From 272471b0e05e4d856551618ced7528e351929a6d Mon Sep 17 00:00:00 2001 From: ivanzvonkov Date: Tue, 6 Feb 2024 17:21:01 -0500 Subject: [PATCH 01/11] More presto benchmarking --- notebooks/benchmarks_sandbox.ipynb | 369 +++++++++++++++++++---------- src/single_file_presto_v2.py | 6 +- 2 files changed, 254 insertions(+), 121 deletions(-) diff --git a/notebooks/benchmarks_sandbox.ipynb b/notebooks/benchmarks_sandbox.ipynb index ab68c2a4..81d861d5 100644 --- a/notebooks/benchmarks_sandbox.ipynb +++ b/notebooks/benchmarks_sandbox.ipynb @@ -9,7 +9,7 @@ "\n", "**Author**: Ivan Zvonkov\n", "\n", - "**Last Modified**: Jan 17, 2024\n", + "**Last Modified**: Feb 6, 2024\n", "\n", "**Description**: Code for benchmarking against different variations in models." ] @@ -64,7 +64,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/1v/87y9n_d5143c_6cp072v3b1c0000gn/T/ipykernel_33350/4119029012.py:4: DtypeWarning: Columns (17) have mixed types.Specify dtype option on import or set low_memory=False.\n", + "/var/folders/1v/87y9n_d5143c_6cp072v3b1c0000gn/T/ipykernel_25504/4119029012.py:4: DtypeWarning: Columns (17) have mixed types.Specify dtype option on import or set low_memory=False.\n", " df = d.load_df(to_np=True, disable_tqdm=True)\n" ] } @@ -1198,12 +1198,13 @@ }, { "cell_type": "code", - "execution_count": 144, - "id": "ec38c410", + "execution_count": 39, + "id": "548cbeb5", "metadata": {}, "outputs": [], "source": [ - "!pip install einops -q" + "%load_ext autoreload\n", + "%autoreload 2" ] }, { @@ -1218,12 +1219,20 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 84, "id": "7b6e4903", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "hello again\n" + ] + } + ], "source": [ - "from src.single_file_presto_v2 import Presto, DEVICE\n", + "from src.single_file_presto_v2 import Presto, DEVICE, Aggregate\n", "\n", "import numpy as np\n", "import torch\n", @@ -1232,16 +1241,6 @@ "from torch.utils.data import Dataset, DataLoader" ] }, - { - "cell_type": "code", - "execution_count": 64, - "id": "9ff1198a", - "metadata": {}, - "outputs": [], - "source": [ - "torch.tensor??" - ] - }, { "cell_type": "markdown", "id": "209caaaf", @@ -1252,7 +1251,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 85, "id": "aeec5ba1", "metadata": {}, "outputs": [], @@ -1282,17 +1281,7 @@ }, { "cell_type": "code", - "execution_count": 80, - "id": "d4a70d1f", - "metadata": {}, - "outputs": [], - "source": [ - "dataset = PrestoDataset(val_df)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, + "execution_count": 86, "id": "eaf12d47", "metadata": {}, "outputs": [], @@ -1302,7 +1291,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 87, "id": "87006785", "metadata": {}, "outputs": [], @@ -1313,7 +1302,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 88, "id": "a4cfaf77", "metadata": {}, "outputs": [], @@ -1324,21 +1313,35 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 89, "id": "cd9e5493", "metadata": {}, "outputs": [], "source": [ - "def generate_encodings(dataset):\n", + "def generate_encodings(dataset, aggregate):\n", " dataloader = DataLoader(dataset=dataset, batch_size=64, shuffle=False)\n", " feature_list = []\n", " for (x, latlons, dw, start_month, _) in tqdm(dataloader, desc=\"Encodings\", leave=False):\n", " with torch.no_grad():\n", - " encodings = (pretrained_model(x, dynamic_world=dw, latlons=latlons, month=start_month).cpu().numpy())\n", + " encodings = (pretrained_model(\n", + " x, dynamic_world=dw, latlons=latlons, month=start_month, aggregate=aggregate\n", + " ).cpu().numpy())\n", " feature_list.append(encodings)\n", " return np.concatenate(feature_list)" ] }, + { + "cell_type": "code", + "execution_count": 92, + "id": "15bab897", + "metadata": {}, + "outputs": [], + "source": [ + "# Use Sklearn scaling of encodings\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.preprocessing import StandardScaler" + ] + }, { "cell_type": "markdown", "id": "3da1c2e7", @@ -1349,14 +1352,14 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 93, "id": "e5b4ae73", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a4a4a0d01e0943faab809de125d203d6", + "model_id": "545ede36051a474bbea45efb22588cc5", "version_major": 2, "version_minor": 0 }, @@ -1399,7 +1402,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Mali_lower_CEO_2019: 0.5882352941176471\n" + "Mali_lower_CEO_2019: 0.5760869565217391\n" ] }, { @@ -1434,7 +1437,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Togo: 0.7563025210084034\n" + "Togo: 0.742857142857143\n" ] }, { @@ -1469,7 +1472,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Rwanda: 0.6273458445040215\n" + "Rwanda: 0.6633416458852868\n" ] }, { @@ -1500,11 +1503,25 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/Caskroom/miniconda/base/envs/landcover-mapping/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "Uganda: 0.46464646464646464\n" + "Uganda: 0.4654088050314465\n" ] }, { @@ -1539,7 +1556,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Ethiopia_Tigray_2020: 0.6412213740458016\n" + "Ethiopia_Tigray_2020: 0.654275092936803\n" ] }, { @@ -1574,7 +1591,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Ethiopia_Tigray_2021: 0.6699029126213593\n" + "Ethiopia_Tigray_2021: 0.7123287671232875\n" ] }, { @@ -1609,7 +1626,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Ethiopia_Bure_Jimma_2019: 0.8193548387096774\n" + "Ethiopia_Bure_Jimma_2019: 0.8614457831325302\n" ] }, { @@ -1644,7 +1661,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Ethiopia_Bure_Jimma_2020: 0.8803088803088803\n" + "Ethiopia_Bure_Jimma_2020: 0.8265682656826567\n" ] }, { @@ -1675,11 +1692,25 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/Caskroom/miniconda/base/envs/landcover-mapping/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "Malawi_CEO_2020: 0.14285714285714288\n" + "Malawi_CEO_2020: 0.3522727272727273\n" ] }, { @@ -1710,11 +1741,25 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/Caskroom/miniconda/base/envs/landcover-mapping/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "Tanzania_CEO_2019: 0.8032200357781754\n" + "Tanzania_CEO_2019: 0.8440514469453375\n" ] }, { @@ -1749,7 +1794,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Sudan_Blue_Nile_CEO_2019: 0.8589341692789969\n" + "Sudan_Blue_Nile_CEO_2019: 0.9010989010989011\n" ] }, { @@ -1784,7 +1829,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "SudanBlueNileCEO2020: 0.7680608365019012\n" + "SudanBlueNileCEO2020: 0.7730496453900708\n" ] }, { @@ -1819,7 +1864,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Senegal_CEO_2022: 0.4444444444444444\n" + "Senegal_CEO_2022: 0.6161137440758294\n" ] }, { @@ -1854,7 +1899,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "SudanAlGadarefCEO2019: 0.5993031358885018\n" + "SudanAlGadarefCEO2019: 0.5919003115264797\n" ] }, { @@ -1889,7 +1934,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "SudanAlGadarefCEO2020: 0.6222222222222222\n" + "SudanAlGadarefCEO2020: 0.711864406779661\n" ] }, { @@ -1920,11 +1965,25 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/Caskroom/miniconda/base/envs/landcover-mapping/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "SudanGedarefDarfurAlJazirah2022: 0.763157894736842\n" + "SudanGedarefDarfurAlJazirah2022: 0.7872340425531915\n" ] }, { @@ -1959,7 +2018,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "Uganda_NorthCEO2022: 0.28205128205128205\n" + "Uganda_NorthCEO2022: 0.41269841269841273\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/Caskroom/miniconda/base/envs/landcover-mapping/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" ] } ], @@ -1976,18 +2049,20 @@ " \n", " train_dataset = PrestoDataset(train_df, start_month=2)\n", " test_dataset = PrestoDataset(test_df, start_month=2) \n", - " X_train = generate_encodings(train_dataset)\n", - " X_test = generate_encodings(test_dataset)\n", + " X_train = generate_encodings(train_dataset, Aggregate.BAND_GROUPS_MEAN)\n", + " X_test = generate_encodings(test_dataset, Aggregate.BAND_GROUPS_MEAN)\n", " \n", " y_train = train_df[\"is_crop\"].to_list() \n", " y_test = test_df[\"is_crop\"].to_list()\n", " \n", - " #model = LogisticRegression(class_weight=\"balanced\", max_iter=1000, random_state=DEFAULT_SEED)\n", - " model = RandomForestClassifier(class_weight=\"balanced\", random_state=DEFAULT_SEED)\n", - " model.fit(X_train, y_train)\n", + " model = LogisticRegression(class_weight=\"balanced\", max_iter=1000, random_state=DEFAULT_SEED)\n", + " pipe = make_pipeline(StandardScaler(), model)\n", + " pipe.fit(X_train, y_train)\n", + " #model = RandomForestClassifier(class_weight=\"balanced\", random_state=DEFAULT_SEED)\n", + " #model.fit(X_train, y_train)\n", " \n", " #y_pred = model.predict(X_test)\n", - " y_pred_proba = model.predict_proba(X_test)[:, 1]\n", + " y_pred_proba = pipe.predict_proba(X_test)[:, 1]\n", " y_pred = (y_pred_proba > 0.5).astype(int)\n", " \n", " f1_scores[dataset_name] = f1_score(y_test, y_pred)\n", @@ -1996,18 +2071,18 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 94, "id": "83931aea", "metadata": {}, "outputs": [], "source": [ "for dataset, f1 in f1_scores.items():\n", - " presto_benchmark.loc[presto_benchmark[\"Name\"] == dataset, \"Presto RF Mar-Mar F1 Score (no DW)\"] = f1" + " presto_benchmark.loc[presto_benchmark[\"Name\"] == dataset, \"Presto LR Mar-Mar F1 Score (no DW, band group encodings, sklearn StandardScaler)\"] = f1" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 95, "id": "042873fd", "metadata": {}, "outputs": [ @@ -2036,8 +2111,9 @@ " Total\n", " Crop Amount\n", " Crop Rate\n", - " Presto RF Mar-Mar F1 Score (no DW)\n", - " Presto RF Feb-Feb F1 Score (no DW)\n", + " Presto LR Mar-Mar F1 Score (no DW, band group encodings, no norm)\n", + " Presto LR Mar-Mar F1 Score (no DW, band group encodings, per group norm)\n", + " Presto LR Mar-Mar F1 Score (no DW, band group encodings, sklearn StandardScaler)\n", " \n", " \n", " \n", @@ -2047,8 +2123,9 @@ " 271\n", " 94\n", " 0.347\n", - " 0.588235\n", - " 0.641711\n", + " 0.602273\n", + " 0.609195\n", + " 0.576087\n", " \n", " \n", " 3\n", @@ -2056,7 +2133,8 @@ " 310\n", " 107\n", " 0.345\n", - " 0.756303\n", + " 0.742857\n", + " 0.741935\n", " 0.742857\n", " \n", " \n", @@ -2065,8 +2143,9 @@ " 555\n", " 191\n", " 0.344\n", - " 0.627346\n", - " 0.576819\n", + " 0.666667\n", + " 0.682927\n", + " 0.663342\n", " \n", " \n", " 5\n", @@ -2074,8 +2153,9 @@ " 456\n", " 52\n", " 0.114\n", - " 0.464646\n", - " 0.437500\n", + " 0.472050\n", + " 0.465409\n", + " 0.465409\n", " \n", " \n", " 6\n", @@ -2083,8 +2163,9 @@ " 507\n", " 139\n", " 0.274\n", - " 0.641221\n", - " 0.651341\n", + " 0.666667\n", + " 0.654412\n", + " 0.654275\n", " \n", " \n", " 7\n", @@ -2092,8 +2173,9 @@ " 367\n", " 120\n", " 0.327\n", - " 0.669903\n", - " 0.689320\n", + " 0.712963\n", + " 0.694836\n", + " 0.712329\n", " \n", " \n", " 8\n", @@ -2101,8 +2183,9 @@ " 498\n", " 161\n", " 0.323\n", - " 0.819355\n", - " 0.825806\n", + " 0.868263\n", + " 0.867257\n", + " 0.861446\n", " \n", " \n", " 9\n", @@ -2110,8 +2193,9 @@ " 455\n", " 129\n", " 0.284\n", - " 0.880309\n", - " 0.849421\n", + " 0.827338\n", + " 0.845878\n", + " 0.826568\n", " \n", " \n", " 10\n", @@ -2119,8 +2203,9 @@ " 457\n", " 67\n", " 0.147\n", - " 0.142857\n", - " 0.117647\n", + " 0.340659\n", + " 0.381443\n", + " 0.352273\n", " \n", " \n", " 12\n", @@ -2128,8 +2213,9 @@ " 2037\n", " 626\n", " 0.307\n", - " 0.803220\n", - " 0.809991\n", + " 0.827200\n", + " 0.843875\n", + " 0.844051\n", " \n", " \n", " 14\n", @@ -2137,8 +2223,9 @@ " 526\n", " 173\n", " 0.329\n", - " 0.858934\n", - " 0.863354\n", + " 0.911602\n", + " 0.922652\n", + " 0.901099\n", " \n", " \n", " 16\n", @@ -2146,8 +2233,9 @@ " 610\n", " 90\n", " 0.148\n", - " 0.444444\n", - " 0.458333\n", + " 0.622642\n", + " 0.611111\n", + " 0.616114\n", " \n", " \n", " 18\n", @@ -2155,8 +2243,9 @@ " 533\n", " 121\n", " 0.227\n", - " 0.768061\n", - " 0.783270\n", + " 0.782007\n", + " 0.787671\n", + " 0.773050\n", " \n", " \n", " 19\n", @@ -2164,8 +2253,9 @@ " 533\n", " 135\n", " 0.253\n", - " 0.599303\n", - " 0.578397\n", + " 0.602410\n", + " 0.600000\n", + " 0.591900\n", " \n", " \n", " 21\n", @@ -2173,8 +2263,9 @@ " 532\n", " 202\n", " 0.380\n", - " 0.622222\n", - " 0.630986\n", + " 0.714588\n", + " 0.700210\n", + " 0.711864\n", " \n", " \n", " 23\n", @@ -2182,8 +2273,9 @@ " 375\n", " 127\n", " 0.339\n", - " 0.763158\n", - " 0.741379\n", + " 0.792857\n", + " 0.767025\n", + " 0.787234\n", " \n", " \n", " 24\n", @@ -2191,8 +2283,9 @@ " 319\n", " 56\n", " 0.176\n", - " 0.282051\n", - " 0.271605\n", + " 0.448000\n", + " 0.466667\n", + " 0.412698\n", " \n", " \n", "\n", @@ -2218,27 +2311,65 @@ "23 SudanGedarefDarfurAlJazirah2022 375 127 0.339 \n", "24 Uganda_NorthCEO2022 319 56 0.176 \n", "\n", - " Presto RF Mar-Mar F1 Score (no DW) Presto RF Feb-Feb F1 Score (no DW) \n", - "1 0.588235 0.641711 \n", - "3 0.756303 0.742857 \n", - "4 0.627346 0.576819 \n", - "5 0.464646 0.437500 \n", - "6 0.641221 0.651341 \n", - "7 0.669903 0.689320 \n", - "8 0.819355 0.825806 \n", - "9 0.880309 0.849421 \n", - "10 0.142857 0.117647 \n", - "12 0.803220 0.809991 \n", - "14 0.858934 0.863354 \n", - "16 0.444444 0.458333 \n", - "18 0.768061 0.783270 \n", - "19 0.599303 0.578397 \n", - "21 0.622222 0.630986 \n", - "23 0.763158 0.741379 \n", - "24 0.282051 0.271605 " - ] - }, - "execution_count": 28, + " Presto LR Mar-Mar F1 Score (no DW, band group encodings, no norm) \\\n", + "1 0.602273 \n", + "3 0.742857 \n", + "4 0.666667 \n", + "5 0.472050 \n", + "6 0.666667 \n", + "7 0.712963 \n", + "8 0.868263 \n", + "9 0.827338 \n", + "10 0.340659 \n", + "12 0.827200 \n", + "14 0.911602 \n", + "16 0.622642 \n", + "18 0.782007 \n", + "19 0.602410 \n", + "21 0.714588 \n", + "23 0.792857 \n", + "24 0.448000 \n", + "\n", + " Presto LR Mar-Mar F1 Score (no DW, band group encodings, per group norm) \\\n", + "1 0.609195 \n", + "3 0.741935 \n", + "4 0.682927 \n", + "5 0.465409 \n", + "6 0.654412 \n", + "7 0.694836 \n", + "8 0.867257 \n", + "9 0.845878 \n", + "10 0.381443 \n", + "12 0.843875 \n", + "14 0.922652 \n", + "16 0.611111 \n", + "18 0.787671 \n", + "19 0.600000 \n", + "21 0.700210 \n", + "23 0.767025 \n", + "24 0.466667 \n", + "\n", + " Presto LR Mar-Mar F1 Score (no DW, band group encodings, sklearn StandardScaler) \n", + "1 0.576087 \n", + "3 0.742857 \n", + "4 0.663342 \n", + "5 0.465409 \n", + "6 0.654275 \n", + "7 0.712329 \n", + "8 0.861446 \n", + "9 0.826568 \n", + "10 0.352273 \n", + "12 0.844051 \n", + "14 0.901099 \n", + "16 0.616114 \n", + "18 0.773050 \n", + "19 0.591900 \n", + "21 0.711864 \n", + "23 0.787234 \n", + "24 0.412698 " + ] + }, + "execution_count": 95, "metadata": {}, "output_type": "execute_result" } diff --git a/src/single_file_presto_v2.py b/src/single_file_presto_v2.py index 01b2e814..a361079e 100644 --- a/src/single_file_presto_v2.py +++ b/src/single_file_presto_v2.py @@ -358,7 +358,9 @@ def band_groups_mean( mask = (kept_indices >= min_idx) & (kept_indices < max_idx) # we assume kept_elements is the same for all batches kept_elements = sum(mask[0, :]) - groups.append(x[mask.bool()].view(batch_size, kept_elements, embedding_dim).mean(dim=1)) + one_group = x[mask.bool()].view(batch_size, kept_elements, embedding_dim).mean(dim=1) + one_group_normed = self.norm(one_group) + groups.append(one_group_normed) cur_idx = max_idx return torch.cat(groups, dim=1) @@ -455,7 +457,7 @@ def forward( if aggregate == Aggregate.MEAN: return self.norm(x.mean(dim=1)) elif aggregate == Aggregate.BAND_GROUPS_MEAN: - return self.norm(self.band_groups_mean(x, kept_indices, num_timesteps)) + return self.band_groups_mean(x, kept_indices, num_timesteps) return self.norm(x), kept_indices, removed_indices From af41b08d30c33c3a8c951dbd5f807d69841c3c5f Mon Sep 17 00:00:00 2001 From: ivanzvonkov Date: Tue, 6 Feb 2024 17:40:46 -0500 Subject: [PATCH 02/11] Run Feb-Feb --- notebooks/benchmarks_sandbox.ipynb | 291 ++++++++++++++++++++++------- 1 file changed, 224 insertions(+), 67 deletions(-) diff --git a/notebooks/benchmarks_sandbox.ipynb b/notebooks/benchmarks_sandbox.ipynb index 81d861d5..fa3887f5 100644 --- a/notebooks/benchmarks_sandbox.ipynb +++ b/notebooks/benchmarks_sandbox.ipynb @@ -1199,7 +1199,7 @@ { "cell_type": "code", "execution_count": 39, - "id": "548cbeb5", + "id": "0d54af51", "metadata": {}, "outputs": [], "source": [ @@ -1219,18 +1219,10 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 96, "id": "7b6e4903", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "hello again\n" - ] - } - ], + "outputs": [], "source": [ "from src.single_file_presto_v2 import Presto, DEVICE, Aggregate\n", "\n", @@ -1251,7 +1243,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 97, "id": "aeec5ba1", "metadata": {}, "outputs": [], @@ -1281,7 +1273,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 98, "id": "eaf12d47", "metadata": {}, "outputs": [], @@ -1291,7 +1283,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 99, "id": "87006785", "metadata": {}, "outputs": [], @@ -1302,7 +1294,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 100, "id": "a4cfaf77", "metadata": {}, "outputs": [], @@ -1313,7 +1305,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 101, "id": "cd9e5493", "metadata": {}, "outputs": [], @@ -1332,8 +1324,8 @@ }, { "cell_type": "code", - "execution_count": 92, - "id": "15bab897", + "execution_count": 102, + "id": "a98ac408", "metadata": {}, "outputs": [], "source": [ @@ -1352,14 +1344,14 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 104, "id": "e5b4ae73", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "545ede36051a474bbea45efb22588cc5", + "model_id": "84cc0dcb39ea4ebb851fa5b918546d3c", "version_major": 2, "version_minor": 0 }, @@ -1402,7 +1394,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Mali_lower_CEO_2019: 0.5760869565217391\n" + "Mali_lower_CEO_2019: 0.6198830409356726\n" ] }, { @@ -1437,7 +1429,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "Togo: 0.742857142857143\n" + "Togo: 0.7317073170731708\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/Caskroom/miniconda/base/envs/landcover-mapping/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" ] }, { @@ -1468,11 +1474,25 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/Caskroom/miniconda/base/envs/landcover-mapping/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "Rwanda: 0.6633416458852868\n" + "Rwanda: 0.6847290640394088\n" ] }, { @@ -1521,7 +1541,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Uganda: 0.4654088050314465\n" + "Uganda: 0.5098039215686275\n" ] }, { @@ -1552,11 +1572,25 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/Caskroom/miniconda/base/envs/landcover-mapping/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "Ethiopia_Tigray_2020: 0.654275092936803\n" + "Ethiopia_Tigray_2020: 0.671480144404332\n" ] }, { @@ -1591,7 +1625,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "Ethiopia_Tigray_2021: 0.7123287671232875\n" + "Ethiopia_Tigray_2021: 0.7222222222222223\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/Caskroom/miniconda/base/envs/landcover-mapping/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" ] }, { @@ -1626,7 +1674,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "Ethiopia_Bure_Jimma_2019: 0.8614457831325302\n" + "Ethiopia_Bure_Jimma_2019: 0.8571428571428571\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/Caskroom/miniconda/base/envs/landcover-mapping/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" ] }, { @@ -1657,11 +1719,25 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/Caskroom/miniconda/base/envs/landcover-mapping/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "Ethiopia_Bure_Jimma_2020: 0.8265682656826567\n" + "Ethiopia_Bure_Jimma_2020: 0.8673835125448028\n" ] }, { @@ -1710,7 +1786,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Malawi_CEO_2020: 0.3522727272727273\n" + "Malawi_CEO_2020: 0.4079601990049751\n" ] }, { @@ -1759,7 +1835,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Tanzania_CEO_2019: 0.8440514469453375\n" + "Tanzania_CEO_2019: 0.8313155770782888\n" ] }, { @@ -1794,7 +1870,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Sudan_Blue_Nile_CEO_2019: 0.9010989010989011\n" + "Sudan_Blue_Nile_CEO_2019: 0.9201101928374655\n" ] }, { @@ -1829,7 +1905,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "SudanBlueNileCEO2020: 0.7730496453900708\n" + "SudanBlueNileCEO2020: 0.7789473684210527\n" ] }, { @@ -1860,11 +1936,25 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/Caskroom/miniconda/base/envs/landcover-mapping/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "Senegal_CEO_2022: 0.6161137440758294\n" + "Senegal_CEO_2022: 0.6244343891402715\n" ] }, { @@ -1899,7 +1989,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "SudanAlGadarefCEO2019: 0.5919003115264797\n" + "SudanAlGadarefCEO2019: 0.5892857142857143\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/Caskroom/miniconda/base/envs/landcover-mapping/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" ] }, { @@ -1930,11 +2034,25 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/Caskroom/miniconda/base/envs/landcover-mapping/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "SudanAlGadarefCEO2020: 0.711864406779661\n" + "SudanAlGadarefCEO2020: 0.7209775967413442\n" ] }, { @@ -1983,7 +2101,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "SudanGedarefDarfurAlJazirah2022: 0.7872340425531915\n" + "SudanGedarefDarfurAlJazirah2022: 0.7615658362989324\n" ] }, { @@ -2018,7 +2136,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Uganda_NorthCEO2022: 0.41269841269841273\n" + "Uganda_NorthCEO2022: 0.4333333333333333\n" ] }, { @@ -2047,8 +2165,8 @@ " test_df = df[is_test] \n", " train_df = df[~is_test & is_local_lat & is_local_lon]\n", " \n", - " train_dataset = PrestoDataset(train_df, start_month=2)\n", - " test_dataset = PrestoDataset(test_df, start_month=2) \n", + " train_dataset = PrestoDataset(train_df, start_month=1)\n", + " test_dataset = PrestoDataset(test_df, start_month=1) \n", " X_train = generate_encodings(train_dataset, Aggregate.BAND_GROUPS_MEAN)\n", " X_test = generate_encodings(test_dataset, Aggregate.BAND_GROUPS_MEAN)\n", " \n", @@ -2056,13 +2174,13 @@ " y_test = test_df[\"is_crop\"].to_list()\n", " \n", " model = LogisticRegression(class_weight=\"balanced\", max_iter=1000, random_state=DEFAULT_SEED)\n", - " pipe = make_pipeline(StandardScaler(), model)\n", - " pipe.fit(X_train, y_train)\n", + " #pipe = make_pipeline(StandardScaler(), model)\n", + " #pipe.fit(X_train, y_train)\n", " #model = RandomForestClassifier(class_weight=\"balanced\", random_state=DEFAULT_SEED)\n", - " #model.fit(X_train, y_train)\n", + " model.fit(X_train, y_train)\n", " \n", " #y_pred = model.predict(X_test)\n", - " y_pred_proba = pipe.predict_proba(X_test)[:, 1]\n", + " y_pred_proba = model.predict_proba(X_test)[:, 1]\n", " y_pred = (y_pred_proba > 0.5).astype(int)\n", " \n", " f1_scores[dataset_name] = f1_score(y_test, y_pred)\n", @@ -2071,18 +2189,20 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 105, "id": "83931aea", "metadata": {}, "outputs": [], "source": [ + "benchmark_name = \"Presto LR Feb-Feb F1 Score (no DW, band group encodings, per group LayerNorm)\"\n", "for dataset, f1 in f1_scores.items():\n", - " presto_benchmark.loc[presto_benchmark[\"Name\"] == dataset, \"Presto LR Mar-Mar F1 Score (no DW, band group encodings, sklearn StandardScaler)\"] = f1" + " presto_benchmark.loc[presto_benchmark[\"Name\"] == dataset, benchmark_name] = f1\n", + " " ] }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 106, "id": "042873fd", "metadata": {}, "outputs": [ @@ -2114,6 +2234,7 @@ " Presto LR Mar-Mar F1 Score (no DW, band group encodings, no norm)\n", " Presto LR Mar-Mar F1 Score (no DW, band group encodings, per group norm)\n", " Presto LR Mar-Mar F1 Score (no DW, band group encodings, sklearn StandardScaler)\n", + " Presto LR Feb-Feb F1 Score (no DW, band group encodings, per group LayerNorm)\n", " \n", " \n", " \n", @@ -2126,6 +2247,7 @@ " 0.602273\n", " 0.609195\n", " 0.576087\n", + " 0.619883\n", " \n", " \n", " 3\n", @@ -2136,6 +2258,7 @@ " 0.742857\n", " 0.741935\n", " 0.742857\n", + " 0.731707\n", " \n", " \n", " 4\n", @@ -2146,6 +2269,7 @@ " 0.666667\n", " 0.682927\n", " 0.663342\n", + " 0.684729\n", " \n", " \n", " 5\n", @@ -2156,6 +2280,7 @@ " 0.472050\n", " 0.465409\n", " 0.465409\n", + " 0.509804\n", " \n", " \n", " 6\n", @@ -2166,6 +2291,7 @@ " 0.666667\n", " 0.654412\n", " 0.654275\n", + " 0.671480\n", " \n", " \n", " 7\n", @@ -2176,6 +2302,7 @@ " 0.712963\n", " 0.694836\n", " 0.712329\n", + " 0.722222\n", " \n", " \n", " 8\n", @@ -2186,6 +2313,7 @@ " 0.868263\n", " 0.867257\n", " 0.861446\n", + " 0.857143\n", " \n", " \n", " 9\n", @@ -2196,6 +2324,7 @@ " 0.827338\n", " 0.845878\n", " 0.826568\n", + " 0.867384\n", " \n", " \n", " 10\n", @@ -2206,6 +2335,7 @@ " 0.340659\n", " 0.381443\n", " 0.352273\n", + " 0.407960\n", " \n", " \n", " 12\n", @@ -2216,6 +2346,7 @@ " 0.827200\n", " 0.843875\n", " 0.844051\n", + " 0.831316\n", " \n", " \n", " 14\n", @@ -2226,6 +2357,7 @@ " 0.911602\n", " 0.922652\n", " 0.901099\n", + " 0.920110\n", " \n", " \n", " 16\n", @@ -2236,6 +2368,7 @@ " 0.622642\n", " 0.611111\n", " 0.616114\n", + " 0.624434\n", " \n", " \n", " 18\n", @@ -2246,6 +2379,7 @@ " 0.782007\n", " 0.787671\n", " 0.773050\n", + " 0.778947\n", " \n", " \n", " 19\n", @@ -2256,6 +2390,7 @@ " 0.602410\n", " 0.600000\n", " 0.591900\n", + " 0.589286\n", " \n", " \n", " 21\n", @@ -2266,6 +2401,7 @@ " 0.714588\n", " 0.700210\n", " 0.711864\n", + " 0.720978\n", " \n", " \n", " 23\n", @@ -2276,6 +2412,7 @@ " 0.792857\n", " 0.767025\n", " 0.787234\n", + " 0.761566\n", " \n", " \n", " 24\n", @@ -2286,6 +2423,7 @@ " 0.448000\n", " 0.466667\n", " 0.412698\n", + " 0.433333\n", " \n", " \n", "\n", @@ -2349,27 +2487,46 @@ "23 0.767025 \n", "24 0.466667 \n", "\n", - " Presto LR Mar-Mar F1 Score (no DW, band group encodings, sklearn StandardScaler) \n", - "1 0.576087 \n", - "3 0.742857 \n", - "4 0.663342 \n", - "5 0.465409 \n", - "6 0.654275 \n", - "7 0.712329 \n", - "8 0.861446 \n", - "9 0.826568 \n", - "10 0.352273 \n", - "12 0.844051 \n", - "14 0.901099 \n", - "16 0.616114 \n", - "18 0.773050 \n", - "19 0.591900 \n", - "21 0.711864 \n", - "23 0.787234 \n", - "24 0.412698 " - ] - }, - "execution_count": 95, + " Presto LR Mar-Mar F1 Score (no DW, band group encodings, sklearn StandardScaler) \\\n", + "1 0.576087 \n", + "3 0.742857 \n", + "4 0.663342 \n", + "5 0.465409 \n", + "6 0.654275 \n", + "7 0.712329 \n", + "8 0.861446 \n", + "9 0.826568 \n", + "10 0.352273 \n", + "12 0.844051 \n", + "14 0.901099 \n", + "16 0.616114 \n", + "18 0.773050 \n", + "19 0.591900 \n", + "21 0.711864 \n", + "23 0.787234 \n", + "24 0.412698 \n", + "\n", + " Presto LR Feb-Feb F1 Score (no DW, band group encodings, per group LayerNorm) \n", + "1 0.619883 \n", + "3 0.731707 \n", + "4 0.684729 \n", + "5 0.509804 \n", + "6 0.671480 \n", + "7 0.722222 \n", + "8 0.857143 \n", + "9 0.867384 \n", + "10 0.407960 \n", + "12 0.831316 \n", + "14 0.920110 \n", + "16 0.624434 \n", + "18 0.778947 \n", + "19 0.589286 \n", + "21 0.720978 \n", + "23 0.761566 \n", + "24 0.433333 " + ] + }, + "execution_count": 106, "metadata": {}, "output_type": "execute_result" } From c9ae67e226dc9cf0b65c6c0120686a8378be3c42 Mon Sep 17 00:00:00 2001 From: Abena Boatemaa Asare-Ansah Date: Wed, 7 Feb 2024 10:39:19 -0500 Subject: [PATCH 03/11] Created new dataset --- data/raw.dvc | 6 +++--- datasets.py | 33 +++++++++++++++++++++++++++++++++ 2 files changed, 36 insertions(+), 3 deletions(-) diff --git a/data/raw.dvc b/data/raw.dvc index f27b2414..0f9d1e1e 100644 --- a/data/raw.dvc +++ b/data/raw.dvc @@ -1,6 +1,6 @@ outs: -- md5: c033b32e0901a197d9f743c8329b24ae.dir - size: 443888649 - nfiles: 387 +- md5: 09700b46df6451c928d36156bd01507a.dir + size: 444212594 + nfiles: 389 path: raw hash: md5 diff --git a/datasets.py b/datasets.py index 36b5e828..51448bbd 100644 --- a/datasets.py +++ b/datasets.py @@ -448,6 +448,38 @@ def load_labels(self) -> pd.DataFrame: return df +class Uganda_NorthCEO2021(LabeledDataset): + def load_labels(self) -> pd.DataFrame: + raw_folder = raw_dir / "Uganda_North_2021" + df1 = pd.read_csv( + raw_folder + / "ceo-UNHCR-North-Uganda-Feb-2021---Feb-2022-(Set-1)-sample-data-2024-02-07.csv" + ) + df2 = pd.read_csv( + raw_folder + / "ceo-UNHCR-North-Uganda-Feb-2021---Feb-2022-(Set-2)-sample-data-2024-02-07.csv" + ) + df = pd.concat([df1, df2]) + + # Discard rows with no label + df = df[~df["Does this pixel contain active cropland?"].isna()].copy() + df[CLASS_PROB] = df["Does this pixel contain active cropland?"] == "Crop" + df[CLASS_PROB] = df[CLASS_PROB].astype(int) + df["num_labelers"] = 1 + df = df.groupby([LON, LAT], as_index=False, sort=False).agg( + { + CLASS_PROB: "mean", + "num_labelers": "sum", + "plotid": join_unique, + "sampleid": join_unique, + "email": join_unique, + } + ) + df[START], df[END] = date(2021, 1, 1), date(2022, 12, 31) + df[SUBSET] = train_val_test_split(df.index, 0.3, 0.3) + return df + + datasets: List[LabeledDataset] = [ CustomLabeledDataset( dataset="geowiki_landcover_2017", @@ -1232,6 +1264,7 @@ def load_labels(self) -> pd.DataFrame: Namibia_field_samples_22_23(), SudanGedarefDarfurAlJazirah2022(), Uganda_NorthCEO2022(), + Uganda_NorthCEO2021(), ] if __name__ == "__main__": From df80bcfc291bd559af76b5f26cf54d36cad73a90 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Wed, 7 Feb 2024 15:44:15 +0000 Subject: [PATCH 04/11] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- datasets.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/datasets.py b/datasets.py index 51448bbd..03bf9942 100644 --- a/datasets.py +++ b/datasets.py @@ -478,8 +478,8 @@ def load_labels(self) -> pd.DataFrame: df[START], df[END] = date(2021, 1, 1), date(2022, 12, 31) df[SUBSET] = train_val_test_split(df.index, 0.3, 0.3) return df - - + + datasets: List[LabeledDataset] = [ CustomLabeledDataset( dataset="geowiki_landcover_2017", From 0c080d9befa0e7182ede79876479f534b772cbc5 Mon Sep 17 00:00:00 2001 From: Dataset bot Date: Wed, 7 Feb 2024 15:58:01 +0000 Subject: [PATCH 05/11] Automated dataset updates --- data/datasets.dvc | 6 +++--- data/report.txt | 9 +++++++++ 2 files changed, 12 insertions(+), 3 deletions(-) diff --git a/data/datasets.dvc b/data/datasets.dvc index 95f44e6e..366bb759 100644 --- a/data/datasets.dvc +++ b/data/datasets.dvc @@ -1,6 +1,6 @@ outs: -- md5: 63c6f22459e60941aa459671fbff891b.dir - size: 671350235 - nfiles: 48 +- md5: a0bf4b3bd26b59a4dbc298bd533c54dc.dir + size: 671489964 + nfiles: 49 path: datasets hash: md5 diff --git a/data/report.txt b/data/report.txt index 35af2f70..e8c48b98 100644 --- a/data/report.txt +++ b/data/report.txt @@ -422,3 +422,12 @@ eo_data_complete 1000 ✔ training amount: 387, positive class: 20.9% ✔ validation amount: 294, positive class: 23.1% ✔ testing amount: 319, positive class: 17.6% + + + +Uganda_NorthCEO2021 (Timesteps: 24) +---------------------------------------------------------------------------- +eo_data_exporting 1000 +✖ training: 387 labels, but 0 features +✖ validation: 294 labels, but 0 features +✖ testing: 319 labels, but 0 features From 3799a5170754e8f3ec9114b8c6872bc5ed55a02d Mon Sep 17 00:00:00 2001 From: Dataset bot Date: Wed, 7 Feb 2024 16:50:52 +0000 Subject: [PATCH 06/11] Automated dataset updates --- data/datasets.dvc | 4 ++-- data/report.txt | 9 +++++---- 2 files changed, 7 insertions(+), 6 deletions(-) diff --git a/data/datasets.dvc b/data/datasets.dvc index 366bb759..744a7d86 100644 --- a/data/datasets.dvc +++ b/data/datasets.dvc @@ -1,6 +1,6 @@ outs: -- md5: a0bf4b3bd26b59a4dbc298bd533c54dc.dir - size: 671489964 +- md5: 1ca5c9fd221daaaf86d79216dc19bc7e.dir + size: 672729077 nfiles: 49 path: datasets hash: md5 diff --git a/data/report.txt b/data/report.txt index e8c48b98..137a8852 100644 --- a/data/report.txt +++ b/data/report.txt @@ -427,7 +427,8 @@ eo_data_complete 1000 Uganda_NorthCEO2021 (Timesteps: 24) ---------------------------------------------------------------------------- -eo_data_exporting 1000 -✖ training: 387 labels, but 0 features -✖ validation: 294 labels, but 0 features -✖ testing: 319 labels, but 0 features +eo_data_exporting 767 +eo_data_complete 233 +✖ training: 387 labels, but 93 features +✖ validation: 294 labels, but 63 features +✖ testing: 319 labels, but 77 features From 6b5e50b551675ad9b923127d5084a92130845e4f Mon Sep 17 00:00:00 2001 From: Dataset bot Date: Wed, 7 Feb 2024 21:16:02 +0000 Subject: [PATCH 07/11] Automated dataset updates --- data/datasets.dvc | 4 ++-- data/report.txt | 10 +++++----- 2 files changed, 7 insertions(+), 7 deletions(-) diff --git a/data/datasets.dvc b/data/datasets.dvc index 744a7d86..c6ed7728 100644 --- a/data/datasets.dvc +++ b/data/datasets.dvc @@ -1,6 +1,6 @@ outs: -- md5: 1ca5c9fd221daaaf86d79216dc19bc7e.dir - size: 672729077 +- md5: ea7116dd8f05abfd244c684e29214232.dir + size: 675914858 nfiles: 49 path: datasets hash: md5 diff --git a/data/report.txt b/data/report.txt index 137a8852..10ee5dc2 100644 --- a/data/report.txt +++ b/data/report.txt @@ -427,8 +427,8 @@ eo_data_complete 1000 Uganda_NorthCEO2021 (Timesteps: 24) ---------------------------------------------------------------------------- -eo_data_exporting 767 -eo_data_complete 233 -✖ training: 387 labels, but 93 features -✖ validation: 294 labels, but 63 features -✖ testing: 319 labels, but 77 features +eo_data_complete 832 +eo_data_exporting 168 +✖ training: 387 labels, but 333 features +✖ validation: 294 labels, but 246 features +✖ testing: 319 labels, but 253 features From 6d6dbd1a0e983f74005425a314acad6883b35c15 Mon Sep 17 00:00:00 2001 From: Dataset bot Date: Thu, 8 Feb 2024 15:02:43 +0000 Subject: [PATCH 08/11] Automated dataset updates --- data/datasets.dvc | 4 ++-- data/report.txt | 9 ++++----- 2 files changed, 6 insertions(+), 7 deletions(-) diff --git a/data/datasets.dvc b/data/datasets.dvc index c6ed7728..eb28f111 100644 --- a/data/datasets.dvc +++ b/data/datasets.dvc @@ -1,6 +1,6 @@ outs: -- md5: ea7116dd8f05abfd244c684e29214232.dir - size: 675914858 +- md5: b7c381babff36cca1ef539c77e677de4.dir + size: 676810981 nfiles: 49 path: datasets hash: md5 diff --git a/data/report.txt b/data/report.txt index 10ee5dc2..96e4c127 100644 --- a/data/report.txt +++ b/data/report.txt @@ -427,8 +427,7 @@ eo_data_complete 1000 Uganda_NorthCEO2021 (Timesteps: 24) ---------------------------------------------------------------------------- -eo_data_complete 832 -eo_data_exporting 168 -✖ training: 387 labels, but 333 features -✖ validation: 294 labels, but 246 features -✖ testing: 319 labels, but 253 features +eo_data_complete 1000 +✔ training amount: 387, positive class: 16.0% +✔ validation amount: 294, positive class: 14.3% +✔ testing amount: 319, positive class: 17.9% From 53d0b5fbd7650c83cf64cb6534abdf054031b320 Mon Sep 17 00:00:00 2001 From: Abena Boatemaa Asare-Ansah Date: Thu, 8 Feb 2024 10:52:16 -0500 Subject: [PATCH 09/11] Trigger Build From 77e4f0364b55a510aa8775d8162299b9d35b5bac Mon Sep 17 00:00:00 2001 From: github-actions Date: Mon, 12 Feb 2024 15:21:08 +0000 Subject: [PATCH 10/11] Trained new: Uganda_North_2021_V1 --- data/all_dataset_params.json | 50 ++++++++++++++++++++++++++++++++++++ data/models.dvc | 6 ++--- data/models.json | 17 ++++++++++++ 3 files changed, 70 insertions(+), 3 deletions(-) diff --git a/data/all_dataset_params.json b/data/all_dataset_params.json index 8a9b927c..f9280432 100644 --- a/data/all_dataset_params.json +++ b/data/all_dataset_params.json @@ -808,6 +808,56 @@ 12 ] }, + "geowiki_landcover_2017,Kenya,Mali,Mali_lower_CEO_2019,Mali_upper_CEO_2019,Togo,Rwanda,Uganda,open_buildings,digitalearthafrica_eastern,digitalearthafrica_sahel,Ethiopia,Ethiopia_Tigray_2020,Ethiopia_Tigray_2021,Ethiopia_Bure_Jimma_2019,Ethiopia_Bure_Jimma_2020,Malawi_CEO_2020,Malawi_CEO_2019,Malawi_FAO,Malawi_FAO_corrected,Zambia_CEO_2019,Tanzania_CEO_2019,Namibia_corrective_labels_2020,Malawi_corrected,Namibia_CEO_2020,Namibia_WFP,Sudan_Blue_Nile_CEO_2019,Hawaii_CEO_2020,Senegal_CEO_2022,HawaiiAgriculturalLandUse2020,KenyaCEO2019,HawaiiCorrective2020,HawaiiCorrectiveGuided2020,MalawiCorrectiveLabels2020,SudanBlueNileCEO2020,SudanBlueNileCorrectiveLabels2019,EthiopiaTigrayCorrective2020,SudanAlGadarefCEO2019,MaliStratifiedCEO2019,SudanAlGadarefCEO2020,NamibiaNorthStratified2020,Namibia_field_samples_22_23,SudanGedarefDarfurAlJazirah2022,Uganda_NorthCEO2022,Uganda_NorthCEO2021_February_2022": { + "normalizing_dict": { + "mean": [ + -11.253425188439937, + -18.32938103852523, + 1435.394781661943, + 1401.2376604488686, + 1424.1887305810615, + 1659.930606706183, + 2418.9610242192266, + 2797.4266694196153, + 2686.556230689381, + 3059.6146535391536, + 839.3203256303339, + 2492.394136925002, + 1656.5102430595289, + 290.4116372888038, + 0.004740448735646688, + 862.6486426458467, + 5.645431586296536, + 0.3394156161911947 + ], + "std": [ + 4.148125981435058, + 5.060516119375943, + 994.0712142249523, + 965.2564704509458, + 1160.026751746973, + 1108.4164346403447, + 1050.1378976686253, + 1116.0387648387118, + 1073.380355703031, + 1145.5432935794531, + 654.3036779889275, + 1165.4722835564185, + 1054.8715358765717, + 35.62925408430905, + 0.014667963835620806, + 646.2067949711964, + 7.102936150840518, + 0.22947527099163295 + ] + }, + "train_num_timesteps": [ + 12 + ], + "val_num_timesteps": [ + 12 + ] + }, "geowiki_landcover_2017,Kenya,Mali,Mali_lower_CEO_2019,Mali_upper_CEO_2019,Togo,Rwanda,Uganda,open_buildings,digitalearthafrica_eastern,digitalearthafrica_sahel,Ethiopia,Ethiopia_Tigray_2020,Ethiopia_Tigray_2021,Ethiopia_Bure_Jimma_2019,Ethiopia_Bure_Jimma_2020,Malawi_CEO_2020,Malawi_CEO_2019,Malawi_FAO,Malawi_FAO_corrected,Zambia_CEO_2019,Tanzania_CEO_2019,Namibia_corrective_labels_2020,Malawi_corrected,Namibia_CEO_2020,Namibia_WFP,Sudan_Blue_Nile_CEO_2019,Hawaii_CEO_2020,Senegal_CEO_2022,HawaiiAgriculturalLandUse2020,KenyaCEO2019,HawaiiCorrective2020,HawaiiCorrectiveGuided2020,MalawiCorrectiveLabels2020,SudanBlueNileCEO2020,SudanBlueNileCorrectiveLabels2019,EthiopiaTigrayCorrective2020,SudanAlGadarefCEO2019,MaliStratifiedCEO2019,SudanAlGadarefCEO2020,NamibiaNorthStratified2020,Namibia_field_samples_22_23,SudanGedarefDarfurAlJazirah2022,Uganda_NorthCEO2022_February_2022": { "normalizing_dict": { "mean": [ diff --git a/data/models.dvc b/data/models.dvc index 197b47f3..46dd8373 100644 --- a/data/models.dvc +++ b/data/models.dvc @@ -1,6 +1,6 @@ outs: -- md5: 3c2840cad82955c5d02cbc3ef60757a0.dir - size: 82333214 - nfiles: 66 +- md5: e2f4f187db0f865868e57c4b69d1409c.dir + size: 83854781 + nfiles: 68 path: models hash: md5 diff --git a/data/models.json b/data/models.json index 8c524a8e..c31ccaa7 100644 --- a/data/models.json +++ b/data/models.json @@ -356,6 +356,23 @@ "roc_auc_score": 0.8442 } }, + "Uganda_North_2021_V1": { + "params": "https://wandb.ai/nasa-harvest/crop-mask/runs/jecuc6f8", + "test_metrics": { + "accuracy": 0.8308, + "f1_score": 0.5545, + "precision_score": 0.6364, + "recall_score": 0.4912, + "roc_auc_score": 0.8323 + }, + "val_metrics": { + "accuracy": 0.8355, + "f1_score": 0.4865, + "precision_score": 0.5625, + "recall_score": 0.4286, + "roc_auc_score": 0.8153 + } + }, "Uganda_North_2022_V1": { "params": "https://wandb.ai/nasa-harvest/crop-mask/runs/v5f8m489", "test_metrics": { From 5aa04633203b7d652868fee56bda53ce953f50bf Mon Sep 17 00:00:00 2001 From: ivanzvonkov Date: Thu, 15 Feb 2024 11:35:46 -0500 Subject: [PATCH 11/11] Push intercomparison results computation --- notebooks/plot-intercomparison-results.ipynb | 2022 ++++++++++++++++++ 1 file changed, 2022 insertions(+) create mode 100644 notebooks/plot-intercomparison-results.ipynb diff --git a/notebooks/plot-intercomparison-results.ipynb b/notebooks/plot-intercomparison-results.ipynb new file mode 100644 index 00000000..b5307167 --- /dev/null +++ b/notebooks/plot-intercomparison-results.ipynb @@ -0,0 +1,2022 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "ca0a7078", + "metadata": {}, + "source": [ + "## Plot Intercomparison Results\n", + "\n", + "Author: Hannah Kerner, Ivan Zvonkov\n", + "\n", + "Last modified: February 15, 2024" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "73aae0fd", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "0b126baa", + "metadata": {}, + "outputs": [], + "source": [ + "results = pd.read_csv('intercomparison-results.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "4fd51e03", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unnamed: 0datasetcountrycrop_f1std_crop_f1accuracystd_acccrop_recall_pastd_crop_panoncrop_recall_pa...crop_precision_uastd_crop_uanoncrop_precision_uastd_noncrop_uacrop_supportnoncrop_supporttnfpfntp
0TogocopernicusTogo0.610.180.780.030.570.050.87...0.660.070.820.0358132115172533
1Togoworldcover-v100Togo0.730.140.860.030.620.050.97...0.900.050.850.035813212842236
2Togoworldcover-v200Togo0.750.150.870.020.660.050.96...0.880.050.860.035813212752038
3Togoworldcereal-v100Togo0.760.140.870.020.670.050.96...0.890.050.870.035813212751939
4TogogladTogo0.710.140.850.030.590.050.97...0.890.050.840.035813212842434
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Unnamed: 0datasetcountrycrop_f1std_crop_f1accuracystd_acccrop_recall_pastd_crop_panoncrop_recall_pa...crop_precision_uastd_crop_uanoncrop_precision_uastd_noncrop_uacrop_supportnoncrop_supporttnfpfntp
13Togoesri-lulcTogo0.100.100.710.030.050.020.99...0.750.250.700.03581321311553
30Kenyaesri-lulcKenya0.660.230.960.010.640.070.98...0.680.080.980.0136538527111323
47Malawiesri-lulcMalawi0.420.260.810.030.350.070.92...0.520.110.850.0331125115102011
64Tanzaniaesri-lulcTanzania0.570.030.760.010.400.011.00...0.990.010.710.015197777752310209
81Maliesri-lulcMali0.090.260.950.010.050.051.00...0.330.330.960.01204074052191
97Namibiaesri-lulcNamibia0.290.820.990.000.200.181.00...0.500.500.990.005447446141
114Rwandaesri-lulcRwanda0.710.130.780.040.570.040.96...0.920.040.730.0561726932635
130Ugandaesri-lulcUganda0.370.260.860.020.360.080.93...0.380.100.920.0228217201161810
147Zambiaesri-lulcZambia0.860.310.990.010.820.111.00...0.900.100.990.0111206205129
161Hawaiiesri-lulcHawaii0.400.650.980.010.330.170.99...0.500.290.990.016354352242
177BlueNile2020esri-lulcBlueNile20200.210.050.660.020.120.010.99...0.860.060.650.02252414409522230
194BlueNile2019esri-lulcBlueNile20190.250.040.600.020.140.010.99...0.910.040.580.02337404399528948
211AlGadaref2019esri-lulcAlGadaref20190.470.060.600.020.340.010.91...0.810.030.540.0237031428529246124
228BureJimma2019esri-lulcBureJimma20190.670.090.790.020.590.030.90...0.770.030.800.022123773393887125
245BureJimma2020esri-lulcBureJimma20200.700.090.830.020.610.030.94...0.820.030.840.021683573342365103
262Tigray2021esri-lulcTigray20210.500.100.690.020.420.030.84...0.600.040.720.021853222715110778
279Tigray2020esri-lulcTigray20200.480.060.690.020.340.020.95...0.830.030.650.0230439837721200104
296Senegalesri-lulcSenegal0.550.170.920.010.440.050.98...0.730.070.930.0161486476103427
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18 rows × 21 columns

\n", + "
