsyb16tWjXr16snTPwLRaLWZmZqjVan788UfCwsJYsmQJ+fn51KtXj9jYWNq2bUunTp2A578/c3PzPwwaF8b+pKIoKIpCixYtaNu2LZMnT+batWv662Hjxo2xsbHRn/s6MoDzn+mufVqtFnheOmP48OE8fPiQvXv3kp6ejkqlokKFCsybNw+tVkvfvn0BsLa2Nljcb4r0rt4DusZC98evUqmIjY0lICAAR0dHsrOziYmJYfz48XTu3JknT54QHx9Peno6d+/e5fjx44wdO9bAn6Lg0t3snD17litXrlCuXDkaNmzIpEmT6NmzJ/PmzWPMmDEAWFpa8uGHH9K7d2/97mXiz/1+DfrVq1fx8vKiVq1aXLhwgYsXL+Lk5MShQ4cwNjbGy8uLKVOm6Is4624i5aL49+k6zw4ODqSmprJp0yZu3LjBoUOH9MWxheHpzm9zc3NSUlJYsGABAGPGjKFt27bs3LmTdevW0atXL329HSsrK7y8vArVbokvtgPx8fHEx8fj5+dHQEAAERERbNq0CXiekAKwsbGhVq1a3Lx586XvSNqS1093/Txx4gQnTpzAyMiIGjVq0Lt3bwCWLVumn70JULNmTWbOnEmxYsX0M5HF/7l06RJRUVGUK1eOgQMHAtC1a1fu37/P8OHDCQoKonTp0pw4cYKbN28yZ86cl2ZZildTqlQpatWqxcmTJ1m5ciWDBg0iOTmZZcuWceLECapXr86VK1e4cuUK69atKzSzUd9V+fn5+hpSusLb9erVIzExkeXLl+Pt7U1qaipxcXGMHj2a8uXLc+bMGZ49e0bnzp0NG7yBvThocP78eerXr09iYiL+/v4EBgZiZmbG8uXLMTMzo2zZsgaOtuDQXfsSEhI4dOgQGo0GHx8f/Pz8yMjIYNmyZWg0Gv1mCY6OjixbtkzfP38fk9xS6Pw9ojvBHz9+zMqVKylXrhyenp7ExcWxbds2/ZS/YsWKER4ezvHjx/VbTTo5ORk6/AItLi6OUaNG4eDgwM2bNxk6dCgjRoxg7969TJgwgWbNmlGpUiWePn3Kzp07iYmJoUyZMoYOu0CIjIykfv36bNy4EXNzcwIDAwkNDaVy5cr079+f4cOHc/78eerWrUt4eDimpqYAUoj4NUhNTWXRokUcOXIEc3NzZsyYIcWE3yHK7wrn/vLLL/qOjG6p08SJE7GyssLU1BQrKyv27NlDTExMoVmm/eJ3FBsby5YtWzh58iTdunVj+PDhPHr0iEWLFpGenk6bNm1o06YN48aNw9XVla5du/7hPcTrFxcXR1BQELVq1SInJ4eTJ08yfPhwevTowYEDB4iKiqJLly74+voaOtR33unTp4mMjOTHH38kODgYT09PAB48eMCOHTtYu3Yt1tbWKIrCzJkzpT1/RX/WBjx79owlS5Zw/PhxXF1d8fLy4ttvv+Xw4cNcvXoVW1tbAgICqFmzpoGiFr935MgRpk2bxooVKyhevDjLly8nISGBVq1aMXjwYGJjY/npp5+4e/cu9vb2jBs3Do1GU2j6k392nus++65du5gzZw5z5szB3Nycb7/9lh9++AFHR0fMzc31fQ8ZDH51u3btYsyYMTRq1IiTJ09SrVo1wsLCKFu2LDNmzCA+Ph4fHx9atWpVKAaDJSlVwC1btoy4uDg2bNhAfn4+169fp2PHjjg4ODBp0iRatGgBwIEDB9i0aRM5OTlMnz6dMmXKkJGRgaIo792a1LctOTmZadOm4ebmhpubG0eOHMHf359hw4YxfPhwkpOTWbRoEdnZ2fpMePXq1Q0d9jvJz8+P0qVLM2nSJADS09Pp3r07oaGhODg48Ntvv5GZmUlkZCTe3t40aNCAefPmceLECWrUqMH48eMLRcfhbcrNzdXXydAt8xWGp+s8Hjp0iH379nHnzh1Gjx7NgwcPiI6OxtTUlKCgIP1ShSNHjlCuXDk8PDwK5S6f8+fP57vvvqNdu3bcvn2bCxcu4O7uzmeffcaTJ09YsmQJe/fupUiRIlhYWLBt2zbZsfMtuH//Pt7e3vTt25eePXuiKAqHDh3C19eXQYMG4efnx4YNGwgNDcXb25thw4YZOuR3iu78zM7ORq1WY2xszK+//srs2bN5+PAhn376KW3bttUfn5KSQpEiRcjNzS0UNzmvU2JiIp9//jk7d+7Utwm6xNRPP/2Eu7s7/fv3x8jIiPT0dExMTPSDZMLwdHUEmzZtSmhoKCYmJmRlZbFkyRKOHj2Ks7MzAwcORKPRkJOTo58lm5ubWyiWbb+YTLp9+zZFihTB1NQUCwsLfvjhB4KCghg/frx++RjAvXv3MDU1xdraGpVKVWi+q9chKSmJIUOG4OfnR+fOnbl69Srt27enadOmzJ49m9KlSzNr1iy2b99OcHAw7dq1e+/7InLmFHCtW7emVatWwPOlBZUrV8bLy4sVK1boC9EBtGzZEpVKxebNm/H392fmzJlUqlTJUGG/Ny5dusTatWt59OgRTZo0wdLSEjc3NyIiIhg5ciRarZYxY8