" + ], + "text/plain": [ + " Unnamed: 0 dataset country crop_f1 std_crop_f1 accuracy \\\n", + "13 Togo esri-lulc Togo 0.10 0.10 0.71 \n", + "30 Kenya esri-lulc Kenya 0.66 0.23 0.96 \n", + "47 Malawi esri-lulc Malawi 0.42 0.26 0.81 \n", + "64 Tanzania esri-lulc Tanzania 0.57 0.03 0.76 \n", + "81 Mali esri-lulc Mali 0.09 0.26 0.95 \n", + "97 Namibia esri-lulc Namibia 0.29 0.82 0.99 \n", + "114 Rwanda esri-lulc Rwanda 0.71 0.13 0.78 \n", + "130 Uganda esri-lulc Uganda 0.37 0.26 0.86 \n", + "147 Zambia esri-lulc Zambia 0.86 0.31 0.99 \n", + "161 Hawaii esri-lulc Hawaii 0.40 0.65 0.98 \n", + "177 BlueNile2020 esri-lulc BlueNile2020 0.21 0.05 0.66 \n", + "194 BlueNile2019 esri-lulc BlueNile2019 0.25 0.04 0.60 \n", + "211 AlGadaref2019 esri-lulc AlGadaref2019 0.47 0.06 0.60 \n", + "228 BureJimma2019 esri-lulc BureJimma2019 0.67 0.09 0.79 \n", + "245 BureJimma2020 esri-lulc BureJimma2020 0.70 0.09 0.83 \n", + "262 Tigray2021 esri-lulc Tigray2021 0.50 0.10 0.69 \n", + "279 Tigray2020 esri-lulc Tigray2020 0.48 0.06 0.69 \n", + "296 Senegal esri-lulc Senegal 0.55 0.17 0.92 \n", + "\n", + " std_acc crop_recall_pa std_crop_pa noncrop_recall_pa ... \\\n", + "13 0.03 0.05 0.02 0.99 ... \n", + "30 0.01 0.64 0.07 0.98 ... \n", + "47 0.03 0.35 0.07 0.92 ... \n", + "64 0.01 0.40 0.01 1.00 ... \n", + "81 0.01 0.05 0.05 1.00 ... \n", + "97 0.00 0.20 0.18 1.00 ... \n", + "114 0.04 0.57 0.04 0.96 ... \n", + "130 0.02 0.36 0.08 0.93 ... \n", + "147 0.01 0.82 0.11 1.00 ... \n", + "161 0.01 0.33 0.17 0.99 ... \n", + "177 0.02 0.12 0.01 0.99 ... \n", + "194 0.02 0.14 0.01 0.99 ... \n", + "211 0.02 0.34 0.01 0.91 ... \n", + "228 0.02 0.59 0.03 0.90 ... \n", + "245 0.02 0.61 0.03 0.94 ... \n", + "262 0.02 0.42 0.03 0.84 ... \n", + "279 0.02 0.34 0.02 0.95 ... \n", + "296 0.01 0.44 0.05 0.98 ... \n", + "\n", + " crop_precision_ua std_crop_ua noncrop_precision_ua std_noncrop_ua \\\n", + "13 0.75 0.25 0.70 0.03 \n", + "30 0.68 0.08 0.98 0.01 \n", + "47 0.52 0.11 0.85 0.03 \n", + "64 0.99 0.01 0.71 0.01 \n", + "81 0.33 0.33 0.96 0.01 \n", + "97 0.50 0.50 0.99 0.00 \n", + "114 0.92 0.04 0.73 0.05 \n", + "130 0.38 0.10 0.92 0.02 \n", + "147 0.90 0.10 0.99 0.01 \n", + "161 0.50 0.29 0.99 0.01 \n", + "177 0.86 0.06 0.65 0.02 \n", + "194 0.91 0.04 0.58 0.02 \n", + "211 0.81 0.03 0.54 0.02 \n", + "228 0.77 0.03 0.80 0.02 \n", + "245 0.82 0.03 0.84 0.02 \n", + "262 0.60 0.04 0.72 0.02 \n", + "279 0.83 0.03 0.65 0.02 \n", + "296 0.73 0.07 0.93 0.01 \n", + "\n", + " crop_support noncrop_support tn fp fn tp \n", + "13 58 132 131 1 55 3 \n", + "30 36 538 527 11 13 23 \n", + "47 31 125 115 10 20 11 \n", + "64 519 777 775 2 310 209 \n", + "81 20 407 405 2 19 1 \n", + "97 5 447 446 1 4 1 \n", + "114 61 72 69 3 26 35 \n", + "130 28 217 201 16 18 10 \n", + "147 11 206 205 1 2 9 \n", + "161 6 354 352 2 4 2 \n", + "177 252 414 409 5 222 30 \n", + "194 337 404 399 5 289 48 \n", + "211 370 314 285 29 246 124 \n", + "228 212 377 339 38 87 125 \n", + "245 168 357 334 23 65 103 \n", + "262 185 322 271 51 107 78 \n", + "279 304 398 377 21 200 104 \n", + "296 61 486 476 10 34 27 \n", + "\n", + "[18 rows x 21 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results[results['dataset'] == 'esri-lulc']" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "f8c9685d", + "metadata": {}, + "outputs": [], + "source": [ + "map_order = ['ensemble-subset', \n", + " 'esri-lulc',\n", + " 'dynamicworld', \n", + " 'digital-earth-africa', \n", + " 'worldcover-v200', \n", + " 'esa-cci-africa', \n", + " 'nabil-etal-2021',\n", + " 'gfsad-gcep',\n", + " 'glad', \n", + " 'copernicus', \n", + " 'globcover-v23',\n", + " 'asap']" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "885db056", + "metadata": {}, + "outputs": [], + "source": [ + "metric_order = [['accuracy', 'std_acc'], \n", + " ['crop_f1', 'std_crop_f1'], \n", + " ['crop_precision_ua', 'std_crop_ua'],\n", + " ['crop_recall_pa', 'std_crop_pa']]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "272eb862", + "metadata": {}, + "outputs": [], + "source": [ + "country_order = ['Kenya', 'Malawi', 'Mali', 'Rwanda', 'Tanzania', 'Togo', 'Uganda', 'Zambia']" + ] + }, + { + "cell_type": "markdown", + "id": "64fd6ac6", + "metadata": {}, + "source": [ + "## Format results as latex table" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "eff0e12a", + "metadata": {}, + "outputs": [], + "source": [ + "latex_table = ''\n", + "for country in country_order:\n", + " latex_table += '\\multirow{4}{*}{%s} ' % country\n", + " country_df = results[results['country'] == country]\n", + " for metric, err in metric_order:\n", + " latex_table += '& %s ' % metric\n", + " for mapname in map_order:\n", + " map_df = country_df[country_df['dataset'] == mapname]\n", + " rank = country_df[metric].sort_values(ascending=False).unique()\n", + " if map_df[metric].values[0] == rank[0]:\n", + " latex_table += \"& \\color{{blue}}$\\\\bm{{{:.2f}\\pm{:.2f}}}$ \".format(map_df[metric].values[0], map_df[err].values[0])\n", + " elif map_df[metric].values[0] == rank[1]:\n", + " latex_table += \"& $\\\\bm{{{:.2f}\\pm{:.2f}}}$ \".format(map_df[metric].values[0], map_df[err].values[0])\n", + " else:\n", + " latex_table += \"& ${:.2f}\\pm{:.2f}$ \".format(map_df[metric].values[0], map_df[err].values[0])\n", + " # add the average across all maps for each country\n", + " mean = country_df[country_df['dataset'].isin(map_order)][metric].mean()\n", + " std = country_df[country_df['dataset'].isin(map_order)][err].mean() # Changed from std to mean\n", + " latex_table += \"& ${:.2f}\\pm{:.2f}$ \".format(mean, std)\n", + " latex_table += '\\\\\\ \\n'\n", + " latex_table += '\\midrule \\n'\n", + "\n", + "# Add the average across all countries for each map\n", + "latex_table += '\\multirow{4}{*}{Mean}'\n", + "for metric, err in metric_order:\n", + " latex_table += '& %s ' % metric\n", + " for mapname in map_order:\n", + " map_df = results[results['dataset'] == mapname]\n", + " mean = map_df[metric].mean()\n", + " std = map_df[err].mean() # Changed from std to mean\n", + " latex_table += '& ${:.2f}\\pm{:.2f}$ '.format(mean, std)\n", + " latex_table += '& -- \\\\\\ \\n'\n", + "\n", + "latex_table = latex_table.replace('accuracy', 'Accuracy')\n", + "latex_table = latex_table.replace('crop_f1', 'F1')\n", + "latex_table = latex_table.replace('crop_precision_ua', 'Precision (UA)')\n", + "latex_table = latex_table.replace('crop_recall_pa', 'Recall (PA)')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "fd9c1160", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\\multirow{4}{*}{Kenya} & Accuracy & \\color{blue}$\\bm{0.97\\pm0.01}$ & $\\bm{0.96\\pm0.01}$ & $0.89\\pm0.01$ & $0.92\\pm0.01$ & $0.95\\pm0.01$ & $0.89\\pm0.01$ & $0.92\\pm0.01$ & $0.93\\pm0.01$ & $\\bm{0.96\\pm0.01}$ & $0.91\\pm0.01$ & $0.78\\pm0.01$ & $0.90\\pm0.01$ & $0.92\\pm0.01$ \\\\ \n", + "& F1 & \\color{blue}$\\bm{0.77\\pm0.20}$ & $0.66\\pm0.23$ & $0.42\\pm0.18$ & $0.54\\pm0.19$ & $0.48\\pm0.22$ & $0.48\\pm0.15$ & $0.61\\pm0.14$ & $0.62\\pm0.15$ & $\\bm{0.73\\pm0.21}$ & $0.49\\pm0.19$ & $0.29\\pm0.11$ & $0.36\\pm0.20$ & $0.54\\pm0.18$ \\\\ \n", + "& Precision (UA) & \\color{blue}$\\bm{0.76\\pm0.07}$ & $0.68\\pm0.08$ & $0.31\\pm0.06$ & $0.43\\pm0.06$ & $\\bm{0.72\\pm0.11}$ & $0.34\\pm0.05$ & $0.45\\pm0.06$ & $0.47\\pm0.06$ & $0.68\\pm0.07$ & $0.38\\pm0.06$ & $0.18\\pm0.03$ & $0.30\\pm0.06$ & $0.48\\pm0.06$ \\\\ \n", + "& Recall (PA) & $0.78\\pm0.06$ & $0.64\\pm0.07$ & $0.61\\pm0.08$ & $0.72\\pm0.07$ & $0.36\\pm0.06$ & $\\bm{0.83\\pm0.06}$ & \\color{blue}$\\bm{0.94\\pm0.04}$ & \\color{blue}$\\bm{0.94\\pm0.04}$ & $0.78\\pm0.06$ & $0.69\\pm0.07$ & $0.72\\pm0.07$ & $0.44\\pm0.08$ & $0.70\\pm0.06$ \\\\ \n", + "\\midrule \n", + "\\multirow{4}{*}{Malawi} & Accuracy & $0.87\\pm0.03$ & $0.81\\pm0.03$ & $0.82\\pm0.03$ & $0.85\\pm0.03$ & $\\bm{0.90\\pm0.02}$ & $0.81\\pm0.03$ & $0.79\\pm0.03$ & $0.79\\pm0.03$ & $0.86\\pm0.03$ & $0.85\\pm0.03$ & $0.75\\pm0.03$ & $0.67\\pm0.03$ & $0.81\\pm0.03$ \\\\ \n", + "& F1 & $0.67\\pm0.24$ & $0.42\\pm0.26$ & $0.33\\pm0.24$ & $0.66\\pm0.23$ & $\\bm{0.77\\pm0.20}$ & $0.64\\pm0.20$ & $0.59\\pm0.21$ & $0.60\\pm0.20$ & $0.61\\pm0.25$ & $0.65\\pm0.23$ & $0.48\\pm0.23$ & $0.32\\pm0.21$ & $0.56\\pm0.23$ \\\\ \n", + "& Precision (UA) & $0.66\\pm0.09$ & $0.52\\pm0.11$ & $0.64\\pm0.15$ & $0.59\\pm0.08$ & $\\bm{0.69\\pm0.07}$ & $0.52\\pm0.07$ & $0.48\\pm0.07$ & $0.48\\pm0.07$ & $0.68\\pm0.10$ & $0.59\\pm0.08$ & $0.41\\pm0.07$ & $0.27\\pm0.07$ & $0.54\\pm0.09$ \\\\ \n", + "& Recall (PA) & $0.68\\pm0.07$ & $0.35\\pm0.07$ & $0.23\\pm0.05$ & $0.74\\pm0.07$ & $\\bm{0.87\\pm0.06}$ & $0.84\\pm0.06$ & $0.77\\pm0.07$ & $0.81\\pm0.07$ & $0.55\\pm0.07$ & $0.71\\pm0.07$ & $0.58\\pm0.08$ & $0.39\\pm0.08$ & $0.63\\pm0.07$ \\\\ \n", + "\\midrule \n", + "\\multirow{4}{*}{Mali} & Accuracy & $\\bm{0.95\\pm0.01}$ & $\\bm{0.95\\pm0.01}$ & $0.93\\pm0.01$ & $0.94\\pm0.01$ & $\\bm{0.95\\pm0.01}$ & $0.80\\pm0.01$ & $0.93\\pm0.01$ & $0.92\\pm0.01$ & $\\bm{0.95\\pm0.01}$ & $0.93\\pm0.01$ & $0.71\\pm0.01$ & $0.86\\pm0.01$ & $0.90\\pm0.01$ \\\\ \n", + "& F1 & $0.47\\pm0.32$ & $0.09\\pm0.26$ & $0.20\\pm0.26$ & $0.54\\pm0.25$ & \\color{blue}$\\bm{0.62\\pm0.26}$ & $0.16\\pm0.14$ & $0.45\\pm0.27$ & $0.39\\pm0.25$ & $0.51\\pm0.31$ & $0.42\\pm0.27$ & $0.18\\pm0.11$ & $0.33\\pm0.17$ & $0.36\\pm0.24$ \\\\ \n", + "& Precision (UA) & $\\bm{0.50\\pm0.12}$ & $0.33\\pm0.33$ & $0.20\\pm0.09$ & $0.42\\pm0.08$ & $\\bm{0.50\\pm0.09}$ & $0.10\\pm0.03$ & $0.36\\pm0.09$ & $0.30\\pm0.08$ & $0.48\\pm0.11$ & $0.33\\pm0.08$ & $0.10\\pm0.03$ & $0.21\\pm0.05$ & $0.32\\pm0.10$ \\\\ \n", + "& Recall (PA) & $0.45\\pm0.10$ & $0.05\\pm0.05$ & $0.20\\pm0.08$ & $\\bm{0.75\\pm0.09}$ & \\color{blue}$\\bm{0.80\\pm0.08}$ & $0.40\\pm0.11$ & $0.60\\pm0.10$ & $0.55\\pm0.10$ & $0.55\\pm0.10$ & $0.55\\pm0.10$ & $0.65\\pm0.10$ & $\\bm{0.75\\pm0.09}$ & $0.53\\pm0.09$ \\\\ \n", + "\\midrule \n", + "\\multirow{4}{*}{Rwanda} & Accuracy & $0.81\\pm0.03$ & $0.78\\pm0.04$ & $0.66\\pm0.04$ & $0.75\\pm0.04$ & $\\bm{0.82\\pm0.03}$ & $0.68\\pm0.04$ & $0.72\\pm0.04$ & $0.72\\pm0.04$ & $0.75\\pm0.04$ & $0.73\\pm0.04$ & $0.59\\pm0.04$ & $0.56\\pm0.04$ & $0.71\\pm0.04$ \\\\ \n", + "& F1 & $0.77\\pm0.14$ & $0.71\\pm0.13$ & $0.42\\pm0.04$ & $0.69\\pm0.15$ & $\\bm{0.78\\pm0.13}$ & $0.65\\pm0.16$ & $0.71\\pm0.15$ & $0.71\\pm0.15$ & $0.67\\pm0.14$ & $0.70\\pm0.16$ & $0.55\\pm0.17$ & $0.27\\pm0.16$ & $0.64\\pm0.14$ \\\\ \n", + "& Precision (UA) & $0.88\\pm0.05$ & $\\bm{0.92\\pm0.04}$ & \\color{blue}$\\bm{1.00\\pm0.00}$ & $0.80\\pm0.06$ & $0.89\\pm0.05$ & $0.66\\pm0.06$ & $0.68\\pm0.06$ & $0.68\\pm0.06$ & $0.87\\pm0.06$ & $0.71\\pm0.06$ & $0.55\\pm0.06$ & $0.55\\pm0.11$ & $0.77\\pm0.06$ \\\\ \n", + "& Recall (PA) & $0.69\\pm0.05$ & $0.57\\pm0.04$ & $0.26\\pm0.02$ & $0.61\\pm0.05$ & $0.69\\pm0.05$ & $0.64\\pm0.05$ & \\color{blue}$\\bm{0.75\\pm0.05}$ & \\color{blue}$\\bm{0.75\\pm0.05}$ & $0.54\\pm0.04$ & $0.69\\pm0.05$ & $0.56\\pm0.05$ & $0.18\\pm0.03$ & $0.58\\pm0.04$ \\\\ \n", + "\\midrule \n", + "\\multirow{4}{*}{Tanzania} & Accuracy & $0.87\\pm0.01$ & $0.76\\pm0.01$ & $0.76\\pm0.01$ & $0.81\\pm0.01$ & $\\bm{0.88\\pm0.01}$ & $0.77\\pm0.01$ & $0.86\\pm0.01$ & $0.86\\pm0.01$ & $0.86\\pm0.01$ & $0.85\\pm0.01$ & $0.69\\pm0.01$ & $0.77\\pm0.01$ & $0.81\\pm0.01$ \\\\ \n", + "& F1 & $0.82\\pm0.04$ & $0.57\\pm0.03$ & $0.58\\pm0.04$ & $0.73\\pm0.05$ & $\\bm{0.84\\pm0.04}$ & $0.67\\pm0.05$ & $0.81\\pm0.04$ & $0.81\\pm0.05$ & $0.80\\pm0.04$ & $0.80\\pm0.05$ & $0.58\\pm0.06$ & $0.74\\pm0.05$ & $0.73\\pm0.04$ \\\\ \n", + "& Precision (UA) & $\\bm{0.98\\pm0.01}$ & \\color{blue}$\\bm{0.99\\pm0.01}$ & $0.95\\pm0.01$ & $0.85\\pm0.02$ & $0.94\\pm0.01$ & $0.76\\pm0.02$ & $0.90\\pm0.01$ & $0.90\\pm0.01$ & $0.95\\pm0.01$ & $0.88\\pm0.02$ & $0.65\\pm0.02$ & $0.69\\pm0.02$ & $0.87\\pm0.01$ \\\\ \n", + "& Recall (PA) & $0.70\\pm0.02$ & $0.40\\pm0.01$ & $0.42\\pm0.01$ & $0.64\\pm0.02$ & $\\bm{0.76\\pm0.02}$ & $0.60\\pm0.02$ & $0.74\\pm0.02$ & $0.74\\pm0.02$ & $0.69\\pm0.02$ & $0.72\\pm0.02$ & $0.52\\pm0.02$ & \\color{blue}$\\bm{0.79\\pm0.02}$ & $0.64\\pm0.02$ \\\\ \n", + "\\midrule \n", + "\\multirow{4}{*}{Togo} & Accuracy & $0.81\\pm0.03$ & $0.71\\pm0.03$ & $0.74\\pm0.03$ & $0.83\\pm0.03$ & $\\bm{0.87\\pm0.02}$ & $0.77\\pm0.03$ & $0.77\\pm0.03$ & $0.77\\pm0.03$ & $0.85\\pm0.03$ & $0.78\\pm0.03$ & $0.74\\pm0.03$ & $0.63\\pm0.03$ & $0.77\\pm0.03$ \\\\ \n", + "& F1 & $0.57\\pm0.15$ & $0.10\\pm0.10$ & $0.26\\pm0.10$ & $0.67\\pm0.16$ & $0.75\\pm0.15$ & $0.61\\pm0.18$ & $0.62\\pm0.18$ & $0.62\\pm0.17$ & $0.71\\pm0.14$ & $0.61\\pm0.18$ & $0.48\\pm0.18$ & $0.47\\pm0.17$ & $0.54\\pm0.15$ \\\\ \n", + "& Precision (UA) & $0.86\\pm0.07$ & $0.75\\pm0.25$ & \\color{blue}$\\bm{0.90\\pm0.10}$ & $0.84\\pm0.06$ & $0.88\\pm0.05$ & $0.65\\pm0.07$ & $0.64\\pm0.07$ & $0.62\\pm0.06$ & $\\bm{0.89\\pm0.05}$ & $0.66\\pm0.07$ & $0.61\\pm0.08$ & $0.42\\pm0.06$ & $0.73\\pm0.08$ \\\\ \n", + "& Recall (PA) & $0.43\\pm0.04$ & $0.05\\pm0.02$ & $0.16\\pm0.02$ & $0.55\\pm0.05$ & $0.66\\pm0.05$ & $0.57\\pm0.05$ & $0.60\\pm0.05$ & $0.62\\pm0.05$ & $0.59\\pm0.05$ & $0.57\\pm0.05$ & $0.40\\pm0.05$ & $0.53\\pm0.05$ & $0.48\\pm0.04$ \\\\ \n", + "\\midrule \n", + "\\multirow{4}{*}{Uganda} & Accuracy & $\\bm{0.89\\pm0.02}$ & $0.86\\pm0.02$ & $0.88\\pm0.02$ & $0.76\\pm0.02$ & $\\bm{0.89\\pm0.02}$ & $0.77\\pm0.02$ & $0.82\\pm0.02$ & $0.82\\pm0.02$ & $0.88\\pm0.02$ & $0.78\\pm0.02$ & $0.59\\pm0.02$ & $0.55\\pm0.02$ & $0.79\\pm0.02$ \\\\ \n", + "& F1 & $\\bm{0.55\\pm0.26}$ & $0.37\\pm0.26$ & $0.29\\pm0.27$ & $0.42\\pm0.17$ & $0.43\\pm0.27$ & $0.41\\pm0.18$ & $0.45\\pm0.21$ & $0.46\\pm0.21$ & \\color{blue}$\\bm{0.56\\pm0.24}$ & $0.41\\pm0.19$ & $0.31\\pm0.12$ & $0.28\\pm0.11$ & $0.41\\pm0.21$ \\\\ \n", + "& Precision (UA) & $0.53\\pm0.09$ & $0.38\\pm0.10$ & $0.46\\pm0.14$ & $0.29\\pm0.05$ & $\\bm{0.56\\pm0.12}$ & $0.29\\pm0.06$ & $0.35\\pm0.07$ & $0.35\\pm0.07$ & $0.48\\pm0.08$ & $0.29\\pm0.06$ & $0.19\\pm0.04$ & $0.17\\pm0.03$ & $0.36\\pm0.08$ \\\\ \n", + "& Recall (PA) & $0.57\\pm0.08$ & $0.36\\pm0.08$ & $0.21\\pm0.06$ & $0.75\\pm0.08$ & $0.36\\pm0.07$ & $0.71\\pm0.08$ & $0.64\\pm0.08$ & $0.68\\pm0.08$ & $0.68\\pm0.08$ & $0.68\\pm0.08$ & $\\bm{0.79\\pm0.07}$ & $\\bm{0.79\\pm0.07}$ & $0.60\\pm0.08$ \\\\ \n", + "\\midrule \n", + "\\multirow{4}{*}{Zambia} & Accuracy & \\color{blue}$\\bm{0.99\\pm0.01}$ & \\color{blue}$\\bm{0.99\\pm0.01}$ & $0.96\\pm0.01$ & $0.94\\pm0.01$ & $0.96\\pm0.01$ & $0.94\\pm0.01$ & $0.94\\pm0.01$ & $0.95\\pm0.01$ & $\\bm{0.98\\pm0.01}$ & $0.95\\pm0.01$ & $0.91\\pm0.01$ & $0.70\\pm0.01$ & $0.93\\pm0.01$ \\\\ \n", + "& F1 & \\color{blue}$\\bm{0.91\\pm0.26}$ & $\\bm{0.86\\pm0.31}$ & $0.56\\pm0.43$ & $0.59\\pm0.28$ & $0.67\\pm0.36$ & $0.61\\pm0.29$ & $0.62\\pm0.29$ & $0.65\\pm0.30$ & $0.83\\pm0.31$ & $0.62\\pm0.34$ & $0.23\\pm0.34$ & $0.20\\pm0.14$ & $0.61\\pm0.30$ \\\\ \n", + "& Precision (UA) & \\color{blue}$\\bm{0.91\\pm0.09}$ & $\\bm{0.90\\pm0.10}$ & $0.71\\pm0.18$ & $0.43\\pm0.11$ & $0.56\\pm0.13$ & $0.45\\pm0.11$ & $0.48\\pm0.11$ & $0.50\\pm0.11$ & $0.77\\pm0.12$ & $0.50\\pm0.12$ & $0.20\\pm0.11$ & $0.11\\pm0.04$ & $0.54\\pm0.11$ \\\\ \n", + "& Recall (PA) & \\color{blue}$\\bm{0.91\\pm0.08}$ & $\\bm{0.82\\pm0.11}$ & $0.45\\pm0.12$ & \\color{blue}$\\bm{0.91\\pm0.09}$ & $\\bm{0.82\\pm0.11}$ & \\color{blue}$\\bm{0.91\\pm0.08}$ & \\color{blue}$\\bm{0.91\\pm0.08}$ & \\color{blue}$\\bm{0.91\\pm0.08}$ & \\color{blue}$\\bm{0.91\\pm0.08}$ & $\\bm{0.82\\pm0.11}$ & $0.27\\pm0.13$ & $0.73\\pm0.13$ & $0.78\\pm0.10$ \\\\ \n", + "\\midrule \n", + "\\multirow{4}{*}{Mean}& Accuracy & $0.86\\pm0.02$ & $0.81\\pm0.02$ & $0.82\\pm0.02$ & $0.83\\pm0.02$ & $0.87\\pm0.01$ & $0.77\\pm0.02$ & $0.82\\pm0.02$ & $0.80\\pm0.02$ & $0.85\\pm0.02$ & $0.83\\pm0.02$ & $0.67\\pm0.02$ & $0.66\\pm0.02$ & -- \\\\ \n", + "& F1 & $0.63\\pm0.18$ & $0.46\\pm0.21$ & $0.47\\pm0.16$ & $0.62\\pm0.14$ & $0.63\\pm0.15$ & $0.56\\pm0.12$ & $0.63\\pm0.14$ & $0.54\\pm0.15$ & $0.61\\pm0.15$ & $0.58\\pm0.16$ & $0.34\\pm0.13$ & $0.37\\pm0.12$ & -- \\\\ \n", + "& Precision (UA) & $0.72\\pm0.06$ & $0.71\\pm0.12$ & $0.62\\pm0.07$ & $0.61\\pm0.05$ & $0.67\\pm0.05$ & $0.50\\pm0.04$ & $0.57\\pm0.05$ & $0.55\\pm0.05$ & $0.67\\pm0.06$ & $0.56\\pm0.05$ & $0.36\\pm0.05$ & $0.37\\pm0.04$ & -- \\\\ \n", + "& Recall (PA) & $0.58\\pm0.05$ & $0.38\\pm0.06$ & $0.43\\pm0.06$ & $0.69\\pm0.05$ & $0.63\\pm0.05$ & $0.71\\pm0.05$ & $0.75\\pm0.05$ & $0.63\\pm0.06$ & $0.59\\pm0.05$ & $0.64\\pm0.05$ & $0.47\\pm0.05$ & $0.51\\pm0.06$ & -- \\\\ \n", + "\n" + ] + } + ], + "source": [ + "print(latex_table)" + ] + }, + { + "cell_type": "markdown", + "id": "ce04647c", + "metadata": {}, + "source": [ + "## Format results as plot" + ] + }, + { + "cell_type": "code", + "execution_count": 216, + "id": "625672da", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 217, + "id": "de421497", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 217, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1)\n", + "\n", + "for country, country_df in results.groupby('country'):\n", + " if country == 'Namibia':\n", + " continue\n", + " country_df = country_df[country_df['dataset'].isin(map_order)]\n", + " orig_names = list(country_df.dataset)\n", + " orig_metric = list(country_df.crop_f1)\n", + " orig_err = list(country_df.std_crop_f1)\n", + " new_metric = [orig_metric[j] for j in [orig_names.index(i) for i in map_order]]\n", + " new_err = [orig_err[j] for j in [orig_names.index(i) for i in map_order]]\n", + " ax.errorbar(x=map_order, y=new_metric, yerr=new_err, fmt='o', label=country)\n", + "\n", + "plt.xticks(rotation=90);\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 218, + "id": "621a72ec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 1.0)" + ] + }, + "execution_count": 218, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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w72Gw07Bpim2NrgTONptFr3O5PLJjcJxaJDoh1ss/89s1yWAQBEs1qzEdTRF5w4s57I5R9EoRamLCxZ06HI5tR2ehaCWMFeI+zAolTZBmc6cVpTkcjh44keAUpbsdIUkSwjDcMXGKYi12i9sMemFqNfA8N6lwbDraaurZ8ojP7Z5kMBhCPaszGQplf/jinE0zSDNsW/xTFRej6HA4xp8kScjWSHKp99FmIM0mskolgsPh2Fk4kcCBiJBlGVmWzfsXhGG4bdsRbK2G2DGQuQVstYraswcVuK+aY3MQEappFVmytLNTkgwGpZk3EBEqQWVT9i/aYBpNaDbxyuVCMHBCoMPhGDNEhCRJyPPV051SbdGrmBWKSFGRlrvIWIfjVMLNXByL6PYv2I5xirbVKlb8xgSxgpmbw9+71606OjaFWlbDLHH4lzzfUUkGg9LSTUQsE+Em+oJI4T9i4wQVBoVvQbm8bc6VDodj5yIifSVciUAjXVlEEG2QRh3MJvg76Qzszm6Fczi2M04kcKyI1hqt9bx/QUcwGFdEa0xj/CZGYmwhFOzZ4yYQjqHSylukZnE7gRiDVHdeksGgxCbGYpkKpzf9sSTXmLyOajRQ5XIhGIzxudLhcOxcrLXEcYzpY2LfzPSK/oOS5YVAsBkGhSKovOHMDx2OMcaNYhxrsjROsSMYjJt/ganVxnZeJLnGVqv4u3eP+lAcO4TMZDTyxaLYfJKBG3gBkJoUEWEqmkax+QKdWEG6YxQnJvBKwzNSdDgcjtWw1tJqtbB9pNloKyQrmBVK0jYo3CRU3nTXKYdjzHEigWMgrLXz/gXjFKdoGk0kH++yNZtmUK/jT2/+yqZjZ2OsoZYtN+eUWn3HJxkMSmYz6mmN6dLMlggFHYoYxSrW91DlCl6l7GIUHQ7HpmGMIY7jvgQCgMYKZoW22YTNNCjUafHP4XCMNU4kcKyb7jjFbsFgq0vqJcuKi9o2wLZilOfhTW5ir7RjRyMi1LIaVhYPBG2jCWs4WA8LK0UPq2J7+JXkklNN59hV2oViawVNMRZpNrHNpotRdDgcm4LWmjiOkT5X55N8uVmhWIs0GrCG0eGGECmqCBwOx9jjRALHhhGRRf4FHbFgK/wLRKRoM9hGmEYT/CJGzeEYlEbeILeLB3ESJxDHW3YM1jQQLKBQKkCpEE9FKDW+K+VGDHNJlV2lGbwRHeeiGMWO0aEzNHU4HBtgUIFABJrZkmvIZhoUduF8CByO7YMTCRxDZavjFG29jqwS3TOumFoN5XkuOs0xEIlOiPViMUDyHGls3cqMtVlbIAAQRHJEciwtFB5KhV3/xmsCbDHMpYVQ4KvRXf5EG0y9AY1GEaNYqaDCcGTH43A4tid5npMkSd8CARRtBt2bFwaFW+DppJMi0cDhcGwLnEjg2DS64xQ77QhhGA6tPNmmKTbexL65zUTAVKtF4oFzQXf0gbaaelZfdNsokgysrFyxIFhEUpCi37RTZVBUGozHJFiwVNMaM9E0gTfiY+qOUYxCvHLZxSg6HI6+yLKMZEDvgNwIqV6oFpA4RlqtYR/acqxF5VvwOA6HY2i42YljS+j4F6RpOpQ4RTEGu83aDJYiVhaEAldy7FgFEaGaVpEuMUCsLQSCLSzdtJIj0r8xoohubx9jUPNiQSEcjK41QbBUsxrT0RSRNx7pA4XRYV7EKFYqRXWBMzp0OBw96CzADEojLdoMRARptiDdmoUW12bgcGw/nEgwYjJj0VYIvFNj5ag7TrHjX7CeOEVTqyF2+Beclm6Q6xYz5QNbE5mmTSEU7N7tVg8dK1LLahhZ3Csqtc3vH12K2GJQmtdiTG5QngIFSlH8R4Hy1PzteF77c93+bKtCMFBKoTy/LRhEeF40gs+/UM/qTIVCyR8ffxCxxeDdNlsuRtHhcCwjSRKydZjUxrnBWGkbFNZhqxKhdAxmE80QHQ7HpuBEghFjLVRbGdOVkMg/tVaTu/0LfN+frzBYy7/AtlpINtwLjmCppbPE+QkUChMH7CpvTd+yZDm2LRQ4HEtp5S1Ss3jFyNY32YG6ByIGKynGWEyqi8lsP3dUPf71uL0QCsL2zwBUW6ZTal5AmP/ZOUf02KbnbavQyBtYESpBpZ9ns6V0xyh6lQqqUnFVRw7HKYqIkCQJ+TrO/SLQyjSiNVKvF4PPrcBaVLZ1proOh2N4OJFgDBCgFudMlULK4ak5AFypHWHpIF+0xjQaQ33szKbU0jm0qQKCIBhpUU1hOpoi9DbfXNCmGTQa+FNTm/5Yju1DZjIa+eLPu8Tx5mZYr4Bt+wxIkg1WxSP0ZZlgVQZkGNUsJvhe2OVp4C0RFfqrOlBKzW+7SERYcluuErJwkolgoqiGaJdHqE51ROd3GMkkXYwtUlGaTbxSqRAMnOmpw3HKICLEcYzW61v9b6Qam2ZFBcEWVv2rvM6WPqDD4RgaTiQYIxppjrE+k6VT+23pjlPsFgzm4w6HdL0RhGbeINYNjFl8IbOS4lGmltWYCCa3ZJXRNlsoz8ObmNj0x3KMP8Yaatli3w3Jsi1NMph/XBGsTRFr0fEmVTBI909BTIZQlNQq5aEIUYRAwHxowhpVCqJkXiRY67SRpymp32IiXPv71y0aLIgJXb/PiwzdvzOf9rBMfOiz6gEBm6TYJEWFQWF0WKm4ViWHYwdjrSWOY8w628tyIyS1eiEwbyU6BrNFLQ0Oh2PonNqz0TEkzg3WwnTFvTXd/gWe5+FlGX6aDSVOUducWlbH2ARjGyydQohorOR4KqSlm1gxTIabv8pv6g3wfdeDfIojItSyGlYWSkJF68KHYCTHkwIWk+WI2fpVIRGLkAJpMam2fls0CIrWhNVQ7ePtJSgsERVSkyBimYgmV/UkEQREOnrG0FhTfGj7OygFpArVaKI8hTdRwa9M4EeRMzt0OHYQ1lparRZ2A+0B9eOzyFZXn1nj2gwcjm2Om4mOIakxmFjYVQ77rard8Zg0JasWq6q+5xUVBj3aEdZCEOK8RWxirE3bAkFvrI3x/CIiLTEJxhqmS9MoNrfc2FSrqD17XG76KUwjb5DbhRV7sbYQCEbkDm1tjIhsXhXBIIggaIRihar4PgZdosGS76cs+bkaSshIkdgyUZ6cX/FvL/sv+rcZq/frFh9aRXWJ5/kEpYioXMELQwiCoj2i89P3XdWBw7FNMMYQx/H6BQJraZ6YRSeDpyBsFNdm4HBsf5xIMKZoY5mNM3ZXIk6R4IOVEcHWF1ZQjbWYLCPNMgLfJwwC/D4Gv1py6mkDi8HaBGNXL9uWdtxbZ6Uyl5y5pMpMaXpzDQ0FzNwc/t69blXwFCTRCbFevAIziiSDDtZmCBab50i+RWZXAyBiga7WBBaqDGBAIbE9ps1NTqNVZ7I01a4oWD7YFRbaBnr6JWyyoNALaw1ZHJPFMX4QEoYRfhguenzlt8WCpQLCOkRXh8OxORhjaLVayHqF4Twnq9ZotUYgEOh4ZNcrh8MxPJxIMMZYK8y2UnZVolMmIrEXttFY0ShNG4M2pvAv6BIMltLSrfbES/oSCOYf2yb4/kKbgcUwl1Y3PV9drBRCwZ49zs38FEJbTT1b3FIwiiSDRY8vhWChk3xbLAyJGIT2AFUplARFhQEhSvUvuhkxNJIGU6XJ5dUJ848lPV6TdQgKXR4Lw5qoG51jdI6KFUEYEUQRfhAgxoKxPRNilKcKscD3wfNRgb9YSHA4HJuO1po4jtctEEiaYhoNWmm+9adso8G1GTgcOwInEow5IkVE4lQ5pBSceoM0SdPC+X+t7UTItSbXGk+pwuzQ9xFlaWQNtBSlyYMIBNA2MJTKkslFka8+EdhNNTQUbTDtaES3wrfzERGqaZXuYMFRJRl0sO1qGpNrbLoNV4ZEEHKEHIjXbk1YgsVQTxtMl6bW3HbtQxmCoNDlo6D6FI4FIc9T8jzFUx5BFBGEEV4PMVWsQNZ5vRajPFVUIPj+sp+u4snhGA55npMkyboFAttqYVsxuTFkeosrv8S1GTgcOwknEmwDBKgnObYUUAlPocGYtdjm4E7uVoQ0y6jqhExS/MAj8H2sJFjbWsf+Uny13PG8pZsY0UyGnZLk4SNZjq3V8Hft2pT9O8aHWlbDyMJEfFRJBt2ILUpVdZrC+HUaDMzy1oTuKoPel0PBUk8bTEWTeN7WnH/7ERQ6v80LCh7gKfBXrkawYsnShCxN8P2gqDAIw76qBMQKWI3kPdzKFQtiQefnKeiDICIYY7DWYq3Fa/vnDMNs17HzybKMZAOisK3VsFleJDdlW58qoEwMGzBYdDgc44UTCbYRzVRjrZwyEYmmXh8sj72NFUMzb85XD5jMkNganpfh+z6+P9iAzdoET/WOGUtNirGGmdLMphka2iQFv4E/tfnpCo7R0MpbpGahd1S0RqqjSTKYPwYxWEkx2mCzbVhF0AciHQPEhCJboFNlEC6qHBAs9awQCnxvvM6/84KChXnpoC0W4CmU33uCbozGGE2WKPwgIIhK+Ov1JZCi8kl078/JvA/CUgFhG/sgWGvnBYFuYaAX3VG+2/X5OjaXNE1J03X6B1iLqVaLViIgyczWz9VNDtngizAOh2N8Ga/RjmNNTpWIRInj3itWa5CZlJaOka5lT2tbRRWBYZF/ge97fa7wCFYSfNW7tUCLZjaZY6Y0TaA2J5HANlso38erbF57g2M0ZCajkS+kbIi1SLXGqEs2rRQDVpOlcCpEXS9qTShSExQh8+0JChpZk4mwQuhHoz3WNShW/aGdl1AIBb4Cb3mbgiBonaN1jlIeQRgW/gX+8K4x8z4IK7UxzFcdBGPngyAiPQWBQcrBtdZorYtrT5dg4HAAJElClq3dVtkLyXNs14KKFSHJt1jUFVD5yklRDodje+KuUtuQHR+RqDWmNZgiLViaWZNcFg9COwLBom3n/QvA8xSBF+AH3qorPGITRJVX3EawVNMaU+EkJb880LH3i6nVwffxovGeoDj6x1hDLavN/y4ihUAw4pLNYmKUYo3FpHrUesVIELEIKZC2DRCL1IRmllMJpykFm2dcOmzECJj2m6jaVQYd0aDrnCZiybOUPEuLOMWOf8EmTtYXfBAAlqykKhanMGyyD8LSqoDO/w8LESHPc/I8x/M8wjAkDEPXjnAKE8cx+TqNaSWOi7FS1/m5mW29WaHSzZFfsxwOx/BxIsE2pRORuKsc4u+w5ANTrw80KcltSjNfXD0AYGwTkdXL96wVMpuDBt/3CDwfz18uGAgWkQylVpsYCI28gRHLRLDcw2AYmLk51J49qHBzKhYcW4eIUMtqWFn43EqjAXr0y/bF98aisxR2ZqfBYIggdFoToJE30DJFJZhCEW3Y1HArEZGiMkQvaU3w1aIqA2sNWRKTJUWcYhCGBGG0teXyApLr4nKw1MC2lw9C98/VRN8l1QGd/1933Nw6sNbOl5j7vj9fXeAEg1MDESGOY/Q6z/e22cTGixdAcmPI9RZLBCaHfHTmug6HY/NwIsE2xlphLs6YKUeEK/SdbjdssznfV7cWgtDKm2R2eZmesQ1EBivfM8aSp0U7wuTU8moAKwkea68exrqFsZqpaHr4hoZCkXiwZ49zFN/mNPIGuV1YQZJWC5Ktz7TuhbVxMXHK8p4igbYW3/M2ya5zGyBCktexNqUclouYRRV2pSZsn1dmvjUhX9Ka0GWA2IlTzOIYvy0WBKMWKvv0QcDzsIBVqvjpeUXFzhYKAmthjMF0WuGCYL4lwbEzsdYSxzHGrEOBFcHUasvaMUdiViigstF65zgcjs3DiQTbHBGoxTsjIlHyfJkyvhLa5jTzJnZJ9YCIYKU5sEAAYI2QZxbPU2R5TrRkkCaisZLj9eE7kNmMajrHTDSDN0A2ez+IsQtCwTaajDgWSHRCrBeypCVNkeZ4mD5ZmyFYTJatWEVgRci1oRKc2kJVZjIQSymqoEQDMaDaokGER7gkPnX8Wa01AQU6z9B5hqc8/DAijHrHKY4Cay2mUxnQ/tlLDJiPc+z4IHhq3lBxlD183e0ISZLMtyP4Y/L6OjaOtZZWq7W+NhZjCoGgx0LKKMwKVd4oBqEOh2NH4kSCHcB8RGIUUIm26WBCBFtfW5EWhCSPSexyMWGjAoFOLUhHLNB4eARLIietjfH8/lZ4jBjm0ioz0TSBN9xVIck1Zm4Of/duJxRsM7TV1LtWXyTXSG18TJ+sxIi1mFyvaliotWB8wT/FP3+Z1UgaUy5V2pVDbQNEydvegYUBoqeWpyaMO8taE3w1355gPYvNEvIswfN8wqjUd5ziMI6rIwJ0CwJ9378T5wjACm0M3ekLHT+ELWwFEBGyLCPLilSeTnWBa0fYvhhjiON4XQLBUoPCbkZiVqgz0ONR+eZwODYHJxLsIJqZxogwtQ0jEle6+HWjJaeVNzGy/AJbCAQNRAY3ALK2EAi6BXFrhEznKE8tikwUyRHRK2aqLzsuLNWsxmQ4SXnIhoaSFYMGf2ZmqPt1bB4iQjWttj3n20kGtdEnGXSw7c+3yfNitWqNw4ozw2QpOHXbDtrkopG0RaU00aPFqDBANG1/lO7WhH6qksaJ+SqDnGLF3QN8hfE1NjELcYphhB+GQxEwu0WAzv9vaqtAp40BA9mS64miEA88b8FQscsHYbPotCOkaeriFLcpxhharda6PrsSx5hVKs223KxQxKUZOBynANtvNulYlSQ3WCvMVLbP4FOSBLt0MLaERCfEJqbXrKUQCOqIDN6PJz0EAgBrwA8hyzJKpcXu3tYm+P7UII9CM29grWEinBz4GFfDxgl4Pv7UcPfr2BxqWQ0jxYrPuCQZdCM2RUTQa1QRzG8vkBlDyZVDo8XQTFpMliqrVgsIun2uijGi2tUF4bZrTRCRoh2l05rgKcQHa2wRp5h482aHfh9xf/NmgksEgbFCuuIce0T0zrcxdP6FYdHCMERcnOL2Q2tNHMfrEghso4Fdxasm01tvVujaDByOUwN3ZdmBZMYyF+fbIyLRGEyzueKfrZh2YkDvUjoR264gWJ9AkKeWHoUJWCNYK4U/QZZTKi24elvJ8MQMPKCPTYwRM3RDQ9tsonwPr1IZ2j4dw6eVt0jNwmBP6uORZNBBxGAlxWqNGNN3qkGeC4Ev+Kd8PQFYDI20xVRpos+2AkHIEMnarQl+WyzotCZsn9d03gCRjgGiJcsNmZe0qwtCgqiE53nL2gQ2vTpgi5hvY+gSEJTv4ZXLqFJpqO0KS+MUO4KB8y8YLzr+EgN/vlcwKFy0ySjMCnVatBo4HI4djxMJdijaWGZbGbsq4x2RaBqNFUuaU5PS0i1W2kDEYm1jPpZsEERWFgjmtzECnsKKkGU5UdQZtAtWUnw1eMxhZjPmkjlmStP4fbYs9IOp18H38aJoaPt0DI/MZDS6yjOl2YJ0vPo5bbscPk9XNizshQBJZpncrn4oQ0awNNIWk6UJvIH9BwwWA5JQGCD67SqDqO8Wp3FBjCDaYsWSS471moWG4CuCKNr6OMURIcYWpeLNFioMFgSDIWKtXeRf4OIUx4Msy0iSdcQDal0IBGu0YCaZ2doFfRFUvvKijsPh2Flsr1GHYyCsjHdEom3FPVVywdLMmuSr+AsUAkG96BsdEBFBp7KqQAALLQcAxlryXBNFxQ3Wpniqsq5BrsVQTWtMR1OE3pAm9QK2WkXt2YNypadjhbGGWlab/12StIg7HCOKUu8Uk2vE2r5aDbqxVsiMIXKrmEBHKGgyGU3ge+t9TWS+NcESdxkgBu0qg/F6ra1YrJVlP3thYk3mx/hRSFAagzjFLUJyjckb0GjglUqoUqloSRgi3XGK3YLBqSDIjBNpmpKuQwiWLCtE/zUm/8baLTcrVFndtRk4HKcQbjaxwxnbiEStsT0mSplJaekYYeUZ/DAEAmvWvtB1txwAaGPw8k7igcVKgq/WV+IvWGpZjYlgkkownDYBsVIkHuzZUxhpOUaOiFDLati2IiW5LtoMxgyRFLDoLAUr6/JRzHIh8AsvOweA0MxaVMIyYZ+JKKuz2AAR8fFUVAgGbN0ksPCAKfwDrNj5/x9k7iBWECvYPCVvpniBRxBF+JWQIDgFBAOh6DNP0iJ+sVzGK5WGan4oIov8CzpigfMv2HySJCHL1pGy1Ip7jot60cz01poV6hjM4MbQDodj++KuFqcA4xiRaJbEHfZTPQAdgaC2qoiw8n37Fwjm79NuOejQnXggNgFvYxP8lm5ixTAZDmKEuDJiLKZaLYQCt3I0chp5g9wWn2kxZqySDLqxNsZogzWDVxF0ECDNzNicY8YDIc5jrAilYNitQAYrMRBTtCYEXQaIw7m0z5sJ9lEdsBGstmQ6gVaC53uE5RJ+FOKF/o4/j4kVpBVjW3HRjhBFqHKZYRoKdccpep5HGIYuTnGTiOOYPF9HylK9jk37ExYybdADjGM2jLWoPN66x3M4HGOBEwlOIcYlItE2GoVDdJvcZjTz1poTfxHTriBYn+O1yQYTCGBxy0GHNMsolyI8r9124G2svzQxCcYapkvTqCGsw0quMXNzBHv2bHhfjvWT6IRYFwMrEUFq9bFKMuhgbYpgMVlalB5toIJVW0FbS+AmH4tIdYIglIPh9qIvIAg5InnbO9Cbj1gsWhPWfj/mKwOstEWBwaoDhoU1lrQZQzPGDwLCKMIrhXiBV6QH7GCKdgQNrRZeGKLKZdSQfWastfOl8J3KgnBIcZWnMiJCHMfoQc1orS38B3R/J95RmBWq3LUZOBynIk4kOMUYdUSiZNl8nI8gxHmL1K7dtydiMLYO6xQIdGox64gJWtpy0CHNcsqlCCsJHhsf+OeSM5dUh2ZoKFmOqdfxp6c3vC/H4OQ2p54tVMtIrT5WSQbdWEmwxmJ0/4kGJ3SV55PjHAz2sTfYtehvSW6ZKHmu7WAJmS5EmHJYHvq+G889T/XpZ9h17quYOvsslrYmdKoMFCGI37NlYBznAEZrjNaoliIIQvwwwC+FKF+Br3buxFYoYoGzonJNlUqFKe2Q/Qs67QgdwcDFKa4Pay1xHGPMgAprXlyn1zIo7CbO9NZ+V3UMZjyvXQ6HY3NxV4NTkGw++SBiSxdmRLCNoh9b25xm3sT2MekX0RjbYKsFgg5WC160+IUSEdIspxSB9XI8tfHBm8Uwl1aZjqaINlidAEV/o/I8vMnJDe/L0T9WLLW01g6CaycZrKM/dSuwkiOiCy8C6KvV4BvVO/j0y/8DQVAo/t6ej/C2qavn/y4CaW6ohK7tYCmZyUAs5WjwZJRuxFpIUiRNeezzX+DuYy8U5em3fJ+rzruQ1/zwDwGd6gDBWo2VVuEDAAs+BmNogNgLQch1Rq4zvNgjiAI8P8SPfPA8lK8K4WAHIlaQOMHGCcr3UKUyXtnFKY4L6xUIJE1XTXfqhbGWNN/CajRrUZlrM3A4TlWcSHCKYqwwt8URibZex1pLohMS09+FZ8MCQbYxgQBYMQXBthMPPC/GG4oxGYBQz+pMBHYohoam0SyiEcvDX7109Kae1TFSDBjHMcmgG7FpUUWQ674MC0/kVT798l/MbyYI/2X287y+fOGiigJtBBNY/IEjAHcWYi1keRF3mWaQZKRpisk0gQGSDElTSBIkzYrPS5LMCwDS9ZPO70kK7Z7nVuhz98XnLPSvK8VdP3iCA0/+gMqZh1d8O4UMoS1ciYciaosGQV+tCaPEYtumcBl+6hOEIZ4foDwPFaiiJcFXO7I1QYxFWi1sqx2nWCoV/gVDZGmcYkcwcP4Fy7HW0mq1sAO2kdlWC9safPK91WaFKt98Dx0ZxxImh8MBOJHglKYTkThdDon8zR0ASByTpzHNvIFZK3uwcx/R7RaD9V1EdGYx+cYvQCu1HEA78SCL8cuTQ12Ra+kmRjST4RSKjQ12Ta1WDKCH3NvqWE4rb5GadjtNno9lkkEHEYOVFJO3J4t9VBE8njy37NtoEf507iv86J4PsNtfaG+JM8tkydvgp3drEBHINbQn46RZe1Jf/L+kWXF70vnbwqRfemy/aB89yNr/NkKtHHHv2QeXG9wpxdzXvkHpJ34MFfRzTrIIyfz7qqRdYTBEA8TNwliDSQ2KIu4vCCOUX5gdKo8FsWAHtibM+xc0m/Nmh5sVp7i0HWGnvZbrwRhDq9UaeJJra7WilWRAttqsUOkYBm2fGIAi3STBusQEh2NsGe8RgGPTEYF6nG9uRKIxNGsn2yZu/V3kRPJ2BcH6LoomH45A0KFXy0GHTGu8vEEp2tXz7+slNSnGGmZKMxszNBQWEg9cv+mmkZmMRl6IAmIMUh3PJIMOVlLEtqsIkL6Kdb5Xvw+AvTXh0KxwdI/i5IzitvgB7oof5trJy3j/9PUcDk8r2g60odzXRLU/RAS0WZiIJ12T8TRFkqzHJL9ror9ke7q338wVLaWgFLX/laBc/FSlEkGlgqqUi9s7f2//v0Thwv+3f+bAow89yNOPPlIcswiVYIbpcA/1fJZY15h79An2/btfx/+xv4V38UUDHaqgETQQt6sMukWD8VxNFgRtNNpoFB5BGOD7IV7gz7f9KJ+d2ZogFK74abZpcYrAojjFU92/QGtNHMeDCQS2SB7qNm3uF5EtNiu0BjaxzUCMYLMUK+NbZedwOJxI4GAhItFEARNDji8z1lA7/iJar21O2MFKhrVN1i8QCDob7oB/rVSEJG3i+xMEQ2s7KNCimU3mmClNE2zA90CsYObm8PfuRbmy0aFjrKGW1YCuJIMxLqMsou0STJ63J96s+XV7LH6WW5sP8o77LP/kyxZPwCr4zkcv4BuXCo9nz/Ld5t18t3k3l5dfwwcmr+NCOZ1QGbw0XzSxl2Ur74sn7dJrEt+5bR2D7IGIQiiXIIqKn6Vo/ndV7prkL/m76rF9RwwgKtzjBSk+H+1/VgQtiomwgvSouVh0iwjPPvQQD998M1lcDODPuOgizmkd4szgjSjlIWK54/hXefTwfZSee5kz/o/fxXvjlfg//BHU3vWkndglrQn+Ej+D8ZtsC5Y8z8jzDE95BFGI54d4eGAskgOKQizYYa0Ji+IUA3+hHWHIcYrd/gUdseBU8S/I85wkSQYTCNZhUNhNK99as0KVbY7A3bnW2DzB4gQCh2PccSKBY55WpjFWmC4P52ORmITG3HFkCwUCmws6G/4kQiwrthy0tyBJ6kxO7Bn6wFmwVNMaU+EkJX/9/adiipUMf/fusRzcb1dEhFpWw7bbaMY5yaCDSIqIReft41yjqtSI5bOv/BV7azIvEAB4Am/73JO85Y5D5Pk0adLAS3NK+YNE5sH5+2/KtD4IFibhnVX6cqm9Qt/9++IVfFUqLZ/Edyb9pWjDIppQTP7pEgJE5+1F/97ntUbaZCKqrNiyNPvSS9z/rW8xe+wYANN793Lp29/Ogf1nEX29NN+SpJTHGw7cwLH4ae47R4GCM26/G3vfg/gffh/ee96+wWoig2A6a/NdrQnBWLYmWLFkaQqk+H5AEBaGhwqFaFmoMtiBrQmiDUa3oNnCi0JUu3JlmHTHKfq+Py8Y7FT/gizLSJJkoPtIkmCazXXPufUWmxUqHW9KVK8YgbyI3HUCgcOxPRi/q7pjpKTaYGNh1wYiEgWhkTVI0yaS9F+yVggE6+/htlrINyAQiBGsMShP4fUokV6t5QDA2JQ4SamUS5swyBQabT+HiWD9zuiS5di2UOAYDo28QW6LvkrbaI5tkkE31sZFFYG1hWHhGl+bv6ndyVPpi1w5F+LJYkVBAf4LR/GBXhKW9iCLFF65TKk8hSovlNWrHpP47kl/97ZLJ/1qhCuXtlMRYC1CewUXaY+tB58NFNnnMRNRBa9LKMjimIdvvplnHiwElyCKeM0113DeZZfh+T7eU/4yzxKFxwUXXcEDj3yH+84+iHfaAQ499jTmz/4K891bCX7sb+G99jUbePbdR50jtHuK51sTorE0QDRGY4xGkeIHAUEQ4rUFE7GA7RINfAWe2jGtCfNxis0mKoqKdoRN8i/otCN0WhJ2Ch0xZBBss4mNBxMVltLayjYDo4feZjBfqaYFkXyRQCBi111d4XA4Nh8nEjiWkW8gIjGzGY2sgRWL1Jt9389K2q4gWB8DCwQC2HbZdWYQk2Pbar0KFN7M8on4Wi0HYDEmJss8SqXNMQmMdQtjNVPR9LoNDW2aQb2OPz299saOVUl00vbaAIkTiMc/LsraFCsG3THPWqOKoGFa/NGJrwLw7uhS4PZFfxelyH7s48i+ve3e+WJSXw1yvpnfzdfjO2hJAuTs8nM+sPsN3LDrTUz7G4sB3EyWtgXMVwRIp4tkMwa2QiuLqURlPPF4pt1akLdXLs989at53VveQnlyElVT+I8E+C8tF0oE4byrL6fmneDZhx7inoqP97H3cfCb34djL6P/w6dQV11G8CMfQ+3bO8TjX9yaUFQZFJUGMD5md4KgdY7WOR4efhjgByFel+gkRsDI4tYEf/tXGYgVJEmxSdr2L6jglaKh+hd0tyMkSUIYhts+TjFJknaiRp+IYGo1JN/YBD/Nt9CsUEDl6zeK7rlL0xYIrBRG1CxUiVqj0Vk+cDKEw+HYOpScYvkjtVqNXbt2Ua1WmZmZGfXhUGsmHK/WR30YPfGUYqYSEvShFAhCM2+StlsLbLOxorP3UqxNNmRgY42Qp3b1a1tbFEAKUzmjLRiN1b0vUN5kRFBavgoSVrxVWg6KVTzf300YBkSbuIriK5+ZaGbRquPA+5iewpsY34nauJPbnLlkrphQ5jkyN95GhR20qaKzmCxOAIH2j5X47Mt/xZeqN3NmeID/8Ech6qki4UAB4imyH/045s1vWPH+iU35TvMuvlq/mRNmDoCyinjXrjfwod3Xc1q4nl75jbO6EDC697H60ss8/v3bqL78CgAz+/Zx6Tvewf4zzoAEgscCvGeLCgJRguy1qBNe8TtS/KwI2ZtS7r716zz38MMopbj6ne/k4P2PYf/6u0U5cRTif/C9eO9759Bd8Zejlhggjt+E0VMeYRTNxymuxE5sTVBhMJ+QMEz/gm46/gXbLU4xjmPyfAAHfmMKgWCD3inSTp/aqlORyluQD0fkFpFCfG6bRxcCQWFELSKYLMfYQkB51dVvZ9dppw/lcTfCuM0NHI5xwIkEoz6eMRYJoJgITFdWj0jMbU49q88PrCVNkWZ/VQHDEAh0apdfSNuCAFKUUou2GGsK1/l+Lt4BhNOTy8ZLfqgIotUHOJ43haciStHmuj8rPGaiaQJv/QN8f/euovTUMRBWLLPJLEban6nZubE2KuxgJceYGmmziTUWdNEnuhLPpsf4ued+G4vlN196O2f/wTcgCjH/8pPkzQQ5sB/Z01+qhxbDvelDfKH6XZ7JjgLg4fHm6Uv5yJ63cm7p8DCe4iJ6+gOMgRDQiyyOefK2Ozny6BNA0Vpw8bXXcu6ll+JZD//JAP8pH2WKk5I53WAu0ciUQAyq6SGeEN4T4jU9JCqEgrtu/xrPP/IISine8IEPcHqpgvmjP0cef6p44NMOEPydH8K79JItfLbegmAwhq0JgR8QhCHKX7sCQgU7yABRUYgFpdKmRuZuhzhFESGOY/QA/jKS59gNGBR208zyrfMiMDkqrQ1lV2Lb1xS7IBBYGu12LIPOskXnXicSOBzjixMJRn08Yy4SdJgqhZTD5QO5Zt4k0Qs9d2Lb0W99fKysjbGyfuXaWkEntt1PyiJRAClMlewgwsASvKmQYMlASXkQVVZfBVME+H7x2SqXS/ibumqimAwnKa/X0FBBsHv3pg4IdyLVtEpqighBmatuap70MDGmQZ41593xSVf2IxARfvHFz/BQ/AOuK13MT//ui3D8JOrD70Hf+G7SdUSMKgWVyOeB1hN8fvY73B8/Of+3yyYu5CO738qlExcMNHEYtj/AViPW8sLDj/LU7Xej2yXNhy66gAve9AamJ3dTPlIheCxApcVrYvdY9CU5sm+F55ZCeGuEV/WQQMivTrnznq/y/KOPojyPN3zgAxw67zzsrXdi/p/PQ7WYHKgrXk/wIx9HHdi3Jc+7m8VVBuPTBanwCuf+IOzpU9PjDjumNUF5ClUqFSLyJond4xqnuC6BII4xzeEY8mlrqcUDVC9sBAGVzg7FrFB0JymnIxAYLHWsWEyeY8zy19OJBA7H+DJy+f5Tn/oU5557LuVymauuuorvfve7q27/R3/0R1x22WVMTExw6NAh/v7f//ucOHFii4721KWR5rSyhYlQEc03u0ggAJBGs0+BoLVugUCsYHOLblgklWKikwvo9u15Tp7E6CTBZvm6y/5Mki9bbeykHKx6fGhEigt8mmab3HMnNPMGrXydfg5Ckd085m7840Qrb5Gaoq1GavVtIxCIGKyk6LzdBrSGYeHNjQd4KP4BkQr4yQdPg+MnYdcM6v1vR+eCyS12wEm4CGS55fLJi/jFM/8R/8dZ/4zrpy7Dw+O+1hP80pHP8i+f/22+W78X0zZILKoBikogbTS5zknzjCTLiNOMNM3IspxcG7Q2GGvb39HxFwjmjr7EbX/xVzz2vVvRWcbUvr1c/dEP8tp3vJWpxi4q350gvD9EpQqZsORXZ+TXZysLBAAlyK/LsPsMSivC20tc/fr3cearX41Yyx1f+hLHnn4a/9o3EP7K/4p3wzvB95B7HiD/N7+C+fyXkS023xQ0lhhDDS1zGGlgJUFktP3KgiXXGUnSJGk20Fmy+vlciomSTS22ZQq/m226DiNWsHGCnqtiZmeRePiu9x3/glarRaPRIEkSzIjPp9ZaWq3WQAKBbTSGJhAANNMtEggApZsbfl/FSjEWy6VLILBYGhirydO0p0DgcDjGm5FWEvzpn/4pP/7jP86nPvUp3vzmN/P7v//7/Of//J95+OGHOfvss5dt/73vfY+3ve1t/NZv/RY33ngjL774Ip/85Ce58MIL+dznPtfXY46bWrhdKgk6lHwfP8jmzdq6kSRBWmtfKAuBoH/HXzGd6oB264ARdCZ0xo/WWKxoRJvhOuUq8CYCgiXl+P20HCgV4XtTAHieolzajMSDxURetG5DQxX4+Hv2bDj+baeTmYy5dA4AW2/AgHFYo8TYFnnWIOt8R/P2qk8PEpvxU8/+B07oKj9eeis3/sYt0IpRf/+HUW95I62mJmkbhXp+UXLtD1BqXYk8gq7P2kv5SW6a/S5/XbuTtC2w7fd38/6Z63jb5OWUvZ3VEpO2Yp689Q6OPl5UUgRRxPlvvIozL3k1QT1i8rFJwtmiuseGluyCBM4fsJzdQHBXiH/ML3IILs2445Ev8cLjj6M8j2s++EFOP+88AOTFo+g/+nOk3erA/n0Ef+fjeJe/fqjPe334C20JhGOxOu97PkEU4nmr+xcAxXUk9FA9KvG2IyoM8MrloccpdjOqOMWOQNC3sD8kg8JuklwvWpDZVHSGyjY2/uxEG3YvDolYjDQwOkHr1QUPV0ngcIwvIxUJrrnmGq688kp+7/d+b/62iy++mI9+9KP86q/+6rLtf/M3f5Pf+73f46mnnpq/7Xd+53f4jd/4DZ5//vm+HnPcTgTbSSQw1tDQDTwsU+UAr2uwJkYj1bWdcdcSCKTTLtCOpFq60iki6FQwuSlaCbTe1FZwCSCcqiwaqPTTcgDge7vmDbp836O8Bb3/Hj4zpWn8dZTsqijE3717LAbh44ixhtl0tkjuiOOiamabICJoM0sWtzC5Zi3Dwj8+8TX+/ORfcyDYze/cfBHeN2+GMw/h/bt/gSiPVjNf1m6gPPB8hRfQU6jqGAVaAYVQiby2V8CCP0DdtPhm4w6+Vr+NWjvtZNKr8O6pN/De6WvY5U8N8VXZeqy1vPDgIzx1592YdrrE4ddcxAXXXEWZSSaemKR0tGgdEk9Izo6Jz2shoRAon1JUGUwEtBDcH+A/V5wP8tdk3PbkF3nxicfxfJ83fvCDnH7uucXjiWDvuAfzp5+D2SoA6tLXEvzox1EHDwzxVdgICoXfFbM42hJ1hVoWp7jitj6o0N8RkYpAIX6USoV/wSYZXyqlFgkGm3ltMsYQx3H/AoHWhUAwxIWJLTUrFFDJyXV76Yi0xYEl6QsillxqmDTG9lEJ5EQCh2N8GZlIkGUZExMT/Nmf/Rkf+9jH5m//5//8n3Pvvffy7W9/e9l9br75Zt7xjnfwuc99jve///28/PLL/PAP/zAXX3wxn/70p/t63HE7EWwXkSDRCbFpzQ/mfU8xXQ7xVeGoLdXammXXxjYRWZwzLB0hwMpCAkEPRATRhiTWSL65wsAiFKiKT1he3PMflj28NQZ7SpXwvcmF+wQBUbT5udEKj+loitAb3GfAK5fwd/VnRHcqISLMpXPkNkeyrPi8byOMjdF5g7RjKGoEVqgoP5af4Kef/S1y0fwb/0Yu/dXPg7F4P/uPUa+9CJMJcaZ7ehJY2t9jJaig8CDoJAcsJQgU5RUMUTOb893mvXypfjMv6ZMAhARcP3UZH5i+jkPh/nW9DqNk9sgxHv3eLTRPzgIwc2A/r77+WnbvPY3KDyYoP1tBSXFOSQ8ltC5sYiuLT4i+8ihHE4MJBQL+IwHBk22h4LycW5+9iSNPPoHn+1zzoQ9x8FWvWtg8STE3fRX7tb8pzumBj/e+d+N/8D2oTYp2XT/eEj+D0a3WKzyCHnGKy7YLFSr0dpQYW8Qplgv/gk2KOlRKzYsFw/Yv0FoTx3HfrSGSZZh6fegdTY00J1shcWnYqKwBOl17wx70qh6AohUzNyfRef8Vdk4kcDjGl5HJ8MePH8cYw8GDBxfdfvDgQY4dO9bzPtdddx1/9Ed/xCc+8QmSJEFrzYc//GF+53d+Z8XHSdOUNF04EdZq22twP2qMWJp5A20Xl4wZK1TjjJlyiJckfQgEDUSyZa0Dq11kO8KAtQajTZFisNUtqgI2N9jQLBr4WSNrigQiGSKV+YFrrjWepzbdoEmw1LIaE8EklaAy0H1tkoLfwJ/a3iu2w6aRNwqBQOvCh2CbITbB5F2qwCrVsX/4yhfIRXNp5QIu/dzjYCxc+hrUay9CKL77YqVIC5HFUYKLyLuqCzyWRatpLRhP8HtMliIv5F3Tb+AdU1dxV/woX6h9n6eyF/ibxl18q3E3V1dewwdn3swFpbPW/6JsEWmzxRO33M6xJ38AQFgqcf41V3HGRRdReWGSyncm8HT7HLE3o/nqJmam9xtkxNJKm0xEE/1PiBWYSzREQvBwSPiDkGvPvJFb5SZefOoJbvvCF7jmxhs5eM45xeblEsHf/jBy/TXo//7nyEOPYb/wVewtdxD8yMdQV146RhNci5AhHcVLfLy2YABb65wvWPI8I88zPOURRCF+EC07BsmL69pOakEQK0grxrZiVOAXFQZDjlMUEbIsI8uyocYp5nlOkiR9CwS2FWP7aKsc+DiM3TKBAJ2uSyAQabeo6eWvlbGGPJ3FyPqEB4fDMX6M/Aq17AIqsuKF/eGHH+anfuqn+IVf+AXuuusuvvKVr/D000/zyU9+csX9/+qv/iq7du2a/3fWWeM/qBwXUp1Sz+aWCQQdRKBWbZHVe5ddiwhWW3RSxyYJElvICoNBDD0FAhHB5hqdpuStmDxN0bkejUDQRhkWT7AoRIK1EWRJa0Wa5VtmzNTSTZp5Y+D72WZrUwZB25VEJ8Q6Ltzza/VtEXXYjbUpxup2mwGrGhbe03yMO5qP4OPxydnL4Z6HwPPw/vaH2vsCbQyZydHGYKzBWrviAFssmFzIM8Fou6w0N8lXtz70lMcbJi7h3x38R/yb0/4BV5QvQhDuiB/h3730n/nll/6Au1uP9VXWutVYY3n2vge4+U/+fF4gOOOS13Dtj/wQ5+25jD0372fysSk87aGnNLUrq9Surq4oEHQQhFbWQmSw84i5wJBfniFKCF4IuXb/hznjvAuxxnDbTTfx8rPPLtpeHTpI8DP/lOB//oewbw+cOIn+/30W/R9/Dzn28mAvxpZhsCQY6hjmMFJvGyBurRmeFUuWpkXUaK+ebAGbWWysC+F8ByHaYJot9MmT2FptU0wwrbWkaUqj0aDZbJItidXrlzzPB6ogsPX6pl0bW9lWpRkIah1Gx2IEUnoKBLlOyZITTiBwOHYY26rd4Md//MdJkoQ/+7M/m7/te9/7Hm95y1s4cuQIhw4dWnafXpUEZ5111tiUFI1ju4EVSzNvkts1Lu5WoFYDa6mEHqXALyb/7UmIWMFKA1ktiJ32KoQxWKOxZvmEw+SCHbGBvEQQVMr4XdUE/bQcgNf2JljYTlFEI26VIVOoQqZL06gBNUF/966ifPQUJrc5c8lc4bA/V4V861ynh4U2VfKkSZ62v88rGBbmovmZZ/9PjuTH+dDMm/mJTz8Fz76Aevu1eD/xQwAksSbLNJk1ZOuIQISiN9vzFqoLolARDfBdeDF/mS/Wbub7zfsxFCeGw8EBPjhzHddNXko4BhF6J188wmPfu5Xm7BwAM6cd4DVvuZa9wSEmHpskrBZtR7ZkaF3QIj2cDCzZKxQTUQWlfLTMktuXCb3TCNSeVe/nHfMI7gxRVmH2Gm45eRMvPv0Ynu9z7Yc/zIEepsGSZpgvfg37lW+CNuD7eDe8A//GGzbVwG64eAttCQRb2prgez5hqbxiG4IKFCraWS0I3czHKUYRbKJ/wSBxilmWkfRrPGtt4T+gN2cgspVmhSqrg+5fuFmtesCKoNMUbesL1TwD4toNHI7xZWSjqSiKuOqqq/j617++SCT4+te/zkc+8pGe92m1WstO/p1J20paR6lUorRtBjGjJzMZLd3ArqUdCVBvQmpQAklisL6lEhXvT2FQtrJA0C0MmFUuvOMgEAAoDSbL8CsL5fv9tByARSRFqQVPAwHSLNuSxAOAXHLmkurAhoamWkXt2bNpplTjjhVLLa0VAkG9vi0FAis51mTo+VWqdhVPD744932O5MfZ7U/xI08egGe/DeUS6qPvBYp2mSzbuIu3GDBGMAr8ADIR/JLq2XbQizPC0/jH+z7K3971Tr5av5VvNu7kiH6Fz5z8PH9W/WtumL6Gd05dzaQ3WKvNMEgaTZ645XZeeuppAMJymQvedDVnnfkaJp+YInq5uBaJL8SvahG/qrXuq7AgNLMY49/NrP5j2mYQ7Av+J6aDN694P3u6Jb82I7wtwj/pc93Mjdx6rsfzTz/CrTfdxJs+/GEOLKm4U6WI4OMfQt78RvR//x/IAw9jv/QN7C134n/io3hvuGIbTHAtQopQLBooCdp+BhHgb64pnjWYuEkYRgTR8vO+6OJ6uJNaELoRK0icYOME5XuoUhmvXIIhCuWdOMU8z+f9C8IwXCTsd1i6eLQqeY6p14ebnNSFFSHesjSDZDCBwLQFgh7P3ZgcneYYmusWCBwOx3gzFhGIn/70p7n22mv5T//pP/GZz3yGhx56iHPOOYef//mf58UXX+S//tf/CsAf/uEf8pM/+ZP89m//NjfccANHjx7lp3/6p/E8j9tuu62vxxw3tXBcKglEpMh/tyso60JhdmZBWYEkhebyGMTQV5RDD6GBLFmuFGOx1mCNwfahyBst2DGK1pUI/HJpXqjqN+VA4eH7u5fdvlWJB91HMhNND2RoqDyFv3cvapPMqMaZalolNem2SzLoxpgGWVonT9oD4hUMC0/qGv/smd8kkYx/tuejvOXXvgEn51A/9H68D76LXOekmaHTebSRSoJeBKFishIwSMJfh5ZN+JvGXXylfiuzpvCcKasS75y6ihum38S+YPONOK0xPHf/g/zgrvuwWoNSnPna13DhZVcz8/weSi+UUaIQJaRnJLQuaCKljb9+RuaY5VdY3LvlcWbpf1+zokBVFeGtESpV2AnL7c0v8ewzD+EHAdd+5CPsP/PMnvcTEeTeB9F//BdwvDCVVBdfRPBjfwt1ePQrgutDLYlZ3LzzncIjKkf4Qe/zsPJARTsoBWEVVBgs+BdsEr7vz1cYeJ5HkiRkfbZASJpiGo2hGxR2s2Vmhdai0rm+2+VES1F1tvR2EXSWYYzGEs+LbuvFVRI4HOPLSOsyP/GJT3DixAl+6Zd+iaNHj/K6172OL33pS5zTNlA6evQozz333Pz2f+/v/T3q9Tq/+7u/y8/+7M+ye/du3vnOd/Lrv/7ro3oKO4Lcalp5HdPd12tpiwKC6qQPdDAWWssFAoBMG7RUqQTFBFOMbbcRGKzp/0JozHgJBAAYsFmG+EHh2m77NDDEYiXDU4sHhcZYsizfksSDzpEMamgoVjBzc/h79qydB76DaOWtQiDIsm0rEIgYjE26qghY0bDwvx3/MolkXFg+i7fc2oCTc7BvN7znLWQ6xxjLZrZ161yI0ZQCHxUU7Qj9TpEmvDIfnHkzN0xfw83NB/lS/fu8kL/Ml+o389X6rVw7+Xo+OP1mzooOrr2zdXDi+Rd57Hu30GonXuw6/TQuvu46DtTPpHJbBWWK7012IKV1URMztfEX0kqNlHuIuZnlMxhLK3+Bklpj4jUB6TUJk3dM4bV83lj6AN7ZHk8/9wC3fP7zXP2h97P38PIWPgBedwH84s/AV78FX/kWPPI42S/8GrzrevjQu6G83av3vHnRAMJ1VxmUgtIywUGwpEmC7+U9WxDEgiRmx7cgAEje9kppNvGiCFUuD71yzRiDMYY0TfE8r++IQ9tqYVcY5wyL3JitSzPIG30JBGLbyQU9qwc0uu3/MAyBwOFwjDcjrSQYBeOmFo6ykkBEiHWLRCfzooASKcSB1T4V9UbPNAMRi9DAmgwRQ9mj2N+AGCOs4JU4cqQEfhQRtAcyfqgIorUnz4oA3+/9eYuikHCTEw+WUvJLTIZTfUepqSjE3717Rw9YO2QmYy6dK5IMZqts6jLSJmJsizytkcXt6iAR6FEo9Gj8DP/rC59GofiNXX+Xc37xv0Gaon7yR8mvfj3WClbApAuvw7ArCaDt1RH5RduBKiqRVaAGri4QEe5LnuCLte/zSPrM/O2XlS/kgzNv5uLSq4byOY7rDR6/+TZeebow/IsqFS645mpeNfU6Jp+cxEuLyZ+eyWm+uoneu7GTmkhOxkMk3EXOY6z2uZzhHxGpV/e1X5V6zNy5i6ARYAPL3cnXeer5e/GDgCs++F52H1pjle+VkwR//kW8+x8tjnPXNObj78e+4dKhutuPEoUP814Gg5yrFZWwTLBK9VYYRgRh1FuEVezYFoSVmI9TjCLY4utiB1urYTfZSFAoEqL61Cw2ho5R2dqGi6Lb7QVLxm3d1QMAlgTpdTFZB66SwOEYX5xIMOrjGYFIICLoXNNK61hjClGgX5IUepj9mDzHyFzh5Nz5SCmohF7fvcZQxKut5Zc4SiQAfIgmJlBK9d1yAOB7MysOMMulqGfv5GYSqICZ0kzfhoZeuYS/a/NLt0eJsYbZdBZjNDI7x9aM4IaPiKDNLGmzsVDB08Ow0IjlXz3/uzydHuFdM1fzya+CfOtWeNWZ6H/1SWxbRFra+rMZIgFA4CvKweLvgfIYuLqgw1Ppi3yx/n3uaD2MtCfV50aH+dDM9byhcjHeOszrjNY8e9+DPHPPfVhtUEpx5msv4eLz3sT007sJGsV33FQMrQubZKenDHzgbUQsmmdIuIuM+xcNzAPOpsRVgKEpN4GSji0BijIz/ANCdW5fj6NyxfQ9M4SzEeIJ92bf4vHnb8cPA6744A3sPn3tKgz14GME/88XUK8ULQj2wnMxn7gROWNzKjhGh2q3JXSqDNb+DEV+mVKwcnWFa0HozWbFKa6ItZhqFRmg6nG9xJkmzrfAi8BaVDLHaqKi2Pa1ocdY0BjTrh4oXhMhxTK8CgsnEjgc44sTCUZ9PFsgEoiV+dYBjJB0SqkHfeu1gWbRnycibY+BHKM1InVWylUrhx5BH8uBxoLNxvzjqNreBGFIEBUDuv5SDkCpCN+bWmm3W5p4sPC4HjOlaQLVX4mnNzmJPzW5yUc1GkSEuXSOzGTIXBX0uPW79I+xcbuKoDOYa1cRLPl6fa16G7//8ueY8Mp8KvwJJv7974EI+md/EnvBqzr3xKSyaHFps0QCgFLoEa60quqD8gevLngpP8mX6zfz7eY95FK8r6cFe3j/9HW8dfJySn36dBx/9nke+/6txLXinL370Om8/sq3sf+lw0Qnin3YwBKf3yI5O153yLCRV0i4m5S7sMzO3+6xhxJXUuYqfHUAgGeOnuShZx6jUqmT5yUuv/Re/OgFIGCGHydSl/T5oDB93wzRKyVECQ/l3+eh57+PH4Zc+aEb2HXwtLX3ked43/ge/pe/jcpzxPOwb3sT5sZ3QWXz+s5HSSGyFl4GEKxYpRJ6IaWwsmr11qmegrAaKgzwyuXNS9PYZIPCbqwI1Va2JTVqKq2CWflaJqbdXrCseqCIftZdEZ5ChmW4EZBOJHA4xhcnEoz6eIYsEkinXaDLU6Bz8jfWEJsWej3N/iJIvYbNNNIVVShYoMGKwettSqHqPfBvYy2YcRcI2kgIeBBWKnie13fLAdCOQ+w9APSUolzemsSDxSimoykir7/Blz8zjVfZeuf4zaae1Yl1XCQZJNu711LrWZJWY8EgtIdhYd20+GfP/CZ12+Lv7/8Q7//DR+GBR7GXX4L+Jz82v93SVgPYXJFAKaiEPt4q3wPlgRcUlTyDfFtqpsnX67fz9cbtNGwx2J32JnjP9Bt5z9QbmfZ7C2CtWo3Hv38bx599HoBoosIlb7iec/KLKR0toyhMCZOzY+LzWkg0+GtjpUXKfaTchebZhedKiYhLKXMVAecuWrmO04yv3Proov14nubN19wJ4ROAxxR/m7K6us+DgMmHpikfKSb0j+k7uff5b+JHIVd+sE+hAODELMGffxnv3ocAkJkpzMfeh73m8h3TgrASRYVB0LM1wcNnIppYs/pg1RYEQIUeXp/XnB2HAq9UKuJ5h+RfIEmCaTa3rLNsy8wKV2kzEGmLA72qB6zBpBm2y6dKyLEM35/HiQQOx/jiRIJRH88GRYKlVQK9zGYAUpOSmHjg6gGx7USCWgMbL16KFAzQZC2BoEMQKMr+8oFNr0nIWNOuJvCCgLBUGqjlQKkSvrfySrzveZRHZPpVCSaYCCb62tbfs7voGd0hJDqhltWQVgtpDnelZKuxNiXLqmStrueRyrKv6Wde/jxfqd7CWdFBfrP+PtR//CzieeS/+M/htP3z2/WKId1MkQCKlJRS0EdyiOpqRRhg7pnYjO807+HLtVt4xRQr9ZEKeevk5bx/+joOhnuBorXgmXvu59l7H8Aag/IU577uMi7Zcx0TL0yhbPGg6ekJrQub2InBBv4imozHSLmLjIdZyKdUhFxEmauIeC1KLf+uiQgPPX2UJ54/3uN1sbz2ktvYs+9JACa5kYp6a58HBROPT1J5pjgXPK0f4Pbnv1QIBR96H7tOO9D381MPP0Hwp19AvVwcoz3/HMwnPoScdbjvfWxnFBGemlhym8dEVMFbw9vAtSCsTeFfUMErRbDOdj3bbLbHNltDbgz1ZAuq1KxBJb09dVatHtAZekncbyEQtHrua6M4kcDhGF+cSDDq4xlQJBBji3FkRxRY4+0zYoj1YNUD88JAnhf9zHm+LM2gEAgaDHrRCDxFKfTmV/+stCsIttmncL6aoFzB872+Ww5AtasJVl4FCgKf0ogm4JEXMRVNr21oqCDYs2foTtSjILc5c8kcNk2Q2ujjSDeKNlXSZg3TqSLoYVj4THqEf/nc72AR/t2hf8glv/F5eOEY5h3XYX74g/PbCaDT5d/PzRYJoNOm1P9qqecPbnRoxHBH6xG+WP8+T2dHgKLj/I2Vi3n73EXUbn+CuN4AYO8ZZ3DVBe9l99H9eHlxXPmejNZFTfTuAc6vImheIOUuUu5FulbnfA5R5ipKXIGnVr4+5dpw31NHeP7Y7IrbgHDueXdx5pmPANCceyPTwQfYMzWxdrWSQPnpCpNPFO1RL+jHufn5v5wXCma6RKQ10Rrvmzfjf/lvUGmGKIV96xsxN74HJndeRdJSCv+CpdUDinJY7iuO1lMeUamCt4JopgKFCj3UevJDdxAqDOYTEvpSDEUwtRqSb11b2VaaFap0bpnBtEjbe0AvP3dbsegkwy6JsRF0u4Jgc873TiRwOMYXJxKM+nhWEQmWtw7Ygc7Tuc2IdQvbV+yNLczaco3tXjYUC/XWIjFivQJBB89TlINiwLQdBQIAvEIoKASCykAtB56q4HmrD46jMCQMR+Ps7CufmWgGb42scOV7RTTiFhsuDhMrltlkFp2lhQ/BtvwwLmAlJ8/mSJtdZaFLDAtFhH/7wu/zSPIM1069nn/x+HnwX/4CqZTJf/lnYXJh5XMln5CtEAk8BZXI7zuBo8N6jA5FhEfSZ/hC7Xs8feIZrnl4L2e+UnxHvYmIay79IGfUz8NvFd9JPalpXdQkP5D13e9gZI607TNgeHnheJma9xkI1Nor7LOtlDseeoZmK0UpOOPwabx45GVEirnRFa89l9NnKhw9XuPI8TmiyVt51bn3AHD06AW8+Nz1HN6/h8MHdrFvZnXBoPRCmcmHihSUl8yzfOf5P8MLfa688X3MHBhAKACYreL/xZfx73oAAJmaxHzsvdg3XVlEWexgFB6KyWWtZqFfohz059UQBhFBtHoLggrVKelXsAgFXhgWcYorie3GFALBFhgUdrNVZoVKx7CkzWCl6gEArTNMpufNXefvg8FuYKzXD04kcDjGFycSjPp4ukSCflsH1sKKJTYxuVk9JsAai7U9hIFuWi3ouqgJGoahKosQyGDJB+OGRBQr6uUyQej33XIAXruaYPXnPorEgw4Kj5lomsBbvVJAhUEhFGzT97GaVknyeFsnGXRjTIOkNVdkjwO9DAu/V7+P3zr2x0Qq5P888E/Z94u/j6o10D/0fuy7r1+0P50J0uNl2QqRACAMFKX1fgcGNDo0uebpe+7j2XsfKERTJdRetYu3lt/LJcn5xTaRIb6gRXpG0pcpoUhKygOk3EXOUyy8EQERr6PMVYRcuKJPyaJ9+R4/OHKSBx57HhFholLi2je9joOHDtBqJdTrTaanJ4l8hW40kXYKTa4Nr7S+TTj1FZQSjr9yNo8+ej0iPqUw4ND+Gc7Yv4v9u6fwerxQ0UsRU/fPoKzihDnKt57/E4jgyhvfz8z+fWu/CEtQjz5F8Kc3oY69AoB91VmYH7kROeeMgfe1vVB4TKCWmMQGKqQcrW5o2L2HqBThh6u0IIQeKtjZoku/KE+hOv4F7ThFyXPsFhkUdrNlZoVGo9IanXNNsdhEIRb3OCaTZpgelaZbIRCAEwkcjnHGiQQjplprcfx4ra/WgX4oqgfiRYYz3VhjsZ2KAVlD0U7zRXGHwxIIisxdKRz9Ax9/u5ZJ+kUkovI8okplgJYD8NQEnrf6CtKoEg+6j2AqnKTkr3GcUUiwZ88WHdPwaOUt6ll92ycZdBAxZPlJ0kZXFcESw8LYpvzUs/+Bk7rGD+95Fx/7Vob/pb9B9u8l/4V/Dl3VKyLtVoMebJVIAIWJ4UbPEUV1gcLrYXQoIrz89LM8cfNtJO3X7owzX83rDryN3XPF5zpRGf9j3zf45oFbefvuK3n71FVMrPD9FbHkPNluJ3iAYvmuIOC8ts/A6/FUn6X2gU+G4q4Hn+bYS0V7weHT9/LGN17CxNRCWkouQqgUYi15HGOTBOky4EzlAeryR6AMcfNMHnzgLSTZwvsdBj6n75vh8P4ZDu6Zxu/yjwlOhkzfPYNnPKr2BH/z/H/HhoYrb3wf0+sQCjAG729uwf/CNxdaEK6/GvPh98JUf74o40zHL7jX582jglKlJbf1Z2g4v71rQRgY5XuoMMSOyJS2nmbkPcr8h4qASmfnBW+x7eqBHoKIMTk6zZdVDxS72RqBAJxI4HCMM04kGDHV2SbHX6lueD8iQmxaZD2qB6w2WKOxWs9n3a6JsdDl9ivkMAzjGhF0vrA6qYBopcizbUCnmsAvlShVwr5bDhQevr97ze1Gl3iwQMWvMBGuHnvoVcr4Y/B96pfMZMylc9haHdLtnWTQwdgWaWsWnXWZTi0xLPyj41/hf8x+i9OCPfx65ceZ+MXfQeU5+U/+KHLl6xbvzwh2sX/VPFspEvgeVIbUeqMUqK7qguZclce+dwsnXyj8CGam93HNBTeyp3oaShSC0Dzc5Aunf4e/TL9F1Rb+BBOqzDunr+aG6Texx58GQMtLbWHgbiwL53SP/ZS5khJX4au9Az1xFZU4Xm1y+z2PkyQZnqe49LXncsH5ZxJNLEymm0BihEgLk5FCdI5OUiTNkK7PdyZPUucPEVJ8OYOs+iMceUVz9HiNtKs32/c8Tt83zeH9uzi4d5ow8PFrATN37cLLPJq2yl+/+N/Jg5Qrb3w/0/sGeF7dzNXw/8dX8O+4DwCZrGA+8l7sm6/eNi0IQiEIdFZsxS7o/coDL1xeyaKIUFQWndf7NTTsxrUgbA8ybWikmy9Ed7cZiG63mS0zJxR0lmFWiEUUbFsg2JrKOicSOBzjixMJRswwRAJtNS3TWtQyYLXGGoPNdTumcEAazUIoYPMEgm6iUBF526+3XXwgAKUU0eQEpYn+n4PnTeH1cC1fiu95lErRSAd6/RgaepOT+FOriwnjgLGG2XQW02ggre2dZNBBRMjzE6TN5kKCyRLDwqPZcX76ud9Ci+Gn9/8I1/z5w/i33I09/xz0z/7kMrOvlVoNYGtFAhj++cHkOc/efx8vPPQQYi2BH/HGV3+AM7IL8Uwx4cr2p7QuamKmi/NqLprvN+/ji7WbOaoLt/5dnuLju0/j9RMtPPXS/P4VFUpcRomrCDhnsO9uWxwQ3+fRJ57nkceL2MXpqQrXXPVqdu+eJqxU5ieGKdDovE/aojRMRgovi4trQJotEsK0vECV/4zQxGM/u/jHeOzmRLXFkeNVjhyvEqcL6pCnFKftmeLwgV0cruzhwH378GOfxDb51pE/oeU3uOrD72dq7/qridQTT+P/6U14LxavoT3nDMwnbkTOPWvd+9ws5kUBK4hpz8FW+yoo8KNeQoHf9ilYPMEvBWUiv/+EG9eCMN4IwlwrG0ah6OqYHJXW1qge0OgsWzHlSrAIzbbv1NbgRAKHY3xxIsGI2YhIICIkNibVKSKCNQbR7YqBjUzokxTSoiJByICYzRQIOmyo/3iESHs855ciKlOlvlsOlArwvf4+g4HvUyqNNnLQw2dXaXVDQ3/XDF65PyOuUSAizKVzZK0GUt/+SQYdjI3J4lnytKuSSEt3pTu/cuQPuav5KK8vn8+/St5N+GufQomQ/78/uWwytlYs6VaLBAooD6HtQER45ZmneeqOO+YjIl979lt4TeUNBFnRK66nc5qvbqL39S6jMJLyePrXNLids6MGna+7FdD2XPb611PiEtQAK8LAvDigwoBWnHLH3Y9z/GQNgFeddRqXve48gjAgnKjgtQUTDdQWdapJUT0i4IshMjG+Uth04ZxePIdXqPIZLLN4zDDDTxKo0+dfo7lGzJFXCsGgES/cTwH7Z6Y4v3E657ZOJxL49tE/o6ZObFgowBi8b9+Gf9M3UO2ScHPdVZiP3gDToxMfO60D2OL61W8x3lK8iB6fX6/tU7D4sxL6EaWgPJBpp2tBGE+2xKyw3WYguVk52jBP0au01Y1CIAAnEjgc44wTCUbMekUCbQ0t3STPU0TnWG02JgzM79hAOye+EAiGsNIqgtbFqstaBL6iFHgDO5qPEgkAv6gmqMxMEJT6Fzp8b6bvycQoEw86KDymo6mVo7sU+Lt3440ownEt6lmdVlzfEUkG3eT5SZJmA5k3X1xsWHhX8xF+5ch/wcfjV0//f3H2p27Ce+wHmKsvxfzDTyzbn9HCaqmpWy0SAPi+orLCBKgfmnNzPHnbrcwdPQrAWXtewxWnvYdKVpTtm5KheV6T9Mx0WaV7EVv4bLud4D6EhUjY4/kE32lo7mr5NK3iguhMPjhzPVdVXo3XT495lzgAcOTYSe669wmyXBP4HldcegFnn3kAgKBSwW8bsFklVEUt99uUtlAAmCylJDnlQGGTBLpaUYxUqfEZDC+hqDDDPyBUr1r2vOutdL7CoNpYnKV5mt3F2WYfx1+6m7p+gStv3KBQAFCt4//lV/FvLRIZpFLGfPg92Le+cdNbEFZrHRgGnl+0HyyXCiZ7GBoGlKOJga+FQRASRCt72bgWhK3DWEstzjf/SpM2IY4LD5qlx2BMu3pgZXVLisaqtu/U1uJEAodjfHEiwYgZVCQQa4mzJq20gdGaoU50RIo2AysjEQg6+B6UAh9vuwxiVNubAPBLIZO7+s/+VirC96bW3rBNKYoINjBRGg6KiWCCStD7eSpPFYkHwWgFjaUkOqEazxYCwQ5IMuhgbUqWzpLFXRO4LsPC1Ob8i2d/i5f0ST4wfR0/9sI5hJ/6b0gQkP+7n4Z9yyd1OpVVJ0c1a7G5Zavf4dI6/Et0lvHsfffy4sMPIyLsLh/kmrM+xG5dRPhZ39I8u0XzjBa0v1qdGEVRs2TcRcJdWE7M79NjF6W2z0CgDnIkP86XazfzveZ95O2B9unBPj4wcx3XT15GpHqkhPgeKoxQUfE3YywPPvIMTz5diBi7d01yzVWvZmqy+J75pYggKsqWBKGGQq/0Mc5te5JryZMEH8tUCCpLIFuYCFhpUeOzaJ4DQmb4CSL1mhVfy2accuR4jSPHq5ysLb4+lDOLah7nimsu5bTTD2x4Eqqeehb/T27Ce6F4PeyZh4oUhPPP2dB+uxFZEAX6ah0YAsor2g+WvjqKMp4qL7nNYzKa6Cv9YvH9FGEpIgh7ty24FoStoZZk6B4T92EiWYZq1FaoHsjQegVjmc52IxQIwIkEDsc440SCEdOPSCDWtnvJUpppHS2bdDJvxZBrhBS6VsrWjUixIrmO6jVPFULBdkk+kJD5SLTJPZP44SDVBLsGGgRWRpp4sEDZLzMZ9hY4lO/h7927oqHWVpPbnNl4Fjs3tyOSDLrRpkpcr3ZVEQBZsRJqxfLnx/+aP537Bru8Kf6Pg/+UXb/yGdSxVzDvfQvmY+9btr+1Wg0AXraQaKEsQgW7ZXU/SrXbDvqYgIoIL//gB/zgzjvI4piKP8VVZ76Pw955KBSihNbhmMY5TSRceL5CTO7dT+bfjfGe7tpjRInXU+IqQs7v6UQ/Z+p8rX4b36jfQUsK0WbGm+SG6Wt419QbmPInwFNF5UC0IBzUGzG33/UYc7UiXeHC8w7zuovPmf+ee0FAWFkQ5ZpAsqrOJZC0qwnyDJ1mKKAUCOU8RXV9B0QyavxXch4DPKb4EcrqijVf3zjNOfpKlZeebfJSXkPUwms4UQo487Q9HD6wi91TlfULBtbifed2/L/6Oqotgpk3XVF8bmf6F1fnd9ddJSDrbx3YKCsbGoYoJpa8XoqJqILfS2hag6IFoYy3gmDrWhA2j802KxQRyCyqObfsg2ytRafpiilX8/tAEFpt36nR4EQCh2N8cSLBiFlJJLDWFKZTWY4VQ6YzEhMPp6WgF5mGOEZIWOR2tgFMbtclEHRQahtFJHZVE4TlgMpM/zFeSpXwvf57bpVSVEaceNAhVCHTpWlUj9B4FQZFRcGIj9OKZTaZJZ+bhWx5+sd2xkpOlpwki7tEvbZhoRXLsfgkP3fkt0kl45/s/Rhvuysh+JObkKkJ8l/6Wags948w+erCXg6cEObbDQJgUgxbVd8S+IryGtU0jdmTPHnrrVRfeolARbzutLdw4eSVeFJ8TpP9CfXzmphK8UQFg/YeJ/fuJvceAtUe3IsikAsIzZVEvA4/KBersGscY2xTvt24my/Xb+GEKc7vJRXxjl1v4P2nvYMD0UIawHMvvMw99z+FNpYoDLj6igs5dHDh78rzCCcWJo6Jp2j2E6VmpRCLoIhENMVz9ZQwoRPCrjdZRNPgT0m5F4BJPkJFXb/2YwAIeA9HvHK0ydPeK7zgHUe6XqBKKeTw/l0c3r+LfbuWToD7pN4sWhBuvqt4yHIJc+O7sW+7BlbwsVlqMMhwUoaHhwI/VMs6KFYyNIyCMqUBDA27cS0IW8tmmxWKFsgtKmuCXpzOo/MMnfc36be02lWjo8OJBA7H+OJEghHTLRJYa4pUgjyfV4CtWJK8Rb5Z1QNQqND1FiIx4yIQdNhOEYmdagLlFdUEXt8mjKpdTdD/c/Q8j/KIEw/mjwWfmdI0fg9vBa8U4e/evfUH1UU1rZLUZndMkkE3xjSIGyexpmvFSAsms2SZ5lPH/4ybWw9wYXQW/3bm71D6xd9CNVroT9yIffublu1PKFoNVtMiG3g0xC7yJFBARSzlLfJ5WKntQKcpz9x7Dy8++ihK4PxdV3DpvrcStt1Fs5mM+nkN8l3F+dSoI2TeXeT+PYhqzO/HsweJ7JWE5go8di96DKWKVgTPU0sDIZYfjxhuix/ii7WbeS4ryuY9PN6063Lev/ttzD6Z8OwLLwNwYN8Mb7jiIiqVhYmg8jyCSnneqDD3oG4GmOxmFixYY8i7hCRBKGUJE5j55yBiafJXJHwfgArvZoL39neOEaj8YIKJJyfJ0NyR3slTwVHM9C5Ml8t6KQw4tH+Gw/t3cWD35MAVUerp5/H/5K/wnisiK+0ZB4sUhAvPXWgd2KDB4FbjhYXfxpJbexsaeiGlsLIuz55OC4IfrHDdUOBFrgVhGLSynCQf/gdQRCAX0LZIM8gWzllWLDrNFqVcrcY4CATgRAKHY5xxIsGImT1R4+WjJxYJAx1yk5HoGLvZA+9WC8kbFGFaG8dqywoRvOtmW0Qkem2hAChNBJSm+q8m8FQFz+vfywDGI/Ggw2qGht5EBX96egRHBa28Rb1+YkclGXQQMaTpiXmX/vatmJYhywyPJs/wv738BygUv3T6P+aCLz6A/7XvIAf3k//bn+q5Amss2Gzl840As/hk0tu4MACmxPSoKxkuXrvtoONbIiK89NST/ODOO8mThMMTF3Dlae9hUhXneF3R1M9tku5PsapG7t9D5t2N9Y7O71PJJKG5nMhehSdn9DURW6lsvHOQKoogCkHggcbjfOH43/Bg83F2pbu45pVrmM6L78XFF53FxRedtWzy1m1UaBTURS2adK/NQtuBzlJMl3GhIHhxzKRnCdtvmIgQ8w1afA2AMtcyyUf7FjBLz5eZfHgKheL55qPc3fobznzr9Rxv5Rw7USPXCxOYMPA5fd80h/fv4uCeaXy/z0+NtXjfvxP/819DNQvhQ191GdmNNyC7Rn9NXw8rGxpOoJbE5PrKpxJODCQqL9rnWi0IvkJFrgVhvWyWWaGYor2go4aptDavhBmdo7O870pTS9xuKx0951z1NnYfPDTqwxi7uYHDMQ6Ml7PYKYjRBp0tPlkX1QMxuWxBn1iaDVcgMDJ0gQCK0mbxDaWRm/atgqWYRSnQuSHUZsU4qmV3lRQl5YEqA7QxeHlOGA7eqzpsBEstqzERTC4zNLStGOV5eJNbG2OWmYx6axapN9beeBtiJcUsOXeY1JBlGiuW/zr7JQDePnkl59YreH99MwD64+9buUR7jTL2DLXqMFQDVeUzIZbSJoqbViA3llLgUz9xgidvu5Xayy+zNzrEFWe+m/3h4WK70NI4p0nzUJU8eIjcvwutnoBO/7z4BPYSInsVgX01asCmCbGFf4P1uqoLusSB+WmfgkunX83rpy7i9ice4flnTqJE0fJb3HHgDu70S3yo+nbetOty/LY/iV+K5gUCUUKDQQWC9gNHQCb4YVSk4LS9KxQKWylTayWUjGUiAE8pJngPSiZp8pck3IKlxbT8SF8pLOlZCRJapu6f4azJ1xB6Ze787le57MZ3c+VFZ3J8rsGLx6scPV4jzTXPvzTH8y/N4XuKg3tnOHxghtP3zhAuOW8ubh1QyBvfAJe8luiLXye49U6Cu+7Df/ARshveiX7rtSt+vscVawqBxg8XV6dYWigxeGrhnGrE0Mya6zI0hPb4ImkR+AFBqbysmkOMILEp2g9Cbyyq1bYTzUwP9cwnIu0424VFJKVbIBYrgkkzzGpRNEsYF4HAipDZBLNdSn4cjlMQV0kwYo6/NMtLL740/7s2OYmOMWzBidNYpPkKyHBKzqwRzCbHovm+oryJEYlqrop65QRyYB+ye9fgO/CLSETlFdUE0cQg1QQTeN7yHvG1GI/EgwVKfonJcGrZe+TvmsErD/781oOxhpOt45iTJ8esEXk4iAhZdpy02Zy/TRtN3tJg4Bv12/nD2S8yocr85uGfYs8ffgH/zvuxF52H/ul/QK86eZF2q8Eq1PHIUOQrVBJ0EyFMiN20qgKdpbz84P0cffwxJv0ZLt33ds6eKJz5xRMaZzSovuohsuhOcu8BUAsDY9+eQ2iuIrKXouj/O7oqnkKFIaoc4UdqWTpLluXcee+THH3pJAB7D0zx3OEf8K36baTtc/D+cA/v3/c23nXa9UxPts8/ChoKNuSBlloQMHmOThdPEASLNGM8ESYC6CS4pnIfdf4YMIRcyAx/F6X664kPT4RM3T2DZz1Opke5rf5FXn/jO6nMFJUTIsKJWosjr1Q5erxKK10QxD2lOLBnikP7igqDyA9WbR3wnnuR6H/chP/sCwDYg6eR/tCHsBee1//rMyYoBV7Uv6FhJSwTrBRH28/joQijED9cwePGtSAMxLDNCsW2qwe6xcF2m0FhZp0xyBDekrR9p0aICDmazOacSDzCV72Jyy46h0MDpEJtBuM2N3A4xgEnEoyYjkggIiQ6IbNbpPCKFAKBGWIFwRblpvseREF/DueDENx6J9H/83mUCKIU2Q9/BP2mqwfej0SAgqDsUaqU8Ptc6Vf4+P46hAmgXC7hj5FvQ6ACZkoziw0NFQS7dxerrJuIiDCbzJKdPL7jkgw6GBuTNE9g8uL55Vqjcw0p1E2Lf3n0t2nYmJ/Y8wFuOHGY8Nc/jSiF/vl/ipx1eIV9CnYVvdACc/gI9CUSQBH4MSGWaIhrayLCiR88yYv33YOXKy7ZfR0XzlyJp3wEoX72M8y+6nukpbsQNTd/PyV7iMxVhOZKfPYP7XhQLLQVdJ2SlFIoX+EHcOJEndvvfow4yfA8xesvfhXnn3sIpRR13eTrJ7/P1058j5opql6m/AluOP3tfOD0d1Gq7KK14XPrQttBt4nh/F+lEAoQIfRgMgRfQSaPU+O/ABkBZzHDP8RT/VUE+dWA6Ttn8LVPLTvBrY0vcMmH3kplenEqgRVhrh5zpF1h0IgXrkkK2DszyaE9uzi4d4ZKtMK51FqCO+4huumrqGbRfqOveD3Zh9+3PrF3lKii9WBp98WKhoZ+mVKwPkPDDq4FYeMM26xQtC2qB7r3JwLJHDpNMQOWbAopdhipVRvAiCG1KSLwNy+V+c9PzSAUotivfvz1fOINZ4/s2MZtbuBwjANOJBgxx1+a5cXnXyDJEwxDcPrrAxGB5CRkwzFy20qBoMOwIxLVXJXKL/0mquvrIEoR/8LPDTzIFB8IwA8UQckjmujf0dvzpvDU4JPocUo86KDwmClNE3RFdylPFYkHKwxGh0E9q9M88dKOSzLoJstOkDQKn4U8z9HGghHI4f86eRPfbNzJWeFB/reD/5jSf/wDvKeeLaLj/u7fWnGfOpNVV2wTFM226NOvSNAhEmGCjVcVNE+c4Lm7biM5OceF01dyyZ43E3klTNjg5Lk3Uzvje+jwuYU7SJnQXkpkrsKXc3qmcKwbRRFjGEUrxh2ICE88/SKPPVWsck9Nlrnmqleze9fy+L7MZnynehdfOv5tjqWFmWGoAt504Dree/p7OFjZoLmXKUzPrDXkcbI8V91apFUIBUrBhA/lAHJ5jhqfRWjhcxoz/CN8taevh/QaPtN3zhCkAS1d59b6TVz0wWspTU3Npw6IsGgiVG8lHJutcfRklVpr8arn7qkKh/bu4vQ9u5gs9zhPtmKiL3+D4Pu3F2JvFJG/9x3kb7sWNvGcsxn0NjRUeEwO1dCwm5VaEOYf3bUgrEgzy0mHYFYott1aYJafX21rDp00B6oeABAyLCM07hUhk5y83RZxIvX4qbv2I12fV18pvvf/ecfIKgrGbW7gcIwDTiQYMUePvMTTzz699oZDouhvq0GrNpT9jUIg6KAUlAKPYAgr6N4TP6DyqT9Ydnv8P/8D7AWDl61KqWg5CEseQSki6HP1XKkA31vf53KcEg8WUExHU0Rel2N74BdCwSZUPsQ6pnryGMSjXTHZTKxNSVrHybOMPM8xncFkKjyTHuXfHvt9BOF/Pe3vc8nDDcLP/DEShuS/9C9gBcHLStFbvxpVPHR7UDeoSABFVcGkWMJ1VBXoNOXF++7h+FNPcPbkxVy6921MhJM09t/P3FnfpbXvflBtkVU8AnsRob2S0L4WxZA9O/oQBwCSJOPuB5/kxGxxrj3z0H4uvfg8onKA59NzQhdMTICnuP3kPfzlka/yZOPp9kMqLt9zOTccuoHzps/v8WgeSvnIWj427baDpSaGHcQapJnQmbWHHkwGIOolanwGSxWPXczwkwTq4OqP1SH2mLljmjCOSE3MbfUvcc67r6TUh0dJK8k4Olvl2Mkas43Fk5yZiTKn75nh0N5dTFUWC6Tei0eJ/vwm/GcKwcietp/04x/CvvqC/o55TFAe+FEvQ8PKstYPD5+JaP2GhvOP6VoQBka3zQo3Ss/qAYpxm2nVMcng4zYhx9Jce8NNort6oMND1ZD//aG9y7b94598E9eev28Lj26BcZsbOBzjgBMJRsyLLx7h2eeeW3vDISAiIHVo1IbSp12YFK4el7bZDCsiUc3OFZUEXbett5IACl8C/KLlwPcVUaXS96TY92b6MgnrxTglHnRTCSaYCBZ6v1UU4u/ePVRBI7c5s7PHsI2dl2TQTZ7PEdfnSLMM2+lVtYKkwi+//Ac8nj7HmyZex/+y+2OEv/T/Rb1yEvOBd2BufPeK+zRaWM37ylC0GswfwzpEgg5lESrYvtY8xVqOP/UkL95/D3u9g1y29+1MHEioHf4+tdNvw0bdsYWHu2ILNyFNo09xAOCl47Pc++BTZLnG9z1e/5pzOevwge5dFa0IoZoXC/xyiSAsvrviQdXCI3OP87WjX+X+ufvn73vB9AXccOh9vH736/GUB3j4wTSgMLrKqidkEUgFESGP43kTw0WbGIO0FoQCpaDsQ+TPUeczGF5GMcEM/5BQLS4PnjcYFAFTGDuKgMoVu++bptQso23G7fWvcsa7XteXUNAhyXKOzdY4drLKiVpz0bOcLEecvmcXh/bOsGuyUpxXRAjuvJfwpq/itc1L9aWvJfvo+5E9u/t+3FGzUoKGIsJTE0tu89ZtaLgUD4+o7FoQ+qGWZOgeK//9smr1gDHkSQvS+sC5noVA0GIUgzQRIZMM3SOS8Xji8VN37wdXSeBwjDXbq/5uB9JoNDh54gQTk5OUN9HUrdCCGpA0hyIQiB29QADFw6e5xYZCaQMRid5Tz6CYDycoCAPWnA2sgDJF24FoQRSYXBP0OXm3kuCr5eXI/aCNQeU50RgkHnQT6xbGaqaiaRQKyXJstYq/e/dQ9m/FUm2cwDZ2ZpJBBys5edpcLBAAGLi59QCPp89RUiE/uvu9eN++DfXKSWRmCvOet6y6X1mj0ykbolFoohQ5PpNiVr0ANY6/wvN33Y5fV1xzxluZOO8otUO/w/GphdhC7DQqvxyVX07JP7w5MakDiAPWWh558nl+8GxxjDPTE1z1+guZmlw88BUKF3lrBKUUUSWaFwjwoEERR3nRzEVcNHMRR1pH+Nqxr3Hb8Vt5sv4kT9Z/l0PlQ7zn0A1cd/p7qGVzvBQf4UBpL7uDVQbZSkEgKK3wowidLDcxU74PlRISF38TgVhDZnYzEf5TYvVZNM9T5feZlr9LyEUrtg7MP99QmLuizsz9lkptgmtmPsA9f/NNDrzzIkp9mruWo5BXHdzHqw7uI8s1L83VOXqyyvFqg2aS8dTRV3jq6CuUo5BDe2c4fc8u9l59Ofp1FxN95ZsE37uN4P6H8B95nPw9byN/x/XbogVBOrGkSwwNhQwrtm1o6LVvszSyJuWw3DOOdhAsXSkIUQlvSWKES0EoSHOzMYFAW8hlefuPCDbPyPMMlTXXIRDokQkEvaoHunmk1jZuao+4fKX4lY+/buTmhQ6HYzGukmCE3HXXXdx0003zv1/y2tdx5plnDv1xRCzQhCyGZONGhWIFnY9eIFhK6CuidSQfqFqdyq//NqoVk73jesyrzyf6y6/gH3sJc9H5JP/k78I6KhUkLGLRwpKHUhBOTKzY67kU39u1odWgUhQSjOEA2Fc+M9EMXvu5eZMT+FPrE0S6mWudJDn+0o5MMugmy2pUZ1/Cmq4BowhxnPIvj/4Oc6bO3971Tj4SvIHwF/4jqhWjf+yj2OvfsOI++2k1mMNf5JiykUqCbipiqSw5keRJwov33U185EVefcl+yue9QLz30a7YwhClL0FlV4A5fz62UAHlaIiGpgOIAwDNVsJdDzxBtVaU9p571ulcfOHZ+Esd6JY+jPIJy0UfuBdBGgXEK0RRzmaz/PWxb/Ltl79DYoqWmoo/QWxa7UNW/Ph5f4/rD1y3yiOubmI4v1WukSUiggiEXooE/wXtPQHiU9E/QmQvW/U5zmNh+sEJJmenEBEeaH6XXe84u2+hoBfaGF6eq3P0ZI2X5+qYruqIKAg4fe8Mp++Z4UCzQeVzX8R/6pniUPbvI/v4BzEXX7Tux95qvIhlPjwKr21ouPh6EfolysFwFh5cC0JvRIS5eH1mhSLt6oEe33VrLTpJsGJAZyg9WPucYLA02OpBWhFrmK4aa1jPFT93z37q2uPDhxt88NrLuNSlGzgcY4kTCUZEtVrlt37rt5bd/ta3vX2oFQWFQNAAm0PbvXpD+xtTgaCD7ytKvrcsfmxFRCj9X39M8MDDmDMPk/z0PwHfR730CpX/8ClUnpN+9APot6026F4BVSQdBGUPT4EfBoR9vreeKuN5G4tmG7fEgw4Kj5lomsArqh386Sm8DUwSGmmdxitHYIXJzk5Bm5xa9UXypUKfEf7kla/zhdr3OC3Yw68d+p+p/PnX8P/6ZuwZB9H/+n9ZVeQyudCjInThcYEqiycgwxIJoChnmxSDZy2vPPkojRO3cearLcGZzyPBgvmkl52HmCtQ+WtR9P4e+b6istE40I44EIYsq/FegRePHef+h59GG0MY+Fz+2vM5/bTlPbfLHkopwtJCK1IeKGoavE4rwgrnsZaO+f7x2/nqkS9Qy+eWHL7Hr13+a+wprWIuaAWylU0MoXBrl0xj4wTsQusAgKc0QeVPMMH9IIqy/igle+2az7e9YyYeLjFzvGjjeiy+k8pb9hNNbjyK0ljLK9UGx05WeWm2Tt51Tgh8j4O7pzljdpYzvvQ1orkqAPp1FxctCPvWfr/GAS8AL1gqhSs8JlBqcQVZoELK0cYNDecfe80WBFChj1pmuLgzWa9ZoZh2tGGP753JsyLakKK6QKV1BhlwjUog0O3qgbUe9j89OcO3Xq5wZkXzK5ed4LVvuoF9p5+xNQe5CuMyN3A4xonxW2o8RTh58mTP2195+WXOOns4MTDzAgGmqCDYqEAg4y0QABgjJGKK5IM+hAL/3gcJHngY8X3SH/04tEsq5eABso+8j9Kf30T0ha9hLjofOdSnUVcHoRhca4FQYXKNH5plZZu9sJKipLwhE6o0zSiXor6rF7YKwVLNakyFk5T8MqbeAN/HKw0e45WZjMaJYzteIDDGELdq6B6JDUfj43y5dgsA/9Pu9xO9UsP79m3F/T7+/lUFAgF6tKUvYpitBr3QwInqo6jGN9lzyUn2TcTzxxbEB1HZFRjv9SjZs+aRGCPknl23R4kqDSYOaGN46NFneO7IKwDs3T3Nla+/gEq5n8+yIiiV5wUCE0Cj7X1mtWC1oDxVxOH5xfad+02XDvL+sz7GWVPn8h8f+uVFexUsf/nCX/GJc/72Ih+QRXgKfMHDxw8DTJYXooBpl5HTaVHzQEWIWfy5sxKQtf4OQWUCCW8lCT+H6AYl8+61J6QKWpekmCdOsufoXl5duZqnv/cg2VsU0cTGVhN9z+P0PUXlgLXCiXqTYyerHJutkeaaF09UeREP/wPv52CryVn33s8Zjz5B5defIH/nW8nf+ZYiynKMsboQ6xcbGgqWJp4sNjTUktNK7VAMDWGhBcH3A8KeLQiFp8Wp0IKgrR1YICiMo9sVBEuw1qLTFNtlDqPywdoFRiEQFNUDCaaP8eWjtZBvvVx8x//h+TVOscITh2Pb4USCEbF3716UUsuibB555GGOH3+F8y+4cENqZiEQ1AELSQZ6g5MoaacYjLFA0MHaok9wzYjERpPSXxTtHvm734YcXhwxpq97I/5DjxE88jil//vPSP7FJwfuYVUGrBX89nDOZBlepZ+BsCCSotT6B80iQppllEvjFY1YIDTyBsYaJsJJTLWK2rMHNYCXgrGGuRNHIN+4q/Q4o7UhSVPyvF4YXHUhxvJ/n/wKBsNl5Qu5onIRwX/7Y5Qx2EsuRC65cNV9W8ua3+l0mLGBXSjVwJfb8eVWdp1Vnb/dyyaZeuWNGC4lnjoNpdR8p0E/ZNrih6r/aiIGFwcAavUWdz3wBI1mIWpceO4ZXHTemXh97sOPSnhtDwUJoK4VS6cOYgWTClYVq8de4BEE0yivOA8dnjir8PhY8ibecvx73Dd7N+8+/d288/R39RQLrK+QxCA2KFYuVyoRLgXFIyxLQ/DQ8cfw7BSq9A3S4OuIalLWH147alJBepHmuP8K+57fz7nl1/Hi958kuw6iyeGUHXue4sCuKQ7smuJ1rzrMbKPF0ZNFUkKc5RwpT3DkTW/Cs5aDx45x5hNPc+jeB1Efei/mda8ZyjFsFmLBZLLM0NASo8SgqMyf8y2GZtZkIqrgrdMQdynGaGxsCMKQIFp+fZFcEG3wQg8V7syZYDMd7Lojpi0O2B7VAzpHp+mi77HSGau6yS7dP7adYrBFgzQRcjSZzft6SG3hs08VY9p3HGzx6pmdfd12OHYCrt1ghNx9993cdNNN80JB57g6nHbaaZx//gVMD3iciwQCY6HV2th1o11BMKBvzshRQClcOSKx9F/+hODeBzGHT19ZAKg3mPiN30E1mmTvuJ78w+8b+DgkgqDizQ/mokoFr6+SaK/tTbCxCb7ve5TXsUq/VURexFQ0jed5+Hv3FsZpayAinJw7Sl6b2/wDHCG51mRZjrUJSfP4Yi8C4J7qo/yHl/47Pj6/duifcviZBuF//AyiFPrf/DPk8OrVLzpb/XudAzWWvx/rbzfICYJHiIK7CILHUJ3Zv/WZeuUyJl+6lmr5fJqnpUTe+k9aoa8o9fMdi8KitWAAcUBEePaFl3no8WewVihFIVe+/gL27+0/BcXzQ8LOd9JX1AWytXRcpfDUJF4Y4QcKv70Md/OJb/MHj/wuFouHxzvOvIFHTj7IkdbzAEz4E7zn0Ht4x2nvokQJa9tu6kJxfcgFYwwmW25iuOh5J/mKgpwKv49X+TwAobmciv5hVJ9rEN6zlv1PH8BTPi/nz5NeC+Hk5p2v5P/P3nmHWXKU9/qt6nDS5LA7m3Ne5YwiyigggsjBZDDGGBswYGPfa3xtMMEEAyaaJKJAIlgICUko57w5h5mdnE/sVHX/6MlzzsyZtDsS532efUCn+3TX9OnuqvrV9/0+renP5IYEg9SI9B2hFPUdHSzyPerPO4PoogVz1o5ZQYQlEsdXPjAGfApG930RM4ptzO61DVMQIkgzv8D7YkxByHk+mUkf2JCJowc0gZsjCPyxX5pSmoFGoUmjOT4RdZMZE+bj101xfnG0nApT8fnTOimzwi9vOLuUblCixHylJBKcYPbs2cu+/fuIx8PqBul0ioMHDtDSMuzgvWDBQtasXUt5+eRlvbQOCFMMBvLdMtlwIDhdXqACwUgieUokGs/vIPq9n6KlJPeh96GWLS74fWP7LqLf/TFaCHJ/+XbUutVTa4ABMhrmGANIQ2IXmYMvRRwpZ+5RYZkm9jwOo5UYVEYqMCwbo7p60nKR/akuMl1tx6l1JwbP83C9cPDoOp242dF14t3A5eNHvk6738115efz+srLMT/7DeSRYwQXnEXwpldMeHytwZ/EsDCFxMkTPj41kUBjGEewzKewrecRYngyGu1bTUXzSyhrO4vOWpPmpWkCMzyujSau1bTjGPI990NMQxwA8Dyf53YepKU9TBdbUFfFqVvWEJnCszVoVCiEACnISJi0xPqAQDAy51xIgRU1iZdF6XY7aU230JBYRG20niDweeDovfz68E9odcK+JG4kuKzuCi6pvYSIMeKd4oarm17OQeuJVy51zgUv/z7CfAYR+zlCKEy1gbj3FgTFOezrJo/6fQswpUWP30bmbA+j/PiUck1mc7R299Pa1UtfdrTfR7Xn0rBiCQ311SSKSiE5MeQzNAyn7/Fx5XQtwyZiRmfNp2CQQikIg7xYUhCmYlaolR56vsYSBAPRA3kOJJzU5CVnBs9xPAUCrXG1hzeFCAeAtpzB3z9bi6cE71/XxwX1w31ASSQoUWL+UhIJTjDHjjVz5OjRcZ+nUikOHthPa2vr0GcLFzawZu0aysryiwWjBAKAXA7cqb3MxxwQ39fF9lXzGssURAYHL+kM8c98OYwOuOJivGuuGLWvgnETE/sXv8Z65ElUVQXZj/41TDV3NgJWbPioVjSCUURovcDAMIpfoZywCfO04sEgg4aGVjSOUVVV2LQtl6S/velFXcnAdT08P3x2lXbJpTtQY1KGftN5Hzd3302VUc7nFv01iSd3Y37vF+iIjfepD0PFxFUjAqVR4y0OhtBAD0betaxiRAIhurCtp7GspzHksAeLTpdR03oRlS0XEMksprM2S9PyFG50vBIpgbhW2NMIhZICYrYxejI0TXEAoKc3yVPb9pHNuQgh2LRuOauXN0xp0jPWqNC1BMkJfoOBLyFFHCFGT5qllNiRCEIKDFMg5EC5vIChtBTHzfFw2x+4ve1/aXdDUa3MKOOy+iu4qPYSIjISPkeOQiuF5+SYbPVS5xzwCnQKxh5k/IcI4SHVChLe25EUJ4gGzQ71e+qwZYxk0EPyjAyy8vgKm5mcS2tjM21HW+hKJMKSkQOUx6JhacWaSspj8y+FSxogrfFTf8locQnAFCZROz7rQoFAFExBGNjhBZ+CkHI8XH/yVZOwtKEa9zhppQk8B98vEJXjO+BPHNUzdCz0gEAwg3FekUwnegDC18tndlWxrTfC1kqHT2zuHflYlUSCEiXmMSWR4ARTSCQYJJVKcmD/AdrahsWChoYGVq9ZS9mI0nHhCtAIwxrPh2xxHU1eXkQCwSCDJRKjN/0S86nnUA0LyH74/aPSDFwELoKysdnBjkPs819Hdnbhn34yzlteO6VzawPMsuGUAyEFdjxe1EBTyjKkmJ1VtWjExiginP/EIUhYCeKJSozK8eKI6zv0tB5Bjw3PfBHhOC7+CCNG1+3GzaRG7dPl9fH3h7+Coz3+svbVnG9twvqXLyG6e/FffjnqZS+d9DyTpRo4CFIF1vELiwRZLOt5bPNpTPPw0KcqMFFHV7Ck/Xoq+05GIOkry9G0Kk26bPLfMqI1cdSUpzRD4qBtImx7WuKA1poDh5vZfaARrSEei3DGSeuoqpxq6U4xUOowfP4CS9DnTjIlLyAQgCASjRRlSur5OTLZDp7qeZzb22+jww1NFsuMcq6ov5ILay/G1maYduB5BP5kqgVhacRCpm3GEWT8fxAii1ALSbjvwhDFCZ1ea4a6nXXEjDIyKknfaSlE1Ql4X2mN9/wOOp7ezrGaWtoXLECPuNaJqE1DdSWLaiqoTMTmjWAgJGMMDQc+J4oU0TGfSRJ2fEaldgsxaQqCBGG/8FIQvECRzE0c9qPVQGpBkKe0YeDjOU5h/w+lEG5xxoPHSyDQWuNqF3+iEjgT8HBnhK/urcISms+c2sWi2OjjlESCEiXmLyWR4AQzmUgwSDKZ5MCB/bS3DYdYNyxaxJo1a4jHo4wSCLSC1AzKHWpN4E9cFu2FSmzPXiq+95MwdeBD70UtXzq0TRGWetNANcH4FZkjjUS/8m2EUuTe/BqCM4qsDT74/TgY9vBA04zYmPbkk38hTAw5O/eqICyNON8qHowlakQpr1qAMUIIC1RAV9thlOtM8M0XLoNGk8GI9CCtfXKZdoIxId5fbf4Fj6a2sz6ynH9a8A6MO+/H/PWd6OpKvP/7IZjkvlIagklSDZLIgpUNOp0u+pwuEkYN5VY5prEXy3oay9yJEP5A2wVuZhn+jiWs7b6BChkag2bsHE2rs/RWuUxl1i+BMh0U77YrANMiFo9g2tObCOUcl2e2H6CzO/SKWbywlpM3r8KaRkSOaUcxBr6nLOj3RL55xDAFBQKwIjamMdyGrrRHc5/L4kqb2sT4iZnn9+M5KbzA54nex/hD++/pdDsBKDcruKL+Si5IXICFie9k84ZAj0IPCAWFVlRlKzL+XYTsA1VF1H03EVE/8TEHcNpT1GyrptysxlFZek7ug9oT9L5yXay77kc98CgtDQ00LV9G66JFqBGiQNS2aKiuYFFNBTXliSHBIOt4pHMOiWiEWOT4RUQIyThDQwCBhWCsMC2I2zEMMTftM6SBFYkWTkEwBcJ+4aQg9GWdCbM3C0YPaB2WNvQmDt0SbnFpBqFAkEEzt+Z/vg5wpxE9MEjaF3zkmVr6PIMbl6V41bL0qO0516d21WmsXLueyjyLAseT+TY3KFFiPlASCU4wxYoEgyT7+0OxoL196LNFi+pYtXoJicTASkE2WzgctAgCT70oBQKRyVL7xa9hJFM4L70Af4wJ4cj86wSKaB4137rjHuw/3IOORsl+9K/QNRPUIh/3ZbASw4NdIQV2LDZp/j2AISvG5ZZOFynFPK14MBpLWFTWLcaMJwDo6WjCyfSf4FbNDVprHMclGFOP0Pf6yKX7Rn22K3OIf2v6HgLBvza8l5W5cqz/85+InIP/thtR55w26fkCX09onK2A3gKpBvuTj7G+9mak0KGvgYpgGcPCTRAsJJc+CefJStalTqcuGq4SOdLl2IosnQtzUxIHxhLVmthEUQUD4gC2CdLAEBC3jSmfs72rl2e2H8B1PaSUnLRxJcsW10/ruZGmhWUP5LRbgn6/8EJ8+DcUFggM08C2h/Pj79rTwzceakbrMDr+fecv5vINo99LWiv8oBffcQiUItABj/c8yh/af0+X1wVAhVnBldVXcm7Zechi+g8NOpsr7HkjepDxbyOMTrRKYDrvJCGWUszly3b0U/VsOdX2Qnzt0rO5l+AEegiKji7sW2/D3LUXzzRpXruaxtNPoxU56pm1TYOG6goMKTnU1jX0+cmrlrB8Qc1xbDBhhQ859uP8hoa2GSUyy4aGI7EsG9Oy8/d1L5AUhInMCrUe8B7IGz0QhKUNJ5n8Cy8HQXECuCKDZvKIn+kSljV0CGZoRvXdA+Xc3RZnUcznM6d0MfInbupMsfNomIYmhOD666/n9NNPn9H5ZsJ8mxuUKDEfKIkEJ5ipigSD9Pf3c2D/Xjo6wtUgIaBhUR2rly0kPoMB+ItVIACouPnXxJ56Fr++lu6/eR/RWHTI7GlsaLWJpnJcQTIgCIj+13cwjjQSrFlJ7v3vmLAO/SgEGOViVIk007YxI8VEE9gYcqrhzYWZ7xUPBpEYVC1chuNkSPe2T/6FFyBaa3KOgxpb3lArnGwb/ojSc4EO+OSRb9DotnFZ2Zm8veZ6jJ/+BuP+x1HLF+N/7C+Luh99R0+4OpRDkM6TatDn9lJd9v+QY2oSBiqO75+O65xK7vkcKzsWsjQell/08WlZlKZtmYMyZqe7MYDE2KiCMeLASGwDIlZx0QRKKfYcaGL/4WYAysvinHHSOsrLpleaTwgDe7DsqSnIaEHWn+A6TCAQDPkQDMy0u9Ie7/353lG/pRTwjdetHxdRoFQOpTL4nos/4G8R6IDHeh7h9vbf0+OFA/ZKo5LLyi/lnMSZWJOtMCsdehQUFApSYUSBcQytbci+jbhYi13EKzPd2Uv501EWRJYT6IDeDb14i05g56Q1xo492LfehuzuAcBdv4amqy+nRQnaevrxgvztE8Clp248rhEFANICY1xIfwFDQ2kRsWKz7lMwiEBiR20MM39/N59TELTW9GbcvKKpHqxcoMe+vzXKc/Emih4YRAUDaQZF7DrHAoGvfRw1WR7U5OxLWvzfbdVoBJ/c0s3myuF+LOf63L+9edT+Qgg+9KEPnbCIgvk2NyhRYj4wv6XbEgUpL49x6mlrOPucLdTVVaE1tDR38vBjO9hx4BjZ3NQ7EeW/eAUCe88+Yk89ixbQf+MNaNMi5wV4ShEAmTGPgo/I7xVsGDhvvhFt2xgHDmP96aHiG6FBjwnxDjwXpSZX67V2B4wpZ4cgULjj6p7PPxQBPW1HXrQCgVKKXG68QAAQBBmCMSXn7u59kka3jYSMcWPlZdDSjnzwyXD/V19TlECg9OSZSPkqGgD0e53jBAKA/V1vIrn/bKrvifKS1EtYGl+H1oqWyh62ndFDy8rcrAkEAAGQFAZZRDgDs8zQTDQaGScQQBhYFUwY2x+SyeZ4+MmdQwLBiqULufDsrTMQCMRwqUMpcATTFghAYNn2qEiG5r7xLutKQ0v/+Pe/lFGEMDEtG8u2AIEhDF5ScwH/Z/2neP3iN1JtVdMX9HFL7638e+tneSj1CP5EFQ+kQEQjhb0edBkq/V60vxYhXIh9l5TeRsrLa/g+ikRdFf2nZ2nK7sUQBjV7aog0nsAKLUIQbN1I9mMfxL3qUrRlYu89wKqvfpuzdmznii2rOWfjKhZWjTcW1kDaOf5pUsqDwNNj5nsKRQqtR98jnvLIuunC+fIzRKNwcjmcTBqVR0zRClQuQDnB5Okux5m064+bM2ut0W4Q1i4d016lFF42W5xAoEF42aLaocjOmUCgtCIXZHGCmQsEvgqjCDSCi+qzowQCgN70+L9Ba013d/e4z0uUKHHiKIkEL0DCzj1UnSsryzjt9A2cfc4WaqvL0EBzRy8PPbePnQeLFwtUoHmxesGJXI6KW34HQOb8c/FWLAfCftDxFL1K54sZKDhR0nW1uK+6FgDr9ruQTc1598v7XY9RAwqtIXCL+420nt1Bpuf7Qw7685mxQ9wXC0opco6LyjMg1lrju+lRY89kkOaXXXcDcGPlpZQbccxb/oBQCnXKJvT6VUWdV080SSWcgPsF7v0KKzp+UqoEa7Zpzj66gTWxrUgh6Yx0s+2Ubho3u3j2XE06IGvb9McTBNFoXnFg5L7OJI7kzW1d3PfoNnr6UpimwRknr+PkTaswjOl2kwIzEh0KsfYtyDM2HrH7RAIBWBFrnJfI4sr8+zaU559MSxmm7hiGiR0ZFhxMaXJB7UX88/pP8bpFr6fKrKIv6ONXA2LBw6lHC4sFkwkFRFGZt6O9rQgRIGM34RmP0eeBM4nuWVZXTe7MgIPp5xFCUH2wmtihyIwnMTPCtvCuvpTsxz6Iv3UjQinsPz1I4jNfpmH/AbauzF9O15lJpaEZoAII3PGRQ4oMSo82Nw50QNpNz6ogPZZABeSyaTwnh84jkGtfo7IBesJ8nOOHFwTjqhnoQENOQZ53aeC5eNnMpOkFgwg/W5QPgSKHZg6EJq3xtEdW5QhmSZy5vSXO0YxFmal448rkqG29KYfdjePFACEENTXHMSWnRIkSk1ISCV5ghAJBetznlRGb0zes4Kwtq6itTKA1HGvv5aHn9rPzYDNZp/DoVAWaoOia5y88yn5/J0ZfP35tDakrLx21zUGQ9sHNE0LhTPB4+Gefjn/SZkQQELnpZihyVV4rxuWCB56fd2VlLEpP4Io8TVzXIyji3CVmlyAIyOXy18gGUEGWwBs9IPxF591kVI7lVgOXlZ2J2H0AuX0PWkr8V16d9zhj0cBkgSuFzAoBkHsQYljn0kpQu/0NbPEvwJIR+kQvO9e3c/B0j1xiDu+rwciBSARfGvQjyU0SJh1ocPPk2geB4vldB3nq+X34fkB1ZRkXn3sSixfWzqiJZmS4koGKCJLOBHPbSQQCwzRGGRUOkvXyezM8cKAvz6dh6oOUYVTEYOrCSOHBkhYX1l3C/1n9L7ym/jVUGhX0Br38svcWPt36OR5NP0aQb0JjyEmEAguVfTPKPRshNDL2K7DuIe1rkl7eVO4hyupqCc622NX/KACVRytJ7IufWKEA0LU1OO98M7l3vwVVV4vsTxK96Waqv/1DTqkpH/e7PHOgkQPNHSdklVyrUCgYG72hyaF0elSbNIqUm8afqD7qLOB5LrlMJn81DQ3KVaisH07ITyDpEeKO1joUL5x80QMaN5vFc53ihe3Ah2Dy6xwKBDOoVlXo9Dogo7K4gTdrz1NHTnJLY5ga+cYVSSqs8MBaa452JHliXxuur7DNEf5MA54EJ9q8sESJEqMpeRKcYKbiSRCuJGfGbwgUZDKjXvK9yQwHmtrp7gsFBSEESxZUsWpxPdEReZEvdoHA3neA6u/+CIDu97wNb/XKoW0K6BPD5myWIbAMOSons4KAggGuqTSxz/4XMpnCu/Bc3FddV1SbpA1GfLQAYZgGVmzykGYpYkOD/NnihVLx4MVCEATkJhDtAHLZdnxneFB4KNfMPx/9JhrNJxe8g432MsxPfw3Z1EpwyXkEryvu3gsUKHfi570XI3+qDQpX/jtxq4e6Xa8nllqBlVmI5dTQ76d4rj5JZIOckSnhpFhm6DtQYHXfIjQdLXQnC0ITw8FbPZnK8NS2fSRTYbjv2pWL2bBm6YyfBWnaWIMVJmxBvzeBUeEkAsFYH4KRfPbuozx2OMmpSxK88pR6drem+enTHQjgo5ct45yV+fu4IOgbWi3WWuN7o6tqQLhS6vg5Hui+j7uTfyKpwhXBGqOGKyou48z46Rhjy+f5Kqx6UPAW04jIHcjIPQAo50K0cy0CScyE6AS2EcnOTjIPtXNK1SUAZOoz9G9MzY+lDs/DuvchrD/eh/A8tBBkolHS5WVEsjl2XHMVjQPXqqG6glNWL8UyT0BpRxFWPhj7+BQ0NDSiRMy5964pqgqCJRHTKGE6E7KuT3ZAWNRqwJwwX2qY7+E7UxAHYKCaQZIJ69ACGgdFcekIxZ9b42oPbyL32ukdls/vruKZnggbK1z+aUsPQkCgFDuPdtPSHY5fF1bF2bKiBj9QpeoGJUrMY+ZD91qiCLTOkVcg0DqsZjCmb6oqj3PGppWcuXkl1RUJtNY0tfXw4LP72H2ohZzrvegFAuE4VPzqtwBkzjt7lEAAkBZy1GXzAo0TqFHh3xNFE1CWwH3jqwGwHngUY9feotqlPcYNNAI/QPnFRhPM7m+mAcdx510e6IsR3/cnFQgC5YyKIlBa8cP229BozoufxMboCuSjzyCbWtGxKMG1Ly36/JOlGvhQQCAAIXcTt3qQXoLqY5cS79mE5dSgteavdZJ/6o2zu2+OuhTLhFgYOVBIIADwgH5kwaxdTRhNoLXm6LF27n9sO8lUlohtce7pG9m0bvmMBQIhzGGBwBKkg4krGUwkEOTzIRhkX0eGxw4nkQL+4pwGti5KcONpC7h6UzUa+PJ9TRzqyj+5GEw7CNsrsOwIpjUyUkGAJYiYUS6uuIR/XPRxbqi8jjJZRnfQzc97buYzrZ/nifSToyMLTImIRicQigTauRqVuz5sR+QBRPQXaAIyPvR7hasqltfVET9/AY93347SAfGOOFXbKgrfsMcTy8K74hKyH/8g/sb1CK1JZLMsaO+gMpnk3F/8ipMWViOEoLWnnwd3HCCZmf2V4UnRoUg41p9DE6BIoseklLhBjpyXmfOUr6EUhNzEKQjKPX4pCEprcoMCgacgF4zrt7XSeLlsmDoxxWsUphlMJhC4sy4QDEYPzLZAAPBEd4RneiIYQvPO1f0IAZmcx2O722jpziCA9UuqOHlVLaYhidomS5csPuECQYkSJfJTEgleAIQCQYGOwnEmdICqrkhw5uaVnLF5JVXlcbTWNLZ189AzoVjgePPfvG66lN1+F0ZvH35NFamrLxu1LYfAyzOSDQI9qrN3EXn9Cob237gO78JzAbB/egukxqeCjEVryBfJ6bvF5BuqWfcmgHBA5EwyeS0xMzzPxykiLcV3U+Gq1QAPJ59nX66RiLB5Q9WV4LgYv/0jAMHLLoGyRIEjjUbrScekE6YaeDwMQOWxC5BqeFIrhOD8aA5fC/5nt82e3lnsVooUB0aiCMuZpgo8u1nP56nn9/HczoMopaivreTic0+ivrZqxs0VQmBFB1ZeTUEOQW4i3z+ZmEAgyO9DAOHq/01PhGaeF6+tYnl1dGjbO85dxMmLEzi+5tN/PEpPZvw9J4SJFNFRn5mmNWRoCITXWwpM2yIibC4uv4hPNnycl1deS5lM0BV08dOeX/DZti/wZPop1ODNNSgUTIB2L0RlX4fWEmk/jYz9AHDxFSQ9yPr5zTXL6+qoumA5D3f9Fl95RHujVD9XhfDmhyO+rqnGu/SCcZ9LrVnlu7xk82qitkU65/DgjgM0d/Ue/0ZSyNBQDxgaju5fPOWRcebO0HDUufyBFIQChn/aG0hBmMRfZDbIuD5KaXQuv8qnAh83lyaYjplTEWkGGg+Vb2FommitcZRDLnAmNa6dDhlf8INDoWnn9UvSLIkHtPdmeHRPK6mch21Kzli3gJULKxBCDKTAMKqvK1GixPyiJBLMcyYUCDwfijRDqhkUCzatoLIshtKaY509PLbzAPuPteF689/AbipYBw4Rf/QJAPpf9XL0iHJ/AZAVxd36mklytAH3uqtQC+uRyRSRm38zuXU8Ayu6Y3MaA0VQxO8wFyIBhCGBTpEmiiWmhut5uEUIclr7BCOcrjNBjp923AnADZUXUWNWIP/4AKIvia6tRl1yXtFtyGeQOJbCkTNdRMzdAFQ1jY5cUFpx8jrJ1uoAXwu+u9tm70wjCqYhDozFRYyLKuhPpnjymZ20tHcjhGDTuuWcc9pGIkWUIZ0MMWhUKARIgW9AZoLUDikniiAAwzTz+hAAPN+cZntLGlMKXnta/ejvScFHLl3G4kqbrrTPf9zVmNe0UchYWHdu5HcNEzs6InLBFggpkWaYdGVLm0vKL+YfGz7BdZXXkJBxOvxOftLzc/6j7fM8lXkmFAuKEQq8M1DZt6K1ibB2I+PfATKhIWVAwRSNivp6Fly0ngc6f4Ub5IgkbWqerUI682M4o+tr0WMiPzQgmtuoLotz4da11FYkCJTi6f2N7DjSnLe6yVwzaGg49tSKLEpnxnw294aGg2gUjpMjl07lja7TCpSjwioIc3TdvCDAyfmh90Ce6AHfyeHmstOLvtM6jCKYaJdZFgh8HZBVWfw5LF91c2MZPa7BwqjPDYtT7Gvu5dmDnfiBpiphc+7GBmrKo0PiQOAVNVQqUaLECWR+9Kol8qJ1loICgVaQm9pkUQhBdXmCU9eu4OQ1y6lIhGJBU0c3j+7c/+IRC1x3OM3gnDPw1q4etTk9woegGApVORjCtnDe/Bq0YWA+vxPz8acnPaYOyBsm67uTpxNoApSem8m87wd4L4Z7YB7huG7R19Rzk6gRueG/7r6PviDFQquGl5WfB739GH98AIDglVeFk+kimaiSHYSh+oXW56TxKEJo/LZV2JmGoXtUacXuiv3I6ihvXe+yZYRQsG86QsEsiAMjGYoq0HC0qZVnnttNLucQjdiceepG1q5cnDeUfzoYg0aFQqBsJjQqDAWCwrneUkosK78bitKaHz/ZBsDVm6pZUD5eaEhEDP7hyuWU2Qb7OrJ87YFj494rQggMER9/bjHS0DBMOzAsa1S+ekTaXFp+Cf/Y8HGuqbia+IBY8OPun/K5tv/kmcyzKBNEZGKhAH8zKvNutI4hzMPIxDdA9AOhmWHSg3SeqIKK+noWX7yVezt+TtZPYmUsap6pwsicgDz/MeiqStzX3jAkFGgGfF9uvQ3rrvuImAbnbFzFmkWhuHOotYtHdx8kdwJK0uoBj5LxhoYuSqdGRQ8MGhp6c2xoOIjSilyuuBSE2UyVU0qRSrqh/8BYASXwcXMZfH/6v9VkaQYaf0AgmPnfpLQmF+Rw5ih6YJCDKZM7W0KvpLet6GX7oQ4OtYbP8fL6Ms5ct5CIaZbEgRIlXmCURIJ5itYZmMjNNudM+U2rlcb3NAJBTXmC09au4OTVyyiPR4fFgl37OdDcjvsCKI1XiLI77sbs7iGorCD1sitGbcshmOpf5hfxHbV0Md7LwpQG+9bbEJ1dE+6vdRjyOfY31EoTFLXiPHf5rK5XqngwG+iBFA6/CK+JcH+F7w6nqzS7HdzR8wgAb659GZYwMX53F8L1UKuXo07fWnRbVBGpBoWjCHwwHgNg8bGrANi76AjPLtrP05sbSW0N80lNCX+x3mVzVYCnBN/ZbbO/WKHAMmZVHBjVetdjz469HDzUiNaa+rpqzjh9C4myMvxZCluWpo0xYLqmBwSCQouckwkEE/kQADx6uJ8DnTmiluRVp9Tn3QdgUUWEj16+DEPAQwf7ufnZjvFnknbeaIbQp8AOyz8aEoTAsMfvF5VRLq+4lE82fJyXVVxFTMRo89v5UfdP+HzbF3nW347O871RBKtQ6fehVTnCaEUmvg6ic2izE0CfF87ZRlK5YAErLjmde9p/RtLrxnRMap6twkwWL5zNFf65Z5L954+Q/at3kP2nD+Ndcj4A9m1/xP7Fb5BKsWl5A2euW45pSLqTGR7Yvp/u5OTparON1hA4mmDsijk+mtSY6AFNzsuS84+fn0IxKQg6F8xKCoL2FNmkhxoTwhKWpHUGogdmcB7fC2fJhc5PgCLNbAgEvvbJqizBHKeJBBq+c6ACjeCl1V30tRylK5lDSsFJK2vZsKQG7YuSOFCixAuQkkgwDwkFggmiBBwP8pTymvCYAwLByL5HCEFNRRmnr1vJSauXUR6LopSmsb2LR3fu52BzO94LTCywDh8l/nA4oel/9cvRI0JefYpPMxjLhAaGA3gvvYBgzUqE4xL58S9hkom2DnTepdvA8/KunIz6rvbHmUzNJo7joiarlVeiIEMCwRTEFt9LDUURaK35UfvtBChOja/ntMh6RFML8pEwSiV49ctgCivgk4XlTpRWI+TzSJHGy5ZR1XUWaZ0kuy6Ou7IcVTUmr13C2za4bBwhFBzon+DZGRIHorMuDgCkevvY+8w2kj19CClYsnYVKzeuxTTDiaTj6xmPx4UcYVRoS9ITmO9NLhAU9iEA8JXmJ0+GXgQ3bK2lMjbxhHjrogTvOX8xAD9/uoOHDo4vjShlPO+9NMrQ0BZIaSBE/uiGqIxyRcVlfHLRx7mq4gqiIkqr38YPu2/iC71f4Xm9b9izIB9qESr9V2hVi5DdoVAgm4c3a0h54b+Rt3LlwoWsufQc/tT+c3qcVgzPoOa5KuzegjVpjhu6qhK1djW6phr3hpfhvOo6tBBYjz5J5Ds3Qc6hoaaSC7aspTwWwfF8Htl1kIOtnSfERFa5EPhjhQI14FMwemLrBQ5Zd+4NDUe2Yy5TELTWKCfAdwKcMSmcKgjwsln8AiLFFE6CCAqLK6FAkGKmLySlFbkgixO4x6VM6J0tMQ6nTbaabazMHSTnBsQjJuesW8iCskRJHChR4gVMSSSYZ2idZkKBIFBQlMHdyGOOFwhGIoSgtqKM09evZOuqpZQNiAVH27t4dOcBDra04xW5GnpC8TwqfvkbhIbsmafhrl87tEkDmSmmGYzERUz+XSlx3vhqdDSCcbgR6+77J9xdB4TKRd5ogskFADWH0QSligfTR2tNznEIpiCyhCtVqaH/fjq9m22Z/ZjC4M11V4PSGL+6HaE1wRknoVcvn1qbJrmdJrq/pREaFpYfOQehDbrrUhOWOTQlvH2Dy4bKAFcJvr3L5uBYoWCOxQGtNa2HGzm4bTe+6xGJx1h36lZqFy3AEZIkEp9Qo8tNUXAdiRASa9DvxBbkBkqo56MYgWAiHwKAP+3toaXfpSJqcP3W2qLaePmGaq7bEu771fuPsb9jdAqbEBKZJ+1gENO0sKMRMCWmbY4qETuWmIxxVcUV/NOiT3Bl+eVERZQWr5Uf9P+YL6a/xTZvV+F3iq5Bpd+PDhYjZCpMPTAOjNrFVWFUwchrXLWwgfWXns+9HTfTnj2KDCTVz1cR6Zy5z8Rs4l94Ls473oi2LMzd+4h+9TuIvn7KYhHO37KWxbWVaA07j7TwzP7GKQmMs4XywXfzGRqmx3nh+Pr4GRoOtW8gBcHNZWctBUH7CpUN0L4m6/mj/vbAc3FzGdQseDEIr3CawaxEEGiNpz2yKkdwnPrtLkdyy9E4LzEPc6Z5FK2hvjLGWasbiJl2SRwoUeIFTkkkmEeEAsEkavWENajzHjQsc1jEd4QQ1FWWc8aQWBAhUIqjbWFkwaGWjnktFpT98U+YnV0EFeUkr71y1LbswKRguigmNzCE0N3auTEs72Xd8SfkkabC+2pQigLRBJOv5GvtzukAbbDiQUkoKB6lFLmcM2UjssDPEAxE7bjK46aOPwDwsuqX0CBrETv2IncfQJsGwSuunOhQ49s03iNzHAXvbdGCkIdQSrCk7TqUVqTXTT75siS8Y6PL+hFCwaF+OefiAICbczjw/E7aG8OV6JqGetaduoVoYngi7ANJZFjlRDGuJFwxCATWoFGhGVZLyRQoKSuKEAgm8iEAcHzFL54JUwZefUo9Mbv4/Pu3nr2Q05eW4Qaaz9x1lK706JVhKSMFowTC7QZ2WRRpmEhr8t8/JmNcXXkln1z0ca4ov4yIiNActPL9zM/5YuqbbPd253+v6HJU+r1ofzVC5JDx74K5Y/QuOvQpSHphqDNAVUMDmy69iAc6fkVTei9CC6p2VBJrmcQT4TgTbN1E7gPvRJclMI61EP3SNxEtbZiG5LQ1y9iyYhFCQHN3Hw/uOEAqOzcmtRMRGssVNjQc+bsNGhqqOYxqy4fve+Qy6RmlIAxGDygn9B7w/ABvYH+lFG4mgzfFBZnCDXYH8gvztAM1IBBMvy8fLGvoBt5xiR4Y5KcHIlxq7mG9GaYHrVlYxdYldRgzLCNbokSJ+UHpSZ4HaK3ROsXkAoETRhIUf2B8T0+aizyWYbFgFVtWLiERDcWCI22dPLpzP4dbO07IKsdEmEebiD8Q5m/3v+p6dCw2tM0HcrNgTjapgeEAwemn4J92EkIpIjfdHJapLIAONPnUi9Cz4MR6E0BY8cA9AYZaL0SUUuQct6gqAmPx3OTQ//99z0N0eD1UmxXcUHUheAHmr24Pz3HJeVBXM6Vja3/i9ijIWw4UhqMIaF6D6VTTHe0hmHiuO4Ql4R0bQqHAUYJv7bY5nJ19z4GR9HV2s++ZbWT6U0jDYPnGtSxdtxppjJ9QayAzUAEhM418ZiMaRciwTGBgCFJO/uBrIePISQSCyXwIAG7f2U13xqcuYXHVpuqptVUK/valS1leHaEn4/PpPx4lNybvWsrC0QQwYGhYHsWybIQoTqCIyzgvq7yKTzZ8nMvLLyUibI6pVr6X+RlfTn+bnd7ePGJBDJV5J9rbghA+MvZDhPXEuGN7CvrdsBICQNWiRWy+/KU82vU7DiafQyCo3FtB4mj8uE6cJkMtX0r2Q+9FLahD9vYR+8q3kHsPIIRgVUMd521aTcQySWUdHty+n5bu8Skic00hoUDjDvgUjDY0TLtp3OD4ChoaPe0UhJHRA4PHygxEFAWei5edneiB8OAaUcDDQaPQMxEItMZV7pyVNZyIR5p8VmT3UyszGFJy6ooFrKirmDUj2BIlSpx4SiLBCSYcIKUJvcUnwA9gKpO1aQoEIxFCUF9VwZkbVrF55RLiA2LB4dZ5JhZ4HpW//DVCa7KnnYy7cf3QJk1YzWBWToPIV5BgPELg3PhyVFUFsrML+ze3F9xVBwONzLPy7LseapLrq7Qz5+GefhDgFSFY/DkTBAG53OSVKfLhB7mhFbFOr5ffdofVC95QdyVRIsiHnkS0dqATcYKXXTKlY2sGolUmoHCqQQ4hnwJgUfO1ACTXTK3LsCMG7zhFsq4GnEDwzac1R/pmfzSrlOLY/sMc2bWPwA+IlSVYd9pWquonD8n3gR4t6R/rjDcBhmVjDFQy0DakXJ13mF+cQDCxDwFA2gm49blwte71ZyzAmobQErcNPnHFciqiBoe6cnzl/qZRgpYQxqRCgTAkdjxKZIQIWwwJI8E1lVfzjw2f4NLyS7CxaQya+W7mJ3wl/R12efvGPDsWKvtmlHsmQmhk7GaEfe+442og64flEn0F1YsWs+Wyy3iq54/s6n0UgPJDZZQfLJtXQoGurSH7wfeEHjY5h+g3fzBUFaemPMGFW9dSU57AV4qn9h1l19HWaYmPM2tkIUPDYMCnYHTf5Pg5cn72uPkUDDIyBSFf9N3YFATlDkcPDOL4iiBQeLksnuvM6t8gvPyVCgYFAl3cqGIcg9EDnjq+URxaa/Yc66O/rZmICPCMKOesbaCmbH5F7ZQoUWLmlESCE4zWLpMKBFqHaQbFHxTfn5lAMBIhBAuqKjhrwyo2r1hCPGrjB4NiwQGOtHWeULGg7O77MNs7CcrLSF5/9ahtWeQ0u+D8FBtNQDyG88YbQ6OqR57E2L4r725aD+gDBfr5wJ3MLEmPyxWdC1zPL9ql/8+NIAjIOe60h5W+MxxF8JOOO3C1x8bYCs4r2wqpHMbv7g7Pc+2lEJ/a5EwpJp0cFbqnhXwaIRy8/koqe08lTZZMXZEvFdOAaBSi0VAoOFWwpjrMJZ9toSCXybL/2R10tYRlAeuXLmLNKZuJxIoftGqgVwl6/OEQ9kIIaWIOhtxHBGk3v1FhsQLBZD4EAL/e1knKDVhaFeGiNZWTHrMQC8ptPnb5ckwpeOxwkp8+1T5qu5TRyaMELIEdjRKJxIp9Gw5RZiS4rvIaPrno41wSuwAbi6PBMb6T+TH/lf4ue7z9I8QCA517Dcq5OGxb9PeIyG3ku6F9FaYfZH2oWrSYLZdexra+B3m26x4AEk1xKveUzySie/ZJxMm97234p58cRp399BasP9wDWhO1Lc7duIrVDXUAHGjp4LHdh3BOQHnaQUPD0VddoUjmMTR0yR1HQ8OR+L6Hk0nje/nFWu0pVCZAj0kJUkqRyWTxsmmCYJavr++GRg9j2xLGLkxLINBa4yjnhEQPeL7imQMdHGnrQwg4rOu4aG090SmU4i1RosQLh5JIcMIp4i2fm6Ce1rjDDQgEczCfE0KwoLqCszasZtOKxcQiNn4QcKilY4RYcHxHYWZTM/H7HwIg+Ypr0fHhlTAPMStpBiMppsrBIGrd6qHSV5Gf3YroT+bdb6jKQZ7fOPCDvKGUo86jp7eCPVUct1TxYCy+75Nzpu96rQKXwAuN5HZkDvJ4agcCwVsWXItAYPzhfkQqjV5Qh7ro7Ckff7JUg9A7M98zoodSDSqOnIdA0LPImdCwEBglDmAOTzYjhuBdpwlWV0HOD4WCxhkKBVpruts62P/MdnLpDIZlsmrLBhatWj7hqnzB4wGZQNOHxClo8jrCqDAiyfn5jQqLFQgm8yEA6Ml43LYjLKn6pjMXYMiZvdM2LozzlxeEFQ9uea6Te/f1jmlTYuIDCAGWxI5GsazIhEaGhSgzynh57cv5h5q/5WL7PExMjgRNfCtzE19N/w97/QMD7zSBdq5F5a4J2xa5DxG9GfJMrjRh6kG/B+WLlrD1ssvYm3qaxzpuQ2lFrC1G1c7KfF89cZgmzptuxL38IgDsO+7B/tkt4PtIKdi8YhGnr12OISVd/Wke2LaPnmTmuDdT+WH6wdjHQpEeZ6Dra5+0Mz7S4Hig0biOg5NJo4qozKSVojeZwnVysy9sFEgzCAWCNHoaLkm+DsiqLL46/te2L+XyyK4WOvtz+FrwgLuKM5ZVETNL6QUlSrxYKYkE8x3Xh2JXD7QOFf857j+EECysruTsjavZtHy0WPDYzv0cbe8iOB5ige9T8ctfI5Qmd8pWnC2bhjaFaQazf3uH+dvF411zOcHiBkQ6g/2zW/M6yOlgQCoq8Lv5k5onKfRkfhazRK5kZDiE5/k4M/Rr8JxkWKdcB/yo/fcAXFZ5FisiDdDei7wnFMD8V10FefLqJ0LrgmbaQxQ2LDyMkC0o32BJx/UorUmvmOB3NwyIRsaJAyOJGIJ3nyZYVRUKBd94WtPUP717KfADGvceoGnvQZRSlFVWsP70kyivqZrW8QbxNXieIoUkqcUo3W6UUaEt8DSk8xgVFisQFONDAPDLZztwfM2GBTHOWl4+xb8oP5esq+KVJ4er1P/9YDO724YnnkKYSDFJxIohEJaBFRn0KJjeu7YiVsfLy1/GP5b/DRfZ52JicDho5JvpH/H19PfY7x8CQLuXoLKvQWuJtJ9Exm6i0Js40GFUQWThEra89FKOZHbyUNstBNon2hWhZlsVwp9HExsp8a69Euc1N6ClxHr8GaLf/hFkwwnm4tpKLti6hrJohJzn8/Cugxxu6zru7+HCPgU5lE6Pao9GkXLTBPrEpKmFKQiZgikIAMr3SaWSuJNG602PfGkGwxEEUxMIlNbkghzOCYge0Aqa2lM8sa+NnBeQxeb37mZqK8s4pfL4jDtKlChxYiiJBPMZrSY0vRtL4GuOp8AshGBhTSVnbVzNxuWLiNoWXhBwsLmdR3ftp7G9a0pl4KZK4k8PYLW2oxJx+l/+slHbMsg5iyydSjQBponz5tegTRNz117Mh8cbcOlB9/mAvCKCCtSkJRG1mlsDw6HzaF0SCgDX83Bn6NOgVIDvh5Ozu3qfoMltp0zGubHuUtAa49Y7EZ6PWrcKffKmSY6W5/hF/EaF7uUhw8LGdRh+gqZIGj+S54kaFAdiUTAnDzmNmMNCQdaH/35q6kJBJpVm3zPb6G0PV9cXrljKqpM2YtmzU/LOUWGqlougD0moAwjMQaNCUxCI0KhwLMULBJP7EAC09rv8cXcPAG86c+GsmoK98cwFnL2iHF9p/uOuo7Qnhwf8QkZhsom/JTEsE8MwsE0LOR3vFwEiGqXCquSG2NX8Q/nfcIF9NiYGB4Oj/Hf6B3w99T0O+IfR3lmo7FvQ2kRYO5Dx7wDZgod2AjAWLmXDJZfS4hzivtaf42sXu8+m5tkqpDu/hj/+S87Cedeb0baNsfcAsf/6NqKnF4DyWJQLtq5hUU0FWmu2H27muYNNx0eMH8GQUDDmtBpvnKEhaDJuBuc4GxqOJF8KgtYaL5cjm0uTcecmfUMUTDPIoqe0zBBGZmRVluA4lpqE8Lf2HM3OI93sbOpGaY22E9ya20JWRHnT0vyRkSVKlHjxML96yRKjyTmT1y4bIPDUcRUIRiKFoKGmirM3rWHDsgGxwA840NzOozv309jePetigdncQuJPocFb/w3XohPDIbIeAmcOHXYnqimfD71oIe51Ydk6+ze3I9o7xu8zmAg9QTTBRBNzTYDSx0fVV3/mFQ8c18Wbhdxg302ilabPT/Grgdzp19RdRpkRR+xvwnj8OQCCV78sDPGeIpNVJfMpdLulEDI89+KWlwOQXTX6+RWYGLE4RjwemvgJWfS/hGXwvtMNVlaGQsE3nta0psSk35MIuprbOPDsDtycgxWxWXfKFhavWIYpjSm1YcLzCEkQiHDSKwxSwsK3Y5gygmFZSNsi4xkIaWCM+GcZ5VhGAkOak/6L2lGiVhRTmhP++/nTHQQazlhWzilLKifcV07xHpFC8MGLl7CqJkp/LuDTfzxK1g3vCCEERjFpB7bEGIiGsC0LQ04jN1mAiIZVLyplBa+MXcM/lP8N59tnYWBwIDjC19Pf579T3+dgrgyVeRdaRxHmIWTimyAKT1aUBmvhMlZf+FI63Wbubr4JhxxW2qLmmWqM7OyY2s4Wwab15D7wLlRFObKljeiXv4k81gKAaRicvnY5m5Y3IICmzl4e3HmAdO44T8J1KBSMLRs6bGg4+sXj+jly3onxKQjbNZyCEHguTjqN57s4A0aGs39CDXnSDBSZKUX8Ka3IBlmcwD2upptaQeBBOuPz1ME2jvWkAFhUU8UvUhtwMXnNkhTVdin1sESJFztC/5ktCfb391NZWUlfXx8VFRUnujk0Nh7kaOOe8RscN/xXBMpXzLbfzkxQWtPW3ceRtk5yA5NJ2zRZvrCWRbVVM6+hGwTUfPXbWC2t5LZuou/Nrxs+N9AvjBlFEUStcLIwEQkU0an03EoR/eYPMPYeIFi6mNyH3jsqfFwIMCIinAva5J0UWtFwklIIIUwMefzuadsyJ82nfjGhtcZ1vVkx6dRak0keQyvFt1t/zX39T7Misoh/Xf5epAbz099B7j9McM6pBG97zZSPrwacyScigyCbRycWxj0Y5m14XdVsfeqL9GmXpouTo/wIjFgFipmZVWV9zZeeyHCoT5GwBB8+O8bS8vyTNs912b9nNz1docN/TV09azZsnNP7L2JJLEMiTRPLjmIYUBEzyHkad4zXg5BxjMlC9AeQ0iAajU4aFbC/I8W7f/EMAN9+7WmsrS+bcP9ABSS9/im74HemPD7224P0Zn3OWFbGxy5fPuR7EATpyY1RnQA/66D88F3vB4ogmIaRp9LobG6UN0uP6uNu5wEed58mGHirrzNXc318C8vKb0PIFFrVotLvAj1xJYv+Y0c4+sCfiBuVXLbsTcQoI7ACek7uwy+bRx0oIHp6iX7rh8jWdnTExvmL1xNsGq7a09mf4ul9jbi+j2lITluzjIXVx388Iw2Q1nhXCkkcIUZH9hjCIGbFp52aMptorUnlvNmfe2sQboqxOZ+KLJoixRyt8fBxlXfcxQEVhP/bncqxo6kTL1CYhmTLklp+2tHA4z1RVsc9/nljNzO0Rhli8/lXUrd46ewcbAbMt7lBiRLzgRP/tv4zpz3lsaNT05Ud0RsECorMk1OBnlcCAYQrVItqqzh74xrWL2sgYpm4vs/+Y208tusAxzq6Z2SAl7j3QayWVlQ8RvKGa0dtm2maQX+uhZaeJ+nJHJtwv6KrHAwiJc4bXo2OxzCamrHuuGfU5qGUA01BB27fddETXDet/XGrOHPJn1PFA601juPOWhUPz0uhleJA7hj394cTwb9YcA1SSMTTO5H7D6Mtk+DlV0yvvUUYneZPNVBI4xEAKo5eCMCuKn+UQCDN2RGHYqbgb86Ms7JSkvY0//l4lmPJ8de3r7eH5558gp6uToSQrFq3ng1bts65QOX6CmFITDsCApRl0OpoesasQE5FIEAIIpFIUWkD33nsMACXrqufVCDI9rv0Hk1jZiNTjiioK7P4+BXLsA3BU40pbnqibWiblPHJo1hsiRGxhrITTENimfbUDQ2lCCMKRsw+qmUlN8au4+PlH+Rc+wwkkn3+Qf6z/3f8uHMxXlCBkF3IxNdBtkx4+IolK1h2/ktJB33cefT7pOjF8Axqnq3C6p1fYqeuriL7wXcTrFuNcFwi37kJ89Enh7bXVZRx4UlrqS6L4weKJ/YeYU9T23FPA1PBgKHhmNMqMuMMDQMdkHbTJ8TQcCw5N5iT+bcInDwCQa5ogWCwrKEbHD+BYDByIPDC8eThjj6ePdKOFyjKoxZnrW6gSVXyeE8UiebtK/pnTSAoUaLE/KYkEpxAfv7EUV7zw/38+8Oav/mj5t4jerjcYREdhAo0QR7jrPmClILFtdWcs2kt65YOiAWez75BsaCzB1Vs1YYBjNY2EvfcB0Dy5S9DlQ8Pnl0E7gzSDDp772Jp3ZdZuejn1FV9kabOOwru6yOmbJKtqypwXnMDANZd9yMPHh69fTB80ye/waHSk3oTjB2YzTWO686p78R8YNCHYTb/Tt9JorTih+23odGcX34K62MrwPcxbw7vO3XZBTBNI77JxuEe+bUoIfcgRDeBa7K061qU1qgVowe4tj21MowTEbcEHzozzooKScrT/OcTWZoHhAKtNY2HD7Hj2WdwXYdYLM7JZ5zBoiVLZzU3vxBaCHxpIYRA2BJPabKuIqegT4Gv9dQEAiASiRRVeeG55j4eO9KDIQXvOHvFhPs2PtvBn776PI/9eC/3f30nvTvdKQsF6+rjfOCiJQD8dnsXd+0JfRCEEBhi8rQDYRkY5rAXQ1i1wUZOddXYkOOEAoAaWcVrYtfz8fK/5mzrNCSCJ50m/rXVo8uLImQSmfgGGIcmPHzlshUsP/8ScirDnUe+Ty8dyEBSs62KSOfseFrMGrEYufe8Fe/MU8MSiT//NdZtfxzqG2K2xXmbVrFyYRhBse9YO4/vOYx7nMskTsfQ0FcnzvDODxTeXPRZSo1LMwgFgiL6ZK1xlXtcyxqOFAe0Cq/LtsZODrb3AbCoKsHpqxqQpskPjoYr61cuyLAiPs9WpUqUKDFnlESCE0RLX5ZP3LJtqGPVwHef13T1OWEkwSTMd4FgJFIKltRVc86mNaxbuhDbMnE8n31NrTy2az/NxYoFQUDlL3+DCBS5TRvInXLS0CYFZGYQxtifa2H10rsQImyHEJoVi+6aMKJgytEEQHDqVryzTkNoTeTHvwwFoQGGqhwMRhTk+743cRlCrd0x5lFzj/MiNjJUSpHLObNa+tHzMqjA58H+5ziQayIqbF5fH0YMyHseQ7R3oSvKCK66aHptLqKqQSHDQiFDw0JxeCNSRdgmXSqrhw8mpcScRZEABoSCs+Isr5AkXc0XnshytDvDjmefofFwOOmrb2jg5DPPIlE2O+7+kyLAtCL4CnwpUEKQdoevQ6ChX8dwKc6kEMCyTExj8hQNrTXffuQwANdubmBJVeHr3deSZtttR4bfFxp23t44rYiC81dX8trT6gH41kPNbG9JAyCkPS50fBymREYshDF8X0khsEwLY6qGhoZERCJ5y23WympeF7+Bj5f/NWdZp5JSks+3CQ46EiGyiPi3wNw14eErl61k+UsuxtMudx3+IZ20IJSgakcl0dbo1No615gm7htfjXvlSwGw77qPyE03w0B5PyklW1cu5tQ1S5FS0NGX4oHt++lNHd8yiXrQp6BIQ8Osl8Xxj7+hoUaT9eYgkkEPVjMY+ZFTlEAwGD3g5TE6nAvGigMAqZzLEwdb6UxmEQI2Lq5h05JaDCn4TUsZna5BjRXwqsXp49LGEiVKzA9KIsEJ4lBnepzyrjS09b24BIKRSClZUlfDOZvWsHbJQmwzFAv2NrXy2K4DNHf1TJhPG3/gEaymZlQ0SvKV140Kg82I6acZaK1pz24fEggGEVKRdQqHsE6pysEI3Fddi6qpQnb3Yt9y24h2jAggKOALqDWoSVz19XGOJnixVjxQSpFz3CnneE+G7yTJBDl+3vlHAF5RezHVZgWksxi/DdNQgusuC6sGTAPtT9xeTaHShz0IGU6wlrS8EoA9NaPvNduOTcdDcVISluBvz4yzrFxS6fdw4Lkn6e/rRRoG6zZtZt3GzRhTLAE5E6RlI0wDDElWBfTnglErfEJGkTJKWmn6VMBkwctSGlhWcb/nI4e72dHaT8SUvPXM5UOfa61JdmQ5+nQHz/32EPd+fRsP/U+eCbGGvfe0oLunbmb42tPqOX9VBYGGz93dSEu/M9D+ItMOxlSYEEJgWRaGnGI4vykR0WheoQCgVtbw+vgr+FjZB9hinso3OqLsyEqkCBCx79Fj3D3h4SuXr2LZeRcREHDPoZtoEUcRCKr2VBBvnF0RbMYIgfeyy3Be/0q0lJhPP0/0G9+HzHBlh6V11VywZQ3xiE3W9Xh450GOtncf33ZqUAUNDZPjDQ2D429oOFdmhcLPjQrf0rioCSpvwEAKm3KOW/TAkDjgjxaRW3vTPHmwjazrE7EMzli1kMXVYYRmU9bg9tY4AG9dniRqvLj6+BIlSkxMSSQ4QayqS4zL6xJoFsYmfgm/UAWCkRhSsrS+hnM2h2KBZRo4nsfexlYe33WAlq7ecRMzo72Dsrv+BEDy+qtRFcMrig6icL33STjmH+OW5PdZW/n8uG1aSXJm4QGjYoI68xMRjeK86Ua0EFhPPIPx7Pbhcw4OsDSMU5EG8F0PNUFuvNLOcY8meLFVPAgGIghme0AZ+A6B73Br9730BSkarFqurj4PAOO39yDSWdSiBaiXnDGt42sYV55sLIWqc0jjUYTQuC11VDhr6NEBsaUjyuIhMO25W2mNmZrX1R3jcnsfEeHTo+Ms2XQG9Qsb5uyc+RCWFRqESgGmJJnTZEd4b4QCwfB7wdPQGyhyhZ65KfgQBErz7UcPA/DKrYugM8f+B5t54md7+eN/PssD39rB9tuPcGxbF5mewiuxrbt6eOR/9vD8D4/R8mQfbqq4VUohBH910RLW1sVIOQGfvvMoaSdACIkU8cm+jLQtpDleELBMA8uwp/a2HBQKJqDOqOUN8Vfyd4kP8EzfmTyRNpEC6hJ38ARfpjloLfjdqhWrWXbuRWihuf/gTzki9gFQcbCcsoOJ42oaVwz+OWeQe89b0ZEIxoHDxL7yLUR3z9D2iniMC7euZWFVOUprnj90LCyTeJzTwZQHgTd26q8HKh+Mvmc95ZF108elv9JovLkoAaUCGFHmUeOhmDiSw9cBWZXFPw4lqbQa+E0GxYGBH0Ypzd6WbnYe60JpTU0iylmrG6iIhWKm0vC9IxUECM6oynF61YkrZVmiRIkTQ0kkOEEsqozx6VedNEookAJas4WHUaFJ4TwbucyAQbHg3M1rWbN4AZZpkHM99jS28PiuA7R2D4gFSlHxy98g/ABnw1pyp58ydAwFZKeRZtAT9HBz+lc8mv4Jb65rpLKyHeXbaD18/Q91LON7uV9z2Dta8DjTSTkAUKtX4l0ehpNHbv4NorcfGJFyAKE3QQGCCaMJNPo4lUMciR8EuJNEObwQCIIgFAjm4Nie088xp4M7ex4F4C0LrsEUJrR3Ie8OPwte/bJRlS+mwshBYCHyC1s+wgjPX9l4CQB/NDxWVg4fzIpEEHO0mp/NZNj29FN0tjQBcEQ08DtnE1/ZBm3p4zfJEaaBadvhqrklyXoKL9C4rsZXapxAMIgGUkqTVAo15gco1ocg1+/yy3sPcbg7QwzBgvu7eeymvey9r5mOA/34uQDDktSuLGft+Ys46/XruOLDp3LStSuGV9wFrDhzAQ0bq5GGINWe48h9XTz9raPs+lULnbtSBN7E1zNiSj5+xTJq4ibH+ly+8KdGAqWRMoIQk6RLmAIjYpPvlWxMx9CwCKEAoN6o4w3xG1nifogd6VBUOrfiGLuNr/CD9M9oCdryfq9q5WqWnnshCMGjB29hn9gBQFljgoq95fNOKFAb1pL94LtRlRXItg6iX/om8uhwSpxlGpy5fgUbly4EoLGjh4d3HiRTZKWkWWtnkN+nQJFF6dEr7MfL0ND1xhsszpgxaQaTCQRKa3JBDuc4RA+MFAfUmH7B8XyeOdxGU3dY3nBlXQWnrKjHNoff7/d1xtiXtolKxZuXFS4zOhNkXxL3mWfxWguLeSVKlDhxlEognmCe2rWHx3fs4Xf7YWevgS01Hz3JYXP16IGcVhrf0/Nu0DKbBIHiWFcPjW1deAMr5bGIzfreHtb/9jawbbr+7v2oysqh7ySFxJvCoDOjstzv3M/jzuNcZ5VxycI2hNDk+paSTr+ZjJUjkXucmmUPk85U88muHCY2b618PZsi6/Mes5pgempbEBD98rcwGo8RrF9D7r1/AVJiRMSweGQzzsRrEDsWQ5qFJm0SQ1YeF4O3sURsC9OcWXm8E4XvBzhFVhaZKoHvkUk28x/HfsD2zEFOT2zk75a8EQDzaz9BPrkdtWkt/gffPu1z+K6e0I9AAb0Y414jQj6DYd2En7HZ9ODXkFh8tq6fa7eEoo9AEKuoxhjIqfeCAGeWIpo62lo5sHcPKggwTYu1GzdhVdTwhcezNKcUVRHBR86OsyAxx5q2FFiRWPi82QaegpQzfDFNM0ZFbOIqAxAq72VSYguBZZnYeaIvtNIk27P0NKWG/iX7HL5b4dAvNRdlTc5xLKLlFtXLyqheGv4rXxhH5nkfZPtdMj054tVRYhVhyL+X9WnZ1cOxbZ30NA3nEhu2oGZ9GfWbyyhfWrgU48HOLJ+87RCOr3nZ5hredd4itA4Igr6JL4DSqLSL7+RPe9Ja4/keaiqrx65CFzhenjOQMv+XyvgDADycMri5x+ZkawtXRi6hwVgw7hs9h/bT9Gi4/9Y1V7JZnYpAkKt16N3cN++WU0RvP5Fv/xCjuRVtWzhveR3B1o2j9unoS/L0/kY8P8AyDU5bs4wFVcfJ02OwnQKkLfJETZoIxpZDFEStKJacGwPJZM6b9cgw4WUhCPsLjY8iTaFBmq99HOXO+RhOq3CxQRXwNupJh+UNXV9hSsHmpbXUlY+OEurzJB/bUUsmkLxxaZKrF86+x0X0qecp+82dCK1BShZ96l+ouvHGWT9Pscy3uUGJEvOBkkhwgjl6eB+Ne57D9TVf2hHhuW6DiNR89GSHTVXhIOrPQSAYiR8omju7OdrePVRyrry/n9XxCFVnnDI0qM0hijYr9LXPY87jPOA8gCLLexNlrK7uACB57Bw8+3qM6ECYbDKgrO5fMewsf+hayx8yzUgkr694FadHTxl37DiK2DR/HNHeQezzX0d4Hs4rrsG/+CVIAwxrYFRlAFb+Qbw0JHa8cAiwlAmkmF5e+0yJRiMYRayezic835/TlAkn283DnY/z5ZafYQmTz6z4AAvtGsS+I1j//s3QTf8fP4BeMr3weq3Bdya+D3MI0nlmPIb1dYQ8QLDjNDYf+xue1D57tvZzal14PNuKECkbFudmQyQIgoCD+/bQMbCKVFFZxbpNm4kMrBz3O4ovPJGlJaWojgo+fHacBfE5uqcEmJFoGClhGQRA0lFDq31CRJAyRtQ2iJjFtSFqGNTF4hhS4jsBPcdS9Dal6WlK0Xsshe+OniQ/FfG5J+ZRaRh88SXraFhRQaxydp7fdHeOxuc7OLatC6d/OETJrjCp31xG3aYyYjXjJ2ePHe7ns3c3AvDu8xZx9eYalMqh1CSTBlfhpdPoAia8Wmt83yeYyurxlIQCENZjiOgtCKF5LmPwoy6bAMEp1laujFzMQqN+1P49B/fR9NiDAGxc+1JOUmchtcCpdOnd2oc251kHnMsR+cHPMXfvQwuB+6rr8C84Z9QuWcflyX1H6UuHq/frly5g3eIFx108ljYYY5QCgUSQQIwxtrSMCFFzdtOa/ECRcWfZGDDwEV4ovoW+CynyDdKUVjjKmXVvm7FoDdovLA5orWnsSnKgrRcNlEUsti6rIx4Znx70jUMVPNwdY0XM4/9u6saY5dtF9iWp+cI3GGUDJSVr77kbq+H4ppcNMt/mBiVKzAdKIsEJ5uj+XTTuD3PS3QC+uD3C8z2hUPD3JztsqAj+rASCkfieT/ftd7N/4ULcSDhYjkdsVjbUU1NVTlKak14WpTU7vO3clbuHXtXLIlPzV5U2ZfE+dGDQffBGjPrTECN6wYgpyTbfRfWaO3Aza/hpqo5nnG0A3FB2DRfGzxt1DgOomnJBxGHMhx4n8svfok2T7N/9JXrxQszIiKDcCAVNw6xoFMPKv2ovMDCMyrzb5hohBNGIXVSY9XzA9Ty8OSwdpgKfvv6j/P2hr9Dh93JDzUW8pu5y0Brz/30DebCR4PwzCd78ymmfI1CaySqL9SHxx0beiFZM+3NoBYvv/RQV/nI+JTJcf34W2xiIIkhUYNjDE9aZigTpVJK9O3aQzYaTzWUrV7F0xcpxk5d+R/GFx7O0pEOh4CNnx6mfA6HAiESQpgmWgRJhBMHg/HZQIIAwqr8sauZdzR9Ea42XCvA7fDItWdLH0qTas+Pe4aYtqRqIEIg2xPjg/bvpzfn83SVruX7Loim1XwiIWQYZd+L3kBu4tB7upH1Hkq49KQJ3uFFliyLUbS6nbkMCMzY8cbvluQ5+/GQ7UsAnr1rBKUvKCIK+icPDtUZlPfzMxOZtvh/gqykIc06AdqeQG21uQ8Z+ghABzU45X+7wcXT4bj3NOokrIxdTb9QN7d59YC/HHn8IgLVrL+RUfS6GkjgJj76Te1H2POuIgwD7l7/FevQpANyXXoB33ZUw4r0bKMWOIy1DRoYLqso5dc2yUaHlxwNpgmGOfW4EkjhCjJ6omsIiasemlpoyAemcRzCbQ12tEW4KtCosEGiNh48bzG0K3mTiAIQiya7mLjr6w+dxYWWcjYtr8gr52/ttPruvGoHm/2zsZnVilvtF16P8ltuJ7tgzbtPyH/yAxDlnz+75imS+zQ1KlJgPlESCE8xIkQBCoeAL2yNsHxAKPrIpy7ryF3cd+kLEHnqMit/djhOP89xb3kBjKoM/MHKPRiMsaFhAZVVFwVWRw/5h7sj+keagGYALI3FeUdOPYbp4mWp6Gt+Gvahh3Pw7aklSR3LUrP2/CCPAc/6a3yR38GA2zNm+PH4xVyUuG3XeCgKm6N89jNZEvnMT5s49BIsbyP3t+zAS1nCIpgmMG1yFSENixWIFr4GUZcjJypfNEVIKokUatp1IHNfF9+c2H9bJ9vHz5l9zS9efqDUr+Y+Vf01U2sjHnsP8xs/RERvvX/4OKqcfDjxZqkFAmGowFmncijQfJHd0Iafs/g/6tOKfa/t5z0nhNbFMi0hZ1ajfcboigdaa1uZjHN6/H60Vth1h3ebNVFZVF/xO34BQ0JpW1AwIBXWzKBQIywp9CAwJpiTlBAxWSRspEAxiGoJEZFiY04Em1+mQacmSacmRacnhp8cPrGOVdpg6sKSM6mVllNfHEAMP+Q+eOML3Hz/K0soY33vD6ZjG1P6+qCUpj5h0ZdxJjSs95ZH2UvhuQPeBDJ07k/QeHhYxhITqNXHqNpdTtSqOkPBf9x/jvv19xG3Jp69fzZJKgyDon/hEgcZP5lD+xMpVECj8wCve5d7x0FOJ+DH2I+PfRwgXx1/AL7oW8JR7EAgFsNOtk7gicjH1Ri0wWihYue48zuACTF/iRn26T+6F2Dzrj7XGuus+7N/fBYB/ylacN70arNE9UmNHD9sOHUNpTTxic+a65VQkjm8lByHDdJexPYIkhhgT9SYxiNtjUxKmTqAUaWd2J7rCy0DgDQgEaRhTWynQAY6aW9+BYsQBgLTjse1oBxnXRwhY11DNkuqyvP2yq+Afd9bS5phcUZ/hLctn14vAOnCE8t/cgdGTJ2WpFElQosS8oyQSnGDGigQwIBRsi7C91yAqNR/+MxQKjK5uar/03wjPo/8V15I99yz8IKCpo5vG9u4hx+ZoNMLCRQuoqBwWCzqCDv6YvYs9/t5wHyzeW7mQVRXhf6fbN5JOvYFIff6Qxqgl0a6B030zlSsfwc+dguYt3JW5lzvSYYm6c6Nn8ary65ADA5gImrJpF2EEkinin/0vRCqN+9ILCF559XDKgSD0JigYTRAJ3djzIISFIY9vHupIDEMSjZyYlIdicBx3KKVlrtBac6RrBx899CU87fOBRa/l3PKt4HlYn/gioqsX//rLUNdcOu1zKA3BJKkGWQSZcakGDob9KYTIEX3oDaxIX8XPcOhbn+aCReHxYtFyzNjoycR0RALP8ziwZzfdnWGaT3VtLWs3bMKyJxexenOKLzyeoS2jqY0KPnJOnNrYzIUCYRqYkWjoQ2AZZD1FbuDvyicQACgngG4Pt90h05Ij25YbV3ZSSIgvjFG2JDH0L1ZuU24YWGOe496sy5t+9CQZL+Cfr9zIS9eNDoMvhqq4hW1Icl5Af27yCdGgUDAYAu2mfbp2p+jYkSLTMTypN6OS2o1lVG1M8LmnW9jTnqWh3OYzL19FwvLGmdCNRTs+fjo9oXgFYXUUL5hCzvhUhQLZhIx/FyHT6KCOY6mX8/vM0+wc6CMkgjOsU7g8chF1Rg3d+/dw7ImHAVi2/hzOFBdiuwaeFdC2tRezYu5d6aeK8dSzRH56KyIICFYtJ/fON0NiTK55OstT+46QcTykEJy8aglL6wsLdHOBkCCtfD4FNoLRgrdAErdjyMkMMycg6/h4s1nhYSDNQKMGIghGHFtrXO3hqbmLSitWHABo78uwq7mLQGkipsHWZXVUxgv3x79qTvCbljKqrYDPbOkiNkslD0UmS+KOe4k9HY51g8pynE3riD32TMmToESJeUxJJDjB5BMJ0Jp0TvPFXVF29ZtEDc1HNmZZ++ciFChF9Xd+iH3wMO7qlfS8661D4ZMB0BNAe0cnne1dqEGxIBalYmE5T9hP8LT3NAqNRHB+dCvXlrUSjR0BoHvfVaj4pVgT/PRRS2IISef2HhrO+H9oLQjcTwC1PJx5nFtT/4tGc3JkC2+suBFTmAhCA8OZrJkb23cR/e6P0UKQ+8u3IU9aO3w8CwolBgopsOPxgiv2hqyY3JV8DrFME9uedpzFnKC1xnFdggI507OJm0vyuYP/zROpnWyKreQflr4dIQTy9/dj3vwHdFUF3r/8LRQxWS5EEGgmi9ruxRiXFCPkoxjWzbh9ETY/+jUMYfImknzgPJcKG0xpES0rRxij75+pigT9fb3s3bkD13EQQrBizVoWLVk6pSiT3pzi849naM9o6mKhR8GMhIJBo0JDgi1xfUgP+AQIYSNlHK01QdLHaXNw23I47Q5+z/gLLSOSeEOUxOI4VSsqSCxOYFj52xaXkoQcjuj42oMH+eVzx1hXX8Y3XnMqcoqRN4YU1CaG752ejIsXTP7bjBUKBkl3OHTuTNG5K4WXHr5jgmqD75tZur2ALYvifPLKFUjRz4QKgB4wMcxN7iUwVUNDnfNgKtVUZAcy/h2E7EGrClTmXRx1A+507mWXH5Y/lAjOtE7l8uhFcKCN5icfAWDJxjM4U15CNGsSGIqmTb0Y1T5F2lMcN+T+g0T/5yeIbA5VXxuWTKyrHbWP6/s8s7+Rjr7Q2X7Fgho2r1h0fD1kRBhRMF4oMAZ8Cka3JWJGsY2pi81aa5K5WQz3H0gz0NpHk0aPeKPOdfTAVMQBpTUH2npp7AojAaoSEbYurZswxaQ5Z/CPO2sJtOADq3s5u3oWSh5qjb1jL+W33YVMZdACcmefRvqKi9ARG9mXZPXitdSffsYJiyAYZL7NDUqUmA+URIITzDiRQIcmhVqBE8AX90TZ3W8SMzQf3ZRlddmLXyiIPfoEFb++DW1ZdH3oLwlqa4a29QtjqDKg7/t0tnfR2dGJGqi11GP3sKt6F5XlFVxbtpHFsdswrH4CN0b7zrcQWboWIzLxLT8oEqTbTAzr25Qt2k7gXYBWYb74s7lt/LT/VwQErLPW8BeVbyAqIyRQRGdoHmH/4tdYjzyJqqrA/eQHkYPhoJNEE5i2jRnJP8kUwsaQk7uyzyXzqeKB1pqc4w4JTHN9ridaH+TfG7+LRPJvK/6SZZGF0J/C+vgXEFkH/62vRp13+ozOM1mqgQ/0jUs10BjWFxHyGP6zZ7Gl/a94Fp//rEjxsdMGq4skMOOJcccrViTQWnPs6BGOHjoEaKKxGOs3b6GsfHrv3p4BoaBjQCj4yNlxaqYjFAgwIzGEISFi4A9UMlC+xu+WeB2EwkB7DpUdf2HNCpNoQ5TyJXHii6JEamyElEQj0Qn9Coa+j6DcMOhKObzlpifxlOaz12/lrOVTX9Uti5jE7eHf1gsUPZniJkaFhAIIDXP7jmbp2JGiZ38a5Ws6pOLH5Q6egAsWJPjAFQ0IcxITw0Dh9WfQRUbseJ5PoItbidU5h6HckGIQfaFQYLShdQyVeQcEKzjiN3Gncy+7/f0ASCRnW6dyTuNS+p5+DoBFm87gTPMi4ikbJTVN6/rw61xiRsHX8glBtLYT/dYPkT296ESc3Lveglq5bNQ+Wmv2HWtn77F2AKoSMc5Yt4JYHhO7uSSfoWF49fMZGtpEzOiUfApyToCrZi/qQ7gZtHJGCQRaa1zt4s/ieUYyFXEAwPUDtjd20psJJ/nLa8tZvbBqQvFRa/j03mp2p2xOqXT4uzW9M76nZX+Sst/dRWR3+Ez59bUkX3EV/vIlo/bbfP6V1C1eOrOTzQLzbW5QosR8oCQSnGBGiQRa4/uakX5QTgD/uTvGnqRBzND8/aYsq17EQoHs6aX2i19Hui79119N9vxzh7ZlEWRHrDAorXjGfZYH0w+yqHcxa/vXYmoT0KxYeYBlSx9DSIXTt5jOA+8ksboMUYRX06BIoDW0P93Ikpd8Ca1sAu+fgDB8c697gO/3/QRXuywzl/CuqrdQKeNUziTlAMBxiX3ha8iOLvzTT0K963XDI9AJyiEKAVY8XtAo0JBVM87tnCnRiI1hHF+zrLEopXBcd0hUmmuyuSQf3v0pmt0Orqw6h7cuuBYA40e/xbjnUdTyRfgfe/8oo7GpUkyqQQZBdmyqgTiCaX8F5QuW3PNvVLCYfyVLfFWOq5crDGkSTVSEhn5jKEYkcB2Hfbt20tfbA0DdgoWsWb8BY4ZiUXc2FAo6s5r6eCgUVEendv0GjQp9X5Bu9+lr8nDafLyugHHhFhLsugj2wgiRBRHshVGMAWO/uG1gDSwnR+wIxhTM4ATwrfsO8sfd7Zy2pJIv3HDSlP07hIDahD1uAtCf88h5xb2LPOWRclMTegL4jqJ7X5rOnUmeaUlzS8IFAZc6FleuKKNmo0HFMnPIY2EsOuvhpYsvo+b7AYHyipJcpywUkEHGv4cwj6C1hcq8FYINABz2G7nD+RN7/dCzwEByZeNGFm4LXewXbj6VM+xLKO+LoIXm2Jp+0vUOcRMKBI6cEER/ksi3f4TR1Iy2TJw3v5bg5M3j9mvvTfLM/ka8IMA2DU5fu5y6yuMrKEsTpJnPpyCRx9DQJGrHixIKtNakcsXdQ0Xhe+CnBwSCUMTydYA7R9EDUxUHAPoyDtsaO3H9AEMKNi2pZUFF4QpIgzzQGeXbRyqxhebTWzqpj8xgHKM00aeeI3HHfUjHRRuSzEXnkrnoHMjz7i+JBCVKzF/mUbf2Z04egQAgYsDfbsyyvjwgGwg+tyvG4dSL9GfTmopbfot0XdyVy8meN+xy68OQQKC1Zq+3j/9OfoPfZn9Ht+yhue4Y1nqT+oXlbNz0IMuXP4KQis7WdTQdfDvxNYmiBIKRCAFmYg25nmUI6SKMh4e2rbfX8L6qtxMXcRr9Y3y15zt0BH0zqHEwQMTGedNr0FJiPr0N8cRzw9smWBzUGtQEobdaF186bK5wjtPqfSGUUgMRBMdPF/192x00ux2UG3FeXTvgOdDSjrz3cQCCV18zI4EAQuO8yXDyvOrlwP3sHFlMBYtJovgTHqfUhr+Rbdrj0gyKpaeri2effJy+3h6klKzduIl1mzbPWCAAqIlJPnx2nLqYoCOj+cLjGXpzk99XWmvcfk3/EUHrIy77f5Vk7w96OXZ7itQ2B689FAhkVBJdHqPyrGrqr2tgyVuWs+D6RVSdXUNsZWJIIADIeQFaayzDnJJAANDYk+GuPeFK7jvOHV/ZoRhsU+ZdISyLmEWvBFrSoswum3DiZUYkC7aWs/m1i7nx7St5RUM4iP6T7fH4/jT7fp3m+f/pp+nBLNmu8W9BETWRZvHpNKZpYJp2UZNBEY1McYYeR2XejfY2IIQ3IBg8A8BKcxnvTbyVDyTewTpjFQGK25ft5IlNodDVtvNZnvLuo7cuh9CCpfsrqWyOkfQg7TOnRnVTQVeUk/vAO/E3b0B4PpHv/xTzvofH7begqpwLt66lIh7F9QMe3X2I/c0dxXtDzALKh8AdL1Ep0qgx/ZavfdJOauLKGgM4npo9gUBrCLJDAoHSmlyQwwlmXyAI+3IIPEIT0iKOr7WmqSvJ04facP2ARMTizNUNRQkESV/w06bQt+iVi1MzEgiMjm4qv/czyn/7R6Tj4i1dRM9fvpXMpefnFQhKlCgxv3mRzjZfYGhNkEcgGCQ6IBSsKw/IDAgFR9Ivvp8u+uQzRPYdRJsm/TfeMDR50kB6YIbf7Lfwg/SP+HH6J7SrDmIiylXRK/lA+V9xSmIha1f/ivr6wyglObD/bHbtPYfm5FEO7jtIsj855cFPxXKP7j1XAiDlg4ycqS+3lvKB6ndRKSvoCDr5as+3OeJ3zvg6qBVL8a56KQDmT38LXeEAFc3AskJ+fNdDFQjpVdpBF5nrO1dowkoCJyJ4KVCKXM45rufuTHfwy44/AvDa2stJGGHqiPmLPyCUQp2yEb1+9YzOoYHJolw9xnpvA6QR8lkAqhovA+APeFTFNA1xkFIiLGvKIadKKQ4f2M+ubc/hex7xRBmnnHkWCxoWzWqVi9oBoaA2JmgvIBSoQJNt13TvUjTfH3Dw1oAjvw9oe8Sjd6+H2xvub1RK4uuiVF9Yy8Ibl7Dojcuou2Ih5SdXElkYRUyQeK40OIHGnIbnxs8eb0RrOHtlNQ11MXLTENBiVn5hQgoxKgVhMooRCgaJVFi8+dqlXLa+Ci3gtnKP7qjGS2tan3LYcVOSnT9N0vaMg5cZqiOJkbCZSjCTISWWZRcVASUiUaZmEGCjsm9DeacihELEfoawHhrauspczvvK/oL3J97GGmMlO1b18/imsIRg245neDR9J10NYWREw5Fy6hsTOD70eaFD/LwgEsF5xxvxzj8boTWRX/8e+5bbGFv+Ih61OX/LGpbWhakuuxtbeWrfUbw5rvgyEq1CoWBs96bJoXR61Htbo0i5aQI9gSiOxpvNNAMvg9YpND6+9smqLMEs96fTEQcg7Nt2Hutib2sPGlhQEeeMVQtJFJk68rOmclKBZFnM46qFxUf7jG5EQPy+R6n++vexDzehbYvUNZfS++43EiycuhFriRIl5gclaW8eEPh60oF+zIC/25DlC7tj7E8ZfHZXjL/flGVFYr6MSGaG7Ouj/H/vACB15aUEI8yWski6VB93Z+/hee95AAwMzomczUWRC4nJGKa5nVjkF0jp4GUraX363ZQtr6Guvp2uzm4ymSyHDhwhnoizcNECysoSRU1arLjGy52Gl67BSnQj5NNodc7Q9gVmPX9d/R6+1ft92oNOvtDzXf6u6k2ssWYWPudddhHGrr0Yhxsxf/BL/A+9MxRNfMK0gwIEnofMG9Kv0dpFiPwVHY4XSoWGgcez4kEQBOScicuwzQU/OvYLssphVWQxF1eGngNi1wHks7vRUuK/6uoZn0MXMZjMF0UgjCcQwifXGWOtcxEI+N1AFIEQYBsWcopRBLlslr07d5BKhqXxGpYsZeXqNQXux5lTG5N8+Kw4nx+oevC1R7O8a3kU2Qe5Tk2uh3HqiDAgVm8SW2RiLTDQ1QZGLIqUk6+45UUItLAIgqktlO1rS/L44R6EgNefvQwNJFWAozXlMn90wFgMKbAnKJUYtwxyniIoMnJmUCiYLPUAQAjBu1+yiNZ+lx2tGX5bF/D3m6twDzj0HfLItAdk2rM0PpClcqVJ7SabqlUWRjSKnyk+qkkKgW1aeL6Pmmj1WICIRtHZHBRtRmqgs69HqQQy8hAi9huUTKOdK8IDAmvMlby/7G3s9w9xx9p7eUL3cNbuavp27uLnGxu5bunrWd5US/2xBIYnaV2VJOWBLSFuFswOO34YBu6rr0fXVGP/7g6sBx5B9PbivPk1o4xSDSk5ZfUSqsvj7DjcTGtPP8kd+zlz3QrK48enzxgUCrDEqOAqjQekQI80NNRk3ExBQ0PP17O3wu+7KNVPoB0c5eT175gJWoMOpiYMDJJxPLY1dpJ2PASwtqGKpTXlRQuyu5MWD3TFEGjetjxZqNLyhJjHWim/9Q+YbWHVGnfdKpIvvwJVVTn1g5UoUWJeUfIkOMEc2rWDI3u2T77jAFkfPrc7xsGUQZmp+dimLMte6EKB1lR9/ydE9uzDXb6Unve9YyiKIKlz3OY8zGPOY/gDwfwnWSdxWfRSqo0qICBi30E0ch8Amfb1dOx5OxWbDaQd3tqe59HR1klXZ/fQikRiUCwoH59/OehJMEjymInb/yALT70ZrRYSeB9hbBBOWqX5Tu9NNPpNRITFBypex9bI2hldFtHZRezzX0M4Lv4rrkJddVG4YQJvAgA7FkPmCX0WSKSsnNUV3elyvCoe+H6A4x5/gWBn727+Ye9nAPg/y97FuthyUArzX76OPNpMcOk5BK95+YzPM5lhoQZ6MMaMPRWG9R8I2Yn3+EvY2vseduLzHjJ85BSfDTWCqJ3AiBWuoT7Wk6CzvY0De3YTBAGmabJmwyZq6+duBUlrjTsgBvS0KjpbFJXB+AmzEYVonSBWLyhbHCW2wELEDPwAUq4C7OkLBIBl2RimiSmhLGoW9WxprfnU/+5iR3M/l2yo5/2XrBm1XSIolxJ7kjSURMQgYU+sTDh+QF92auXYivEoGCSZ8/n4bw/RmnTZuCDGJ6+qAkfRs9eja5dLum14Ym/YUL3epmpZQKw6mPJ7yPN9gslKyykdehRMqWqJRth3I6N3hodwz0PnbmDsO15rzb7gEDu3/4k1u8Jtz6zv4+IFL+fqY+cgEPTUOBxcm0RJQECdqZiFSp2zgvHMNiI/+RXC9wlWLA1LJObp/3pTGZ7cd5Sc62FIwcmrl7Kktuq4tlVaYIyr5iORxMdV6rGkRcSKjYqCSeamUE5zIrRG51pxSeMGs1glgZmJAwAd/Rl2HgvLG9qmZOvSOqoSxQs6noJP7qqlJWfy0roMb1+RnFoDXJfEPQ8Re/gphNaoeIzUNZfinLxpSk6eJU+CEiXmLyWR4ARzaOcOjuwtXiQAyPjw+V0xDqYNyk3N32/Osiz+whUKok89S+XNv0abBl0ffB/Bgnp8HfCA+xR/cB4gM1CLe6W5kiujV7DEXAyAEClikZ9gWQcA6N5zBam+a6nY4OQNa/Vcj/a2Drq7eobFgrLEUGTBUHvGiAQ6gCN3G6y66hMYdpbAeydajTeBcpTDD/p+yl7vAAaSd1e8inOiW2d0bczHniLys1vRhoH/sfehly0GA7AKd8LSNLALTPCkTCDF8VvFnwjbtrDmME/R833cqdRSnyWUVnx0+//lQPYoF1ScyvsaXgWAfPBpzO/+Eh2L4P37hyE6vmrAVNCAn5v49e0gSI2Z7AixB8P+FoEjWfKnf6dSNvBpstxrunzuJT4JO4IRS0wYSTAoEgRBwOH9+2hraQagvKKS9Zu3EInO7uqj8jW5Lk2uE7Kdmlzn+JKPGk2n1PTENGduNKlZJDET4aq3EYmGwlnEQClIOgo9Q4HANE1Ma3g1NmpJYkWE+D/X2Mu//X43phR85fWnUlee/3mMCkmZlHkn04UMC/PRm3Vx/al181MRCpp6HT7xu4NkXMXFa8r4y/PLhtqc7Q7o2u3SvcvFTQ0fyy6D6lVQtQoi5cVPKPxAEQTuxK1SOowomKL3iLAeQUR/jRCawDsZL/t6FBaDvnEKgQoPz6Ht92BsPwTAkxt6qK3fwEeb34qhDXorXHZvSBIYoZbbYCliYn4Ms+TBw0S/+2NEJouqrQ5LJC4YL+a5ns/T+xvp7A/LJK5qqGXTskVFVe6YtbYaIK18hoZxhBgdTmcIg5gVRwiJHygy7tSEsUL4Tis5v2dWfQdmKg5orTnY3seRzjBiqzIeljeMFEg9KsSvWxLc0lxGpRnwmS1dJMziG2MdOEz5b+7E6OkDIHfyJlLXXIpOTP19WhIJSpSYv8wTjfvPmLQi1mdjOMX/FHETPrwpy6pEQNIXfHZnlGOZF+ZPKfuTlP/uDwCkLr8Ev76OZ7yd/FvqG9ySu5OMzlIv63hj4g28LfHWIYHAkEcoi30FyzqA8iIce+Q9OP61VG7KLxAAWLbFkmWL2bB5PbV1NQghSKfSHNx3iIP7DpFOpdEpH7c5R5AcHmQIAxKLTHoPXjTw3/fmPX5ERnhH1Zs5JbKVAMU3+3/JPZnHZ3R9/LNPJzhlMyIIMP/nF+B6ofv6BKMW5QcEXv5BklYn3sBwENf1CIosizZVPM87IQIBwN3t93Mge5SojPD6uivCDx0X45ZwpTK47qUQm5lAABRlwOjmyTEfNODMHlxKpWwgJzR343FyrcaSEinNSVMNcrkcbc3NPPfE40MCwdIVK9l66mmzIhD4GU3yqKLj6YCjd/oc+FXAsT8purYpMi2hQCAMiC0Q1GwWLL5YUnm15Nf1Lr+xXP67LUfO1gghkJYdCgS2gdaQdmcuEEjDwDBHR8I4niKYxERSac1PHm8E4KotCwsKBAA5regJAtw8v3Mhw8J8TBZtkA9LWiTsRFEeBUurInzk0mVIAfcdSPHb7dmhbbEag6UviXHSOypY/6oEtZtspAVuCtq2wZ7fwv47NV37dRhqPgmmIbEmMzSUIjQzHDGhVYSZWh7hM5FDkEWQRpJE0o+k17uAZPbNaG1gWM8j498jg0cWSQ6Ji8BHoIRgxUmXUXHSGQCcuaeazs49fHLZV8kKh6p+m007y9DJDOmuDo70Z8joEx+9BaBWryT7N+9B1VYju3qIfflbyIOHx+1nWybnbFzJ2sWhgHCotYtHdh0kdxzfqSoYMDQcc1soMuMMDQMdkHbTaB3gTKnSRX7CMrltZL3ZEwi0HjBp9AZ8ZKZxXNcPePZIx5BAsKymnNNWLpiyQNCaM/hdS9gHvXFZqmiBQGSylN16O1Xfvxmjp4+gspy+t7ya5Guum5ZAUKJEiflNKZLgBJJ8oIne2w4hCFfBehanSNcUP4nLBvDDQxFacpIyQ/PWVQ4Loi+gn1Nryn5/J/ahI/gL6tn1ynP5k/8kLUHo+B0TMc60z2SDtQFjaECsEfGHkRW/QYgAP9lAzxPvI7G4CrtyaoMDx3M51t1Ge3/38IqZJsxv1bCldhXl68K8Oqdf0vKoy5prP4GQCt/9EOhleY+rtOJ/U//L/dknALghcQk3xC+efph/Ok38c19F9CUJLjmP4HXXhW4iEyQQSkNixWJ5z2nI8nGlpU4UAohGIwVLN04H1/Xw/NlZSZoqKT/N+5/7GP1BijfWXcU1NecDIH97D+atd6Frq/D+7UOgZ379J0s1UEDvuFSDXgz7/yGEJvLHd7BSX8TthsO/BQ7v2+Jz3iIbIxJDWoWNL5oam9i5Y+fQfxuGwcatJ1FZXTOtv0OrMHUg26nJdoRRAn4e/ywzNpw6EK0TRKoYV3KvLR2WR+xzNEvKJB9+STnV5TGwwmXdjKtwA2tGAgFCYNv571nTEJRHC0/KHz7QxZfu2kfMMvivN5xKRay4+yAmJQkxHFVQFbOwp2DUl8z5ZKcxeXKVG06+ipjR3L6zi+880grAhy+p5uwV+cWiwNP07HPp3J4l1crQZElIqFgK1auhfNH433YkSmtczyPQisEFWYUY+N/wnw40ahrVTCxjLxXx7yGEixcspz/zTrTOXxawf/vT9G97GoDdmwO6Fxp8qvH9VAblaDQCgUJx3/JdLF+5gMQ8iSggmSL63ZswjjShTRPnja8mOO2kvLu2dvfz7MFG/EARsUxOX7uc2oqZi5zFIgRIW4zLsBNYCOKj+rhAa1RgY8rpR6j5yifn9aC9mZsQw4CeHwxkwMzg5+/POGxr6sTxwvKGGxfXsLBy6r+D1vDZfVXsSEbYWu7w0XW9k2cHaE1k+x7Kbrsbmc6gBWTPOZ3M5ReiI8VXLclHKZKgRIn5S0kkOEH4fQ6tn57ZKvOfG0o6tG3+Af2Lw5XQsrYzadj+ToygcO50MSTJ8oR5gINGGyMXqISGs7ZsxSgPBxyN98epWfcDKlc+igpORflvKXhMQyvuTd/DbzKhV8JlsbN5Y9nVyKnYe4/A2r8f+2vfB8D7wF+gt64PvQkm6N2taATDGj8JEcLCkOXTasdcIIUgGo3MileC47j4cxSdUAzfPnwTt7XfxWK7jn9f8X5MYUJvP9bH/zP0lnjf61Cnn8xMa2UqDYEz8as7N7BSOhJp/AFp/pF0cxmnbPsyhjB4OykOiYAvnh9QGYthxAubeuZyOe6/9/5xn59x7kuKjiBQnibbpcl1aLKdkOvS6LGajoBIJUTrBbG6UBSwEsXdH60pxeefyNDvaJZVmvz9JXWUJUwcX5H1ZigQMOxDUIi4LfOu7PmB4sM3P09LX47XnrmUG8+Y2sDYQFBuGEQMQV1iailDSmu60u60VkWnIhR8++EW/rCrm4gp+Jera1lVW1gEUVmXbEeGnsPQcxCcvuFtRhQqVkD5KrCqASEIEKAZFgW0xg+CiQ0N/QDtuFOenJnyKBXxbyNlBj9YQH/mPShdnXffvm1PkdwellB0T1lFY3WaTxx526hoh4CAB05tYmlFnLL5IhS4LpGbbsbctiv8z+uuwrv0grx9Sirn8NTeIySzDgLYtHwRqxpqj5+/jQhTD8b6dAoMBMOGhllX4SmNLS0i5tSeEa01TpDDVRnwOhAzHBoPigNKzaw0ptaa5p5UWL1AQ9w22bqsjrLo9CbnD3dF+cbhSiyh+fctXSyMTNwZyb4kZf97F5Hd+wHw62tJvuIq/OVLpnX+sZREghIl5i+l6gYnCL8zm/9zM0DLqfUoGujzBIEWSKDCUozz/JlvaI3RnwStyUQgHQGBwBYWURFFjJnceNF22rd+Da+sCbSgcs9rqDh6Fb4NvjGzGZeNzVrdwEHRNrqJAvykOyQShOUQr6Jy5aMI+RxwLZB/9TQQkuvKXkqZjPPj1O3cnX2clMrwropXhBPHKRJsWEtwyXkY9z6C+cNf4f3TB6E6EfoTFMB3XaQ53kxNaw+t/XEGUCcKpTWO4xKNTt8rQeuwakIwJcOy2eVo5hi3t98DwFvqrxn6nY1b70I4Lmr1MtRZJ8Es+CjqIlZHnXEh2QFCPgqAeeg0DGHQavvscxUnVWvKozbCmNh8r7W5Ne/nuWw2r0igdRgVMBghkO0MowbGTtqkGUYJROsEsTqI1grkBL4bE9FQJvnw2TG+8HiOxj6fz93fxd9dXAdyZikGEPoQTCQQQDhRMQ2JMWbp8949HbT05aiImlx70qIpnztA0xf41OUR/iZjsCRi2pn6u9KWNtgUJRS849wGWvocnmtO87l7evi3a2upjMnhvH49YqXfsnDKTKIbFQs2aNweSB/WZA5DkIOePeE/sxISqyC+QmPEh6+pEALLNPEDUdjQ0DQQ2FMWCny1nL7MB6iIfxPTaKcy8VX6M+8hUAvH7Vux9XTQmuSOZ7GfO8TZW84blw5hYOCnc3TGylCWpkLMAw8h28Z52xvQv7kd6/5HsP/3DkR3D+6rroUxFUnKohHO37KWbYeOcayrl51HW+hJZThl9RLMOapeMgoNytUwxtBQE6BJInUChYE38F50lYfyFVEjVpSHnhf4uCpHoF0I+mYkEMyWOABhecM9LT209qYBqC+PsWlJLeYEVU0mIu0LftIURsXcsCg9sUCgNNEnnyNx531Ix0UbksxF55K56JyplXIpUaLEC5bSk36CMOtiDOQZDKHRNJ7UQRCZ+gAi6cF/7IrRlDGoQvHxTVkaYvNkxWIMrvYIfvRtVu5s59BC+Ie/MNgYWccN0cuoNRaQEqNjjU1jJ7Hoz5Eyh58rp/mR9yDKV1B+bueU67gXQqd8xN5QGBj+EEgMD4DKl3h0bl9CqnUzZQ07kcb9qOAVBY/pILk8fg5lMs53+m/lMWc76b4sH6h8HRExtVUApcB/5VXI3fsRrR2YN92K/743ha4iBS6CVprA9TDzhAMqncMQ+UNoTwSBUjiuS8Se+upImD/qoqZRZ3620Frz7SM3oVCckdjESYmwsoVobEU+8BQAweuvGXODzeB8k8z1AsAfM1ERcjtCJvEyBiv7Xw4G/F6EisUptRopDKRVuEvIZrMcPHgw77bogFGmVhqnd7QoEOTRQ80EQxECsTqBXTlxePlUWVqT4O8vifPZ+7o52uPx+Xu7+KsLVxKfQWRsPh+CfGgg6waUjUg7cLyAm59qAuBVpy8pyuCw0LEDQ9Dt+1QYBuYUXoBTLYk4krFCgdaawbRqPTjx1xoFvOfiJfzrbYdp7Xf5zD09fOjyGuxCqVHxKEEyg0Zg1UBVjaDyVE2uBTKHNdkm8Pug71lN33MQWahJrBJEl4IcOKZpGAggUH5+HWBQKMhNTZ0L1EL60n9NRfxboVAQ/yr9mXfjq+Wj9hNChP4EWpPc+RyZ3dtRyy9AjhG6tzYuoCkBPUKBKSkXqgjHhzlGStxXXouqqcb+ze1YDz+O6O3DeetrYUyZWtOQnLpmKdVlcXYcbaalu49kJseZ65dTFjs+ZRKVByg9xtBQo0jh+FFg+Pn0VUBWZ4iasYL+HUprcn6WQKuw1KLuRwTOtNo2m+IAQNb12dbYQSoX+kCsWVjF8triyxvm4xfHyuj3DRZHfa5ZmC64n9HRTdlv7sA+Er6zvGWLSN5wNcHCummfOx+214vV/BgkBFTOTmRCiRIlZo8XptvdiwCzMkJ6k4saSCpWWnGwbO+0BAKAcgv+flOWpbGAXk/ymZ0xWrMnfAgyCqUVj7rPcdvjX2LlznZ8Cbdct4D3V7yF9yVez0KjnsyocHxFxL6DRPwHSJkj07mGw3d9EmvRUio2ZGdNIAAQZSarzWqGIkEHvAkOtzcPVUKQFpQtCaMJAITxGJAneXoAdyBH9tzoSfxN5RuwsdjuHuCzPT8gpQp/Ly8atGnhv+O1aMNAPrcL+fBTk66OBZ6LzjN51tpFT5TQfgLw/QCvgOFiIUKBwDmhAgHAIz1Psi25C0uYvGnB1UOfGz+/PSwPdeZW9LoVoXvaDFGaCb0IoIBhoRwwLNy3nAqjnkBqfuaEDTpjoYGQBqKAYaFSiueefQ7f98O65COekwWR9ST3WjTdE3DgVwGNdwZ0PqNINQ4IBAIiNVC1XtDwEsmqGwxWXW/ScJ5B1TpJpFrMqkAwaFS4pDbCRy+toywiaep1+foDR8m404w6EgLTtIoeoHuBxvWHf6Q/7GijJ+NRX2Zzxebxq9HFYhuhYaGnNd2+T2YKkTNCCMoihcUJrTWB1rhK4ypFVinSKiClAvqCgIyWOCJCT6DoDhR9gaI/UCSVIq0UWa1xtMayJR+4bCmJiORwl8ePHu0rXI7ONJBjREwhBbElgtrzJYtfKag6S2DXAxqcVuh+RNNyq6b7UUWuLRQsDMPANKzChoamgZhG7rTS1fRl/govWI6UGSoT/41l7Bm3nxCCipPPpHzTyWSDJE923DHUt2utcHBoyFWz9fkEFe0WPb6gX8uZpKjPKv7FLwmjCiwTc+ceol/9LqJvfEk8IQQrG2o5b9NqIpZJKufwwPYDtHT35Tnq3DBoaDhS61IavCCNZrQiGWhF1k8T5HlheoFLZmBbKBCkwc8f4TkRQ9UKPAiC2REIOpNZnjjYSirnYRmSU1csYEVdxYwEgr0piz91hpFUb1veT15LkyAgfu8jVH/9+9hHmtC2RfLay+h91xtnXSBo6HmUc/Z+isr/fQd8aSs8/cNZPX6JEiVmTsmT4ASR7OrkW3/1dmKyjDKripTXSzZIUrNyVd488mJxleDpboO0L4gYmjOqA2JTKG0zV/Sofg75TbhehvN3amwf+hZXYy1fOzTZ9xjIOwWk6bBwy5PEa0MTw85d62h7+hTsGoWMzP7fozyP9OED2JFqKsuWsabyTO62t6GEZsXyxSxetACAbLfBsQfirLzyU0Srmgj8a9DBZQWPW4YiMjAU3O818qXeH5PWORYb9Xy46s3UGJVFt1EaYFgCeef9mLfegY7YeJ/8ACyduPM2bQszMj6UX4rojMOv54JoxMYoIoRVKUXOcWenHvYMcAKHD2z7BzrcLl5RczE31oX3g9i2F+s/v482DLx//xDU1cxKqkHgayYrF9+LMdr2QLRj2v+BVhC9872slOexqyLHu/tdVpZrPnWujYxGC1Y12LljJ02NTZimRUXzaYAgMLMYfgxDjb63pMVQhEB0MHVgApPN2URYJqYdAdsAIci4Bkd7JV+9/yhpN2B5dZT3X7ic2BTdwCfzIcjbFgEVUZOMF/DXP3mGtBvwVy9dw8Xrx5ecK5aK6HjDQlsIKgxjhLnrMHpgdT/QYaSaArozLk6ghj/ToIpyHAjxAo+Ml5n0G3ta03zxzkaUhmtPKuPakwtELmnw+9PoSQQPPxmmIqQPa4LU8OdGHOIrIb5KYJaDH/hDE/Q8jQ9TD6aMQ0X8+9jmXrQ2SGbfiOufOv5P0ZqeJx4ic2A3MaN8qG8XUrBuzVX8f/beOzyO67z+/9w7ZXtBBwEC7J1iV+9dVrMsS7K6LbnXOP7GcZz8Eqc7TuLEseOuYqtazbK6rC6qSyyiSLF3ACT6Att3p9zfHwOCAFEIkmCRg/M8fEgCM3dnd6fc99zznjOzMBmAXZVZmibliPoVEdxjZrVGbm/Af9vdiEwWtyRG/gufRlVXDrptwbJYvqmBzpS3Ij15XDkz66pHnLpxqOhraFhwXKzemE8dCPZrWRQCfNKPoen91AMAChvIgJNHOAd2bijHIy1GLwFBsa2tm+1tXnpBNGAyt64c/zAKr5HAVvB3a0tpzBucUZbjcxOTA7bRG3cT+cOz6C2eYWNx2iRSl5+PGx/5HGWkMK0uTtz4jz3LKD0QGnxz9VFTFBwrtcEYxnAsYYwkOErYueYDHvqnvz5qr38sI1CeY9IFTZgRC9cSNCwdR2Lz6D+ohsPpVVfRFTF509gIwJxZU4lGwygFO18KESh7l5oT70CpCE7x/2Oozh0DRZS9E9Ymu5Ufdt1Nwk1RJmP8v/hNjNNHyNAL0H0C4broP7oDuWkb7qQ67O9+1pZYXAABAABJREFUHvYziTCDAeSAwlugyViv6dOxgpEkHjiuSyFfOCZW4u5vfJQHdj1GmR7j3yd+HZ80wXHQv/cTZFMrzoWnea0Gljpkw0IF2AU1rILEBrr3MauQ2mNIfSnJHVEWbfhvNDT+LZriyaTiysnwiakmMhAaVJ3T1NTEh6s/BGDWpAW0vzXwvhmogkidxF8hMKMcOUOzPhC6RDf9YOogBQVbJ2/7EULQ1J3npz1EwYRSP185rR7/CIkCXdfRh0l7GA6GLnj8/V384f1d1JUE+I+r5h101rwUgtLQ4MchEfil8Awtewp/z+l/4IniuIpE9tDYqpESBa9t7OLunsSDW0+NsWTi4Cazqmhhp0eW7KOUotgO2W2K7E5QfVL5jDKPMDDHu2AMcbEdNFFgEwnch89YhVKCTP5K8tYpA7bKNzfR/vIzA36ePH0a0VyIqzvORyJJByy2zshgxhwiOMPZyxxRiPYO/L+6C9nWgfL7yd96Pe60yYNu6yrF+oZmtu72CsuySIhF0+rwHcJCx4FCGpBz3H3uiRIIIfb5VDUh+6kKvKaZNCgLYY1cRTDa5ACAZTusbeqgo+c6qC0JM6265KDvF33xZHOQB5siRHSXf5vTTqTvwlGxSOjFNwi8tdxTvQUDpC8+h8K8WcMaIx8KYplNzN/+s4G/+PSTMOn0w/Ka+8OxUhuMYQzHEo66J8HPfvYz/uM//oPdu3czZ84cfvSjH3H66UPfJAqFAv/4j//IPffcQ3NzM+PHj+dv/uZvuPXWW4/gUR86SsbVeDfgfZ4ylTNmoh3khLQv8g680WaQsgVBTXFqhUXoCH7bOVVgk72dJsczAxQI5idKmPphOwhB7viFuD03YoVnsqaAcNUWyiZvQEiXQjLCzlfOwbZixOYUD9fzCgDXKpLcsK73/+u73+Hs4HW0yG62aC1s3LydeXNnYJoG0QkWHWuPp3L+79H9XQi5AuWeMOi4njpir79grV7JX5d8lh923U2z08G/Ju7gW/EbmGSMgD3vkZkLKbE/cxXGP/8Eua0B+cSruFcOrWYAcCxrEJJAoVQRIY5MP+lIoaDXyHCwYtNxHAqF4jFBELQU2vj97qcAuKHiIo8gAORry5FNrahQAOeys73rfBRCF9QIYrQGthoUEdJLUjG3LUJDIxu0eTbpAoIlVTro+qDXVzKZZN2H3nUxZeoUysvLad9XDiGg6kQNI3jkiYG+x6Ab/t6oQ9s1yNt7z5/amKcg+OlrO9nRmefnrzfw5dPq9ksUSE07aIIAoD1Z5OnVXpF83Ql1hzTh9xtDk2YuiuwIvQY0KfAbGvlDyJM3NIMgwf0SBadPj9PcXeD5tQnufrub8rDGxPKBn6cwDYTpoIrWIKPss60Q+CrAVyGIL1bkmjzCIL8brA7o7gBWSnzjBL56B3Ocoh8PamgIZYzotfpDJ5W7EVeFCJhvEg48ghAZcsXz6BuLo0fjDDAcAqb4Z9JYleLvg7/km7uupzQXY84HUXZOypKsLRAVxwZRoMrLyP3ZF72IxG078f/ytxSu/QTOkgUDtpVCMLt+HPFQkFVbG+lIZXht9WYWT6unJHJkYhLzBQdXKaTev1UR0iiCiD4+BYMTBO6I2wwOBzkAkMoVWd3QRt5ykEIwo6aUcfHR+fzaCpI/7PJUPNeNT/UjCIzN24k8/hxawmsXyc+bRfric1Chw6swLOixPR2deyE0KB2cjBrDGMZwdHBUSYIHHniAb37zm/zsZz/j1FNP5Ze//CUf+9jHWLt2LfX19YPuc80119DS0sLtt9/O1KlTaW1txT5KmeiHgkhZORd84es8/6ufeHJpIZhw/ImUT5k2aq9RWhSeN0Feslq5fHd6jvLDINXvi5wq8ELhTV4uvIPV04C90JjNFc5JTP/xfWipNJmzTiN96l4iKC0kRWwCvscwzfcASDXNZ/e7txKcCOEp+cNKEOyBGS+h/d23QCna8g10uR2cZs2izUyRtLJs3LSd2bOmEqmz6Fjro3PDeVTOfxipvYLjHg9D9MMWEAT7TBjLtTjfLbmV/+66h+32bv6967d8PXYts839PyCVo0AKKI3jXHs5+p0Poj31MmreNNTUwa8ZAMey0XQHqfefhiqVR6nRiR8cTexJPPD5zH7HZtsOheIoaPZHCXfsvB9L2cwOTub48Gzvh7kC2qPPA+Bcfg6EAp7eexTg2vsfp7CPeFnIlQiZp5A0mFi4HASsiRaws4IKP9SGQA5iyGdZFqtWrsJ1Xcorypk8ZTJt6/YpLAVULpFHnyAw/aBroElcZZC1Bp7T4+N+vnp6PT9duoPtnTl+8UYDXzp1GKKgx4fgUPDUmt0UHZfpVWEWTxg8Qm+k8OmjV0IGTY2i7eIeQrWzhyjIWEMboAF8cnElzckiqxsz/OLVLr7zsTJKggPfix4wsS3rgAowoQmC9RCsFzh5RXaHRxhYCSg0CQpNOsJU+Opc/PUKvVR5zxJT98r4AyYKJJn8lSgVJuh7jpD/WaRIkyl8nD0WT3owRMkJp5F47/V+1WTHq89Re8rZhKtP5zuBn/ClpitZnJnNpC1hOrsN2mZkCOo2R24NfhiEguS/fAu+ex9BX7UG/70PU+xMYJ1/1qCryzVlMaJBH8s27iSdL/Dmum3MqR/HhKrSw/5sse0e5Yxy0XTR5/gUkEERQNC/JcprvMl427gF9pdKebjIAcCLN9ydwFUKv6FzXH05kYOMN9wXSsFvd0YpKsGsSJFTSz2VgsjmCD/7Mv6VnkLMiUVIX34BxelHpkgf3/FKL40mwCMILvvRmHnhGMZwjOGothuceOKJLFq0iJ///Oe9P5s1axZXXHEF3//+9wds/+yzz3LttdeydetWSksHj57bH441SdGHb7/B1lXL8EUimMHRZ94TPURBS15S7nP57uwcZYeBKHCUwxvFlTxTWEpaeaZ8k7U6PuE/j4l6LdEHHyWwYhV2ZTkdX/8i9MgRCwiysotg4B50rQmlBG2rryCx6UJi87IEqg90EndosLMZ8ju30rZiOeNDMzm18uN06mke872H47iMq65g4oRadr8bINduMfXy7yC1PI71OZQ7a9AxNSA+yDJyzi3wk+7fsc7aho7GF6JXcrx/zvAHuKflYM/Ytz+AtuwDVGUZ1j98DYaJEZS6hhkYKPeVMoQUBx8/eDihaxq+HsMxy7YpHvCk/vBhZfca/mHDfyKR/OuErzDe5/Xuao88h/bkK9538i9/5sVFFXss4A8BCrDzw1+7FpDct9VA/y+k1kTXsqmc2Pn/4UrF98qSvNwmuLBecOMsH9o+54VSipUrVtLe1o4/4Ofkk09GN3TWPVqkkFRULhAYJQIjIo4uQQBI00TzmZ6KAIN00c9wi+oNiRw/fW0nOctlclmAL51Wj28QF6+D8SHoi9ZUnu89/iGugu9eNIOFh0ASmJokGhjd8jFnOWQKh06wF22LrD08UZArOvzgmR3s6ipSV6LzrQtKB/3M3XwB5xBbIQCsLtUbp+j2WSTWwgrfBBd/vYsWAor2QRAFHvzG64T8f0AIRd5aSDp3LX3XXexsBjvVjZAaXSvewur0JPnReUtQMyfyYOYeTm+fx6dbL0dHo+B3aJqVQo9amMeETgpwXYwnn8N8+XUArBMXU7z68gERiXtgOw6rtjb1GhnWlsWZN6kW7SAj+/YHy3UpWHtvrEJ6vj0DiQkf4EcgegiCNOCCayOGUREcTnLAdRUbmxPsSngGG2VhP7PHl2OM4mf1bsLH/26NowvFv8zuYJzPxrdmA+GnXkRmsigBuRMXkT3vdNRBGHseDMqTq5jd8BsUgvW1N1Kz8Bxi00486gTBsVYbjGEMxwKOWjNysVhk+fLlXHDBBf1+fsEFF/Dmm28Ous/jjz/OkiVL+Pd//3dqa2uZPn06f/EXf0EuN/RNvlAokEwm+/05lhCMxolUVR8WggCgxFT81ewcVX6X9oKXetBRGL1JvVKKVdZ6/jX9Sx7KP0taZamUpXwueDXfDN3MRL0Wc/1GAitWoYQgedXHewkCFyjomwiHfoKuNWEXQjQs/Sbd2y+k7KT0EScIwFsFKps7j2BVNU2ZDWRIUWqHWRjzIu12N7fR3pEgOqGIawXp2uopIoT2ypBjOnjF274ISB9/Hr+exb5Z2Dj8PPkQr+SWDX+A+zjbO9dejiqJIVo70H739LC7uraDO0h6gHIPLvLpSMB2HCzLwrKsY4ogsFyb23fcC8AFJSf1EgR0dCH/6E2o7Wsu8ggC99AJAvAmlfvDvioCRANSa8J1BFUdFwPQXV7g3YT360UVEmEOLD63bd1Ge1s7UkoWLFyAYRokm1wKSYVmQNlMjWDVUVYQAMIwPKNXQyKEQdYaniAAqCsJ9JgXSrZ25PjlGw0U7P5fkK7rh0QQADy+aheugrk1USaWh7EPQU0yUv+EA0HA0NBGod/Z1A2C+vDPr4Cp8bVzxxP2SRoSNr95s3tQFYP0+xCjUCQZcUF8gWTc5YLyswSBCYCmcNKC7Icanc8YdL2qkd9l4B7k2n3eOo1U7nqUkviNlUSDdwJ776V6MIS/qgZfRRWV511KaMoMAJIfLMN6411u9N3M8qqtfHviD2k22vHlNSa9H8NsCFIYpajUQ4aUWJdfROGTl6GEwHhnOb7b7oH84P4RuqaxaGods+urEUBTRxevr91CJn94njH2PmaXygW7qHAHXGsFPFVBT4sBXk6hGCyfFY8ccIrg2IeHIMgXbZZvb+klCCZVxphXXzGqBEHWEdy9MwLApdUZagtdRO99lOiDTyAzWeyKMro+dz2ZS849YgSBr5hgWtMDADSUn0tbfBFWzQlHnSAYwxjGMDiOGknQ3t6O4zhUVfWPg6qqqqK5uXnQfbZu3crrr7/OmjVrePTRR/nRj37Eww8/zFe/+tUhX+f73/8+sVis909dXd2ovo9DhltE2BnEHmdd1wZlMypVRQ9KTMV3ZuWo8Lm0FSQ/WBugcxSIgm12Iz/K3MVt2YdpdTsJiyBX+y/ir8NfZL4xAyEEIp8n+vsnAMiedhJWvff5K1wKvpcJBu5Eiiy5zglsf/5vsYrTKDsliREdhQbug4QQgurFx6NQrG1/A4A5HTXU9rg8b9naAJEMesClc/15KCWRcjOIhiHHHFC89cAQBl+JXs2Z/kUo4LepJ3kys3RYx37VdwIUCmB/+iqUEGivvodYuW7I/QBsa+AqncJGqWOnAN8XRcumeIDRiIcbT7U8T2N+N1EtzCdKz+z9ufb75xGWjTt9ImpRT/vBKF3Kaj8fgWKgH4GU3vmb3BqjTs4HYHW0SMYWhHSYUaINSDRob29n86bNAMyaPat3VaW9p9WgdJqGZhz9IsYzKjTA1BDCJG8HsEf4WdeXBPjyafX4dcmW9iy/enMvUXCoPgQADZ1Z3tvuMTFXLPQmwLniwZ3DUogBiQb7QtMlhv/ASY2QOTodhyMhCsrDJl8+pxZdwqqGAk+sSg+6nRYaPY8UIQX+cYKyUyQ1n5BET1AYFZ6xh9UmSS3T6XzeT2p1kGKbdsAFYdFeRDL7WZQyMfX1xIK/RAwSiys0nZITTqfkhNNAauSbdtL13LN8sngJvmgpX5v0fZZGliOUoHpriNI1MYrFY8dQ1j7tRAqfvQFlGujrN+H/yW2IrsEXXIQQTB5XwUk9MYmpbJ7X1mymJTG6CzSOqxg0EEOBYw1GFNhAit4bspsf4O9yuMkBgM60F2+YyhXRNcn8CRVMqoiNelvGw01hum2NarPIp3a+TslP7sC3YQtKk2TOPoXEV27Grj+CxblymNl0N4abIxmYwI4+UcFjGMMYjk0c9afQvjdGpdSQN0vXdRFCcO+993LCCSdw8cUX81//9V/85je/GVJN8N3vfpfu7u7ePw0NQxdyRwcKoUC4DsK1kE4BaReQVg5pZTwCwc4jnMI+BMKBPcFKfZ6ioMLn0lqQ/GBdgETx4B5KbU4nd2Qf4b8yv2Gr04CBzoW+U/m7yFc5w7cETexd9Yo8+Ue0ZAq7vJT0Bef0vOMcduBuTN/zCKFIbDmDnS99B6MkTNnxKbTD7JswEgQrq4jU1bM9vYa8ymEUNOaYE4hGw7iuy8ZN2wjW5bBzpWRalgAgtVeHHK/YP+ynH6SQfDpyGZcGPVXCI5mX+F36j0PGeLn7GDmrGZNxzzsNAP2OR2CQfOvefR0XxxpICLhqZM7iY4DOYhcPND0GwKcqLiCkeVJ9sb0J7c2VAF6awR5j0lHgu9x9FCSDYeA5lkVI73h8O09EUxr5oM3LOe+A5lcI9H16X3O5HKtXrQagdnwtteO9SWS+2yXZ5B1AxcxjwF5Nih6jQh0hTSw3SGEEfg19MaE0wJdP91oNNrdl+fWbDRQddcg+BAB/eL8JgBMmllJX4pmA2S7kiwd+MgxnWAigmxq+oIFhapiBAyv6TV2O2urlSIiCaZUhbjzZS3P544cZ3tk68LktdA3pG/3OfGkIolM0ys8WlF1sE5rroEUUOJ53QXJ5iMQrYTLrfdipkX8mljOT7uwXcVUAQ99BLPRTpOgedNvQlJlUnn8ZWiiMk07S8fyTnNMylyXBU/h+7e38uPpeLGET6TQZt7wUN3FkVnhHAmfOTPJf/RxuJIy2qxn///wCsWvwBR2AsmiI0+dOpSQcxHZc3tu4g/UNzaMWWWu5w98QHUvh2O7g1b5rIZy9pN2RIAeUUmxv6+b9HW1YjkvEb3L85GrKwoMnfhwKtmR0XmwLMD7Vyo/e+Bnxp15AFopYdeNIfPnTZM851VO5HUFMaHueWHYbtvSzfvxNKHEMPEfGMIYxDIujRhKUl5ejadoA1UBra+sAdcEejBs3jtraWmKxvXF4s2bNQilFY2PjoPv4fD6i0Wi/Px8lCAVCOQjX3odAyCLtDMLO9agQ9hAIDkMRCGU+xXdm5yj3ubTkPUVB1wEQBRk3yyO55/iX9C9Yaa1DACcZ8/nbyFe41H82gX362s2NmwksW4kS9LYZKLkbN/xTpLEB19HZ/e5naFl+I+HpRWLHZTiWnhtVi5bgKocNiXcAqGwMMn3KBEzDIJ8v0MkWFC5tH1wIgJCrgM5Bx9qT4DAUhBB8Mnwu14W9sZ7Lvc1tyT9gq0GKikEKRuey83DHVyPSWfQ7fj/sTMcuFgdM1JSyUPtbqh4DAHc3PkTOzTMlMIHTI/O8HyrV2+7hnLQANWm89/MD5/MGhRpBq8G+KgKhLUNIm1yHj0nqYwAkqgus6vRu+4sqJKKPisB1XVa9vwrLsohGo8ycNbP3d+3rvfMwOl7iix5lblmAbvo88znNxFUhcsWDk2tMLA3w5dPq8OmSTW1ZbnurccRqhKGwsSXFml1JpIDL59f0+13ecnFGmEKwB8MZFuo+DbOPgkA3DpwoCPtGr1gYCVFwytRyLpzjua3f+043W1oHqpu0gHnYZieapmFGDEIzFSUX2MTPsfFPcRCmwi1Ictt9dL0RJvFGiNx2E3cEqjvbmUh35ms4bgxdayYW+gmatgVD24wUXf22NUvLqbzwCnzV41GOQ+LtV5m7xuRy/yf4Y8nbfH3i99nla8MoSsZ9EMPcFh6Ve8howK2vJf/NL+JWVSC7kgR+/Gvkhs1Dbu83DU6eNYmJVWUAbN7Vxjvrtx+yMsxx1Yjad1zbMzbs9zxULsLxSPEjQQ4AWI7L6oZ2trZ65NG4eIhFk6oIjJKSpy8cBXdtDfKpDS/y85d/SKypEWUapC45l67PXY9TNcLI5VFELLOF+rbnANhUczV5s+yIH8MYxjCGA8dRm+2ZpsnixYt5/vnn+/38+eef55RTBmYPA5x66qns2rWLdHqvTHHjxo1IKRk/fvxhPd5jEgqEcntUCHsIhHwfAiHbQyBY3tMSm3Kfw3dm5SgzXZrznkfB/ogCS9m8UHiTf0j9lFeK7+LgMkufzHfCn+eG4GWUyIHEiygUetsMciefiDVxAq6xAjf0c5CdWNkydrz4VyQbT6ZkSZrwpMIRSTA4EPhLSolPmcaW1PtYqog/q1OSCjJ92kSEECSSXdiVDRS66imkZiCEi9ReG3K84UiCPbggeDKfj3wCieCtwgf8b/fvKKhBWgT2nSAZOs5nrkHpOvKDDciX3xnyNZSrcAbp7x9TE+wf61ObebmnBeXmikuQPdlqYuU65IZtKEPHuaqPz8oodc0MxhX1hYsXt9lnD8A7F7MbJxBz47hCsTFaoDUn0AXMqzL6qbbWr1tPsjuJYRjMXzgfrceczLEUHZu9A6iYdfRZPM30eZF5uokiRLboHlINNaksyJdOrcPUJRta0vzs1c0UD5IpUErx6EpPRXD6tAoqIvu6qnsmfiOFockhfQNMv445SIGvGxq+AzA53BOJOFrwiILhI9SuWFzN/Doftgu/XNpFR3qfolFKtODhM1PVpETXDaSUGKWKyEKXskttoifZmNU2CIWT0sis99P5Spju5QEKu/Vhr0PHraY78zVspwJNJogHf0Ys9HNKwv+Mz+h/P9Z8fsrPvIDInIUAZDatpfq1Rq6Tn6LZn+ArE/+Zl0reQyAo3Rkk9n4JIn/UhZ8AqNISct/4As6UiYhCAf+v7kJ/Z/mQ20spmTuxhoVT6tCkoD2Z5rU1m+lKD2zLGCns/agI+h2vA7al9hKtbh5lHxlyACCdL7JsazPtqRxSwMyaUmbVlo2KH8hgWL46wbef/RmfXvcsuutQmDaJzq/fSv6kRSCP/Dmk2xlmNt6DQNEcP4G22KIjfgxjGMMYDg5H9anzrW99i9tuu4077riDdevW8ed//ufs3LmTL33pS4DXKnDzzTf3bn/99ddTVlbGLbfcwtq1a1m6dCnf/va3ufXWWwkM4tr+fxoKhFI9BELRUyFYngqhSkvz3RkdlJoOzXnJD9b66S467Ns87SrFe8XV/FPqZzyWf4kcBWplFV8NXs9XQtdTqw2u+AAIP/08Wlc3dmkJyYvOxPU/hgo8DMIm3TyHbc/9LXZxPGUnJ/FXHLv98JULFmFjsbnbk22XNwSIREJMnODJsLvkDopGF+1retQE2jvA4K0vNmJENeMpgfl8I3YdJjqripv4z667ybj9x9y35QBA1VbhfMI7Du2BZ2B365Cv4VhF1D4TLaWKqP1p2v8Pw1Euv95xDwBnlZzMFH+19wvbQX/oWQDcC06Fsrj389EyLDyIVgMhNqPpnThFyfjMFQAkK4os6/YmprNLBaE+rQZNjU00NnhqrOPmHdfvftq52cG1wBcVRGqObqEiDAPZQxAIESZnuTijMMufWhXhG+dMxadL1u1O8fNXt2AN2vA8PD5o7GZrewZTk1wyd9yg21iOomiNbOzAEMW7L2igm0MX9poh8QVHThQETQ05iiytqZvDEgWa0Ln11CrqSnTSBZefv9JFbp/PRJom4jAYNvaOLwSGpiN75GtCgm+8InaqovS8DKHZOfSYDUpgtRmkVgXpfDlCao0fKzG4f4GrSknlbqIn1dgbVyjC/ocGKAqElMTmLabsjAsQhkmxvRXf88u5OXsFPi3If1TfyQ9r78HSHAJJg/LlpZjtx0j7QTBA/kufwV40D+G6+H73KMYzLw5bcdeWxzl1zlRCfpNc0eLNtVvZ0dp5wO0HrhqZiqAvlOsRBa5VxM05R4QcAGjuyrBsawu5oo3f0Fg0qZqakvDhebFiEfnky1z00O1MSu6mEAiSvOoSkjd9Ejd+lBS0SjF91wP47C6yZgWbq688OscxhjGM4aBwVGd8n/rUp/jRj37EP/7jP7JgwQKWLl3K008/zYQJEwDYvXs3O3fu7N0+HA7z/PPP09XVxZIlS7jhhhu47LLL+PGPf3y03sJHFpWmy3enJyg1HHbnNf59bYh0Nt/rg7CxsJH/TN/GXbnHSKgkcRHhxsBl/GX4s8w0hs/SNTZvJfiO59Lffe05uCW/QZnvoJSg/cPLaFz6DfSISfnJSYzwsV2UmpEIpTNmsTG5DFc5hLoNAt06VZVllJd5kWapknV0NU3DKY5DiAJCe2vI8UaiJgCY75vOX8RvJij8bLYa+H7iThJOH+OnIQpH96yTcGdNRRQt9F8+CPbgsk6lGNSbQI2pCYbEi21L2ZLdTlAL8Kmy83t/Ll95B9HcjoqGcC7Za2I4aoaFI5gQDzyvPBVB16YSavFc1RPj8nzQ4d3yF1ZqiB6lQDKZZN1az/ByytQplFfslaMqpWhbt1dFcLgzz4eD0DV0nw9hmAgZIW+5WIeQGLB3YIGuG0yrjPC1s6diapK1u5P84gCJAtdVvV4E586qJDZMkZ61nP2mVXhF7D4tJELgDxlo+zEyBM/McKREgRSCwDCkw8Fgf0SB3xfgS2eVEfVLdnXb3Pl694DP5HCqCcD7PA1dR5N9FBkCtIhJYJJD/OQsJaenCUwpIP0uyhYUGk263wmRWBoms8mHk93HLFTkBqjihFBosn3QYwjU1lN14RUY8VLcQh7r1be5vvFMqkUNL0Tf5MsT/4WOUArNlpR+GCe8KTyavsYHD12ncOPVFM/37nnmcy9j3vfIkM8cgGjQz2lzplJVEsVVitXbmvhgWxPOASgDLHWQyiHlovKFI0IOuK5i4+5O1jZ14CpFadjP8ZOriQYOD8ljbN5G6U9+Q9k7y9BQvDdpAd3fuIXC/NkcTYnmuMSblKdW4wqN9eNvwtWOzajlMYxhDIPjqOvXvvKVr7B9+3YKhQLLly/njDPO6P3db37zG1555ZV+28+cOZPnn3+ebDZLQ0MDP/zhD8dUBAeJKp/Dd6cnKDEcmvI6399YyqZiBz/P/YGf5B+kwW3Bj8nlxql8z/8ZThZT0Z1cfx8Et78Pgtdm8DgA3VdMpTD7MdAaca0Aja99nfYPLyc4oUjpkhTSPEYaLfeDinkLKIo829MfAp6aQAjB5El1BAN+XGmRjK+na9u5AD0tB4NPlIZKORgM08x6/qrkFuIyTJPTyr8m7qDF7uj9/aDFo5TYN38SFQogd+xCe+ylIce3ixau01/b4KrCqBlL/SkhbWe4p/ERAK6uvJSI1lN8ZXO9n7FzxXkQ6HFmHyXDQoWX0z0cHDyVyl50I421AIRaz0BzNQoBh+aAzdakt92iWm+yZlkWq1auwnVdyivKmTylPwGY2uXFHkoDSqcexVYDKdBNH8I0ETKK5Sjyh2oe0APD8GTnANOrPKLA0ARrdiX55dKtIyYK3tneya7uPEFT44LZQ6uswDs9svtpO/Dpsh8pIzWPIJAHYDSo6RJfaGREwWhFIvbFcESBQFAejfCls0owNFizq8CjK/ubrgpNQx6mwqovdE1Dl/req0gKhM8EKdBCLqFpBUrOTBM7IYOvtojQFG5OktviI7E0QtfbQfINBq4FjluOGiTC0NQ/YKjqXo9EqTj/coITp4JS5Fet4uOrpjBDTaPJbOYzdX/DyqotAIR3BSldUYKWPfqtPwiBdfH5FD51BUpKjGXv4//VXTBMLLWhayyZVs/MOk+J1dCW4I0Pt5DND2yr2xcK5XkMHDBchD30MY0mCpbNiu0tNHZ6bbETK6LMr6/AGMZb5GAhsjkiv3+a+G8fRuvqpiUQ53snfxb9uosQ4eFbfg43gvndTG72DH63VV5KOjAwWUwr6jgNOezuYzeGeQxj+L+Mo04SjOHoosrvEQUxf4L2+GP8yLqbD91tSCRn6gv4+8AtXGicgCl6Vlr29UFw+vsghJ/5I1pnguTlBpnz14HMUkiOZ9tzf0umZS7RORlis7OIj9CZpwcClM05jvXdXl9ptMPEzEo0TTJ9+iSklNhmku3bqlFuFCGSva7y+8JloMHccKjTq/jrks9SqZXQ7nbxr4k72GHt9sYapOUAgHgU+4YrAJBPvYrYuH3I8QeqCRRKjT2w98X9TY+StFPU+Ws4L3ZCr1ZVe+IVRDqLW1OJe8aSvTsoRsmwcP/jDDifxFsIoUjvDjBZeMRVojrP6oSGAiZFBeUhE6UUqz9YTS6XIxAIcNy84wYoBfaoCMqmHsXYwx6jQuHzIWQUZwQF9kih6zraPhGQM6r3EgWrm7r51dKtA/LY94XluDyxahcAF82pJjgCQzLLUcN6H/T1CdijChAHUcRrmsQ/QqJgtCIR+8LUTQL64ES+QGdSRZibT/bMiF9cn+WNzf171TW/D/TDf+5pmoauGYg911MfogC8BVmj1CFyXJ7Sc1JE5mUxym1AYXfppD8M0PlyhK6V4+jYeh3K9R5yewiDgO8NwoH7GIpAlrpOyUlnEl9yCkhJoXEnp78e4OT8Qmxh89elP+T+KS9iGy5mxqBseQn+Zv8xYWpon7SEwuduRPlMtE1bCfz414hE15DbCyGYWlPBSTMnYeoayZ6YxNauoZN5wEs0OBgOW9gFxBH4nBKZPO9uaSaZK6JLwbz6CiZXxkdfgaUUvtXrKf3xHfhXfogCnp16Kl8699tUza9jfODoRUgDSLfIrMa70JRFZ3gWTWVnDNgm0h6lfvVErEebaf63d8m8N3RSxhjGMIajg49QqTaGw4G8KrJMvoY26YeYJe+BUBiZ2fy58WmuMc8mIkbORhvbGvG/v5zEF2zSF2VAKJI7Tmb789/FLpZRtqidcE2yx0jR6XFjOwZmOCNA+ZzjyMoMjZmN3v8bvElvwO9j2hSvPSYbbKFz1wkASO0VhnpvI2052IMKrYS/Lvks9Xo1SZXhB12/YX1x+5AtBwBq4VycUxchlEL/9UOQG7yNwLFsXLv/hEKp/JiaoA+2Zxt4psVTC9xSew1yj5FkWyfyhTcBcK75GGh9VopGKShiZK0GfW/jDkJ4x1TYNpVIMYwrFF3VBVb3tBosqtIRArZt3UZ7WztSSuYvnI9h9C8kC0mXZKN3gpUfxdhDzfQh/QGEFkMBmYI9KncNqWnoxuCr1DOro3z1LI8o+KCpm1+9NjxR8NqmdjoyReIBg7NnVI74GHJFZ9Brra9h4Z6Iw0MpNGQPUbC/MUxdYo5SJGJf+HTfkESBlH4WTwxxyXFer/b97ybZ2NKHqBSgHwE1gXcsnqGh2MNia7IfUdB7SBr4amxiS7KUnJUmOCOPFnbAFRSbDdqXn82Wp77Pzpf/gi1P/hu73vkMSkn8xkpiwV8iGNy0TwhBeNpsKs69FC0QxE51M3NpkkvbTwLgLvMR/nXanaTiBaQriW+IElsfRdhH3/XXmTWd/Nc/jxuLIJtb8f/3L5ANu4bdpzwW5vS5U4mHAliOw7sbtrOxsWXI58/BqAiEU0QcZq8dpRQ725O8v70Vy3EJ+w2WTKmmPDL6KlfZnSJ676NEH3wCmcliV5bzwMc/x//M/QTRoMbHx2VG/TUPFJObHydUaKaoR9hQex37rgppRZ3yHZV7CTkFid9vGlMUjGEMxxjGSIL/o3CUy2vWB/x97k6esd/BwqaWGkTDF+jceTN3bJpM+kAmHkUL/xtP0PYdi/wChXI1mpffwK53bkH3CypPaMVfWkTgIpSNdItIp4i080i7p4XBziOc4jFJIGimScW8Bb1qgliLD73gXT6lpTHKQp5J2cbtFShlImQzQmwYdCzvUzgwxGSY78Q/wwxjAjlV4Iddd7OisG7YItK55hJURQmiPYF275NDbmdb/WWeChfFsWsmeSShlOK2Hffi4nJSyWJmmRNRPRbn2kN/RNgO7uypqHnT9+40SoaFI2k12NPs0wuxFs3IYOU06mzPJCpVViSvw4c96ZxLany0t7ezeZMXXTZr9qxBo2Hb9sQe1kr8saPzqBCGgeYPIPQYQggyRYcDTBAcYmDPh2A4zBoX5StnTkWXglWN3fz69W2DxhfmLYenV3vqnkvnjcMcgV/AHrhDqCL8PWMYfr1fxOGhQGpe68H+iIKQTz9AGnNkGIooEAikDHDxcSGWTPDjKvj10i5aU3uZNmGYiMOgchgM+xoaokmEaTDUh6L5FcFJReKnZoifksao8u6ndq6UbNsM7FwpyR2n0tH8JVzlx9C3Egv9BCk6Bh8Q8JVXUnnRJ/BVjkPZNuXv7ua6jSeguxpvqeV8e/x/sXNCAoUi0OqnbEUJeurI5t4PBrd2HPk/+yLuuCpkKo3/f29DWzv4c3APAj6Tk2dPZkJlKQAbm1p5b+MOivuQ15brHvi179oI9/A+y2zHZU1jO5tbulBAdSzE4klVBM2RG4eOCK7C/85KSn5yB74NW1CaJHPOqbz/mVu5S3i+MzfXpzCP8qy+LLmamoSXALS+9gYsPdJ/AwWxlthegqDPz+32I9MSMoYxjGFkGCMJ/o9BKcVqZyv/mr+b31kvkiJLuYjxWfMSvhu4hu/WR4nqDjtzBj/YWEJmhESBseVREl/sxKkCpxBjx4vfoWvLWQTL85Sf0IYeHL7aEYBAIZQzgEDoJRGcAsJxeiqnUQqgPwCUzphFUu+mNd+AVIKyRn/v76ZMr8QoxrFdnZbdXsEo9FeGHOtA1QQAQenn/8VvZKE5AxuH/+1+kFcyK4b+FEw/9ueuRgmB9sYKxHurB93MtR3cfXKrlTtmYAjwRud7rEmtxxQGN4+7Ctf1VgDF5p1o761GCYHzqY/1N4capUWr/RnbwcBWA+W8DEDXxjJqLE/hkhhXYFPSoOhCuV9Q4bNYvco7F8aPH0/t+NoB4zqWomOTd82WH6XYQ6Hr6P4gwvAIglzROWBX86HQ14dgOMyuifKVs6agS8H7DV3c9vrWAUTBC+taSBVsqiI+Tply4BnkRbt/n7UUwlvRD+gYo2wmKKXYL1Ew2pGIfTEUUSCFgdR83HhSjIllBpmi4uevJMgW915MWtCHOkIzlgGGhrrmKQqGuW0LAXrUJTyrwCDZM1jFaXRnvobjxtG1VuKhH6PLnYMNBYDmD1B+9seIzJoHgG9zCzcsm0u8EGKH08B3w//JyuMasHwOek6nbGUJwcbAUefWVUmc3Nc/jzN9CqJYxHf7vehvvjvsPpqUHDeplvmTxyOFoLUrxetrNtGd2Vs02gfMEDhI5/CuTGcKFsu2NtOW9MwqZ4wrYVZtKdooRw1qbR3Eb7+fyJMvIAtFrLoaEl/5NOmzTuGOxhIUgpNK8syL7d/X4XDCZyWYvut3ADSUnUNXeMbeXyoIdoUYv7aeeGvpwJ0F6OVj/mJjGMOxhDGS4P8QdjjN/E/hYX5ReIxm1UkIP1cZZ/G3/k+zSJ+OEILagOdRENFdduQMfrBpeKJA4eA6vyd72iaUDwptU9n6zPfIJyZROqGb+IJOpH7osxZBjxeCKnokgl3or0JwCj1Gig59jRRHE1LXqVywmPVdnpqgZLcP2fPZaKagJjQF6ZjsbJiGUgIpN4FoHHSsAzEw7AtDGHw1dg2n+xeiUNyZfJwnul8fcns1eQLupWcBoP/2D5DoHnS7gWoCG6X+b6sJ8k6BOxu8Cc+VNZdQShilvOws7XdPAeCetghV3yfqbpQMCwHUCFoW+p1Hog0jsAOlIJa6CM2RFP0O2RKblW3eJourJR+8/wGWZRGNRpkxa8ag43Zu2Rt7GK0deK52KMFapdE5iEHbqEAKdF8Q6YsjhKRou6NmVDiYD8FwmFMT48tnekTBip1d3N5HUZDKWzy3tgWAjy+oPWjjv6xl90qsfbrEHzLRD1OhLqXYb+tBYJQjEftiSKJABjANyRfPjBMPSlqSDre91tX7WQsp0Y5Q28Ee9DM03EMU7AeaXxGem2fvM0gBguSKIPn28XRnvoHt1CBlmljo55j6miHHElISW3ACZaedh9ANRHsXV7xRy+REOZ1ugn9x/oeXjltDsryAUILolgjxNTGEdZTbDwJ+8l+4GeuEhV5E4kOPYzz5nGekMwzqKko4dc4Ugj6DbMHijQ+30NCWwHEVzgERhC7SPrxEd0t3hmVbm8kWbXy6xqKJVdSWRkbXf8B2CL7yFiU//S3GziZc0yB1ybl0fe56nMpyXmgLsC1rENRcrq8b3s/hsEO5zGi8F8PJkgzUs73yY72/MjM+xm2spXpLDWbeh6M5pEqSFH0dZEvWYfk7KblyGnpsLP1gDGM4ljBGEvwfQIfbzZ2Fp/n3wv1schvR0ThfX8LfB27hbGMhuug/GfWIgk4iusv2rMF/DEEUKJHCidyNU+nFp3V/eDbbXvk2rh1m/Ow2QtNSRyR9Zy+BYPUQCPu2MRRGzQchPmUqnWYH3cU2NEdSumvvQ61kIkS7ZlPIR2hr81ZxpfbqoOM4cNCCfk1o3BK5nI8FTwXgwe7nuS/xx8H7OB1wLjsbd2ItIpNDv+2RQSdqruMOMDF0/4/HIT6y+0k6ip1UmGVcXnEBjuP1esr3ViO3NKBMA+cT5/ffaZQMC91h/Cb2wKK/aEE53rmW3BliEicDkKguoOk6K9u8g5pi7ySZTGIYBvMXzkfTBhaiSinaewwLy2cOjD18wdb4qhXi3wjx54R5VY2yrFaA4Ysg/SUIIbFdNWpGhcP5EAyHubUxvnTGFDQpWL4zwR1veETBM2uaKdgu9aVBFtbHD/q4HBfylosQgliJf0QRh4cC0UMUyCFIjcMRidgXgxEFe9oOYgGNL59ZgqkJ1jcXeXj53uJHM31gHtkCuJ+h4QiJAv94i5Kz0kSPzxA7KYMWdVCWpPu9INmGcrozX6Voz0SIIpHAb/AbQxO9AIG6iVReeAV6rATyBc54O8xJO+rIujn+N3M7T05+m11T07hC4e/0Ub6sFKNrlK/LA4WmUbz2SooXnQOA+eJSfPc8NGxEIkAsFOC0udOojEdwlWLV1kY+2NaEewAxicLOHzZFhasUm5oTfNjYgeMqSkI+jp9STWyU4zr1xt2U/OIuQi++jnAcCtMnk/j6reRPWgRS0FmUPNzk+XhcXZsmbhzdXMz6theIZ7dgSx/rx9+Ekjp6QadyazXj19cTSAdxhUuiupOdx23njel3sOWM/0fD8T9g8+nf4iX9R0f1+McwhjEMxBhJ8CeMrMrz++JS/jH/W5Y5GxDACdosvuf/DFeYpxMU/iH3HR9w+KvpCcKay9aswX9ujpN19k7OXH0ndvx2lNkEecnuV29l94fXoxsukxftxqzJ4x7FfN498NoY9u+DIJy+BMLQswshJVWLlvR6E5Q2+hE9z2Z/iUPQFyKcnEJj4+ye7d8HEoOOdbBqAvDksNeEz+easFekPp16k191/gFH7VNMKUBq2F/8FMo0kGs3I194a9Ax7WKxH9GglOWtnP8fxO58K4/ufgaAW+uvQ7NclCqCZaM9/EcAnI+dASX79PKPlmHhCKS1/c8fC6kv946reR7hbACForu6wPaURsqC2UY72XbPSOy4+ccNGR2b2u2S71ZI3Us16It2Jfi5ZaJ6dNcKwe34+ZXy86wyWal0mpSkeAgTdN0MIgMlCClxlRo1o8KR+BAMh+PGx/jiGZPRpGDZjgS/eHUzr270JBqfWFh7yCvvlqvwB3XMwxCVNhiEFPiCBlIb/LgDhoY+ypGIfTEYUSCFiRA6daUGnznVSzx4dWOWVzf0mLEJ0P3Dy/4PB6SUGLqBFBKMkSsKzDIHI+4SPzGDWW2BEqTXBEiti9GdvpV88SSEUIQDjxL0Pc5wvUpGNEbl+ZcTqJ8MSjHzQ8klH0wG2+Hu1AP8Pv4iWxd2UQzYaEWN0lVxQtuDR7f9QAisC8+hcN2VKCnRV67G//M7ITO4ceMemLrG8dMnMH28ZwLa1J5g5eYd5Iv7p9aFU0AcJuPdguXw/vZWGjo84mpCeZT5EypH95otFgk9/RLxX92D3tKOGwyQvPpSkjdeiRvf+7y5tyFC3pVMCRU5u/zo9vJHs1uZ0PYsAJvHXU1RVlLaWE7dhxMIJyIoFKnSJA1zd5Co7SChNTIh+n6vH6gU4O98iIbOD47iuxjDGMawL8ZIgj9BWMrmJWsF38vdwYv2cmwcZsg6vuO/gU/7LqJUDjQpGwx1AZu/mp4gpLlsyZj8x6Y4OQcc/zs40XtAZlCtIba+8D26W07GHykw9fjdGDGLwkcg47CvD4JQewkErDzD5SxF6ifQ6m8naycxLI14i7eCIAREJ1j4c+NQ3TPpSlQjhIsSg6sJiohDnr99LHgqt0Y+jkTyWuZ9/qf9AYr7GjXZQFUZzrUXAz2Gew0D44aUq3CKY2oCgDt33o+tbOZH53B8ZD627U1q5QtvIdoSqHgU92On999JjY5hIfTwVcP9nn38CNRyNKNIMWVQrz4OQKrMgqDGijZFqciwRNsBwJSpUygvH7p3fo+KoHSqhrbPqu0uR/QSBHsheB2T+/Dz3wT5LmE+R5RvqjD/qoLcpvw8rkzeUTrblCQzzEkvDT9asByhSZRSZAqjZFTIyH0IhsP88XG+cPpkpIAPmpLYrmJGVYRZ1ZH97zwMNF2g+bXROn1GjP0RBSOJcjwUDEoUaF6izoI6Px9f4K2UPrQ8xbrdXn+50E2E78ib9Akh0DUdKbUREwW9+2oQmZ8jONW7n+Z3+Eguj5BMXUUm792Xg75XiQTuZjiNmTQMSk85m9iik0AIKpocrnprMtG0zlOZP3I/j7FhUSfJqjwCQWRHmNJVcWTh6D6P7RMWkf/ip1F+H9rWHQR+/CtEe+ew+wghmF5bxcKp9eiaJJXNs3zDNhKpYdz7XRvhHh5iuytb4L2tzXRlC2hScFxdOVOq4qPalmNs3kbpT35D8K3lCAX5+bPp/MatFObN6ud78363yXtdfiSKW+pT+4ZvHFHoTpaZjfcgUDRHT6RQOJe6NROJt5QglCQbydI0q4G2SS04pk1OFVinPz3gmKWAxsSKo/MmxjCGMQyKY7+SG8OIoZRiub2Bf8r/lkesV8lSoEaU8RXfFXzd90nq5MijufagPriXKGjMKzbJJ3FDL4BQWBsns/G1H1DM1hCrzDBlcTOa3yEjjl5c2ujABbcwJFEghKBy8WI2dL8HQOkOX+9qTbTOQggItk2ntWUBAFJ7G9cdOLEZUOgdJE4PLOTrJddgoLMit4F/b7ubbF/jwR5xhHvWCbjzZyBsG+1XD4I1cDLqWEVUH1mnpyY4ujLGI40VXR/wbtdKNKHxuQk34No2igKkMmhPeMaAzpXnw75Fwih5EYyk1WBfgsl1XgGge8s4qrLedd41roCuGXzQWuRsYwsSl/KKciZPmTzkuIWUS3eD9+IVg8QeJgfZR6A4hwLHYzEBB3/PkXUiWY/OUkwexs9PCfI9wnyZKF9RYf5ehfiZCvCw8vGaMtgk/aQDZdATwZez3IMwKxscB+pDMBwW1MW5atH43v8bmjio7PY90A2B7tfQpEAIyBWPrHpHCI8o0AaJPjxckYh9sS9RIJBIzVO5XTA7xImTvMSD217rornb+2w0vw91FB4zoif5QJe6RxQcgIO9EBCcWiSyIAuawurQ6X4rTDpxPqnsDSil4TM+IBb8BUKkhz2GyIy5VJx7CdIfwJ+yueLNOiY0B3kz9y53pu9n84wEu2emcDUXs9ukfFkpvo4j6+ewL9zpU8h94wu48RiytZ3A//wSuXNwz57efZQiHg6xePokwgE/luOwastOdrS0D9JeZx8Wo0KlFA0dSVZua6FoO4R8BsdPrqYiOvJ46P1BZHNEHnma+G8fRuvqxolH6br5KlJXXYIK9X+dggN37fQWei6sylIfPIpqP6WYtusBfMUEXeIScl3foayxAs3RKPoL7J7aRPO0JopB73tZ7WzmTfNnLIm1DBjKVTC+ZNGRfgdjGMMYhsHRz8wZw6hgk9PIo9ZSdrjezTcmQlxqnMJJ2mxPInkImBC0+ZvZm3CjDzMu1ILjSlIrL6J5yxWAoKqujYppGYSAtNCOiTaDQ4bjgMqD5huQ8QsQHldDQ/hDCk4OfyFApN0kVVFE8ylC42wyuwx8yXPJZt4mGOqiM/U8JbErBoxTQOAbBT3oAnMmf1l5E//Vdh/rCzv455Y7+cvKG4lrPSucNmAK7FuuxPjbHyMbm9Eeeb5XXbAHSoFjWei+Pf2VCqXyCDF6E6JjGZZrc9vO+wC4pOo8as0q8umEZ1b4+EuIXB63bhzuqQv77ziahoUjMOjqSy4pGjFDbbgOlDmXo9uSos8hV6FoS7tMt7YS0Qr4AwGOm3fcsMZa7T2xh5EaiT8+8Lx/1dlTFHlmbBLFLeQ5U+wlnJSCFIJWJK0IWpA9//b+dCNJI0kDW+lT6TlAdwofUKlplCGokNL7I7y/S4VAO8D7y8H6EAyHja17i7g1u5Lc9fYObj5pwpA9/kPB8Emk4X3Opi69mMeCjalrB22CeDAQQmAGdYo5G2cfg8iQT8fKFg+rat2n+1Ao8j1mc1L4UcICHK4/MUZ72mFLm8XPX0nw7YvKCPs8E0M3Uzwqcvo9Xh5Oj9JGjUAGvwe+ahstmCG5IoiT1eh6K4Sz4HicqhjR4J0Y+nbiwZ/Qnf08rhpa8eOrqKbqok/Q8cZLFNuaOXtFBWsmp1g+fQM/d2/n1vIbyUUsxq+LYKYNStbEydRmSU1OH7XlITWuivw3v4jv13ejNe3G/7+3U7jpGpzjZg26vaVcFF5M4sJpE9jU2ExzZzfbdreRzOSYNaEGXdPwjApHnyCwHZf1uzppTXpKsspokJk1peijRZwphW/1esJPv4TMZFECcictJnPuaQNJ6B48ujtMe1GjzHS4ctzQZNKRQHXibaJdDq3Wf2Gp6RiAbdgkajpIlSV724JSKsvj9vPMi6/lDL93f2krxCgzu5HCIwjypVdTVzrv6L2ZMYxhDAMg1KBuZ3+6SCaTxGIxuru7B80GP9LYtmYFDeveP+j9m91O/mC9xmpnKwA+DM43lnCOvhifGB3jItdcjxN+AkSRZD5G0xufQ3TMRDoFJpatI7Q4DniFS1p+9HknUwdtzyxKyiGJglx7O4E3OpgTP4VMIMf247MgINOqsfutENJQVJ31JLGSxykUgiTa/2xQmXcch9FYFJOmoNHezb+33kO3m6ZSL+WvKm+iUu+JGzIBKRDvr8P4n7sBsL59K2r21H7jCAFGIIDsNbUTaDI+uq7Nxyge3f00v214kLgR5afH/RumLSkWOlC7WzD+vx8hHHfQzwxXwSikTynAKahhV6ZdoAuttzZyCnfii66ha2uMOa3/Tjjpo3VClvR0+OOqBoxkIy6CU045cdh7nmMpPnyogFOEyecaxOr6n5WNruAbhQACxff0LAUbqnApFQf2CMkpaEP2IQ802jQ/LUrR7rrD1nwSKBMDyYM9f5v7nqNCYJq+Q24z6IutbWl+8McNCAFXLRrPIysacRWcMqWMm06aMDL5sQDDpyH1vdvGg2YvMWDqktgRdvIHb9V0MKIgU7DJWaPEgg2DvJ3vJQoUDo7t9X6n8i7//mwHHRmHaZUGXz+nFF0KrEwGikdP6eS6LrZrowrWAREFAG5BkFwZwO7SQShCMwqEJjUQC92GJjtx3RDJ3K3YzsRhx1GuS/f775Le4KUktJQVeXlBC4FAlM/Gb2K8rKR2a4Bwk0f0WmGLrllJnP3EEh9W5Av4fvs79PWbUEJQ/MQl2Kef1G8ThWdYuu+9cFdHgk2NLSilCJgGcybVEjHUqPsQZAsWqxvayRQsBDC1uoTxpeFRew7K7iThJ17At2ELAHZlOakrLsSuqxlyn51Znb9bV4qL4M+nJFgYP3qRh5HubsZvdSm4JwDgSpeu6gTdlQmU5n0XSinecdbyDi9xbVmKUl1huxItfQndG6M0rX8HX7RIIeXj7Bu+xXHnXHDU3s+xVhuMYQzHAj76Fd1HHI6rKDh7283Enj9irzfTnv/3RVJleMp6mzft1bgoJIJT9OO4xDiJqAiNyrEpXNzgy7iBtwFwsxNpeenLiGwpvnwnvvYX0M/teUAA2Y98m8EgcF0gD5p/AFEQKC+nObaeGa5FKBcg2F0kG7cJVjjoARc7J3E7z8SOvIjPlyGZfo1g8CKCwf49uAUEwVFYDlO2YoI5jr+r+iz/1noXrXYn/9B8O9+pvIl6s7pHTQBqwSycs05Ae+Vd9NsexvqnP4PQ3mPaoybYSxIolCoghjG6/FNAZzHBA02PA3DT+KsJSj/5YjdKOegPPoNwXNz5MwYSBDCKhoXD2mEA+7Ya5DCCawEQyZMJJ70V2VSNQ2cihZ705Lyiatp+Jz6JrQ5OEcyIIDp+YFH9pO09Lo6XDrOlIi/dg1rFDQiox6UeF5AYgVK0sB8QFB2XbfkirY5Lm6toUy5tbs8f5WIDbUrR5jie2mcfxIWgvIcwqJSSasOk2nGoBMKjQBQopXh0ZRMAp0wu47xZVcQCBre/sY03t3QggBv3QxQICbpf66c60KXspxwo2i4Fy8F3mGIQhzy2ntaDQtbqRxQETY2C7eIe5jUFv+7dY/J2HoGGlD5ct0DEL/nyWXH+84+dbGq1eOC9JNefGEUP+LCcHOIo1btSSgxhYPsEjmLQFq4h9/UpYidkSX/op9Bkklnvx05PwJ3zDWLh2zG0BmLBn5PK3UDRHnqFVUhJfNFJmOWVJN5ZSlUHfPyNWl5c1MJP1a/5dOx63KmTqCwpUrI+ipE2KFtRQnJainzV6K++jwh+H4XP3Yh65AmMt5bh+/2TyM4Excsu9Ih5wHLdQe+FNWUlhAN+PtzWSK5osWLjDmbWlFIdH515D0BbMsvaJi+9wNQlc8eXEw+N0vPPVfjfe5/Q80uRhSJK08ieeRLZ00+EYQwQXQV37ozgIlgSzx81gkCzNEp2xYm2T6aABjgky1MkajpxjL0XYrvbzf3F5ykJbOMLJUV0AbYdxZ/+FMldiu3L3wAMrIy3mPX8r/+XifMXESkbWj0zhjGM4chijCQ4yrBcyDojm7wKAZayeMNdxqvuexR7DI5miylcrJ9OlSxFuJADJAr2JRrYP/mwB0qkcSJ/QBme2Vmh5Qy2Lb0OlE6sewsTNt7L1874EjVbfHxragJL+xNpMxgMrsIjCnyeA1UflCw8ju1L1zA1upCSzZLsEu8zjdRbJDb4SO4IEq0/E3iamtoPWbd2BsfNmYHeZzJQQBIcBa26Ul7NVmWU8nfVn+U/Wu9mp9XCP7fcyf+ruJ4Z/gnee5EC59qLkeu2IFo60O76A86Xru13MjiWjaY7yJ7jVCoP/GmTBL9teJC8m2dGaApnl5+KXbBwVQ6xfity5TqUlNjXfGzgjqNqWDiSVIM+31PhNfSoS67TRz0XApAutcjrNmtWb0IAG+wKrptRP/zrKkVbj2FhxSCxh0kFrzje4+Iy3UbXJCEpsV2Hoj288mFoSHRfOVrQIwiUUhQsl0qhUTnIZNlVim7lEQetfYiDPSRCDuhSii7lsNntuZ6Ke4ugkBBUahqVmt7zt0al9P4dl3JECoC1u5NsbE2jS8Gl87wVv+MnlqIU3PHmNt7Y0oEQghtOrB90PKGB4dcH3Hd9xsBnQKpgYWjygFsYRgO+oEExZ2Fb3okthCBoaqQLh7//uR9RIP2gLFAuNXGDW0+L8/NXE7yxJUd1TOfcWSGkz0BlDzZQ9tAhhMDQDQhIHFw4AMWFkBCem0cLu2Q3+Cg0mjiZKtyFXyEWuxufsZZI4C4yhcvIF89guFiHYP1kjFgJHa+9QCDVzcVvVfPO7E5+Xf9bPhX7BEvK5lNY0kn5uihmt0l8fYxsIkdqWrp35feIQtMoXv1xVGkJ5lPPY7zyBqKzi8INV4FpYA9zL4wGAyyeMYl125tIpL2CPpkrMLWq5JCuF1cptrZ2s7Pdc1+JBX3MHV8+amSd1tpB5LFnMXZ6KTNWfQ2pj1+IU7n/wviV9gBbMiZ+6XJjXWq/2482hCOItZYQby5Buj0tUtoydkzxk4vsjX90lcsr9vs8Y7/Ox+NZTgz3XA+F6Wjt57N9zRbat+8YML5yXbqad42RBGMYwzGEMZLgIwJXuax0P+QF901SeH1otVRzkXYGk0QdKM/QZi9G9qDsr2DwHsrSbMSMPYLQUijXpHPDdbStPg2A6ua3mbnhfjZcegkFI8S6lOQ/N5dwy7Q05h6F/p8iV+Aqz6NA9/cjCnyxGLtLtzDZcolnIrSlEhQjLtH6IokNJrl2nWL6FPzxFwiHE/gD29myNcD0aRN7CzEXz8/6kJtDlCd80CSUaBH+puoWfth2HxsLO/m3trv4Rvk1LNRmeJptn4n9hU+h/8sv0N5djVowC/fkBf2Gs60iZo+hmMLFVUWkOLrmV4cL61KbeLXjLQSCz024AYHAtgoop4j+u6cBcM88HmoGMf8cLS8CwN3PWA5g917bCqm9CUBm9xTKE15kXGd1gTXrNuDYNm1uiObgJMqDwxOR6WaXfJcXe1g6deCE+I+2ThHBFOEwW+4pHMHQNAwNLMel6Lj7NVzcC4mmx9FDgd4bRnY/RoVSCEqEoATJ9H0OUSlFBuWpD1yXdhQdQKvj0Oo6dLkuGaXYZttsGySn3YB+5EFVn3+XSQ1dCNw+KoKzZlRQGtp7LZwwqRSF4s43t/P65nakgOtPqO9HtkjNMygc0BEB+PSB349SkC7aRP1HJ+/eDBggbOyid1L6DY285YyameRw8Ot+jzRyCmgygON4xq9za31cuTDCIytS/H5FisqoxnE1PoqWjbCObuekoWnIQBCL7IERBQKCk4roYZfUqgB2QqfrrVLcRZ8lVvF7AuYbhP2Po4lOMoWPM5yhgBErofLCj5N4eym5xu2c/GEZFV1pHpj7CJ3RBOcFz8SZ30V8R5DwjhDBlgBm0qBrdhI7fBQM8ITAOu9M3JI4vvt/j/7Bh4hkkvQt1+P6Bo9o3QNThwX1ZWxr1dnenqSxM00qV2RuXTk+48CntkXb4cPGdhIZj1isK4uMXnqB7RB87R2Cr76NcBxc0yBzwRnkj184oglTlyV5sMlL+riqNk2peQRbbBREOqKU7CpDt7zP1RAbiRu3s3HiqeQie/0kmtw27i0+T0rs5suVBepMhVICmT6DlpUlNG98FXcQBRj0KGKqh261GMMYxnDkMUYSHONQSrFJbeeP7lJaaAcgTpQL5OnMFTMO+QG2ZwVwz/TKCC7DjD6HEC6OVc6ut79IZvdEQDGh9Xkmr3+MzIxpaPNn8KVsNz/fHmNDyuTXGyNcNylN3wWxoVQLe34me3qZ+26D2DsF2vN/sc/+Rw0KsAcSBZEFM2h8dSP1oZnENypaF4MRVAQqHHJtOskdcXyRExH6a4wfv5Y1q2vYtbuN2j4FZwGJMQrL0cpW0GOmFZIBvlNxE//b/hAr8xv577bf8Xnn45xetgCEQE0ej/Pxc9AffQHt7sdwp02A8pLesVzbwbVsZM+ES7l50P70SAJHufx6xz0AnFtxOtPCk7EKBVw3i3x7FXLHLpTfh3PFuQN3HkXDQncExVdfw0LHXo8vlMKxBBV8HN2SWKbLh5ntpNIZbKHzSnEKF07yDTOihz0qgtIpGrqv/4VmKXjG9grVS3V70OvQ0CSGJrEdl6Lr7ofskEgtih4O9yYZFCyXon3w578QgjCCsAaTdH2AD0FBuR5h0POnxbF7/93hOlhAk2PT5AwslCRQJjWCLTlaEjl0XVIzrYQG26JS0/D1tCGdOKkMpeA3b25n6aZ2hBBcd3wdQggv4tA3kCAA8BkDlRu9x205FHU5ujnsBwDT7137e4iCoKmTzB+ZVfuA4RWJBQeENFGuJ68+Z2aQ5qTNG5tz3PF6N9++sJSqkInjFBBHOYhF0zQIhrCymQMiCgDMCpvYSZ6hoZuVdL8dwZl3NfG6UkL+Jwj4XkfKBKncjXgGM4NDGialp51Lev1qule9x9SmMKVJk5cXvUqirItPRi7DnZijGLeIr4ui53TKVpSQmpImW5Mb6frCqMJZPJ98PIr/9nvRtjcQ/smvsT5zA0552RB79BgVCsHkqjjRoMnaxg66c0Xe29rMnPHllBxAe0B3tsCahnYKtoMmBTNrSqmKjU77gt6wi8gf/oje6s3fCtMnk77sfNz4yPve72sIk3UkE4MW51XkRuW49gsFgWSQssZyzLz3DLGNAmXyF4R5gcbyM0n0EASWsnnWeofn7GXM8Ft8sbRIUFPgBkhvPIkdbyewC60AhMtKqZt3HLlkiu0rVoJSCCk5//NfG1MRjGEMxxjGSIJjGLtUC8+6S9mqdgIQwM9Z8kROFAvQxWh/dRa+2FMYwdUAFFNz2Ln0c9iZMEJzmeC8xuS1j+H4/bRcfAEIwaSQzc2T0vx2W4QtaYP7t4X7EQV75O+9GFADHdxsRPQhDvb8f89oHpmwD/mw7/b77nMghzEIUWCEQjSXNVCfh7JUnM5cF3ZAEZtQ9EiCnQalM89AaG9QUrKbUKiTnQ0QDgeIRb30gSKip0P70KDcPb7zHnzS5M8qruW2zsd4PbOKX3Y+SoosF5efCoB7yZm4qzciN+9Ev+0h7L/8XG9PKPSoCfaQBNgoZSFGyRDzWMELba+yNbuDoBbgxvFXoZTCLhZQ+TT6w88B4Fx6FkTDA3fuiZccDagRLOQV+pwhbuEFCEFyZyVzM5MA+CC+k10t3mRsqTWZDD6WjBv++yqmVW/sYfmsgcXo645GF4JSXE7Rhi98dE2iaxJbU1iuw8CaWyJEGCMUQfRIeC3HJTuKpniGYQwwKvQJSZ0uqdMHfha2UnS4Th8Swaal599tjk0RaLNtzPWdSCA3McSvCmkoeIqumJRUyZ72hSofp5xez+sf7OaVbR0g4KaTJ6D7hy7yB1MR9EUqb1MakkfNONT06yDALji9kYhF58hU43uIgjwKR9mgXIQQfGpJlNaUw6aWIj97JcF3LizDb0goHP24Vk1KCIaws1mUdWCr83rYJX5SmtSqIFaHTmplECd9Afb0EqLB+/AZHyLlz0hmP4tSkSHHEUIQmTUPo7SczjdeojQFl74xjtcWrOX28d3cFL0WFQd7SSex9VH8nT6imyOYCZPuGUmUceRVGe6USeT+7Av4f3UXWnsnpT+7ja5PX4c1Yd9WKYWwc/3uu+WRIEsmG6xpaCddsHh/eytTquLUlUWGvW6UUuxKpNnYnEApjwQ7rq6C0GiodwpFQi++TuDt5QgFbjBA+pJzKRw384AmHauTJm8nPMPYW+qTR0SpaWZ9lDaWE0x5ZpeO5tBV3UF97gdEshtI+cezvfISADY7jdxXfIFW1ckFUZuLol4MtJMtZ9tztaRbmgHwhUOMnzuXktoaj9QtKyNWVUn1pFlMmDN/jCAYwxiOQYylGxxlrHt/ORs/XN3vZ10qyQvuG6xSa1GAhsZJYgFnyZMIHAbzOKF14i95CM1oRSlBpvljNL15OcrR0PwW46o3MvXuXyIdh90fv4TUvLmAV7DkpGR7WueebWEsVzA1YnHtxP6Kgo8K9pAJIVMR2l/EkaAfUWAX8lS/4lDlr2dXeDeJxSbKgW3PhXGLknEnZomMvxOpvU9X10xWf3A8hq5z3HHT8ZneqlAItzdj/lAgTcG+h+8ql/u7nuOZ1FsAXFZyGteUn+9NoFo7Mb73Y0S+iH3VhbiXnNlvX8PvQzOMns/IQJNDT04/akjZab7ywV+RstN8rv4GLq0+H7tYpJDrQjz+DPrvn0eVxbG+/+dgDDJxLI6OH4GrvFSD4WAD3T05GMrtQvf9M0Iq0huuY/GOC2kXKR73v4erFP7y8fyicRxlAcGPL4gNO1FuWmbRusYhMk4y9cL+K5RKwbcKfnYoyY16kSuNAyt6HOXFStoWgETgEQQyaAAC11UkC/ZBehoMhK4b6IN9TwcJpRRdrsvzG1t5cfkuDFNjxnn1dAhPmZDZ34FbLjElmBkPUm3oVBk6VbpGlaFTqmmYmiQW3L86J2BqhH1Hl5wrFmzsgoPjKroOcyTivshZOXJ2Gren7QAgXXD5jz920JZymFxu8I2zo5DPI45ibHxfuK6LlU6jDoJQUS5k1vvJ7/TODd84i/j8tcTCdyBlFsctJZn9PI47SPvTPrCzGTpff5Fih0cevj+1i9ZZAT4bv4lqLUxQKYJNASJbwwglcHwOXbOSWLGj4/NQSHQTueNejMZdKF2j+1NXUjhuTu/vhZNHDCFVclwvsrCl24ssrIgGmFVTNmhkoeO6bNiVoLk7s99tDxTGpm1EHn8OrcvzNsjPn036Y2ejQgcWJVx04a8/LKO1qHNBZYYb6w5v5KFW1CltKiPcGUEgUMKlu7KbrupOahN/ZFLr0zjSZPnkvyBhRnnMep3X7A8ISsVnSh2mBzy1T/eWcWx/KYpyJbppUjN7FhWTJw2aMjP71Asorxl/WN/XSHCs1QZjGMOxgDElwTGEvCqw1H2XN9UK7B679HliJufJ0ygVscPymppvA/74YwhZwHVCdG68mfbVCwGBL56nbHordfc8inQc0tOmkOp5WDtAvqfwmBi2uXFSmnu2hdmcMnhge5hrJ6bZzwLZMYc9yoe8I/AJhj/+XkWBD4SO7vPTXL6TqnQ9lalyuvJd4JdE6iy6t/hI7jQIjTsLqb1PLLaRWGwh3d2wadMOZs+agpSSAmJUSIK+LQd7IIXk+viFRGSIB7tf4InE66ScHLdUXYpWWYpzw2Xotz+C9ugLqDlTURNre/e1i0WkriOEQCkLpWzEqCtZjg7ub3yUlJ2mPlDLRZVnA16yg+pqR3/6Ve//n7xgcIJgNA0LD7DVwEo/hxFQZFuD1DmnUsDief8HuEpRVlrCclUDKBZVm8MSBK6t6NjYY1g4iIpgtSvZoSQ+FBfoB159aQI0TUdJge0GcTV/L0GglCI9SMTZwUJq2qgSBOCtyIaUYNnaNgCunFfDOaWlvb/PuG7/9gXXUyK0Og4J1wVD0g28kx0oETYEVBsGtT6DcaZBjWlQ49OpMQ2qDAOjz5Jhrujg0zWM0cpnPwiYPu8eQN7Gb2hHJBJxDwJGAAXkVBHlesVr2Cf58pkl/McfO9jabnHfsgw3LPShXPuotx2Al3ygh0JYqfT+I0v2gZAQnp1HCztk1vkp7DboyM7FWfJnlJT8Ck12EAv9mGT2Vmxn8rBj6cEQFedeQvfKd0hvWsuCzXGaunL8YtGvuLnyRibpVTA+RzG2t/2g9P046YkZMvXZI9p+4LgKKxii8wufIX7/w/jWbSR230OkL+4me9rJCNcZkiAAT8Uxu7aMWNDHpuYEbckcmXwzx9VXEOpDsmWLlqc66GmdmToC1cFIIDJZws+8jH+VlzjjxKOkLr8Aa9qkgxrv8d0hWos6JYbDJ2sy+9/hICEcScnuEqKtcaTy7jHpkhSdte3YPptIdjsTW58FYNO4q3hPS/K7/B/oUmlqDZcvlyvCehHXkTS8WkViUxwhJeNmTKV65oxRvy+PYQxjODL405jpf4TRUexkk7udBrWLt9X7ZPEmkxMZz0XamYwX1YfplV3M8KuYkdcBcArj2b3s86SbPOOY0LgU8ckJSt9+h8Cu3Tg+H60XX9grk8sKDdXngToxbHPDpDT3bg2zKWXwwI4Qn5qQ+cgRBXuQtQVhQw0v7VOAXfCuIqEjjxtHYmkrJUYlwTUZMksiROs9kiDTrGPn6pH6FKTcwsyZjSxbNplUOsOOnbuYNHE8NgKbQ78o92052AMhBJfHTieiBbmj8wleSS4n7Wb5SvVVmKcuwn1/PXL5h+i/ehDre18Fn9kznsIpWug9/3dVAe1PgCTYlt3Js60vAfD5CTeiSx3HsnDsHNqjzyPyRdxJ43FPHCJ+bBRrJDWCsfa2GrgYofe9n3XPJ94a4GVjNRmVx+/3MXP6VG7zBCMs3k+rQeee2MPw4LGHj/d4EZyj2YQPcv4sEEgZwef3Y0RDFJWiYDmkct6q9KhACAzj8PhlvLShle6cRVnI5PRp/SWxISmZJCWT+kyC90QcWiie2tDKo2tbUEGNurookbIArbZDm21jKWgoWjQUB67YSqDS0D3ywGcwztSp85nMjIeo8xsEtf6ETkvBYme+SL3fpOowKg4M03vdoFJHJBKxL4JGAKVi5KyO3qK7OqbzudPj/PTlBO9uyzMuqnP2ROEpfI4BeB4FfqzMwfWRB+ottJBL6v0AdrdG5+sTcZZ8k9Kq2zD0HcSCvyCVu46ivXDYcYSmEV9yCmZ5BZ3vvk5te4DYawb3Lf4Nl9VfzXHmZEIRm45FCaKbIgRa/US2hzG7TLpnJnF9R4Z1sfc4n5omXTddS+SJZwi+9R6Rp55D6+wkc9GZ/drhBoMQgvGlESJ+kzUN7WSLNsu2NjOrpoxo0KS5K8OOtm4c5XmpzK07MP+CQaEUvtXrCT/9EjKTRQnInbSYzLmn9T5HDxRNOY2nWjxfhJvqUgQORwKFC9H2GCW7ytAc79rOhbN0jG+nGPIMHDUnx6zGuxC4rI8v4PuBFlYUvXnjuSGTS0pSSOFQSBpsf248uQ4/ZRPqqZ0zG1/wwJQTYxjDGI4tfPRn+h9hPLLxEf5h3T+g+qweV1DKhfIMZojJh68HVWTxlzyK7tsKQCF5Io1vXIeVCoFQxKckCI9LY7R3UPbKawC0XXAOdk//fAGJM8ixTQrbXD8pzb3bwmxMmjy4A675iBIFLpCzBaH99Wb2IQqkadBc3kZJdyXjkpVszCfxRQ18JTaFhE6qwaB0xlkgt2CY7zJt6sms37Cb5pZ2IuEQ5eUlFJDoo7A8vSflYDCcHV5MWAb4afvDLEuv4z+b7uGbNdcR/PQVGFt2Ina3oT30LM6Nl/fu41hFNENHSIlSRZQKIMRH8IvtgVKKX++4BxfFKaXHc1zUM2CyLQvVuANt6TIAnGsvHnxSOpqGhYr9pgJY7BUtFNNvEywrYOc1KvTLWOPsoMHoQErJcbNm0pjV6S7YBHSYXT70Lb5v7GH5TA2xDyPW6ApWuBoCxaUHoSIAjyAQIoKmGxiRIFKT+PE+Pk1z0XBxRhD7uD8YhnFY7peZgs0fP/R6ai+fX7Pflfy+CQY+BFfOqibuCu56bTu7d2RYuGAc3z2xDhdIouhGsatosbtosatoe/8uWOSVotmyabZsVvYtMHuSw0oNjTq/SZ3fJGU7LE2kUXjkwt9OqeETVSWDHN3ooJcosN0jEonYFyEzjFIWeau792ezxvm4ekmUB95L8tiqNJXhMHNKQBw5ocOw0Ewfrm3jFA5Ovm+WOcRP9gwNnbRG4q0q7Hlfo3zSXfiM1USD95DJJ8gVz2Z/y/7BidMw46W0v/484VSa894s45XuR+iefR6nBBYS0V26ZyYplBSJborg6zIpW15K94wkxbLiQR3/SOEqhW33uRdISeryi3FKSog8/RzBt5ahJbpIXn0JmPsvvGNBH8dPqWZNYztdmQJrGtv7/d5vaCyeVHVQSQh9IbuShJ94Ht9Gbz5lV5aTuuJC7LqDd+p3FfxmZxRHCRbGCiyOF/a/04FAQagrTGlTGUbB+yyL/iKdte1kY5m9p5FSTNv1ED4rwUOxSv6zJEPW6cQAvlYSZULYuzd27wiz86UaQvFxTD5vLsF4fHSPdwxjGMNRwUd3lv8RR3OmmX94qz9BIICb5JXMlFMOG0EgjV0Ey29D921FuQbp3Vez46XPYKVCSN2hfG4r4XFpcF2qn3gG6ThkpkwiOf84oH+bwWCYHPGIAl0oNiRNHtoRYhRqgKMCa0Cs5BBQgFUAZeMcV0bGSeLTgvg+6AIgNsGbHCZ3GLjOTJRbhRAFSsvWUVtTBcCWbQ1kszmKvUGUhwZlDz/K8cHZ/GXVTfilj7W5bfxr4510BxT2rZ8EQHvxbcQHG/aOpzwZ/p43rFR+FI7y6OG1zndYm9qIKU1uqbsWAMe2caw82gNPIZTCXTwHNX3i4AOMpmHhCC6QvoaFqKUAZJon4rRKVujbAJgxdTKRcIgVHd5m86sM9GGkMOkWRT7hxR6WTRvYavCk7U2ej5cO4+SBv9k9BIHUdMxwCKn3MSoseiZ4YZ9OyNTQ9YO/3+m6gaYdHr77ubUtZIsONXE/J0wsHXbboSIOz5lTxY2nTQDg6fd38/C7DUhgQtDH4kiQy8pifGFcOX8/oZpfTavj8TmTeGDmBP57cg3fHl/BDZUlnBMLMzPgI9pDUnRaDqtSOZ5s6+bVHoIAPCLpn7bsouUgC9KRwjA1ohHfsOfX4ULYV4Jf779Ceeb0IGdO937227czNGXUUXHpHwq6P4B2CAkVWlAROymDUWGBK0i9H6d51efJFs4AIOR/ipD/EUbCXOrxMqov/ASh8XVoruCU1aU0vPkqT3a/SLcSuALy1Xk6FndihSw0S1K6Jk5kS2jU2qsGg6XcQbyNBdkzTqb72stRuoZv/WbidzyASI9Mem/qGgsmVFITH5hUkLecQ7uFuwr/2yso+ckd+DZuRWkamXNOJfHlmw+JIAB4rcPPhrSJKRU31SVHNdnJl/ZTs2E8VVvHYRRMbN2mrb6Fxtk7yMYz/a6bqq53KWQ/4AvVlfxjqZ8sBWZrpfxzqcmEcDNKwe53K2h+azZTTjid6aefOkYQjGEMf0IYIwmOEnYmd/YjCMCrObpIHqZXVOiBFQTKfoPUu3HtUjo3fYXGN87DLerowSKVC1rw9zDW8feWE2hswjFNWi65aMg2g8EwJWJz3USPKFj/EScK8o5gxL5TVgEhHZrLOgGoTY3DzuUJ11gITWFlNPKdBq7jGQNKbSl14yuIRcO4rsuGTdsp2k6/3vODxZ6Wg+Ew2zeJv6n5DFEtxPbCbv6p4XZaZ1bgnHcyAPodv4fU3smYY1m9GceuKvJR9TzNOXl+u/MBAD457hIqfF7MlmNZsOYD5OqNKE3DvvqioQcZpQVUxf5bDRR7/QjsfCOBMq8/XnIe7+Q3gIDx5VWMq/JMzFa2eifs4urhV9va13lvomTywNjDpIJXHK/wvuwgVAR7CAIhdcxgANkjgXdcRXof5k3XJSFTJ+LTMHR5QGf/4fAh2IOubJEX17cAcMWCWuQwBbGmC4zA4BGHAOfNreaGUz2i4KmVu/nDsqYhC2whBKWGztxQgAtKonymqpTv1lfxk6njeWT2JJ6aM5H7Z4/nB5PK+ETpwCx5F/jW+p2sTmUP7A0fIHRToyQ++ka6I0HIV4ap9z+/r1ocYdY4k6Kj+PXbebqOUALDSCCkRA8GBzVuGymkDtFFOQKTvGd0bmuA5reuJZ25AqUEAfMtooE7gRGsOhs+Sk+/gPKFi1HA9IYIvhc38GDLI3QqhQM4QYeORQkyNd55FGoMUfp+CVpu9KeNin1UBH0g7ALFOTPouuVTuMEARlMzJb+8F62tY0RjSyGoGoQkAMgVD+5GrrV2EL/9PiJPvYgsWlj1tSS+8mmyZ58ChxhXmrQEv2v0VJufrElTPkqtHnreoGrLOGo31OHPBHClS2JcBw1zt5OqSA4g1Xz5Zt7KPMsna8fxdsCPgcZn7SncWtqML9SFndfY8cIUAtoFzDnvPGLV1UctgWUMYxjD4cEYSXCUUB+tR+4j1xYIykT8MLyahS/2JP74UwjhYOWm07ziz2lbNRdcib80R+X8FvSA98A0OhOUv+StVrafdzZ2zHN6zYvB2wwGw9SozbUT02hCsa7b5OGPKFGggIwjRu47ZRXJz/ZRcHOE9Bjy/VakAZHavWoC5S5GqQhCdCO1VUybOhHTNMjnC2zZupP8KH1O7gjmFpP0Gv627rOU63GarQ7+cedt7Lh8EW5NJaI7hf6bR3v7f/urCVyUGmUJ5BHCw7uepMNKUOWr4BPjPgaA6zjY+Rzyd096/z/3JKgaIqN7VA0L9+9p1lddYmWeRQjItJSwbZegIGxKRYSpMzxjrNa8oDHlIgXMrxp6db2YVnTt9N7EYIaFf7R1igimCIfZ8sDebC9BIDSMgB8t6BWSSilSBXvIPnapSYKmRtivYxpy/6tnh9GHAOCp1buxHMWUihDzaoc2jtUNOWzE4R6cf1w115/iEQWPLW/ivjd3DL+DAlwL7ByikELkE8hsO/58J5NUhgvDgi9V+gd9iH+YyXPT6m18de0O1qQOX656wG8QCfsO2/hDQQiNkFGC2SfSUpOCz54Wpyqq0ZVzuf3dIoUjmsEwPISmofl9h1RICQGhGQXCx+VAKIqtBruXXkR312dQysA01hEP/Qwh9r/YoBCEZi1kwnkXoUyN8qSPCS928sDGu2hxLU+TICE1LU1iTheu7mKmDMqWl+JvHd3v3HLdQe+DwrEQPSyqXV9L1xduwCmNo3V1E//1fRjbG0Y0fsAc/F441M+HhO0QfPlNSn72W4ydu3BNg9Sl59L12etwKod4Xhwg7m+MkHEk9QGLCyoPneiTlkbZzgrqPpxAqCuMQpEs76ZhznYSNZ2oQbwOmuxmfpi/jx+WRslJyfxMLX+ZKmPuhNXofptsu5/u1eczed5VVEycOEYOjGEMf6IYIwmOEqpD1Xzv5O8he74CgeDj8nxiYnTj5YSWIFD+G4zg+yglyHefQ9ObXya53TNEDI9PUja7Dan3PCiUouqJZ5C2TXbiBLoXzQe8hdPCAa5wT+tDFKztNnnkI0oUuAryB9Lfqixae9QE49M1FNNpIj0tB+ldBo6l4zqnASC1VzAMjenTvAdtZ6KbHbvbR6XdfX8tBwC4ME4v4+/qPsd4s5KEk+KfWu5i66fPQGkacsVa5GvLezd3LLtXTfBRbDnYnW/hsWbPpfnW+uswpVdkOpYFr72GbGxGhQI4l5099CCjuEA5klaDPSoC184TKN0EQFv3IrrtDD5lsLB+Zu8K5coOb9tZZTphc+jbe/sGGxSEqyWBkv7bWQqe6TEsvEy3D0jq2pcg0EwTvY8hWLowMqNCKQUBQyPi1/Eb2pDmoYfLhwCgJZnn9c1eD/MnFtYO/joCDL9E8438MXrBvGquO9nLff/dWzu5fw9RoFxwCggri8h3I7MdyFwbMt+FLKZ7Yt9s9uiDskUHRymqDI2/rQ33Psgl8I1xYa6oiKEBb3SluXH1Vr6xbgdr04eHLIiGTXyjkSt/gJDST1CL9CMKgqbky2eVEDIFOxMO939QHKDYO5qQpoluGocsH/fXWsROzCJMFyel0fLKSXQ0fw3XDaNrjcRDP0aTzfsdx1Egq8Yz/bKroDSM39KY85bDU+/cyXY72SuYKpQXaV/cSTFaRDqS+LoY0Q2RUfNlsQe7Dyob4fb3QXDKSkh84QasunHIXJ7Ybx7C98G6/Y7vN3Rm1vRvF5pZU4r/APwI9IZdlPz8LkIvvYFwHArTJ5P4xq3kT1zE8A7HI8fapMEbnQEEilsmJNEOYVjhCuK7S6hfM4FYWxyBIBvN0Dh7J+0TWnHMgV+epWweL77BDwr3s84UlOUEt2yYzpX+Zipmb0dIyDTVESx8kerJi9H0MVuzMYzhTxljJMFRxJXTruSns/6TW+U1/IX2eZbI40Z1fM23mWD5bWhGM8oJkmm+iabXP0m+IwxCUTK9nfikrn4TltiylQR3NuAaBs2Xem0GCsiNoM1gMEyP2nxqYgZNKD7sNvn9zo8mUVBwBdYBFIfpKS62sigxq3BXNuIvcTAjDsoRpJsMlHMKSpkIuQshNhEJh5g4wYsd3Nmwqze7+VAwkpYDABwoNaL8f3W3Ms1fR8bN8ffiKRov8xyztfuehNa90k6n6E3cFC6uOrxmVqON23fch61sFsbmckLce3+u62Inu9F+75EHzmVnQ3gIV2alRrXVYH9qDxewekiCfOeL6H6bYtZHQ3M1KDjTnQO1XpEkhGRFizfxGy7VwLUV7cPEHr7maHQhKMXlFO1AqoC9BIHUNMxoqLe4zhYdigco/xZC4DMkYb9OwNT6+UceTh8CgCdW7cJVMLcmyrTKgcStkGD4NeSBurIquHxhFbec7uWC3/fmDh5Yug6Z60AWkggr01MYDf9ZKSDT07bxiVI/z8ws4deTojwzs4Rby/38fW2QRxdM4bKKOBJYmkhz/Qdb+ea6nawfZbJAk4JwyMAMHFmiQAiB1IMEZbAfUVAZ0fn8GSVIASubbJ7denj9GQ4EQgikz4euH/pnZcQ9Q0Mt6qAsSfvrs2jZ8i1spwJNJoiFfoKhbdrvOLYLlj/CrIuvwpxah0AwfYPBe8/dz5pMI73aMb9L54Iu0vUZFIpgc4CyFaXomUOT11uuO8h90EXagyvVVChI1y2fojB7OsJxiD70JIGl7+xXklVTEuaU6TUsnFjJKdNrqCkJj+wAC0VCT79E/Nf3ore244aCJK++lOSNV+L2qCxHA5brmRUCnFORY0roIB80CsIdEerWTKB0VznS1SgE8uya1kjztF1YgcGf2ZucRv41fw9/tN9FOIIrPwzyqdVVzDz+Q2ITUyhH4rSdQ9x/M4Z/hJ/dGMYwho80xkiCo4wys5TJsm6UFQQKI7wUf8n9CJnHKdbQte0r7HrrFKyMiTQcKua1EKrqL2XTE11UvPgKAO3nnoldEgcOrM1gMMyIWlwzwSMK1nSZPLozyGglnx1JZG0x4uN2DUV7vEdNkBlPsbuLSP2elgMTCKKcEwAQ+isAVFWWUVHuuZKv2byT3CDRaAcKdyQH7ABKEdaCfGf8p5kfnEZRWXxnxioSUysRhSL6rx6EHgWBYzu4ljeBUe5HR02wrOt9lnWvQhMan62/vreAdYoWPPUsojuFqiz1Wg2GwigaFrqu2u9Ye1oNlFLogfcA2N06E5AsticTGxdD9czR00pjfYf3vSyuHroISWxzcApghiBW1/8RoBQ80aMiuFi3GbmfoED2EARCCsxouDctoWi75KyDX3IUQmDqkojfIGBqGMbh8yEA2NmZ5b0dCQRwxcLagccjQffryP0t8ykXnCLCyiEKaUS+C5nvIOCkuOq4CLec7HlI3PNuGw8sbx9+rEFguS6FnmuyytA4PmxSZfScDI5FPVn+aco4Hl04lUsqYkjglUSKaz/YyrfW72RjZvSu3aCpYRgSM3hkiQIpdITmIyiDGH1Io+lVJted4BVcz26wWN5yZFMYhoPQNKTfj24cWnENoAUU8RMymNUWKEH3yjp2rfwLLHsSUuSJBn+Nz1i233FsF/JKZ/ppFxI/eTGOVIxrNWl86hneaV611ydHQHpShsS8LhzTwcjqlK0oJbDLf9D3RXvAM8pF2PshsgyD5KcuJ3vKEgDCzy8l/Phz7M9AyG/olIT8I1YQGJu2Ufq/dxJ8azlCQX7BHDq/cSuFebM4ZDnIPniyOURzQSemO1xdmz6oMQLJILXr6qncXo1uGVimRevEZppmNZCPDv6Z5lSB+4sv8qPCQ7S5CRZuD/KZl6uZYJhMuXwbvpiFssLoqU/jlycfylscwxjG8BHDGEnwpwaRw1/yO3yRVxECrMxi2td+hZaV03FtDSNUpHJhM77oPmyyUlQ99SzSssjW19G1ZBEANoLCKETdzYxZXD0hg0SxusvHHxo+ekSBwiMKRorkFBtXuVQFJpBbuYVonQVCUejSKHRLXOcMlBJIuQHELoQQTJpYRzDox7Jtlm/aiTsSY4Hhjnmkc+OeGs4vTf689npOiczDloq/vqADy68jtzQgn3yld3Pb2qMmsFHq2FmpGwqWa3H7jvsBuKzqfMYHPPdp5bo4LS3IZ18B8MwKh5NQjmKs2ki+mz0tPrmODwiWp3Bdwe7mqdQ75SxwJpKs3TvIqg7vHK2PalSEBi9A+sce6gNiD1e7kh1K4kNxwYgNC/cSBAiBGQkhewogz6hw9Ao009Aoi4aI+HSMQ9HiDoM/vN8EwPETS6kr6a8okZrACOj9UzEV4Dpg5xHFDCKfROYSyHwCWUwh7CzCLSCUgyZE73FftbCMT59YAcBd77Tx4IoDJwqyBXdIjwccC/JdTPAZ/Mu08TyyYCofK48hgJc6U1yzagt/sb6BzaNAFgghCJk6mhRHniiQARCCkBbqRxScOjXIubO87+/+9wvs6DpGMhEBoWtI3UQbhXxgoUNkfo7gVO97zG4tpeH1PydfWIAQDpHA/QTM59lfFW+5kLFg/IyFTPjYxeSDEMnqFJ5bxsvrniffp92wWGLRsbiTQmkB4Qpim6LE10YRB/B8BO/+sG8EqrCLiJHMDaQg87GzSV1yLkpAYNkHRO/9PaJw6Oo2kckSefgp4nc9jNaVxIlH6br5KlKfvBgVHGgWeqjYndd4otkzV7yhLkVwEJ+A4WBmTao31TBuUy2+nA9Hc+iobadxzg7SZakhkz4+sLfwz/m7eN36gNpWPzcsrWHB+nKqTuhkwrm70AyFKE7CSH0e6RxaYsMYxjCGjx7GSII/IUh9txdv6N+MUjq5xOW0rLyexMYqUIJAeYaK+S3ovoGTpdjKVYS27cDVdVou+1ifNoPRO0Vm9SEKViV8PPYRJArsA/AnsHwOibiX512XraeQaiU8ziuYkjsMoAzlzgNAaq8CoGmSGdMmoWmSrnSWtTv331c6HA6k5WCPXFMXGl+qvpIL4ifRERP87AKPqNAefxmxxTOKch2318TQ/Qh4Ezze/Ed2F1ooMWJcU/vx3p/bRQseehRRtHCnTUAtnjP0IEqNGkngKu+7GQ4OHkkHoOyXAejoqMdwSjjTmk0h7mKFve9MaDormr3vY9EwKoJMqyLXqRDa4LGHj/eoCM7RbMIjmu/3IQgAMxhA85k979EzKhzNS9xnmAgh0HVB2K8T9euYuhi1tLsNzSk+3JVECrh8fv9JsaYLdL9AuBbCyvdTB8hCF9LKeN4BymKodgG/0f9+es3icm46wSMKfvt2G4+sHJlj+x64KDLFYU7KHqIA12VS0Mf3p4/n4QVTuLAsigBe6Exy9aot/OWGBrZkD+069psauibRpMAXPHx+EftCCIHUPPnzvkTBJxZEmFvrw3LhthUFErljKPHAZ6Jp+iElHvSOJSA4tUhkQRY0RbE1QMMLXyCTPgeAkP9Zwv4H2d8NzHIha0O8opbjLruWVJWB7kr87zTwwmsPkrL3En6uqUjM7SY5OYUSCn+7n/JlpRjJkbcBWfuQ4MIp9hoVjhT5kxaRvO4KlKHj27SN2O33I5MHtxKPUvhWraX0x3fgX7UWJSB78mI6v3YL1rRJBzfm/l+S3+6MYCvBvGiBE0tGbgisFTUqtldSu66eYDKEEoruygQNc7fTXZ1ADRFdm1QZbi88xS+LjyO7ilz6bi3nL6sioGDa5dupmJsAQGZPRUtdi1BDtN+NYQxj+JPGGEnwJwI9sIpA+W+QeheuHSfTcivNy84jvcuTXEbruyid2YEchKHWu5OUP+8VIe1nn4FV6kneD7XNYDDMjltc1UMUvJ/w8fhHkCjIOwJ7hHPNxARv4j0+NJ3U8rVEJnirHKlGE9cB1zkLACFXAh6h4Pf7mDrFc0Hf3tJBU3vXIR3viFoOFP3qGikkN1V8jKvKzuGNOZLXZguE66L96kHIe5MYu+jFICploQ5wYnck0VFM8NCuJwC4ue4agpq3EqSUwtm8BfGmJ8d1rr14eAnpaBoWjuA72SPxLaTaCNfsAqB59wzOcebiwyBZu/czt6XGqhaPJFgyjB9BW0/sYelkDd3f/702uoIVroZAcemIVAQCKcK9BIHu8x2UUeFIYerGgKx5TROEfDrRgI5/JIkIw0ApxaM9KoIzplV4agzbMxM03DSmSqLlE8hiEmFnetUBI4UAzEH6N65dUs4Nx5cDcMdbrfz+/QMjCoqOS3E4xVEfogBgStDPD2bU8dD8KZxXFkUBz3Ukuer9LfzVxka2ZQ8+tSTs8wpEKQVmQD9iRIGUOkJ6531fokBKwa2nxqiJ6SQLil+vKFAYiaHrEYAQAuHzoWnasPGaBwJftU38xAzS7+JkDBqfu5autqtRSuA33yUavA3B8GRQ0YGcDb5AmBMvuJHkrDgAkS1pXnvqPtrSfZITBGTrcnQuSGD7HbSCRun7JYR2BvfLTjuu6m9Y6NoI9+BUacVZ0+i69VrcUBBjdyvxX92D1tJ2QGPIriTRe35P9OGnkNkcdmU5XZ+/gczF54Dv8KWovNnpZ23KhyEUN9enRnQPE46gpKmMujUTiXTEEAjSJSka5uygo64dVx/8fqCU4i37Q/4p91s2pLdw+vvlXP7GOMo7dKI1aeZcvYVgVR5cH1ryarTcWYixMmEMY/g/i7Gr/yMPG1/0afzxxxHCxs5PJdnwJZrfW0AhEUBIl9JZbUQnJAd/+PS0GWjFIrnxNXSdsBjwzNJGo81gMMyJW3yyhyhYmfDxRONHjygYqT9BIWTRHUkhhaS+OAm3sAU94OJagsxuHVQ9yp2MEA5Se613v9KSGLU1VQB8sK2R5CGs8o245cCmn/mTEIIrys7iM5WXcseFGu1RkK0diPu9mEDlqo+EmuC3DQ+QdwvMCE/lzLK9PZV2sQj3PYRQCufEeajJdcMPNIptzSOpLQs9t+d04jk0wyGbjVLjO5HqfBxHV2SqvEGE1FiXgIIDJX7BxPjgrQbFjKJrx9Cxh0/YXmF1vHQYN8QK1F7sIQh6ijFdx4juXW3KFh2sUcyp16REN4cmP6QUBEyNWEAnaMoDNBv3vAM+2NHGtvYMpia4dHoAWUwi7Qy6LKIbDofKEhmaRA5RAVx/fAXXL/GIgtvfbOXRVQdGFGQLzvAu/o4F+e5+1/fUkJ//nFHHg/OncG5pBAU8+/+z995hchV39ven6obO3ZOzRjkHhAQICTBgco42YLDB2d6cvGt7c7C9v329Xnud1tnGNmByzkHkqAAoZ40m5+mZjjfU+8ftGU1r8mgkwJ7zPHpg+vatG/qGqlPne057D9ds3sNXd9VzMDVxssDQJb5cqYmUAjN4HIkCLTQgqx5MFPgNyRfPKiDsEzTEXX79TmbkEo3jDM+fwDPhnKrTpEddCtYm0AtslC1oXn8e7Qc+h1Impr6LWOh7SNE9ahsZB9I2SE1j3ZpryZwxl4zuEupy2PzgPexrzI/vtKI2Has7SZWmEUoQ2R+m8N0YMjvyQdl5UioH6RxdpK5dU0nX527ELilC6+n1IhL3jREzCuAq/K9tpPC7P8e3ax9K00icczpdX/wE9oxjK7HvtQW31Xt+VFdW9lE2jMozDwqirTFqt8yisLkIqSTpUIqGhYdondOM7RuZZGl3u/le5l7uTDzF4h0Brn6+mrmNIUCxeE09cy6pA78Cuwy951NIa8EUHuk0pjGNDyKmSYL3GJqUk465EbKHQPGvMEIbUAoyvWfSve9mWjbNxk4ZaD6b0hNaCJaMbAIUfftdQnv342oazZddDFLiMrVlBsNhWYHF1bUJBIqNnT4efj8RBfrYswYukBpn/WVnrWcQOTu8nO7N2wlXe397BoaD1ATaqzBolmdGTQUF0TCOq9iw+yCWPbnZ+nGXHIxgynduwSl8cvZH+cGlBi5gvLABa8PbgBcdqFwXpbKosfTz7wG29u7khY7XEAg+N/Mm5KDr2n1jA3L7bpSu41x7wegNjcNkcLwYT6mBjScMTvb2Eq7cC0BPx1KWJjxX/L5KZ8CwUJgGG5o8hcqqCmPEgehA7GG5IFCUf3/HFTzveIOqy8ahIpAicJgg0GRekkHmKI0Kj4QQAtM3vlx2LxFBIxY0CPk0hpR8K3tAHSCyvV6ZQLobsr3c945X2nPu/Cgxv3dyNVOim1MzevMbo7fzsZNLuH61l7X+05dbefCdznG37ShFcrSyAwAnC6nuIS7wC0J+/ntRLXecMIeziiK4wKPtPVy1aQ//sLueugmSBSHfYWJAiuNHFHhlB6HD+zGIKCgO63z+zEI0Ce+2ODyy6/3joyJ0E6Fp6FMYJyd9itgpSXxVWVCCjjdPovGdv8RxI+haE7HQ/6LJxlHbSDuHS+tWzz2b8MXr6IpamFmoe/IZ3n7nzTyyRemKnsVxehbEUVLh6/JR/FYRZudQcs9VCntA0eEi7akhmd2iAro/+zGyM2uQmSyxW+/Gt2nLiN/XWtsp+OltRB55Bpm1sGqr6fqjm0metRb0ozeWHAt31kfotSXVfpuLjjCSzoOCYHeImq0zKTlUhmbrZH1Zmuc00riwnkx45PPnKJenrQ18PflrxN4url5fzfJ9MTRXEK0s4NRr6vCt7AUpkOnF6D23INyiEdubxjSm8YeDaZLgPYYQAk3T0OXEpLKaud+LNzQbUa6fVOcNdO68mPYt5ShbYkYylK1sxgyP3BnS472UPvksAB1nnYFV4nVQ00LDPQ6duuWFh4mCDZ0+HmkIjpVidOxhGGBIGEedqKW8GZexkIxkSARTaFKn1p2DFNsBRapdx0oIlLsY5ZYhRBqhvT6wnhCCefNm4TcNEuksb++rR03yBI2r5ABGnC0/NbKMS9d9gsdO9Tqy6ud30dfZMkhNoFDvMzWBo1x+cvA3AJxXeiZzQ7MGllmpFNx2NwDu+esglyoxcmNTt19qHBmgWQSu61Lf+CqhcA+Oo1EavYhoh0cs9eYMC4UQKKEN+BGsrhye4HJtRcfO/tjDoYORJ2ydLIK5wmGJHIvsEUBuO8JLMpC5DrXtuCSm0KgQwMz5EEwISmHiEtEdwjKDYcU9I8GMpw4QTtqTNufYmtcO9tEUtwiZkgsWFoAA3S/RxxjYjxeeYeHozxQhBDedUspHV3nP4R+91MJD746fKMjYLtaYRhfDEwUAi0IBvr2olttXzOHMQo8seLjNIwv+aXcD9enxGcJpOVVHP6QQ+I4TUSClOVB2ABDUDqcezC01uSmXePD0Pos3Gt5HRIEv57UxBYkHA21KCC9PE1yYBhS9O+dx6OW/w7bL0WQPsdD3MLSdo7aRtr3yA4CFRcuYe/HlHKzJIBB0b9zCa88+RjY76LoQkKpM076qEytko1kahe8WEN4XyhPiWMod4FyFnZkyAhZABQP03PwR0ssXIRyX6L2PEXzulfxr3nYIPvsyhT/4FcahRlzToPfSc+n+9A04ZcVTtzOjYGevwfMdXunbJ2fGhxKaOfgSPip31VCxtwozY+LoNu0zWqlfepBkYWJEU0KAereNb6bvYGPdW1zyQhlrthfhtzT8kQgLPryYBRe+TbokiXAVwa6TkYmrEBxf49FpTGMa719MkwTvE0gp0KWGNmZHSmGEXsZf9FuElsSxKki0foaOrafQs68IEATL+ihd0YJmjtJhVIqyR59Ay2RIV1XSderJgFdmkD1O8lCAFYUWV9UmESje6vDxSEPgvSMKBKB5Du1inBFJaUcw5phPQEeNZ6Q0L7KK7h1bCRR76o54nQFIXOdMgFzJweERqWHoLJs/EykEzV1x9jZN3AEdJlBy4MJIko5lobnM/dhnqCuThJMuzT/8Ie3ZLhzLwnVdXJWdNIlxLPBk63oOJA8R0oLcWHN13jL3iWcQza2ocBDnkrNGb2gKDQsV4y812L+/npIKrxOf7ppLcWsxQgnSUZdsJHeedYODPQ5daYVfh6Ulw1+3XQdc7AwYIYjV5j/2LQWP5QwLL9PtMclKIQ4P+MxIEJm7VzyjQmdKjQqH8yEYAscB24JsCtJ93iA42QWZOGSTGG6WsCFyyoKhrzzLUTywzTPqumhhASFTYvgl2hSmJ/iM8b1qhRB8Yk0p157oDVT+78UWHt4yPqJAAYnxuKqOQhQALA4H+M7iWn6zfA6nF4RxgAfburli427+dU8DDeMgC4Jmfp29yBEFU1V7PxqkFhwYOAlEHlGwZm6Q8xd5vhl3vJtlX9f7w0tFSInw+5FCTkniwUC7AoKzs0RXpxC6It1UzoGnvkwmMw8pMkSDP8VnvD5qG8lBREGVv5rTzrqJbSssHKGwDrXw6kP30NvVlbeOE3LoOLGTZGUSgSB8KETR24VoaYnisIrAMyo8Bgo0Q6f32ktJnuHFDIeefZnw/Y8jO7vxv76Rwu/9gtBzryAcl8zCuXT92adIrzmRCdYpTRq2C7+o8wirs0qSLBhmMkfP6JTtq6B6Ry2BvgCucOmq6KRu2UHiZT2jkgOWsnkw+zI/b7ybZS8Lzt5USjRpoPt8zFx1IksuqSI49yFsM4kv41BZtxTLPZ+ps4CdxjSm8fuAaZLgfQQhPHd7XdOG76iLNP7Cu/BFn0UIhZVcSV/Tp2ndvJBEcxhQxGZ3Ubigk7GqBSLvbiO8e2+uzOCi41ZmMBxOKMxy5QyPKHizw8+j7xVRMNicSNNGj8LLoT8Wcaz97S1KkfFlMTU/NcxFau8CXsqBchTKXY1SYYToQsi383crHGbpzEoAdhxqpr1n4s7N4y45gFFr7+dEatG+eCOWBkv2ZFl///epT7fhZLOAi1JHV1c6VYhbfdxWfw8AH6u5mpgRHVhm98ThXs9XwbnqXAj6h21jAFNpWKhGHJsNwAKaWzvo6mmgpKQOADNwPoXN3n721hz+gaSu81aT18FcUWYMGwvoxR5665QsHBp7+KKj0Y2gCJd12tiDJoEn/deDfnT/4TKAvowzpbXeQ3wIlALbBisNmQSkez0yIN0DmV6wUt4AeAQTP10IQqZG2K9janKgO/z8vjidSYeCgMY5C6IYATmlg1kB+IYxLBzx+0Jwy6mlXLPSk/z+8IUWHtvaNcZaHhylxlfqMQZRALAsEuB7S2by6+WzOS1HFtzX2s0Vm3bzb3sbaRyFLBDCM5Q88jMzcOyJAiEkQh6OqTuSKLj8xCgrqnQcBT/bmKYj+f4okxKaBoaBJjXkGKqTicIstYmdmkAGXezeMAce+SuS8ZMRwiUSuJOg7zFGe0MkbS/5AKBAj3H5yk+x7QydhN+G3jQbHnmQ5v378lfSIL6gj64lPbiaixk3KH6rCL3V9C67ozAqHBekIHH+mfRefh5KCAIbt1D0Pz8h8vAz6B1duKZJ/KOXEb/xKtxYdOz2phCPtgRpTOtEdJePVue/z6UtKT5Uwoytswh3RVAoeovjHFp2kK7qDpQ2+vW626nnO+23kX19Pxe9Vk5Ztw+hSaoWL2L5RedRvGwvbux+kBaF3VkW7iikLXzFqG1OYxrT+MPENEnwPoQUYGj5qgKptxIs+Rm6fydKaaS7L6Wv8WpaN9WQjfsRmkvx0jYiNWO742p9fZQ98TQAnWesI1vmRXCljlOZwXBYWZTlihxR8EaHn8cbjzNRoGsceTsIQxuVre+HM55YRAHt1b0ALIydTLxuM0LP4GQ0ki0KlI7rnA6A1NYzuMPmAhVlxdSUFACwcU8dqczEO1fjLjkYRU0AUDprMclrzwHgmqeS/GTTj9kVP4DrOO+bkoPbGu6h10kwM1DDhWVn5y1z734A0duHqizFPfPksRubSsPCcTirtyfS7DtQT3nFXqR0yfYWEeqbjy+l4WqKvkGGhUJKNvSXGowQfZhoU6Q6FEJCyYL8WXml4KGciuAS3WassaxAIISBNHTM8GGjwkTGnlKjQoHC1KSnDsj0QaonTx2AnfHM+CbxkNAQBAyPLFAKHtneDcAVSwsJhrQpl8WPZlg4EoQQfHJtGVed4BEF33u+mce3jY8oSFkOznjOyziIAoDlkSDfXzKTXy2fzamxELaCe1u6uHzTHr62t5HmEZ5FfkMbUmJxvIgCTfODPExSDCYKpJTcvDZKTUzSl4WfbEiTtt4fCihhGCCkRxRM8TnSwy4FpyYwimyUbVD3+GfoaboQgKDvacL+2xntYZe0DhMFfunjo7M/QcM5ZTQWpxC2y87nn2fX66/hHkHSZUozdJzUSTZiIR1J6fZCSvdF0azxla8cLdInr6T3qgtR5L/OheV5EEyZY+Q40ZLReKDJi+z8WE0vYT2nqnAFseYCZmyZRay1EKEEyWiChsV1tM1qwTFHfxGlVIbf9T7Jqxuf5owXQsxs8Z7PpbNnseLCC6haVgtFv8MNeMqRmYeSLNvqsLf844w5qzSNaUzjDxJT+mQ4dOgQn/rUp6ayyT9oaJrE0DSMwBYCxT9H6p24doxUxy301q+j9e1ynIyO5rcoO6GZQNE4BmhKUfboU2jpNOmKcjrXrQG8MgPrPSII+nFiUZbLajzzntfa/TxxPIkCfZgBlpAIbXz1eRlXDHSgRkJPaQLLsAnqEaq12WiGF70Xr/ODm0HZa1HKQMgGhNiTt25WSJbPqiYa9JO1HTbsOTikMzYWxl1yAGPOngfOP5vs0jn4bPjMAwn+38FfsKlzGwqv7OC9xL7EQZ5oXQ/AZ2fehCYOD4ydpmbU488AYH/0Ik8xMhqm0LBQMeIk9wAyts2W3QdRyqGyfIe3nvgQhU2eiqCvwkHlxj7CNGhNOByKO0gBJ45AEvSrCAqHiT18x5UcVBI/ivPGYVgohKccMAZFHaYth/R4M0GPhFK5coEMWMkBQsC0k4hsn6cOsLPgTr0sXCJ4anecvqxLZdTgnCUFx6RufizDwpEghODT68q4YoVHFHx3fTNPbOsecz2Fp+oYF5ysF484jgftCZEg/7d0Fr9YNps1sRC2UtzV0sVlG3fz9X2NtAxDFhypJoDDRIE2Dt+Xo4E2qOwADhMFutQI+E0+uy5M1Cdo6lP86u33R+KBF4to5lSFU+/jIE1F9KQk/tosIGl68Rradt2EUhK/uYFo8CcIhjc6VnhEQf+trgmNq0quQjtrOe/M8eJ7m7ZvZ9Pjj5JJ5pvwOX6XzpVdxHNld7HWMFU7ZmCkjk/9uxuLDuH7hVJoneMj3qYKSsGv6iJYSrAkkmFdUdozk+2IULN1JsUNpWiORiaQoWl+A83zG8kGx36fbk7v5ndb7qTmmTiLD0aRShCuKGPZeecya/Uq9Eg7dsHPUEYdwtVZvi3OvP1JdlVfT9YoOPYHPo1pTOMDiSl9S3d2dvKrX/1qKpv8A4eNHn4MX8F9CGlhZ+aQbP8M3fsW0bGtBOVIfLE0ZStbMELjGwGGt+0gsnMXSkovzUDT3rMyg+GwujjLZTUJAF5t9/Nk03EgCsxR0gxMbdwzDWPFIioJHZWemmBRbA3Jtk0oN02i1YedVOBoKMeb2Rba+rx1LQRCk6yeX4uuSbr7Umyrax7Xfg1s353AxOsRcYhDICV8+qO4oQBzmuHyF9P8V92tvNS+EeW+d2oCpRQ/OfgbFIrTi05hWXRR3nLn179D2Dbu4jmoExaO3eAUjk3dMQgHpRQb99STyWQpKWzAH0zhWAYmpxJt867ReE2/YaFEavqAimBhkU7YHKbePqnoPjBa7KHXST9bswmP6zI3kZpEy90zluOO7arfD9f1vAOsNGQTkI57CoFMr6cYsLLg2JiahjYWeTMFiKdtHtrm1fvfvKacwqBJyNTQp/BZKMdhWDgahBB89rQyLl/uGWt+d30TT+WUD4OhJ1oINr2JnmgBwHZdMs44fxd7/EQBwInRID9aOoufLZ3FSdEgllLc2dzFpRt38//2NdGaPUwWDI5EPPK4jICGNsWy+vxtaAiZX0okEIT0ELrUKCnw85lT/RgStrU5PLDjvSU3+yE0DeHzIQTo+vjUbBNqX0J4SZrQkhQIRcfmM2nc8Ce4rg9T30Ms9F2kGN4HQwEJG/pFQ0IIzomcxaJTzmX9qnayuktfaxtvPfQA3S1HvJ8kdNTGaZzfgK3b+FI+qrfXEmmPTqlx4XBwigtRR7zHlRA4RWMY1k4xXu/ysSXuwxCKW2p7CfQFqN4xg7IDFRhZA9uwaJ3ZTMPiOlLRUdIOcuh2+7hnzwN0P72JpTtDmLZEKwiy8ENnsPj00/HHIjj+N3GivwHZh7CKWLU5QVl7loaiM+iMLDsORz2NaUzjg4oJZe48+OCDoy7ft2/fqMunMQHIOHr0LqRxCAAncQZW/Gw6dxSRbPNinkKVvRTM6Rq3UkxLJCl7/CkAOk9fS7aiDHhvywyGw0nFWRTwcH2IV9r8COC8ytSxUQXKsZIMBMIwUNmxO5D9/gRhY+QeT1d5H6UNMWJmCRX6DDp4A9SH6G0IUDgngZtdg9BeRWo7cJ0mUJUDbWcQhPw+Tpw7gzd3HeRASwcF4QA1YznzD4Kr1DjMMXNwGP0JURjFueUq5Pdv46pXFZvn2HyH39Lnprik4kKEOP4uyS90vMr2vt34pMkttdfnLXN27IZX3/Q6h9dfPDb5M4WGhTC2kmN3QysdPb1IIagq2ASAnT6BstYIUgkyEZdsNCdNzdXqb2zqTzUY/lz3xx6GygTB4vzrvN4VbHQ1BIpLx6MiQEcIDS3nQ+AqRd9wRoVKeYSAcryDVgoce1yDUE0T6OM0DT1a3Lulk7StmFfqZ90cL6vc1DRMDSzXJZMdR1rAGPCP07BwNAgh+Nzp5bgKHt7SxXeea0IIOHdRAQAFu+6j6uX/QCgXJSSNp/0D3QuuIpFxPH+F8dzv/USBv2DcpOjqWIifxmbzZk+C/zvUyoZ4ktubO7m3tYtrygv5VHUJJaZByKeTtd0hpqZCCAy/BmlwprBUZTCk9OO42bzM0X6iIEGC2WV+PrbK5VdvZVh/wKYiLFk74713dxe6jrIdhGOj6zq2NbWJIQCBWgst5NK7OUDvvuVYvV9ixhnfRddbKAj9Lz3JT+O4M4aspxT02RA2GIhvXuU/geiiKPdEf8e6t6IU9sHbjz/O3JNOpnrJEoQQOK7CtTKkozYNS+oo3V9OsDdE6cFyAvEgbTNbx6y3nyzcWIS+K84n/MCTCKVQQtB3xfm4scgx2d5wSNiC3x7ytndzcYYT6ssJ9Xh9OVc6dFd00VPejZJjPyeVUrze9Cbxd/dT22sAOnZAMmfZSspqZ3qpN2Rxwo+ifFsBEJnFLN/WQkFfL32+KvaVX3bMjnUa05jG7wcm1Bu78sorvYfPKJ294xFz9PsOYRxAj96FkAmU68PuvRqrdzEt7xaT6TUBReHcLkJVEzOwK3v8KfRkikxZKR2nrwW8qLX3usxgOJxcnPXqhRtCvNzmRwjFuRXpqScKzHF0CHUNHN0b6IwBO+dP4B9hItTVFV3lfZQ0RllUsIbnWu7EjKwmXh+kYHYC4RSinCUIfStSex7XPjzQzSAJ4FBeGGVeVSl7Gtt4d38D0WCA6Fjmezkom4H0ujHhAJoaddCgTlqGc/pqtJc28KWHdf7kkzY/PXQPvU6a66uvPa7Pg5ST4peH7gTg2qrLKDEPZz0rpXB+4cUhuqediKqtGrvBKeyvuipvnDIErd297GpoBaAiFCda48l3pXHOQKlBvPrw9Sc0g76sy/YO77PhSALXUbSPEnv4kO19drJ0qBxHx1QIE4RAC/hQStGbtnEdxysFUP3/3NzfYzY3tH0pMI3xXpxHh7akzZO7vHN885qyIdepIb2EA0e5pLIututOarLTnKKEBCEEXzijHFcpHt3azbefbUIKwYVlbVS99O+I3N4J5VL18n/QV70OO1ROIuMQ8Y/zNT8JogDg5FiIk6KzeKMnwQ8PtbG5N8ltTZ3c09LFR8uLuKW6hICpkRwmGrO/9CCbso8JUSCEQGohXLs3//McUaB8ilUzbFp6XR7faXHn1iwlQcn84mOvZBkLwmeiUg4S0HQNx576khuz2KFgbYL4hiDptpnsf+KrzDznOxj+RgpCPyCe+jiWvWTIekpBwvKIgn7rhHnmbG6u+RS/9P+axe9YzG0MsffNN4i3tbHwtNOwXAfheteAYzg0z28k1lJIUUMx4a4IvoSPljnNZEPHxvw2vXoF2Xmz0Tq7cIoKjytBAHBXQxjd1vlnaXBuewSBQKGIl/bQVdmJa4zv923oqmfbO69T0CYoxMDSFUWLZrNg/gnInAJLyU7syN2gt4GSyOQ51Nb3Udr7Io4w2D7jEyj53pNh05jGNN7fmNA0R2VlJffcc48XdzbMv40bNx6r/fwDgUIGXkGP/QohE7h2GVbX50i3L6PhrTIyvSZSd6lc2U7BjNT4Z4SB8PadRLbtQAlB8+XvvzKD4XBKSZaLqz3J3UutAZ5t9k9t6YFhMF4tp5hAfnXaEYxWot1R2YsrFKX+GRQZ5diZ17ASOuku76XtZtZ525QbgZ6B9Rw853uAhTXllETDOK5iw+6DWOPsQE6o5EAxroGy87FLUaVFRLoz/MsLnjrld42P8JODv8Y9FvFWI+DOxofosrqp8JVxRcUFecvcV16HXXtRpoFz9Xnja3AqDQtHqUNJprNs2uMphspKi4garyEEZPtqCMar8CU1XKnoq8wZFuo6QsDbLTaugpqIpDw09PrsPuBip8EIQsHM/Pu8R8HzTs7tfRwqAu8+MdF8JhJI9Maxk91eyUA24ZUQ2JbnLzDJe9TUp74GezgITXDPlg5sV3FCdYiVNeERv6sJSdinE/Ub+AYlIowHpibRpjIlQQi+eHoJfzyngb/Q7+b0Fz/D3Ps+OkAQDHxPuZhx73rKui7Zifg5TLD0YPC+rSkI84tls/jhkpmsiATIuIpfN3VwycZd/KixnfgohhxmQEefwui/wZBSR2i+IZ8LBGEjjOkLccEikxOrNFwFP9+Upi3x3iceeP4E3n5rUk554kE/tKAitjaBUWphJ4rY/+iXScUXIUSWaODn+I1Xhl3PVdBn5XvcVuhl/FHp59i/2uS1JZ24QtF2YD8bH36IROcR8b0Ceiq6aFxYj2VaGFmT6p0ziLUUHLPyAzcWwZpde9wJgv1xk1ntBdxOmPNcPwJBoqCP+qUH6ahtGxdBkEokePn1J2h4xiMIHKHIzImw+sJLWLRo1QBB4Bo7sWM/9wgCN4QWv5FYVwWzWx4BYG/FVaR85cf0eKcxjWn8fmBCb53Vq1ePSgSMpTKYxigQGfToXejhJxFC4aRXYHd9hr6mGho3leJkNYygRfVJrQQKs4fjEqUcc9JHJlOUPfYkAJ3rTiVTWQFAUmhD6vTeb1hTkuGiKo8oeKE1wHMt45sxHxOCsU3rBkPKcUUi9mM0fwLbdOgp9XwXFsfW4KTfxXW6idfn3OLdGSi7FiEcpPZi3rrZ3C0rhGDVvBkETINEOsvmffXjvvcmZNA1ljcBQMCH/dmPoIRg9oYm/q5hJQLBo63P8j97f4zlTr1U9kg0pJp5qPkJAD5VewOmPDwjrSwL59bfAeBeeAYUxsZucAoNC8GbZB8Ojut6JI/jEAkFKVRJCua2ASCMsynKqQgSgwwLZc5kc0OzVwKzqnL42ffRYg+fsHWyCOYKh8Vy7AGRFKYnD9ch2dtFJpMZNQFjojB1/bj4EEhN0JK0WL/bI98+saZsfOsJQdDUiQUMgobGeOiCicQejgajt4HCHXcz45m/ZsltH+ZLjV/iz/V7OVHuwUudz4dCkI0elokn0u4w3xoFkyQKwHsurS0I86tls/n+4lqWhQOkXcWtTR3ctOMAP23uoGcEQtPw6+gTIGMnAikDw6ojBIJoIIpp+LhhlY+ZMUnSgh9vSJN8HyQeeP4E3v2ua1OfeNAPqUN0VYrA7AyuHeDgE39OvGktQijCgXsI+h5mOMZ4OKIgqkX4YtGnEQuqeHxNC0mfTbKnh23PPEdnQ8OQNjLhNA2L6+gr6EUoQXF9KRV7qpDWe6/mOGooCLVFWbV7Bp/CTxBBOpSiYeEhWuY2YfnHTilyLItt777B2088jnkogUDQXqmoPW8tp686D5/fn9uUixN4Did6N8gMwpqB3v1pjEwZi+t/jcSlLXoCzYWnHuujnsY0pvF7ggmRBF/60pdYt27diMvnzZvHc889d9Q79YcE2+lA+DZhFPwf0rcNpSR278XY8avo3FdM67YilCsIFqepXt2GEcjvYEkp0KU2qqqg7Imn0RNJMiXFdH7I+/0ySOz3OUHQj1NLM1yYIwqebwnwXPMUEAW+4QdW3UJjt/TTJYYx2zLHbyLlAiln5C+3V8VRKKpD84kYhdjpV+hrCuBY3jqudZq3Te1VUImB9bKD5g1NQ2f1/FqkELR0xdnb1H7kZobFhFIOFOMaLKv5M3EvPQuAVfds5S8CF6MhebHzNb6++9uknWMjIQWvlOBndbdhK4dVsRWcXLAyb7nz6FPQ2oaKRXAuOmN8jU6lYeEopQZbDjTSk0xj6Brz5s3E7n0RI+jgZANo1orDhoW5UgMhNYSmYbuKt1u8DuZJw6QaJNpcku1e7GHxEbGHloLHc4aFl+n2+JTlroZ00lhWitR4jQrHiePlQ6DpAtMv+c2bbbgK1s2JsKAsMKE2BAKfrhELGITMkZ+7UgjMSc6MSytBuO55Kl79T+bdfQUL7rqUqle+RvTgs2hWH7YvRvfs8/ll8Z9zavq7fMX6LG7eq1xg5AwMAVwUiYn+ZkdBFIBHFpxWGOHXy2fz3cW1LAn5SbmK37V38/FdB/lZcwfxYcgCw6cdE6Kgv+xg2GUIoqFCAqbJp07xUeAXtCYUv9yUxplCImyyELoJ0jsnxyLxYGA7AkILM4SXpwCNxhc/SfuuywEI+p4jEvgth7Vsh+HmSg8GnyqfMLkldgPzqk/godObaC5K49o2e199nUPvbEEdoSpxdZfWOc201bbgCpdgPETN9lr8vRO7P983UBDoCVKzrZbyunIKkTTicGBmE40L68mExzb3dV2Xxj27efOxh0nsrEdzBW2FWewP1XLhuqupih4umVMigRO5HTfoqT5k6hS0+I0IFWFe0z0Esu2kjUJ2V330uEc+TmMa0/jgYkI9s+rqambPnj3i8lAoxJlnnnnUO/WHgsbGO2ns/CpGzoxMuT7snptw0rW0bi8k2e69IGMzeimaGx/x2d6vKhAKHNfJ69eFdu0humUbSghaLr8Ypes4QPoD9qJYW5pBAU80BlnfEkAIOKt8ki76umQ4fuwNM8K9gTKUEAiluD7bzlpnsO+DROgmapz5zpYLWccLSDgS2YBNb1GKaGeQRbFTeLP9MZzsyfQ1BYjVJlH2QpRbjJAdCPEqSp0NwisRySLw5UbuBeEgS2dW8u6BRnYcaqYgFKAkNrJ8Gg6XHIz7Ehinj4Fz+YcR7+5CHmhgzR1b+Ns/uZlvNfyWTT1b+Ocd/8U/LPxLIvro+zYZvNm9mY0976ALjU/XfiyvE63ivbh33e/t39XngX+o7HgIlJpSPwLlDD/QqGvt5FCbF8G1bF4tbrybaO1Bbx33VApbg0hXkA27ZGL5hoXb2m1SNhT4BHMKh15gA7GHsyVGIP+HftHR6EZQhMs6bezBo3BshJNG+X0ks1Mrwz5ePgS6ITB8Gjuak7x2oBcp4KaTx6ciGAmeyaGG5Tqkswp7EBM0IRWBcvF37CDc8CrhhlcJtL6NHKS+UUInWbacvuq19FWvI128CKTGaqVY9lwTd+woZr2zglmymU9rj3Ketoma5/6OfVfegePzVDMZ28XUXcyJxA5O0qNgMIQQnFEY4fSCMC909fGDuhZ2JjPc0d7Ng509XFVcwDUlMSKDVCSGzyNj7Skmo6Q0UNJAuUMHuprUifhjQA+fOUnxv6+m2dnhct/2LNcuHccz4xjD8ydIDSQeWLZ9zCT5/moLLegS3xSgffNlWL3FVKy6FZ+xGSl6iKc+iVL5hIujIGlDSD98qWhC46rAecTcII+fsp7VOwtYtj9G865dJLq6mLvmZAz/IMJfQG9pnHQ4Tfm+Csy0j8pd1XRXdtJV2TnlKQ/HCmbCR3FDCYFeTxnYg8svyVJY28bpJWP3WZRSdDc2su/dt3H70mhAT8iic3GA82vPp0Dmv0NdvQEnfA9ovaAMtL5LkVnPR6Ks+y3Ke95CIdhRcxO2Fpzy453GNKbx+4sJTXXMnz+ftra2gb+vu+46WlpaRlljGiMhnW5i+46vkvemF1msVCGNG0s9gkAoShd3UjxvZIJgMKQAQzs8uyVTacof8STYXaeeTLraY54/CGUGw2FdaYbzKj1FwXPNAV6YbOmBPnRQ0i20AYIAvHikO8ySoYoCQxuY1RkPUo5ghDEi7VVxAGaFlxLQItjpl4gf6p85kbhZT00gjVfBTgxIADJH9JZqy4qoKSkAYOOeOlLD5JUfiQmVHLiMT1qua9ifvw5lGshte1nxYiP/NO8LhLUQOxN7+er2r9OeHT5aa7LIull+VncbAJdXXEB1oCJvuXPX/ZBIomZU4p6+anyNukxZB1wxfKlBdyLFlgONgOcvEYrF6Kl7lXBlCuUK4AyKmgcZFor+2VCP192QSzU4scIY4l6fH3uYzwMrdTj28BLdZtSxrGuDlUBYLq6rSAo55eOS4+FDYPgkhk9DKcUvX/fMIc9ZWMCMwqkZ/BlSI+LXifh1jJzHi28MFYGebKVg94NUr/8KC28/h7kP3kj5hu8Rat6AdG2ykRo6F32EunO+xY4bn+PAJT+nfeVnSZcuHXj+SCH42EklADRTzGvuUv7S+mP2uxWYiWaqX/inPCVAMuNMrOwAjlpR0A8hBGcWRbjjhLl8fXYVc/wmSVfx27YubtpZx69aOukbFNlomBr6cOzqUUJqoREHm4bPR8gIMrPEx8dP8CGAF+tsXjw49vP0WENIicgNqIUQ6BMofZsMjELP0FCLOvTsXceh5/8c1wlg6PuJBb+LFB1D1rFdLx5x4FJRFrg264xT+EjgcjYv7uW5E9uwNUVvWxtbn3mWvo6h7wMrkKVh0SHixT0IBIVNxVTuqkHLHp/Uk8lCz+iU7i+nZkctgd4grnB5ykxyHX28E+7jtHEQBH0dnWxbv549r76O25cmZTpsXtpHyTmr+eisy/MIAoXC8W3Aif7aIwicIvSeTw4QBP5sO/Oa7gbgYOmFxINzjs2BT2Ma0/i9xYRIgiNrnh999FESicQI357GaEimDnDkSEQIRcdeh2zCQDMdqk5sJ1KRmnDbmiYxNI2yp55B7+sjW1REx5mnA16ZgfMBJAj6cXpZhnNzRMEzzQFebJlgR98cftayTvMPm6PcPkyM30RMDPtjEYfrY6ciWRKRNFJoLIidhGvtJ9XRSibudYaUdQLKDSFkN0LbBnYGlI2FyFPDCyFYPquaaNBP1nbYsOcg7igmYTDBkgMYv/y+osSLFwTkXU8wp1nxH4v+mmKjkEOpRr6y7Ws0pJrHaGT8eKD5CVoybRQaBXykKj/SSTU24z72NAD2dReNEXU5CFMZe6iGjq+yts2G3QdxlaK8IMKsqlJSiT78BVu8zWcWEOgtxteXb1hIzotAKTXgR3DSMH4E7bsclJuLPSzJP+Z3XMlBJfGjOG8kw0IFOGnIJsFxcJVBUuhM8HUxJkzjGPsQCDD9Ej0XQ7jxUIKtTUkMTXDDSaVTvjldSMJ+ndKQSdDU8saiwk4TaniV8je+xdz7PsLCOy6g+sV/pmDf4+jpbhwjRLz2LBrXfoVd1z7I7o88RNO6r9I782xcc2T1TXNv/gC2jyB/bP0ZjjSJHHqB4i2/HljmKEXKmoQSpJ8omAIIIbigvID/mzeDf5pRzmyfSdJ1+U2OLPh1ayeJHFlgmBqGb2oHhkIIxAizqQKB7vMRNIOsnOHj0gXe/Xbv9iw72o69r8pYEJo24IsjhUDTj23NvhZQFJySwCy3SLYu5sBTf4edKUTX2igI/S+6rBuyju16igKUDVZ2oFxjubGIWwLX0Vrp8tBpjfSGHKxUmh3rn6d1794hfUulKdpntdIyuwlXOgT6AtRsqyXYPXzJyHsJaUuK6kuYsXUmkc4oAL1FcR6paeJfszYpobildvSJnnRfH3tee53tz60n2dGFLV3enttD4zkF3LToOlaa8/K+r7BwQg/jhh8H4SAyC9F7PoVwvOeacG0W1f8a3c3QHZxLXem5x+z4pzGNafz+4v1Nzf4eIxiYhdfpPtxpU64k012BGc5SsbwT3T/50Upwz16ib29BAc2XX4QyDGw+eGUGw+GMsgxKCZ5pDvB0cxAhPPJgTEg57ECxXRo8HCgZ8rlQihI1zCxSf2fNHl/H0cnFIgaGudvaq+OEdviZFzuRbd2vYKVeoufQpZQt7QUMXOsUNN9zSPMlnOQyjyjQISMkwUEkk6ZJVs+v5aUte+juS7Gtrplls0aO+ZtwyYED6ONbwT3rFNy3dyLf3oH4/u1U/eff8I0lf8+/7PwmjelmvrL9a/zTwr9mXmjWODc+PNoyHdzd+BAAt8z4KAEtv37VvvUOb5C7YjFq6bzhmhhm56e41MA+ovOrFJv2HCKVsQj6TFbOnYElJF0736ZitWemJ7SzKG72jiVR7uDmeCppeP9zoMehM6XwabC0NP+i8mIPveuydNFwsYdeGx/WbMLD/ZSODU7GizEEUAYJC7TI1MZladoxng2Vnv9Af7qAqxS35lQElywrpDR87OK/gqaGTxPI+D60gy/jq3uZYPNG5CBfDoUgVbKERPVa+qrXkixbDpOIJKuOmQiRT0RtZxZ7T/wrFmz4T8rf+i7J8hNIlZ0AQNpyMHWBPtFUm8GlB0cJTQrCPp0zYmFOi4Z4KZ7g162dHMhY3NraxX0dPVxTXMCVxTFChgR0rGHiEye/fR+2tGCYsgNdM3E0m4AZ5Lz5iuaE4s0Gm19uzvCXayXl4fc2DUiYJspxQbloUqI0hXsMoiMHtqdDZGWK1F6H5J5q9j/xVWrP+l980UPEQj+gN3UTWXtZ3jqW45Kws4Q08lJ+Zmo1fC54E7eKu3ngtAbOfKeMGc1+Dm56m76OLmauWol2xDMhUdRHJpShbF8F/qSfir1V9JR201nTjhpHbOsxhSuItcUoaCpCczzCJhVJ0lHdTo8/y4+3FgNwSXmC6sDwfTk7k6Fx+w5a9u4DpVAo9tQkqFuouCZ6HvO1miHrKNmFHbkH9BZQApk8G5k+FTGIlpzV+hjRVB2WFmRHzU3wPk6x+qDBcRws671XF01jGpOBYRgTmpyZUC9NCDFEGno8c9B/n+D3V7J40dfYvuPvARflSpo33IQvHKB0cTtSm/wLUKTTFD/4KADxU0/GmTUT6Tqk+GCWGQyHD5WnUcCzzQGeagoigNPGIgrMoZ3wBs3k56Eq+qROyLXzSjEiyiE2gi29MDWUM/660Iwr0F2FccS7uq8gTTqQxZ8ymRddxfbuV+nZ30zJohBSA2WdgjJfQmhNCO0AypkNVoaMbhI8gvAI+X2snDuDN3cd5EBLBwXhADUlhSPuk6vUhGI0PaJgHN8TAvtTV2P843eQ9c24v32Aks9+km8s/ir/tvNb7E0e4B+2/ydfXfBnrIgOzeAeL3516Hdk3CyLw/P5UPHavGXu1h2o199CCYFz3YXjb3QqCQLgSEHHroZW2nr6kFJw0oJaDF0jbrso9w0008XJFiCt+URavWu1tzoXezjIsKy/1GBFmYGp5f9+3Qdd7BToASiYlX991LuCja6GQHHpkSoCpTz1gJ3f+UlaBq6uY0zhrOWx9iEQmkcQDC7DeGlvnH0daYKm5CMnDiUEpwJauotI0+sUt7yG79AraInWvOVWsCznK7CWRNUpOP6R783xoiRs8KdnVvK955sGKoKqoibZ5R+hp3MTsf1PUPPcl9l3xe04/gIUkMi4xPyTGDRYGaB7SoiCgKmRshxw4UOxMKdHQ7yQIwvqMha/bO3kno5uPlJSwBVFMUzfFBMFWgBHWcM+vw2fD+U6BPwhrl/u0p502d/l8uMNaf5qbYCQ+d69Q4UQ4DNRaU+6rmsatmJM5djRbROC87JoYZfed2IcePpvqTn9R4TKthAJ/JJE5grS2X5DWAWuheVC3FUYR5yqElnE54M38ZvUPTxzYhPL9sdYvbOAjro6kj09zFu7Bn84Xzlj+ywaFx6iqLGEgpZCYm0F+Pv8tM5pHlc6wJRDQagrTFFDCUbWe05n/Rk6atpJRZMg4O66CF2WRpnP5vLKoWpb13Fo2bOXph07cXIDzoaSFBsWdXNS0Qn8tXEqhhj6snWNPTjhB0CmwQ2i9V6FtGflfaewbwczOp4FYFfV9WSNgqk9/j9QKKVobm6mu7v7vd6VaUzjqFBQUEBFRcW4xu8TIgmUUtxyyy34ctm96XSaL3zhC4RC+RKwe++9dyLN/sGifcda9jz0DcxwG9m+UsxggPLlnUdtPlv05LPo8V6sokK6zzkLIcDSDFDe7Ph779c8NTizPI2rYH1LgCebPEXButIRiAJD58hi1L16gF+FKskISZWd5lOJJhyg1efnt74y4lLnTS3Mmjzzwn5MzMQQvLKDiKHIS7ESnpqgZk8JCwtPYWfPG2T7Xqav+VKi1VlQIZR1IsJ8A2G+jEp5xqGuncXSNYwjZh/LC6PMrypld2Mb7+xvIBoMEA0O792gxmlIOAAb0MYpP4iGsT95DcZ3bkU+9iL26hXEVq/lPxb/HV/f/b+8G9/Ov+38Fn819/OsKzp5AjvhYUt8By91voFA8NmZN+WbFbouzi9/6/3/metQVeOUlis1takGR8Qotnb3srvBGziumFVNNBjAAjr37qJ4Yc7rRZxOQXsI6QiyIZd0gdf5l4Pc/zc0e53KVcOkGvQbFpYuGhp7+JDttXGydKgYPAvn2B5BcMRAI2UJLKVhmlM7438sfQhkjiAY3L7tKH7zhnferz6hmKh/ao5HOBaBtneINL7iGQ52bB+UPQJK85GtPolM7Wlkak/DKZxLxnVJWwpnCgd1FywpYHVtiG1NSb75dCMNPVk2NyTRTv9H/B3b8cXrqH7xn6g799sgJLbrkrYd/JMhfqaIKBBCEPLp9Ka8a1kKwVmxMGdEQzzf08dvWrs4lLX4eUsnd7d7ZMGl0QjaZMolht2+hpB+lDO0TlwKDWmYQJaoP8xnVsN/v5ykPan4+aY0XzzZj36MogjHA6Fp4POhMt67TtM8v41jHT/tq7DRggniG4Mcev5PqFh9GwVzXiDsvx9NdJLIXOY9S3IqpJQFjgb+Iy6zkAjyycD13J1+mC1zdtMeS3P+5ipSuZjEOSefREFVZf5KEjpr2klFkpQdKMeX8lO9vZb22lb6inuP6XEPhq/PT3F9Cf6Ep/SydZuuqg56S+ID3Yt9CZ2n27zlt9T2Yg7i45RSdNQdomHrVrJJr5S0M5LlzUVdGOVRPm9+lBo59H2lcHEDL+IGXwJAWFVofdcg3Gje9wy7l4UNnkdPY+FpdESXT+nx/yGjnyAoKysjGAxOT5BO4wMHpRTJZJLWVq8/VFlZOcYaEyQJbr755ry/b7rppomsPo1B6OtK8+Kdu4Ei7FQRAHZK4WQkun/yHSH/3v1ENmwGoP2Ki1GmgY0gLSRSgFQK13Wnciz0nuLsCk9R8HxLgCcag0i8yMQ8CEDLv9S3GiFuC5ZjC8kcO8Un+poI5KaRS90kF1g9PGAW8ahRyCqnj2GFwIYGjhw6XTwC+v0JwkZ+Z66nOElZnY0v62d2ZCV74xto39FAtNrrLLjZtQjjTaS+C1e2guu5smcsG8NQIPNH+gtqyulOpGjr6eOtXQc5Y9m8YWeCJ1xyAONXEwBq5SKcs09Be+4N1Pd/jfudJQQiMf5pwV/xrb0/4tWut/jmnh/whVk3c37ZWePfBeXwk4O/AeCCsrOYE5qZt9x98VXUnv0ovw/nqg+Pu92pNCyEfN+HZDrLpj2HAJhZVkRNqTeLnFaCZMvrlK3IoFwN5a6hsNH7PXurHc+wUEpE7vptT7oc7HEQeKaFg5Fod0m2DR972KPgecdr4/J+FYFyc+qBoTO0aVuRcQykJpDDKHAmi2PpQ6DpAsMnh3TentrRRVPcoiCgcfmK4qPahhmvI9zwCpHG1wg1vYFmJ/OWW8ULyNaeRmbGOrJVq0HP90zxaRo+DbKuSzrrYk0RWVASNvjQ/Bg7WlI88E4Xt77exsprZnHo7P9izsOfIHLoRYq3/JqO5d47PJl1MDQ5MSVRP6aIKPAbGumsgzVILq8JwYcLIpwZC/NcjixoyFr8rKWTe9q7ubaogPMDAfwTSWkYAZoWwHatYZ1FDcMkY2eRpqQsFORzJ7v8z8sp9nS63LU1y/XLzPd0kCB0HWU74Ni5xAMdyx5eGTGV0KMuBWsTxDcGaH7rJrJ9JZStuJeA7wWk7KQ3fjVg4OCigIwjADWEKDCFwfX+K3g8+xyvFm/g7tPquGzTTAJdFrtfeZXKRQupXrpkyDlOxZLUL66j7EAFgd6g9994kPbaVtRRqC/HgpE2KGooIdTtqRxc6dJd3kVPeVfedh0Fv6yLohCsLUqxLHp4EiHe2sqhd7aQzM1EJ/w2Gxd0c6g6wyXmOs7WT0QbpixAiRRO+H6UuQ8AmV6NTJyLOPJFrFwWNtyGafeS8FWyr+LyKT4Lf7hwHGeAICguPrp3yDSm8V4iEPAIzNbWVsrKysbsj02IJPjFL34x+T2bRh66W4czJBRYKR3dP/7Z6by1MxlK+ssMTllNZtZMb2A6+MUjBFLTEK6L83uiKji7PI1S8EJrgMcaPUXBmpJBRMERZoVvmhHuySUZLM32cUOyBeOIM3GGHWe9HqVL6rysRznLjg+7bWHoqMz4fy8750+Q12mS0FHVS+WBQpaUrGVffCOptjfI9l6CGQFUMcpejDC2IY1XcDNXApAVAtfKeqXMg4gCIQQnzp3Bi1v2kMxk2byvnpPm1w7bqZ1UycF41QSAc93FyO37EM3t2D/4Kcbf/hWGNPibeX/Ejw7cypNt6/nBgV/SY/dybeWl4+p4P976HAdT9US0EB+rviZvmcpkcX5zp3dsl5yHik4gZ3sqVQTKG4MDOK7Lht0HsRyHglCAJTM99lYBnY2NRGd65IHrrCSUKMTXq6GEorfSG7yLQdL8fsPCBcU6UV9+h7JfRVAwa2js4RO2ThbBXOGwWLrgWDkjzKGD1KyjSNkgMNGNqRsMHUsfgv6IwyORtlxu39AOwHWrSwkcWe8zBmS2l3DTm4QbXyXc+Cq+3vq85bavkL7qU+mtWktmxjrCxWMz8wCmlJh+ia1cUlkXy3Gn5Fn8kVUlPL6tm12taV4/0MepsxfSvOZvqXrlPzx/grITSJWvzJUdOJNXVUwRURD263Qlhj4/NSE4tyDC2bEwz3b38Zu2ThqzNj9t6+RuTePqaISLIiF8R0kWSD2Iaw2difZMDP3Y6TRS15hbEOaWVYofv5nmtXqbirDk7NnHztdiPBCmgUo7oNQAUWBbx95gUfoUsVOS9G3107njIqxEMVVrfoHP2IKM9hDvvRHXOvzczTgCgeehkteOkFzsO4dCEeMxnuWuNfs4f8dMKg5A046dXkziKSej+/KJNsd0aJrfQEFzIYWNxUQ6o/gSXvlBNjgOb6KJHKulUdhURLQthncUit6SOF1VHTjG0BfGU61BDiQNgprLx2o8BWKqJ86hd9+lp9lLArN1xdtzutk2u5d5Rg1fNc+lVBYMu32lNXn+A1oPKB2t72Jkdnh1QHXHCxT17cARBttrPo4rj3207B8K+j0IgsHpCMlpfPDRfx1bljUmSTDtZvIeoaAsMMw4S2EEJv+SL3zqOfTuHqyCGF3nng1ACokzTOaTkBJdSo6tP/LxgRDw4Yo0Z5R5xMujDUHeaM91LHSZZ9qz3lfA3cFylBCclIlzY7J5CEEAYKK4yPIy7J8wCkiPlJs1yHF6vEg7Is/QCaC7rA9bcwiqENXhZSg3TvPbBweWu9l13rEab4PwOrUKyCLByoKb39E2DZ3V82uRQtDSFWdvU/uw+zLhlAPFxOr2fSb25z6K0iS8tgln/YsAaELyxVk3DyQS/Lb+Hn5edzvuMIPWweix4txW75UzfazmGqLGEZnRDz8O7R2ookLcC04b/35OtWHhoMjILQca6UmmMXWN1fNr0XIDmyyCzt0bKZjjEVBKnU5Rs3fdJsocXLPfjf3w9bUx50ew+ggVgZVSdO/PKWGW5F+PWQWP5QwLL9eyCCcJVmpYgsB2FQkLQEdIDTlF7vLH0oegP+JwODy0pZOupE1ZxOCCxePwAHAdAm3vUvb2j5nz6C0suf0sZj73VxTvvAtfbz2u1OmrOInmVX/K7stuZ/v1z3DoQ9+ge97l6NHyCe+7LiQRn04sYODX5VFHwRcGdS5f7inTfvNGG65SdC28mu45FyKUw4z1X0bLJRVYrkvGOQpmzMpAuueo9lfXJP5R0mI0ITivMMLP59fy19WlVBg63Y7Dz7u6+VxDEw/Ge8kchRpDCh2hDV+OpUsDoWkIXSI1jZMqI1y5xLuGH9iRZUvre5t4IKREDBpAH4/Eg4FtaxBenia4ME3voZOpW/+XOFYQwzhELPZjhJb/vkk7guwIl9pa8ySu91+JlDqPLznIuyuzCE0Sb2ll6zPPkejsGmYHoLuyi8aF9diGhZkxqd5RQ7Q1NiVqCuEKCpoKqd0yi1hbAQJBItZH/ZI62me2DksQdGYl9zZ6pbfXVfcRsBPs37CRLU89TU9zC0rAjpm93HVmPXvnZbghcB5/6rtmRILA9b2NHfuVRxA4Beg9t4xIEIRTh5jd+jAA+yquIOkfH1k5jYlhusRgGr8PmMh1PE0SvEcIF/o566ZFg8rkFSULuyddauDff5DomxsB6LjiYpTPxEaQGc3VNqcq0OXRd07fawgB51SkOa3UqzF9pCHImx0m6F6nTgGP+It5LJdicGa6i2tTraOSJGucPsrcLAmh8ZweG3nbhjZi9vZISNqCQeNIXE3RWeHNPCwr8+Iq4/WbsDM5Yya3FuXMQAgHabw+sF6m/2a3suDmz6IUhIMszSUc7DjUTHvPUG+F/pKDCcFmQiup2TU4V5wDgPOTW1GtXv29EIIba67hU7U3APBQy5N8Z99PsN2RO9+/rb+XhJNkVnDGkBIF1d2Dc8+DALjXXoYyJnBgU+z71a9grmvt5FCb18ldNa+WgO/wQDne04Mvth2pKxyrEt2dTbjJG5THa/pjD/UBMjFpKba1e+dmdWU+SdCRiz0MlghCR8Qevuho9CAoxmWtEx8xlcNxFX25y02go+k6cooGHcfEh0CAGTgccXgk+jIO92zyBis3nVyKoQ2/fSPRTOGu+5ix/m9Z/LsPM++Rj1O+6QeEWjcjlEMmOpP2Rddz4Jz/ZfsNz7P/wp/StuLTpIsXDxCQUoBPn/zxaUIQMnUKgwZBQ+NonsjXnFhM0JTs78jw4p44CEHTaf9AJjoTI9FC9Qv/OEAQJTIO7tHUslvpoyYKQr6xrw1NCC4sjPKLBbX8VVUp5YZOl+Py085uPt/QxMPxXrLu5I5DSv+I7u+GmRuEGwIpJBfNjbJuho4Cbt2cobH32BkGjgdC0xC+w88CTUo07fh064SA4OwM0ZU9pLvmcfDpL5NNFKNrnZQW/QzTyI9ITDmC7Aina4m+gE8FrickgmyoauKZdV1oIT/ZZJLt65+nbf/+YdfLhNPUL6kjEetDKEnJoTLK91Yi7UmeAwXh9igztsykqLEE6UoywTSNC+ppmdeEFRhZNfjrQxHSrmSRP8H81g28+/iTtO8/AEBzhcV9ZzTw2tJOlgTn8g+Bm1mrLx32ulfY2KFHcMIPe/GG2Xm5eMPhSUjpZFhU/2ukcmiPLKepcN3kjn0a05jGNI7ANEnwHmLJaVV86BMFVK5so3ZtM9Gq5NgrDQORzVL8wCMA9K5eSXrO7FyZwfg6+EIIdE37wKsKhIDzKlOsyxEFD9eHeKtVwwHuCpbxQs5N/OJUOxenO8bshmvAJTk1wbNGjN6RbhchEdrEpKcuXqdpMDore3GFS0xFKQsuBjdF86a9h9fJejPjwnwT8AgBG8HAkM+yvBrzQagtLRxIONi4p45UZqgb9IQHCYoJz9a4l5yJO38mIpXG+vYPvRivHC6vuIA/n/NZJJLnO17lP3d/l4wzVDa6J3GAp9qeB+CzM28aUr/p3HEvpNKo2TNxT10xgeOZYsPCXKlBdyLFlgONACyqKackdlj14ALN27dSsrh/luwMitoCSEdgBVzShTnDwkEqgrdbLBwFVWFJZfjw3apcRduOnGHh4vyZf6Xg4Zxh4cUk0Ef44VzlEQSHLwUTfYoMC4+FD4GQAjOgjToguntTO4msy6wiHx+ad5jkE1aKcP1LVL7+X8y/72oW3XUhNa/8KwUHnkTP9OAYYXpmnkP92n9gxzWPsOvqB2g69cv0zvgQrjF8TrtfH+qFMKnjQhAwNAqCOiFTm5RnQMSvcfVKT03w2zfbcVyFa4Q49OH/wtV8ROpfovjdWwHvNk6MNMU7XhwlUSClIGiO7/rQheCioii/mF/LX1SVUmbodDouP86RBY/Ge7Em+DwTQiC14X/XfhNDIQToAk1qfPyEAuYVaWQc+MmGNL2Z97ZoT+gmyMPnT9M05BR4NowLjoVZnCZ2Uge2XcrBp79KqnMWmkxSWvgrAr6teV9P2YKRvCdnaFV8LnAjxaKQukg3d647iF5ZgHJdDmzYxP63NuAOo3xxdZeWuU20z2hFCZdQT5iabbX4e4dXiIyEQE+Q6u21lB0sR7cMLNOiZXYzDYsOkY4MVx56GBu7fWzsMlke38oF++6kafsOXMchVajx6KnNPL6qERHx8Tnzcj7ju5SYGP56U7IHJ3Yryr8ZFMjkmWi9H0Wokcvm5jXfSzDbRkYvYFfVdRM0GZrGNCaOX/7ylxQUFIz6nVtuuYUrr7xyQu0KIbj//vsnvV/TmHpMkwTvMULFJqFKhRFhwrPR/Sh85nmMrm7sWJTO870Z26SQEx73SE3DkPIDfVEIAedXplibIwoePGjyPb2SDWYUqRQfSbZwZqZ73O2tdJLMcDJkhOSp0aKETG3CL2fLJU+C6Rgu3WVeXNKysg8B0HNgK3baGzArexHKLUaIFMLYNLBeZvAvZtt5RIEQguWzq4gG/WRthw17Dg6Jy5pwyQHARNeREvuzH0H5Tdi+C/f+h/MWn11yGl9d8GeY0uStnrf5l53fpM8+HB3lKpefHPwNCsWHik9laWRh/jEcasB9yot9cq+/GiUnEI01CdJj1OYcRday2bDrIK5SlBdEmHtEwkIyk8VObcIXs1CuD8EqIo0e0RQfMCzUPCfzHPr9CI5UEXQfGCH2UME7ts1BpeHH5TyGJyFVjiBwBxEEmiYRU0ASaLqcch8CoQnMgEQbxWG+o8/ioXc7Afj4KaWEundR8u4vmP3E51ly+4eY/fSfULL9Nvw9+1BCkixdQcsJn2fvxb9k2w3rqTv7v+laeC1WpHpc++SboNfBWBAI/LpGQcAg7PPUXiNBA8JSEB50Pq5YUUTUr9HQneWZnd4APlO0gOZT/xaA8g3fI9CyGYCs45J131uiIGBqyAkkBhhScEmOLPjTihJKNI0Ox+H/Orv5fH0Tj8X7JkQWSKkjRqjhNgwThEDoEoTA1DT+5JQCSoOCzpTiZxvTWM57TBQcYS6qadqxl0YrC3KqLz3sUHByBwR81D33N/Q2nIAQNsUFdxIOvszgB2zSHlpu148iWcjngjdRK6vpNdL8YuW7uEu8Z2f7gYNsf+55MomhkYIIiJf10LDoEFlfFt0yqNxVQ0Fj0ZjPdjNpUrGriso91fhSPhzNoaO6jfqlB0kU9Y7ZL0vZ8My2Tj7WcCdndbyAm0lDyOT1VXF+d+o+WosynK6v4B/9N3OCPnfEdlxjH3bsZyi9CdwAWu/1aKnTEaPsQGnPRiq630Ah2FFzE7Y+PPkwjWlMJa677jp27dr1Xu/GNI4DPsjjwd8LSKmhmTp6wIceDiCDBpgaSsP7dcZ4QfnqDhF5/U0A2i+/GOX3YSO8WvXJQAg0bXIzWO8XCAEXzHZZXeWQXV1CYziE5rp8PNHESdmJxSUJ4HLLG2y8qEfpHCa7uP+bwpi4kVXKEQzuX7ZXxVEoSkUBBf6FKDdL67vbc0vlgDeBNF+lf/o7K2R+P8i2wT5MFGhSsnr+TAxN0t2XYmtdU94+TKrkwAUmKu8tLcK50fMgcO64B3dvvoT0pIKV/OvCLxHSgmzv283fb/8GnVlvpv35jlfZ2bcHv/Rx84zrhjRt/+o2cBVq9QmohTMndkBTWFqsANdWbNp7iFTWIugzWTl3xpAOe9Pu3RQv9KTwrnsy4VQUf49ECUVfVc6wcFDH33YVm5tzpQYV+YOZfhVByQIN2S+pd2ywEjxke3LpD5MiLIY/JwkLBgk7EBhohnHUgwwhBaY+teZumibw+SVyjH278416so5iZbCVj796FfMfvI7KDd8h3PQ60rXIhirpXHA1B8/6/9h2/Xr2XnIrrSd+kWTZSpATIzVMTRzTSDyfphHz60T8OuYgssAnoEAKinVJUArvX+68BE2Na0/0XLhve7NtIEGga8FVdM+9eJA/gXd/JTMuR21ja6UhM7zB61gQQhCehP+FKQWXl8T4xfxavlBcSJGm0e44/LCziy/UN/FEbx/2OJ8FUgsO+74VCAxfblba8L4Q8en82akFBHTY3+3yuy3ZYx5BOBq8soPDM+f9RobHrI5Q2WDnE7HCcPEv70Art2l45Y/o3OVNWBREnqQg8iiDa7oSoxAFQRHglsB1LNMX4giXW2e9RffaYnTTJNndzdZnnqOnuXnYdbPBLA2L6+gtjiMQFDUVU7mrGi07VKmiZXVKD5RTvb2WYG8IJRTdZV0cWnaAnopulBz790x0dvHmMy9zVuMTFFldSNOgfqnk1jN2s72iizJZyF/4PsIN5jkEhG/YNhQKJ/AyTuR2kCmEXYHe8ymkNTKhAODPtjO/8S4A6krPpyc0+venMY2pgGVZBAIBysrK3utdmcZxwDRJ8D6CEKDpOobfxAgGkEET/BquAUrz/g1+6QvLouT+RxAKek9cQXreHFzGX2YwGqSUGB9UY0NDp0/q7FtcjirygeWivdVOtmlyzscL3TQLnBSOEDw2mppA14ZELY6F/ljE/v6l5XeIF3szvstKPfPJzj27yOZmT5R1AsoNImQXQvfIAxfPBC8PTj5REPJ7g1WAgy2d1Lfnm0FNqi55EpOP7mmrcE9aCraD/T8/HMj67sfiyHy+tvgrFBoFHEzV8+VtX2ND99v87KCX/fyRqssoNvMN6Ny3t6A2vA2ahvvRK1FM4HeeasNCBTvrW2nr6UNKwUkLaofET9quS9fBTURneh4RQp1OtMEb+CdLXRxfvwT68LW0o8MmaSuiPsG8osPtJdtdEq0KBJQs1L0dsFNgJTnkwEZ8CBSXjqAiSFrqCPmvREgd6Tv6wf1U+xDousDwDy/rF06WUNMblL/1HfR7v8gTu7xz+/f2DzEzHbi6n3jN6TSe8rfsvOp+dl77KA3r/on4rPNwfdEh7U0EPv34vEZNKSkI6FSHDKr9GgWaxDyCnAhrAn/uo0uXF1IU1Gnrs3liW7f3oRA0rft7MrFZef4EjlIkj7bsACCbmjRR4DM0zEmeS78uuaq8kJ/UVPG5ogIKNUmb4/D9ji6+0NDEk+MgC0YrO9Ck7g3EpVd2AFAVMfnCyTGkgDcbbZ7eNwH10jGA0PNNdAeIgqmGcsAZWpvvuF78qn9+D765cVo3X0fLputQShAOvkFxwR0IDq+XdEQeOTkYhtD5iO9yTjdOAeD+wo3sOEMnWFiAk82y66VXaNy2fVhiRmmKtlkttM5qxpUugb4gNdtmEugJomV1At1BiupKmLFlJpGOKAJBX2Evh5YeoHNGO64+9gshk0iw9/U32PbscwR6W7CFRvesYu4+s56nZ+4HKblQP4Wv+m9ivlYz8qkUaZzIXbjB9Z56LL0SredmhFsw6vaFclhU/xt0N01PcDYHS88bc5/fj7DSGi37k/R1pcf+8u8RmnpSvLK3naae0ctYpgpKKf7rv/6LOXPmEAgEOOGEE7j77rsB6Orq4sYbb6S0tJRAIMD8+fMHkuwOHDiAEII777yTs846C7/fz29+85txlRsciVmzZvHtb38777OVK1fyL//yLyOuU19fz/XXX09RURGhUIiTTjqJ119/fcTvT2PqcWzyqKZx1BACNKGhSQ2lg6scXMf71y+PLnrqBYyOTuxImK4LzgUgJbSpK6/OGRviurgflLhEAR2Gn5+GqunUDMKuzfy9rWzvUtzfZSAEnFAy8TN0mdXJf2vVvKGF+bDooVIN3yEUhoZy7QnJ151cLGIgdze2V8eJdYSo0qOEfAtJZHbS+u4Wak5dA5go6xSEbz3SfBnHXgoIskLiOzLv27GBdC6rXVBeGGV+dRm7G1p5Z38D0aCfaNCrdVQ2MFHzeQfQxx+HCIAQ2DdfhbGnDtHQiHPrHeifvTnvK7OCM/jPJX/Pv+z4Jk2ZFv591/8MLAtp+RFEynFxfukRCOqcD6HKi1FqqEHjiJhi37Hmth52N7QCsGJ29cD5HYyWukPEZjYgJLjOHHzUEG7yBv7x6v7Yw/xB+oZcqsGqciNvFr0/9rBwtsTwOd5sbq6c5GG8Ac8pZKgQQ6/5tK3IHPGxwMgZFh7dwHeqfQiGRBwqha/nwEA0Ybj5TWSOFPu37J/ioHGmbxczl69jX/VfkyxbidKmPl3haA0LxwszpxTw95MChkfspSyHlOXkCWeimvQ8P3TJdScV88MXWrhjQzvnLirAb0hcI8ihs/8fcx76BJH6lyl591e0r/gkadvFNFyM0cxux4NsruM7CfIl5NPJ2pOLAJZSEA4bXCajnBcO8Xhvgnt64rTaDt/r6OLunjjXxWKcFQ6OqJST0kTJLMod+nw3TB/ZVBKhS5TtAoplZX6uX2Zz27sJHt5lURaSnFDx3nWrhGl6v33OmLI/8cCxp6hXoJQXnzrM+23wgN+oTiKCNl3bPoydLKTy1J8R8O2ktOgXtHd/DNeNoBQkHEFIKIbzFJVCcIHvLApljIczT/OSbzsdp87kwh21dO2vo2Hbdvo6u5hzykno5tB7u6+4l0woTdm+CnwpP5V7qlGoPPl+Kpyis6aNTGh8xLKdzdK4fSete/eiXC+2dGdkJntWHKQ95hlH18pybjTPo0aWjtqW0lpy8YZdoDS0xAXIzInj2o+ZrY8TTR3EkgF2VH/ci5v4gKGzMUzD9mJ2vFyPEPWcddMilpxW9V7v1rihcs/fieKeDfX884NbcZX3/vjXy5dyzeqRiaThEDAmVk70D//wD9x777388Ic/ZP78+bzwwgvcdNNNlJaWctddd7Ft2zYee+wxSkpK2LNnD6lUPnnxd3/3d/z3f/83v/jFL/D5fDz55JMT2t/JoK+vjzPPPJPq6moefPBBKioq2Lhx45By2WkcW0yTBB8ADCYMMMB1HfT9dcRefgOA9qsuwo74sVVuRnmKa6yllEilcF13Kv3djgmaAmF+Fq6hV+oUORafSTRQVG7zcMrgrVad+/YaCGDFBImCmW6WE+wEb+shHjEK+Uy2dfgvSumpCUZwkB8JGVeguwpDQjpk0RdLEe4JsLjobN5q2kn3vv2ULF6EPxbDtdYgzJcQWgNoB8GZRRaBA0OVH05uP3JEwYLqMrr7krT19PHWrjrOWDYPQ9cGSg4mPPHrMPGnSDiI/elrMf77F7iPPoW7aiVy9Ql5Xyn3lfKleX/EX23957zPf3zwN5xUuJIS0zNmc597EXWgDkJB3CsuQjGBGYkpNizsS2XZuKsegJllRQOGkUeiaccWZp3b7f3hnkG41USzBZbfJVXsvQDFIJm+UmqAJBjsR2ClFV39sYfzbRiUkd6jBOvxCIrLGVrDm3UUqWEvURP9KFUEU+pDIMAwvQQDmYkTbnqdSMMrhBtfw0zkl81Y/mLeLLqYh/etRQDXXH4hLcUTMy+bKKbKsHA4SAH+HDmgD7MNmUtECJoaKdslmXVRuQ5UVAq6HcUFiwu5d1MnLb0Wj2zp4ppcCUKmaAFNa/+O6pf+jbIN3ydZtpJkxYkk0g4FgSlQRkySKOiPRExPovMN3jkxgzok4YpYhAsjIR7LkQXNtsN3Ojq5syfOdQVRzgwNTxZILYijeoa8Q6XQ0AwTx8p6ZQeW94Vz5oRp6nV47kCa37yToTggqIm9N4M2IQT4TFQ6v9wMTeGMNG0/EbjW8NGpyh3S5dALswRXtdG3ZQV16/+amtO/h+lrpKzop7R33YTtlKKUp6QL6YqRKnZOMU4kJiL8Lv0Q28VBepYkuKnoFNo2baenuZltzzzHvLVrCA4zs2n5LRoW1VNSV0K0oyCPIFAoWmc14/jGfle7jkPr3n00bt+BY3nPYqugnPsrg/TNfAkhbQx0LjPWcZZ+4hBT3SHtme/ihB8FYYMTQ++9BuGML7awoG8XM9qfAWB39XVkzOHfM+9HOLagrzNAvC1Ad3OYfmmsUrD+tzuoXVJEuPDYPrOnCinLYck/PXFUbbgK/vGBrfzjA1vH/vIgbPu3CwiO0zMokUjwrW99i2effZa1a9cCMGfOHF566SV+9KMf0dfXx4knnshJJ50EeDP+R+Iv/uIvuPrqqye0j0eL2267jba2Nt58802Kirz+3rx5847rPkxjutzgAwnpuJTc9RBCKRKrV5BZvhglISE1lKZQuvLi3zQ1Ll+DcaE/LlGMZqPz3mK/P8z/RWbQK3UqnQxf7Kun2LURAi6ZZbG6zEYhuHevwbsdQztxQoBmMmJ98aVWF0Ip3tFD7JfD1xcCnuHbJE7S4FjE9ipPsjvLH8XvWwwoWt95x1uoQijLm3GQ5ssD64/oQ+HYYGcAhRCCE+fOIGAaJDNZNu+rH5BsTqrkYIJxiP1Qy+bjnOelNdjf/zGqZ6hEOeEMlci7uDSlW7w2Ummc27yaTHXFxahQADURF8YpJNMcx+WNrQewHIeCUIAlM4fv8HV3tKMH92CEHJQbxtBWEWnwrsXefsNCLV+mXxd3aE+5mBosKz08gB+IPSxSBAvyj/sJglgI5mKxiPxZUdtVJIYVwhhohu5Fek4SU+pDoGwK4u9SteVHzH3kEyy54yxmrv8SRbvvw0w04UqDvso1NK3+c3Zf/jt2XPcU37SuBeDM+TFmH2OCAKbesBA8B/+oLinVJVFNDksQDEAzEf4CggVVBCJFAx8LIYhpAr8muOFkL/b1ro0deSUF3fOvpHvuJQjlULP+y2ipTpxJzo4Ni0mWHoR8+pieE6NBCoEvqCOlwCclV8Yi/KSmklsKY0SlpMm2+XZ7J3/S0Mz6vgTOEc8vISRCDu8mr/ebGGqCwdPfNyyPsqTUIOvAjzdk6Em/d7Ndnj9B/vtpShIP3OyAUeGRGCZ0AAAZcAie2I6lqjn4zFfI9paha92UFf0U0zjgNas8j4LRLG4W6vP4dOAGwiJEo2rnRxUvUHLWCfhCQTKJBNueXU/7wYMj7ISir3ioukwgMLKjP6uUUnQcqmfLk09x6J13cSyLQDSK75Sl/ObEehKz1yOkzSJZyz/4P845xupRCQKFgxN6HCfyIAgbkZ2TizccH0Fg2H0sbPgtAkVj4VraoyeMvdJ7CKUg2WPSsj/G3rcq2PZCLXXvltHdPNSpW7nQ03p85Pd/SNi2bRvpdJrzzjuPcDg88O/WW29l7969fPGLX+SOO+5g5cqV/O3f/i2vvPLKkDb6CYThUFdXl9fu17/+9SnZ782bN3PiiScOEATTeG8wrST4ACL65HqMljacSJieqy5B1w3Sug/NdXFdhbIdFC5KQt4oSIFwxcD/T2aAJKREfx+qCrb5Ivw2NgNbSGbZKW5JNBEYNOMhBVw6y0Ip2Nimc88eT1GwrNg7Ck1nYBpe6IA1dOxbrizWOH28pkd4yCjkTzPNI3ABAqGbKGtistl+f4KwoUjEMqRCWQIJkwUFZ/NOy3bih+pJtncQLCnGza5FGG8h9Z24sg3cUjJC5h1zHgYpCkxDZ/X8Wl7Zto+Wrjh7m9qYV1U2uZID8CT7kxhXOteej9y2D9HQhP3Dn6H/3V/kDY4r/eUIRJ6hmkRS6ffyop0HHoGubigvxf3wGRPzIoApNSx8e08DPYk0pq6xen6tN3s3DOq3badkSc4PQq3Fl/IR6NZQKHpzhoXSyH8s96sIlpcaA9J2Zdu077AAQel8J08BklXwGF5ZxuUk8pb1Rx0OB4GOfpSGhUfrQ2AmGom1vOb9a30Dzcrv3Kdjc+irOpXe6nUkylejjMODuXcaEmw8lECXcOPJo0t9pwKGnDrDQiHAJzzVwJE+A0MgdTD8YATzou8CgRDJvvhAvbgUggINzl0Q4+6NHdR3Z7n/7U4+1n9uhKBp3VcJtG/D17Of6hf+kbrzv0vKAkMX6EdbdgA5RYEAX2Tcq0gpCJgaiczkb1AhBGZAJ5uycV2FX0qujkW5KBLmkXgf98V7abBtvtWeUxbEopw+SFmgaX7sQe79A+3mTAytdMrzJsi5zmpS8MWTC/jaC5009zn8dGOGj59g0pOG0qCYGnXGRI5f11G2c/i5j0cUKKUmZ7Co7Ly2BsNhqIogf18U/mWdZPdFOfjMl6k+/fsES/ZSWngrnfErSaVXDBAFoykKqrUKPh+4iVtTd9OmOvhf/6N85qwL8W9opqe5hf1vbqCvo5PaE1Z4ZZKDYPmsIaUGCoXlG9lHoretnUPvvEuiy3teG34/5UsW8np1A0/ZjyGEQjgBPuY/g7X6kjGfe0rGccL3oowGAGTydGTqDMR45+qUYkHD7fjsOAlfOfsqrhzfescZ2bRGX2eAvo4AfZ1+HDv/tzCDFsFoOk9JACAkxMpGjnp8vyFgaGz7twsmtE5zT5pzv/V8HiEmBTz9V2dSERs/qR2YAJHfL89/5JFHqK7OT+vx+XzMmDGDgwcP8sgjj/D0009zzjnn8Md//Md885vfHPheKDRyakZVVRWbN28e+HukQb2Ucsizx7JGvv8CgQ/OtfD7jGmS4AMG41AD4WdfAqD72stQoSAZBBYCKTWkBHQdV7m4jkI5Nqp/4Cg8U58BKBAKUBMsUcipCoRSOO7oHYTjgQ3+Au6OVeMKwWIrwccSzZjD7JUUcNlsCwVsyhEFUiqWVxwxsBYCIYafIL/I6uItLcQeLcAOGWCxOwLzbWjgaDDBaDE750/g1zw1wYzdJcwNhNnuW46VeZeWtzcz68MfRlCCshchjO1I4xXczBU4gIXAGOkX6e/kaT4KwkGWzqri3f0N7DjUQkEoSEksPFAnN7GdBuQkahVMA/vz12H82/dQr2/AfeZ5tHPPGlhcYhbxR7Nv4Yf7f4WLi0Tyxdk3U2IWoTq7cO9/FAB13VUoXUOpYaKxRoKaOsPCA00dHGz2OpKr5tUS8A3PtGSTSRJd25lRnUQpgeQMIvXeyz5Z4uL4+2MPjyAJmnN+BBW5WS8nQ/d+Cyupo/sUBbX5B/IiAXrQKMZh7aDyC1cperMjCT8EQhhHpSKYjA+BtJNEWzcQa3mVaMtrBPrq8pbbZpS+qjX0Va2jr+pUrPDwM25KKW593SsBunBJIRXRqfcfOBL+KVARaAKCUhCQYvTZcyE9YkAPgD78sUkp8EUKyXS30v8w14Sg2JDcdHIp//lUA/e93clly4uI+L3fyTWCHPrwfzHnwY8TaXiFknd+SfsJnyKRcYn5p2hgm80pgiZAFARMr+TAmWiCyiAcSRQABKTk2oIoF0fDPBzv4/54L/WWzX/nyIIbCmKsCwa8Wn4tiKPiQ96LmtRxNB3XsVGGpN/5M2hI/vzUAv7j+U7qely+9oJ37wngumUma2dMbdLHWBCmgUo7Azd8v5GhbVsTE3+NYFTYjxHEBfn7IsA3N44VCnDo+b+k8pRfEJ2xgeLYPfTIbnqTZ+AqQdIWBEchCgpkjM8Gb+T29H3sdw7xQ/UwN6z5MDN3F9G4bTtt+/aT7Opm7to1+IKH/Wsc06Z9ZislB8sGiOf2ma045tCdT8V7qX93C91NXjmT1HUqF8ynd26AH7nP0eZ0gwArvpw/j57BUmNkVeHAOdIP4ETuB5kA14/WdznSmj/2iRuEqs4XKe7bhit0ttd8AneEyM7jDdcRJLr89HYG6Ovwk0nm75fUXcKFKSLFKcJFacyAd86jRRnqthUDAiHhrBsXfWBKDcB7voxX8t+POaVhvnH1cr567xYcpdCE4OtXL2NOafgY7SUsWbIEn89HXV0dZ5555rDfKS0t5ZZbbuGWW27hjDPO4Etf+lIeSTAadF0fVxlAaWkpTU2HSwTj8Tj79+8f8fsrVqzgpz/9KZ2dndNqgvcQ0yTBBwm2TeHt9yFcl+SJy0ivWIIDpIZhoqWQXpKXrqGUi9OvMBhsbic8fmBwL0i4jJs0EEKgaxqu47xnqoIXgsU8EvUGDquyca5Nto46qS0FXD7b6yRtbte5a5eJ1LMsLckfaElDoDJDzRoLlcOH7F6eNWI8ZBayMD3c2fcgTM3rpE0QGUegC0W8OEm2zsLMGMyNfYgdrVtJtLSSaG4mXFmJa61DGtsRxmbIfhhUhMxoJAHkiAIFmp/a0kK6+5Icauti4x7PnyBkmhMf7CsmrSZQM8pwr70Mecd9OD/7NXLpIkRlxcDy80rP5MTYcprSLVT6ywe8CJzf3gWZDCych7vqhImrCKbogu3qTfL27kYAFs0opyQ28sv+0M6dFC/q8P5wl6JTSqTJewT31gyNPQToSLns73YQwKoyAVYCHIe2Xd56JfPcwZPJKAUP5VQEl5DoN2JH5RQEI425BmIPJ2lYOG4fAuUS7N45oBYIt7+NHFQiooRGsnQ5fdXr6K1aS6p4Sd5s+Uh47UAvO1tT+HXBR1cdexXB0RoW+nJeA77RGLn++icjALp/XPdl0OcjbYYQ2cMKDF0ILl0Y5c6N7ezryHD3pg4+ufZwfFWmcF7On+BfKdv4A5LlK0lWrCJtO/j1KaqtnyBRIIQg5NOJp44uMaCfKLBSDs4gw6uglHy0IMql0TAPxnt5IN7LIcvmv9o6mGkYXF8QZW0wgJB+lDPU50Q3TbIpG6EJlCMGbqyykM4nTojyw7d6Br6rgN9tybK4RDuuigIhJfh8ef4E/USBZY1TpaGURxCMxDujJvQoNSpSyIBN01ufxkoUU7zoSWKRZ9C0brp7L8FR2oBHwUiXe0D4+YT/I9yXeZx37G381nqai+at4fTCtex74y0SXV1se/pZ5q45hWj54eu8tyROMprEyBhYPmsIQWCl0zRs207b/gMDBj2ls2dRtHgOD8k3eMXZ4n3RjpJsupJzgzNZGhzdJFehcP2v4Qaf82Zk7DL03msR7sR8BEKpBua0PAjA3vIrSPrfO4M/pSDdZ9DXGaC3I0Cy249Sg38sRSCaIVKcJlyUIhjNcKQoSQiorE1RVNZE8cxTqFlU+4EiCI4G151cy4cWlHKgPcmskiCVsWM7Yx6JRPibv/kb/vIv/xLXdTn99NOJx+O88sorhMNh9u7dy+rVq1m6dCmZTIaHH36YxYsXT/l+fPjDH+aXv/wll112GYWFhfzjP/7jqJMKN9xwA1//+te58sor+cY3vkFlZSWbNm2iqqpqwFthGsce0yTBBwiRp57HaGrBCYfoufpSAJLIMWfyhZDoGqB5hIHrKlzHQQ0zyz18iQIwiiGi1DRkTlVwvCoxFfB4uJz1YW9AcEa6i4vTHeMS7hkmXL3Ygp2wuVXnd9tNrl+cZclgokB4k3fDqffPs7p5RY9QL31s1kKsckaYwZa5SKoJmhj2lx1EDEV7VS9V+4uYHwixx7cSO7OR5rffYW5FBcKpRTk1CK0eabyBmz2HrJAo5Y5uieA4oFIIPcCyWVX0JFLEk2k27K5j3bI5aP5JDAwmqyYAnPPXIt/dDlt3YH/7h+hf/yfEoJdHiVk0QA4AuPsP4j73ovfHx67NXZYTIAmmyLAwY9m8sfUgrlKUF0aZWzny4NS1bVr2bmXRtd7gQfIhQq0amiWwfYpksYsQAiHzH8kbcyqCeYWSmEyDA8kuQaJNglCUzMs/kLcxqcPAj8t5HFa5JGxGjBvz4BkWTsZxZCwfAiPVniMFXiXa8jpGtjtveTpUTU/5qfRVnUq69lRcc/wzzuBFr/36DU9FcMWKYgqDx/615puEYaEUEMiRAyO56wOgGTliIOAZoU4AuiYxAxEsK5n38PJJyedOLePLjxzioXc7ueKEIooGnafu+VcQanqLgr2PULP+y+y94g6SFGFq8qj8AfIwQaLAZ2iYlkPWPrq3ihACI6BBijyiADyy4PqCGJdGIjzU28uDPb0ctCz+X1sHs3JkwcmGN/c8GFJoaKYPJ5vxTAwzh5eHzaG/mQLakoqC46ygFZoGpoHKHiZbhBDohoY9Hu8Jd5i6u8GLnYkrPbSYRWBVJx1br8RKllB+4u2EgxvQtR46ej6Ko3wkHUFQG5ko0IXOtb5LKBQxnrde5TH7dTqK4lx7zpkceO1Nkt097HzxJWqWLaVi4YKBe9Ux7SHkgGPbtOzaTdOu3bi5d3VBZSU1y5exM9jCj63f0ZN7x1elV7Pz4GUUaQbXzOsY9TiVyOCEHkL5dgIg0svREhchmJiiRLoZFtffilQO7ZFlNBWdNqH1pwJ2VuaUAgH6OgPY2fw+guG3CReliBR5agHNGP2eNXMEq8/vUD47+AdDEPSjMhY45uTAYPz7v/87ZWVlfOMb32Dfvn0UFBSwatUqvvrVr3Lo0CG+8pWvcODAAQKBAGeccQZ33HHHlO/DV77yFfbt28ell15KLBbj3//930dVEpimyZNPPslf//Vfc/HFF2PbNkuWLOH73//+lO/bNEaGUJMqUPvgIh6PE4vF6OnpIRo9unzsqcCBPdvZs3tsZ1OjoYnSb/0fwnXp/MRHSZ24nAyC5FF4T6qct4DruDnCYByXwhglCq7rDjGCmmo4wH3RKt4MegPHi1LtnJnpHnN4I7Wc30AOroJ7dhq83aojheKGJVkWF7v4TM3rxCuwM8MfyxN6AY+YhZS6Fl9N148yie6iUplJ+T8YEsICFmysQrc13upLsq/j/1CuxYzTTyNWW4vQt6EF7kCpAE7fXwMmIeXgH88GpQTdTyJj89KW3ViOy8yyIlYuqpl4yQF4fgaTrNHWul20v/86JJNo11+Ndt3wTrpKKex/+U/UO1sR69Zgf/5mlMriqqEmhyPCVTC5lLW8/Xjl3f20dvUR8pucvtRLiRgJTbt3097+MLVnNaHcYgzxb1Rt8BPo1OiaY9E110YYBpqZL139z5fjvNPmcP0CweVzvHv94Osanfs1CmodZq/L7+j/uypkEz4uIcGnRS8ASVsxenm3jm5EMCPBifsJCPAZRt6MgHAyRNo3EWt5nVjLqwR79uSt4uhB4qUn0VN+Kj0Va8mEatBNmR9xOAE8vaOb76xvJOLT+MnH5hGaZDsTQWFARx8ut20YGP3xhYKRz6/UPLWAEcwZpEweGduhO96LTHfnfa6U4pY797OtJcXlywv5/BkVecuFlWLOQzfi795Pb/U66s7/LqamE/FPMeniC4E5Pnmt7bh0JY7yZs1BKYWVdkZ1+e9zXB6I9/JgvJdU7j0229C5Lqxzsn9o7Fg61QdKeZGItvf9zpTD3z7ZPuQJ/Ecn+1lY8t6kHrjJ1BDG23EdnNEIGDc7og8BgIsia0/+Xa8cQXpHAQFzJ1Wn/gSpZ8laFbR334jrRtElhPSx299gvcODmSdwUSyQM/i0fhFtm7bTftArXSqoqmL2yavRj4iVVUrRfuAgDVu3YeXUFqHCQmpWLEOVBLgz+xybHe/ZVS4KOU9dwI+3n4CD4M/ndrO6YGRiWmltuXjDDlASmTgfmVk1KRJ2fsPvqOx+jYweY8PcL2HrI9eHTxVcF5Ldfk8t0Okn3Zv/XhLSJVyYJlzsEQNm0B73/IAuwRz0vph76jkUVkwsAvBYYLSxQTqdZv/+/cyePRu//w+L0JjG7x8mcj1PKwk+CHAcCm6/F+G6pFYsIbVy2YhlBhOBEAJN03KGRv0+Bi7KGYUwGKZEARdEjjQ41nGJFoLbC2rY6o8hlOLqVBunZEd30BYCpMGQxAEp4OqFXunBO206d2wzuXx+lrKwoDwEBX5vHD1cLOtZdg8vGFHapMFreoTT7N4Rti4nZWIIXqlrRlN0VPZSfqiA+YEAB/2rsJOv0/L2O0RrasBehHKLELITYWxCWWvICIlfjWeWyAU7RcgXYOXcGby56yAHWzspKgwyq2ISNWCTNT4E3MIg2qdugu/9GOfO+xEnrkAuGFrnpjZsRr2zFXQddd2V3mfvgWHhjoMttHb1oUnBSYtqRyUIlFLUb99KzVmeb4FQp2OkNAKd/YaF3m8lB8/GK0UynWJru7dsdZl38doZ6Krz7vvSBfkX5iGlsQkfAsUleKRJekyCAASaV2owAYLAl2olkKjHLpiF66sk0LOXaK6EINq2Eeke/k0UgkThYuLla+gpX0tf8XKUNPo3jumTaJMsc8jaLre91QbAR1aVHBeCwJBiTIJA5FQDASkwRjqvQnjRpEYwF1E6NfDpGpoZwLVSCOfw7yCE4I/WlvEn9x/k0a3dXLWymLLIoKhNI0D92YP9CX5B+wmfJuM4+CboNTEqMjnl1TiIAl2TBEyNVPbo3yaDPQpGIgrCmuTGwhiXR8M8EO/joXgv+y2b/+yymWtIrouYrPYdJgv6TQyFLlGOlyNbFNC4eWWUW9+O55X3/HRjmhuW+1hVefy7XeKIWEQATWooyfC546MYFfbDmYSKIG+fNIV/SReZg3Ope+5vqDnju5j+ZsoKf0J7z03YdvmAR8FoWG2sICoi3JG+n13uIb5t3cMXVl1BqLiYus1v093YyLZn4sxbuwbdMEj19pFNpWjZtZtU3Os7mMEgNcuXUlhdzavuVu5LvUiKDBLJ+fpJnK+v4b92leIgWBVLj0oQuOY2nPDDICxwImh91yDt6hG/PxpKejZR2f0aCsGOmpuOGUGgFGST+mG1QJcf5eY/k/2RDJGiXAlBQXqiIifAe+QZ2nSo2jSm8UHBNEnwAUDkmRcxG5pxgwG6r70MhCAxjjKDiUAIgSY0r+Ogj5Mw6Ickz4EeBdKV4CrPPHGK9jEtJLcW1LLXF0ZTLh/ra2bZMDF5g6EZjBr0qQm4ZpFnZvhum859u0zIWRt9ZInDmko8u/gj4ENxgdXF3WYJj+kFnGz3DWuWCORMDEdgG8ZAyhG0l/dR0hAlhqQyeCoN1mayvb107dtH0bx5uNl1aP6HkeYrONbJ2EgcxmkR4CqwU5THQsyvLmN3Qytv726gMBwgFp6gHM7NtTcJNYFSGZyTV6KfsRb14qvY3/4hxn9/DRE4zHIqx8H+1e0AiEvOxyksQLlWvs/G2Bs6asPC5o44Ow568vaVC2qI+gOjGoH1tLSA1kiwNI1SOoY8nWgu9jBV7GIHlGdY2N/rcmyw07zT4uAoqAhCVa5v2L5XohxBoNAlVJy/0YfxvnQKGSqEQ9ZRpMZjKiZ9aBMwYKqoe5iF7/6/gdwJx4igW/kkWdZf6ikFytcQL1+D7RumBlcKTJ9AO4pO42PbumjrsygJ6Vy89PjkhY9mWKjlEgqCchTVgO7LqQYCkyrPGQ+CpkavHUUk2xn8/D5lRojV1UE2NCS54612/uzsfCNIz5/gy1S/9C+D/AlOwgzKSc2CjogJEAVBUydjuZOLaB0GZkDHStvYo8yiRzSNm3JkwX3xXh6J97HXcvl6Z5p5ObJglU/LmRgauI7llR3k3hVnzAywtMykNeEQNAS/29LLjnaLX23OcKDb4YqFJtoUJWOMB0LTwOdHZY4gCjQNUAPGjsCYRoWQq7Wfgp9DCPDN6sVui3Hw2S9Tc/p38UWbKSv8GR0915PJzhkXUTBfn81nAh/j1+l7aFId/HfmDr4460oWFXyIva++Tqavj21PPzvEXV0zDKoWL6Js7hzaRS/fzd7LLvcQADNlOTea51EtS3muLcDuhIlPuny8dvgJAYWDG3wWN/CGd2zWLLTeKxFqcgN7X7aTBY13AlBXci49oanNiHcsSV9nznCwM4CVzn8H6KZDuChFuDhFuDCF4Tv6YlJTF1P7HJnGNKZxTDFN6b3PoTe1EHlyPQDdV1+CGwmTRuAcwwetEAJNahiGgen3o5smUhtmKn7EBkBpIAyB9AuEAUocHVnQJzV+XDSbvb4wPtfh0/G6UQkCqYHmY1xXuCbgvNkWXmc6FzGH4K5tGj1Zhpju9GOd3UuRaxGXOs/ro5euCGNyfJwCelF0lXkGSfP9Jr7oyQC0vrsF17ZR1kqUG0TILoS+HYDMRG7tHFGwoLKY0lgY11W8vvUgWXsSs3eTnvBTKJVB3XwDlBRDUwvOL36bv5tPPQf1jRAJoy670IvzYqip2LHZPw+JVIa3dnidyNlVxdSUFY7pFF6/bSvFS/tVBCci3DDhRu96iA82LFQu2EnI1ZNvbPUaXl0mEEKgXGjf45ELpfPdvPFljxKsxyN1LieB7SoS4/J8M9F0My/zfTT4Uq0DBAF4d4tu9eIKk57yU6lb8Re8e94dbL7kUfaf/M901l44LEEgpMDnl0dFECSzDndubAfghpNK8U1SjTARCIYaFgoBfiko0iWlhiSkiaEEgdS9WvxwGQSLwAweM4IAvIgsoWkoM3+AIoTgi+u8CNGndnTT0D10MNg9/3K6512KUC4167+CSHWQmIKZ/CHIJCA7uvEbeKkNwSlWiBh+HX0c10tU07i5sICf1FRyVSSET8Aey+VrnWm+3J5iU9oekLELKWDQtVEU0FhUYlIbM/irtYVcPN8zFH3+gM333kjTkz5eDj4ehJ7zyBn8mQBN0w9fimMYFfbDcaeO/AfQS9PoCwR1L32JZOsCpMxQUvBrgv7NWK6X+DMWKrVyPh+4iXJZSpwk/5O+iwOxHpac+2HCxcXDRj8uOutDlM6fyzPuRr6evpVd7iFMdK4xzuRvfNdTLUvpsSS/a/DIrGuqEhSbQ383Jfpwor8dIAhkah1a/IZJEwQoh0X1v0Z30/QEZnGwbGJRe8M26UKi20fLvgL2vFnBthdmULeljK7GCFZaRwhFqDBFxbxO5p3SwKLTDzFjaTuFFYkpIQg0Cdr0kGMa0/hAYfqOfT/Dcbw0A8chtXQhqVUrcID0cf7ZpNTQDf0wYaCPnzAQeDOFuinAULi6wtUUrlCocfaROzWDHxTNocEIEHJsPt+5n7lq+BFQvyG4mOCYvDstOfKYFIL2pECO4GKuA5dY3uDvaSM2uj+ENrSDNl44ChrKelEoSg1JlNXogRB2KkXHrt2AibI84kCaLwGKzEQzzhUIJ82Jc6oImAaJdJYNOw5NPFPbYVSjq9F3IYNj6Mg/+SwIgfvUc7ivb/CWJZM4t98LgPzoVbimgVIOSk2gduAoDQsdx+X1bQexbIfCSJAVcytRY9Tkpnp76W7ZT+FcT9aqiTMJtUn0rMA2FckSFyGkpwvKJgdMLm1XsantMEkA0NMgsJIC3aconJnfaXuCIBaCeWRZQHacBAEIYaD79HHP7kS6tg4xcQPYddo32XnG92hecBOp2LxRB8BSE/gCEnmUM6n3v91BPO1QXWByzsKCo2prvPAbhw0LNQFhTVCqSwp0iXnk8QjpkQGhEgiXgi88rqSGqYAQgoChoYwQ6ohtnlAZ5LRZXtzpHW+2DbcyjWu/SrpgNkayjZoX/oGMZZOdhBJqTGQSkB07utRvaFM+8274dfRxRn7GNI1PFhfxfxUxLg8ZmAJ2Wy7/3pnm7zsybMXwDPH1oe8RAE0KrlkS4Y9PieHXYV+XyzdfSbO38/jmAgnTHMJ69ycegBrTqLAfo