awYMECjIyMXrrQiT/65JNPmDRpEsWKFcPX1xeNRoNWq+XBgwfUrl0ba2trFi5cSHJyMg0aNACeN+wff/yx/mZFRmleL2NjY0lGvYNUKhUHDx7Ez8+PLl26UKZMGX766ScGDhyISqUiOjqauXPnMnz4cDw9PfH09Cy0CZbU1FSOHTvG559/jouLCwDbtm1j165dLFu2jGHDhjFp0iR69+7Nr7/+SuvWrVGr1dLBfku0Wi21atUC0NctCQsLw9fXl2bNmtG5c2c0Go2+zRfP6f6eDxw4wPbt27lz5w516tShffv2BAcHExISwubNm1Gr1fqlqcWLF5eBm7/hxTbTwsKCIkWK0KVLF7Zt26bf1MbHx4fbt2+zfPlyUlNT8fHxkYTfO0D3u9OVOLG3t6dGjRr8/PPPPHnyBBsbG8zMzBg6dCgqlYrDhw+TkpLC6NGjX+qnF4ZrwIslYBYsWEBcXBzZ2dl8/vnntGjRglu3bhEUFPRSQgqgTJky+r8Pqbn4anTn5d27dzE3N6dDhw6kpKQwb948+vTpw5EjR/Dz8yM8PJwJEyZgYWFBzZo1C0XfTe7cCriKFStSuXJljh8/TseOHVEUhaCgIH1hy/379+uPdXZ2plOnTtjb20tB89ckMzOThw8fkpSUxE8//aR/3MXFhcWLF7Ny5UqmT5+uL8iqW9Mu/pyHh4e++GR4eDhmZmbY29uTlpam3+WjYcOGlC5dmsGDB9OvXz/u3r3L4MGDgZcvrEK8z3JyctixYwefffYZwcHBTJs2jU8//RSA+vXr06VLF3Jzc5k3bx6nT58G3s8aBH/mzzaeSEpKIjU1Vf9Yly5daNeuHdu2bSMyMpLU1FQ+/PBDXF1d9TssSQf7zcvOziY5OZl79+4B/1cjs3HjxlSsWJFLly5hZmZG586dpSD376hUKuLj4/H396dSpUp89NFHPH36lCFDhnDq1Cl9uYYtW7bw/fffA4WzSPM/pbt5/PHHH5kzZw6hoaGMGTMGIyMjOnfuTH5+PgAmJiZ8/PHHWFhYkJaWxtOnTw0cucjPz9df77RaLYqiUL16daZPn06FChXo16+ffqMPMzMzhgwZQrVq1cjNzS2U/XTdd7V06VK+/fZbPv/8cyZNmkSdOnWA5zuF9+vXT3/O//51IDUX/xtdv+TRo0coioJWq6V27drcuXOHrVu3YmVlRVBQEAsWLODEiRP4+fmxZ88efH19C821T86gAk43Wn7mzBlycnLo1q0biqIwbtw4+vTpw6hRozh48KD+eBcXF6ZNm4adnZ0Boy64dI3Kw4cPycrKom7dukyaNAkXFxe+++67P2wvHhoays6dO8nOzgYKz03h/8LV1ZWwsDCioqKIjIxEo9Ewffp0Ro4cyZQpU/SzpNRqNdWrV2fr1q0YGxuTl5cn368oVK5du8aTJ0/0P+fn5/PkyRO6d+9O8eLF8fLyonjx4tja2howyrfrxZuRmzdvcvv2bfLy8ujTpw8///wzt27d0h/buXNnSpQowf79+9m4cSPJycn65+Tm/fX5q13ycnNzKV++PH369CE8PJxjx46hVqtRqVQUKVIES0tLzM3NAbnh+TOKorBr1y4+/fRTRo0axfjx4wkKCsLLy4vAwEBu376Nv78/AHv27NEvwxavRrdp0IgRI0hJSaFChQrY2NgQGhpKsWLF6Ny5s74Mxq1bt2jevDmjR4+WwvEG9uLgZFRUFMOHD6dv375MmjQJtVrNjBkzKF68uH7gBp4npsaMGcOkSZP0s6sKm/z8fM6fP0///v3517/+hYODAxs3bqRXr16MHj2axMREaYf/ByqViri4OD799FP69+/PuXPncHNzw8HBgYMHD1KrVi3MzMzIyMigRo0a2NnZFbp6dFJTqoBZunQpKSkpjB8/Hng+Wu7l5UWXLl1o1qyZfgnTd999h0qlYubMmXz77bfMnTtXP31b/DO6UbO4uDgiIyPJysqic+fO9OrVi5SUFCIiIkhLS6NXr176JSIAGRkZFC1a1ICRF0y7d+8mKCiI7OxsunTpQrVq1di5cyeKonD+/HmGDRuGn5+frGMXhYKu/cnNzSUnJwdzc3PmzJnDr7/+SkBAAOXLl9cfO3ToUBwcHJg8eXKhbX8WLFjA4cOHSUtLo0SJEmRkZFCpUiUcHR3p2bMn9vb2PHnyhMmTJ2Ntbc358+dp2rQpXbt2LTSjkm/D4sWLsba2plevXi8l+nTFc9PS0vj++++5cOECR48excfHBxsbGw4fPszWrVvZtGkT9vb2BvwE766cnBx69epF06ZN9Tv8wvNBs2nTplG6dGkmT57MxYsXsba2LlTJ6dchLS0NX19f3N3d6dWrF5mZmVy/fp2EhATKli3L4sWLSU5Opnr16ly4cIGtW7dSpUoVQ4ct/r+vvvqKNWvWMHDgQExNTYmOjsbKyorAwEBsbGwYO3YsWq2WLVu2vDQ7qrAsc/99qYucnBzGjh1LWloaVatW5YcffsDOzo5y5cqRl5dHZmYm4eHhFClSpFB8P69bcnIyPXv2ZMCAAVy5coXU1FQqVaqEm5sbs2fPZvLkydSpU4eFCxdy69Ytpk6dWuhqPstdXAFjZ2dHWFgYFhYWjBw5Eo1GQ1ZWFllZWdjZ2bFgwQL8/f3p1KkT3333HRMnTuTZs2d88cUXNGvWTD/qKP4+XULK39+foUOHkpOTw86dO3n8+DHDhw9n1KhRLFq0iM2bN5OTk4O7uzuAfOf/kJubG2ZmZvj5+WFhYYGXlxf9+/fn6dOnHDt2TF8nTdaxi/edrpO8b98+tm/fzrVr1xg+fDi1a9fmwIEDbNmy5aVkiomJib4OWGFsf9asWcOGDRuIjIzEzs6OZcuWsW7dOlq3bs3ly5fx8fGhSpUq3Lp1C5VKxaJFi9iyZQtLly5Fo9EwbNgwaVNek6JFi9KoUSPUajVarRaNRqMfRLh9+zaDBg3C29ubfv36YWVlRUhICGXKlMHIyIhly5ZJQuoFunbg5s2bqFQqLC0tad26NYmJiSQnJ+Pg4ACAjY0NlpaWXL16FUA2VvmH1Go1jx49IiUlhVu3bjFjxgyuXr2qX543efJk0tPTycjIYNasWVKn9R2hKAqpqanEx8cTHByMm5sb8HwJmpeXF6GhoXzzzTcsXLiQvn37MnHiREJDQ/WvLwwJlxcTUlevXsXa2poSJUrQt29fIiIi2L9/P71796ZVq1Y4OTmxcuVKEhISCmV/4n+ha7MfPXpEZmYmHTt2ZOjQoQCsWrWKgwcPkpGRwb1795g1axbw/PexevXqQpeQApkpVSDFxsYSEBDAZ599RkBAAEFBQdSoUQMvLy/g+ZKF0aNHo9Vq9TOmHj58iI2NjWEDL+DS09Px9fXFxcWFTz/9lOzsbJo3b06JEiX45JNPGDFiBA8fPmTWrFmYmpoya9asQjlD4XXTne/e3t74+fm99Fxh2aZXiCNHjjBixAgGDx6MiYkJRYsWpW/fvvzwww98/fXXVKhQgeLFi2NkZERMTAwbNmygcuXKhg7bIEJCQrCwsCAgIIC4uDiCgoKYNm0ajo6OxMbG4uTkREJCAjY2Nnh7e+t3yNqyZQuNGjXS39yLf+73sw0SEhK4cOECHh4elChRgtu3b9O1a1fc3NwICQnRH/fgwQM0Gg1GRkaywcKf+OGHH/TfV61atbC2ttbPbPD09NSfu1OmTEGtVjN58mRJsP4Pvv76a5YsWUJmZiaNGjWiQ4cO9OjRg3HjxpGZmcmiRYsMHaL4E48ePaJHjx58/vnnODs7k52djampKTk5ObRq1Yr+/fszdOhQ7t69i62tbaHqR77YNi9YsICYmBhycnLo0aMHXl5e+prDKpWK1NRUbGxsGDx4MJaWloSFhRWKpN3rtGvXLhYvXsz9+/extLRk5cqV+pnty5cv59y5c6jVaszMzKhSpQrNmzcvtH03uVIVQLqaOwEBAZibm2NmZkZoaCiXL1/GysqKVq1aERwcjLe3N0OGDCEqKoqSJUsaOuwC5/edaq1Wy9WrV+nTpw/Z2dl88cUXdOvWjQoVKuh31+vduzfTpk0DkITUa+Lq6sqCBQvw9fXFzs4OT09P/XOFqSMhCrcff/yRLl26MHLkSAB9wVFnZ2ceP35Meno6R44cwd7enrVr1xbKTo1ujO3evXvUrVuXs2fPMnbsWMaMGUOHDh1YtWoVJ0+eJCAggLZt2+rbd92uqN26dTNk+O+V39+4/PLLL6xcuRK1Wk2HDh04f/48bm5ufPHFF/pjFEWhdOnSbznSd5+uL5KSksLcuXMJCAhAo9Fw8uRJbt68SV5eHjdv3iQoKIgPPviAZ8+esX//ftavXy8Jqf/RwIEDadKkCZmZmdSvX1+/K5uJiQlmZmYyMPaOKl68OMbGxsTGxuLs7KxPSGk0GqpWraqv86qrr1uYfo8vJqTWr19PSEgIycnJbNmyhczMTHr27EnZsmWZNm0a586dQ6vVYmRkxFdffaWvtyWJqf/sxTZ75syZ9OjRg6ysLDZv3sz3339Ply5dsLW15bPPPmPFihXs37+funXr8umnnxaa8/DPyNWqgGrTpg1hYWGMGTOG3NxcPvroI6ytrdm7dy979+7l9u3b1KhRQ19nQBqQv0e3A5BKpeL+/ftoNBqys7MZNWoUVlZW7N+/X79Er3bt2kRHR7N9+3auXLnCwoUL9SPv4vVwdXVl9erV1K9f39ChCGEQV65cean4qlarBZ7Xj2rVqhVDhgxh8ODBhXo5q+4616lTJyZNmkRYWBhz587Fw8MDeL7Tm+57e/Ga+OL23+L10F0/dQm/ESNGoNFoWLFiBXl5eXTp0oU2bdq89Brpp/w53Q5w+/bto3nz5nTt2hW1Wk3VqlXZtm0bly9fpnjx4jRu3Jjdu3djb2/P+vXrqVq1qqFDL/BMTU2pU6cOz549Y9WqVTx+/JiMjAx++OEHoqOjC/UN5LtKt0x44sSJBAcHExYWxujRozExMUFRFDIyMihWrNhLrylsv8d79+7x008/8eWXX9KwYUPOnj1LeHg4hw4dAsDHx4c+ffpw5swZ1Go1nTp1Qq1WS/3WV6Rrsw8dOkS7du30g4lly5Zl2bJlGBkZ0alTJ2xtbRk0aBCmpqa0bNmy0J2HvydnVgGmq7mj2w547NixBAQEcPfuXY4fP069evWoWLGiocMsUF4sJK9Sqdi1axcLFy4kNzeX0qVL06BBAzw9PQkMDASgdu3a5OTkUK5cOdzd3fH09JSE1BvSqFEjALkoivfen41EtmvXjvXr13P48GGaNWumb2dq1KhBQkIC/fv3x9jYWHbHAT7++GO6devG/v379UvA0tLS+OWXX3BwcJDkxxumO3+PHDlCbGwseXl5+Pn54e3tDcDKlStRqVR4eHhgbW1t4GgLhmfPnrFu3TrKlCnD06dPKV68ODVq1EBRFLZt28aFCxf45JNPWLlypcxkeAOMjIwoVqwYe/bsoWLFiqxdu5Zq1aoZOizxAt2gjUaj4dChQ5w5cwY/Pz9mzpzJuXPnsLOz48aNGzx79oxPP/3UwNG+Xb+fCZaVlUVSUhJGRkbcvHmTyMhIgoODAZg1axb5+fl06NDhpZUJeXl50vf+GzIyMli1ahX29vb4+PhQrFgx+vbtS35+PsuXL8fIyIgOHTpQpkwZ+vbta+hw3wlydhVwzs7OzJ07F39/f0qVKoWvry/ly5d/aScm8epeLCTv6enJ9OnTGT58ONbW1vz222/MmzcPgIoVK/Lbb79x6dIlYmNj9TslSN2uN08uiuJ9pruhPHHiBCdPnkSlUuHk5ETz5s2JiYlh+/btKIpC8+bNgecdn8JWE+O/MTc3Z8iQIRgZGeHn50e5cuVQFAWNRsPixYuBwrPDkiGoVCp2795NYGAgLVq04NKlSyQkJLBw4cKXElNGRka0b9+eEiVKGDjid1+bNm1YsmQJPj4+LFu2TD8wVrNmTdRqNcuXL2flypU0aNBAihG/AWZmZvTs2ZOuXbuiUqmkH2Jgf9Z+636Oi4tj7NixzJgxA3d3d5ycnFi+fDl5eXk4OTkRFBSEsbFxoVmyl5+fr/+c58+fp0iRIuTk5DBz5kysrKw4dOgQJUuWpHHjxjg4OBAZGcm+ffvIysqiZs2a+u+6MHxXr5Obm5u+zV6+fDkBAQEA9OvXDyMjI+bNm4exsTH9+vWT7/b/k0Ln74nY2Fh8fX0JCAjQV/YX/4yusHbr1q3Jz88nLCxMv7xj3759BAYGUrlyZczNzbl37x7Z2dl89dVX1KxZ08CRCyHeB7ri3LVq1SInJ4eTJ08SGBiIk5MT69at47fffsPc3BwbGxsOHjxIdHS0jNr/idzcXC5dusSFCxewtLTExcVFliC8BdevX2fIkCH4+PjQuXNnHj58SPPmzXFycmL27NlUq1aNFStWEBERQVBQED179pQZfq9oz549jB49+g8bfyQlJWFlZUWpUqUMGJ0Qb96LO8elpKSQnZ1NyZIlMTEx4dixY/Tr14+pU6fSs2fPv3yPwnAN8PPzo3Tp0kyaNAmAOXPmsGvXLvLz87GysqJFixYEBgbStWtXmjdvzujRo7l//z4TJ06kY8eOeHh4SLv8GvxVm71x40b+9a9/UaFCBcMF946RpNR7ZN++fTg6OhbKArevm+6m0NTUlNjYWCwsLPSjKkuWLCEpKYm+fftiZGSEra0tZcqUMXTIQoj3wP379/H29qZv37707NkTRVGIj4/H19cXX19funXrxqlTp/S1Y9q2bUuVKlUMHXaBUVhGxw3pxIkTjB8/ng0bNqBSqZgyZQoODg6cOXOGBw8eEBERQdWqVaVT/g/pbnKGDRumr1UiRGETHh7O8ePHuXz5Mi1btuSDDz6gX79+7Nu3D3d3d/1xutvcwjYzdseOHUyaNImhQ4fi7OyMn58f8+bNIycnh+TkZKZOnYqXlxd5eXlotVpat27NmjVryM7O1tc9ejEBKP45abNfzfudJi5kWrdubegQ3hsuLi6EhYUxcuRI1qxZw/Dhw/U3Mqamply/fp2aNWtKgVwhxGun1WqpVasW8LxD7ezszIIFCxg5ciQffvghrVq1olWrVgaOsmCShNSbp1arcXJyIi0tjfj4eCwsLPjss8/QarW0bNmSgIAAvLy8/uNMBvHX2rRpQ3h4OCNHjkSj0cjseFHoLF++nPXr1xMWFkbp0qWJiIggMjISDw8PfUJKt+yssCWjdDw8PChSpAgBAQEkJCRQu3Zt/WZBjRs3pkSJEgQFBVGlShWKFClCfHw8JUuWZPXq1ZKQes2kzX41kpQS4i+0bNmSsLAwAgICMDIyonfv3piYmHDv3j3Mzc3RarWSlBJCvFbZ2dkkJydz7949fT0HRVFo3LgxlSpV4urVqzRu3NjQYQoB/N+N36VLl3j48CFGRkY0adKEYcOGUapUKfbv30/Tpk0pWbIkFy9epH79+lSoUIGmTZsaOvQCzcXFhcjISBwdHQ0dihBv3bVr1/D396dZs2b6Xc6mT5/OgwcPuHTpEi1atCi0yagXubq6snDhQoKCgihbtqw+0ZSXl0fLli