5ugTg5axMK3PEnDpj+i5+ApCOFSFLuPSPA5Ms74iIKYjPKZwMeYq80ki8X/ZR7gNbmTqiXDu7U3plv4/9K3c7/1EhYOi2Qtf+//BB82ViFz5+n2+jBJRzIzYHFe2dCJCVc/hF3wM5RxCFwTrfcatOTZiKPop81sfYJY6gC29LOj5uMgJvfcyKZ0OhvCHHynlG0v1rJvQyWt+wtIxf2AwBfMUjyjh1kntLDkzDrmrGqhdGacQMSaUg5TCDCnywymMY0PHKbv2vcxwutfxjzUgBvw0/2Ry49JmcFEIaWGrg8mDMxxvQy9hAWJLoXXh9JAaYNIA6lQYuiRNes+flA0hw7dR6GT5Yud+6gWLsN2xAyQ5rCLxkRxwB0y+BEoSoIKIUce86x2ElS5WVJC42kjNuo2hKFNat8A+gyXrhKvMz3fbxIq90iB9m3bcLJZXGsNSukIrQG0OlwgO9GNKTCxWD2vBikEzR1xdh0aZhAxFibZ71XKRSkLd/4c5JWXAGD/4Keorm6cex6CeByqK3HPOj2nIpigF8E4Yj1H3jfF5j0N9PSlMQ2NNUtrEVKOWUHSuGM7RQu6kboCVY1gDpGGXOxhlQ3CQWCBlW8stqsLEhaEDViQm4hv2+V1FIvn5sceZhU8los9vJQEfdmRow7zIdF0n3ddju8kUH3wvqEfC0kqOndcTWi6wPRPPBngSHSnbO5/pxOAj59Sdtyk2/4cGVCgS0oNjfCR7v/9PgOBQk814I/lap6OP4KmDkKgzKEqpy+c6kXDPbc7Tn3HUDWO50/w/+FqfsINr1Ly9s9JZhymdv44h0zfmERBfyTiVMPwaeMmCgCKzAi3FPj4YVmQy0IGJrDTcvlat82/JQRbLVDGyNfiqko//3hmMZURSTyj+N4badYfsCZOxk4SQgiEb6hxjBACXTngjk262so9Zn0Qabr4V/TQduAG2rdfBEAssp7CyP1kHIfMON4tfuHj4/5rOVFfhkJxh/UMz/u3DfmeEvAT/QkOqVaC+Pi4eT5/4ruaEnn4Pb4lbvJKZwCB4pMz43mCK4XC8b+BE/0NyD6wS9F7PoXMLjqqcxBL7KG2/WkAdlVdR2ZQss9YcGxBvD1A484idr5azc5XamjYUUK8LYRrSzTdIVaWoHpxOwtPO8SCtY1ULegiUvL/s3feYZIV9fr/VNUJnSbnzTmxkV12yUEJiiAoJlARs9dwrwnDNVzjlZ/iFfVeM4IBs4KIShKWuCzLsgk2x9kwOYdO55z6/XF6cvdM94TdRed9nnlmt6e7Tp3TJ1S99X7fN4pUE3cOGorJMoNJTOIliEmS4DSFUddA/v2PAtB27SvxCvKJTnCZQa7wCQOFGbAxbNsnDIZZwRYIpJSYQwbW+L4GCp80SBEHh60g3y+eQ4cyqUjG+Lemg5R5CV+31r8fOZQWZEKBDdfMTw4gCqoimsJUSbzIoCaQwFUJf7LymJFP23CMv5CIMUwYqlMlB1NMgRVbjp2fj5tI0LhrF+gIOrnS75P5FEDuagIADYU2nDHTdz7feaiW+pZMpowZ4DAGNUEM13Hg9dcgZs+E9g6SX/sfvD//DQD11jfhoVOEQo5mkGMwLDxc20x1ra8aWbt4JkHb8gmCYXbTSSap2buHkiWtAEh9AWZUEmzyv5eOyhgkYmnLWTanSg3OLBNIIYi2CjozxB4+QZA2FCW4LEvGsq4VFhgYppH1hL3y6F8pan4eTyh06mLTQnLozP8kGaoY8fOGIbDSOMSPBr9/vpFo0mNeWYBzZ+cWmTgaSAH5pqQyoCg2JIHBpISyIJAP4VQ5gRmY0HKCbKCkIGAoMGy0MdDBeFF5kJfNzUcDv97UmNa/JF40l5pzPw1A+ZbvY5/YRDQ5QRL5LIgC21RYE1BSYtoKw8qOKBBCIFWYIiV5e4HN9ypCvCpsYgJ7HPhql+Ar3YJdCJo0vOj6v/ujMmLwuQtLOWuKhafh7l0JfrYtTnwMSQG5QCg1lChwHSS+meFISJOcPK4QEuyF7bR3vZya596C9iTh0FZKC+4i7sXJpvJFCcVr7FfyMut8AB4wt3BshdFL0ntonl7aRGfQYbVawOeCb+Ns44wB96aEBz+r9u8tLy+LMifc9wDRJHAj9+CFHwLhIeJLMNpuQnglY9p3w+lk0bFfItDUFJ5NY8HKYd+vNUTbLeoPF3BwcwW7Hp/BkW0VNB3LJ9FtgtCECmKUz2lh7poTLL7wKDOWNVA8pRMrcHJULEqAOUolxCQmMYlTi0njwtMRnueXGTgOscXz6T5rFQ451pmfZEghkQZgKLT2/JpFx01rKieE7w7ueR5OhhnNHivCXfkzSQrJzGQXN7YdISRctBXwx946c2rBaLGmymV+scuRDoPf7TQ40Sk53uEyNc8nIrSTfu57hhdljhvjoApwv1HIG5PD5CdbyjemG8UkuiuYpCU/SlF7kDnS4tCsNdRvf4TG3XsoXrAAU5yLtJ5DGHtANJLUpXiMgjvRMKPQprWskKMNrWzaVc0lZ84nFMghusAjS+fEQZvWLhoH11NYH3k/yY/8J+w72Pt3t7kF7XnoXDMMx2BY2NLRzfZ9JwBYMruSsiK/PnWkUoO6/fsIlrcRKEygtY0U68g7rhAIuguTOFYMYQ6V+mutea7Hj6DC/1vDXv9bLJzmYYUG7tZfUiqCy9yunPZRyiAyS6+MQHcN83Z+G4BjSz9I0/TLCXQeJRaZnh1BYEnMNPnxo0Fde4K/vegTNjetKx8X0iETTCEIpOIL822F0X9bUvnmg0ZwzLGFE4WgpYg5LtrKQzhx+rNa7z27jEcPtLP+YAdva4xRWRoYcvq0zn81odrNFO27l2nrP83Ba3+DU1yBMRoCciTEU/4EVuY67rBtkHDGJxKxP8wUSeBkMQOV0sKTCfCSFCvJOwtsro2Y/KkzyUNdSXa7gq+4viFgjwnuuwyPi/uZ79mG4L1rCplzoJPf7+xmS41LTUeUd6wKUBE5Cd4ahol2XHDdlBeKX5+kpPKjkXX6G4mLN1bf1+z6J8Ca3kW8aSnHnv4AU9f9iEDgIGXypzS1vRm8fEa6nQghuMQ6l0KRzz3x+3l46gFCxYr8boP2kIMOGrzPejXLjPQqqL/UhqmLGxSZLq+b2uedoWWTH29oNPjxht2XImNrxr5SrjULTvwW22mj2yrnQNW1ad+WjCvfcLDJNxx0kwMftGYgSV5JlEhJjEhRFJVFjOSEQYB5ErxiJjGJSUwMJq/eU4x049vI4xuwjhzFs21aX38NWgi6UKe0zCAX+KUFCtO2MO0AyrQQaVYopJSYxiBVAbDFLuTn+bNICsmCRAfvaDtECBdMA20JtAUiCDKMT3ON4xyh0JasmyJZWeEf7YcO9st/z2DuJoCrk76aYIORR/2whggCYY5eTXCs0q9tn25JZHQRwZIStOvS8MKLoEvxkosQQiOtp9GMnlgSCJZNK6AgHCCRdHl2ZzVuLjXJY1QTeK6LYxpDEiH0T36ObmrOvdRglCPbeNJh44tH8LSmqiSfBdPL/H7oIbHjA/upNcd37qR0iT+ZVaxDeAHyUqkGHVVRYFDsYQrHOqEhCqaEZSV+7GHzkVTs4fyBG92GRTUmtvY4zxk+6WMgDN+wMINCZuDOeCzc9t8YbpSOkpXULriBZKiCjvI1IxMEAqzA+BEEAL96rgHH06ycGmbFtJHd8XOFEBAQgiJDUmQIgtI3zwuaqbojMwihEr+cwM47bQkCAMvwlVtIhR6UJDCnJMArF/nS6h8+00ChSl84VnP2p4gVzsGMNjL1sc/QFc3S8GI0iHf63hwZ0BOJOBEwLYWZZUmDUqEBz50SJXl3gc3/lQc43+ypa+ozwb3dkUMUBUIILp+Xx8fOySPfFtR2ar75dJRtteOQ0ZoFhJUifRMD76VKqSHP5B5kUY0wrjBK4nhTKql+6mMkowVYVh1lhT/BoZZsRS2rzKVcZ/vla91Bl9qSON1BlxgJpsrytJ85EVPcV+uTVW+e3kEoJcX3rN04BT/1CQIvjGp/Cyp21rhI6auan6K04wU8odg1/UY86ceieq6goylAzb4i9m2cwu4np3NsZxltdRHcpEIqj7zSbqYsbGLBOcdYdN5xpi5qpqCs+9QSBPjPMDnCsZlIkncSk5jE2DBJEpxiGEoh+zGtqqGJ/L/59Wht17wCt6iAGOKksPcTASEESilMqz9h0DezFwgMJTGlQAh4KlDC7/Km4wnBilgrN7Yf9qMFhQDLREowrJSCQOKTBBZgp34bqddzfO5IoQjIEGGjjJAs4BVzNALN9nrJiZTaXhqZFcRzvThnuN14QvA3c4QoNkONemLRHknQFkyghKCqM0TZklUANO/fT7yjAy95LgDC3Aqic3QlBylILTlrXimmoWjp6GbHgZrsP6wZ9cRcawetXdzqY0OIBuF5iLqa3AgIrUdVaqC15rld1UTjScJBi9WLpvcOaLwRNP3Nx47huM0UzPJPHuldQKg2iZGQuKZHV0ncjz1Mc0L1lBosLYGAIWg6mIo9LPQIlw3c7l9SsYfnu1FCOdCIQlgoW2U1uJ16+I8UNW/BVQEOnvWF7E20pF9eoMZxJelIc4xH97YB8NZ16Qf4o4USgoiUlChJviHoX1puBwKIUBFEKiBY6N+EXiIIpSbV2gwNMTF899pylIRnqjvZcaKbAjX0jPD9Cb6OZwSInNhI4dafEBtN8km2iHcMSxSELCPjJHasMEyZFVEghETIwJDXywyDSyJD5W0egnuTAjfNJbqoLMRnLyxgbrEk7sJPt8S5d08CdzwyBoeBEAKRpg7dNxseWobkoscaDjMqqLCDmhfg2LMfI942BcNsp6zwDlyxn2FSLAcgIkJDXtNoDtFJqzBoEwYdQtEpFF1IfnokH1cLluXHWVUYx8XDDT2Cm/dHkAlEcjpG6zuRzvRx2cdw7ARz6/4MwIHyV9PkzKKxOp9DWyrY+fh0Dm+tpLG6gFinBWiCeXHKZrUy58wallxYzawV9ZRM68AOnWQWZxhIAeYw5StSSizTRMrJacgkJnG6YvLqPMWQXXVUdOwh6LT6ZQa/uRuRdIgtmEv32atJcvLTDCYKfYSBiWnbKMtCqBRhICUPhyu5LzIFgHOjjbyh82ivYl0ELQzbL/3NOK9JGSJi4hMGVurfKv1nBGAKk6AKETaKsIwCpJRIaTK7IMSKHjXBoX5qgmEM0q5KNCO05nkjwlEx/CRi1CaGAk5M8dUEs20JsdlEqqpAa+q37wB3JtqdihAO0nwWlzGV4hOyTNbMLQXg0Ikmqutasv/wmNQEcXR56RBWRkuJVzF83GSaxkZlWLjrcB31LZ0oKVi3ZCam0XcepKmiGYBjO3dSsrjV9xvw5iCSheTV+CtDHRUxkJljMXv9CMpTsYf7UrGHCwbGHlZrgy3YCK39UoOsIZCG7UeijYBgZzVzdn8fgKPLP0w8Mi27LfRGHI7vZO4XzzaggfPm5LGgPDgubVpCUKAkJYYgpPzBLeAbDloRCJcRzC/1FQQvwVUvu0etJQTaHmiuOq3Q4tVLfFLz+xvqMYD8NPe4eNFcTpzznwCUb/kBHHkGdyLN9oYhCiYiErE/DFNiZUEUKBX0meNBmG5ZaW/tD3uK/0wodqWZ2JaEbD52TiGXzPbb+8fBJN/fFKMjPoHH2I37REEaZYZP3hsDnlFeOobjJEGYGmOB5viLH6SrbhFSxSkt+hVabc6KKCiRxUMIUYGgWBbhCYErBEkhSQjJ481B9nZamFJz7awonUacRP6v8YIbAEjGzibacSNdFNItJDEkcQRJBA65c+PSSzDryB850L2Ov3V9lkd238C+jVOp2VdMZ3MQ7UkM26GoqoPpZzSw+IKjzFtbQ+XcVsJF8YwRzacaGcsMUmkaljJGVBlMYuJw8cUX8+EPf/hUd2NEnI79vOmmm7j22muHfc/p2O/R4PTVSf4r4PmfU3nvf1CFh0awq+kSxMEjeJZF6xv9MoPu0RR2vwQghEAJhZIK1zD4nVHC06l0gFdE67iouz71PpC2RAZG8SQU9JoiAr2TRYHExMDARGIhsIesmhjS4tXzHLbWuWyvE9R2QmXEHxNqN/2cc6pOstrt4jkjwl+sIt4fr8vcNyl9NYGT+xS+uSBKl3IIuwaFtXkYy5fTWVND25EjlC5ZTMg4HxX8LcJ8FhLnE8fAGOWyvnahsijEoqmF7D7eyta9xygIByiIZDFBG6i6zW27OoEuKsB7x1uQd9wFnucTBG97I7ooR6O6USx/1Ta1s6faPwdXLZg2YH+9EUoNulpaaK07zpKXtwKgnHNQcUmo2SeOOipjvomnGnptt8Q0B/yFcs4sE7SdECS6BcrSFM0YuNF7tS95XtB0iLoAAQAASURBVOXFKMthJwUmpmUNS3gBCM9h8bavoLwEbeXrqJ9zXVbtSzU+CQaDsbu2m42HO5AC3rJ2bCoClSopCEgxwLG81wXVDPSmEhhSTIhh3smCEIKgpeiKO6AstBFAOH2JBu88q4y/7mply4luNlZ3cfbMCHlAx6CV7Lb5VxOu3UzRvj8zdf1/cqTod0SKR/ajGDXiKQmXNXQVOGgZRBPuhK22K1NiYZCID39/liqIpzsGPBBKleS9BQY/akviIZBozjU1W5OCY1rwlYTBOdLjzaZHUX+1imFy/dJCZhZ28KvtcfY1e3zjqSjvWGUzq2icxwFuwvcjAIRpoZ3okNmtQGBIA8d18NBpVRAnE0KCNTdJ/Ym3URy9l4JZGygu/Avt7W24yUuGTTgpkHlcY1/Bn+MPoNEIBNfYV1AgBz5LOpOCe4/659srpkQpCx0hGPkdUnagtUms6xqc5NKBz7QMm5Vap0SNOjUM0Ujt/8aDWJtFV3MQtzbKttg36L9mJ6RHuDBOpCRKXnEUOzy+kYQTDUOCSnNgfOPq7BRsk5gEwJ/+9CfMMZToTmJsmCQJThXajsNf/qO3kCDZKZGP7EQjab/6ctziIqLIl2yZQbZIAj+3KtiqwgiteYPTxLm6A9ey8byE/wAO2uOyLSVNTGGgpERgIYSN0MIfHGkGrDgLTKbnG6yq8NhS53sTvHW5C8IfrGSaJF6ZbOF5FWa3CrFXBljgDY0X64GwDLTr5r7aLuBEVTvzjxUzSxrspJKCmTNoO1JN3bbtzLr4ArRXhJAtCHMrieRaQtob1WNZe/6keNG0Qpo749S3Rdn44hEuXj0fK4uVaBx8Rcdotk0CfeE5sGo51NTilRbjFZm+g2TWjeicSYKuaJzndh8FYM6UEqZXDCwf0SOMlo/vfJGCmR1YYQd0BOEtJa82gEAQLUiQDLkIK/1D7/kGv+15BVAUEOxLxR6WzvUGLFq2aMHj+MTF5TmpCEAaAWQW3930g78mv3UnjhHh0JrPZbWKrgyBaY8/QaC15s6NPmlz6cJCphWO7p5g9RgR9p/z98QWGsG0ZQQTVQN/MhEyFd1xx7/F2fkIN9F7E6vIM7luWRG/3trM9zbUsW5GmKD0c146B03Ca875JMGGFwi0HqBy/adpuvoH2OYEll7EO/CNLYaSkpGASVv3+JsY9kCZEksYJGKZ7zdSGGgZQLsD7/OXhwMsk5qahEOFghIpaHc1v49qHnEEGzzJlrjgtYbHFUr3WoMoqThvej5T8rr4yeYo9V2a72yM8ZrFFufPyD6JZFi4bq9RYQ+EbaOjQ31epJAoqUgmJ9CHIkeYUxK0tFxNclcJpYvvIz//cbo62kgmr0YN4we02lzOPDWbZq+FYlk0hCAAuPdYiC5HUhVMcvmMJwiG/44QHq5bQqzzjXhe9uSkJ3pGd/535nQrYk0B4k028WYb7fbchAoBCIQ6sEo1oZIYwcI4htTIFMHQE/r8UqAqhQBrEAHum1Ur1Okqe5jEaYvi4uwjQCcaruv+y3loTF6xpwrNB3oHaVpDzbOFaFciZ+TTdY5fZhD/J2dbYwh+aFayVYVRWvP2ZD3nux0oQxGImITzwwRKCpHmcDUGI0FgCYuQChFQFkoaSBFCyoB/sff4GvQvUTAAIRDC5Kp5/sNua52gLmVwLIfJwS7VDuc5/grYX8yiEVTuozcxbCjrIiY8glIQPJxP+fLlIASdJ07QVd+Il/C9CaT1NB4eiTGcS9rzH/Jr5pURsgy6Ygk2767OLtvbg6wz+QZvV8d9p+38CO6CueiifHQuBEHP9nOA63ps3HmEpONSlBdi2dyqgX1i+FKDZHc7dQcPUNoTe+iuRWiDvFq/frmjMgYIZAZPiv6lBtFWQWf90NhDrTX3uSEcIZjtJZincxnAK5SyRzQsDLfvZ9be2wE4surjJEKVI7Y8nhGHg/H80S5erOnGVILr15Tl9FkpICgFxYak0OhHECgL7HwIl0GgIC1BIMCPEXyJQ0qBbab2Q0i8QQkCN60pI2hKdtXHeOygf/8KSUFwcLmPEeToy/r8CYLP/hBvIssOAOLtkIgOedkyZHZE5RigDIkVGP4eLWWAdJrvymCAJbakJPWnfCV4Z0Tw5YDHXKGJIfiVo/h0QvGC23ecpZDMKYxw83kRVlQoXA1/2Jngru0JEmNdzvdccIcS10JKhJ1+P/2a8dNrLGIUJekOnk3N1reiPUU4bxsB+1d4DD1P+qNA5jHbmJGWINjfbvBso40lE3z0zF8QivwVITySicV0t787J4IAwHME0foArbsKqH2ygrqnKmnbXUisIeiP9UyHucGneHnBd7hg0c8oOa+dvIUdqNIkCUPSLRWd0qBDGrRJk1Zp0iIMWoVBuzB8/wShekseEggcBC6jtgMaF1iDni1KKSzDmCQI+qPtOBx63P99EtDV1cWNN95IJBKhqqqKb37zm71/+9KXvsSyZcuGfGb16tV8/vOfB/rk9bfeeitVVVWUlJTwgQ98YAB5+Mtf/pI1a9aQl5dHZWUlN9xwA/X19b1/X79+PUIIHnjgAVatWkUwGORlL3sZ9fX1/P3vf2fx4sXk5+dz/fXX093dV2o2WLYfj8f5xCc+wfTp07Ftm/nz53P77bf39rn/vl177bUYhkF7u1+iW1tbixCCPXv2ANDS0sKNN95IUVERoVCIV77ylezbt6/383feeSeFhYXcd999LFmyBNu2OXLkSE7H96WOyav2VKF4bu/AovVAiO56G6E8Zi/bx/k7PsO0E/djJdtPcScnDp1IvmtVsUcFsbTH+5K1rNLdSMtX+QoAU6GCAQLhIIFIBGUHfDf4LCYhUhgERJCwEcJUpl97KWykiCCGSx8Q0KM/lphMz5esrPAFgw/3eBP4FgoZcUWyFUt7HFEBdqihUtkBMJQvcc4RWsLxYp+1mB4Noqx8iuf6UU51W7fhJVaidRAhmxHG7jEZGPZMim1TsXZBOVIIaps62FvdkF0Do3a70kCil4zIOdEgR8NCrTVb9x2nrTOGZSrWnTFjiKmS1hmEH54LToya3XswI1HypnWBFkh3HcEWCzOucA2PrrK4n1Oe5hyOOZoXU+mZa8oFDfv8bRdM1QNS4ZqT8A/ZF3uYy/BdCBNlD41dHPAeL8nibV9BaofmqgtpmvGqEds1bYkZmJgJm6c1P0+pCK5aWkxpJDtizRCCPOUbEeYp4fMi0vAj9sKlECryV6iHuZ/YhkKOUJbxUkG4vyLCDKP7SVOKQwZvWuGv2PzgmfreiX+eEtiDdj9ROKfXn6Bsyw/xDj09sR2HjERB2J4YUqo/lCGwgpnPOSEEUg2NbRQI7EBoyMNiTkDyhZDHewyXfDQntOBrScV3En0JCEIIioMh3rU6xDULfY+DTSccvrUhRmPXqB1hwYtn9GcRhgHW0GPpac/36hndVicMMujilM3n+Nb34SaCBMIHCQbuRJODb04Kjge/OxKmLNjAV877JsXhrWgtiHVfRqzrDcBQk8rB0BoSbSbtB/No2FRKzfoqmreV0HUsghs1QGisojj589ooX1vD66Z9mlcU3Ep58SEOTbskq35qIfCEwBGChJDEhSQmVC+h0J6WUFC9hEI0DaEwnhSfkqBSZ4oQAsswMOU/aXmB1pDoyv3n2R/DbUvhZ1f7v5/9ce5t5EjM3nzzzTz66KPcfffdPPjgg6xfv57NmzcD8I53vIOdO3eyadOm3vdv376dLVu2cNNNN/W+9uijj3LgwAEeffRRfvazn3HnnXdy55139v49kUjw5S9/mW3btnHPPfdw6NChAZ/vwRe+8AX+93//l6effpqjR4/yhje8gdtuu41f/epX/PWvf+Whhx7iu9/9bsZ9ufHGG/nNb37Dd77zHXbt2sUPfvADIhE/uefiiy9m/fr1qa9H88QTT1BUVMSTTz7Zuw+VlZUsXLgQ8MmP5557jnvvvZcNGzagtebKK68cQH50d3fzta99jZ/85Ce8+OKLlJcPJQuHO74vdUyWG5wqFEyFq79N9x0fo+5534gtb10EWdSBFW9k2dHfs+TY3RwrPosDFS+jKTLvJWmalQ7NKP7PqqReWoS1y78lapmlEsj+Xn4CCPiSYiEEKjVYdx0HTxt4nka7Ll5PznPqQ6YwMYQxYGDfW1qQ5fHzFQYCPInUBlfN9dha5/B8reSKOZrSsIc0BV4GU6l8XC522nnQLOQvZhFL3e5hB1jCUuhY7jPp+mntzGjMI08J5MECypaeQcuhQ3Q3NtJxvJHCOWch7MeR1lMknSW4MCqHi56SAymgKGKzYnYJWw42svNwLUX5QcpH8ghwAUOP6vzVxBHYaO2hdY7S4hwNCw/XNPcaM65dPJOgPXRlWTtpGvQS4CTwXI/j+w5QurIVAOEtQuhi8mv8AWZnRQwtQWUwLNzeCEkPyoNQYcHOw6nYwwV950ZXUvMUQdqFoli7rB6mnCUdlBFEqOGH+7P23UGkfT9Jq5DDqz8z/PcmwLLluCYYDMaTB9o52BQjZElet6pk2PcKARaCoBR9OepCpsoJAjmnEvwzlBr0wFASS0kSbkrBZucjos29f3/LmaX8fnszB5riPLS3nSsW+h4x+VLQ5mkS/U79/v4EFY9+mrry32NEJtCfAHyiAAaUHhhKEjAl0cTE+u4r5RMFiQzxj1IaaGmhvYH3qB6iIBGLor2+PipTcpHUrEm4/MGRPOQKNnqSrXHBtYbHK5XGFBAyQ1wxTzG9QHLn1hgnOjxufTrKW5bbLK3IcfjmxhnJWEAYNtqJDViKTqaUYEpKtOedVlHMwtDoKeWc2PlBKhf8BCtUh5Q/pbvreoSYknU7/6gNUBnZxbuX/ZyQGcPzQsS6Xo/rzB72c25M9pYQxJoD6OTA+6AKOQRKYtglceyiODIVSbio7q+URfeTlAGem3ETOtvEmByghUiFDA26f6czcdb9fBNSvwUgdJrXMmzPLzPw918pNWyywT8Fkt3w39mfY2mhPfjbx/2fXPCfJ8AaSkymQ2dnJ7fffjs///nPueyyywD42c9+xrRpvgnxtGnTuOKKK7jjjjs466yzALjjjju46KKLmDNnTm87RUVF/O///i9KKRYtWsSrXvUq/vGPf/Dud78b8MmGHsyZM4fvfOc7rF27ls7Ozt5JPMBXvvIVzjvvPADe+c538ulPf5oDBw70but1r3sdjz76KJ/85CeH7MvevXv53e9+x0MPPcSll17au60eXHzxxdx+++14nseOHTtQSvGWt7yF9evXc+WVV7J+/XouuugiAPbt28e9997LU089xbnn+srbu+66i+nTp3PPPffw+te/HoBkMsn3vvc9VqxYMarj+1LH6UYO/0uh5UCIIw+Voj2JBmpnXcGGdbexbcG7ac2bg9IOM5s28LKdX+WyFz7P7Pr1qDRSwZcSaoXJt+wp1EuLIu3wEaeGOVYCNdjs37aGrLALKTEsC6V8EkCZBmbAxg6GCNoRImYES5n9CAKFFOG+0oJc0KMmEDYzCgTLy/0H7iOHU468Iq3CtBcvT7YS0i510mKTGiHLXSowcufrPENzPOSfD1NbwhAIUbJwAQB127bhxteitUKooyCriY/hcu/vwTCrPI+ZZf4+bdpZTXcsi8n7KMfwPjmQRDOK2uMcttnS3s32/ScAOGN2JWVFQ78zDXj9F/E8F5woJBOgofHoMZKJLooX+s6D0h1oWNheGUtFp6X/Hp5PlRqsLhc0H1J4riBQ4BFJxR7GHE3chQdTq5Yvd7tyZHlHNizMa3mRGft/CcDhVZ/CCQwzKZ+AiMPBcFzNL5/1VQSvXVFCfiD9HisBESkoUZICQ2CplM9AoNBXDQTycyYI1EvcsDAdBpAeykIbfRPu/IDiLWf6SSY/2liPk5ocCiEokGLIuVZzzieJFc3DjDZR9MCn0N5JiF+Lt0Ny4DNwIiMR+0MpgRXKrCiQKpSWUBMIrEAQMbhOWwnCluRtpsdXLZeFwqdEf5sqQdieKkGwDZszyoPcfF6QWYWSqAM/fj7OX/cmsi/1cOO9RoXDwU876PP7cHHRPeViQqBOw7g6IUBURag59H5irdMw7A4i+XeivX0jfxhoiEEg+Cj/ceaPCJkxXGca3e3vTUsQeK4g1mjTuqeAuqfLqX2iitadRUTrQuikRBgegfIohYtbqDi/lsrz6ihc1EawLNZLEJR07Wdh/f0AbJ36Jrqt0vE7GKNEn0LBT3iICUV0kEKhVZq0pBQKbf0UCt1CEhUSbUhcoRCmiZTqtCKT/pVx4MABEokE55xzTu9rxcXFvavpAO9+97v59a9/TSwWI5lMctdddw2Y9AOcccYZqH73sKqqqgHlBFu2bOGaa65h5syZ5OXlcfHFFwNQXV09oJ3ly5f3/ruiooJQKDRgol9RUTGg3f7YunUrSqneif5gXHjhhXR0dLBlyxYee+wxLrroIi655BIee+wxgAEkwa5duzAMg3Xr1vV+vqSkhIULF7Jr167e1yzLGtDnwcjm+L6UMakkOEVI1tZSm6r3gZQ/32/uofGMxbRXXsSxyoso6DjAtOMPM73hGQq7j7Lm0J2sqP4th0vP5UD5y+gITT11OzAKHBY237cq6BaKSi/BB6mlxEgzcFESrMwDemUopFIIFwz8hIQeaM/D81w8z0R4BqMV0wkl0G6fmuDqeZrt9Q4bT2iunGuTH4ijDXAT6dsPorks2cqfrRL+ZhZxptuFOUxfhKXQrpNzd2tntjB9V4BioThyIkTJ4iU079tPvK2N1sNNlCxaibA2I62niMeuJzScLf8w0INkCCtml9DalaCtO8GzLx7mglXzhh9AuoAarZoghs61yjIHw8J40mHjziN4WlNVks/86elr3r0eg0u0P+gelExxbM8+iua2Y9gueEUIbyF5db45Ziw/STLsIq30hnuup3tNC88sEzRuGBh7mHA1UQd2CosT0sTWHhe6mbPk00EagWFjD6UbZ/G2ryLwaJh2OS3TL834XqEEli0nXIr/4O4WatqTFAYVr14+lLAYYkSozJRiIDB8TVAWCJr/fCthAVPRGXd6UwG0nYdw470s4JtWFvObrU1Utyb4665WrjnDN+0UQlCooMXVvZeVNoIcveTrzLn3zYRrniW28Qckz/ngxO9ELBX/YfoKnZ5IxM5hDAbHC0oK7JBJvHuooqCn7MBzOof+DYFlB0nEo75Zbc/rSqCFZGbC43OWy5Oe4NdJSY0W/L+kYo3r8RbTo0xZVIQFH1onuGd3gieOODx4IEl1m8eNK2zCacoEeuG6OaXoCCXBNtBxB2fQPdRPJRITG385SshSi/qGd1IS/z3hip3kFf+KzqarQK0e5lPdEPwzV1X5NcqJ2Fri0cvpGRprDU6n0Wc42GqD1/9Ya8yCZK9awMpPDLt4YDpdrD56JwLNkaKzOV64Zsz7fbKhhUjdA/qOgxJgGCaeVPSn8GSvQqFPidDz757fWXkbnY4wQ/6Kfi5oPwH/t3bgqotQ8IGNkJ+DKsEcoYy1H7I5vldffTW2bXP33Xdj2zbxeJzrrhuYZjQ4YUAIgZdaNenq6uLyyy/n8ssv55e//CVlZWVUV1dzxRVXkEgkMrYjhBi23cEIBodP1SooKGDlypWsX7+ep59+mpe97GVccMEFbN26lX379rF3795e8iLTcdFaD1hUDAaDwy4yvmTP3yxxymnh733ve8yePZtAIMDq1at54oknsvrcU089hWEYrFy5cmI7OEFIHD4ypK5IeBqjoan3/215c3lx0Xu4b/W32TrjTXTYFZhulPl1/+AVOz7DRTtvYVrTs4iTsYIzRuySQb5rVdItFDN1jI+KGkpEhllcIJBxMqmkIKACFFhhCoJ5BOyBky6hbEyrmECwACsYxLACKZO4UUxm+qkJZhYIlpX5aoK/H/QIqgBKimHnvBc4HRR4Di3S4EljpNg+ichxpRPADbscV/6AdeqJAuLSpuyMJQDUb9+BE/NZUmHsxhONJEdZG6i9gavoSkrWLSjHVJKWzhg79h0doQFG7aak9SgSILLcltaa53ZVE40nCQctVi+anvGBoB0NnuPLDAcNutsbm+hoaqbkjFYApHs2Qkvyav2HWntlFIHIKPXf2wqdSQibUBWVJLr82MPimR6Op+lKzUkeNHwVwflulFBOjJLENILDGhbO3vNDQl3VxO0Sqs8cKvXrD9OaeIIglvT4zeZGAN602jfWA7/sJSQFJT1GhIbyB02hEggV+5F5YyQIBP+cJAFAqL+aYJCJYdhS3LTGX9n8ybMNJPqF0EshKFRiwKAhUTibmnM/A0Dx5h8gqjdMaN97EWsboCgIWsawEXjjCZkiCtLdJ6Q0ETK92kAgsO3QENNSIQXYEiEFFyjNrbbLK5SHRPOcJ/lEXHG3I9DSJGIGeP0Sm7cutzEl7G50ufXpKNVtGZ6lbnqjwpEgDBNPknawLqVEnaaljzJf0hR7I23V5yGEJq/0L0jnEdI9EKQ6gRH5EXMK95BwTepbryMevRI3YdFdE6T5hSJqH6+k/pkK2vcVEG8OgCdQAYfQ1C6KlzdRdXEN5WsbyJ/bgV04PEGA1qw6/itCyVY6rHK2V71+wo7DyYQCwgFrwGJNDzwhcIUgKUTKP0HSLSSdQtEuFK3CyMU26PSCEL7kP5ef0vlw9bd9YgD831ff5r+eSzs5XH/z5s3DNE2eeeaZ3tdaWlrYu3dv7/8Nw+Btb3sbd9xxB3fccQdvetObCIWyJyJ2795NY2Mjt9xyCxdccAGLFi3KqAYYC5YtW4bneb3KgHS4+OKLefTRR3n88ce5+OKLKSwsZMmSJXzlK1+hvLycxYsXA7BkyRIcx2Hjxo29n21qamLv3r2978kG2RzflzJOKUnw29/+lg9/+MN85jOfYcuWLVxwwQW88pWvHCJPGYy2tjZuvPFGXv7yl5+kno4/rFkzhwxktRQkywavlglUMI/9U17J/Su+xmOLPs7xojPRCMo7dnPO/u/xqq0f44xjfyIYb+Z0xGYZ5odmBQkhWay7+TC15GWaxVmmb+Y3CKY0CBkhIiqCLU16hqpKKgK2hTRMpAyjZAiRelILKVMlCQGsUMgnDAyTbAkDoURKy6gQKK6a57e78YSmoRufKLAyX0IWmlcm/Rr3B81CoiNt11SjmtycqGpHa025a2J2GITnLsAIBkl2ddGytx3PWYAQGmltGFvJwaA5aThgsmaev+p+qLaN6hN1wzfgpGlkopDlyGPX4TrqWzpRUrBuyUzMDCvtWmt0IuZPTNKkNRzbs49gaZRweRS0QrprCbaamDGFp3zDQszMBk49pQarygTN+/0+lMzx0FLTmSIIjguDF2QAoTWX5Rh7KKSJHMawsLDpeaYf+h0AB1d/FtcqyNiWUgKlJn6S8JcdzbR0O1TkmVy+uAhTCPJTRoQRQ6KsAASLUuUEeZAhMWI0+GcyLByMoDkowXyQieF1y4spCxvUdiS558WBJnBKCAoGEQVt815Fy4JrEWhKHvokoitLQ9OxYhBREBkhhWA8IaXACqWPJPTLDjJ/1rKDSDV09QzL98IJCXir6fHflstioUkg+IOj+FRCsQMLW9mcNdXgI+cEKQ0JmqOa2zbE2HB0kLpBa/Bio3amcwwz4/NISjkqf5uTARmAduNyGg9cBUC47HGU92e0TuIlOvC6j2LIpwnl/ZSg2Up9dynP7vwQib3nUf9MGbWPVdHyQjHRmhBeQiGkh10ao2BhK+Xn1lFxfh1FS1oJVsSQZvYHd1bzk0xp34YnFM/NeDuuGp9o51MJQwiCQZPTz9byNMaZN8KHd8Db7vN/n3njhG4uEonwzne+k5tvvpl//OMfvPDCC9x0001DTJnf9a538cgjj/D3v/99SKnBSJgxYwaWZfHd736XgwcPcu+99/LlL395PHcDgFmzZvG2t72Nd7zjHb3miOvXr+d3v/td73suvvhi7r//foQQLFmypPe1u+66a0CZwvz587nmmmt497vfzZNPPsm2bdt4y1vewtSpU7nmmmuy7lO2x/elilO6F//zP//DO9/5Tt71rnexePFibrvtNqZPn873v//9YT/33ve+lxtuuGFADchLDWZlJVVf+mLvQ1hLQeP11+EWFQ55rxAC25QgFPUFS3l6wb/z15W3snPqq4maBQSTbSw5fi9Xbv045+z9LuVtLwyUM51CPK7y+JlZhisEq3Un76eOQEZ7ZeF7EaQghcBWFnlmmJAKYqYz9xESqUKEAsVYVmZZkBApDwPb9gkDO4Ay0q8GDYDRpyaYXSg5o1Tgafj7QT8vNWQEhp1MrHM7KfcSdAnFo2bmiVdvPzOY2g0HpyJKbWrFp/JoEUlhUnrGUgDqX3gBp/vsVNtbSMjuUccjpYv+qywKsWhqIQBb9tfT1to6TAOcnGwmT2c1MK5pamdPtc92r1owjYJIBimb5+BFO8FNzzzEu7tpPHqM0iX+hEp4yxFE+mIPy+NoRYqgGgqtNc/1+BGEJR11fuxhyTyHzmQfr/JQyotglRejLEeTB6VCGb0IlNPNwm1fA6B25jV0TLlg+LbsiX9sdMRc/rjVVxG8Y1055baiyBAELBsRLBg2tnA8EBiG/HupQwhBYJAho7b77k0BQ/KOs3zy76ebGoklB160Zooo6H821Zz9SWJF8zGiTeQ/cLPv13Ey0I8oOBmRiP0hRXqiQAiJGCHVxupJ6hnwOYGwZK+CbbqEz1guHzBditDUacGtScW3XZs2FWBageRj5wZZWu7HJP7mhQS/3hEn2WNO6MZGfb91daqsZJjnkVTqtJ0aCgXR8FnU7X8z2lWESrYRsH5Ifvn/UDD1doIFDyKEQ13Nchoe/CyluxbTeTiPZId/PzHzEkRmdVC6uoGqS2ooXdVEZEYXZtgZlX90XuwEy2r+BMCLldfQFpw+nrt70qEAS0pMw8A4bemi0xgFU2H2Bf7vk4BvfOMbXHjhhbz61a/m0ksv5fzzz2f16oFlOPPnz+fcc89l4cKFA+r0s0FZWRl33nknv//971myZAm33HILt95663juQi++//3v87rXvY73v//9LFq0iHe/+910dfUtmlx44YUAXHTRRb335osuugjXdYd4Gdxxxx2sXr2aq666inPOOQetNX/729+GlECMhGyO70sVQp+igopEIkEoFOL3v/89r3nNa3pf/4//+A+2bt2aUU5yxx138L3vfY8NGzbwla98hXvuuYetW7dm3E48Hice74tOa29vZ/r06bS1tZGfnz9u+zNaHN30NIc2b6S7rDQtQdAfrtbEB7k4C89hasvzzK17hPKO3b2vdwQqOFD+Mg6XnU/SyM4FdTyhgb+rQv5u+jWtF+p23kjT8IOKoA2WhSEVlrAw5fATZiEtpBxIDGitcZIOThYmTT1wXQfteHhuEq01AVNh9jNo0XEPtMb1OjnQ4nDLMy5SwFcuNCgNCRzHpSsez1ibtEWFuMOuwNYen48ezayi6NleIplTDSmAsTefdR0FeGg2L6shaSape+A+Ep2dlC9bStW6pxHqOG78EkLxiwiMcvSorKGLS1prNuyuo64tStg2uHjFDKxgBrNGAUMy1cYbyZH9CLqicR59fj9Jx2XOlBJWzE/zsNYanBh4Dk4iM+92cNsOTux/kTPeuh9peKj4+zHic5i5sQShBcfObCaZDyqQfuXoeKfm5ic9DAFfLLJoPagomOpSus4hZURPO5KbrXIcIfhUopH5Or3LenoYBMOlyAymfwt2fJ0p1fcSDVbxwmW/RluZjTaV4ZsVTjR+9kwdf9jaxLySAL9480KkGfRr0E+CY7aSgtLIS3+Vbzi4nqaxc2CkqIi3I5K+z0XS9XjdL/Zzoj3Jh86r4MbVQ83V4p6mrZ+qxmo9xJx734xyorSf9W90rzsJ/gQ9CBSAGcBxPVq7kye1TtTTmkS3M2SbjtMJ3vDXaSIRw3OGvkc7HvRLUolquNuR3O8KXAQmmiuly2V0orTmHweT/HVvEg1Mz5e8fYWgxBw9UZNw3d5UAxJJSGbYD61xTrPEg8Ewuo9TNvXnKGtg2YXWggP3fQ0nWoK0XOySuO8tUBxH2ePHZksvwUX7v0FBvIbayBKemfW+4V2PT2MIfDWRlBIEBMyUkfMYsGzNeZSUjzElYBzQ3t5OQUFB2rlBLBbj0KFDvaXR/4zQWrNo0SLe+9738tGPfvRUd2cSE4hczudTdqdqbGzEdV0qKgbGJlVUVFBbW5v2M/v27eNTn/oUd911F0aWbvBf+9rXKCgo6P2ZPv30YnCdkhI6FswbkSAA/+ZsW4NLFAyOlazlsSWf4oFlX2VfxctJygB5sTpWVv+aq7Z8hDUHb6eo89AE7cFQeMAfzOJeguBVuoU3jUAQCNPACoTJM8KEVWh4gkAYSCPir44OWcURmJaJZVlZJxooZWDYFlYojBEIogbLlnu9CSzmFEmWpNQEfzvgD8IMQxE0Mm9vpdvNdDdOXEgeNAtH7I8wB0c9jIz4jE4aHQ+JoOp4PlpICpf6kS2Nu3aT7Frr74O5kbgYfRVgurG3EILV88oIWQZdcYfN+2rRiQymepq0cv1xQxaGha7rsXHnEZKOS3F+iGVzq4a+yUtAstNXEXiZCQLXcajZf5CiBW1IwwOvEqFnkVcX8A0L85IkIi7Cynw+b06pCFYUQnu1f5VEZru9BAHAoyqEIwSzvQTzciIIegwL0199xfUbmFJ9LwAHzvzcsAQBMGx5zVghBNhCkIy6/GWHXzr1b5fMRUZKwQ6fFIIA/nm9CPpDSYE96JzQVqR38mIqybvX+XnQP9/cSGd86EVlS0FeP3VKonA2Ned9FoC8TT/AOvrMkM9MGFKpB4aSJ/37k0Jgh4whijKlgiPexy0rgDSHqmGEIcHs+36CAm4wPb5muZwhPZII/uwZfMErYIewuHSOxfvOChA24Wi7x60bXHY1DWk2K3ha9yZb+J00M197QmCc5rJaJzSVpppXD3ldCE17xQnKzq6n8sJaipe2EKqKjitBALC05m4K4jXEjDyen/7WlyxBoABTyl4ZtWXIMRMEkzg9UF9fz//8z/9w/Phx3v72t5/q7kziNMIpv1sNnlgNdpbsgeu63HDDDXzxi19kwYIFWbf/6U9/mra2tt6fo0dHMFg7ycj1caSExDTTf23toalsnfVW/nLmbTw3+yZaQ9MxvASzG57g0he/yMtf+CIzG55AeqOIk8sSjoBf2GU8rgoQWvNG3chVtGZ8lCipsE2bvLwSgiqAHO4BmiotMIwIUgxPEiklsW0LUxk5TbiVUqhByQrC8L0JBL4XwtUpb4Knj2uaov5gSiqFLa20Nd8CeHXSn/Q8aeTTNELfERKhcpM7qYDHIctfGaxsDqMcgTl1BnZhEZ7jULfFRXuFCNmNa24btVlQupIDANtUrF1QjhSC2pZu9h5rgmQ0/Zsn0qlohAtKa83Wfcdp64xhmYq1S2YMrB3Tnt/vZLy3ZGG4yp36w9U4iThlS/tiD4UWfaUGlTEEAjnMBLeHJFinDTxHYOV7GCV9g/QksD4lX77M7cp5WGaq9IaFRqKdhdtvAeDYnDfQXbV22HaUISbEHE4JCKeMCAuCQX6+pY24q1kxrYDz5leM3MA44p/ZsHAwgoNKDnwTwz6S6JULC5hVZNEWc/nVlvQzzqAUhPudE21zr6R5wWsRaAoevBl5svwJtO4lCoKWOimRiP0hhMAKDiQKhFAoI39EkzHLtNMTBUrAIFJuqoRPmx7/broUo2lE8D0vzP8SpqjE5ONn20zPg24HfrgNHjiUOyfrplMG2Gbm/RAC4zQ1MuxB0piB1oPGmp5kyjQLKy85qhKCbFDVto05zb4Z9+ZpN5IY0cD49IPAJweUUr3ngJASI1355yRekqioqOCWW27hRz/6EUVFRae6O5M4jXDKSILS0lKUUkNUA/X19UPUBQAdHR0899xzfPCDH8QwDAzD4Etf+hLbtm3DMAweeeSRtNuxbZv8/PwBPy91+DfszF+dqwIcKr+Yh5Z+iUeWfIYjJefgCoPirkOsPXg7Vz//EZYf+TWRWHrFxmiRMAU/tip4TkSQWvN2GriYjqFvFAJTmYTMICEjhB2IIEZYJRTSQqk8pMy+BlkIgWEZ2Jadk4mIUhI1uLY1ZWIohMncIsmikpQ3wQEv9Rk/Q9pW6YmChV6MBW4UVwj+noWaACt3E8OOKR20uRoDQWV9BCEEeSk1QfPeAyQ7/RopaT1N7n7XPganHPRHUcRmxWzfeHPn0Rbqmzv8Cfdg+YHHxKkJRiAgDtc0U13newesXTyTYD8PDLw4JLv8BIN+yESMaK05tncfkSnd2AUx0DbSPZNAm4kVNfCkprMsjrAyEz5tcc3+VkBDQYNPHuXNdgcMWp+RQdqFoli7rPZy++aEtDMaFs5/8TbseBPd4RkcXzayNNwYZxWB1WNEaAcIhwqQ4TKqu0z+ssM3wHz/JfOyVgONW5+MiU9tOF1gGwpj8L6aIXSKoFRS8N6zfTXBr7Y00RpNf3GFpSDY73uqPftmYkXzUdFmCh48if4EKaJAunHC9slPdx6eKBj++WaZNiodUSB7iIL+bcI6pfmG7fJq5aHQvKBNvqTzeDxg874z4dwpPsf5t0Pw4+2QJrExLTS6r8ygP6SEYep0xWmceACgjTwaj74O7aU8oDzJ/kOvI5ypLG4cEEy0sOr4XQDsLb2UhrzsHdNPFyjAVGrIfdgeJiVnEi89aK1paGjghhtuONVdmcRphlNGEliWxerVq3nooYcGvP7QQw9x7rnnDnl/fn4+O3bsYOvWrb0/73vf+1i4cCFbt27N2WjjpQ7bkCNPfIWgKW8+z857L/et+h+2T389XXYpltvFwtoHeOW2T3HB7luZ0rwZkWkmlAWEgqgt+a6sZKcIYWmPD1DHWQx0YBdCYhsWETNEQAVQwkAogbCHmfgLA2XkpS0tyBZSCl9VYGSvKjAHD9gUIAQSPx2hR03w1DGPpqhOhSAIFCIjUXB1Sk2wSUU4IUZSCghEliU1PbDK4hxI1Y5OqctHegK7oopAWTna86h5zkDrAEI2kTT3jbqOdLhy31nlecws8wdem/bX0x2N+XX9gz80EfOGEQwLW9q72b7fzzU+Y3YlZUWpAWKveiAx5PPeMOmLrXX1dLe1U3pGj4pgFYJAr4qgszyGNkCozBOE5xs0GjjXkjhdAmlqwtP7WBgNPJgyLHy520WuUx/DCKSNXSytWU/FiQfRSPad+XnECLnLhiHGZfLcE19YbBkUhiIEIiUQKgIrCFLyw8cP4GrN+fNKWTm9cMzbyxVDVtf/yRFKUwajrT4i/WXz8plfGqAr6fGL5xsztpOnRK/ViDYCHH3Z13GNEPbxTUQ2DW9EPK5IEQUBkcQYhkifKPQQBarfs1kIiTLyYASPHdO0UdZQLww/IlEMWckPCHij6fH/LJfl0sNB8HeZx1fsCuYvDnD9IjAk7GyCWzfBsTR8/WA4rs58CzWNYYmC0znxAODpzjP5r8f+izs3/Dv/9dh/sTO+ijRVNOMD7bH62M+w3G5agjPZVXHVBG1oYiDppx4YBNOQk2kGk5jEvwhO6ZX+0Y9+lJ/85Cf89Kc/ZdeuXXzkIx+hurqa973vfYBfKnDjjX48iJSSpUuXDvgpLy8nEAiwdOlSwuGTb853qhEwBSLL1eaEmc+eKa/ibyu+zhMLPkxN4XI0gsq2Fzhv33e5cuvNLD5+L3aiNfsOCN/Irt1QfIsqDosAYe3yH9SyhD6puaEMgkaAiBnGkjb9A7REIEDamXu/0gIxTrI2w/RVBSqbYzZITSCESKkJJBKD+cWShcUCV8P9B1NqAin8Y5KBKJjpJVjhdKGF4K9mFpIuQ0EORIGQ0FTWTbensTxJWVMopSZYCUDL/qMkO5b77zWfIjnKesKR+KQVs0soDFskHI9n99bhOsmhigKX8Y9DHKZf8aTDxp1H8LSmqjSf+dPLUp+JQ2KoeqAHw5UaHNuzDyOUpGBWO+CXGsikINzgD/Q7qmIIY+gqTH9srktFH8b97zky0x0wl3hRWJyQJrb2uNDN4POQCUJhmMEhqQZmvJkFL/jOw9Xz3kKsfMUI7Yw90cAQgjylKAmEiESKMSJlYEcGxBbuqmnn4V31COB9F88Z0/ZGAykE9kl0xz8dEDDlUKm1MtEp0kgKwb+d46sJfrutmcauzEvS+VJgpdpKFMziRMqfILzpB1jVT4973zMiRRSE1UlSMAyCEAIzqAYRBQKlIgg5PDlsGhbKTkMUCIGwpc+yDUKVhE+Ibj6i2ynVLi3C4IdGCc9ML+GtqxXFAWiKwW2b4dma4fueHCkVyTKGVbidrokHbQnBvcdCHE8W8UTHPI4ni/jLsRB1UUm3I8b9UbSw/gFKu/aTlAE2Tb9pQMTo6Q5DCIw06gHwCSvzJHnDTGISkzj1OKX38ze+8Y3cdtttfOlLX2LlypU8/vjj/O1vf2PmzJkA1NTUUF1dfSq7eJpDEDBEbivsQlJbtJInF36Uv634OrurriRu5BFKNLP02J+4auvHWLfve5S27x52EidMP32sTpjcyhRqhEWhdvgYNcwhjhASy7AIWyGCKoiRZnAkTCNttvloSguyhZQCy7b8iJMRDptpZVATCH8Qd1WPmuCoR0tUIyS9BnGZiIKrki1IrdlhhDkkR3ZQF0ZuJobW1G4OxPyB3tTafNBgl5QSmDINtKZmUwCtFcKoJqaOZ99wPwxXcgCgpGTt/HJMJWnpSrDjcJPPLKQjCsYLwxgWaq15blc10XiScNBi9cLpCDyfHHAy+3NonXk/uzs6aD5RQ8nCNoTUCG8mQk8hUh9AakE8nCQecZDDkDxxV7OjCYpcQahdAZq82QN34qFUMskFbpRQjtoPaQSHGhZqzYId38BKtNKZN5cTS94z4v3DUGJUNd5CQEAIiuwAxZFCgvllfnxhhtjC768/AMAVSyuZX37ya3f/1VQE4E8+06sJ8noN1s6fFWFZZZC4o7ljU2Y1gRCCAil61S7tc19J88LrfH+Chz6J7KyfiF1ID62xnA6sMZi0jgU9RIFhDCIKjCyIAmVhpCEKAD8icbDU200inDhrSPJ1WnmN7sbQml0ywI+KKli4Lo8FxZD04K5d8Ls94KS5rznay2KyLHyiYJjbgZKnn53dsW6DwZ3WCJoTiqQHXY5P+I8HirsOsKj+bwBsm/JGuu2y8Wl4giHxYw2HU6gONjsdK0wpUZPeBpOYxGmLU076vv/97+fw4cPE43E2b97cm3EJcOedd7J+/fqMn/3CF74wbPzhvwKEENgZjAxHQnegjB0z3sB9q/6HjXPfQ2NkHlK7zGh+lkt23cLlOz7D3NqHMZw+VYBQoGxQEo5g8U2qaBYG5TrBx6lhmvQIGAEiZghb2mQSIAopEIMj4cahtCBbGIYiYNuo4VhxKQekaPhqAnrVBAtLJPOLBI6G+w8NVBNAiigYZGZYoZOsczsBuNcsGnnaJ2VaIiXjfoVdjgdjJDxNMGFQ0hoEoOCM5YCgZX8Dyc6FALjW06Oep480mAwHTNbM8wdHh+o7qG7oSBEF3X0fHk81wTCkxa7DddS3dKKk4OwlMzFJQqJ7eJkAKYIgQ/eO79kPQlO2LKUicM4BDfk1KcPCqhhCymGVPjsa/YH7Oa7//QYrPcx+gqjjwuAFGUBozaVuV4ZWMsOUgSETiorjD1BW9wSeMNh75udQ1ghxTgKMHFUESggipklJMI/8gnLMcJEfXzjMNf3c4WY2HmrGkIL3XHDyVQTwr2NYOBhBUw2d1AmBZ+Wl/tmnJvjTCy3UtGcm1oQQFCrRe9evXfdxosULUNFmCh/8REbFzoRAayK6C+FOnFHvcBBCYAYMzEH+CMqIINTw152hLIwM0VTC6EcUuElI9D2fbeB1RPk6razQcVwheDSQz5HVFSybbSCAp47Dd56HlkH2Jk62s2RlgDEM0ZFKPDhdiAKt4bmmNH4PaIot/wnoap8oSI4x2MB0u1lz9E4EmurCtRwrOmtsDZ4k9KgHhrtHm2r8ygyUEIQMG8uwT7rvzCQmMYnsccpJgkmMHVII7DGsgnnSpLr0XB4947M8uPSLHCi/GEfaFERPcOaRX3L1lg9z5qE7KU5U0xMWsJsA36KKTqGYQZz/lE1MNy1CRghT+nX7w0HYdl8U0ASUFmQDIQSWbWKaZsYHlTHYdE4JoE9NcPV8fx+eOOrRGhuoJvDfPpQoeEWyBUN7HFBBdsngyP20jBEdsvvDnBLlYGKgmsAsKCQ0czYANc/6UmJh7CIuWrJutz+ysbCoLAqxaGohAFsONtHaFU/V/6cm6Jrc4z0yIcPco6apnT3V/grmqvlTyLdcf2CdBTJxCE4iQe2hQ+TP6MQIxkGHEd5y7HYDq9s3LOwoH96wEGBzvYelYVHMP+fz5wxSEaS8CFZ5McpypHOEspC2OeC8s6N1zH/xNgAOL3gHiZIlI7Zj5KBUspSiIBimJL+EUF4pMhDJynxTa833UiqC16yaytSika+J8YZtyAlJbngpwI9DTHPfNYNo5U+uzpoeYc20MI6nuf3Z4RMLpBAUKL+oTBsBjl3i+xNYJzYRefZ7E7AHmaEEBL0uOEVEAYBhSqzAwHuBUsGRiQJpYgbSXwu9RIETJx2TWYHHJ+jkw14rpdqhTRpsWlBB2cp8AgYcaYdvbII9vk0OrvZwcyFsLXP4UjghsivrOwnY2mJxsNNCoBGpYyXQXD2tmwKrb5+1hm5HEBsDc77y2K8IJVvotMrYPuUN49D7iYViZPUApEygx8njw5IGATOQdansJCYxiVOHyav0nwRKCKxxcB9vC8/k+dk38ZdV3+L5mW+hPTAFw4szt349L9/yeS7c+lWOtB3j/6ggLiSLifM5o4NSw8xaNiZUn1PyRJYWZAvDUNi25TPpg5FOTWAAQiFQLCwWzCsSOF4/b4JBk6rBREGRdrnQ8Veg/2IVZTFPFohhDKMGwy6PcdhxcLQmr9uioMMnNPKXLAMpadnfRbJzBkJoEvbGrNvtj5FKDnqwaFohFQVBPK15dm89CccdSBQ4jF1NkMGwsDMaZ/Muv1xpTmUB04usrLeldWYipObgYTzHpWKF7wQm3bMQmOTX+gP6rrI4GKQ1DOzrsub5eliaUChPYOZ5BMr6+taOZEOKQLp8FCoCfxLSP9pRs3D7LRhOJ+2FS6hZ8NYsjE9HTjSQQhC2A5TkFVNYUI4dzIcc4zsf29vAiyfaCZqKt583K6fPjhcC/6Iqgh6E7PT7r+18egjfHjXBfbtaqW6ND9uekSIKBJAomNnnT/Dcj7Cqnxq3fmeDkCmQ8Y5TShQoQ2CHBpLRSgURxvCGoUoa6YkCrRFOFIzhb8JnCZev6RZe7bZjak11RR7tZ5cTzpN0JeH7W+HhI5B0RnEPHsGfQAhxyhMPWhOCvx/3j/HLK6N8ZHEbN83t4COL21hdkv58iLuCLkfkHMAzs+VpprZvxROK56bfhDMCCXQqIfCvUTWCeqAHlinSmjHnAiUkIcPGHE6FMolJTOK0wiRJ8E8EQ0jMUZYeDIZjhDg49VIePuurPLH8kxwrW4snFH8LL+L/FZyHIySXdO3j885BgrlYIgiBCAZPamlBtv0yLRPLsoZ4Qw1RE8g+NYEQoteboFdNoBhSC95HFPi4LNlGQHsclzZbVBamm4aCLA2DhKGhPEZ1j5qgzpcNG+EwkTnzAajZlKr5NreQENG07YyEbObbQgjWzC8jZBt0xR02729Aa+1/ONntMw1jVROkq691PZ598QhJ16M4YrNsRm7Zv5kIEO1pTuzdh5WfIFzVBlog3bMRTp9hYXtlFEw17KBqR5OmIwGr4+ljDx9VIRwhmO0lmKezzC/rgZCYgwwLp1T/meLGTbjSYveqz2KMVGbA8CoCQyryQ/mUFJQTDhehzJH9NdLB8bxeL4Lr106nJDK6dsYCKcS/PElgKomZjtSSRq+J4fKqEOfPiuBq+NEzw6sJAMyUR4FgsD/Bp06qP4EQgrAl4RQTBVIK7NDA5AMlbaQRGaHGPw1R4ERBJ/slH2T+fEhIrpMJvujWsdKL4oVNmtZVIqcE0cBfDsDPdwpiuVaCCOknHgyDU5l44Gn489EwcU8wLeRwbnmcAkszO+IMUBCkg9PjU5DlsykSq2XZiT8AsLPialpDM8fa/QmDwvcCyDYWWkmJGsO3KABbmgRMe1I9cBrh4osv5sMf/jAAs2bN4rbbbsv6s4cPH0YIMeZy7/FqZ7whhOCee+4Z93a11rznPe+huLh4xP2eqD7kiskr9p8MfmzNGL/WVGqBMvwTtbFwMZuWfJD/OO/X3Lzg42gheeuJe/nlc+/h4qf+jRVb/5uSxs1ZadCFZSHNvJNeWpAtlJJYlj1wzCUlRr/BkJC+N4EQBgLJ4hLBnEK/nvHBlDdBurg4nyjw2w7j8fJkKwB/NYuyEpOLHEpKAlOiHIh7eFpT1B4k3O0THXmLz0AYBs17XZLRUoRIEjOfy7rd/sg2NdMyFOsWlCOFoLY1yt4TbakGUkRBYgwsQRrDQq012/Ydo60rhm1K1i4ozzm+L9O+NR0/Qayrm/KUF4HwFiB0CXn1NtITJEIO8XwHOcxqSczRPF+nme1ICj2JMDSRGX3HIIlPEoCvIsiVQhtsWBjoOs7cXf8HwMFF78MtmDsyMSdFRhWBEJAfLiQQCI950Pf3HbUcbuqmIGjy5nWnZmD9r2hYmA6hDMdBW5He0rD3pdQED+5tY39jLO37+8OSgrzUtTfQn+Dmk+pPEDClX8Yf78i63GgiIITAChkY/UgpKU2kysueKHDiAwxXhRBgiWFHcwaCqcrk/V4zH3IaKZcu3UuLSC4pBAEvNkn+b6uiNlfRkjF8LCL4iQen4grb1GRzsNPEFJrXzOjyKwVzgKeh0xEjxiRKL8lZR+/A0EnqIovYX/qy0Xd6AiHoF2uY7cKMAGsMZoVKSkJmYIAacxKnHzZt2sR73vOerN8/ffp0ampqWLp0KQDr169HCEFra+sE9XBi8IUvfIGVK1eetO3df//93Hnnndx3330Djl861NTU8MpXvvKk9S0TJkmCf0LYRvYs8WDIVGpBzzNESYWtAvxZlvN7VQHANaKTNwcVrcXLEGjKGjezaut/c+7TH2Tm4XswE+1DGxYCqQLIUBlyBHfnUw2lBNaggY9hDqzv7hlxSGEhhODqlJrgsWqP9rhGKhCDXagZSBRc7LSTpx0apckGIws3d5l9JKKRnyQeTHIi6a+YTK3121d2gLwFiwFB7eYCADzrWTxyHzhnW3IAUBi2WTG7BICdR1uob02pF7SGZBckR1kImsZc8PCJeqrrWgE4a145wTTu7cM26WX2Izi2Zy9CeRQv9IkO6Z4LGvJq/AF8+wixhwlXE3VgeyOc2aMiGBR7+IwM0iEUxdphtTfyRGwwLBXqMzbTLou2fRXlRmkpXkXt3NcPiPbMhOFUBEHDxDDHXh4Ud1x+/MRBAG46dxaRwKkZSP6rGhYORsBU6VMs+pkYLiwLcum8fDTww2eyUwMEpCAiRZ8/gRnCOvEckWf/bxx7PzIituyNRzyVRAGAaasBhoZSGkgjC6LAMsEZek8QQvjJB8PMhA0goAIsE3E+79RxjdeOnBYkvq4MHVA0RQXf36rYVp/jbNoyR1S5STlelnfZoSkueSh1T760KkqpPXoiOuaKYWMSz6i9h4LYcWJGHs9Pu7HPa+k0ggLMDLGGw8Ey5ajKDAQQUBYBw87JT2kSpwZlZWWEQsOXPvWHUorKysqXLPmjtcZxTn7yzYEDB6iqquLcc8/NePwSCZ8ArqysxM6QcnMycfrdzSYxLgiYIqdVvp7UAinpiy80Q1gqxO26iPs9/4H7FtnJ640YjeXr2HLm53n6nO9yZMZVJI0woWg98/f/gvOffA9nvPBtClr3+LWTQiFFCBUqzHlF91TBNAyM/g/7dGoCKRCYCCRLSgWzC3w1wQMpNcHgfPoe9BAFATRXpNQE95uFJLJ4GAsru0hEIXw1wf7UMkhpSwg77g/kIvMXIS2bpp0mTjyMkF1EzR0jN5oGudgJzCrPY2ZZBIBN++vpjqdu0hqId41uZbE/t6A9Wppb2H6gDoAzZhRRVpC7CV4mgqCjuYW2hkaK5nYgzQToQoS3CLvTwO4y8ISmszzmR3umgeNpupJQ162JdwrmOENjDzXwYKr85OVud84rcMKwEJbRO7Cbduh3FLZsx1FB9qz8T8xsygKkwDAznbsQtrMoj8kCf3r+OHXtccrzbK5bPXVc2swVlvrXNSxMh0xqgv4mhu85uxwpYP3BDl6sy65UKSQFYSlS/gSfAyD83I+xjjw5Lv3OBqaS2IY4bYgCw5RYwT4yWgoDZeRnnlRpF+XGsQKZk0KEKYZGJPaDAoIygCXhSq+Tz8VrWB5OEj+nDLfEJukJfrtH8ZcDMmupPQC2OfxkMGVkeDKuNE/D3dVhkp5gdiTJ2tLh/TOyQU9M4mCfgsr2HcxtegyA56e9lbiZP+ZtjSck/dQDOUJJiTEKDYiRUg+MZpv/KqjtquXZmmep7ao9Kdvr6urixhtvJBKJUFVVxTe/+c0Bfx9cbrB7927OP/98AoEAS5Ys4eGHHx4gf+9fJnD48GEuueQSAIqKihBCcNNNNwH+yvn5559PYWEhJSUlXHXVVRw4cCDn/j/99NNceOGFBINBpk+fzr//+7/T1dUne/rlL3/JmjVryMvLo7KykhtuuIH6+j4Su0fp8MADD7BmzRps2+YXv/gFX/ziF9m2bZtPsgrBnXfe2fuZxsZGXvOa1xAKhZg/fz733nvvsH1samri+uuvZ9q0aYRCIZYtW8avf/3r3r/fdNNNfOhDH6K6uhohBLNmzQL8so8PfvCDfPSjH6W0tJTLLrsMGFpucOzYMd70pjdRXFxMOBxmzZo1bNzoe4odOHCAa665hoqKCiKRCGeddRYPP/xwzsc5HSZJgn9aCALZOJPLVKSh4dcZ24bdG1+YRHGbm89TOoBE8z7VwSvUwFWM7vAU9i14O09c8GNeXPIB2vLnorwkVbWPc9Zz/8m6Zz/B1OOPYUg9otv76QbLtug/rFFWGjWBEH7ZgRBcNX+gmkApkXFlRwmBJW3Oczoo8ZK0C4PHjGwGGBKRIWd+MOyqKG2epj7pIRBMSXkTSNMkb/EZoAX12/xafcfegB45kHEIsi056MGK2SUUhi0Sjseze+twe0ZdLrkTBZ7u8yNw48S72tm45wSehqqiEPOrCnLrXAqZ9un43n0AVK7sBkA6ZyOQ5KViD7vK4mhLINOsqnla05mak/RXEQQrPMxI3/teFBYnpImtPS50u3PuuyEDvYaFoY6DzNnzYwAOLPl3vLzpWSmMTDPzfSOsFMIcuyFXZ9zhjqcOA/DuC+ekd9c/CZgsNRiItHGIKfSYGM4utnnlQv/a+sGGuqzbDktBUAja57yC5kWvQ6ApfOhTyM7s2xgrwlZq/04TokApgR3uMzQUQqWIgsHXqfZjWz0PKdTwRIEhIAPJB/6gLyQDSCnI8xzelmjkvV4jhavyceb4N6MNJyT/t8NgmLTLQY3KEcsOTlbiwdMNNke7DWypuXZ69xCPodHCTZUfOKlnTiDZyqpjvwRgX+nLqM8bOS3mZKIn1nC0nk9mjmUGUkDIsLH/RdQDWmu6k905//xm92+44g9X8M4H38kVf7iC3+z+Tc5t6BzNnm+++WYeffRR7r77bh588EHWr1/P5s2b077X8zyuvfZaQqEQGzdu5Ec/+hGf+cxnMrY9ffp0/vjHPwKwZ88eampq+Pa3vw345MRHP/pRNm3axD/+8Q+klLzmNa/By1aCCuzYsYMrrriC1772tWzfvp3f/va3PPnkk3zwgx/sfU8ikeDLX/4y27Zt45577uHQoUO9REV/fOITn+BrX/sau3bt4vLLL+djH/sYZ5xxBjU1NdTU1PDGN76x971f/OIXecMb3sD27du58sorefOb30xzc3PGfsZiMVavXs19993HCy+8wHve8x7e+ta39k7kv/3tb/OlL32JadOmUVNTw6ZNm3o/+7Of/QzDMHjqqaf44Q9/OKTtzs5OLrroIk6cOMG9997Ltm3b+MQnPtF7HDs7O7nyyit5+OGH2bJlC1dccQVXX3011dXVWR/nTHhpakUmkRWEEFimJJ5IP+uRll87b0kDQw5MJ+jSglvdfPZpEwvNh1Q7q2TmAZWnbGqmvIyaKS8jv30/0449REXt4+R1HGTRzm8xb++PqJv9Kk7Mu45o/uxx39eJgB8taRJNyX8QAsM0SCb94yCUQLsC6Vp4JFlaKphZIDjSpnnokMd1ixRCCnSG/GlDCELS5lXJFn5ul/OwWcB5TgehkZz8TAWuHFHrL02NVRZjX3OIclNS0RjmaFU7jukRmTOfzn27aXzBpfJME2k0kTD2YjsLczpGPSUH2Y79lJSsnV/Ooy+coKUrwfbDTayaU+r/0RV+6YEZ8uteRoKHP6NPxtCey6b99UQTLpGAyeq5ZaMaHHluenVEIhqj/shRgiUxrKJW0NJPNXAEkZRhYUdlehWBp32Twp52dzVorkhkiD00/FX6C9wooVxJGykxUoaFwnNYvO2rSC9BU9nZ1M68mkAWE3EhBSrDSqQpBAE7NC4DwF9trKYtmmRWSYgrl1WOub3RQIjJVIPBkFIQsBTRdM8MaaCtMCLRybvWlXP/3jaeqe7i+eNdnDk1O3VJnhJ4rqZ27ccJNewg0LSHwgdvpvnanzKg5maCoKQgaEq6k14fUWDnnsgxnpDCNzRMxlxc10MIiTLycd3OPtI0OZBA9YmCIIlYNO0NSyiBFkAi/T1EAKawMYQmqR0WejFujtfw+Mx8HswvQrzQSm275tYtJtcvcllckMWg3jRS5WOZxwk9iQc5xS3mgLqo5JFUyswrpnRTaI1Xxq4PrX1FQUC6nHf059huFy3B6eysePW4bmcskPir+WO5T1umJBfdhykllrL+JciBHkSdKOt+tW5MbXh4fHXjV/nqxq/m9LmNN2wkZGZXHtDZ2cntt9/Oz3/+895V6p/97GdMmzYt7fsffPBBDhw4wPr166ms9J/NX/3qV3s/OxhKKYqLiwEoLy+nsLCw92/XXXfdgPfefvvtlJeXs3PnzmHr8fvjG9/4BjfccEOvyeL8+fP5zne+w0UXXcT3v/99AoEA73jHO3rfP2fOHL7zne+wdu1aOjs7iUT6VmG+9KUvDdiPSCSCYRi9+9kfN910E9dffz0A//3f/813v/tdnn32WV7xilek7efUqVP5+Mc/3vv/D33oQ9x///38/ve/Z926dRQUFJCXl9dbqtEf8+bN4+tf/3rGY/CrX/2KhoYGNm3a1Hus582b1/v3FStWsGLFit7/f+UrX+Huu+/m3nvvHUCmjAaTSoJ/cighsAetlgkDzIAkaFq+akAFBhAELVryZaeAfdokhMenVNuwBMGAtoWis3AFe5Z9kqcv+jX7F76X7vA0DKeLqft+x1l/fyPLH/03So8+jDiJxlWjhVIKS/UNXpU1MMbKVxNIJMYAb4L11R4diZSaYJilDEMIztEOU7w4UaF42Mxu9TuTpH0wAlOjNDqaVtdDaUlVg3/DFEqRv2Q5XlLR8GIhAHFrQ1ZtDkau471wwOSseWUAHK7v4EiDHyWIiz/xT3SDN8L5pj2Ixfz3ao9dx1poaIuhpGDdgvKcV0H6N5sOJ/YfQHseVWf68mrhLUOQT6TBRrqSRNAhVuAgBkkstfZLDHoEEx0JTahRYSOQIY9Aed/BOyYMXpABhNZcOorYQ6kCiBQRMOPAL8hr20PSzGPP8k9hGWZWpIkxjIogooRP4IwRzV0JfrXRZ7jfd9Fcf0B7CjDpRZAeoWGOizbDICTTCiyuPcNXIX1/Q31OK1v5UmAYNkcv/n94ZhjrxGYiG0+eP0HIkn23ZK19M8NT/CwSQmAF+wwNhRAoFfHJUi8GztD7oRQSKxDMWAMvZMrQMMNln3A8bGliCv9ZYgAvc9r5VH4z886K4EUMnITmFzskd50IkIHrHogRYhFh4hIPXA13Hw3jasGCvASriicuyWJ+w0OUde3FkRbPTX87+iQQXCOhJ9bQyMWYMF07UmJkaSqthCBk2Fj/IuqBlyIOHDhAIpHgnHPO6X2tuLiYhQvTLwjt2bOH6dOnD5jIrl27dtTbvuGGG5gzZw75+fnMnu0vEGZa4T7jjDOIRCJEIpFe077Nmzdz55139r4eiUS44oor8DyPQ4cOAbBlyxauueYaZs6cSV5eHhdffHHa7axZsybrvi9fvrz33+FwmLy8vN4ShnT9dF2Xr371qyxfvpySkhIikQgPPvhgVqv5I/Vr69atrFq1qpcgGIyuri4+8YlPsGTJEgoLC4lEIuzevXtSSfDPgIZOh73NUBaCogmK1VVCYFnSHxRYCsuwMET6r75WS/6fU0ADikJcPmm0M11kkVogBEIEEKJvRcax8jk2942cWPF2Cus2MWX/Hyg58QSF9ZsprN9MPFBK7dxrqZlzDYlQxbjt73jDskzcmIerPRAC0zR7zUWEEmjHj0P0dJJlZYKZ+YIj7b6a4LULlf+eYUKXLSF4rdPJ/1o2jxn5XOi0UziSjl+lTAxHMF8xixLIgMO+mOCssKSqPsLxig48pQnNnEXH3l00bE9SvqwRjGocdQzDTc8wZ4J2IddRX0VhiEXTCtl9rJWtB5soCFkUhm2fKDDwJ/9m0I/ZGAwvCbForx9BTUs3e477RoKr5pSSHxqdqZ7W6cUZnutyYv8BpOmSP6sRAOn4D9y8Wv+i9VUEQ6WdXQ698lSAFxphVarUoHDewNjDh1NeBGd6McqyyrsYCNMIgRJE2vYwc9+dAOw746O4kfKs5PxCCYwMEapBKTCtQPaSkWFwx1OHiCZdllTlc/HCsjG3N1qEcjS0/FeBoSSWkiTSFaULgWfnI2OtvOOsMv6ys5WtJ7p5prqLc2ZGhr4/DYQQFChoLZjJifM+z7T1nySy+UckppxJYuYF47w36bcfthQdPbb12oNYOwTyT4qaYTiYtkJKQSLu+ESBtvASTkZNkRQSOxAgHoulZTiFFGgLX1HQrxFH08vu2tJEeJDQ/rOkULu802hh50qL3+63SdbGefGAw1c6QrxlfpK5wy4YCJ8oiCeGGMoO6LdS4LqjuMtlxuN1AWqiBkHl8erp3RM2Zy2LHmRl418B2FjxJtrN8lMW89gDha/SG4+dtofxtOgPSxqYw6T4/LMjaATZeMPGnD5T113Htfdci9dPLSqF5J5r7qEihzFw0MjeaynX0gSt9bjFkl999dVMnz6dH//4x0yZMgXP81i6dGnv+Hkw/va3v/UqdYNBfx89z+O9730v//7v/z7k/TNmzKCrq4vLL7+cyy+/nF/+8peUlZVRXV3NFVdcMWQ74XD2fkrmoPIpIUSvvD9dP7/5zW/yrW99i9tuu41ly5YRDof58Ic/nHFfc+lXzzYy4eabb+aBBx7g1ltvZd68eQSDQV73utdlte2RMKkkOIW48+lDXP+rw3z7OcnnHhc8fWxitiMQ5AcClOfnETJDGQmCw1rxJaeQBhQVuHzeaBuZIBD+BFmIyACCoPfPQX+lo7VyHTvP/wbPXvVnjix5B4lAMXaskZkv/oR1913Lkic/QWHts5mXck8xbLvPj0CaxsCbqDFQTfCqlJrg0SMenVmoCQBW6gTzvDhJIXnAKMyqT8Ic2cSwx8DwRFLThYfpKiqawqm/SQqWrsDpNmnZ7ysYotYzWW27P3JJOeiPRVMLqSgM4mnNs3vrSTgueKJvcJmMgtvPdEp7PnmQ6O4lCDpjSTbv9zPb51TmM700u4lKOnhpkhIA6quPkozFKT8jCtJBeBUIPQerUxHoMNFC01ERQw56qEQdPSS04cQxQYkncaUmMr3voLUj2SD9B8Flo1ARCMNEmibKS7B461eQ2qW+8mLqp16KqbKb+JgZ6pil8OvJx0NFcKI1yp+ePw7ABy7JIopxgjBpWDg8QvYw0x4jgFY25RGT1y3zVza+v6Eup8GoFIICJeiYczmti/060MKHPo3sPDlGXgFTYvT//nuIgtNA3aZShoYCjUh2oVQYITITnyJFFGRUFKSJSEwMkgVY0sQaVOK1RCT43LwuFs030QLi9Ql+vFXx80QBXcMNHZUBWUwexzPx4Hi34vE6n7C9amo3eebElDOYbjcXnrgDiceBvLPYn7eWTkeQoaJzwtGjHsgp1nAYmIZkpG9FCUnYtP+lCQLwr6uQGcrpZ3bBbP7r3P9Cpq5VKST/dc5/Mbtgdk7t5PLcnDdvHqZp8swzfWO7lpYW9u7dm/b9ixYtorq6mrq6Pq+Y/vXz6WBZ/v3JdfsuhKamJnbt2sVnP/tZXv7yl7N48WJaWlqGbWfmzJnMmzePefPmMXWqb2Z85pln8uKLL/a+3v/Hsix2795NY2Mjt9xyCxdccAGLFi0aYFo4Ur/79zlbpOvnE088wTXXXMNb3vIWVqxYwZw5c9i3b1/ObafD8uXL2bp1a0ZPhCeeeIKbbrqJ17zmNSxbtozKykoOHz48LtueJAlOEWraonzx3p29cxKN4K6dgl++IFhfDS82QF3XwFXIXGGgCNsBivJChGybgGlgZjDS2+UZfNUpoB3JTBw+b7RSLobfuBAGUoQQ0k570xK21St/7kE8VMGRZe9j41V/Yec5X6W17EyEdik9vp7lj32QNX9/A1P3/BojXYziKYQUErtnEphSE/RA9BoY+rXpK8oF0/Mg7sLDhz2ESL1nGAjgdY4vu99g5FGfgcgZ+CGJyKKW1q6KApr93f7ZNqUuD5E68QJVU7GKS6nf6kuHXWMXrshszpIJoykxFUKwZl4ZIdugK+6weX+Dr7jof9olY+DGfLIg0eGrCDTggeN6PLu3nqTrURyxWTYjvRQr631Ic7prrTm+Zx+gKV/mn5PCPRuB6I097CqNowNywDUQdzWxQfONhKspakhJe6e4A2wXHlUhHCGY7SWYp3M3UzNVECEls/beTrjzEAmriH1LP4ZlmFmZFUolUBlKNEJCIg1rXOq2f/zEQRxPs3Z2MWtmje37GgsmDQuHh22oYUmUHhPDt60pJWhKdtXHWH+wI6dtKCEoVILasz5CvHQRMtZC4QM3n7SJesQedL6fTkSBBEt29wp3lAohZGapYS9RkCGKsH9EogPoNKyuJQxfVdDvNUPAjZVR3rpcY9gC2eWw67lu/ru9mKeNSGb3HMscOa53nBIPkp6fZuAhOKMgwdKiCTKj1Jpz6n5DxGmmwyxlY8Ubeyfm0RFiEicCCt8LYLRx14MhpBi29Evgq04Cpn1axjy+VPDa+a/lgese4KdX/JQHrnuA185/7YRuLxKJ8M53vpObb76Zf/zjH7zwwgvcdNNNGc+byy67jLlz5/K2t72N7du389RTT/UaF2YiJ2bOnIkQgvvuu4+GhgY6OzspKiqipKSEH/3oR+zfv59HHnmEj370ozn3/5Of/CQbNmzgAx/4AFu3bmXfvn3ce++9fOhDHwJ8NYFlWXz3u9/l4MGD3HvvvXz5y1/Oqu1Zs2Zx6NAhtm7dSmNjI/H46JNQ5s2bx0MPPcTTTz/Nrl27eO9730tt7fiQ3tdffz2VlZVce+21PPXUUxw8eJA//vGPbNiwoXfbf/rTn9i6dSvbtm3jhhtuyMkccjhMXumnCIcau9IsWgo2nBD8frfke1skX3pK8uGHBZ97XPCd5wS/2il46BBsqYOj7QyZhPTAFAYRK0R+JEjQNntZS/CNuoxBE9bnPIuvuwVEkSwSST5jtFEgMj/thBBIGUTKECJD7ZpAIgKZBzVamTTOuIztL/sBz73i1xyf93ocI0yoo5q5W7/FuntfxYJnv0ykeVfGNk42DENhpgZhMo03gRAKgS85v2qe/75HDnt0JbQ/4B5hNDRfJ1nhxvCE4G9mUXadstSIEnAV8DBLElQnPOLCI5AwKG32V4WFEBQsW0msJUB7dRghNN1mbhI6yD3loAeWoVi3oBwpBLWtUfYcb/UNDPuffsm4Txb0vOb6k/eth5po605gm5K1C8rHFK+pdfp9aGtopLOllbypcWSoDbSJdFcjXMirT29YmPQ03WnGqXtPCGYn/e+qamHfxpL4JAHA5W5XzoNmISXKCFLQ9gLTD/qRO3uWfxInWIzKMjUgU+ShIQQhxbioCA7Ud/L3Hf5D8/0Xzx1ze6OFEGCP0rPiXwkZ4xABpEJbYYpDBtev9MmeH2yo70sryRKGEOTbAY5d8nXfn6DmeSLPfHcs3c4avZGI/XG6EAWJDqR2sQKy10hUyQBCZpadjkQUgB+RONyemcLAkvaQe9CSfJebVyapLADhavS2Vu45ZPAts4LDMoPKwTJGXt0eh8SDR2qDNMQVEcPjVdNyT4TJFvPaNzC7YzMekserbiKpBn4XmWISxxuCfrGG46jEsg05ML2pH1Qq1jBdrvskckdluJKzKs+iMnxyTHu/8Y1vcOGFF/LqV7+aSy+9lPPPP5/Vq1enfa9SinvuuYfOzk7OOuss3vWud/HZz34WgECGMf3UqVP54he/yKc+9SkqKir44Ac/iJSS3/zmN2zevJmlS5fykY98hG984xs593358uU89thj7Nu3jwsuuIBVq1bxuc99jqqqKgDKysq48847+f3vf8+SJUu45ZZbuPXWW7Nq+7rrruMVr3gFl1xyCWVlZQMiC3PF5z73Oc4880yuuOIKLr744t5J/XjAsiwefPBBysvLufLKK1m2bBm33HJLb8zot771LYqKijj33HO5+uqrueKKKzjzzDPHZdtC51qw8hJHe3s7BQUFtLW1kZ9/6jJta9qinHfLIwMeKALNuVOhMwmN3dAQhYQ7/EMgz9KUBqEsJKgMSyojiqn5kqp8Rb6dnvnTaLoTHp6necyz+YkbQSNYLeJ8QHVgZdqkEEgsENaIcicZCuUceSiT3VQcuZ+q/X8g0ra/9/X24jOomXcdDdMvxTMmyLihHyJ2HxkwGFprovEEnvbwEg6JRB/zqOMe2kvi6m48rfnKUw7HOuBVcyXXLFA4jkYnh2f3jgqDL5qlaCH4RPQ403QWNUWui44P/754vU3HjiIWhGCxZdIVTLB1cV0vcdH45KMYaj/zrqpGa5Nw+39gitwmhsoafcn64foOthz06/3PXVRBRVkwPYWpgaTgUG07Ww81IYDzFldSVpB9jV46uG56r8QXn3yaxqPHWXxtO3bFcaSzDuW8jkitTfnefJIBl2NntSDDAQQCx/OTDNLhqccVU5sNWsMuKy/rG6o/IYPcaRZSrB1uSTTkXN+qrCBBM8DaDe8g2H2c2mmvZPeKz2BbZlZZ1VIJ7GD69xUqiWUoCJfm2Kuh+Pjvt/HEvkZevqic/37tsjG3N1qELEVe4F9bKpsNtNY0dMYzr45qjYg20hlNcM2de+mIe3z5iqm8YmFhzttKeBp1+CEqH74ZgOarf3BS/AlcT9PSnabmX8hT51GQTJVU9X8p7uIk/V56XgLP89Vh6aDRJGJ+4stguGiiMc+vO06SsQ1He8S9xJBYXFfD/YckTx33b85ukUVyRTFrVZSrEi0M0RY4ju9PMAI8zxtV4sGRTsUdB/LQCG6Y1cnCgolREeQn6rjq8C2YOsHm0mt4oeTyjO8VAkJKMxE8pIKs7um5wvchGdquAGxlTcg2e7Bg5VoKSssnrP1sMdzcIBaLcejQIWbPnp1xovzPjKeeeorzzz+f/fv3M3fuqSP4JzE+yOV8nqQFTxGqCoJ87bXL+PSfduBpkGiuX6I5t59nnNbQntA0dkNjFBq6BQ2pfzd2Q2dS0JEQdCTgUBv4Ou2+h3TQgIqIpCIsqAhLKiOi9//FQcHvYwF+7fr16ReJGO9QnWRSxQthpIwJR37yCcPMmSAA8MwQNfNeS83c15DftIOq/X+g7Og/yG9+kfxnX2TO1tuonX01NXNfSyxves7tjweEENiWQSyeQFoGwkn2STeVQGgDoSVSeLxqnuKHW1z+ccTjstmSoBx+FQdgunZY50V5RoW4zyrh3+I1IwfhZWFiaJXGEabLoahivu0RjloUtgdoLYgBkL90JfUPn6C7wSZUFqfb3Ex+8oKcFirGQjfOKs+juTPGkfpOntvfwCWhKYTy0tyeNDR3xNl+uAmAJTOKxkwQQHoVQayzi8ZjxzGCDnZ5DQDS9Q0L81MxWx2VUbANBAIvlWSQDk5SU9riD7SCs/s2poEHU4aFl7rduRtgCYGpgszd/wOC3ceJBcrZv+TfMQyZ9cDOyMAK2kJgSSAHk6RM2H6slSf2NaKE4L0XzRlze2PBZKpBdhBCEDQV3ZkKroVAW/nkeS289cxSvrehnh8908Cl8wqGqNVGgiUFsVmX0bH0TeS98BsKH/oUjW/6I15kYlfalBQELUl3YtDkttfMsGDYlflxh5sYQhBAytBQeSTiHlJagMDzukk3yRcIrECARDyOdgc+E5JOatovBNrSiKRIe+M2hERIm5gXH0AUKAGvmuMxI0/zx32SREsCuaGeTSuL2VEwhVck2zjX6ei7jxmGH+0yTCwi+P4EuRoZxl0/zUAjWFUUnzCCQHpJLjzxU0yd4ERoES8UXzrs+3tjEpVmOGuPnPqAv5o/ER4uQghMNXRcZ0iJ/S8WazgJH3fffTeRSIT58+ezf/9+/uM//oPzzjtvkiD4F8QkSXAK8cazZjDT7mDD3oNp0w2EgALb/5lbBD0DAoHEkgYJT9EQ1T6BENPUd2lqOz3qOjXNUU3UgcOtHodbgUGPXyHBDSYxg1FmhWFW2OHFsKAsLCgNil7vAj+1IIjIpkYef4AigmNkWoWgvXQ57aXLObjyI1Qcupcp+/9EoLuG6XvuYvqeu2iuPJuaedfRVHXeSV/tUVJhmSbxZBLLtIjHY6k/AK5ACgtXx1hVIZgSgROd8I/DHlfPVwhDokcwmrjW6WSTDLJTBThkRJjtdI5IFAhD+QPCDG8UEgJVMaLVYY7iMBuLabV5vSSBVVhEcPos6re3M+vlJ9CBZ+mKnUskS7k6jC7loD9WzCqhrStBa1eCZ/fUc8HKql6pbQ/iMY9n99bhaZhSHGJ+VXaRkcPB89L7ERzftx80TFvjgvCQ3gyEnorZpQi0m2g0HRVxpLLRWtPZL+pwMI7uU9ha0CI9ls726JFwvCgsTkgTW3tc4OYulRXKpLhtO9OO/AmAPSs+jWPlEcjSrFAqgUozQBQiFXkoBFhjKzXQWvN/jx4A4KoVVcwsyd5heLxhKomRZn8nkR4hy8hMEgAYNlrZvHFFMb/e2sTRtgT37Wrl2qVZlkv1Q0AK2tZ9jEDddsyGnRQ+8HGaX3PnhN/fQ6YklvSGXrvag1jbySMKPBfinRn/rAyJJQXJmIfEBBHGc7shjTOAQGDZNsm4wHP9ybNG4wwwLBRoU0NSINIQBUoIAtImpuNDTCmXlWkqwi537VQ0RD3sZxtJLCzg7hlFbDQiXJdoZraXUtlZBriev3/DINfEg4dqgrQkFAWmxyumTlyZwerGP1MSP0ZMRXiy6sas6/FjrsDREFR6JN/iYWEIMW6+A+lgmmJAmYEUEFA24hRF007i1KOjo4NPfOITHD16lNLSUi699FK++c1vnupuTeIUYJIkOMUoixgsyNK/yxAKU5q9g3oLQVFIsChNZE3C1TT0kAZdmrouj9pOTV2nR22XRnsguxzocjjaCL/t91mBT1iUhxXlYYPycILysEt5WFIeVgQzxKQBiEAAMY6D8GSgiGOL38axhW+huHYDVfv/SHHN0xTXPkNx7TPEQhXUzH0NtbNfTTI4dkl0tjANA9dxcUwQSYn2PIQQaAXCMxEkkMLjqnmKH211+cdhj5fPkgSkGHEQVIbLRV43j6gw9xgFfMJLkPQSwxMFUvqu0sOoCewp3USrw+xtg5n5moLOAJEui86wLwctOGM5tQ8eIbG2Hiuvi6S5nYS7yl9NzgI9KQejHVsoKVk7v5xHXzhBS1eC7fubWbWopF/7mk1764kmXCIBkzPnlI3Lyko6gsBNOtQcOARCUzjfT08QTo+KwCfBuksSeCGJEoKOhCZdYhykotiPKAJAQ7EzwDz0IcOfMF/gRgmNrBkZgoB2Wbzz6wAcn/kaWkrPwjKMrAeVRoYvNyyEryoyAmNeSdpwsImtR1uxDck7z589prbGimHr7CcxBEoKAoYi5mS+a2k7n5Cb4KY1pXzriTp+8mwDVy4qwBqF3tpWFq2XfYOSP7wRq2YLkWe+Q+e5uZtd5YIhkYj9cbKIAq195cII6T5KCmRQkoh54BoIFcZ1uxiOKEjEwXOTJFydRjQgwNRoRyDSMJxKCILYxPBL7PqjPATvX+nyx32SFxol5u42zLY4J5YU8d1AJWucTq5KtJCPB7YJMXfYWETwFQXa8zIbIqawv8NgU5N/H75meheBCfpqpna+wJKWRwF4svKtRI3cSGnHgy4tCBk6o0ozEyT+av5EruQrKTH6MfumlFgnUz0gRk5+msTJx4033siNN954qrsxidMAkyTBaQ6BwBQK07B679sCMJRAGiLjJMlSgqn5gqn5fQO1uIZbY2EOJQ1kzOE1TjdTYglqOlxqOjT13b4aIe5CcwyaYy67m1xgoONnxBIpAiH1E/J/V+SZFBZMUK2vVDRPOZ/mKecT6DxO5YG7qTx0L4HuOmbv+AEzX/gxjdNeRs2862grW3VSHnKWbeHG4mnUBBLhGWid4MxKQVUEajrhkSM+aeAZAu0MP1q6yunkKRnkoLTYoYIsBxIjEAXCMtCum1H3b4RdjIIEsTaLWjvBlLjN1No89sz1pftGJI/wrPk07Ghi6rn1iOAGulpXoUyyHuBojzHZoYYDJmfNK+Pp3XUcruuguMBiZlUeADsPtdLQFkNJwboF5ZjjVPSZrtSg9tBh3GSSsoUumB0IHUJ4KxAeRFJRW+1VMYSp6ErqYVNIYg2CQFySQFPcT0VwTBi8IAMIrbl0NLGHSrL44E8IxOqJhqZycNG/IaTIusxAKeHHcw5+XQiCPQO3MRoWelrzvZSK4PVrplGRf+rqOScNC0eHoDU8SeCbGEa4bpnLXc83UdeZ5E8vtPCmlSWZPzMMRGQaXS/7Enn3f5TI87eTmLKGxKwLR9n77BBIqQmS6aRAJ4MoiLdn7f4qhMAKSJy4h+Mo1DBEAeATBQlIZnTuFmBotCsQ7tD9l71EQRx3EFFgG3D9Io+njmvuPyTxamIUdtTRtrKU58IRXlAhrki2cr7TgTItGCm3O2VkqD0v47Mu6gr+fNQnV9eWxJibNzEmk0GnjfNrfwHAzqJLOB5ZOqp2PO2XhgYNnRXhLvDvwROpHujZUA+Rp4TAVtbJUw9IiTRNpGEgTmY5zyQmMYmcMEkSnKZQSCxlIqUaMN9VUqBMgcxxEtyl4avRCC+6BpbQfLw4zjpDAyZgEnfcVKZ7gM6kor7LHfLT0O3SHtd0JjSdCYeDLUMfzrbRSHmeSXmeSUXqd8+/i8PGuGSTxyJTObzigxxZ+m7Kjj5C1f4/UtC0nfKjD1F+9CG68udwYt7rqJ/1ClwzMubtZYIUgoBlEkUjHYnn9qgJNNKz8EgiBbxqruIn21wePuzx8pkSWwrcEZZUCvC4zO3iPiOPP6k8VnpxLGmNQBQIhGmihxmIBaZE6Wyz2NOhmWJBSWuQQMwgFvC/y/zFS6n/xz4qVzei7EY8cx9dzgLys8ydHmEhLCtUFIZYPK2QXcda2bq/GdtWtHYk2HusDYBVc0rJD2XODc8FnjeUU9Fac3yvn29btcqXsSpnDQKTcIONciRJ2yVW7JDw7BEzshv3+YOgF22XK/r5Mz2c8iI404tRllM1ro+K1q1U1TyARrB7xX/iGiFsw8haXaEGR8ClEJHCv+cYtq9OGQMe2lnHvvpOIrbBjefMGlNbY0XAVBNS0/vPDsuQGNI35cwEbYawrG7eubaMrz1awx3PNXLNGUXDqs4ytgU4sy8jtvwGAtt/ReHDn6bxjX/Ay6saw16MjLAtaY1muA4nkihIdoObWz29EAIzoCDh4SRAqUiKKEjff22aSNPBTWSaUAtQoAWINAS2EBDAJk4CZxCZIQScP00zNc/l17sUnZ0eeRvqCSzNo74ynz9bxWw0IrxWNjNPj+xP0EMUOBkivP5+PEh7UlJsuVxWFR2+rdFCe5xf8zMCbidN9jQ2l14z5iajjsCVEFA64xqGwl/dPymLHKk0A0samMZJMnKVCmn749pJTGISpz8mSYLTDIZQWMoeItkWCExTIHPVrAEtnuCL0QiHPEUIzWeDnZxhDHzQh60QsYRBQmvybci3JfOKhz44okmPhm5vKInQ7dHc7RJ3NEdbEhxtGTpRVRJKIynyIGJSnt9HJJTlGVg5liloZVM/65XUz3ol4Za9TNn/R8qP/J1w+0HmP/91Zm//X+pnvoKaedfRVTg/t4OWJZRSWMpAmxZxt0dNIMBRSG3gkWRNleC+/VDbBY9We1w5V+EpgU6zatMfV7hdPKrC1EiTp2WQ870ojEQUGAoclbH+0y6P0bU3j/ZuRWNhnNJum6l1eRyY2eJ3PRgkNHMJjbvqqVjZhAw+jdO+kKjr11aOhLGWHPRg4dRCmjvj1LVG2bCjvvf1svwA00vHj/hJt3jXXFNLtKOTYJFG5p/wX/TOBiAvVWrQURkjaRgZY0h7kOwCp8HPAm8ucQilogbbkGxIxZldPgoVgel0sHTf9wE4Oud62opX5GRWqAyRlrCzhKCXOxijiiDpevzwsYMAvPXsmRQET22iQGjSsHDUCNsGbdFhJncpE8NXL3H4+eZGjrcn+d22Jt62pmxU23NcD++8j+HUbsOof7HPn0BN3DnkRyJ6xDOpvCaCKHDiaY0Ks4VpSaSCRFygiOB6XaCH3pQSSc9fyYdhiAJACrQJIpmBKBAWcS9JMs02ZhfAB1e5/Gq3orpdkNjWwbKWbg4sLKVWWnwvUMkqo5NXt9dSMAIpIoRACTEk8WBXm8m2FhuB5jUzupio6qGlzQ8zpXsPSWHx+JR34MnxOe8SHrip8oP+t9+Tph5IQUqJLU0Chpm1x8JYIJSBtCzEZGnBJCbxksIkSXAaoMeI0FDGEAI5m9KC4VDrSf6rO0ytVhQKj/8KdjFH9c2MpDD9/GUkIRt03CU5zHJw0JTMKJDMKOg7dQQSURDB8aCxM0l9R5K6joG/GzqSOB7UtSepa08/QCgOGZTnGX3qg/w+JUJ4hNFAV9EC9p31aQ6u+BAVh/9K1YE/EW4/xJQDf2LKgT/RVrqCE/NeR+O0S9BqfFahe2CaBq7nkXSSeI7rqwkMjUzaeDqJFIJXzVXcvt3loUMeL5spMbMgCUJoXuV28jsjnz8bEdYlophCjkgUCEuhY+lJAmFo7IoYsRMh9jsOpdiUN4WpntJG0vS/97yFS2h4bBfly5oQ1hEwjhN1pmIITTYLg2MtOQB/kHjGjCLqWgeuFDW2x4jGHYL22G9dWvuExmAc3+OrCGaeo0FoDHc+QpdhdiuCbRYaTUt5nG7PzJAq3YeOQwqB4JDhMmdK3+vrVQhHCOZ4CebqHF25tWbZ4TuwEy10RWZxeME7/dLiHFaD0nkR9JoVgm8WZ4ztOrl36wmOt0YpDlu88axTk0bSg0nDwrHBNiRS+AkeGWHYKDvIu9eV84WHjvPzzU1ct6yYyCgt3rtdA/NV/4N313VYtVuJbPwOned+bJR7kB3CliLhpIlE7MF4EgWeC4nMRoXZQimJHdAk4oATxvO60f3uKQnt9X5vWREFoocogHQmArY0ER4k0hAF+Ta8a5nL3w9JNpyQ7Kt2md1eS97SPDaF8tliRNhZNIfLuxu4sLt5WJ9bKSV4Lj2PyS5H8JdjPnF5blmcGeHc1VfZoDR6iFWNfwHg2f/P3nmHx1Hd6/9zzpm2TV2y3LsB29jGGINppncCIY2SQhohhMtNIdyQQEJCQioJyc0vcFMIBEJJICGhhBLAhF4MNmBs495lWV1aacvMnN8fs+oraVeSG+h9Hj2WNTNnzs7uzpzznvf7vqM+SpM1aljb9zS0uKIjJnFPqgcAhJDELBtrt6sHBMIwkKY5Qg6MYAT7KUZIgr0MW9lErOx1uoMtLWjHRk9yXVuUei0ZJTy+G44zWgazIiEkhgwhenwEwrakJaEHlMN3hQg5mRgdGF1oMbqw9+TC10Ee9c6mgDQIftwOEqEt7VPX6lLX6rJqZ6LX8RFbMiqjPuhayjAqZlIY6pQRe1aU7TM+xvbpH6Vw1+uMWXsfpVuXUFiznMKa5aTsYqqmnMOOqR8kGRke+aoQAts2cV2LpJuZ1EoBQiG0QuNx2BjBQ+tgZxye3uRz+lSFL0XfdvgZHO/FeUJFqBMGT6sIp3hxjIGIAtl/JKI9po3E9jA7a0waK5MUttqMqY6xaWwg55eWRXjCXOrXbqPkgEaE8zy65aPEXUGBObBT83CUHECw+tWrbaAlkR4WksD36TUGjjc2UV+1E6E0obFb0HQaFrarCOIlKZpsgRyAIvBdaN