3x9PQkNzeXAQMGkJubi6OjI0ZGRoVieePbJm32fycpUCH+gzZt2hAWFkZERASurq5MmjSJ77//nvHjx1O0aFFDhyeEKIAyMzP/9PHc3FzKly9Pnz59CA8P59ixY6jValQqFUWKFMHS0lLaHfFO0e1SO2jQID7//HN27dpFRkYG1atXJyMjg3v37uln/cXFxWFpacnEiRMpV66cgSMv+Fq3bi3lGsR77/dVZhRF4dq1azx+/JiEhARGjRrFmDFjaN++Pd9//z0xMTHk5eUZKNp3zyeffMK8efO4ceMGUVFRwPPZrGq1GmNjY27duoWDgwMVK1bUz5CShNSbIW32fyZnnRD/hZubG2ZmZgwdOpQSJUoQExNDsWLFDB2WEKIAWrx4MdbW1vTq1eulpWS67ZbT0tKoWLEiWVlZTJkyBR8fH2xsbDh8+DC3bt2iQYMGBoxeiJedP3+ekJAQJkyYQOvWrUlPT0dRFC5fvkzVqlWpVq0agYGB2Nvbc/36dVatWoWFhYWhwxZCFAAvLiH79ddfycjIoHLlyvTs2ZMNGzbw5ZdfEhwcjKenJwBFixbl3LlzMkvqd1q1asX8+fMZPXo0+fn5uLu7Y2ZmxunTp/8wQCBL9oShSFJKiFfg7OzM119/jYODgySkhBD/WNGiRWnUqBFqtRqtVotGo9FPlb99+zaDBg3C29ubfv36YWVlRUhICGXKlMHIyIhly5Zhb29v6I8ghN6TJ0+ws7OjWbNmqFQqVq9eTXx8PPfv36dBgwZERkaybt068vLyaNasGZUqVTJ0yEKIAkKXIJk/fz6HDx/m2rVr+Pr6UqNGDaysrKhVqxZly5YFnrdFiYmJ+hk/4mVubm6EhYURFBREREQEnTp1Ijs7m2nTpgH/txRbCEOR3feEEEKIN+z3Hb6EhAQuXLiAh4cHJUqU4Pbt23Tt2hU3NzdCQkL0xz148ACNRoORkRHFixc3ROhC/KWTJ08yfvx4bG1tOX36NJUrV6ZevXo4OzsTFBRESEgIn3zyiaHDFEIUUBs2bGDhwoUsWrQIeH4tbdSoEUlJSURERHDjxg2ys7MpWrQoubm5bNmyBY1GI0mWvxAfH8+QIUMYP348AwYMQKVSSQ0p8U6QM1AIIYR4w37fOf7ll19YuXIlarWaDh06cP78edzc3Pjiiy/0xyiKQunSpd9ypEL8Od1N3vnz57lz5w729vbUrVuXYcOGkZiYSOPGjenQoQMODg7k5+fj4OAgN4VCiP/JzZs3adeuHQ0bNnzp8ZycHFq0aIG3tzc//fQTZcuWpV27dhgbG0uS5T9o0aIFa9asoV69eqhUKhRFke9KvBPkLBRCCCHeMN0NfU5ODiYmJowYMQKNRsOKFSvIy8ujS5cutGnT5qXXyA29eFfozt9du3YRHByMsbExpUuXxsPDg/79+9O5c2cyMjJISkri6dOn7Nu3j+TkZKpWrWro0IUQBcSfzW5KTk4mNTVV/3NOTg4AYWFhVKxYke7du/Phhx/qn9fVZxR/TZfgk+SdeJfImSiEEEK8QbqO9pEjR4iNjSUvLw8/Pz+8vb0BWLlyJSqVCg8PD6ytrQ0crRB/pFKpOHbsGBMmTGDChAm4u7szf/581q5dS3Z2NoMHD+bs2bMsWrSIBw8eYGpqSlRUlNRAE0K8kheLmj979gwjIyPMzMzo3bs306dPZ926dfTp0wcTExMAGjVqxNmzZ8nLy3tp05AX/y3+M0lIiXeJnI1CCCHEG6RSqdi9ezeBgYG0aNGCS5cukZCQwMKFC19KTBkZGdG+fXtKlChh4IiF+L+t2HUzF06fPo2Hhwc9evTg2bNnnDt3jhIlSnDkyBFMTEwYNGgQc+bMISMjg5IlS2JjY2PI8IUQBYguIfXll19y6NAhbGxsaN++Pe3ataN58+bs3r2b7OxsBg4cSGpqKkePHsXR0VGSUEK8J6TQuRBCCPEGXb9+nSFDhuDj40Pnzp15+PAhzZs3x8nJidmzZ1OtWjVWrFhBREQEQUFB9OzZU3YPEu+MgwcPYmxsTFxcHNeuXWPZsmWEh4eTnZ3NiBEjCAkJISEhgZYtWzJlyhSKFCli6JCFEAXEizOkli9fztKlS+nWrRvJycmcOXOGoKAgXFxc+Oqrr9i5cydZWVmUKlWK/Px8Nm/ejEajMfAnEEK8DjJTSgghhHiDHj9+jJGREc7Ozjx+/JipU6cyaNAgzpw5w6hRo4iIiGDQoEEULVqUf/3rX5KQEgazdOlSUlJSGD9+PIqioNVqiYyMpHfv3owePZozZ85w7949rl27pt85sl69epw/f56UlBQePXokS/aEEP/V0aNHadSokf56l5CQQHZ2NjNmzMDFxYX79++zZcsWZs+erV/y3q9fP/bv30+pUqVo1qwZarVa6iIJ8Z6Qv2IhhBDiDVKr1Tg5OZGWlkZ8fDwWFhZ89tlnaLVaWrZsSUBAAF5eXvTs2dPQoYpCzs7OjrCwMCwsLBg5ciQajQatVktaWhqWlpY0adKE7du3c+LECRYvXgw83x2radOmBAYGYmFhYeBPIIR413377besX7+eLVu2oCgKjx49YsCAAQB8/vnnANja2tKtWzcURWH+/PlkZGTQq1cvunXrpn8fKWouxPtD/pKFEEKI10RX1PzSpUs8fPgQIyMjmjRpwrBhwyhVqhT79++nadOmlCxZkosXL1K/fn0qVKhA06ZNDR26EHTo0AFTU1MCAgLQarUEBARQpUqVl+pLVa9enWrVqhEUFISlpSUxMTFs2LBBElJCiFfi6elJ165dUalUXL16lSpVqrBjxw769evHkSNHcHV1pVSpUtja2tK9e3fUajXTp0/HxsYGFxcX/ftIPSkh3h+SlBJCCCFeE5VKxa5duwgJCcHMzIzmzZtTu3ZtqlevzoMHD7h37x61atUCIC4uDktLSyZOnCg39OKd4erqSlhYGAEBAZibm2NmZkZoaChJSUlYW1tTv359GjZsSGJiIpmZmaxZs4bKlSsbOmwhRAGgqyGlVqs5ffo0PXr0YN68eXTo0IFvvvmGPn36MH/+fIKCgihRogS2trZ06tQJW1tbWrVqZejwhRBviBQ6F0IIIV6T8+fP4+3tzYQJE2jdujXp6ekULVqUu3fvUrVqVfz8/Dh27Bj29vZcv36dVatWUaNGDUOHLcQf7N69mzFjxpCbm8tHH31EnTp1iIuLw9TUlMuXL9O1a1fGjBkju0UKIf623bt34+TkxI4dO1i6dCmzZ8/G3d2dc+fO0bdvX9q1a0dQUBDW1tYvvS4vL09mSAnxHpKZUkIIIcRr8uTJE+zs7GjWrBkqlYrVq1cTHx/P/fv3adCgAZGRkaxbt468vDyaNWtGpUqVDB2yEH/Kzc0NMzMz/P39qVSpEmPHjiUgIIC7d++SkJBAw4YNJSElhPjbbty4weLFixk+fDgjR44kOzubsWPHAuDu7k50dDT9+vUjLS2NOXPmYGlpqX+tJKSEeD9JUkoIIYR4TczMzEhPT8ff35/Tp09TuXJlGjdujLOzM0FBQezdu5c+ffoYOkwhXomzszNz587F39+fUqVK4evrS/ny5SlfvryhQxNCFBC6Wos6FSpUoEGDBkRERNC2bVsCAwMxMjJ6KTH1zTffEBYWRtGiRQ0VthDiLZKklBBCCPEP6Dra58+f586dO9jb21O3bl2GDRtGYmIijRs3pkOHDjg4OJCfn4+Dg8NLHXMhCgJXV1fCw8Px9fXFxMSEoUOHGjokIUQBorvupaen62c9jRo1ikuXLulnRQUEBKBWqxk3bhxZWVl07dqVVatWAf9Xh0oI8f6SmlJCCCHE36RLSO3atYvg4GCMjY0pXbo0Hh4e9O/fH7VaTUZGBklJSZiamrJv3z6io6PZtGkT9vb2hg5fiL9t3759ODo6SlFzIcTftm3bNmJiYvjss89o0qQJiqIQHh7OpUuX+Prrr/XHzZo1i7NnzxIdHf2HGVZCiPeXJKWEEEKIf+DYsWMMGTKECRMm4O7uzvz584mPj8fT05PBgwfzyy+/sGjRIh48eICpqSlz5syhZs2ahg5bCCGEeKN0s5t0iaXt27eTkJDAv//9b7p27YqLiwuNGzfG1dWVIUOGvLSsXZJRQhQ+kpQSQgghXoHucqnrLC9fvpxbt24xdepUnj17hpeXF4qiUKRIEVq2bMmgQYO4ffs2GRkZlCxZEhsbG0OGL4QQQrxxLy63u3HjBiYmJpQoUQIzMzMSExP59ttvSUxMpE6dOhQvXpzk5GRmzpz50sYJkpgSonCRmlJCCCHEK9B1kA8ePIixsTG3b9/mxo0baLVavvzyS2rXrs2IESMICQlh2bJlXLlyhSlTpshyPSGEEIWGLiG1YMECdu3aRU5ODlqtlsGDB9O9e3dCQkK4c+cOs2bN4sKFCyQlJXH16tWXklKSkBKicJGklBBCCPEXli5dSkpKCuPHj0dRFLRaLZGRkfTu3ZvRo0dz5swZ7t27x7Vr1/Dw8KBEiRLUq1eP8+fPk5KSwqNHjyQpJYQQolDZsGEDW7duZcaMGZQtW5YDBw6wefNmHj58SL9+/XB0dOTrr7/mzJkzHDlyhHr16hk6ZCGEAUlSSgghhPgLdnZ2hIWFYWFhwciRI9FoNGi1WtLS0rC0tKRJkyZs376dEydOsHjxYgBu3rxJ06ZNCQwMxMLCwsCfQAghhHizfr9D3unTp+nYsSMtWrQA4IMPPsDKyopFixbh5ORE+/btAfjwww/58MMPAcjNzcXYWG5NhSiM5C9fCCGE+AsdOnTA1NSUgIAAtFotAQEBVKlS5aX6UtWrV6datWoEBQVhaWlJTEwMGzZskISUEEKI956iKPqE1OnTp6lcuTKpqamYm5sDoNVq0Wg0eHp6cvLkSZYvX07btm0xMjJ6aZmeJKSEKLzkr18IIYT4D1xdXQkLCyMgIABzc3PMzMwIDQ0lKSkJa2tr6tevT8OGDUlMTCQzM5M1a9ZQuXJlQ4cthBBCvFEvFiRfunQpW7ZsYdu2bVSvXp3o6Gi8vb2xtbXVz6Syt7cnNTUVtVpt4MiFEO8SSUoJIYQQ/0WbNm0ICwtjzJgx5Obm8tFHH2FlZUVsbCzx8fFcvnyZrl27MmbMmJeKtQohhBDvK11C6sCBA+zfvx9fX1/Mzc3x8fHhxIkT9O3bl6ioKEqWLImZmRlHjx7Fzs7OwFELId41KkW3BkEIIYQQ/9HBgwfx9/enY8eOTJs2jdzcXO7evUtCQgINGzakQoUKhg5RCCGEeKNerCH14MEDZs6cyZ49e5g6dSqenp4A3L9/ny+++IJffvkFW1tb1Go1eXl5bN26FY1G89IsKyFE4SZJKSGEEOJviI2Nxd/fn2HDhuHr62vocIQQQoi35sWE1JUrV7C0tOTw4cMcP36c48ePM2vWLD766CP98bt37yYjIwNFUejcuTNqtVqKmgshXiJJKSGEEOJvio2NxdfXl4CAAIYOHWrocIQQQog37sXZTXPmzGHPnj3k5eVRrFgxypQpg42NDcnJyYwePZp69er96Xvk5eVJTSkhxEskKSWEEEL8A/v27cPR0VGKmgshhChUkpKS8Pb2Zt68eeTk5HD37l1mzZpFxYoVqVOnDklJSQQGBlKnTh1ZpieE+K8kKSWEEEIIIYQQ4r9aunQpR48epXjx4syfP1//+IEDBxg7diwuLi6YmJjwyy+/sHDhQhm4EUL8V0aGDkAIIYQQQgghxLvP3t6eY8eOcfHiRbRaLfB8Sd7HH39Mly5dMDIyolWrVri4uMjmH0KIVyJJKSGEEEIIIYQQ/5W7uzsLFy7k5s2bfPPNNwCo1WrUajVmZmY8fvyYli1b4u/vr99xTwgh/hPZ9kAIIYQQQgghxCtp2bIl8+fPZ/To0eTn59OuXTvMzc05c+YM5cqVe+lYKWouhPhvpKaUEEIIIYQQQoi/Zffu3YwZM4b8/Hzc3Ny4c+cOa9euRaPRSIFzIcQrk+V7QgghhBBCCCH+Fjc3NxYvXoyJiQkWFhZs3LgRjUaDVquVhJQQ4pVJUkoIIYQQQgghxN/m7OzM3Llz2bp1K19++SUAGo3GwFEJIQoSSUoJIYQQQgghhPhHXF1dCQ8PJyIigiVLlhg6HCFEASM1pYQQQgghhBBC/E/27duHo6MjlStXNnQoQogCRJJSQgghhBBCCCGEEOKtk+V7QgghhBBCCCGEEOKtk6SUEEIIIYQQQgghhHjrJCklhBBCCCGEEEIIId46SUoJIYQQQgghhBBCiLdOklJCCCGEEEIIIYQQ4q0zNnQAQgghhBCFXevWrblz547+Z5VKRbFixfjoo4/4/PPPKVu27P/0/hERERw9epQ1a9b8r6EKIYQQQrw2KkVRFEMHIYQQQghRmLVu3ZoBAwbg7u4OQH5+PleuXCE4OBg7OztWr179P71/RkYGWq0WKyur1xCtEEIIIcTrITOlhBBCCCHeAZaWlpQqVUr/s62tLaNGjWLs2LGkp6djaWn5j9+7aNGiryNEIYQQQojXSmpKCSGEEEK8o0xMTAAwMjLiyZMnjB07lvr169O8eXNCQkLIysrSH3v27Fl69OhB7dq16dWrFwsXLqRfv37A8+V7un8DnDhxgt69e1O3bl1at27N+vXr9c+NHz+eWbNm4e/vT506dXB2dmb79u1v5wMLIYQQolCRpJQQQgghxDvo1q1bLF26lI8//piiRYsyadIk0tPTWb9+PZGRkZw5c4Zp06YBkJ6ezuDBg6lZsybbt2+nQ4cOLF269E/f9+rVqwwYMICGDRuydetWfH19mTNnDrGxsfpjoqOjqVmzJv/+979p06YNwcHBpKenv5XPLYQQQojCQ5bvCSGEEEK8A4KDgwkJCQEgNzcXjUbDJ598wsSJE7l16xZxcXEcPXpUv4wvJCSEzp07M2HCBL7//nvMzc2ZPHkyarWaSpUqkZiYyG+//faH/2fTpk3UqFGD0aNHA1CpUiWuXr3KsmXLcHV1BaBatWp4e3sD4Ofnx+rVq0lKSqJ+/fpv46sQQgghRCEhSSkhhBBCiHfAqFGjaNOmDRkZGURERHDnzh0CAwOxtrbm5MmT5Ofn06JFi5dek5+fz82bN7l06RI1a9ZErVbrn6tbt+5Ls590rl69Su3atV96rF69emzYsEH/c4UKFfT/trCwAJ4nyoQQQgghXidJSgkhhBBCvANKliyJo6MjAAsXLqR79+6MGDGCjRs3kpeXh6WlJVu2bPnD62xtbVGr1fx+Q+W/2mDZ1NT0D4/l5+eTl5en/1mj0fzhGNmwWQghhBCvm9SUEkIIIYR4x5iYmDB9+nQuXLjAypUrqVixIunp6ahUKhwdHXF0dCQrK4u5c+eSk5PDBx98wIULF8jPz9e/x7lz5/70vStWrMipU6deeuzEiRNUrFjxjX4mIYQQQojfk6SUEEIIIcQ7qHbt2nTv3p3IyEgsLCz4+OOPGTNmDKdPn+bcuXNMmDCBZ8+eUaxYMdq3b8/Tp0+ZNWsW169fZ9OmTXz//fd/+r59+vThwoULhIWFcf36dbZt28a6devo27fvW/6EQgghhCjsJCklhBBCCPGOCggIQKPREBoayty5c7G3t8fLy4uBAwdSsWJFwsLCAChatChff/01x44do2PHjmzbto2OHTtiYmLyh/e0s7NjyZIlHDp0iI4dO/LVV18xfvx4unXr9rY/nhBCCCEKOZUiBQKEEEIIIQq05ORk7t+/T4MGDfSPTZ06lczMTGbPnm3AyIQQQggh/prMlBJCCCGEKOCePn3KwIED2bVrF3fu3GHPnj189913tG3b1tChCSGEEEL8JZkpJYQQQgjxHvj222+Jiori3r172NnZMXjwYDw9PQ0dlhBCCCHEX5KklBBCCCGEEEIIIYR462T5nhBCCCGEEEIIIYR46yQpJYQQQgghhBBCCCHeOklKCSGEEEIIIYQQQoi3TpJSQgghhBBCCCGEEOKtk6SUEEIIIYQQQgghhHjrJCklhBBCCCGEEEIIId46SUoJIYQQQgghhBBCiLdOklJCCCGEEEIIIYQQ4q2TpJQQQgghhBBCCCGEeOv+HxrjPIZDNbuMAAAAAElFTkSuQmCC" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 12 }, { "cell_type": "code", diff --git a/processing/steps/__init__.py b/processing/steps/__init__.py index 9e1a2c9..c8483c1 100644 --- a/processing/steps/__init__.py +++ b/processing/steps/__init__.py @@ -9,7 +9,7 @@ import pandas as pd from pydantic import BaseModel from core.config.pipeline_config import PipelineConfig -from core.utils.data_loader import OPTIMIZED_DTYPES, DataLoader +from core.utils.data_loader import DataLoader from processing.batch.batch_config import BatchConfig diff --git a/processing/steps/feature_extraction_step.py b/processing/steps/feature_extraction_step.py index aa6c9fb..b430bc5 100644 --- a/processing/steps/feature_extraction_step.py +++ b/processing/steps/feature_extraction_step.py @@ -150,7 +150,8 @@ class FeatureExtractionStep(PipelineStep): except Exception as e: logging.warning(f"NER tagging failed for row {idx}: {e}") - def _normalize_gender(self, series: pd.Series) -> pd.Series: + @classmethod + def _normalize_gender(cls, series: pd.Series) -> pd.Series: gender_mapping = { "m": "m", "male": "m", diff --git a/web/interfaces/dashboard.py b/web/interfaces/dashboard.py index 804c66b..435db1c 100644 --- a/web/interfaces/dashboard.py +++ b/web/interfaces/dashboard.py @@ -21,7 +21,7 @@ class Dashboard: def index(self): st.title("Dashboard") - col1, col2, col3, col4 = st.columns(4) + col1, col2, col3, col4, col5 = st.columns(5) # Load basic statistics try: @@ -44,7 +44,12 @@ class Dashboard: if "sex" in df.columns: gender_dist = df["sex"].value_counts() ratio = gender_dist.get("f", 0) / max(gender_dist.get("m", 1), 1) - st.metric("F/M Ratio", f"{ratio:.2f}") + st.metric("F/M Rate", f"{ratio:.2%}") + with col5: + if "annotated" in df.columns: + annotated = (df.get("annotated", 0) == 1).sum() + ratio = annotated / len(df) if len(df) > 0 else 0 + st.metric("Annotation Rate", f"{ratio:.2%}") else: st.warning("No processed data found. Please run data processing first.")