4YDINft10uzpRop4GnVTDYPdmLD0g09MTo2hcZXfMCvlCsnHcNvrKx8ikzMAQyy5sYFoIOD9QhqgjaUh5/eG4DAJ89ejKhvWwYOBJ7ODQIIQhZiniyf+mMtmKcdkCC21+rYUN9kj+/UcsXjhhcBroGWp0xRE/5ATz030Rfv5X0mAUkJy0eVHu5oM9IxG4dGwaioMOocAi5sV0gpcB2JOkEeF4Ez2tF60DNl+phmKJMC4HATQ2kDOk7ItGSJvRBFBgSzp4axCT+bY1kQ4Og6NVmLpwZ57nSUjYpmwcjo3jFLuKDLVXMSPetpJAySDxwNTy0NUzclVQ4HidU7p4yA9Nr49gdf0TisyF2KGsLjtgt59EaWl1BxBRYWYyndxcMaRIxLaw8UovyhwiIATP3Z9IIRjCCfRMjJMHeRpZ76FBKC9rxjqv4fluUOIJJ0uM7oRZKZPCwN6SNFNmJCYEg6iiaEx59Wwd12d8wEfbAjLQUgtKISWnEZGaPubnWmpak30EYdCgQMoRCY8IjnvRZn0yyvra3+ZJlCCqi3T0QAiXCHOqOmE8oWUvl+n8wet3fsduqmbDyNsavvJ26MUexfdqHqa88YsiSOykkIcfBTafwXA8hM94E2sHTcaQQnDFV8ceMmuD4iRJDCfQAJIEFnOM2c5tZxMMqyjFeKyH0gESBsPqORDQK0qhoGq/FZIOZYB42lbuibK1swsuUFESmzqDm5TcCksBeiW6tx/eLiXsQM/rv83CVHESd3p8r0cffB4OssYcZL4IJC0y0bEXqArSeifAhljEs3FmWQORQqx/fKtGuoEH6pAp9SkPBBXlJhmgWihLtcqjfmxDrD3aqntkb/wDApmmfoqXwQKQUGEbut/JsKgIlINxOHAgJ5tAMBu99bQu18RRji0KcM2/MwAfsRggRGNONYGgIm4rWZD+r7ABSIUIxvnBEOd/411bufqOWj80toSg0uKFGyvNJTzkJMe/jyGV3UvjE1dScfx9+bPd9pvqMROyKdqIgVDS4Z0ceRoW5QgiBFVKkEx4QxvMlab8NL8sLkaaJIcBN9qdi6j8i0ZImQguSfvY25lZkYhJXKmrbBA8s8zlr6k6OGBviYbuEnYbNLUUTmZto4gPxnRT72QkoqRRv10jeabSQaD44Ps5u8R/VmiN23kMsXUuzWcqLoy7Ybav7iuB1JX3Qriakdq+QQIigvMBUBtbuIkylQJoWwlDdIhVHMIIR7L8YIQn2IQy1tKAdr7oGP2mLkEIwU7l8KxQnKnS30oL++yGI2JKWZP96AoFAhIbuVi6EIOYoYo5iWnnv9hJpv1vpQlcioTbuknI1WxtSbG3I4oMgoDRqUhE7jYrys5iiNzOz4TlmNT7LhG2vcPD252iLjGXHtPOomnw29c1tVNVXU1k5luKK/AaihqEIhUK0NLd0nFx4nWqChaMFD6+F6lZ4ZrPPKZMVrjewmuBIv41H/ShV0uAxFeFcL2i/f6JAIgwLne59TYQAZ3Qb8TUmW+sMZkTShBMmlbuibKtsDo42DKzRh9O0ZQsF4+NgvwBtZ5L2BQlPDxg5NRwlByHb4JApZSxbXxOs6APzppQNW6lBzzF6Opli54ZNAJQcWIsGTPdwfBSRWhuVlqRMj8YSDyX6vwBaQ9O6jIrAcpmdKc3WwOMZw8KTvNZ+5bbZGj14/W+x3DjNBTPYPC2IKDLzIQj6UBFEpOwcpA4x9rCxLc0dLwbX8QuLp2DuZZn/iGHh8EBKgW0qEukBJrdmhONmlHDAazWs3pXgT0truOLoykGftyXpUnLM1/F3LEPufJuix76+W/0J+o1E7ArtQ1tD/kRBKp63UWE+MB2FSPuQcmhLe0Afk2/DxEDgJvtLHOg/ItEUBkjRJ1ldGYEvzfP467uSlbWSf6xVHNqc4Mqp2/i3U8jzRgHLnQJW2lFOjtewuK0Oo0dLTSnBQ9uCe+biUQnGhHdPmcGUpleY0vwaPpJnR19MWoWG/RySoIyi6/0o5Qs8zaBiEnOBKU1MZYIQuyfdRSqkZSJz9MMZwXsLGzduZPLkybzxxhvMmzcv6z5Llizh+OOPp76+nqKioj3avxEMDSMkwT6CoZYWtOOptMn/JsL4CA5Tab4eiuNIhSGdXqUF/fZHSMIWxPuxbheOjdgDEwDHlEwosZlQYvfa5nqamniGNOhRylDdkibt6Y6/ATxFMXB25gdGiXomJquY8Fo1ja8+yr/9+WgiSOq46sBVHHXcCXn11bZtkokE6bQbqAmkQGobT7eiZKAmuO0tj8c3+Bw3QaJyUBMo4INeMzfLYh5XEU7wWoPsaQYgCkwFnsxaeG+PbiO+NobXbLJ5dJwDE0WMro6yvaIZnXlLI5OmUPvmOArGr0Y4r6MTx4MO0+YJTNn/gGa4Sg4mVcQYVRiiJZEm6pjDQhBAdi+CHevW43sepZNstLMdtES7h4OA2I6AvKotTyCsgfuQqBGkmyVpNG9bHv9dGlysFcJiuzSxtc8xXn6GZeN3Pc2ohjfwhcE7c69BSyMvs0JE9kQDSwic9j8LAdbQSg3ueHETLUmXaRVRTp45vPW8g8FIqcHwIWzlQBIAwink0iMq+MqDm/nLm3VceEgpZZHBTeq1hhZPUnDmL9B3nhf4E7z0S1qOunJQ7eWCfiMRu3UuT6LATUJ6Nznyd4FhSrQAP2EhJfh+9nuNNAwMGJgo6Cci0RQKIW2SfgqdhSpwDLjoIJ9nt2oe3yhZulOyo0Vz4cwGDrea+JtdygYzzMPRCl5xCvlgy04OTAdmrlrD3zaHSHiCMSGXY0blp7zKFQWpnRyx8x4AlpWdya7QlGE/R3/GhF6eMYm5QGTMCaUMnlemEMPqDSCUypgRjqi0RjCC9ypGSIK9DCnBMuWQSgva8Y+Uza3JgP0+3kjxX6E2bOkgRe/JdS4wpSRkQFuWjGwhFcIZXLvDCUMJKgssKgssGNt9m681Da1eViPF6uY0rSmfnbqYnRTzindQ92OR/HRVOTNnbs9LUSCEIBKN0VAfpAWgBMI3EFqi8Tl8TJB0UNMGz2zxOXmiwhVkLQvoikP9BJP8FBulxUMqyoVeU+c16IcoEKaBzjIAlKbGqkiQ2hlicwtMNl3stEF5XYTqsmCAJqRElR5NW81GQmVJXOMlRPoENIIWFwqMvqOchqvkAAJFwXCRA+3oqSLwfZ/ta9YCMHZBUNJi+TPRohCjTRJuCAwLayuSSDmwoV/z+kzsoeXhODAhFvz9cSNIZjjWayWch+9HKFHNzI1/AmD91M/SVjAlf7NClZ2EjHS99xj2kAzZqpsT/OW1LQBcdtzUIZOeQ4UhxV5XMryXYCqJpSQpbwAWUFkcOa2cgyt38VZVG7e+WsNVxw3eAybp+iRjY7BPvQEe/C+ib/wx8CeYfNyg2xwIUVtR3zZAfAnkThT47rAYFeaKtO9jOBKSNiDw/ewpKtIwgtKDxABEQT8Rie3PoL6IAilg8XjN2KjPPask2+OC//eG4qMH+Fwe3c5SGeLByCh2GTa/LZrAwckmzmnZybpqwbtNBobQfGRSAlsK3GHycejom3Y5dvsfMXWKHeEZvF1yyvC2T27GhJrAp8CTmkFW5wQQAlMamNLsOKcCLHM47sUik1QwjGaEIyKv/RapfuK29zek02lMc+8mMO2LGBk97WUoY+gEgdbwp6TTQRCcayb4SjiNo6KDJgjaYRsSJ4vJzXCUGexuSCEoiRgcWBli8fQCPjK/lMsXV/K9s8ZzywVT+M35k/nOGeP44jGjOHFsb68DD0XNzh15nzcoOwiuj1AiqNUTwcSyXU0A8Ph6n5TWiBwkgAL4kBuUAixRYWp6CNUNIbGk1ft5qzImhlngjAlWtBLVIbaXB4PXsVWxboRFaNxEatdOCPrgvEy7dNXTglZvgEHPMKkJhhu+37tvNVu2kWxtw4maqJJ1ACj3SADCO4LvVVNhmlRs4PfKbYXWHcF+r9suB5cF5NFWYbBC2gitOTEfFYH2mbP+/zD8BPUFM9ky9XyAvMwKEWBkURGEpKDb2NEYmsT2989uIOn6zBtfxJFTS4fU1nAgnIPqYwT5IWcTSqeAy44Mygz+/nY925uGNqBsSXjo6SfBIUGZTeG/r0Y2bx9Sm/3BUAInV3l2O1HQ101vmI0KB+wOmpTnI6XAdASGYaFklL5mZFIZGI498IRNCnQfk01DSBxp93tPmlasuXy+x7iYps0V/GmF5KkdFvNTLVxdv47FrbVIrXnLLuBHxVP5m1mOlnDymCSjQn5AXA8z8Th/1z8pTW4hoSI8V/kp9DBFArbHGiqVn+FA0he0pMVAVYjZzykljrIwldXtnKYSDG02LhCGiQqHUM4wRRkaAqyhldbur0hXVRF/6WXSVVW79TwPPvggRUVF+Bnp5LJlyxBC8PWvf71jny984QtccMEFANx///3MmjUL27aZNGkSN954Y7f2Jk2axPe//30uvvhiCgsL+fznP5/1vI888ggzZswgFApx/PHHs3Hjxl77PP/88yxevJhwOExxcTGnnnoq9ZnFtWQyyRVXXEFFRQWO43D00Ufz6quvAsGCzrhx47jlllu6tff6668jhGD9+iB2ubGxkUsuuYSKigoKCgo44YQTWL58ecf+1113HfPmzePWW29lypQp2LaN3kP35/0JIyTBfg5Pw/9Lhrg/FUxKP2Un+XxYYcrwgN4DucIxJHaXB6ewLIS5/w++o7ZiarnDoikxzptXgqT3AG/Nug2DGtiFIuFg9QACNQFmx/txxFhBaQiaUvDsZj9rXn02zNQpZvpJPCH4R2ZFuivaiYKeEJbKOj4wi1NIx0W7kk2+i6t8wkmTksZOAkgIAbETSLUYKDuJJ17r2Jb0BQOZgO+LyPZ2thsWTlpkoUUK5Zfj+tNIpaFwZ0C01VQkArftAdC0QQGCraZHrdLMyZQa/DvjRTDfT1BO7nW1k6oeo6xpBa60WTXrf8Aw8jcrzOJzIgVEun72lDWk2MNNtXEeWh6QapcdN3WvD/4EI4aFuwOOqXJTiAjJ/KmjOGx8BNfX/OGVXUM6r691kK5w7JUw6mBksomiR6/crfX9YWugDJMu0D60NWa/8SWb9ugNMeV22g4LITAdiWFaKBmjr2GfVArDcQaeS4p2oqD3jkoIQsJG9jPRLrLhkjkeh4/20Qie3Ky4Y30I3/U5J17N1+o3MCUVx5WS5LRC/KMrKB7XeV+SUubn5dIPxsRXMKv+SQCer/wErWbRsLSrAEPKPssLBoKbKT9wc/3ICIGlLEJGqKO8oB0GAjVYNZUIzAhVJISyraHf0yVgCoQjEcbwlj/saWit8Vtb8/6pu+su1p5wIpsvvpi1J5xI3V135d1GrpPZY489lubmZt544w0AnnnmGcrKynjmmWc69lmyZAmLFy9m6dKlfPSjH+X888/nrbfe4rrrruPaa6/ltttu69bmT3/6U2bPns3SpUu59tpre51zy5YtnHfeeZxxxhksW7aMz33uc3zjG9/ots+yZcs48cQTmTVrFi+++CLPPfccZ599Np4XjIuuuuoq7r//fm6//XZef/11pk2bxqmnnkpdXR1SSs4//3z+/Oc/d2vzrrvuYtGiRUyZMgWtNWeeeSZVVVU88sgjLF26lPnz53PiiSdSV1fXcczatWv5y1/+wv3338+yZctyuqbvN+z/M733MVIabkyEeckNXH8vD7mcbg8t27wvOLbET4KrNcLZ91UE+SJWNpr/nv4uv1pTiYdC4KOR3Fw1k8JH7uWoMz6W12qAFJJIJExzcwsogZYS4RtoncLIqAnueNvj0Q0+x06QSEOicxgRnOc2845l86IMcaqIM65HBJUhJDpTetClNwhlot3ug2khAjVB6/oY8aoQOypbGF9VwNiqAuoKEx1jQHvUWOo3TGDUwevBfg4SC2kfaMZdgTKz+xMMZ8nBcKJnaldTbR1NNbUIKYhM2IIH2O7htGmBWWNhphVp06ex1EOJ/uVovgstmdjDVywXW8GMYmhE8qIMVulP8bLLfrMh0radAzffBcDqKZ+iLTYJichPFidF1kSDiJTd4yzNoakI/u+Z9Xhac8z0MuaOLxpSW8MBe8SwcLchYiuaEzlI8c0Ilx45mlfvXcvDKxv45KFlTCwevLqtLe1jmybmWb+AO8/D2rmc2Is30Xz01wc+eBDIKRKxK7QXEAWhws7Sg1TLbiUysiGRJT7WsAVIA5JRPD8OWYhKKSWG4+AmEv2XwGUiErMlH0ghcLBIksLrgxgxJJwzzWd8TPPAWsnqesX/a41y0eRWxoSTzFtTxRa3GPeAQtIhk1tD45mVbObclp2U+mmkUmjPy0Lr5w7HbeToHXcAsLJoMVujBw+htQCC4PUPlhzoCp/g+eoojd0PKyKlwlYmIouZrgDswZQZSIk0TWQeRHS/UEG5yv5MCvSEbmtj9fxDh9aI77Pze9ez83vX53XYAa8vRYQH9g4qLCxk3rx5LFmyhEMPPZQlS5bwla98he9+97s0NzcTj8d59913Oe6447j++us58cQTOyb+M2bM4J133uGnP/0pF198cUebJ5xwAlde2ekH01MlcPPNNzNlyhR+8YtfIITggAMO4K233uLHP/5xxz4/+clPWLBgAb/5zW86/jZr1iwA4vE4N998M7fddhunn346AL/73e944okn+MMf/sDXv/51LrroIn7+85+zadMmJk6ciO/73HPPPXzzm98E4Omnn+att96iuroa2w6eNz/72c944IEHuO+++7jkkkuAoFzijjvuoLy8PNdL/77DPjZ8H0GuaNXwvbYIL7kWBpqrwz6nD3PddlcIBGFbYkRC76kbfVcccuRifnVmAT89spXbP1jCBeODla8fbZnDSw/9Oe+VINO2sNoVF4ZAYtE+8140VlDiQFMSnt3iZ3Wcz4bJOs2hXhtaCP6uYtnPm01RYKmss3V7dBugcRsstsZa8YWmIG5T0NJ5vBACL3QKXkpiRVtIp9/s2KYRxN2++76vqQl8v7eSYNvqTOzh3CI8YydoE89dQIsLZdUZw8KyBDIHmXV8q8RPC1Kmz3rDZ2YJmFKwRIVxhWCKn2Kqzm3CILTH3HU3o3SaXYVzqBp/LkJJTEN1qlRygKHoNVk2hCDUtQmphhR7uHJHE0+uqkYAly6eOuh2hhPhXGXxI8gbIVPlvMI+e9IYjp4UxdPw25erh3zu5oQLhePg1BsAiCy7DXvDU0Nuty+EzR5k2kBoJwq0D+lE8LMHkfL6ji82TIEZMlAqAn2sx0spMXNRFCDABJ3l4kghcISNMUAKzPxRmkvnehQ7mvqk5JbVEZ6usnh8m42qauODGzdyfKYEYYUd48clU3g0XEYKgZJ5qDx6QvscveMOQl4zdfZYXiv/4GBb6sBQ1QPZoIE2T9Dq9n5uCSGxlIVjOFkJAgBbivySaqRChhyMUGjoBIEATAG2QJj7t2pgf8Zxxx3HkiVL0Frz7LPPcs455zB79myee+45nn76aUaNGsWBBx7IypUrOeqoo7ode9RRR7FmzZqOFX6ABQsW9Hu+lStXcsQRR3QbcyxatKjbPu1KgmxYt24d6XS6W19M02ThwoWsXLkSgEMOOYQDDzyQu+++GwgUEtXV1Xz0ox8FYOnSpbS0tFBaWko0Gu342bBhA+vWretod+LEiSMEwQAYURLsh2jwBd9ri7DONwih+U4E5u4BWa00TKLRMM2JdB6Wa/sXYmWjGT12HKZUXHDGaPx/vcC9m4v5wbb5fPvB2zjsrE8GqzE5QAiJEwrh61bSeGipkJ6BTxpDCk6fKvnzCp/H1vscOz6Q3+ksplA9cZ7XzBvSYZlyWOuZTMsy6TS7mBlmepPVxFA5PmZpknStQ3O1TXVpnMqaKGN3FtAUq+nYzyoeS+Pm8ZRM24Q2nwHmdWxztaDNg5Dq3XftsU/dZXoaFiZb29i1OTDaK5tVjwc43lzq0xHMpKSgMSBLakclEbL/1XutoSljWPh2yEMLOLhUkAKeVgHrf4oXz3lgO2X7QxS3rCGtQrx9wOUI5SBUfmUGfakIoj0HbEP0IvjNkuDBe9rsSqZV9C6F2dMYMSzcvRBC4FiKtn7SbzqgTC49ZiLPbVzB4+82cfGCBNPLBk9Ieb6mNeUSnnYSzP8UvH47hf/+FjUfux+/IL/Y2lyQcyRiV7QTBUNa6x4csqkIukIpgQgZpBMxPDeOpvfzQ0iJ6YRwE4kBpM2Z5IMsEYlCgCMskn6adE/5VheMicLl8zz+8q5kdZ3kie3BZ2Nq1OWokhQiXs3CRAN/j47iXSvK45FyXnMKObdlJ7OSzbjZomoGwKz6pxjbuhJXmPxn9GfwB7i39wdBYEy4O1VLPWMSDWliKgPRT1mHQqBy9NQIzAiHyWtACjDeW6qBbBChEAe8vjSvY9I7d7L+zLO6xytJyZSHH8IclXsSkAjl/rw+7rjj+MMf/sDy5cuRUjJz5kwWL17MM888Q319PYsXLwaC8omen+Fs3/1IJNLv+XIphQj10//247P1pevfLrroIu666y6+8Y1vcNddd3HqqadSVlYGBL4Fo0ePZsmSJb3a7xrBONBrGcGIkmC/w05fcnVblHW+QaHQ/CQKc/eEIacAGQ6hhCDqGO8LQ1ohBBedfiQfnhAkCVy/fSFL/3kr+LlLRw3LxDSMoIZXiW5GkkeOlRQ70JCE57b6Oa9AVGqPo/zAdPA+I9YnYdNLUdCHiWGHgeGOEFvLm9FoShpDhNu6f7DS1qloD0Jl9STi73Tb1uYJso1Ntc4eN7g3kK0v29euQ2tN6fhivPC7ACQTi/CA0l0OAkFTQYpUbOBV6WStIN0kQWmew0UCs0vhJRmiWShKtMt8P7dVxVh8EzO2/gWAFZM+jRsejVAGlmHmNRjN5kXgCNE9ZkuIIZUavLqhjlc21GFIwSXHDn902GCQs7neCAaNcB7RktPHVXDS9EIAbnlx6GqC1pQXTA6P+VqHP0HxY18Db/e4bTumxMx30qO9PWZU2I607+HlcE4pBVZIYloRRB8lVEIKDMfJ4X4jwBDoPgyYbWliif6JzZAJn5jpM7Ww8wbd6gka00Gbo7wUX2jcwqcat1LkpalTFrcWjud3hROoN/IrXylt28T8Xf8A4JWKj9BoV+Z1fFcowFB7pqzJ0xB3FUrYWIbVL0EQ+LEM/L4Jw0SFwijHHvqk3sioBqz3h2pACIEMh/P6sSdPZvT3vtup6pSS0d/7LvbkyXm1k8/nrd2X4KabbmLx4sUIIVi8eDFLlizp8CMAmDlzJs8991y3Y1944QVmzJiRe8xypp2XXnqp2996/n/OnDk8+eSTWY+fNm0almV160s6nea1117joIM6U8guvPBC3nrrLZYuXcp9993HRRdd1LFt/vz5VFVVYRgG06ZN6/bTTiSMIDeMkAT7ETZ5km+0RtnuKyqE5mdRmLaHVmmF7SAyNwpDyPeNlFcIwSdPP5zzJsbRSL5bdSTL/vFbRI6DUSEkphWUHQhDgFSIjMzTVILTpwRfwUfX+3joYJ8c8AG3GUNr1kibt2Xfg6SeRIEwe5sYWmVJhOmhU4qmuKK2KCANxlZ1L2dQkfE07wxW6nz5dC/GOO5md2TeV0oOfJ9udbae67F9bbACPn6BD8JDeuNoc8eDhrJdmVKDikSQUjEA2lUETcUeSQlTCyFsCp7IGBae5LXmZLglfJe5636D1B5VxYeyvfJ4lLKQlsLIkjTSZztSYPQYKAoB0Z6vxbAHbRyhte5QEZw3fyxjioamSBgOCAI5/Ah2LwwlsXN1/xeSzx8zGSngPxuaWVGVR7pHFmigJekFZptn/QLsAsydb1Lw4k1Darc/RPsrDN9HkEzlTkoEhoYKy4oh+khB6iAKcpn0KYHu4/ll5UAU7IzDxqbgeFNqdrQpfr0qwtqm4LoLYG6qmf+pW8eJrTUorVllR/lp6VQej44ilcPEKZas4vhttyDx2Rg7hDWFRw78urJAkiktyGPyNFSY0sRWNq2+wUDJnFa/ZQYCYVpBUoE9RPWAJEgoaDciHPGAGRBFH/4w0556kgm33860p56k6MMf3q3na/cluPPOOznuuOOAgDh4/fXXO/wIAL72ta/x5JNPcv311/Puu+9y++238+tf/7qb/0AuuPTSS1m3bh1f/epXWb16NXfddVcv88Orr76aV199lcsuu4w333yTVatWcfPNN1NTU0MkEuGLX/wiX//613n00Ud55513+PznP09rayuf/exnO9qYPHkyRx55JJ/97GdxXZdzzjmnY9tJJ53EokWLOPfcc3nsscfYuHEjL7zwAtdccw2vvfYaI8gdIyTBfoLVnsU322LUaclEqbkxBuP20PNJSIl0ug8iLKXyWknanyGE4OLTFnDuxAQaybd3LubNB25GuG05HW9YFkopbNPIqAk6pbZHjZMU2VCfgOe3+jk/sEvwOTFjgHe/ivUrau1GFIjAxLDb65PgjA5WuJPbQ2yrDKIWy+rCWKnu73FKngpAdOwuWuvXdNvmkz0WsafEf2+hJ1lRvWkzbjJFKBpBla0O9kkegSsEhQ0WVkrhGj4NFR5iAO1M19jD16xgBDenTLBCWGyXJrb2OSbH2MPp2+6nsHUTKSPGW5M/j1IGKBsrzwxfw+w9aIsI0bu+2hy85G7J6l28s6OJkKm4+MhJg25nODFiWLjnkI9iY1JlKWccVALAzcOgJkh7Pm1pL+NP8EMAwstux9lN/gR5RSLuBXjaJz0IRtawBXYo0j9RYOdIFMi+kw8saWL3Iet3ffjruwpPC2aW+lwx32NM2KPVlfxxbZglVVYHAW2jOTO+i6/Xr+fAVAuekDwZLefGsum8ZRf0qayb1vACH9x4PRGvCQ1UhablV6+fQXus4Z66xwgpsZWFocyO/iY8aEmTlZRXCIxsn1MpkFYmqcDKT5HW+ySZ+EJLvi9UA8MNs7KSyOELMSsHr2LJB8cffzye53UQAsXFxcycOZPy8vKO1fn58+fzl7/8hXvuuYfZs2fz7W9/m+9973vdTAtzwYQJE7j//vt58MEHmTt3Lrfccgs33HBDt31mzJjB448/zvLly1m4cCGLFi3iH//4R0cp5Y9+9CM+9KEP8YlPfIL58+ezdu1aHnvsMYqLi7u1c9FFF7F8+XLOO++8biUMQggeeeQRjj32WD7zmc8wY8YMzj//fDZu3MioPMo6RgBCv8+CIZuamigsLKSxsZGCgoK93R12Vm1m49b1fW4XQvCGG+aGVoMkgoOU5rsRyCGufdigYlFEH3XQrSmXpLePLBUPE6K2wswSdae15vePLeefGy0kPjeUPcrB51yGbw7sMptOJkmnUiRTadw2F89rQWfcpZ/a5HHPOz7FDvxgsRH4EngDfy1bEHzDqqBNSC5J13P4AFL2tPYzHgUa3ZbsJoV144qGl8oBTfHRu5izqZSiZodtFc1sHN/QrZ0IvyJUuou61aMpKLmk90RU+b3cmJW1d1MOtAY32fX/mqX/epx4YxMzjx+NNeMp8EP4Td+kVThMXV1AUYPNzspWdhzgDTigql+haFxjYJZ6/MhL4QPXHS64o6CUFdLmZLeF873mAftZ2LKWI9/+NhKfpdO/zM6KI7HtKHakCCuP5BIhBXaoe52sEoISJbqPiw0bQkU5t9sVru9z0e9eZmNtK585ahJf2EcMC4vDFtY+PJl7r6G2JYmbY6j79tomPvK713B9zS3nTeLQcUOrCRUCSsJWUM615Ifw+u1ou4Ca8+/Di40dUtvZ4GtNXdzdJz15WpIu6SHUdvmeJtXWhudnJ7+1r3GTCXQu77XWCJes5RZp7ZHyU92u4eMbJUu2SMKG5suHekStgAT652pYWhvc9w4qTPPhiW2EugxFNPC2FeWB6CjqVbDf9GQLH2jaTkUXtd+o+GpO3fqrbtSFj+T+Kd+j1ew+8egLksB7YDDEwqAgBKYwMKTR5zmlgIgRpEVARkVl9Ji4S4U0jeExIjQEyN714kPB1KlziBXk9h7sTvQ3N0gkEmzYsIHJkyfjvAfTvUbw/kI+n+eRkdQ+DCUtnnVjfC9DECwwNDdE9yxBIGyrT4IAIGwZgUne+wBCCD576lzOnOThI/lmzWms+PsvkamBJ3+GZSGkxDINpJLdvAmOGScpzKgJXtiqc2bmo2hOy6gJ/m7EGCiQrFNRIBA9VqWNiIdRmAIEyR0hto0KXlNlTQTD7f7+pjgJgMIpVTRVre11nlZP9OI49nbJQc+xc8POXcQbm1CGQXjSNgBk6lCSOJgpSWFDu2FhasABke9B86aAFdlVGsRyjQ5DMmyyQtoIrTkxBxWB9FPMW/sbJD7bSo+kqvQIhDQQysG0hq4iiErRe6w5BMPCR96qYmNtK4Uhk4uOmDjodoYTSooRgmAPI2zlPvkYU1rAOQcHNaE3v1idc953X9CazijGY74GlXMQySZKH71yt/gTSCEIZzEC3dvwtR6UgV9XSCWwIyEMIztxk5eiQAi0CTrLvdMUClvaHRP2zU3wzJbgf+dO94lmuFBTST40w+eDE9pQQrOy0eQ3qyNUtXVefwEcnGrhf+rWc0p8F4b2WWNHualsGo9ER1HYtp4Ttt7MaT0IAgCJTyy9a+CXQqd6YE8RBEJKbGl2Uw9kg68DRUG7p6YhO/0AhFKoUAgj5AyNIGhXDdgSoYaxpEBIpFGAHKJp7ghGMILdh33vaTcCpDAwVZSHUiF+2irxEBxnBikGzh5UdgkhkKGBWdOIozDeJ0SBFIJLTp3N6ZN8fCTfqDubVX//JSrR0O9xQgTZ9kIIrJCBkCYi8/UzleC0jDfBv9YHrvi5Zm6d5MUp0B67hMGzcmBFQwdRYChQ3QcOHQaG20PUxxK0hFIoX1K5q/ugMc1BpOKFKFOTdp9B9xicagQtrui2iLS3Sw56khTb3g1MCsceNBrXDH7XqSPwRKdhYXMsRbJw4M91fKvETwlUSPO6H7zQOWV0eBHM9xOUZ8kk74kDNt9DNLGdhFnMismfAREkGdh2LuZhnRBKYPRIO7GEwO75UqQB5uAy65Oux+/+EyigPn3UJKK7MX41H7xfvFL2JTimzGvu9OljpmMrwfIdrby4qWXI5095Pgm3uz+B3PkmpS/dNOS2syGUbyTiHkAi7Q2LuiF4PtmYVvaEkg6iIAePlv4iEg0hsaVN2hPc965CI5hX7jO7rMerMAwOGw1fmBGnyPKpTSpuXhVhWV33+42F5rTWGq6qW8/MZBOekDwTLee7Y45gabicHnY0QKAkaDb7jz/bHbGG/UIILGniKAeZY4qSBlpdSLgBsSJUuxmhgxhsv3dnfKGQSBFCiUKkXbLnlBkjGMEI8sb7Y2a3n0AIgSFDKBHhjjbFLW3BzfMcS/P1cKD02qP9CTn9Ouh27IcgYivU++RmL4Xg0lNncdqkYKBxVf05rH7gF6i2un6PU6aJkBKlFJZlIEWnfPyY8ZICG2rb4KXtOsdBGDhoznaDgfaDRpRkDrkTAVFgBiaGXWCPSiCUj99mkG60OrwJRlfHkH7XdgXpdOCIWzKjivpNvdUEnu7uT7A3Uw58vztJ0dbcQu22HQAUz2oBoRHpqaT9isCwsDpjWFieHHBwqDU0ZwwLI5NcVtQHf59crnhJBiskp2TUHv2hpOkdJlf9C4A3p1xC2ghKfJSyMez8VARmFrPCWLbP0xASDW57fiPVzUnKohbnzR9+WfdgIAAnD2PHEQwPhBB5qQnKC0J86JDRANzy0tDVBADxpIevNRSMhdN+BID5xu0UbczuoD0UCCH2KRNDjSY1jCV/Qggsx8a2C8jmLSCkwLDyIAoMsiYfGELy5CaDmjZBgaU5e2ofr8EyGBeDLx0YZ1rMJa0Ff9kY5p9bHNwuhyg/xRE1T/KP1z/Dn976BhPbtrHDruDSmddx3OEPcM/4y9lqVfBc0SFstSp4cdQFfZYaBMp6ERgT7qFxjZQKR1kolX9clQAwLeIqBLY5+Em93E2qAegkB4ghhY1wYpClrHMEIxjBvoMRkmAfgZIWhoyhsfh1G9ydDG7On3Q0XwjlvLA8bBCGgbRzX2WUIiAK3h80QfB6v3jqQZwyWeKhuLLhw6x54OcYrX0bcrWrCQAMx0BKp0NNYCnBqZMzaoJ1mRltjhfzWL+Vcu3SKBT/VgOrCSCQfFqG3S0SUSiNParTwLCmuJWE5WK5iora7u0mvEPwUiHMiEsy+Ty+27vYIekLUl0GcXur5KDnHGTbu4HhYtGY0YjYmwCo1BGkEBQ0mtgphat8GioH7nCyTpBqlAipqSrySHhQYMG6ogiuEEzxU0zT/UdmKq+NuetuRqDZXHECu4oPCf4uFY4TzWugJlXvbOywEPQaows5aJLgL69u4dbnNwJQ25Lisbd3Dqqd4YZtKOS+tsT7PkHIzO/e/8mjphI2JSurEzy9buByrYHga008lbkHTT0BDr0YAOeJa4i2bBty+z1hGxIrRyJ3dyPl+rvFI8GwTexQQXCv6IG8iYIsyQfv1vv8Z1vQ8w/N0IT6nBsLsE0ipubiaa0cVxmYy7y0y+L3a8K0tbUye9fDnLPmWyysuotYaheLG5bz/9bfxRmNmzG0z7tOMV+d/GEWHPEXPjz3Jg474i/cNfrMrGdrVw8MehU+T4gMaW8rGyHymzQLBNIyMKNhTNvCB5qSkM7B06gbdmd8YU9yQAiwQzAIMmQEIxjBnsUISbCXIYSBqWIoESKtBT9uhUdSAoHm8pDmAmcvqLEEyHD+EwglJBHbeF8RBZedfAAnTjLwUHyt8aOse+DnmC3b+zzGsCykDAzlnLCJ7JJRfewEScyCmjZ4uUojcqytNoBz3WCg/S8VpSXHd8AUCst2upER9tigdj5Z7eC7gu0Zb4IxVQXd9JoaAzcZxEeVzqyidt27Wc8Rdzv9CfZWyUHX87qpNFXrNwIwZr4NsgX8GG56Fr6Asurgc19XlgRz4OvfHnsYGe/zVmPwQmeWwZIMWZOLiuCgTXcSTu6i1Spj5YSPAyAMhWXbKDN3s0KgV+ShEhDONugzBndjWb+rhRuf6HyvNfDDf61kZ1P/ppl7Avk47Y9geKGkwM5DxVEcsfjYYeOAQE3g5Wh82B8Sab9zRf3or8HouZBsIvqvr+EMQNQNBpF95POWSO8+9tUwDZxwASLLim9QehDK+TnVmXwAba7mrlXBjfnI0ZK5pRaqP9WiVGCYSAGnjEnyiSmthKTH5rjBb1aGiFetxfGaaTFLeK3yYzww44e8W3EWJ7Q18bWaNcxINAf+CJl7nhaCvxWMoaGLpF/QJdZwDw26DGliD0I9EJADJsJxEIaFrTqvndaa5pSmLT3Ad2q3xxeK3uQAgGGBETwfhdgNpMQIRjCCYcMISbCXIYREIGnVcF0cnk0LDDRXh+HMwZULD71PtoMYZP6vKeX7qi5YScF/nTKd4yeZuBh8uelC1v/j51hNW/o8xrCCiZ9QEtuM0D5Lt7uoCR7JU02w0E8wzk/TJiT/UtnrSbPBkiam06kSMGIuKpoGX5CsCrGzNE5aeYRSBqX13Ymj1vTh+J5JqCRJa8ureKneRmEaQaubGZjthZID3++uYKhavwHPdQkVFGFXrAJAphaSxsBIC4oyhoU1owc2LHTboHV78H7FJru8WRv83RgfoVkoSrTL/AESJ8obljGxOpBEL5/6RdzM4ElJhW2Ecy47gewqgojso17cyk1x0hU7Gtv4yr3Le/3d17C1Prc40N2FEcPCvY9wnhL8i46YRMxWbKhL8ti7jcPSh5aki0YHq5Rn/hzsQtj5FoUv3Bhkxw8j9oVIxJTnsXt0BJ1QSuGEC5Cqd0mJEASKglyvgwiIggfW+dQlocSBc6dKpBA4wsbobyXdMsEwKW7bzGdbbuFh4yoOFJuopZCPp7/JNyPf5Z9Tr+fdkuPxZDB4kkpR7qU5rrWmV3NaCJ6IVpAQMlAP7MlYQyGxpYWpzJxKOrseJ20LGXIQykCIQNWSrddtrqYppYMynK7Y7fGFAiEclCjoTg5AQPaYEaRhYIbCOLEC5EjJwQhGsM9iZFS1l1GV9nghBVc2wxuuwEHzvQgck98C4rBBSIl0hsZOWEoReh/VBisp+O9TpnHcJAsXg/9u/iQb/nEjdkP2aEvDNJEqeEAr28BQndd7cUZNsKsVXslDTSCBD2Ui9p5UEerz+Grbho1pZIgL0d3A0FeaHRWB58G4nd3VBJ4O4ScPBaB89k52vbsqa/tpLWjLcB57uuSgq4pA+5qt7wb+CaPnVKLNDaAlMrmQFCIwLNSClmiaVA6Ghc0bFGiBXeqzU2kaMuKDtwsCw8KTvFb6+xYYbgtz1v0fABsqT6eucFawQQgs20Ga+UUtGVb3AZ8lBE62l2HYedeCrtzRxGdve42qLIoBKWBc8d51qA6Z75/7zb4KU0lMlft9J+aYfDyTivG7l3fh5iuRzgLP17SmMl/6grFw2g8BEG/cQfGGf2MO86QoYmefoO0p7E4VQVdIKXHCBVmVTe1EgczxWbWixufFHT4CuOhAhZMpQxACHGlhiiz+FlozuvFNTth4I6dvuIFJTa8xRe7g5uK7OSJWg4firtrp3LUx2uH037Xv5W4SkcX74rVwCT8un8FTGbJgT8CUJo6ys5IufUFIhbRtpGN3U3UoKfv1qnI9TVMSXK13nxFhZy87yAElspjtSokRLcEuKMSJRDEta4+RMiMYwQgGhxGSYC/iru21nPruLq5vFWzwA4LgR1E4ZC+WaolwaFhu3I6psPIYMO7vUFLw5VOmcuwkmzQGV8Q/zaYHf45Tl12Gb1oBMSCUwDHCyMwAxTYEJ3dVE+Qxbj7YTzLdT5IWggeN3NUEAJYdwpDBB8+ubAOp8VpM3CaDHRUteMIn2mpR2NydQEomFqG1IDa2lXj9ctJt2VeU2zxJ2t+zJQc9lQs7tm4nGY+jLJvCKVUAiPRBuLoITRfDwlHJ3GIPNwaDtYIpHm/WBG/UmEk2VdLE0T7HDBB7OHvjbTjpelqc0awaf37H3w3TxDbyWJ0joyLo8X2L9qVCMPNTETy3toYv3vk6tfEU0yqiXH7CtA6PFCng6tMPYlTB3suOFoyQBPsK8lWRfeywCRSHTbY2pnhwZf2w9KEt5ZFu/+JPPQEO/QwA4vFvUdyybVgNdvdmJGLa9/GGwfQxVwghsJ0oltV7EUEIUJaDHOB7GE9r7nkn8I5YPFEyrbj3/rY0sTJEgfBdJtU8z+krruX4d39GZdM7+Eg2FC7kkSnX8OKkyzh7msUHxgcxiW83mPxmVYTqLjGJCEEpPh9q2t5BFAitOby1jgo3Sas0eCRawQ9KpvJkqDQn89/BQEiJrawBYw079geEMpCOg7St3h4JAqyB3KyVwDehGUFKs5sm5f2TA1IqTMchVDwKK1oQREmOYAQj2C+wb+RWvQ+xPZHiytVb6LoOkAJK9uK8Wlgm0hw+hiJiGeiES3pvOdbtYSgp+OopU/Af38BzG+FL8c9z80M3MfGML9FWNqv7voaBVBIfH2Ea2NqmLRVMsI+bIHlsvU91K7xWrVlQIdHuwNdQAB9ym/mRZfOsDHOKiFOZ46xcSBkQFylwzTRWeYLUzhCJ7WGMA5vYWRZnzK4YY6sKaCzozJZO6hJCydkI5y3KZu+ieuUKxs5fkPUccVeghEb6sCc8oXSX3KuUD9szKoJR0yejnUeAwLAwjiDWZOIkDTzp0zDKZyD+tHVbZ+xheLTPW68Hf28ZF5Azx3ithPtheCprX2ZszXNoBMunXobfoSYR2E4IYdh5DeiMHhOVkBTZV5iUGdSE5oi/vb6Vnz62Gl/D4ZNLuOG8g4naBqfMHMXW+jbGFYf2KkEAI4aF+xIcU9GccHtLnPtAyFJcfOQkfvHvNfz+lV2ccWAR9hAl/BpoTriUhDOf86O/AtuXwo7lyIe/SsnH7qQOg2EQLgBBJGIi7Q9be7kimdrzz1UhBKYTRQhJMtXWjcQOFAU2Lkn8dPbnzn0rXZqSUBEWnDnNAAXaFYgenhQh7TJt5xNMr3qYSCpIDUpLm3Xlx7Fq1Km0ikJIpzvOe0R5mjFhn7vWh9iVVPxmdYQPTWzj4GK3o3OLko1M39VMvWFT4acp0h5+HN6wC3g8XMYuw+bhaAXPhEs4vrWWo9rqsYajlEMITGFgSCNncgDTyJQT9L2/ZajsTylBUFKgupMC8bQm7UPEHC6yQCCEjST7s0qZJoZpogwzUK/Z+Ze4jWAEI9i7eP8s9e5jWN+WpOcj3kewYy+ZuwkhBmVWOBAizvsnGhECouBrJ0/mqIkhUph8sfUStjz8S8LVy3rt21VNoGQIM1Oi4RiCUzJqgofXeTn7EgBM12nmegl8IXhAxfLquzSCgYwhzY6Sg+ROB+3B9lHNaDTFzQ6R1k4iyQfSbYGBYfHUJpp3rSbZnN2t3CeIRdxTnFH7YqLrQ01NI/Fd1SAEFbPTIJLglaLdabgIynYFE926siTa6v+Ca91pWBib7FGX0mxtAR012BZyEFpzUj8qAivdyOwNvwdg3ZhzaIhN79hmWiamNJB5TOSVEqguqgEpINLXpNnI7Tvua82vn1rLjx8NCIKz547m5x+dS9QOeOVRBQ6HTize6wQBgLOXVnJHkB35qgk+OH8sFTGb6haXv709PGqCoOwgM0FUJpz5C3ACfwL17M8oNuSwJQaJTLLPnoSn/b1Kvht2OCAzs1xEw7KzKgreqPJ4vSooM/j4wUYmHaJ7RKKdqufAzXdx8utfZN7mO4ik6mgzClk29sM8MPcmXp9wEa12WeBP0GNFekLE4/ID40yJuqR8wd0bwjyy1e4gb4QQlOMzw0tQlCHPJXBosomr6tdzQdN2Sr0ULdLgwegovl86jWdCJaSGoCyQUmJLMyf1QKcZYQhpmP1O5IWUmD03txsR2n0bEaYy5QdDMwrtWzkgpMS0bZxoDDsUDggCZYCdn7JxBO9f3HbbbRQVFQ25naqqKk4++WQikUi/7S1ZsgQhBA0NDUM+53sRI6OrvYQpIbvXxZdoRu8lJZYIOXkZ6OTcLoKobbB3Kzf3LAwluPKUSSyaGCKFxRfaLmPrI/9LZMer3fZThoEyVJBHbBiY0sbIDHyOnyiJmLAzDkurNWIgWWEXnOc1I7TmVRViY7b6zj4gRDBIMaQiVKqRjot2Jclqh6TtUVMSTHzHVnUnH5LeWHRqMkJC+exadr7zdp/nSPmCRG9/w2GH1kFpg6ehxRXUrAtiD0vGTUBEg2V/lTqCNBLpCorqAsKmZkwaMcBnNVknSDVIkJrYRI+3Mp5YoenBQGi+n6CMPtg+rTl4/e+x3WaawhNYM+5DnduEwLIchLTyMixUdm+zwqwTICEhB5+DpOtx7QNvc8dLmwD4wrFT+NYZB2Hsg+VDUuTnqj+C3Y984xBtQ/GZoycDcNuru2gbpjr71pTXKccvGAOn/Sj4/Y07MNY+QZHqw9RzENjTkYhte0FF0BOGGcYKhZFZXrdh2Sir89nTlNT8dWVA2pw8WTGxm+eLIJrczpwN/8dJb1zGjO1/x/LitDijWTb5Czx6yP+ycswHSBuR7iexek+8o6bm09NbOXZUEJP4XLXNrWvCNKcz+/XxhivgsGQj36hbx/lN2ynJkAX/iI7iByXT+E+oOD+yQIhMrKGDlP0/g9vJga5mhAPB7joeMPIzIvS0pimp849J7IccUIaBFQoTisYwbQfZLhUUAuyCvRDRNYL9FR/72Md4993sZbr54Be/+AU7duxg2bJl/bZ35JFHsmPHDgoLC4d8zvci9r1R3/sEYxyLnx0wvuMNkGiuCEH5XnhHhGEg7d0XpSCFIOrkN3Dc32EowddPmcQRE8OksLgk8V9se+z/Ed32Qvf9uqgJpLQ6HJYdQ3DSpIw3wVoPncfFG6ddjvADJcDfjIK8+i2URAiJqRShscFAK7E9kAluzcQhltWHsZOdE7O0EHgZNUHpQQ20VG+graHvFcG4K+hDjTps8P3Adb/FFaQSSRo2BxPe0QeXoI3toA1k6tDAsLDGQWpBPJImWTjwhW7OqAii43yUDW/VarQlaSobOPZwbM2zVNa/ii8Uy6Z+CV92qjJM08QwJNLM/buoDIHqMjA0hCDU1z3EDA04WGtsTfNfd73Bv1dWY0jBdR+YyWeOnrzPGky9n5JU9hdIKXDyfF/OnjOacUUh6to87l1eOyz9aC876MCU42HBZ4PfH/8WVtNWCoeR+NpTagJfa9w9HRPTBwzlYIeiqF7L2qBMC2UZaK259x2XeBrGxgSnTu28TsWNq1i44kec8Np/M2nnv1HapS46g1dmfJ2n5t7E5lEnoVQIS9q9xw9SBkRBz/MKOG1skgsnt2JLzYYWg1+virCpRdGYEqxrDv7NBgUsTDZydd06PtockAXNyuCBaCU3lEzlWaeY9AAjGSkVTg6xhj2TCnKFZSqUoNOI0MjfiFBDbjGJHX3tTQ4IITAsGycSxQ5HMLKVqtqxPVNbOIL3DEKhEBUVFUNuZ926dRx66KFMnz69z/bS6TSWZVFZWbnPjnH2Nka+vXsRF44p5bEZ5fw4ormtAE7dG5GHgt1SZtATSkgitvG+IgpMJbjqlIksnBAmicXnE//NtsdvIbZ5Scc+SimUYQRqAmkiUZhGMGA4fqIkbMCOOCzbRTD6yRHnuC0orVkhbVaK3KXrAoHIDLxi41xA4zZYeK2K1nCa+oI2BIKxOzvVBBpIpaej3QqU5VN6UANVb7/Z5zk0guaUYHd6bvleQEZ4WlC3YR3a94mUlGGPysQepufg60hQatBhWJhb7GG8PfZwikdrWvNuA7jjI/hSMMVPMa2PTHYnWcusjbcB8O64D9McmdixTUiJaVoIYSHyWBnv6UUQ7WuwKMSAhoXb6tv43J9eY/nWRqK2wS/Pn8fps0fn3Je9gRHDwn0T4TzfF0NJPndsoCa4Y2ktzT0t6geJtOeTcLu0ddSXYfQ8SDbDw1/G8dMUDFOMoSEFIXP3D6mS7u4OPcwPUlpYdqzXvQgCouC1anh7l48ScNFsA0NoKmte4ehl3+LY5d9idO2rCDQ7Sg/j2bk/4NlDbqCq5PBA+ZSBKSS2tHurvAwD+vBRml3sctmBcSocj+a05Lfvhvnx21H+sCbCT96O8lpN35N4BRyRCJQFH2neQbGXpkmZ/D0WkAXPO8W4PfoihMyoB2xEP1GOfSUVDAyBMBWmnSkpUNlLCvJBm6tpTmaJSWw/o3BQorAbOSCVwnRCONEYluMg+zIitMJ5+d+8n9BSn2Dr6npa6vuPSB4uaK35yU9+wpQpUwiFQsydO5f77rsPgPr6ei666CLKy8sJhUJMnz6dP/7xjx3H/s///A8zZswgHA4zZcoUrr32WtLp7GOcrrj11luZNWsWtm0zevRoLr/88o5tDQ0NXHLJJYwaNQrHcZg9ezYPPfQQkFu5wauvvsrJJ59MWVkZhYWFLF68mNdff71j+6RJk7j//vv505/+hBCCiy++GAiIrVtuuYVzzjmHSCTC97///azlBs8//zyLFy8mHA5TXFzMqaeeSn19sPD16KOPcvTRR1NUVERpaSlnnXUW69atG/B67K8YMS7cy6g0FXP2ZpqBbSP2kNusKSVhSxFP7SXjhb0AUwm+ceoEfvjoZl7dAp9LfoU//vtGxpyQomnSKQAYloXnughTIj0ThYehFGE8Tpok+edan4fXeswty12NUY7HcV4rTxoR7jdifCtdm/OxUkq0UhiOh1PmkqgxSWwPEZnWwrbKZoqbQlTURNg8ugnXDFa0kkLitC1CxP5B2cF1rHxrBy27qomWZ2dwXVcQdwN56HDD9yGeEqS1wPc9atcHhoWVB03BN/8cvMbkIlJAtNkklDDwpKa+0mMg3rR5Y2fsoV2keW0neAL0xEAK26eKQGvmrP8/TK+V+shU1o/5QJeNAtMwMAwDqXKPhVKG6GbY5whBn+X5ht3vis7b2xq58q/LqW9NU1ng8IuPzWVK+b5dR2obcsSwcB+FoSSWkqS83Fe8T5lZye0vbGJDTZw/v1HLpUcMfTUJoCXpYimJFCLwJzjrF3DHubBzBfznJ4RPuAatBM3D4DwYtiRJ12dIJd/9QKNJuvve81NKE9OOIUQL6VRnKk9dq899K4L6srOneCxqeZZpq/5BrG07AJ4w2DLqONaNO5uW8LiO9rSlEWlBVybZEBIhbRJ+Et2VJrEM8LzuUTYZlDs+Xzwgzr0bQ6xq7BxoaQR/3+wwvcCl0Or7zTKARYkGDks08IpTxL/DZTQok/tjlTwZLuWk1hoWJhpwZFCm11fJpgAwDITRvxlhNmjZbkIIlj10YqAn0n7gUxC1AqILyBgSdikpEALDMFGmiTJymDYoKyAJ3sPQWuMOouxn1Ys7ePbed9E6eE+P+dgMDlyUHxlvWDKvz8E111zD3/72N26++WamT5/Of/7zHz7+8Y9TXl7OX//6V9555x3+9a9/UVZWxtq1a2nrklIVi8W47bbbGDNmDG+99Raf//znicViXHXVVX2e7+abb+arX/0qP/rRjzj99NNpbGzk+eefB8D3fU4//XSam5u58847mTp1Ku+8805eqRfNzc186lOf4le/+hUAN954I2eccQZr1qwhFovx6quv8slPfpKCggJ++ctfEgp1LoR+5zvf4Yc//CG/+MUvUEqxYcOGbm0vW7aME088kc985jP86le/wjAMnn76aTwvuO/G43G++tWvcvDBBxOPx/n2t7/NBz/4QZYtW9ZZZvMegtB6D2bo7ANoamqisLCQxsZGCgryk2LvDuyqrmLrth175dxCSmRBbI/LbBJpj7Z9cKDTjqitMPPMkR8Iac/nB49uZumWVkIk+KP1U8YuvoiGqWcBkGprw3Vd/ISH6zYBmpTr0pz0uHqJS5sLl8xTzC2BXEegjUiutspJCsmX0nXM95M591drjZdI0rbToHZZBGn5FB9VjRAwZ1UFsVabLaMb2TymqeOYmE5iFd+EUC1semo0idqpTD3uxD4/X8qEAstnuBXjLUlBPBmcs2HzRra8+jJmKMzBHx6FH34E4Y7BaLmCJhTj18corXGoKU+wbZbbb7vagy2PW/hJQflhaSJjfW59x+dlM4w7u5hS7fLD1C6yvZwJO5/g4A1/wBMmz875EfHQ2I5tylBYlo1lORhOUc5543a409VfCihR/ZixhUuCC54Fz6zexbX/eJuk63NAZYyff3QuZdG9IWvKD0Vhc8SPYB9G0vVoaB14xakrnlpVzdV/e4uwKXngU9MpDg/POoatJAWhLp//9UvggUuD38/6Jcw4lSbPp3UYiILWlEd8N3kGJF2P1t1dqzUEaO3hpgOiwPN8/vf5FrbvauC/ok/xCfkYTipYjUurMBvGnMb6MWeQtIv7ag3SdMQWtsPTmoRO0m3o6nuQSPYZGbyuSfGHtZFef//U1DgHFOZ+PV0ELztFPBEupSlzPy3x0pyebGJRqqXXvV8AwjJA5ksOCLQikDRk6H3TFDi72RcmajmEjM4YbCElhmViGFkiGPuClOAUk6sz6JiiEM4+oAjrb26QSCTYsGEDkydPxnEC5WE66fHb/35mb3SVS365GDPH8qZ4PE5ZWRlPPfUUixYt6vj75z73OVpbW2lpaaGsrIxbb701p/Z++tOfcu+99/Laa6/1uc/YsWP59Kc/zfe///1e2x5//HFOP/10Vq5cyYwZM3ptv+222/jyl7+cl5Gg53kUFxdz1113cdZZwZj63HPPpaioiNtuu61jPyEEX/7yl/nFL37R8bclS5Zw/PHHU19fT1FRERdeeCGbN2/mueeey+ncu3btoqKigrfeeovZs2fn3Oe9iWyf577w3qM9RpAzRDi0V+pwHFNhvgcZt/5gKsk3T53A/HFh2nD4TOrr7HjmDopXB5Ivww5kecKUqEx5gGEYREzJiZM6kw50HpetEL9jZftvKtaXlV5WCCEQloFTnkZaPn5K4taFQcC2ysCboLI6ivQ6Pz8pTHTicAAq5tXRVldD847tfZ5D+0FJwHCuuiU9aM2YVGmtqVkbGBaOmnYAvv0yADJ1BB4CPEFxbTAZrh3TP0EAQZmBnxQoJ4g9dH3NilrwJgUr7id6rVkJgnCiioM23QnAqgkXdCMIEBJDKpRhIqWVM0Fg9FARhIXoe0ymrD4Jgntf3cL/3P8mSdfnyKml3PLx+fsFQTBiWLjvwzZUN7+MXHD8AeUcUBmjNe3zp9drhq0vSc8n6XW5A045DhZ8Lvj98W9Bw2YKlMQZBmVKyJT5VIblhcQwmTruLgihMMwYlm3w1tptfLj+j7xgX8Hn3XtwUvW02WW8PeVTPH74b1k5+aJ+CAIAAWZmJb0LlBCEhI3qumovFRh9SzLLHB+RhUH426YQb9UbOZe+GWiOStTzrbp1fDi+i0LfpU6Z/DlcyndiY3nBiuDRPalAqP6TCrpCC4E2BdoiU17YWf9v705jTGEjRQFtaZvWtEYaBnY4Y0RoObkTBO1GhSMKr30G77zzDolEgpNPPploNNrx86c//Yl169bxxS9+kXvuuYd58+Zx1VVX8cIL3X2z7rvvPo4++mgqKyuJRqNce+21bN68GYDNmzd3a/OGG26gurqa7du3c+KJJ2btz7Jlyxg3blxWgqAnsrUPUF1dzaWXXsqMGTMoLCyksLCQlpaWjn71hwULskd0d+1fX32HwOvgwgsvZMqUKRQUFDB58uSOvr4XMVJu8D6FsExkH7V8ewJR26A54eLuxRinPQ3LkHzrtAlc/+hmlm2FT6eu4vbnf8wYL0XtzAsxTBOXNELa4CWRgGkqTpzk8++NPtua4a0amFMiclYTnOLFeVpF2CFNXpQhjvbbBj4oA6kUSJfwmBQtGx2S20M4FSlqi9pos9OEkiajaiLsGNUCQFpI/MQCROhZQiVJYuPiVL39JrHRo7PKMLUPvha0uFAwDGUHaZ/A6yDzkWqtq6Gtvg6hFGUHGaBqQdvI1CG0ISipsZFa0Bp2aSvSA6YaNK3rjD0UEtbWQbzYRkdNHO1zTLbYQ+0zZ90tGH6S2thBbKw8rdtm01BIEUymhJlj/abonmighCDc3wAyixeB52t+9eQa7nl1CwDnHTKWr506A2M/Ie9CI4aF+wXClupuHjgAhBBcungKX7l3OX9dXseF80opjw7Pc6ol4WFFZOf3/Kj/hu1LYfsb8NCX4fx7KFQmPpAaAnPZHonYlBjeFf+U57FvuRFkR7RxHaVv3c4x257ENIJr0BSbxIbJH2HH6GPxNLg5R9wIMDTaE4guKg8pBA42CZJ47Td8ywyUBG5v9UqhpfnghAR/3+wQ3Ok1IaVpdiV3bwgzNeZy9rgEFaGBxyNCSqLC4MR0K8ek23jOivKYU0itMrgjXMa/nCLO8lo53E9kJY2zQSsRLNn1QSbYphjw+TQoCBtJ4PUQGBGaaMMkKQapprQiQeTh+wCGJbnkl4vzOqalIcnd173UjZQSAi647giiRbmT89n8P/qCnynDefjhhxk7dmy3bbZtM378eDZt2sTDDz/Mv//9b0488US+9KUv8bOf/YyXXnqJ888/n+9+97uceuqpFBYWcs8993DjjTcCMGbMGJYtW9bRXklJCeYA84qu0v+BkK19gIsvvphdu3Zx0003MXHiRGzbZtGiRaRSA99XIpHeiqJ8+nf22Wczfvx4fve73zFmzBh832f27Nk5nXt/xP4xIhzBsEIIsUfMCgdC1FGo95mjqGVIrjltAvPGRogT4uLUVex46e+UvfXHLmoChcyoCZSQFDoGJ04cnJogjOYML5jE/8OIkY/4VyAQtkVkbHDzS+wykCkTpQy2ZZIOxlTHEJkHng+kdQidnA9Axbx6ks1NHckCPaF1QBSkfUFb7vOIrPB8aEkLtN/5earLqAjKJk5BRJYCIFOHIrBIaUFZdfAdqK0c2LCwW+zhpGDg+2atxpsYqAiO8VoJZxnAT97xCKXNq3Clw/KpX+xmxiWkRAmBNA0ECtnPSlhXGEoE9dUZ9GlWCMEKW4+0hETa45t/f6uDILj8+GlcddoB+w1BACOGhfsLQqbKO/1s0ZRS5owrJOlpbn1117D1xdealmSXG40y4cyfg1ME1e/Af36MEIJiJTCG+FzaHZGIyRyd6PcKtKZo56vMfuYKDn3sIiZtfxxTeLyhZrN00fd5/qjfsH3sCWhpIJWB4VjkPucVoAS6RwywEOAIG7NrzK+l+vReWVCW5qrZLXxuepyrZrfwPwe3cEJlEkNo1jUb/GplhH9ttenTM1MITGniSLsj1tBCc0Kqme+3VPHhdBMx7VMjDW4zC/iOWcKL0ulbwSeC16St4PX19UUxDIE53CvzwkKKAhROJr7QwY5EMCwbKSVpX9OYcPPyFMGwc4rYfa9ACIFpq7x+ikeFOe7jB3YMA4SE4z5+IMWjwnm1k48CeObMmdi2zebNm5k2bVq3n/HjxwNQXl7OxRdfzJ133slNN93Eb3/7WyAw8Js4cSLf+ta3WLBgAdOnT2fTps7xnGEY3dorKSkhFosxadIknnzyyaz9mTNnDlu3bs0p5jBb+wDPPvssV1xxBWeccUaHOWJNzfAoz+bMmdNn32tra1m5ciXXXHMNJ554IgcddFCHoeF7Fe8Pym8E3SAcp0+DnT3aDwQR26Al4e4XKyTDBduQfOu08Vz/r828uR0+lfof7nj1h4xxE2w78GJSul1NEEzODaU4ebLBkxtTbG2GFTUwu5g+6y974gQvzhMqQp1QPK0i/Ub09YSUEqtAYBW5pBoM4tstCqZoasuTTNju4aQMyurC7CoNVtGTQmK1HY52XiY2toVQaYKd77xN4bgJWV2QtQ7Gim2ewJCawZiDexqaXYGvRYd3Vao1TsO2rQCMOnAc2nwQAJU8gjQQihuE2wx8oWkYHQhE+0NTJvYwMjaIPdRas7TNwC9zEFpzUhYVQbR1KwdsuReAdyZ+gjanqxGbyKRYCJRSCMPO7cEvwOiiIrCEwO7vmhndycD6eIor71vO29uaMJXgO2fP4uSZowY+7z4E25B5y9hHsHcghCBkKlrzMKsN1ARTuezPr/PAigY+cWgZYwqGxyU9kfaxDR+rvbY7NhpO+zE88AVY9mcYdxhixmmUGFDrBvXvg0XEVnhtLsNgc0Da9/dN1Z3vUr71acatuoNYfZAc4yN52FvIbZzNBWcspiScxnJTpFN+xwqqVAaGLXCTffsI9IIUaBNEF7JECLCFCT6ktRvMukwDktlX9QotTaHV+Vk8aUySQ0pTPLzVYVWjybPVNsvrTU4fm2BOsdsxb5dSYgmzWxqBAFAGwjRwhOAUP8HiVIIlKsxjKky1NPijLOARP8xZXpzD/EAd2G5EGDTQ/32sPQ552CCsQDkgFIZpIg2jT8M4X0NTwiNi6YFJWWWAvW8b3e4rmHnUGCbMLKGxuo3CihDR4t1LrMRiMa688kq+8pWv4Ps+Rx99NE1NTbzwwgtEo9GOqMBZs2aRTCZ56KGHOOiggwCYNm0amzdv5p577uGwww7j4Ycf5u9///uA57zuuuu49NJLqaio6DApfP755/mv//ovFi9ezLHHHsuHPvQhfv7znzNt2jRWrVqFEILTTjttwLbb+3XHHXewYMECmpqa+PrXv56XQqE/XH311Rx88MFcdtllXHrppViWxdNPP81HPvIRSkpKKC0t5be//S2jR49m8+bNfOMb3xiW8+6r2PszxRHsUQjDQDr7Ts2xEoKok7tr/3sFjim59vQJHDwmTAthPpm6mh1v/JtxK25BANI0kCJYWRZAccTg+Iw3wUPrvbziEE3gHDdY+X9YRWnL82pLyyQyLjA9jG+10DpgeKtGBWTD2KpYx0DPReD5xejULABGHdJIurWVuvXZI2K0D+jAbTru5h+LqHWgIPC06GgLoH79OtCaglGjscpXg9AIdwrCH0UKQdmu4MFcX5bCz5Lx3RVuAuLbgmtfMDUYYG6LQ/3oYFB0iJegrMd6kfBd5q77DUqnqS6ax5aKE7ptNwwVqEvNYFVAGrl9Jw2j091aCIj19zkQAszOB+fm2lY+96fXeHtbEwWOwf9ecMh+RxAA+4TJ1QhyR9jKfy3i0InFLJxUgutrfvfy8KkJIEg76OaOP2UxHPb54PfHvwX1m5BCUGKIIXkLGFJQEjGJ2WrIHgXJ3WSEOFhIt40xa/7Cwkc+xEEvfotY/So8ZbN6/HmcmLqR/0pfwbzDDqciZmGoCMKwsZzuaSRSKQzHyUNRQLD6bnbW6rfDliZWu6Kgn1jEbCi1NZ+c2sYnp7ZSYvk0pSX3bgzz+zVhqhIqE2vodBAEgmAcJRwn8B3oQu7awKleKzekajnPbSGifXZKgz+YhVxnlfCK5eAb7aqBgV+4ZTI8ZQbCQooYpoxgOSGcSATTtnNylI+nfJoSLn16nLf7ELzPVKFDQbTYYewBxbudIGjH9ddfz7e//W1++MMfctBBB3Hqqafy4IMPMnnyZCzL4uqrr2bOnDkce+yxKKW45557ADjnnHP4yle+wuWXX868efN44YUXuPbaawc836c+9SluuukmfvOb3zBr1izOOuss1qxZ07H9/vvv57DDDuOCCy5g5syZXHXVVR3pAbng1ltvpb6+nkMOOYRPfOITXHHFFVRUDE8azowZM3j88cdZvnw5CxcuZNGiRfzjH/8I0qek5J577mHp0qXMnj2br3zlK/z0pz8dlvPuqxhJN9jL2NPpBqogtsciD/NB2veIJ719Qk+wO9IN+kIi7XPdI5tZsaOVGHH+bN1A5QGHsX72ZfhJH89r7ti3vs3l608mSXpw2SGKWYW5Xy0P+I5Zzg5pcLbbzLmZEoRckU6k2f5EBO0Jyha04JS6KFdw8BslKF/yzrRd1BcGmb+O9gmpbaji36J9wTt3TcVPRzngtDNRWQZvyoD2WGlb6rxiEZvSgnSmxMBLZ3wOXJdVjzyIl04x/ZjjiBx4J8hmVPxCZHouTZ7i4DdKUb7g3Tlx2kr6P1/DKkXDKgO7xGf0sUHBxt+2CB6eMgqk4OpUDdN090KOaVvv54CtfyWlIvxn7k9JWiWdG4XENg0EYIRCmMrGCOdwL5ICJ9QZfRSRgki/XgQhcIJ2l29p4Ov3vUljW5oxRQ43fWweE0v7r83bFyGFoDy275CcI8gNDa0pkm5+E90V2xv5zG2vIQXc+/FpTCoevvc9bCkiXckL34W/fBK2vw4VM+H8u8GwSWtN/TBFGibSPq0pL29lgaeDSdq+ADNRz5i1f2XMmr9gpoJkm5RdxPbpH2XLlA9x7b9b2FiXZO64MF89YXS3CbTntaH9BOm0xnc7L4L2fdKJRO6KguAoRBp6ssop7ZLyM/fiRDKIRswDaR+e3WmxpMrG1QKJ5uhKzWljfcKGQFgKpJnzfLhNSJ4yQjwhQrRm1JujtctZtDKfVL+rdEoKwnnUnmeFsJA4mKaFNEzUEMxelRQU2FnMSJ0CMAav9Nlf0w1GMIL9FSPpBiPICuHY+yRBAGBK9b6sM3ZMyXfOmMDMyhDNRPh46ptUr36FKW/8DGmA6FIRVBwyOGFScI0eXufnpSZQwAczhMPjKkJTnl99wzYIjw4knK3bggGBZ2h2VQTEwNiqWMe+KSHBG4NOTUJITeX8FrxUkpo1q7O23XWcl/RF3zWhPdDShSAg428A0LBlM146hR2NUTChCWQz+FFkehZpoLjWRvmCNselrbj/kan2oXlDxrBwSmfHXrTCIAXliVQvgqAgvoHp2/4GwIrJn+5OEBCYFQpAqMCTQ5g5qggUHYNuJSA8kOQ+Y1j45MqdXH7XGzS2pZk1poA/fOqw/ZIggBHDwv0Vg1ETzBpTyDHTy/A1/HaY1QRtKQ/X70JaSKO7P8EzPwbAFIIiJYdlkdQxZYeyIJ9qmbZ9QEXgNG9h2ms/ZuFDH2Diit9jpppoi4xlzaFX8cpZ/2TzrM9x/2qfjXVJIpbks4sqepVPKRVCqDCmKVFW5zYhJabj5B8RaAZpAF1hCQNbmsHau2XmvbptSjhxjMtVs1McXOzjI/hPleSHbxq81mhlogxz6JsKFA+OCWeINm6gng/oOGHts0MY/E4UcD1FvI5FtndXCHCsIXzohIWSBTh2IaFIFNNxhkQQQGB229Dmdif7rPCQCIIRjGAE+zZGSIL3CYQQyH2cAbUNhfM+jDULZYiCgypDNBHhotQ3qV7/FlPf+BGyh23ImdNtLAWbmjTv1OV3nvl+gsl+iqSQPKTyqx8UQhCdHEyoW3ea+JmYwerKNnyhKWxxiLYEgwUfSAN+25EAlBxQi7Q8atasxk0merXdtUwAgljEgfyS2tyAUGhH+3hfa03tmsAQZ9T0mfj2SwDI1EIEBkkEZdXB96B2THpAxWd8m8TLxB5GxgQnqU5o6iqDSfYZursiQ/pp5q39f0jtsaPkcLaXHtV9u5IdZp1SmYFhocphkCVFN0fjiBxg4mLYaKm486VNfPPvb5PyfI6dUcZvLppPSWT/HdS9H4nE9wIsQ2IMwkfiC4unAPDEu428u6v3vWOw0EBzTzYyVgmn/yT4ffldsPpfAFhSUDiM+fSOKSnNkSzwte5OZuxhxGpXcNDz3+CwRz7MmHX3o7wkTSUzeefIH/LqGfexY9qH8Q2HDbUJ/vlmYOD1qSPKKQpnJ4WUtJEqjKEkZhczFSElxiCIgmwRiaYwsKQdxPZZ+SVjGNLEVhblYcVnD4BLZwvKQ9CchjtXefzyDY9tLdmJZd1hREgvI8IQmjMJyIKzdJyQ9tkuDP5PFPADingDq5uQwjIFcjBlBsLCNIoIhUoIRQswLDv3+MIc0P69iae8IFrX6p2cM4IRjOC9gxGS4H0CEQ7n+QDeOwiZCnMvuawbQEQIInvh/GFLcd0ZEzhwVIhGonw89S12bVrFAW/egOwySCy0BSdOCgZgD6/3yTljiWA+/KGMN8ESFaYmn4MBp0RgxjzwBa3bg8FX2vapKw38CsbvLOzYN4WE9DS0W45QaSoPSeK7LtWrVvZqV3dRAUDgT9DSjz9B0oNWr/t71H58fFc1ieZGlGlSNq0Qba4DLVDJhfiAGTeJtJr4QlNfObCEtzljWBib5HU4Ev8zFQZLYSZcjpLJbvtP3/pXYm1bSZqFvD35sz1WsgRGJh5KIFBKIgwTkcPkqasXgSUEzgAfUU+F+Nnj7/K/T60F4KMLxvGj8+bsE7LOwcJSI4aF+zMGoyaYXhHjpIOCWtNbXh4e9+p2uJ5PW7rHPWDysbDwkuD3J66B+sDJ25GCAmN4nwuOKSkJG/2SBUl3L1j6ap+S7c8x56lLOeTfn6Z861MINLWjj2L58bew7KQ/UjP+xCA5BUh5Pr99thpfw8KJUQ6f1D8BLaWFVBGkkliO7Lj/CSkGRxQYmQjBLjCFxJY2wjBz8icQQmJLC1OZSGUibRvp2MwsM/jGYQZnT5ZYEtY3aX7ymst9azxaMwaKWmZ8EkxB8Eb23f8QmrMzZMGZuhVH+2wVBrdkyILlWAghsPIcgwhhYdslhMOl2OEoyti9nuRtHjT6Dv77q1p5BCN432GEJHgfQJgmMk9GfW8iYiuMPZS+IIGQEBTKQFYakoKQFANLuXcDwpbiu2dO4ICKEA1EuSj1Laq3reegZT9GeJ1uzWdOs7AkbGzUrMozfeUgnWKmn8QTgn8Y+aoJIDoxWH2Lb7M7JvE7xwTO/sUNNpFkIJ1PC4FGotsWAVA2qwYhNXXr15KK905X6Gnc7WpBm9f7PUj7gdKg27FdSIa6jIqgbPJ0CAexh8I9EKGLSUGHYWFDaRp/ADlnsl6QrJcgOmMPNfBGNFARzGqOd6NZiptXM3V7kKLw1uTPkTK71zW2mxUCCDOQrUpjYEdeIQWG2WlWGB2gzKTNE/zPP1Zx39KtCODLJ03na6ccsN9PsEdKDfZvOObgZPuXHDsFKeDZ9Y28taNtWPsUT3q9EwyOvALGHgqpODz0ZXADIjAsxYDfvXwhhOggC6KW7EYWaDRJN7+a+iH1xUszasNDHProhcx+9qsU7XodXxpUTTqT1069mxXH/oLGivm9JPx/e6OObY0pCh3Fp44oz2mSL6WJlGGElFi26DA07CAK8rpXZY9INITEkTbCMvuMRQSCWEPDQVkO0nGQttVt9d2UgpMnKr610GBeuUAD/9nm8/1XXF7c5eMr8i5rCKP5AK3cQD2n61Zs7bNFGPxGFHCDKOR1z8zJxFcoBydUTjhajmmHsyYIDTuEACtKWmsaWtOk84lJHMEIRrBfYYQkeK9DgAzv22UGPRFEI6oOWfbwtw+WgAIhKFGSiBSYPc4VVQJ7Lygv2omCGRUO9cS4KPUtdu3cyqw3foD0gsFqoSM4cXK7mkDn/S1uVxO8KENsFfmtOEQnaJCadLMi3RQMSBIhj4aiJALB2J0xlDTQQArQyTloP4o044yaF5hUVa98u1e7vqaXcVWbJ0h3GX94fuBDoHus1LQTBKmWZhqrtgMwasY0fCsgCVTyCABcT1JSE5AYdWO6+whkQ7fYw8xX6HVtkQiZ4PqcrTpjD5WXYO66mxFotpYdy86Sw7q1JYTE6DLwVIaBEBYyh/Iaw+xUEYSEoL9ErNp4mi/ev55n19RgG5IfnncwFyycMOA59nUIEUQfjmD/hRBiUGqCiaURzjh4NAC3vFI7rH3SQEtPU0BpwBk/h1Ax7FoJz/yoY1NUScLDTBRAJirSUt3IgtQeUhGoVAvjVt3Bwoc/yAGvfI9I03pcI8KWAz7OK2f+nXcP/w6tRVOzHrt6Zxv/WtEAwKcXVRBzcp+kSmmiVBSEwrQl0uhCFNj5EgVkIhJ7+CAIgSMdRKh3ioKQEtu0MZ1QQA70SCroiWJH8OmDTS6bbzAqAi1puHuFxy9fSbOlaXAT5QiaczNkwWm6FRvNRm3wMzfKtekYyzyjN1kgBMoMEQqPIhIpwzBzjM8dLpjhwG2YoBymqS1NW3rPkVkjGMEI9hxGRl3vcUgn1C3bd3+BFIKIbQyuLq8PmAKiQlAiBQVSYg0wCClQvcmDPYGIrfjumROZVu5QRwEXpK5h165dzFr6PZQbTEzPmGZiSljfoFnVkF/7k3SaBV4bWgj+pmIDH9AFyoLw6GBAFN/WWdtelVETlNY4hFwLJQ2SQgIGuu1wAMrn7AI09Zs2kWhq7N6w7q0mgIAU8HVAIjS7Aj/L56FDRbA2iNgpHjsBs3gdyDbwShDuDDwgVuegfEnC8YgPYFjoZYk9BHiQQEUQq2plYrizjQM3300kUUWbVcKKSZ/q1Z7RRf4plEIKgTQH9gYQUqAyg2cpgkSDvrChLsFn/7qelTvjFIVM/t+F8zn+wOGJBdrbCGWiIkewfyNsDi7u9rNHT8aQglc2NfLatuHzJoBALp/ouWIfG9XFn+BuWP1Ix6YCJXF2kyqnK1lgSIHcjZ95q7Wayct/xeEPnc2U5f+L3VZNMlTO+jmX8/LZD7Jh3hWkwn1HpCbSPr97bicaOGZqjPkT8jdDFUJliAKJaUoMa4hEQZaIRCUEIekgLatjH8uwCDlRDCeKNPonBzqMCC0BhuCAMsVViyzOmaGwVaDou/GlNH95J008PThaJ4rmPNHGL61GzlYJbDTrtcFP3BjfScdY7htoJKYdJRweRShUijL2gjrUsKCH0a4G4kmX5kS675jEEYxgBPslRkiC9zCEUkhn/40LU0IQcQY3qOxoAwgLQbEUFMpgcJfrZEMIKFRityka+kPUVlx/1kSmlmWIgvS17KqtZ/Zr16HSLRQ5khMy3gSPrNfoPLv4Qa8ZqTXLlcMakd9go11637rDws+MreMxl5ZoGqkFo6pCmNJASxMP0IlD0dpE2bWMmhMGNDtXvNWr3WwkgZ/xJ2hOC7wsL1L77bGHKWo3bgBg1IyD8K3AsFClDkcgSUOnYWHlwIaFzRsV+AKr2MfOEApbhcEWxwGtWdDW0vE5Km18i0k7HwPgzSlfwDW6D5YDs8Iu/zdMQCByMCzsqiLoz6zw9W1xPn/fenY0pxlfEuL3n1rAweMKs++8H2LEsPC9ASkF9iDeyzFFIc49ZCwAN7+0a9gnIy1Jt3d99aRjYOEXgt+fuBbqN3ZsKlRiQJJ5KEj5PqYhKAopItbwEmThxnXMePl7LHz4XMavuhMjHSdeMJnVh13LK2f+na0HfRLPGrgU7d6ltVS3uJREDC5aWDbo/gghOxQFqt3QUAyRKLC6Jx9IIQhZMUzTwQnHsMKxDDnQdzM6Qzh0GBF2eWgYUnDCJINvHmUxv1Kigee3+vzguRQvbPUGVatvW4ICobnAaOMmq5EzVQILzVpt8ON0jOu9It4Rsb236KMMsPomgpKuT0NbGm848kJHMIIR7BMYIQnew5CR/d951hCSiJ3fQ1ECTsZnoFhJwnLwE32ZIQr2Rjl3O1EwucSiVhdwQfoaquubOfi1b2OkmjgzoyZY16B5t3Hg9rqiUnsc7Qf1vfcbBXnJWp0yjRHWaFfQVtVJMLSrCcqrHaQrsKSBK03QYXRifrBtbi0gaNq+jdba7kZk2UoOANK+wO2DBemIPdywEd9zCRcVE6l00cZW0AqZWgCAaDWJxjOGhWP6NyzUfoYkAAq6xB4+JoMBktzZxhEFwYkNt5W5624BYNOok6kpmtu9MSEwVRcVgZAYSiINGzmAY7pQAsMM9jGFINTH7o+tbuC/HthIc9JnztgCfv/JBYwv2f+/++2wVHDNRvDeQHiQ3hIXHzkJ25C8ua2J57ekBj4gD2gdEAW9cOR/wdgFvfwJhBAUK4GxmwjkRGZFut2zoDikCA+FLNCawurXmfWfr7Dg0Quo3PgQ0ndpKD+Et4+5kaWn3c3OKWejc0laAd7e3sqTq4OHzueOrBj0e9qOTqLAQEqBZQeGhh1EQd4lHpnkgy7XSwiwQxEM1T8p3h5fiNmeUND3uYscwafmmFy+wKQyIoin4d53XH7+cppNjbmXIJhGd9VioYRPhDxuLtR8wFFYwCpX853GBFc3JFie8vbsqn3Gh2Ag7wXP1zS0pki5Iz4FIxjBewEjI6/3KIRjIfaEic0egCkV4QFWn7r6DBRLQTSLz8BgYQgoGChybjch5ii+/4FJTCw2qdGFXJC+luqGVua8eg0VsonjJgYT0H9tyF9NcLbbjKk1a6TFWzJ3xUlPA8N2NBalaAu5KE9Snlm1R1pIqdBtR6C1wAhvomJ2CQBVb7/ZfaDTR8lBn9Dt0Yc+u9Z2xh7q9tjD9ByEjuICJbsCg8DGkjTeAOPg1u0SLyGQtiYyNuhQI5KXVdBGbGsLUzKL9DM3/YlQqpa4PYqVEy7q1ZahuithRKbsQBgDX2+zS31tNsM0rTW3vVrNtx/fiutrTphezP9eOJ+i8P4bcZgNI4aF7y2YSmIOgvQpj9l8+NBxANzyYlUvb5KhIun6JL0eZQfSgDNuhFAJ7FoFS37YsUkIQYkx/EqzlO/3ij0UQhAaDFnge5RteYp5//4Mc5++lNIdz6MR7Bp3Am+cdCtvnvB/1I05BvIwCo6nPH7/fDUAJx1QyOwxw0NICiFQKgLSCBz+bYFUGaLAGgJRkAvD3xFfKHrFF+aC6SWSqxaZfPAAhWPAlibNL15Oc8+KNC2p/ifzQgjsDj8GhWHbhMKFOE4p5VaMz8UcflsS4uyQgQm84/pc25jgm40J3k7tIS8AK9qv+WNXaKApkSaejXQbwQhGsF9hhCR4D0IIgXQGdk3fn2AbCjvLwNIkiC0s7uIzsDtqly0Jsb0UzVjgGHzvjPFMKDTZpQs5P30t1U1J5rz6TT48oQlDwpp6zZqm/NotwedEL0gauF/FyGd+Hp3gAZpUvUE6nrkuAnaODtQEFVUhhA++yEReUYZOzQy2za1HSEm8ZhctO6u6tZsPSaB9QEPLtipSrXEM26FkUiW+tRwAmTEsTHuii2HhwAOXpiyxh0+rMJ4QiPokh5hppBBU1C9l/K4laATLp34RT3U3CO1pVgjthoXGgPWkUglUxqjPEYIefly4vuaHT2/n5peCwfpFh5Txg3Nn7dcRh9kwYlj43sRgV54/uWgiYUuxemcLT25MDnxAnognPXRPOVOHP4GAN++BVQ91bJJCUGwMr9Isker7JpgrWSDdBKPX3s9h//ooM1/4BgV1K/Clxfap5/HqGX9l5VE/orl09qD69+dXaqhrdamImXzs0NJBtdEXhBAoGQFpAQLTkiizXVEQGhxRkCUisR3t8YXaZMD4woGgpOC4iQbfOsrisNFBCcKL24IShGc3912CYNsSZdhYoRBOKIZllaBUFCk6vyMlSvL5qM1vS0Kc6RgYwIq0zzcbE3yroY0Vu5MsMEMwCP+DtrRHY1t6JCZxP8dtt91GUVFRv/tcd911zJs3r+P/F198Meeee+5u7VdfWLJkCUIIGhoa9sr532sYGX29ByHC4fekyVfYMjCF7IgtLJKCwkxs4e40eGqHIyG6l2LkSmIO3z5lFOMLDHbpIs5Pf5vqZpdj37yGD42tA+CxjeQ9xjndayGkfbZKk1dk7ikYRghCo4LBbGsXA8O60iQp08NKK0pqgvYSCGxpIRJHA6AiK6mYGdQXV63oriboq+QgG3w/mETuWrsagIppB0BoGYg0whuN8CYCEKl3MDxJ0vZoKemfhUg2CJJ1mdjDycHAK0VAEgAYm1o4uFRgpps4eP1vAVg/+kzqCw7sfY16ZFULw0AKkObAKoL2yEMpeqsI4imPKx/cxD9W1CMFXLl4NFcsnpBTu/sbRgwL35twTDWoe3ZR2OpI6/i/57fhMrykmOfr7Cugk46Gw9v9Cb4N9Rs6NhlCUGwMj9LM1T5pf2CmtC+ywEg2MGHFH1j40DlMX/pjQi1bSFsFbJr5WV4++5+sXfANErHBp50s3dzCc+uaEcAlR1dgm8M/hBRCYKgwQgbPFcMIDA2FICAK8iYNRY+IxC6qAWPgkoJ8UWALPn6wyRWHmYyNCVpduG+Vy40vpdnQ0PneCiVwQg7RcATbDmMYRb3IgZ4oVZIvxAKy4IwMWfBW2ufqxgTXNrTxznCnDCgLrMEvOKU9fyQm8X2AK6+8kieffHJY28yFnBgs/va3v3HyySdTXl5OQUEBixYt4rHHHuu13/3338/MmTOxbZuZM2fy97//vdv2H/7whxx22GHEYjEqKio499xzWb16da9znXrqqZSVlSGEYNmyZbvlNe0ujJAEexvSzFva1h+EaSKtveB6u5shRLCiOiZiUm4ZROTuqwftD2ElCO0loqCsMMw1J5QzNibZ2U4UxH2+03QdU+UOVtX6rG/O7ysdRXO61wLAA0aMfASC0YmZlIPtVocCQEvYOTrwOqjcEQINaSHwAVtPQacnIYRP+ZxGpGGQaGigceuWzkZzLTnI7Jesb6SlphohJRVTZ+BZLwOBikAgSNNZalA7OgfDwi6xh0aGM3lRhmgRCtpcrF0JDiqB2RtuxUk30hwax7vjP9qrnZ5mhRCoCIABDQu7qgjCont2+q6WNJfev4EXN7fgGIKfnDmBj8wpDVZ73oMYMSx872KwaoILF06gwDHYWNvKo+uGN+kAoC3dx0R90eUw7jBIt8JDX4F057lNIShSQycKEun8JlPtZEGFW8UBy27k8Ac/wKS3/w8rWU8iPJq1h3yNl89+kE0Hf4G0UzKkvjUlPP744i4AzphdxIyK3XvPUSqMyBDX7YaGQhKUHgxGXSQDYkBbDFk1kAumFku+drjJhw40CBmwtVlz0ytp/vyOS5uwsEIhouEwShUMSA70RJmSXBqz+b+SEKdlyILlaZ9vNCT4TkOCVcNBFkjZr1FhrhiJSXzvIxqNUlo6vKqi3Yn//Oc/nHzyyTzyyCMsXbqU448/nrPPPps33nijY58XX3yRj33sY3ziE59g+fLlfOITn+CjH/0oL7/8csc+zzzzDF/60pd46aWXeOKJJ3Bdl1NOOYV4PN6xTzwe56ijjuJHP/oR+yNGSIK9DWWCUxT8O1QIkOHcV4P3B1hCUKAkZUpSYAgcKSiwDdRemqgDxJTA2gsEhTIMSgosrjmmhDFRQZUu5mPud6hpk9zvfJ9pYiuPbPTzJp1O8lop0B67hMF/ZO71peFKH2lr/KQksavz81tTkcBVPk7CoKg+mBC324yZycXBa4kso/ygIHt754q30F0G5bmQBO0qgpqMF0HJ+MkYsR2gdoG2kKlDABBtBrFmE42mfnT/gxQvCS1bg1tiLGNY6ANPqGCgZGxq4aAimFT/ImPqXsJHsmzqZfiyx6S/h1lh8CeFkhKhLOQAXiHtMWBKCMJddl1bk+Azf13HuzUJikOKW86bwjGTC0AqyMHjYH+DOWJY+J5GaJBxiFHH4ONHBCqh3z+/hbQY/s9+cyILXSoNOONnnf4Ez/yw22ZbBs+qwcLXOm/DN6dmJeOe/gYz7j+HUavvRXkJ4sUHsGrRD3jlzPvZPuNj+MbQJ/Naa25/qZqmhMfYIosPzhsa4ZArlHKQGS+YdkNDqQKPAjmoMqTdTw50hZKCYycorjnGZtH44JnwylaP7z7VwnMbBVLkRw70RLmSXBazuaUkxCmOgQLeSHtc1ZDguoYE7w52Yt5uVDhM46z2mMSWhDsSkwg019aw+e03ae5h3rw7cNxxx3HFFVdw1VVXUVJSQmVlJdddd13H9p///OccfPDBRCIRxo8fz2WXXUZLS0uvdh544AFmzJiB4zicfPLJbNnSubjTs9wgF6RSKa666irGjh1LJBLh8MMPZ8mSJUBQMvDpT3+axsZGhAhKiNv7fOedd7JgwQJisRiVlZVceOGFVFdX53Xum266iauuuorDDjuM6dOnc8MNNzB9+nQefPDBbvucfPLJXH311Rx44IFcffXVnHjiidx0000d+zz66KNcfPHFzJo1i7lz5/LHP/6RzZs3s3Tp0o59PvGJT/Dtb3+bk046Ka8+7isYGYHtExBgxQLWdgj3ZOmE9l48zjBCicB4sNSQFBkCR3af90oBMaf/+KLdjcLd6GzdH0zLpihm882jIgFR4AdEQbOruNe6Hmo3sKU1v8+AjeZsN3goPGhESeb4IRQSouMzBoY7OskpX2l2jQrUBKO2h0FDMnOrEe6B4JUjZJLy2S0o2yYVb6Fu4/rO43MoOdA++IkUdVs2AlA54yC8TOyhTB2KwEYDBdUZw8JSF9fuv9GO2MOiztjDFdJmhzSRro/a2spRxQ3M3ngrAGvHfpCm6JRe7RhG78mPNIMBohxgMq+UQGUmGl1LW17d0sIl96+nusVlUrHNrR+ZykGjMoN/IzSsaqR9BUN1TB/Bvg0pBc4g3+OPLhhPScRiW0Mb/1wdz8t4Lxd4vqY1lYUoiHb1J7i3mz8BQEgKYoMkChKun1ulldZEtr7AxH99gan/vJDCDY8htE/L2EVsPO0WNp57N+kDTydkW8M2HX5pQwuvboqjBHzh6AqsPUjeSWkjVQQykwXLFigjSD2Q+7jSSBoSI+RQUhTmkwtiXLW4mAlFJm1pzZ2v1/E/j2zinZ2tQz5PhZJcHrO5uSTESY6BBF5Pe1zZkOB7jQnW5ksWmOEg8nCYkXADn4L3Qkyi1pp0IpH3z7LHHuZ3X/o0f73+m/zuS59m2WMP591GvkTL7bffTiQS4eWXX+YnP/kJ3/ve93jiiScAkFLyq1/9irfffpvbb7+dp556iquuuqrb8a2trfzgBz/g9ttv5/nnn6epqYnzzz9/SNfv05/+NM8//zz33HMPb775Jh/5yEc47bTTWLNmDUceeSQ33XQTBQUF7Nixgx07dnDllVcCAblw/fXXs3z5ch544AE2bNjAxRdfPKS++L5Pc3MzJSWd5OeLL77IKaec0m2/U089lRdeeKHPdhobg8SXru3s7xj+u8AIBg9lB4qCVBy8dF6HCqWQzv67migF2CJQCvQ0acsGJSBqm7Qk0nnF9w0XhIAiJaj3NN4e7IAyDAzboCTscPVRHj94LsGOeDHnu9/lXvM73G19n+vWfJNJ82fgubkPDI71W3lcR9glDP6twpzpxQc+CIhN9GlaC4mdEi9loKxgYF1d2caoHWGicZNos0lLQZq0BhOJSh6LF74fFXmVioNOZ8ey5VSvXEHxhElIw+goJehrgUXr4Kdu/Tq07xMtqyBcapE2VwCdhoWuD6W1AXlRN7r/71PP2MP2OffjGRWB2BpHeD6fbP4dlttCY2Qya8d+sFc7QkqMXhMWgVIKUIgBFEPKCo61hcDONPPwynp+8NQ2PB8OGRPmJ2dOpMDJXBwh3pOlBiOGhe8PhE1F2yBM10KW4uIjJ/HzJ97l1uc3csZB8wh5vVe/hoLWlIdl9DYfDfwJLoWXbw78CSpmQkknWRhRAo2gJY8Hg0aTGGgi56cpXP84pW//iVBdoKDSQtE45VRqZn+SZOkBHbtKApLNMSWJtE8inSMBkQX1rS5/ejkoMzhnbgmTSve8WlFKEwjj+62gwbQErusDNi5J/H1Iyi6EQJoKqUxEhugVmEhpM73c4JoTC3lpS5x7l9WyuSHFdU9s5ehJMT4xv5zi8NCG5JVKckXM5iNhk7/E0zyddHkt5fFaymOhpbggbDJ1IGLFsGA3+tu4vqaxLU3UNrD243u8m0zyq099eEhtaK158tabefLWm/M67orb78N0cv8ezpkzh+985zsATJ8+nV//+tc8+eSTnHzyyXz5y1/u2G/y5Mlcf/31fPGLX+Q3v/lNx9/T6TS//vWvOfzww4GAdDjooIN45ZVXWLhwYV59B1i3bh133303W7duZcyYMUDga/Doo4/yxz/+kRtuuIHCwkKEEFRWVnY79jOf+UzH71OmTOFXv/oVCxcupKWlhWg0mndfAG688Ubi8Tgf/Whn6WhVVRWjRo3qtt+oUaOoqqrqeTgQvJdf/epXOfroo5k9e3CmsPsi9t9v6HsWMqMqCOelKpDh/W+iIDLEQIGSlBmSmMqNIGiHpQRhe+/xXFJAoZLD6mydC0zLRlgWRY7im0c5VEYE2/xiPpb+LnEcro9/n+TO1Yg80hgM4Fy3GYB/qSgtOX74zJjGLvUBQVuVTfuH1jU1teVBzW7ljuCzmcpsk6lDwI8iVCPlB6UwwxHcRILadWs62u2v5ED7IH2oXhcMlCtnzMS3XgHhI9xJSD94qDj1DoYrSVk+zaX9y3hbd0i8tu6xh1uFwTvSRmiN2hTni5FnGNv0Bp4wWDb1MrTs/dkzsqy+CFMhBEjLRPbznihDoFRg0BVVAq01v3+5mu/9OyAITp1RyK/OndRJEEBQZrCXUjd2J5wRw8L3BQwlB00GffCQsYwqsKluTvK3t+rQw1Gy1wUaaEn2MflcdDmMW5jVnwAgqiThPJz4k/2oCGQ6TunbdzL9rx9g3H+uIVT3Lp4RonbWRaz5yD/ZtvgH3QiCbscKQdhSFIUNQqbMW1mgteYPL1QTT/lMKrU56+DiPFsYPkhpZhQFwefFMCSmLTAsG2Xt/fUuoQSGY2GEQijTQkiBwEDJKEpFECLoY9hUnDajmF9+YDInTStEAM9tbObLD27koXfqcYdhlX20kvx3gc1vikMcbwfKgldSHl9pSHBDY4INfS0gKGNYfAgGgq81TYl0drXOCIYdc+bM6fb/0aNHd0j0n376aU4++WTGjh1LLBbjk5/8JLW1td3q6g3DYMGCBR3/P/DAAykqKmLlypUDnvvPf/4z0Wi04+fZZ5/l9ddfR2vNjBkzum175plnWLduXb/tvfHGG5xzzjlMnDiRWCzGcccdB8DmzZuz7t+1/UsvvbTX9rvvvpvrrruOe++9l4qKim7beo5BtNZ9jksuv/xy3nzzTe6+++5++7+/Ye/fWUeQHcoJTA1TcfD7v5EKx+rIX98fYGYUA7YYesmbY0hAEe9rMLebYQgokJJG32dPldoFagITP2VRHEpy9VEONzyfYFu8mA+lvsffrWs5dc31vO18k53RA8m1Ywv9BP/y02yVJv9SUT7iNed0XGyiR7JW0rLJIDpFgRt8XneObqWs2qGwwcZpVSRDHmE0AhOVPAov9Bgq/CKVs09jyysvUb16JSWTp6IsC1+D1GQlyrQPzVu24CYTWOEIRWPH4tp/BjpVBD5Qlik1qMvBsLAj9nCi16FgaFcRFNW3UZqs4grnDgDeHf8xWsLje7UhleplVgh0xB0K1T/z364iCAuB7/v84OntPLyyAYCLF5TzhSMqejvCm7t/QLc3EN7HZcQjGD6ELEUyz1p8AMuQfOaoyfzwX6u4/YWNnHPwQqI0DGvf0p5PW9rrbaApVeBPcOcHoWY1LPkBnHx9t10KlCQkNSlfk9SQ1rrPW3E2w0KjtYaSd+6hZNVfUKngXpwOlVI38wLqDvwIvl2Q8+toJwvyVRY8s6aJN7e1YkrBJUdVYOxFLyAAKQyEiuJ5LaB9pJRYtiYtAl8Yb09POgUo0+imGgj+bCCkjRTdiSslJZaRUaw5ikuOGMUJ0wq59dVq1tYm+NPru3hqXSOfOayC2ZW5+wP1hTGG5CsFNh9xTe5tTfGfpMdLqeBnkaW4IGIxqZ2ka/ch2IPk7P9n77zD7KrKt32vssup01MmvXdSCJBQAyRBqhRFIEoRERBERMXP9gNBUZAEFCyIAkEJYokYJQKRGgIkISG0hBDSe59eTtn7+2Ofmclk+syZTMm+r+tcyZy9djlt7bXe9bzPWxZLkkg60AX7e21Z3DL37y3ap/jAfp647YZa6QJCSq6e/Vsi2c03/tNWy5QehlH7eyhSY4zNmzdzzjnncMMNN3D33XeTnZ3NG2+8wbXXXks8Hq+zz+E0J5B/wQUXVCsQAPr06cOCBQtQSrFixYqUyrKGxtQApaWlzJw5k5kzZ/LnP/+ZvLw8tmzZwllnnUUsFqt3n0OrCUSjtfvMZ555hmuvvZa//e1vdTwDevXqVUc1sGfPnjrqAoCvf/3rLFiwgNdff52+ffs2eP1dke63BNWdEAqsaKNyYiEE0u78KgIlBKGUz0CWFgRk2jxxsLVql1JMzcWUEDnCq7mGZSNNb9KZHZB8/ySbHkHPzPCzlXdT4AaZ8OFP6VX0frOPKYFLUoGBl1SIA83sHoL5DkK7JMoEsQITkZqRV9oOBdlex91rZxBX1BgYytgJ4Bq4eic9hgjsaAZOPM7eTz72GjRQ5cB1QLiSXZ94Eeyew0aB9QnIInBCyPg4r12FIlJs4uJyoHfjA8fKAkHl/tplDwuRLJXe76pyXTH36UcIuOUcCA9nQ+9z6x5ECIx6DAmFVCghENJANZLjqbRASYES4MQdvrlgM8+tKUAJ+N7p+dw4tWfdAIG22iVvtKPxDQuPLiytWm1Ee94xvembFeBgWZy/rtyFa7R9YnU4pbFE/bXewz3g7F8AAj74G6z5d50mhhCElCRbS3poSab2FAbqkN9yZTJJ8pDjm4Wb6P3G3Qz76znkvf9HVKyYyugAdpz0I9Z9/jn2jb+2RQGCQ2mJsmBvSZx5yz1jtUsmZtM3q3OkMwohUSpcnY8mpMC0JYZ15BQFQgq0ZWAEgtWqAfCCA1KGUtUKDpuYAYF6xilDc21+8pl+XH9CTyKWZFthjLv+t40HF+9kf2nL0k4boq+WfCtq83BWgFMszzPnrViSWw6Wc29RBVsSTsqo8Mj3u13VnUAIgWHbLXpk5/dhxle/Xq3yFFIy47qbyc7v06LjpEtl984775BIJJg9ezZTpkxh+PDh7Nixo067RCLBO++8U/332rVrKSgoYOTIuqWfDycSiTB06NDqRyAQYOLEiSSTSfbs2VNr29ChQ6vTC0zTJJmsvfj38ccfs2/fPn7+859zyimnMHLkyCZNCw899qFKgaeffpqrr76aefPmce65dcd0U6dOrfZtqOLFF1/kxBNPrP7bdV1uvvlm5s+fz8svv8ygQYOafD+6Gv5IrCugA2BH6k3SFoFAp5XlylTZwkwlydGCkBL1rrSmg7CpMTpwYmHL2kZz7Y1SCm2byJSzfnZA8r2TbPKCgj1kcUHl3ex3gkxcfS+9ClY0cbQaxjmVDHMqiQvBv3WkWftIDaG+qXKImxXCrHH739XbM2XK3m9hVMpqU0ThhpCx4wBwAm/Q75hjAa9aQbzcMz1sKEhQsW8/5YUHkUqTN3gYSfMt7zpixyFS4qhoquxhUVaCuN2EYWFKRRDMd6gyAn9FBUkIQa/KGF8qfo4T1WoS0uK9oV+r1yRNa13vgFumVATSaLzsoU6pCEpLE1w/fwPLt5USNCT3nzeAC8c2YIKTBtfyzohf9vDoI9TKyZ1WkutO8fwA/rx0M0WOlXYTQ9eFkvqqHQAMOBGm3Oj9/393wIEN9bfDm1TYqQoIeYb3iGqJm3SRQGD3Kvr975sM/cfFZH8yH+nEKetxDFvOnMOnl8zn4IiLcdNUxaSpYIHjujz6xm4qEi7De9h8ZnRmWs6bLmoCBVXfG4FhCYxAOwYKBEhDYQRsjEAAqWvMkxsLDlRhalkrOHQoUgjOHJbBLy8YxMzhGQgBb272UhD+9dEBEmkyPuqnJd+J2jyUFeAky+tnl1Qm+frBcn5xsIitsfQEJXwaZtwZM7nu4ce49P/u4bqHH2PcGTOb3qmdGDJkCIlEgoceeogNGzbwpz/9id/97nd12hmGwde//nWWLl3KypUrueaaa5gyZUqr/AgAhg8fzqxZs7jyyiuZP38+GzduZPny5dx7770sXLgQgIEDB1JSUsJLL73Evn37KCsro3///pimWX29CxYs4O67727ibHV5+umnufLKK6uDI7t27WLXrl3VxoMA3/jGN3jxxRe59957+fjjj7n33nv53//+V8vD4aabbuLPf/4z8+bNIxKJVB+nPDWGBThw4ACrVq1i9erVgBdgWbVqVYPeBp0NP0jQVRAG2Bm1Sp0JrZFW45OPjqCqbGFOqmyheYS+ZRFbVzvDdwRBJbCPYMDGMC3kIQZDuUFPUZBlC/aQzfmVP2WfE2bix7Ppvf/tZh1TAJekvAnekAF2NbM8U2RAqsrBDomblNVVNsrCCYqiMYQr6LkrQEIIqmLDqvJkcAWu8QkZfQ3COXm4ySR71ngGhHWqHLggXMXudZ6KIHfgEJRdjGusA1egYp6kLelAVipIcCC/cRVBshJKU2UPo6myhzHglVSqwZBtW/l/2ssx+7j/LMrsXnWO4ZkV1iPFo6pSgVf6sCGUFkgp2LKvghv/sYH1+yvJDWkeuWQQJw5sIFAjdbuaS3UUArA7UBXk0zHYhmy1ynnG6J4Mzg1RXJHgqWXbcMzmBTdbQmXSoaKhPO4pNx3iT3ArxMvrb3cYSgi0kyRr0ysMfe4aBj93DdEtryJwKeo/jQ3nPs7G8+ZSPOD0tAc+qjg0WGDrmmDBojWFfLy7AlMLrjupJ7KD0wzqQwiBUiGvL/SewTAkZshCm+nzpxBSoEyNYQfQpnWY149qMjgA3vvcHO+NsKX4yvE9+fnZ/Rmea1OZcHnq3X18+7lNvL+zeWbCzaG/lnw3avOrrAAnWgYusLi0jJt37GL23v1si/vBgvYkkpNLvzHHEMnJ7dDrmDBhAnPmzOHee+9l7NixPPXUU/zsZz+r0y4YDPLd736XK664gqlTpxIIBPjLX/7SpnM//vjjXHnllXzrW99ixIgRXHDBBSxdupR+/bxUzhNPPJEbbriBL3zhC+Tl5XHfffeRl5fHE088wd/+9jdGjx7Nz3/+c+6///4Wn/uRRx4hkUhw00030bt37+rHN77xjeo2J554In/5y194/PHHOeaYY3jiiSd45plnaqVO/Pa3v6WwsJBp06bVOs4zzzxT3WbBggVMnDixWq1w2WWXMXHixHqDMZ0R4R5lRUuLiorIyMigsLCwTn5KR7D3YBHbdh9s2U5uHGJlqEiw05Q81MKbINtpTCNoDY4LRRVtK7ETtjVWG4INBQmX2BH6WVWWl1FRWIDr1tzU95Y5fO/lciqT0Fse5F/G98kTxbw35Aa2553arOP+SmfxnrKZnCznxkRBk+1dF3a8YhAvkmQfEycyKEmywjPzihYYDFubSVK6fDBxP6ZKUrUGHg/+Gdf8AFl5LOVbTmPNy/8FIRg+42ysSASlawQ0bhKSJTE+eO6fAIw7+0KMHm/g2IsR8ZEYpdcAYByw6PtpJjHTYc2UskZDoQWfKApWa8wMh97T4ggBr8kATxqZ5DgJnlx8I8fyCZuDY/lw3PfrHaybhlnvd14YBqZhIA0bbTWQZyfACire3VrCvYu2Ux53GJJjMef8AfSKNBIAtFLmpt2MgKmI2uk1oPPpGhRXxClrRaUDgFfX7uG7//iAoKmYf+OJZMtiRAsrBDWFFILskFGdTlWLkj2eP0HZfhj7eZjZxOpWohLWLCC5/I+ogk0AuNKgYvj5lB9zJfGMgcRdiLlQ6bq03LGhdSQdlw17K/jOs5uJJ12uOiGPM0dmHKGztw7XdUk65eDU5CQ7jkNlaYxEZeu/A0JLlDaQ9aSRecEBu9HAwKGETN1iPwfHdXl9QxFPvbuPwgrvd3FC/zBXHZtHbihNfaSUYGWwMRHn6YIi3i7zAlwSOC0U5AuZUfKN9JyrSvFao74QIGBEzwjhDjSgrqKxuUFFRQUbN25k0KBB2C2oKuDj0xlpyffZX7LpiggDmdkTYXas3FgJCEpBtpZka0FQdWyAALzzhy3doWXjM5Sod2W5PfDyMGuvKOcFJbed4D2308nic8mfsc8NM2H9b+i/e1F9h6nDxclihOvyjgqwqRkDISFq1AReKUFRbaZZlBGnLBhHOYK83QEqD+l2VKUXtHDMVYR72GT07guuy541HwK1Uw4Eij3r1gKQ0asPdjSEY65IHWdKdbvoHm/yfKBXvNEeznWgeGPKsDBV9tABFqVUBOftWcqxfEKxG2DtsBvqDRAopRr8zuvU6xe64cm+VoJFawq4679bKY87HNc3xO8vGdx4gKCblj0EP9XgaCbYBpn4acPzGNkrQlksyZNvbca10j+xdVyXksoGlEnhHp6RIQI+/BusXlB/u4pCWPYI/HE6LPoRqmATjhmhbMK1HLjiv5ScegfJzEHeyrMURJQgV0uylSCcMvtt7zvLb9/YRTzpckx+kDNHdPxCSlMIIdAqiJA1faaUEjtsoQMtU1sJkVINBAKe70+dAIGnHNAq0uwAgaFkqwwfpRBMG5LBgxcM5OwRmQgBS7eUcOuCTcz/YD/xZBtDR1VGhVIwyDT5fo9cHujdk+MDNg7wSmkZX9u+i1/uO8AeJ4nWEm0o72F6D8PSmJbGtDWmbWAGDKyggRUysFOPQNgkEDar/7aC3sMMasyA7pQqFR8fHw8/SNAFEVohAgHP1NCKtJsUsd5zp8oWZihJjpaElUB3sj5eS0HYMtp9MNUQQniBgvbyXzgUKRVGIFidi1/F6DzNpF7e92JLIpNLnZ+zz40ybuMfGbhzYZPH7esmmOJ4qwr/aKY3QaifA9IlXiSJFQqk1tWrBbt6e8fqsSuA60LV+o5M9kckBoFIkrTepN+4SQAUbN1CRWFBTcqBCyKeZO8Gr0xiz+GjcYz3QZaBk4VIpEqAVUqiRd5g8WAThoVlu1JlD0232lPhI2mxUxoE3CT/71NPdvdk8CrigXpkgUKg611lAqEUUgiE1KgGUg1cXOa9t4+HX9+J48K5IzN54IIBhK2m6ljbR9SB+kihpehQXxGfjkVJga1bFyQSQnDDaUMA+MfKbewpTeC2Q+WPirhDrKHJWf+pMOVr3v9fuhO2LoMtb0PxLijaAa/+DB49Hd54AEr34oR7UjLlWxy44gVKj78FJ5jX4Hm1EASld9/NVYIsJQiKw3v9tvP3d/ezdncFIVNy25n5ZAaNWmkInRmlgghZsyomhCAQMjCaESgQSqCt2uULDzt6i4MD4E306zMrbAkhU3HNcT2475wBjOoRIJZ0+ct7+/nWfzazamcpQgmk8srnKu09tBZoI/UwJYYlMe3UIyAxAwozI4IVDdSazI/NCfPTIX14eEgfTogEcYCXSkr56pYd/GrfAfYJB8NSGKb30IZEGRKlZXUJXymFd+9LPXx8fLouHa/x8WkxMhis6Xy1BcqEyiJIs7zyUMzUyoYtusb8xFSCoKUpbWjlp51RwiuBVZBs/9KIhm0RMyyS8dqv9QujLVbu8ibnG+OZfN68l79zO2M2P4lyYqzvc2Gjx70wUcIyGWC1tFgtTEa79ZeYqUKZEMp3KN2mKNmkyJngIkwDNxbjYE4llduSWJWK3L02hT3KMVKGA6riVBLhjTjW2wSyziCn/2D2b9nAng8/YOApp+E6DkJI9m1cj5OIY0czyOiVT8Ly0g5U5QmIVLwzvNdTERRlJogFGn/ji9anVAQDk1Rl7VSVPbxs94tkJYtZlDyWA71OZWA9+zdkVghNGxbGkw6/W7qbxRs8/4frju/BtcfnNW9QdQTqWHcEAdNXERztBEzVcO5/E0wZnM34vhm8t62QJ5Zs4vazRiAS5fU7oLaBksoEWcEG0g6mfA22vwNbl8Lfrqx5Xsia68gdjjP5Wg70PRNXtlzKLYTAoKpqnMBxXWIuxFL/tvbVbthXwbzlewG4/uSe5EW8awtZXunE8rhDLNG80okdhVI2jhA4ySpfCIEdMhFSEisrr+1xI0BqhdL1BQWqj9iitILDsbVEyFSQJaUCqfr/If+kNogaKf6hDVP7DQ8F+XmfAbz+aTGPvb2bXcVx7nlpOycMjPCVE3vSK9oCfyrDbjRdbUTA5icDevNxWQVP7jnI8pIyni8oZlFBMTOzIlyRl0WvNPo++Pj4dE78ZZsuhrAtxOE5YkJ4poZprnGrhCdxzNGSzFTZwq4QIKjC1pJgB048DAFR2XpDruYihcQMBqsnylXkRyRT+3iv35CwMZbB57mPA26EkVv/wvCtz9BYBCOXJNOSXnWC+TrSrMFhOJVyULJN4iRAKoUQEgTs7uUdq+fOIHFXVA9mRWIkJHNBVOBYy+gzbgJCCAp37aBy735AopOi2rDGgM+KAACe2klEQVSw17BRuHoHrt4KrqqukoALmXu9laQD+Y0HzGKFdcsebhWa1dJCug5f2/Q4B9wwP0pcy+icekwJGzArBM952yvhJxCq7ipWSWWSn768ncUbilESfjS9D185oUfzAgTagk7iQ5JOvPJg3e91+bQMU8tWq0mEENw4zVMTPLtqBzsKK9rFxDDpuA17J0gFp95e93nXgd4T4eJH4Uv/onzoua0KENR7ykOqJuRqSVYqNcFsQWpCPOky56UdJByYMijMGSNqp2soKQhbioyAbpYBX0cipYVUoVqDFSugscMBb8JdVb6w2oiwZsYuUtuFVGgdwjSjGNpMrdCnVsyrVs9N76EtibYlhi0xAt7DDErCYYNohkkgqLCDCjugsALKW8W3vYdR9bAUhinRhvdQWqKU9NQBsmZ1XkrJtOEZ/O6yIVx4TDZSwNJNxdz0zHqefmcvlYlmhIikhmaqbEYGbe4Z2JtfDu7DseEASeC/B4u5Zt0WHty+lz1+NQQfn25N5+7tfWohpEAGGzErM2wIZEEbBh9SQEAKsrRXtjB4hGTz7UXAUFgd6JZuSQgfgdrDRsBG1pP7/tkRJgKIOxA2YENlBp/jFxx0wwzb/k9Gbflzo4GC85IlWK7DRmmyUjZt2GPnuuigi5sQlO1I1QJOrTjsy6sgoR2sSkXmQYsqXYJAVnsTJK03sMIh8oZ46QNb31+J4ZoU7NxNZUkxyjTJGTgEx/SqNcj4WITrmQKaBRZGXBE3HIpyG1+NLKoqe9i7puxhlRfBuXtfo1/lbn4Y/zLZWZnYdfJpBIZqWIRV5cUgtYE8bEK/pyTOj17Yyurd5QRNyf3nD+S8UVmNXmst2qEOfGfAMpQvTfUBaFNgd2L/LE4YlE3ScfnD4o1gBHAbqSzSWspjSRJOAxOyyuL6nz/5Vhh4Cq6A8njr1BLNwUilJmSmUhMypZea0Ni7Om/5XjburyRqK24+rXeDv8WqYEFmJw8WSGkgZbBWoMCwNMGsEMHMEHbYwgoqrIBMPRSWrTADJnYwQjCciRW0MWwvAKAtibaE9zBTj5Scv1pmXyW1T03og02ljbWBoKm49sRe/OrzgzkmP0gs6TLvnb3c9Mx6lm1q4PsHnqLFjrZ4tWd00ObnA/N5cHAfJoUCJFx47mARV63bwq927GVvvGMUmz4+Pu1Lh/fyv/nNb6odFo899lgWL17cYNv58+czY8YM8vLyiEajTJ06lRdeeOEIXm3HIkLBpgfSQkIgw5OSNfNGIETtsoURJTC60Xg9bOoOzXUOSAi1szmPFBIzFOHwtaM+EcnxKTXBgAxJ1IQNlVE+L2ZT4IYYvPM5xmx6vEFJbhSHmUmv9NI/VYSmhrZC1KgJijd755VSIpTGVbCnpycD7bUjQMyt+UxkbBI4YZAFOMYH5I8+Bqk0pQf2UbB9C7s/8WrM9hg8HKkTOOa73n6HGBZG9qTKHvZM4DbycSdjdcseFiJZKr39b9j2V16SJ7LQmcIx9agIlJKNGnSqasPC2iqC9fsr+MHzW9heFCM3pHnwwkGc2L+Bqgf1HtiARkwQuzK+isCnCtvw/Dxay/WnDQbgvx/uZOO+UlwrSrrt/lyguLKB3jBrYF2fICEhcwDg+RocqZpSQghMKQgrTxGYowSRlAFi1RV+vLucv7+7H4CbTutFVrDpLNRDgwVmJ/URkdJIKQoOMcqVEikPzZdPPYRCqhBaR5BpUHgE2vgdbi4Dsm1+cv4Abp/eh5yQZndxnLuf38qPF25hR2E96YFWuE0eVmOCNvcOymfOoHwmhGwSLvz7QBFXfbKZh3fsZZ8fLPDx6VZ0aO/+zDPPcOutt/KDH/yAd999l1NOOYWzzz6bLVu21Nv+9ddfZ8aMGSxcuJAVK1Zw+umnc/755/Puu+8e4Ss/8ghTI80WOPUaQbAzD6khXE8TIQhLLzCQqb3yhd11MS9ia1QHuuiGlFcisj0xG1ITDPee+2ifw5WjDKImfFoR4XNiDgVuiIG7X+SYDb9vMFBwVrKUsOuwU2relE276of7JwGXyv2SeIn3mqWhAcGenuUkpUuwzCBQbFA1pBAYqMqpADjW6xiBAD2HjwZg44q3KNqzE4AeQ0fimCtBxBHJnojkIO/4lZJIofc6m0o1KNmscJMCI+pg5Xij9VdUkIQQTC78kNHlO/hW2dUAjDvcr7ARs0LwTEWlAKREHrKC+c62Eu58cSuFFUkGZlvMvngQ43q0sEKB7p4VDbQUmJ14VdLnyNMWNcGY/AxOHZ6L48IfFm8AqXHbQYGTSDqU1zcpivSC6XfVTMaE9P6O9ALaV0XQFEoIAlUGiFoScFwefGkHjgvThkU5eUjLqhkoKYjYnTdYIIVGqUYmxmkODgBoIbFaacDZGoQQnDI0g99eNpRLJuSgJbyzpYSbnlnPn5ftoSKeuq+bQc84KA2MCwX4xaA+3D8on3FBm7gL/zpQxJWfbOHXO/ex3w8W+Ph0Czq0V58zZw7XXnstX/nKVxg1ahQPPvgg/fr147e//W297R988EFuv/12jjvuOIYNG8Y999zDsGHD+Pe//32Er/wII0AGW2FWJpXnVXBIuTQlvFXtbC3J6iRlC48EAojaxhGJ7jdERAnMdjy/EBI7XHeQ1y8qOS7fG7Qs3ePw7ckmESMVKJAPUOiG6Lf3VSZ8+muEW3cAG8Dl3GQJAP/SEZrKQtQBCPT0BibFm1MpB0IgTE3ScNmXV6UmCFJ5yAqfjE0F18DV23H1BnqPHINQikRFRXWbot3bSVqpVIPKKdXmYaF9AQSC4owEsWDDy3SuW5NqEE2VPYwBr0ovAHf9tr/y16zrKCBM/whkWrU/r8bMCgFUlWGhNqtVP8+vLeAXr+2gMukyIT/Ezz87gP4Rq2W/OyG9dKJuiG9Y6HM4AUO1ae3/+lOHIID/rdnDJ7uLcc22raA2RGllkmR9soBxn4OvvAyfn+v9O+5zAFQkkiSdzmP99+jbe9haECMvpPnhtN5kSEGgidSE+ujMwQIhZCpQcMirEhKpgmkNDoA3zmjPNIPGCBiSq6f05FefH8KEviESjsszK/dx0zPreWtzGW47BJnHhwLMHpTPfQN7MzZoE3ddnt1fyJWfbOF3O/dxMOEHC3x8ujId1pvHYjFWrFjBzJkzaz0/c+ZM3nzzzWYdw3EciouLyc7ObrBNZWUlRUVFtR5dDWEHEI2sXja+s0CYIexgFpmGQY6WhDph2cIjgRSeoqCj4gRCQFQJVDtegGHbKF1XcXLRCG8F4Z2dSQTw7ckmYQM+LQ9ziXyQAsL02b+Eiet+iXDq3thPT5aS7SY5KBQvq6YDVuEBXpCgZIuqFihIpRAI9vQux8UlWmSiS41qQ0ThhpCxyQAkrddxEgncZO2gxZ7tL4HaA67ppSgAuBDdm0o1yG+i7OHOVNlDw/VKNgJL0RRLk37lOxkjNH8rmwhQJ9WgMbNCACEUKuU/IbSF47r8acVeHlu+B9eFM4ZG+f7MvmTYBsGW/pyNQLeU+Qhoddk7n+6LlAKrDSkoQ3uEmTG6JwCPvLYBhMCxWrZK3hxcoKSigT4n0gv6nVCtIAAoj6e30kJbWLGtlKdXHQDgB2fme6aEUhA5JDUhnEpNaG7P01mDBdWBAmmkggNRpEx/6patVbve35tDvyyLu87tz/+b2ZfcsGZPSZx7/ruJO/7xIdsPlKX9fEIIJoaDzBmUz70DezM6aBNzXf6xv5Avrd3CI36wwMeny9Jhvfi+fftIJpP07Nmz1vM9e/Zk165dzTrG7NmzKS0t5dJLL22wzc9+9jMyMjKqH/369WvTdR9phFbIQOtWEE0piGpFrqmJ2jZmOKeWquBoREtByGp8Nbg9kQIy29EMUlR7E9SmX1QyubfCBf6zMUnfiDwkUBDi8/IBCgjT+8Ayjv1kNtKpnc9oAJ9NeIZIC1WYsibewWAvB2m5OJWCsl2piTMCYZnELIcDOZUA9NgZqKVMUJUngytwjY+prNxY57i5ow4CIGMTEHi/C7vQxIwpEtqhMLfxwUhxSkUQTpU9dIBXU9uu2vVfPux3BWu9U3BMrVQDgaEbz9WVqUmN0AZJV/Hg4p38e413sMsm5HDD1F7YliTcUumOEN3asFAeDVImnxYTaqPC5LpTBqOE4I1P9/HB9kLQNm491UbaSizpNKtsYyzpkEh2jiBBaSzJjxdtB+DCMVmcNLDuPUOlDBAzlCQvVTUhJL3yi01RFSzIsDtPsEAIgVahdgkOgPd+2Z3EW0UIwUmDo/z2smFcenxftBK8u/kgN89dwdzFG6loh5QXIQSTwkEeHJTPPQN6MzJgUem6/H1/IVeu3cKju/ZT2Mrypj7tS1lZGZdccgnRaBQhBAUFBWk/x6ZNmxBCsGrVqrQf26f96PDe+3AjPtd1m+Vy/fTTT3PnnXfyzDPP0KNHjwbbfe9736OwsLD6sXXr1jZf85FEBpthVngIWgjCSpJrajINja1kzf5CeM62gaxuWUatuVhKErSaNmdqL5SAqGq/0ohmIIhUdYdyF47wnlu2M8nOUod+qUBByIB1ZSEulQ9SKKL0LHiXyWt/gUpW1Np/qlNObydOiZC82ISaQMgqbwIo2XyIQaGUCKnYne+taGQdsHAqaj4L4eQi4mMAsHp+wKFrWDqQIHOwpwSSsanVz4erVAS9EriNfK1jRYKKfRJwiVaVPSzbziYrj0iihNHhQXxYGCTuQI4N+Ye8RKVlE52lQKUqHpQkNXf/bxtvbylBSbjlpF5cPDYHw5TYUmK2tNfVFhyBChkdgW9Y6NMQWsk2TTD75wQ55xhvFf+R19YDtIuJIUBJZQKnCTfCiobKJnYADy7ezc7iOPlRg1tP6dn0DngeRqFU5aNcJYhKgS0aH0Rq1fmCBe1FR6UZNIYdjPClUwbz66smc+ygLBKOy9+XbeXGx5azeO1e3HZw0BRCcFwkyK8G9+GnA3oxImBR4br8dV8BX/xkM3/ctZ+iVLBgbzzBWwUl7Kiox2TR54gxd+5cFi9ezJtvvsnOnTvJyMhoeiefo4IO67Vzc3NRStVRDezZs6eOuuBwnnnmGa699lr++te/Mn369EbbWpZFNBqt9egqCNtCGE3H7SUQVJIsQ5NtaoK6CWddbUIgu9vmODcHW8sOzYU2BETaaeInhMAO1f2eD8hQTOqVUhNs8G7S/SKSbx1rEtTwSVmQS+UcCkQmeYUfcNzHP0cnauSJCrg46akJXlQhCpvoPiKplIPy3ZJEec3z0jQoDzoUZsQQCHJ2BWtVTagqh0jgAwZPHV8ts88ZVYCQIBL9kcl8r21MEj7orQ4e6N24W0KtsodB0IkSXhbexP68oo8oj47k/f3eoGlcziEBTCHRTQTVhKEQAnaVOdz5vz2s3VtByJT88Iy+nDwo6tXmNjyX8RbTTVUEyjcs9GmCtvbR1548CC0Fyzcd5J1NB0AqXLMV/j5N4LqNpB0ASdelspOoCJZsKubZjzyF0/9N79MqxYYUAlt6FZFytSQ7lZpgNpCa0N2DBZaS6HbwvGgThl09xsvPCnDHRWP5wWdH0yNqsa8kxn3/WcOP/v4BW/enPwUBvPvn8ZEQDw3uw939ezHMNqlwXP6SChb8cNMOZq3dzKwPNzL5rdXM27G/Xa7Dp2nWr1/PqFGjGDt2LL169fLLEftU02G9mmmaHHvssSxatKjW84sWLeLEE09scL+nn36aq6++mnnz5nHuuee292V2GEIKZLDhyYEALCnIMBS5lkFYK4yWyHal9EwN7Yx2MXTqCgQN1aGTFFtCuJ0CBUYwVK+a4KKUmmDpziS7Sr1B64CopygIalhbGuQLajYFMouc4o85/uN70ImS6v0nOpUMcmJUCslzqvHyfUbYxcpxAEHJlpqBqBACYSh2pdQEuXttkvFDDAyTAxCJgSCSZA7fxYTzPsfI02fQe6K32iAra1QEoX02AkFJNEFlqOFVkWQMSrd673UkVfbQ3Plf3sicgHQdJgXycVyXD1PjlGNyD6mvrZs2UVPKYN2BOD9+rYidxXHyQpq7z+rHmF7eb1gbXiWRFscIlOmVPuyG+CoCn6awDdWmqjS9MwJcNLEPAL97bQOu6+IaIdx2UNJVJh0qk/WrBcpinSMnu7AiwU9e2gHA5ROyObZvegImOpWakKk8lUGmFASF4HC9XncMFighOp/5qjTAqP3ZCiGYMjSX31w9mcun9sdQgve2FPD1J1fw2Gsb2u07KoRgSjTEr4f05cf9ezHENil3XJaWlFf7ETnAd9ZuPWoUBYnCSirWF5AorDwi5ysuLmbWrFmEQiF69+7NAw88wLRp07j11luZNm0as2fP5vXXX0cIwbRp0wCvPP2wYcOwbZuePXvyuc99rvp4zz//PCeffDKZmZnk5ORw3nnnsX79+lrnXLZsGRMnTsS2bSZPntzsKnSPPvoo/fr1IxgMctFFFzFnzhwyMzNrtVmwYAGTJ0/Gtm1yc3O5+OKLq7fFYjFuv/12+vTpQygU4oQTTuDVV1+t3v7EE0+QmZnJs88+y/Dhw7FtmxkzZnQ5lfmRokN76dtuu40//OEPPPbYY6xZs4ZvfvObbNmyhRtuuAHwUgWuvPLK6vZPP/00V155JbNnz2bKlCns2rWLXbt2UVhY2FEvod0QDaQZGEIQSfkMZBgaq62TTMOGYLYnaT4KiVga3YGDlaCCYDvkZAshsEJ1J/EDMxUTU2qC5zbWDGgHRD1FQUDD2pKAFyhQ2WSVfMqU1T/BiHsyfwF8LuVN8KoKsrcJH+zIgKqUA1WrNrjUmtJIgtJQHOkKMnbXHtBUqQkc822MoCacXwi6EJwgMj7Oa+RCpJmGhYeWPbRzXXodWMaz4WEATIntI1tqNhZBSRwCGoam1HZCyiaNqIRUrNwV5543iimudBicbfHTz/Snb4b3mxJKYJmKQGs+527qISLwgwQ+zaMt5RABrj5pIJaWfLC9kCXr94MQuGb7KApLKpK41A5WOq5LZScxLPzFa7vYV5pgQJbJ105sXppBSxFCYEpPNZV9SGqCdUhqwqHBAqO9DHqOEAFTVlfZ6RQICXakQaNby1BcceJAfnP1ZI4fnE3ScfnnO9u48bF3eHXNnnZJQQDve3FiNMRvh/Tlyh5ZdbYngY3lR2bSnA5c18WJJVv8KH5rB7t+vox9j37Arp8vo/itHS0+Rks/o9tuu40lS5awYMECFi1axOLFi1m5ciUA8+fP57rrrmPq1Kns3LmT+fPn884773DLLbdw1113sXbtWp5//nlOPfXU6uOVlpZy2223sXz5cl566SWklFx00UU4jlO9/bzzzmPEiBGsWLGCO++8k29/+9tNXueSJUu44YYb+MY3vsGqVauYMWMGP/3pT2u1ee6557j44os599xzeffdd3nppZeYPHly9fZrrrmGJUuW8Je//IX333+fz3/+83zmM59h3bp11W3Kysr46U9/yty5c1myZAlFRUVcdtllLXpPjxY6LjEb+MIXvsD+/fu566672LlzJ2PHjmXhwoUMGDAAgJ07d7Jly5bq9o888giJRIKbbrqJm266qfr5q666iieeeOJIX367IUyNtGom7UqALSW2anrC0iqkgkAmxMogVgLtdJPorERtTWF5vMNKU4WVIOlCZZrfdyMYprK0BCdZW4Z/4XCDd3cleXtnkvMGK3oGvaHbwAwvUHD/ihhri20uj9zP0+J2Mss2MXX1XSwd9UMqzUxGujHGOJV8JC3+pcN8JdFwkC6Y7yDed0mUCSr2CQJ53musMjHclV/GkHUZ5O4OsLF3KVqltsdHQTIX1D4c8x0cYy0AMnYcVdZZdpGJWalJKJeCvIaDBK4LxRtryh5aiULytv6d+ZMfA+B0IcFN8v4+79xjskmtXjZtVgiwaEuSv6yuwAWO7RPiG6f0xj5EoWIYXi5vi3+6UnXblCBL+4aFPs0jYChKKhOtvi3lhi0+P7kvf357C4+8tp4Th+QgtYWrLEQyvZMSx3UprUwQtmrUP+XxJJ3hjvrSukJeWFuIFPDjGX1q9VHtiRSed4GdmkjHXZe4CzHXRShBVGniSZfyeJJ4sjO8U83HkBKjs/k7Wc0r99krM8CPLhrL8g37efSV9ewsqGD2wo954f2d3HDmUAbkpj8tB7xgwWeyovx5z0EODZ0pYFCg6yxWuXGHHf/XvEpsDR8ECv+1nsJ/rW+67SHk33UiopnB0+LiYubOncu8efM488wzAXj88cfJz/dSNrOzswkGg5imSa9enofLq6++SigU4rzzziMSiTBgwAAmTpxYfcxLLrmk1jn++Mc/0qNHD1avXs3YsWN56qmnSCaTPPbYYwSDQcaMGcO2bdu48cYbG73Whx56iLPPPrs6oDB8+HDefPNN/vOf/1S3+elPf8pll13Gj3/84+rnxo8fD3hpE08//TTbtm2rfn3f/va3ef7553n88ce55557AIjH4zz88MOccMIJgOfJMGrUKJYtW8bxxx/frPf1aKHD9V5f+9rX2LRpE5WVlaxYsaJWtOqJJ56oJRN59dVXPbngYY/uFCBAgAyGkEBASTINRY5pEDoSpXXMoOdVoNrH/bezIoCIbTTu49DORJXASPP5pZAYwbo3+sFZivE9FY4Lz22oLY8dlCH51iQTW8GaYpvL5S84YPQkUr6NKat/jF3p6fEvTnjKgrdlgG2i4Ym01BDumyqHuLn2TU0qSWFOkgo7gU7KagNCAIFEVZ4CQNL+H672ggQqdkJ1m6r2BT3jjRoWlu+SJMpSZQ/7JBm34Q883XM6cWkwNFnJYNcLonywz2tflWqgtWq0g3Rcl6c/jvN0KkAwY2iI75yWX2vwLZUgYCjs1vS07VDXurNgt9i90edoRQjRZtXJlVMGEjQVn+wu4ZWP9wDtZ2JYHneIp1bUXLzJb0ezvyzBz17ZCcDVk3Or06A6AuOw1IQMKYhqSZatiXYhZYFEtFnlknbMYIvHb8cNzuHhqybzxZMGYGrJh9sKueXJFTz6ynpKK9snBSHP0Nyan1d9f1XAL0b0I98+usaeR4INGzYQj8drTX4zMjIYMWJEg/vMmDGDAQMGMHjwYL70pS/x1FNPUVZW412xfv16rrjiCgYPHkw0GmXQoEEA1Yu6a9asYfz48QQPSZmeOnVqrXOMGTOGcDhMOBzm7LPPBmDt2rV1JumH/71q1arqYMfhrFy5Etd1GT58ePWxw+Ewr732Wq10CK11LfXByJEjyczMZM2aNQ2+J0crHaok8KmNAKxgkKBlYknRMeYhSkMwCypLIV561KgKlICwrSkub9z8rr0QAjKU4GDSM7lKF1YoTLy0GMepPVC9aITBe7uTvLUzyfmDFXnBmknb4EzJN481mbMixpoiiy9m3Mufje+RXbGTqat/zNujfshAuwfHJctZrgLMVxFuSRxs8BrCA5MUb1KU7pBkx2qPYaRlsLt3OQM2RsjZFWRbj7LqRRAZO5ak/RzI1M3JBUevR8VykHFBKGVYuL+JVIMqw8LwgCT9ChaTUfgeT4z6EQAzHO/Yu8tcdpd734PR2YCQqEZSeSqTLr9/P86qvd5k4PKxQT57TM86q+OtNisUotumGigpsHQnG1z7dGqCpqasDdUBMoIGVxzfnz+8sZHfv76BaSN6oKTCNcOIWHEar9SjuCJBdtCkIu50+C3UdV3ueWkHhRVJhuVafOX4vI69oEMQwktDSCVmkVQuMUNSmnAoiiWp7MTKgoApO3RhoQ7KaLXJraklX5gygNNH9+QPr6znrU/3s2Dldl7/eA/XnDqY00f3SPt49OzsKJMjQTAkIyOBLhcgEIYk/66G/dPqI1lYye45K6glLRLQ87ZjURnNV1EIo/lB9qrUhPoqyTVEJBJh5cqVvPrqq7z44ov83//9H3feeSfLly8nMzOT888/n379+vHoo4+Sn5+P4ziMHTuWWCzW5LGrWLhwIfG4N94OBALV+zV1nVVt68NxHJRSrFixAqVqjzHC4drpt/V9n33Dxrr4yzmdAC08yXmObZAVDdcuW9hRWCGvVGI3NU2rD0MKQnbHxc2kgEwlSKcKWwqFGa7rTTAkS3FMj5SaYGPdwffQTMmtk0wsBasLTb4of85+qx/Byj1MXX0nofIdXJgsRrou7ymbdaLh74mZ4WJEHXBEtXlgFUIIDvROEDcczJjCPnCIvF6UgjjEyEhAMjAfVxQQ2RdAuoLSSJKKcMP5vrFiQcVer+xhbp/9jNn0BH/veRYHjQxy3QSTHK/M4/spFcGwTAho0ahZYVGlyy+Wx1i118GQ8PXjwpw/OoqUtb87UgkipkK35vPUtl/20McnhRdYatvv4fIT+hMNaDbtL+OFj7yqSq4RbBcTw6TjUhpLdAoVwcKPC3l9YzFaCn48sy9GJzYMVEIQkIJcUzE4bDIgZBDVks42CjGExFSdqB8TCqy2+2z0iNp8/7Nj+PElY+mTFaCgLM4Dz6/lu395jw17Spo+QAvJMzRTMsNdLkAA3thFmqpFDyMvSNbFw2oETAKyLh6GkRds0XFaMj8YMmQIhmGwbNmy6ueKiopq5ejXh9aa6dOnc9999/H++++zadMmXn75Zfbv38+aNWv44Q9/yJlnnsmoUaM4eLD2ItHo0aN57733KC+vKWv19ttv12ozYMAAhg4dytChQ+nTxzOXHTlyZK3rBHjnnXdq/X3MMcfw0ksv1XvNEydOJJlMsmfPnupjVz2qUikAEolEreOuXbuWgoICRo4c2eh7cjTSee8WRwlBJcnSioCU6HC444MDh6IML1DQTUuw1YelJFYHDqKUgKiULc9fbwQzGEHWM6C5MFXp4M0dSfaV151oD8+S3DLRwJSwutDgSvET9tkDCMQOMGX1jxlauolTUivx/9DRBvNuhYDIQG+wXHyYgSGAMDR7enk3k6ydoeoou6v211UDCxdX7ie8J2VY2ETZw+KUiiDQy2Hyrt+gkuX8tt8VAExPllZ3gFV+BMfkCmQj3h+7Sh1+uizGxiKXsAHfOynCCX1MhKq7CmCZklBrIz7d9DfnGxb6tJag2bYAbtjSXDllIACPLt5APOm0q4lhWSzZYT43VewqjvOL17w0g6+ekMew3K7lcRLUkj4hg/4hg56GJCpqGyB2BAIIWJ2oDxOiUaPC1jBpYDYPXXksV57smX6u2VHEN/+8kt+99CklFR2jtuwuhI7rRa//dzy5142j1/87ntBxvZreqQ1EIhGuuuoqvvOd7/DKK6/w0Ucf8eUvfxkpG16M/M9//sOvfvUrVq1axebNm3nyySdxHIcRI0aQlZVFTk4Ov//97/n00095+eWXue2222rtf8UVVyCl5Nprr2X16tUsXLiQ+++/v8lr/frXv87ChQuZM2cO69at45FHHuG///1vreu84447ePrpp7njjjtYs2YNH3zwAffddx/geRjMmjWLK6+8kvnz57Nx40aWL1/Ovffey8KFC6uPYRgGX//611m6dCkrV67kmmuuYcqUKb4fQT34QYJOgrRMpNkJo6lVN6BAlmek5tPumBIiaVxFlkLV600wLFsxNk+SrMeboIqR2YqbJyhMCR8VGFwt7mZvYDB2vJApq+/i8qI1GK7LOmnygWxYLhfq64B0iRdJYgW1b0xCCPb3TZCUDoFyjVXo/Q5EMgfcw25irsAu6oVZqUkql4IeDacaOHEo2eK9j0Ozl5NX+D7/yz6RDYF8Aq7DyUkvMFEcc9noWSxwTI5Aq/onI58cdLhnWYx95S55AcEPT44wPMcAJZGy9m9XKUHUVK0bt2nLS/vphviGhT6txdQS3cbvzueO7Ut2yGRHQQX/fs8rBYi2cHXXmjw3B9d1uft/2ymNOYztGeBLx+Z29CW1GlNLsoMGeUFNtqHIVpJMKQgJgSnaw1miYQLGEfCHaglGyDP/SfdhteTzJ/Tnt9dM5uTheZ7qcNUObnjsHRZ9sAuno/NoujA6w8IekoluQYpBW5gzZw5Tp07lvPPOY/r06Zx00kmMGjUK266/38vMzGT+/PmcccYZjBo1it/97nc8/fTTjBkzBiklf/nLX1ixYgVjx47lm9/8Jr/4xS9q7R8Oh/n3v//N6tWrmThxIj/4wQ+49957m7zOk046id/97nfMmTOH8ePH8/zzz/PNb36z1nVOmzaNv/3tbyxYsIAJEyZwxhlnsHTp0urtjz/+OFdeeSXf+ta3GDFiBBdccAFLly6lX79+1W2CwSDf/e53ueKKK5g6dSqBQIC//OUvLX1bjwqE2171TjopRUVFZGRkUFhYSDTaPisILaG0qISC/YWorCxEZ5cXuy5UFkG8oqOv5KigLAklTnpKZyWTcUr378Y5rI73J/uT3P1GBUrAPSdb5AbqDn5c4IM9MX7zvkPcgXFZSf4o7qZH2SfEVYivT3qEZ4P96OvEuSO+r8HI4953NKXbFOGBSXIn1J3c91qr6LkzQGkkxp5RnnwtaS4jGZgPwgVXoMovpuea6UT2B9jfO862EQ27kxd+qjj4ocYKx7gqciWGW8k5x89jZaAPMxMlfCHp5SK/tdPlz2td+oXhh1NMdD2/w2W7kvzxgzgJFwZnCG6ZaJGTEUQIkFYAfVhN6nBQk2O18vccyALdCQOGaSAzaPh+BD6tpjyWpKiNK5l/Xb6V2Ys+IS9s8fcbp2IbCpwksmwfdIo6BOnh7+8f4N5Xd2JpwZ8vH8LArK7jHN8UsYRDWdyprobgpiomxPGqJ7SP3R5oIYl0YEpiHQwbzLrphO3Be5sP8sjL69l6wFMPjugd4YYzhzK0Z6RNxx2SGSTYCdRljc0NKioq2LhxI4MGDWpwYt2VKC0tpU+fPsyePZtrr722oy+nUa677jo+/vhjFi9enJbjPfHEE9x6660UFBSk5XhdkZZ8nzv5rPToQIZCnT9AAClVQQbYmc0qsePTNoIKAmladVXKwAzUlbAPz1GMyfXUBP/dWP/QSgBj8kxuHCcxJHxwUPEVfsTu8CiMZCl3vf9Ngk6cbdJgmWy4wwkP8AIUpdskTj2n2tc/gSNcQsUmVrGXCqFix2MU/T90yVcxiv4fRukJhFK+BfvzG54sHFr2cFzgOQy3kiU9prMy0AfpupyZrHHqrUk1kHUCBK7rsnBjgkfe9wIEk3pIvjPZJCNkeioBIZC69uBbaUG0te79UnfbAIEUvmGhT9uwjbanYl04sQ+9ojZ7Syr557vbvSdTJobdhW0FMX75hue7cPOJPbtVgAA8ZUFmQJNhK3TK5NmUXqnZTCXJloJImlMTBBBsbeC3PZCGpyI4QowfkMUvr5zENacOImAo1u4s5rY/v8uvF62jqIMMn32ax7vvvsvTTz/N+vXrWblyJbNmzQLgs5/9bAdfWV3uv/9+3nvvPT799FMeeugh5s6dy1VXXdXRl3XU0ol6vKMToQ1kV4tMGhYEc7ptDffOREQJzDRJG41gCFWPjP3CEd6kdPH2JAcq6l9JUwLG5GluGCcwJLx/QPFV9wfsjIyjR+Vebtn8JwCe1ZEGV3HsXBcddHETgrIddbueREBwIM8zKozuqgloCDcTmRiCcDMJ7/cMC8vCScojDassyndLEqUCrWJMEs+QkDa/HHITAMc6FeTiBSxiSZc1Kc+diT1rvzdJx+XPaxL8Y533imb0V9w43sBUAqW9tlJr5GElIMO2wmjtR9ZNKxoABDpbuTCfLocQos3eBKaWXHuyV7Jr7pubKIt5v2/XDLWLieGRJum43LloOxUJl2P7BLl0fHZHX1K7YWpJVlATTQULqpBCYElBREqylSQjlZrQFgNEWytUZ1kcETLtPgTNwVCSi4/rx2+/PJnTRubhAs+/v5MbHlvO8+/v7HAPDp+Guf/++xk/fjzTp0+ntLSUxYsXk5vb+VKQli1bxowZMxg3bhy/+93v+NWvfsVXvvKVjr6so5ZO0uMdvQjdiaRrLUHKlKogw1cVtDMZSmCkYTCglIUO1A3sjMxVjEqpCRY2oCYA0FIyKkdx/ViBFvDefsmNznfZkTGJ67Y9Q4/K/ewVmtdl/aZ7QtSoCYo31z8Y39vfO3/ooIVRflgbFyLNNCysKns42n4BQ1ayeNBXWWJkATAzWVrdbu1BiDuQZcHAaM17XJFweXhVnFe3JRHA5SM0l400kEIgtKquQCEOW/XXWhJtrQu7kN07SNAJJKU+XZ+g0XDlkeZyzjG96JsV4GBZnGeWb61+3rUy2njkjmfeqv28t7OMoCH5vxl9OleZvnbCaiBYUIWRqpqQoSRWK94OJYSXltJZsMIdOu7KCVt8+9xR3HPpMQzIDVJckeDXi9bx7XnvsnZnUYddl0/9TJw4kRUrVlBSUsKBAwdYtGgR48aN6+jLqpe//vWv7Nmzh/Lycj766CNuuOGGtB7/6quvPqpTDVqKP7vzaRuGDcFsz2zNp10QwgsUqDSM9Uw7hNJ111MuqlITbEtysAE1AYCpNaNyJNeP8wIFq/ZLbkp+i4PR8dy2eS4Az0mLigaG8eH+ScClcr8kXly3TSzsUpATRyCI7qwtpbRKDMwKTVK6HOzZcDAjXiyo2CMBh2MCz7EnYzxP9ZpJUgiGOjEGuzUBhvf3e691Qo+askIFlS73LY/x/j4HU8LXJhhMH1ATzKt+/5SoY1iYaavWl7DU9hFfGTpSWFqifMNCnzQgpcBq44RNS8lXTx0MwJ/f3lIjl1Ymru66gbr1+yv47Zt7APjmKb3Ij3bP1KWGaCpYAJ4pcKCF/WywM1UzMIOgOsfnOq5fJg9+cRLXnT6EoKn4dHcJ3563il+98AmFZbGmD+Dj49Op8YMEPm1HKghkgnXk5W9HC1JAhpKtn4BWHUdbaKvuAGNUrmJEjiThwn83NTwBF4ChNaOzBV9NKQre3Se4JXELJ1ceYGD5NgqUzdKKvfXurwMQ6OmlCRRvrr/72dPfG1xE9tuoWE2byF5v8F7YI4HTiACnSkUw0HqHoFXC8iE38KryAg4zDlEROK7LB/u8/0/s4Z1ne4nDT5dWsrnYJWLAdyabTOpRM0AUQqJSvgVSmwhRs80yJKFW5xngDf66KZ1qFc6nyxNMQ+rKjNE9GZIXoqQywbylW6qfd61Il1THJZIud764nbjjctLAMJ8dk9nRl9RhHBosqC84GUqlHzTrWEqiO8v3QRmdrjyuVpILJvXhd18+jjNG9wBg0Ye7uP6xd3ju3R1+CoKPTxemk/R8Pt0CMwiB7E4T5e5uaAFR2TbjLiEERqBxNcFrTagJlBAopRiTI7hurKdwWLlP8N34jXx531sA/DM0iOi+JfXuHxnoBQlKtircemwFyjNcSqIJhCuqvQlkQtQYFjaSauDEoTQ13j8muJAPB13Dq3YfSoQk100wyampzLG5CIrjENAwIkvy8YEkP1sW40AF9AwKvn+CyeDM2l2kNFLRCSGQ6hD1jPBUBK3GsLttiVHZ2aS6Pl0eQ0kM1bbhixSC608dAsBflm/lQGlq5VNIHPPIGcKli8ff2cvHeyuIWoofnJHfYA30owlLS7KDmkg9wYKAFISbeI8kovN4qQgFVsdX5GqIrJDJN88eyb2XjWdQXojSygS/e/lTbvvzStZsL+zoy/Px8WkFfpCggzGUIGgqDCWPaK3fdkNpCGaBGfJVBe2AKT25ZFtQ2kLVoyYYnSsZni1JOPB8I2oCAK0UQkrG5giuG+MFClbshRf2ncjQ8p0U6zAvO3EG7Hqxzr6Bng7ScnEqBWW7GlITeIGAyJ6AFyDYbyMdQXkoSVm0YcPC0s3gJBVZaiuql8W2nJP4X0pFMD1ZWqvDq0o1GJsrWb7LYc6KOOUJGJYp+P7xJj2Ch1+bqDZ+FFohRE2gJWRIbN2G73sXljg3RacZZPt0K9KhJjh1eC6je0cpjyd58q1NNRuMEG471J5vL9bsKeePyz311u3TepMXbotFX/fDPiRYYBySt2dLQVSIBsdeQUvS8NYjiBAdYlTYGkb3yeCBL07ihjOGErI0G/aWcvtf3uOB59dysNRPQfDx6Ur4QYIORitJxDbIDpnkRSyygiZhS2Pptpd66lCssFfvvQsNtLoKtoRwG/IOhJCYdqCOmkAIUV3p4LVtSQorG1YTVKUdgGBcruDaMQIpYMUeCKwFXJfH+lxM9o5/M2jnc7X3lVXeBFDSQMpBcU6S8mAS5UgiewKHGBYmaGjM5rpQvs5TCoyKvMxHg7/Ch8pmp9QEXIeTk+W12r+fSjVwHPjDh3GSLhzXU/KtY03CZt2TeIGB1P+VUb1SJwRktEVFoIxuW/YQfMNCn/bBNlSbTfmEEFx/mudN8I8V29ldVKM0cjvxqu2hVCYc7nxxO0kHpg+NMnN417jujsBOlU7MCmoCqXKaZqpc4uHfJENIjM6i7jLDXWospaTg3In5/O7Lk5kxticAL3+0mxseW86Cldv9FAQfny6CHyToRAghMLUkZGkygyY9IjY5IZOobWAb9efWdWqU4ZkadrIcuu5AUHluza1FGna9aoKxeZKhWZJ4M9QEEtAp+f34XMG1o71AwbrdDtkf7KdSmMweeDWjN/+Jodvm19o3MsBTA5TvliTKDz8yIGBvSk2QuT2EVW7gCJeDPRtONdCbt1NWmYEpSomNGUbMiPJiSkVwSrKMADUDkz3lsKvMizes2ONdy2cGKr56jFFrpelQahkWqpoqEVFTNbhPs+jGvw/fsNCnPUmHmuCEQdlM6JdJLOnwxJJNNRu6iInhI2/vYcOBSrIDiu+e3ttPM2gGWgrCliInqAlbioCWRKWoHhALOpFZoWF3WWPozKDJLWeN4BeXT2BIjzBlsSSPvrKeW/+0kg+3FbCvuJKlG/azs7C+QYCPj09H4wcJOjlaSQKmIiNgkBu2yAtbZASMrpOiUCWTC2R125zrjiKiBGYrB4RSKAzTqldNcNEI77lXtzauJgDQQiBTucET8gRfHu0NtMp2VmJ8WMDTPc9mXaA/I7b9lRFb/uIt9wNG2MXKcQBByZb6vxcFPRIktIN0veMLFzL21b+aopIVVKwtA6Bv9lr25R3LVqFZIy2k63JmsqxW+1UpX0UXb0D4xVGazw83GlyZFLImSCe1gUwZFioBUasN3ahUXXYA2Bx8LwKf9iSQhnKIQghuSKkJ/vXeDrYfrJmwdHYTw/d2lPHnlfsB+P6Z+WQGus5qc2dACEHA8FIR8oKaPFOh8IJPnaJ0pDTA6Hr+GIczMj/K7FkT+dr0oURszaZ9pXzvmfe55vdLuebx5Zz085d5ZvmWpg/k0y4MHDiQBx98sE3HeOKJJ8jMzEzL9fh0Hjrv3c+nXqT0TMC6XIqCNiGY40XFfdJGhhLoVn7oygrUW+lgXA/F4ExJzIEXmlATABhKVw+kJ+YJrkkFCtSOMuTqIr4/+scADN3xLKM2/6k6UBAZUJVyoKqeqoWOCVSi5rUJBH3XWhgVdV9vv3UL2V4+FnBIHOMN+KtUBMc6FeSSrG5bEBP8d7OnHlACvj7R4PR+jQ+upa4xLBSHGBZmWArZFhVBNy576BsW+rQ3UgrsNKgJJvbPYsrgbJKOyx/e2FCzQUgcM9zm47cH5XGHOxdtxwXOHZXJaYP9NIO2YChJdkAzItMiN2i2uZJQmxGyy/gQNAclBWePz+d3Xz6O00bm1drmuPD9+R/6igIfn06GHyTo4nSpFAUhwM4AO7NTr850JYTwAgWtmadKoVGmgTJqBwqEEFw00lMTvLI1SXGscTXBof4EAJN6CK4e7eV46u1lvLUpi78O+w4Ag3ctZOymx8B1COY7CO2SKBNU7Kv7AszyuqZRAoFZXvu7k1P4AQe2eAP5jOwiZEaAAiRLpScVnnlI2cPtJS73vZMklooZfG28ZnxeU5MMr5oDgFASmTIsNJUnWW01QnTrVAPb8H/jPu1PME2BqBtO8yodPP/hLjbuq+kzMIK4qvMZAf7qjV1sK4zRM2zw7VN7dfTldAsEkBU06RfU9IqYRG2F2ZYgcFuwwt1ynBQNGMwc17vO80nXZdO+snr28PHx6Si6Xw/k0/lTFAzLUxV0Y5n1kUQJyFCyVSsfyrTRZt1V9PE9FINaoCZQArSuGawf20Nw9SjvgvT2Mu4+MJV3B12Pi2DA7kUcs+ERpHII90uVQ9xcd6AfCzi41A5QuLjEAjXVDXSijFHrnmBN+ZkA2CO8SfcrKkhSCIY6MQa7no/BmgMuc951KUwZLPcKwoQeTctzhaFrDAu1gRDebyjTUm0bw2kL2lipojMTrOd75eOTbrSSWLrtv6NRvaNMG56H48LvX99Qa5trdq5V+qVbSvj7BwcB+NH0/LYFK32qCVkKJQRSCLKVIGoqMlJGh0GjdffYVmEGu3Up6fysQB2BhBKCgbndN2h+KIWFhWzcuJHCwiNTGrK4uJhZs2YRCoXo3bs3DzzwANOmTePWW2+tt/2cOXMYN24coVCIfv368bWvfY2SkpJabZ544gn69+9PMBjkoosuYv/+/UfglfgcabrvCNWnmqZSFDok905KCGR6dX+7iZyuI9HCK43Y0rdSSQtlGmizrprgwpQ3wcvNUBMAaCkRh0x6J/cUXDJK4QLF2yv4YeEZvDvkZhwk/fa+xoRPHybSz5uxl+6QJA+rjhS3XbaNqKwOFLh4f8ftmmsZvflJthQeQ9wNYoSS2D1cKoFXU6kGM1Iqgjd3uvzmA5eKJFRVBzuuV/MG1roq1UAJpPQCW7YS2GYbu89urCIwlW9Y6HPkSFeZza+eOhgBvPzxHtbuKq7ZoAzcTvJ7LalMctf/tgPwuXFZnNC/c6ZDdDW0kgSMmsCmEIIsLbGlQEtByFJeGUVLYbRn36aMbn1vAMiNWNw8Y1h10EUJwT0Xj6V3Ruc3Cq3CdV1isViLH8uWLePBBx9k7ty5PPjggyxbtqzFx3Dry89shNtuu40lS5awYMECFi1axOLFi1m5cmWD7aWU/OpXv+LDDz9k7ty5vPzyy9x+++3V25cuXcqXv/xlvva1r7Fq1SpOP/10fvKTn7T6vfTpvPhLPUchXoqCl6ZQRdJxiScdYkmHeMIhcaRK1JgBz6+gshgSlUfmnN0US0IYSXHSabrxISjDRhkJkvF4rZvPxJ6KgRmSTYUOL25OcMmwpiW3ptZUxuPVvgNn9HR5XwT5ZHUZH+1I8gBT+cYwg0mf/pI++99kSjLOf6LfJVakKN2qiA5J1jregd4JirOSmOWSWMCpFSDocXAFffe8xutlvwIgMthBCHhLBikRklw3wcRkOf/Z5PLfzd4+J/SSvJuqZjChyTQDEKrGwEpqjZQGCs+LoE2xLW15g8FuSrombT4+zcHSCiUTbS6tNqRHmJljevLCR7t55PX1zLl0QvU21wwjEhXgtqx/TTezX9/FnpIEfTNMbjnZTzNIBwKINKDGyNSSoqRDWdJFCIFtCGxDkki6lMcdKhMOaRstCeUtnBwFzBzXm0kDsxEJhxE9I10qQAAQj8e555572nQM13VZuHAhCxcubNF+3//+9zHN5ilNiouLmTt3LvPmzePMMz3F5eOPP05+fn6D+xyqMBg0aBB33303N954I7/5zW8A+OUvf8lZZ53F//t//w+A4cOH8+abb/L888+36HX4dH58JYEP4JnK2IYiahvkpFIUMoMGIUtjtneKglQpVUH3MenpKAISQi1c5ZDSQhoKZdStdFClJnhpS5KSeNNDoRp/ghq+3CMGYzJwgcU74KEDk3ln2LdICoPeBcsZE3gBgOLNsl4Dw7jtUpqVrBUgMOLFjNvwe7bGjqEg2RehXcL9HRxgUUpFcEa8hD9/XBMgOG+w4oReXgpFpgUDok2/T7Kq+sMhhoVhLTHbqiLoAqXVWosQpEX+7ePTEtJRDhHgulMGo4Rgyaf7+WDbIXLgTmBi+NqGIv6zpgAB3DmjDwHf9yMtBEyFbiT1K6ok4cO8CbQSRGxFdkgTNmWrfIFqUVUJ6igaA+VGLI4flNPlAgRdiQ0bNhCPxzn++OOrn8vIyGDEiBEN7vPKK68wY8YM+vTpQyQS4corr2T//v2UlnrKzDVr1jB16tRa+xz+t0/3wFcS+NSLlAJLKiwNpKwD4knHeyRcYkkHp4WSpyapysOrLIJkPL3HPooIKUHShYpmfj5CCJRp48STddQEk3op+kclW4ocFm1OcNHQple/lRA4SpFMeqqAKA4ze7ksFJkYHxbw2naQTOCrI27n+E9+waTEPN4TM4gXGcQKBFZW09c9duMfseOFvFtxCQDh/kmkAe9Ji11SY8cSfPRuKesLvEjoF0drTuureXK1972akKearCcuEKjUwFEogRQGhoCQ3UYVgVSeL0c3JWA0/d76+KSbgKEoqUzUG2hsCf2yg5w3vjf/WrWD3762nt/MmlSz0QjiJsoRHXB/KihPcM9LOwD44qQcxud3b0n6kUJJ0awAU1hJBG4dpZ4UgoCpCJiKWMKhPO4QS7biS2iGQfpD8q6CYRh8//vfb9E+RUVF/PrXv641xhJCcNNNNxGNNl9BYhjNVyFWnevwe3JDKQubN2/mnHPO4YYbbuDuu+8mOzubN954g2uvvZZ4PN7ovj7dDz8M7dNsDCUJmpqMoEFexCI3ZYjoReHTNClQGoLZYHb92sAdSUQJzBZM1JS0kIZENeJN8NKWJKXNUBMAaKUQh7j6nZUsJZAfID4mE4BXtsOj+8bw9ojvoXWSodabAJRubPr4vfe9Sf6BtzmY6M228rEARAd7A7cXVQjKEwSX7WV9AVgKbpqgOK2vxnFdVu31AhcTejTd9dU1LFSElUTrNn7Xu3m+acAve+jTAXg179Pz3fvySYMwlGDF5oO8s+lArW2ulZGWc7QE13X5+Ss7OVCeZHC2xfVTehzxa+iuhC1dp4pOQ4SUIKORUtOmlmQENNlBTdBsgdGhYftGzl0MIQSmabbokZuby/nnn189YRdCcP7555Obm9ui47QkCD9kyBAMw2DZsmXVzxUVFbFu3bp627/zzjskEglmz57NlClTGD58ODt27KjVZvTo0bz99tu1njv8b5/ugR+29Gk1SgqUVNW10F3XUxjEky7xhKc6aHW80QqnVAXF4DTtru9Tm6rSiAeTkGhG1FcIiTIsnLhDMhbHPSTv9tjein5RwdYil0WbE1zYDDVBVdpBLB4HXAK4nJss4Zm+UYKuQ3x1ES9vAyFG4I78AcPf/xefVJxG2VaXvNGlJO36Zb1W7KBXQhF4Q34dEAR6OBhhl61Cs7ZEYK3YS1nMIdOEG8dLhmR517upyKWw0gscjMxuOkigqlINlEBIk4CAQFtVBEKA0X2llaaSaOXHnn06hqCpKYslm27YBL0ybC6a2Ie/vrON3762nj8MyKoZmEuNa4QQ8dLGD5JGXvykiJc+LUJJuHNmHz+dJ03YhsRsYX8VkAKJpCDpNKhaUVIQMhUhU1GR8i1oUF0gDTD8RZGjhUmTJjFkyBAOHDhAdnY2GRntG3SMRCJcddVVfOc73yE7O5sePXpwxx13IKWsN9gwZMgQEokEDz30EOeffz5Llizhd7/7Xa02t9xyCyeeeCL33XcfF154IS+++KLvR9BN8e80PmlDCIGlFWFLkxUy6RG1yQ6ZRGyNrVXLqyho01MVdONJVXtSFShobq6kVDZSS5RZOwggheDCEZ7C4H9bkpQ1U00gBehDVvZOT5aS7SYp7hfhmBHeqslLW2Hu3iFsGn8JUbWbhGvTY8ULmPGiugd0XcZteBQzUcI+ezjbDowEIDLYmxT87aCJuWwfIuaQH4JvTxIMzDSq14hW7fHajc2VTbpTC62qV4GEUmhhEtISw2ijikDb3Trn1Dcs9OlIlBTYOj3fwatPHIilJR9uL2LJp7XLe7nmkathv7ckzn2v7gTg2uPyGNXDvx+mAykEYat162SWFGTr5ikFbENWl1EMHF5GUcijzofAx/MEGDRoULsHCKqYM2cOU6dO5bzzzmP69OmcdNJJjBo1Ctu267SdMGECc+bM4d5772Xs2LE89dRT/OxnP6vVZsqUKfzhD3/goYceYsKECbz44ov88Ic/PCKvxefIItyjLLmkqKiIjIwMCgsLW5QD5JMeqqooxFOKg0Rz1QaJmOdV4LR9lehoI+7S6KpHrbbxEpLllcTKynAOURM4rsv3Xylne7HLZ4doLhjS/MFVLJnASeVxviEDPG5kEnIdLti4i3+u8y5qZn+YXlrG3vU59DZWM6Pvb1g66odUmlnVx+m75xXGb3iEpND8K/PX7FzTAx1y6DM9zos74F/rHAQwIEvw9TGekZl1iIni/71ZyfYSl6+MNZia3/hEQll2akVcIG2bTDNMRki3PdUgmOOl1HRDhIC8sOX7Efh0KLGEw8GyWNMNm8GvX/mUJ9/azLAeYZ689vjage54ObKyfeucu67LN/+9hSWbShjVw+axzw9Gt9khzweoXrxoCwnX5WDCoSUWBK7rUpnwKiMkzIinmDyKGZIZJNgJUtQamxtUVFSwceNGBg0aVO/EuqtRWlpKnz59mD17Ntdee21HX47PEaYl32dfSeBzRKmqohCxDbJDJnkRi6ygSdjSWI3k+qFNCGR7uXs+LcIQEG3EuflQlLY9kz6rYTXBos2JZqsJAAylq1fdpjrl9HbilApJcf8Inx/qfeAvboH/WUFcHHbGR5Mohqmrf4xduQ+AQOVeRm9+EoC1fS9l37ZcAMKDkvxrg8OCVIAgmG/zrXEQ0NI7b4q9ZQ7bS1ykgHF5jb8XQtRI5oUWmNoipNPgRaCtbhsgALB9w0KfToCpJUaaUl6+OGUAIUuxbk8JL6/ZU3ujEcBt5wnegtUFLNlUgqkEd8zo4wcI0oSlZFoUJ1p4igLVgn7PK6MoycrKJDMSxvL7TZ925t133+Xpp59m/fr1rFy5klmzZgHw2c9+toOvzKez4wcJfDoUIQSmloQsTWbQpEfEJidkErUNbEOhDtXmSQl2BtiZR0zq2V2wJESaMXCWQiMNjVYG8rD3+Ph8RX5YUJaAl7Y2X9FRUxZRoICLk8WAZzI4sa/ic1WBgh2wLMdzz30/dj6hil1M/ehOsoo+5ti1szGS5RwID2e1cQHxYklSOfyjIsGird554kMjfGGE8LwyVG1Z56q9npJhWKYk3ETKgDRqJvJCaSLKQFtp+L51c8PCzrAa5OMD6SuHmBEwuOL4/gD8/vUNJJzazvauFYV2KhC8oyjGnNd3AXDD1B4MyfED5OlACAjb6QvWKiHI0aLJFLZaaBPMEIaWRAPegknI0sh0GUD7+BzG/fffz/jx45k+fTqlpaUsXryY3Nzcjr4sn06OP9Py6XRoJQmYioyAQW7YIi9VRSFoKgwlEYblybZ9N+AWEZAQbMYgRBo2yMbVBC9uSlCeaL6aQAnQqZWbiU4lg50YMSH5jw5zel/BJUO863o96bDEirOmYjpFVj7B2D6mrr6TjLJNuMCerEkUbdCUC5e/Z8VYuc8b9MXGZpE1OMgktxKEQKvak4RVe7zBfdNVDQSqarVfCQLawk6HikAZ3sCwm2L4hoU+nQhLy5Z74DTAZcf3JyNgsPlAGS98uLv2Rqlx2yH457gudy3aTlncYXzvIFdMyEn7OY5WQqZO23ejCikE2UpgNmeSLzUcViFDSkHQ0uSELTKCJmaafDV8fAAmTpzIihUrKCkp4cCBAyxatIhx48Z19GX5dAH8UZ1Pp0fWl6IQtgln5mKFMhHNlNL7QFgJrCYGSEqYKEN5agJZe7ByQh9F75Sa4OUtLfOH0FIipEQAlyQ8NcFrMsheFGf0E1yUChS8GUjwhnB4PeN7uNSs0wmg18ZX2bkH5oUr2ZJwCSgITsrC6RNkerIUCWita63tlcRdPilIBQmaSjXQNdULpBKElYlhpuH7pbu32Zhf9tCnMyFStevTQdjSfGnqAAAeXbyBePIwNUE7mBj+9b0DrNhehq0Fd8zIr62o82k1hpLt1lcJIchSAruxz0oIsKOeKrIBTC3JCBpkhy2C7RDQ8PHx8Wku/uzKp8tRK0UhM4MePfPJiYaI2hrbkP6AqgmiSmA0MfCoVhOYtWWZUgg+OzylJticoKIFagIAU2sQgpFujLFOBUkheFZ75Q6n9xNcONi7rjcCCZ7dmlFHyLug/FKeCsc4oFyyLDj3WIv9uUECrsPJyXKElOjDXtsHex0cF/JDgh7Bxru86rKHCILaxDQ0qq0qAiG7tZeGEJ6Dt49PZyJoqLQlAnz+2L7khEx2FlawYFXtmuEIgWOlzwR508FKHl7iKRa+cXIv+mX6irl0UFVloD0RQpCpJcGGvCOsqKcqawZKCkK2JjtsEgkYafPZ8PHx8Wkufq/j0/WRCh3JJRDO8FIUQgZ5YYOMgK5JUfCj8dXUlEZs+D2RwkRqUa+aYEofRc+QoCQOL7fAmwAO9SeAi1NqgqUywFbhPTejv+DcPt51/c/VPBi7jJ1uNm8mRzMvPp279AmUSehjeSUO38mIAHBqsozAIcc+lFV7vWuc2ESqgRA1HhhKC8LKxkjHaqQR6NYlrnzDQp/OiJQCK02rxrahuOakgQA8vmQTFfHD+j1tp8XEMOG4/PjF7VQmXU7oF+KScVlN7+TTKEJ4lQwiloFoJ/+Iw4kqSfjwQIEZaFWw2DM6VGSGTLJCJgHT7299fHyODH6QwKf7YIUhmAvKQAqBrSURS5Ed1OSFvDrFEUthpzFftasiBWQq0WCdZyEEyvQmt8qsvfKhpODC4d5zL2xKUNlCNYESAqkUA9wExyXLcYXgnypSvf2cYYJpwhvcP+hcwImVD3FF/Id8P3ENCSEY7EhuO05QZBt8LC2k63JmshSlZZ0OLe64fLCvKtWg8QnDoYaFYUNhWHbbixEI4QUJujF+qoFPZyWUppQDgM9O6EOvqM3ekkrmr9xeZ3s6TAz/tGIfH+4uJ2xKfji9jz8ZbCNaSbKCZloqGbSUsJI1ZsHKBDPS+A7NQCtJ2DbICZuEbe2rJn18fNoVP0jg071Q2jM1NEO1nhZCYCpJ0FRkBDR5YU9xkGFrAoZCH4U3WyUgQzVcdlIKE2mAUrrGzC/F1L6aHkFPTfDKtpapCQAMpRBCclGyGOm6vKds1omaYMTZgwSTy72BnVs18BYCXLg4X2BrwSLlfcaTnQpyBGhZdyC49oBDZRIyLBiY0dhnLFAps0NDCWxtpcmLwIJ6rqu7YKj0lZvz8Uk3WknMNH0/TS259pRBAMx9cxOllYnaDaTGPey+0xLW7avg90v3AvDt03rTK9I8WbpP/QQMSVbAaFF5wnQTUoIMQyPsaFrVZJ7nhiY7bJEZNP0yij4+Pu2CP7rz6X5UmQMFczwn4QZQ0qtXHLUVOSGDHmGDzIA+qvKrDQGRBkyUhJBIwwJRe5UdvPfus4eqCZItUxNUpR30dB1OccoA+LuOUnWUYL7DkPq6JwGVOQ4FSJZKb4V+RrIUQ9eff/zunhoVQWPqEWFohPCuK2IITNNGpWNu383LHvoqAp/OTroMDAHOGdeL/tlBCsrjPLN8a53trhFqlYlhPOlwx4vbSTgupw2OcM7IjKZ38qkXISAa0IStzhFkCYSyyLTMdkt0OLSMYtAvo+jj45NGjp7ZkM/RhzYhlAtm8yZqQggsLcmwvdSEo0XKZ0sINxAokNJGGF5ZwBpTP48T+2nygoKiGLzaQm8C8FIetKE4P1GC4bp8Kk3el55Jl9TQtxeIw2IPAugZgZdVkKQQDHViDBHJeleLXNflvZQfwfgmqhqolJdBQAiUNjGtNJQrVGazTaq6IgLfsNCn82MbKm19uZaS61JqgqeWbqGoPF67QStNDP+wbC/r9lWQYSu+d0a+vyrcSgwlyQ6aWGmJ8KYBKwLawpKSLEO164BbSkEoVUYxGjAwtd83+3R9hBA8++yzHX0ZRy1+L+LTvREC7AwIZrdI9m0qSU7QMz48GggqCNYzkJZCIbU3YVaHqQm0FFyQUhM8vylBrIVqAgAtJDkKpidLAZivIlQVGOszyGFmuVEdKBAuXNpfELQFr6ZSDWYmS+s1KwTYXOxysBJMCaOzG+7qhFKeT4KAoBZYViA9GQLd3IvAl7j6dBXS2Y9PH92ToXlhSioTPLV0S90G2sZVza9I8OGuMp54Zx8A3zu9NznB9nXg744IPP+JzIDRefyGtOX5JKUwpSTb0DRU+CCdWIYiI+gZHfplFH26Mjt37uTss8/u6Ms4avGDBD5HB9ryTA1b4C4shEgZHxpHhWdBWAmsegYTSnlqAilVHTXByf00OQFPTfBaK7wJAAylOdspJeg6bJMGy6T3GVmZLhOV5Poimy+UmFxfZDFRKt6SQUqFJNdNcJxMNNiJrdrjXc/YXInRyMhMpl5TUIAwJaaVhnKFUnXrsoeQ3omXj097EkhjOUQpBF89bTAAzyzfyoHSWJ02zTUxrEg43LloO44LZ43I4MxhfppBS5FCEA0YBM1OFFyRGuzMOk9rKY5YoAA8T47qMoq2X0axs1BRsZMDB9+iomJnR19Kh+C6LolEoumGQK9evbAsvwxsR+H3GD5HD1JCIAsCmS3KGzWUICdkELa6/8ppVAmMw16jFLrak6AxNcF/NyWIt0JNIIBMrTk7WQLAP3WEBJAoh2S5IOIK+icUEVey7z3Ni9JTEcxIlmE0kCYBsGpv01UNBAIlJYYAWwlMy0alYwSnu7eKQEvhDzh9ugxCCOw0BrVOHZbLmPwo5fEkc9/cVLeBVLhmuO7zh/GbN3ez+WCM3JDmO6f1Stv1HS1YSpIVNNJmTpkWhPDGGA3cm5QQ5BgafQTHElXf/6oyin7Z2rbjui7JZFmLH9u2/Zklb57Ku+9+kSVvnsq2bX9u8TFct2XjLMdxuPfeexk6dCiWZdG/f39++tOfAvDBBx9wxhlnEAgEyMnJ4atf/SolJSXV+1599dVceOGF/PjHP6ZHjx5Eo1Guv/56YrGa4Kjrutx3330MHjyYQCDA+PHj+fvf/169/dVXX0UIwQsvvMDkyZOxLIvFixczbdo0brnlFm6//Xays7Pp1asXd955Z61rPzzdYNu2bVx22WVkZ2cTCoWYPHkyS5curXWth3Lrrbcybdq06r///ve/M27cuOrXO336dEpLS1v0fh5NdKLQq4/PEcIIePniFYWQqGz2biHTK59YVJEklnSa3qELIgRkKMHBJCQPuRFJZeMYCWTcUxMkEzW5uKf21yz4JM7+cpfXtyc5s3/LuxUl4CxRyf/cJPuE5nUZZGpJOYevxn3ay2S30gRch2ky3uBa3b5yl63FXl2EYxrxI6gyLAwJEKkgQZvp5mUPTSWJ2P6tw6drETI15bHWqZ0ORwjB9acN5panVzF/5XauOKE/PaO1+w7XDOFKjUhUIJKV4Na+Z6zYVsrTqw4A8MMz88nwf1PNRgAhS3dO41Q7o0kvGikEOYbiYCJJzGl5YL0taCWJBCQhx6UykaQ8liR5hK+hO+A45bz62ri2HoW1n9zB2k/uaNFe0077AKWab4r8ve99j0cffZQHHniAk08+mZ07d/Lxxx9TVlbGZz7zGaZMmcLy5cvZs2cPX/nKV7j55pt54oknqvd/6aWXsG2bV155hU2bNnHNNdeQm5tbHWj44Q9/yPz58/ntb3/LsGHDeP311/niF79IXl4ep512WvVxbr/9du6//34GDx5MZmYmAHPnzuW2225j6dKlvPXWW1x99dWcdNJJzJgxo87rKCkp4bTTTqNPnz4sWLCAXr16sXLlShyneePxnTt3cvnll3Pfffdx0UUXUVxczOLFi1scdDma8O9KPkcnUnk+BbFSqCyGZnYSSgqygpryuENxZbJbdi4yFSgoSLpUjR2UMHG0JBlPoozaQQItBecPM3ji/RgLNyY4tY9qVN7fECEpucAp5U8qyr91mOPD5YDLoYGCt0d4A/HT3HLCjZyiyrBwaKYgYjbcUGmNLUAL0AEDrdNgWKjtBleRujJSCCK2xu6MA3MfnyZQ0jOmrUykJ8B7/MBsJvXPZOWWAh57YyPfO2dU3UbawtWWV7UlGfMCBokKSivj3PW/7QBcOCaLkwZG0nJNRwNKCqK2RnfGPtYMNjtALIQgSysKE0kqOmCSLqVXRjFgamIJh/JYklgiPUE0n85DcXExv/zlL3n44Ye56qqrABgyZAgnn3wyjz76KOXl5Tz55JOEQp5C8+GHH+b888/n3nvvpWfPngCYpsljjz1GMBhkzJgx3HXXXXznO9/h7rvvpry8nDlz5vDyyy8zdepUAAYPHswbb7zBI488UitIcNddd9WZ/B9zzDHccYcXJBk2bBgPP/wwL730Ur1Bgnnz5rF3716WL19OdnY2AEOHDm32e7Fz504SiQQXX3wxAwYMAGDcuLYGero3fpDA5+jGDIGyPFVBsm5uaUMEDImlBcUVSSrSNOjsTGgBUSkpdJzq+IlUARyjFBmX9aoJ/vVJnIMVLou3JzmjFWoCgDNknBfcBHuE5tVwiNMmlLH/PQ2uYFeWZFNPA+m6nCUa/6yqSx/2aCTVIGVYGBQgtMSy01SusJuVPRRA0NKETF+i6tO1CZgqbUECT00whOv/tIJ/v7+TL00dQN+sRn77ysRVJq4V5YFXP2JHUZzeUYNbT+mZlus5GrC0p2IS7VZQsA0oE1pY2UIIQaahKUokKetAdaKpJaaWJB1NRTxJRTyJ46sLGkXKANNO+6BF+1RU7uLtt88CDv2sJVOmvIBtNT/dSMrmKxXXrFlDZWUlZ555Zr3bxo8fXx0gADjppJNwHIe1a9dWBwnGjx9PMFjTt02dOpWSkhK2bt3Knj17qKioqDOpj8ViTJw4sdZzkydPrnMNxxxzTK2/e/fuzZ49e+p9LatWrWLixInVAYKWMn78eM4880zGjRvHWWedxcyZM/nc5z5HVlZWq453NNAJQ7E+PkcYpSGU45UrasEkSApBRkCTEeie7sGmhMghqzVSmIhU7qc2asspDeWpCQAWbkwQb+UAwwQuccsAeF6FEANd+s6M0fOkGB9M81b5j3Mr6UHDA6qyuMsnB73tExtJNZDaICQ95YSyFboFjuQNoi3v+9RNsLQkO2QStrQfIPDp8lhapdWEdkK/TKYOziHpuPxh8cZm7fPm+n38671dAPzo/HEEMnvimmFc2X36jXQjgIitidpG5wwQCJnyOmrdtUW1ItwJfBXUIWUUI34ZxUYRQqBUsEWPUHAwo0b+lJqpl2TUyJ8SCg5u0XFaci8OBBoOKLiu2+CxmnMOIUS11P+5555j1apV1Y/Vq1fX8iUAagUjqjAOG0seeszDaey1AEgp66h74/GaxSylFIsWLeK///0vo0eP5qGHHmLEiBFs3Ni8vvtoxO8BfHyqsMIQzPGciVuArSW5oU6aH9lGbAnh1KBaCIHSNkILhJQoo7Y0/7QBmkxLcLASlmxvvWzxRBGnvxunXEgWqjA6ABV5guUpGee5onEfiQ/2OSRd6B0S9AzV38UJIbG0xBaAklgBC9ECM8sG6SYqAi8AZpAZNNGdYPDq45Mu0u2Cf32q0sHzH+5iw96SRtsWlsf56XNrAPjCcf04dkAWSO0FCYK5OME8XDOC20RO+9GEVtIz29Od+P4ayGxRieX6CGtFpBNNyu1DyigGTNUtF0I6gvz8SznpxNeZNPEpTjrxdfLzL23X8w0bNoxAIMBLL71UZ9vo0aNZtWpVLeO+JUuWIKVk+PDh1c+99957lJeXV//99ttvEw6H6du3L6NHj8ayLLZs2cLQoUNrPfr165fW13LMMcewatUqDhw4UO/2vLw8du6sXTFi1apVtf4WQnDSSSfx4x//mHfffRfTNPnnP/+Z1uvsTnSeHsnHpzOgDC9Q0MJBmhCCqK3ICmpUNyuXGFSCQOo1SWEitPd/rWsPtk0lOC9V6eC5jQkSrVQTSOALeDekl1SIA0heUSGSQjDcjTOExkvnrEr5EUxozLBQa0Kpj0nbCqXSUfZQQzo8DTqQKkOw3LDpew/4dEtsQ7Z2wbdeRvWOMm1EHi7w+9c3NNp2zoufsK8kxoDsIF+bNqRuA6k8w8NADk4wD8eK4Kqu3ae0hYAhyQxoVGeeoFoRT0GWBkJKkdHJgiFaScK2UV1G0Q8atx3b7k1W1hRsu/cROJfNd7/7XW6//XaefPJJ1q9fz9tvv80f//hHZs2ahW3bXHXVVXz44Ye88sorfP3rX+dLX/pSdaoBeKkD1157LatXr+a///0vd9xxBzfffDNSSiKRCN/+9rf55je/ydy5c1m/fj3vvvsuv/71r5k7d25aX8vll19Or169uPDCC1myZAkbNmzgH//4B2+99RYAZ5xxBu+88w5PPvkk69at44477uDDDz+s3n/p0qXcc889vPPOO2zZsoX58+ezd+9eRo2qx0/GB/A9CXx86iIlBLKh/GCLfArAc37PCQpKYg5laXLS7gxElCDpQgyJVCauqgQk2jRJHFIK5/QBmn9/EudAhcuSHUlO69u6LmY8cUa6cT4WBk/pKB9LbxB2DhWN7pdwXD7Y15QfgSCkNaYApMAIKKRIw0C8i1c08PJ9jW4X5PLxORQhBEFTU1rZvDrdzeH6Uwfz2tq9vLJ2Lx/vKmJkr7q56S9/vIfnP9qFFPB/549uOggnFcgQrhHCdR1IVCASlYhkDM/QtfsihJdeYKnONWGug7Y8BWIaCSiJAAoTyU71KVeVUbRNRTzhUB5PEks43dK8ubvxox/9CK01//d//8eOHTvo3bs3N9xwA8FgkBdeeIFvfOMbHHfccQSDQS655BLmzJlTa/8zzzyTYcOGceqpp1JZWclll11Wq1Th3XffTY8ePfjZz37Ghg0byMzMZNKkSXz/+99P6+swTZMXX3yRb33rW5xzzjkkEglGjx7Nr3/9awDOOussfvSjH3H77bdTUVHBl7/8Za688ko++MDzjohGo7z++us8+OCDFBUVMWDAAGbPns3ZZ5+d1uvsTgj3KPuFFxUVkZGRQWFhIdFoy0xmfI4yXBfKDrQ4UFBFPOlSVNH6FfXOhuvCwaRLzEmQiBXhVHoDhFh57bq9Cz+N8/RHMXJtwU9PNludA7wOzZ0io9YFXEspZ9BwusHq/Ulmr4gTNWH2aVa9EkmpNT1tEylABzWBcBit25gmICSEcludk9qRKOlVLbA62QqWj097kXRc9pdUpnUSdse/PuL5j3Zx4pAcHvjChFrb9pdUcsWjSykoj3P1iQO5sT4VQXNxXS9gkKxEJCrpbgEDI1VitVOrB8BTjrVjnx9zHAriyUbcdzoex3GpiCcpb4PR4ZDMIMFOoFprbG5QUVHBxo0bGTRoELadBtVhF+Lqq6+moKCAZ599tqMvxSdNtOT77OuGfHwaQgivTGIrpYSGEuSEDMJW93CFFwIylcCQCqlNkMLzKTjMeGb6IE3UhH0VLm/taL2aIhundmlKIXicEPsb6baqqhqMz2s4hzJiaKTwVkYMWyFlOgwL7S4XIBBA2NLkhEw/QOBzVOGVQ0zvd/4rpwxCCcGb6/fz/raC6udd1+Xe59dSUB5naI8wXzllUNtOJAQYAVw7EyfUA8fOxNW2F6js4gRNRWbA6PwBAiHaZFTYHEwpyTY0ragmfMSQUhBMGR1mBE1M/z7i49Ot6Pp3FR+f9kQICGS1KecwZCpyghqzG+TySQEZSqKlhTS80YvSRq0giKkE5wz15Pv/2ZhstZJiF7LOIMwRgt0NdFuu6zbpR6ClIpT6HJSlkFoj22g4BXj1sbsQtlbkhC1CftUCn6OUoJXeCU2/7CDnjfdyjH/76vpqddV/P9zFa5/sRUvBHeePxkjnfUAI0LYXMAjm4dhZuEawywUMqoxSQ2k2lWw37IwW+xa1Bi1Fpw8UVGFqSUbQIDtsETS7Z8UnH5+jja51J/Hx6QjSEChQUpAV1ETtrj8p0wIytYlUqkZNYNbO6a9WE5S7vL2zdWqCXjiIw7KhpOvSswEB5tZilwMVXunGUTn1d21RQyEECOmpCJRIU9nDdAQajgBKCjKDBhlB33vA5+jGUDK9E3bg2pMHYSjByi0FLN90kN1FFcx+8RMArjtlMMN7RtJ6vloIAdrCtaKewiCQ3SUCBqaSZAWNrhNEN4NH1H9GCUGOodFdZNygpCBka8/oMGCk/Tfmc2R54okn/FSDoxj/1+vj0xyqUg+MtuWjBQyvXKLdiUodtQZTQoYRqK4WqZSuVULQ0oLPDElVOtiQJNkKNUEODl+hFJkKFMiUJ0FOA0GCd/d6z4/OkVj1LL0YQmCnKjIoQ4Ih0pNq0AXKHvqpBT4+dQma6f0t9IzaXDypLwAPvbyO2//+PiWVCcbkR/ni1P5pPVeTKPOQgEGOZ4DYiYKZXp+kyAgYXWfVWZlgHXkvKykEOYbC7EKBXSEEtqHIDNWUUezqCyQ+PkcbXUTb5ePTSQhkAQUQL2+qZYN40kqNlXAorkjidFHv0JC2iJtlFMWTCECZBonKGlPBGYMNFn4aZ0+5y9JdDifmt3yAOo1KxhFntyvpidNggADgvT2pVIMedQMwAogaEiFTKgJLoYTZ9kGLMjp92UNbK8J29yvN6ePTVmxDUVyRSGsffNXUAfxj5TY+2V1S/dwpw3LRsgMDw8rAVQYQwXUSiESFZ37opK/CQ4suJ2WWanTke9JShGx3H4JGTy8EWVpRkEhS2cXMkLWShJUkZKWMDmOtWzjw8fE5snShHtrHp5MQyExLDrqtPVVBoBM4+7aWiA4QSM2RtTaQh6gJ7EPUBP/Z0PqBeA4Oo0k0GiA4UOGyudhFAMfk1n0/bcBITeY9FYFEdXMVgZ9a4OPTNOlWEyQcl2Sydl/3+9c3sLuo8fKtRwypcc0wbjAXJ5iHa0ZSAYQjg6W99IIuFSAA777fwUoMIQRZhibQRftzIQQBU5MdtsgMmliGomu+Eh+fo4Mu1kv7+HQS7AwwQ20+jBCCqK3ICnbNlV4pbaK2wkj1JNKqPdicOcQgbMDuMpdlu9qvmNOqlIpgSKYgw6r9PgogqCVKCYQUaEMilETKNg6MhWyTT0V7UZVakBu2/NQCH58mCKR5orL1QFmdooSOC9sOtl591m5IhWuGcAM5nvGhFcFV7aOMEkDE1kRtA9HVpoZWpFP19RmGrjbg7aoYWhINGOgu/jp8fLoz/q/Tx6e12FGwwmk5lKkkOUFNqIvl7QkBSthkWgItQCujVrWAgBbMHOxNxv+9Pr2y3kNZtbem9OHhBPFUDoAXINAyPYaFRqDTlT20tSI3VbXAx8enaaQU2GlUE/TLDnJ4vFcK6Jt15MzuWoVUYIRwA9mej4EVxVUWpGFCX6Vqsrti0FJbabvPp5OIVkT8CbaPj0874vcwPj5twYp4jzQghCBsKbICGt2FVAVK2ghDEpVehyIPK2N11hCDoIZdZS7L20FNUJ5w+fiAd9yJh/kRaMCWoLRCKIHSErRAyjaulgnRqVINtBRkBU0yggayC313fHw6A8E0pnz1jNp87+xR1YECKeB7Z4+iZ7RtprdHFCHBCOIGslIBgwxcbdOagIFteOkFHerJ0FqkTvkQdU5CWhHtioEXn07FwIEDefDBB5vd/s4772TChAntdj0+nYcu2Gv7+HQyrHDaAgUAhhLkhAzCVtdQFQghUMJCm5KoAuMwNUHQEJxVpSZogzdBQ3y4zyHpQs+goHeodpcWApShvepgWiGkQEqNFG0cWGkLOsGgVwhPwpsTtjC7eMUMH5+OQiuZ1hJ8F0zI59mbTuI3sybx7E0nccGE/LQd+4gjBBgBXDvTCxjYmbg60GRpxaq+KWJ1wfQCqCl93MnvwUElydR+br+PT3uwadMmrr32WgYNGkQgEGDIkCHccccdxGKx6jb79+/nM5/5DPn5+ViWRb9+/bj55pspKirqwCtPD74m1ccnHVhhbzBRkb5OIWQqbC0pqkgSS7ZfPn86UMomqSsx4hBREDc1TkWyevvMoQYvbIizs9RlxW6H43qlb/Vj1d5UVYO82oNWG9AClDJSKgLhGRamJdWg41UEtqGIWNpXDvj4pIGgpYiVpa+f7Rm1u5Z6oDkIAdrG1bbnu5CoRCQrvWoJbs17p5UkamtUJ59gN4qdAaprDJFtJZECCuLJRux9fXyObmKxGKbZMhXpxx9/jOM4PPLIIwwdOpQPP/yQ6667jtLSUu6//34ApJR89rOf5Sc/+Ql5eXl8+umn3HTTTRw4cIB58+a1x0s5YvhLTz4+6cIMeQOLNKKkICuoidq6U6sKpFAoaSK0xBKQZdRWE4QNwYxBnppgQRq9CRKOy/t7q1INas4ngAAgtUQqgdYKBAgFsq1VDZTplT7sIKpTCwJ+aoGPT7qwtOqS5rEdirZwrainMAhk4xohgrZJVsDo2gECM+h5znQhTCnJMrQ/qO8C7KiI8cbBYnZUxJpunAaKi4uZNWsWoVCI3r1788ADDzBt2jRuvfXWettv2bKFz372s4TDYaLRKJdeeim7d++u0+6RRx6hX79+BINBPv/5z1NQUFBr+2OPPcaYMWOwLIvevXtz8803N+sca9euRQjBxx9/XOt4c+bMYeDAgbip8ePq1as555xzCIfD9OzZky996Uvs27evuv20adO4+eabue2228jNzWXGjBm1jldYWEggEOD555+v9fz8+fMJhUKUlJTwmc98hscff5yZM2cyePBgLrjgAr797W8zf/786vZZWVnceOONTJ48mQEDBnDmmWfyta99jcWLFzfwiXQd/P7ExyedmEGvVFKaCRheuUS7E0vKlbTA8AaGtoTIYZUOzhpqENCwo9Rl5e70rHesO+hQloCw4VU2qCKIlwsstYlQEqUFQkuksNquHu0gFYGfWuDj076kuxzi0YTUFplZOYSy8yGU6wXNZddYia+FMsGKdvRVtApDCrINjerC8Zmuguu6lCaTLX48vm0vk99azedWrWfyW6t5fNveFh/DbeEiy2233caSJUtYsGABixYtYvHixaxcubLB13XhhRdy4MABXnvtNRYtWsT69ev5whe+UKvdp59+yl//+lf+/e9/8/zzz7Nq1Spuuumm6u2//e1vuemmm/jqV7/KBx98wIIFCxg6dGizzjFixAiOPfZYnnrqqVrnnDdvHldccQVCCHbu3Mlpp53GhAkTeOedd3j++efZvXs3l156aa195s6di9aaJUuW8Mgjj9TalpGRwbnnnlvveaoCGPVRWFhIdnZ2Q283O3bsYP78+Zx22mkNtukqdMEe3Menk2MEAAEVBZDG/HspBBkBjZVwKK5ItlulgNYipacecJSDm3SJmpp4XFGW8NIBIqZgxkDNgk8T/HtDgkk9JbKNM/ZDqxpUHUsDtgCkQGuJrqrPqIUXyGgLUoFx5Eth+akFPj7tT8BQlFQm0tltHxVYWhK1D1E2KaNGbZVMQKIcEpWQjHfcRTYHIb0gfxdWQWgpyDE0B+JJEv4Xud0ocxyGvP5Bm47hAN9bt53vrdveov3WnzqOkGpeQLO4uJi5c+cyb948zjzzTAAef/xx8vPr90n53//+x/vvv8/GjRvp168fAH/6058YM2YMy5cv57jjjgOgoqKCuXPn0rdvXwAeeughzj33XGbPnk2vXr34yU9+wre+9S2+8Y1vVB+7at/mnGPWrFk8/PDD3H333QB88sknrFixgieffBLwghCTJk3innvuqT7+Y489Rr9+/fjkk08YPnw4AEOHDuW+++5r8P2ZNWsWV155JWVlZQSDQYqKinjuuef4xz/+UW/79evX89BDDzF79uw62y6//HL+9a9/UV5ezvnnn88f/vCHBs/bVfCXo3x82gPDbjfTI1t7qoJAGh2504WSATBqupUM06gSFwBw1hATW8G2EpdVe9qmJnDdmmMc6kdQtc6vtPZUBEqkDAsVsq0rW/rISlC1FGSH/NQCH58jgRCiU/arnRWBp27KDJoN909Ke8a+oVwI9/D+r9pYXaa9CGR6geAujhSCbENhdOFgh0962LBhA/F4nOOPP776uYyMDEaMGFFv+zVr1tCvX7/qyTvA6NGjyczMZM2aNdXP9e/fvzpAADB16lQcx2Ht2rXs2bOHHTt2VAclWnOOyy67jM2bN/P2228D8NRTTzFhwgRGjx4NwIoVK3jllVcIh8PVj5EjRwLeRL6KyZMnV///nnvuqdV+y5YtnHvuuWitWbBgAQD/+Mc/iEQizJw5s85179ixg8985jN8/vOf5ytf+Uqd7Q888AArV67k2WefZf369dx22231vv6uhK8k8PFpL7TlBQrKD6ZVUQDeYDZqK2xDUFSRJOl0jhUDJU0SSkJKTaANTWZCcyCeIOlC1BZMH6j5z/oECzYkmNhDttprYXuJy74KFy1hTI4XJLCoznhAaQOjKmBhSKRIQ9lD88ikGgjhpWsEfPmzj88RJWhqymLJphse5SgpyAgYGC2pCiFVqhpQGJwkJCo8hUGisv0utLlYEe+e3U2oChQUJJJUdpLxQXciKCXrTx3Xon12VsY5denHtcwlJfD6CSPpbTXf5yjYgspKVakJh4+zGkpZcF233jFZQ89XUbVNCEEg0PhiSnPO0bt3b04//XTmzZvHlClTePrpp7n++uur2zqOw/nnn8+9995b5zi9e/eu/n8oFKr+/w033FArHSE/Px+tNZ/73OeYN28el112GfPmzeMLX/gCWteeHu/YsYPTTz+dqVOn8vvf/77e19WrVy969erFyJEjycnJ4ZRTTuFHP/pRrevpavhKAh+f9kRbEMhuN/miqSQ5QU3I7DzlErWwa6kJTNMgKtzquuGfGWJiKdha7FanC7SGd1P7js6WWNorslU1hZeGRJueaSF4hoVKttFpXNtHRIYaMBW5IcsPEPj4dABKCmy/9nyj2FqREzJbFiA4HKk834JgNoR7eqa/2uoYqb+2vMBFN0MIQZahCfgqtLQjhCCkVIseQ4M294/oR1XvooD7R/RjaNBu0XFaMtYbMmQIhmGwbNmy6ueKiopYt25dve1Hjx7Nli1b2Lp1a/Vzq1evprCwkFGjRlU/t2XLFnbs2FH991tvvYWUkuHDhxOJRBg4cCAvvfRSm84xa9YsnnnmGd566y3Wr1/PZZddVr1t0qRJfPTRRwwcOJChQ4fWehwaGDiU7OzsWu2qAgGzZs3i+eef56OPPuKVV15h1qxZtfbbvn0706ZNY9KkSTz++OPIZgRpqoIwlZWdIADaBvwggY9Pe6NNCOY0WVe6tQghCFuKrIBGd4LBgJQ2IiXxB5BKYRgGEeEigIyAYPoAr3P+9/pEi014qnhvT6r0YQ/vfQ1AdSBCabPai0CkVARtDqK0s2GhoSTZIbN2bq+Pj88Rxw/Q1Y8AorZBRtBIb1BaSk+lVRUwCGR6KXtHImAgtaf468ZkGJpQWwI6Pmnjivwclk8dzT8mDGH51NFckZ/TrueLRCJcddVVfOc73+GVV17ho48+4stf/jJS1q/inD59OscccwyzZs1i5cqVLFu2jCuvvJLTTjutlnTftm2uuuoq3nvvPRYvXswtt9zCpZdeSq9evQC48847mT17Nr/61a9Yt24dK1eu5KGHHmrROS6++GKKioq48cYbOf300+nTp0/1tqoSg5dffjnLli1jw4YNvPjii3z5y18mmWyZEuy0006jZ8+ezJo1i4EDBzJlypTqbTt27GDatGn069eP+++/n71797Jr1y527dpV3WbhwoU8/vjjfPjhh2zatImFCxdy4403ctJJJzFw4MAWXUtnw+81fHyOBMrwBkDtFCgAMJQgJ2QQtjpWVSAEKGGDWfNaDcPzJghLLyBw1lBPTbC52OX9fS1XExyscNlY5B1rQp5CAoHUSxZSYhxq8qcEUrYx1UBb7VYzWwhv4J3d1pU5Hx+ftGBq2SkCrp2JKn+Udg+gCOGZ/wayUgGDLO/v9rh3CtFu3kGdjYhWRPz7S6cg3zY5KStCvn1kvDnmzJnD1KlTOe+885g+fTonnXQSo0aNwrbrqiuFEDz77LNkZWVx6qmnMn36dAYPHswzzzxTq93QoUO5+OKLOeecc5g5cyZjx47lN7/5TfX2q666igcffJDf/OY3jBkzhvPOO69avdDcc0SjUc4//3zee++9Oqv7+fn5LFmyhGQyyVlnncXYsWP5xje+QUZGRrNW+g9/zZdffnm953nxxRf59NNPefnll+nbty+9e/euflQRCAR49NFHOfnkkxk1ahS33nor5513Hv/5z39adB2dEeG2dhmvi1JUVERGRgaFhYVEo12zzI1PFyaZgPIDXj5me57GcSmqSBJLpqfUYEtxXYdYogCnwoFUPmRlRSVOIka5CyWO4On3KvnvpgQDo4IfntCylf5Xtyb405oEgzMEPzjBIgKYqd21ZRCMBvj/7d15XFTl/gfwzzlnNkB2RMUUQRItN0y9pqKouaS2SDcNMwWtNE0MLctMvXYzqx+a0mKJ4pLdzExveq0MQzDcMXfACE3uLXEBV5B15vfHADKCu8xz8HzerxevF5yZYT5w4MyZ7/k+zyPL1m4GyUGBQXG/s/NAB3drR8hd5mBQUMfAVQuI1KaguBTnL6t8Nn47cTBYV1cRPqStpNA6j0FxAWC5C69tDm5lqxFpR36pGRdK1DPnhqdeB70KXv+u996goKAAx44dg5+fX7VvrGubvLw8NGzYEHPmzMGoUaNExyE7u5W/Z5YViexJ0VnnKKjhGZQVWYK7ow4uJjEndpIkQ5aMkCp3ExisE/M4SICjZEHfAAMMMvDHBQsO3mI3QflcBm3rKtDjSoEAEmCo3K6vl6BIpjsrEMi6u14g4NACInUz6u58idbaTpIAVwc9XEx3eXjB7dIZrXMXONezDuEzON3+a6nBUXMFAgBwVGS46RSoYG+SnezduxdfffUVMjMz8euvv1ZcLX/iiScEJyO1Y5GAyN4UnfUExw5LLTnorcslmnT2/1dXFJO1Q7R8bgJZhlL2ZttJBuo7AT0al81NcPTm5yYoKLEgLcdaJAjyllF5ihpZr0BvuDIsQLobQw3u4lwE5SfdHFpApG6SJGl6bgK9IsPTyQiTWpeE1BkAk4t1WUUnL+vEgze7xK1iAIza7SQ1KTLc9CwUaEl0dDTatGmDRx55BHl5efjll1/g5eUlOhapHJdAJBJBVqyFgvxcwFxSs08lSXB10MFYYsbFglKY7TTCSJYUyJIeFn0RLIXW59Qb9CgtKQIAuMjAYwF6bM4qwdHzFhzOMaOl141PSA/lmFFiAbwdJPg7SVAqnekYHYwVEyZKOhmSpIMs3cFJriRbJ9C6CxwNCuqooWWXiG6Ko15BfmEJNDUmE4CTUYc6xlp0eqjorR9GZ+uQvpLL1qEJpdUMF5Fk6zADjR+HjbIMD72Es8UlEDMokewlKCgIe/bsER2DaiFeyiISpbxQcLNXP+6QSWftKnCw45UhpWylg/ITMkmWoeita1FLEtDESUJII2uedTe50sG+SqsaOFY60ZP0MgyVugigk6BIdzph4Z3PsG1QZHg6GeCslpZdIropsizBqNYr6TVAliS4OeprV4HgaorOWixw8rJ2GRidrZ0D5Rzc7NLFVxvoZQkeep1NoZ2IqByLBEQiybK1UKDo7fJ0kiTBxaTA3VEHxQ5j4WVZD0lSIOmvPJdef+VquqIAYffroZeBzPMWpOZe/5pGqfnKaggP11Vs3r8bTZW6CGQJkmxdjvGOGG5/qIG1g0MPdycDdBxaQFQrOWpkyEF5MdOou4d+XlmxDkNw8rSulODoaZ3XgCroWCggomvgmSuRaLJsncxQsc9yOEDZCaGjDk6Gml8uUZEdIOkklA+AtHYTXPlZvZ1k9L7v5roJfj9nQV4x4KQHWrtXyq1IMJgqXf3SS5Alw501AehNt3XFSYL1jYVXHYN6x/MS0U3RKzIM93CRTwJQx6iDu5Ph3p5EVZZrZIWae4EiSdZVBtjpRkSV3LuvfES1iSwDjvYtFEiShDpGBe4OuhqdRE+RDYAkQ9JfeQ6d/krrvawATzezdhP8fs6C9Ot0E+w7bR1q8JCXbNMJYXQw2KyNKykSFPkOrxjpbn3ma0PZqgUcWkB077hXJzCUJQnuTgY41ebhBXRXyJIED70C471cKCKiW8IiAZFaSJK1UGDndki9IsHDUQdnY811FSiSEZX7GSVJsukmqFu5m+Bo9RM5WiwW7DtlLSB08q500i4DhkonuZJOBiQZsnwHQzgUwy1ddeLQAqJ7l0mv3HPLIZp01m4nrrJC5SRJgrteBxMLBUQEFgmI1EWSAAd3IeMmHQ0KPB11NdJaq8gO1nkCqnQTWL9WFODvATroJOC3sxak55ZW+R4n8iw4ddkCnQQEeV35PnqjDoru6gkL7/D3d5PrZ3NoAZE2OBnvjf9vCYCLSQ9XR3Y7UfXc9Do4snhEpHk8ChCpTXmh4C4tvXcrFFmCu6MOLqa7u1SfJAGKZAJ01+4m8HZWKroJ/pNZtUiwt6yLoLWnDIfy76MABodKV/zLJiy8o6EGsnJTv3sOLSDSDod7YF15RZbg4WS4Z4dP0N3jolNQh4UCIk3jEYBIjQQWCgDAQW9dLtGku3uHCEU2QpLKhgOU0el1Nt0ET5V1E6SdNSPzrO3cBPvL5iPo6F358TL0+ivDCiSdBFm60qFwW24wFwGHFhBpjyRJMNXiN9cOBgWePGbRLaijU+B8F88BiKh24X8/kZo5uN906/vdZn0zrIOrg+6ujMeVJBmyZAD01+4mqO+soFfD8m6Ckoord+cLLTh63rrqQYe6ZSfqCmB0uKpjQJEg30kXgSRd8/ctAXAy6ji0gEijHGvh/70kAa4Oeriw44lug5OiwFVX+7toiOjWsUhApHYOboDBUdjTm3TWrgKHu3CCrMgO1m6CSpMY6g16yOXdBLor3QQHcs3466wZEoDDp0thARDgIsHTZH2sTifbzEUg6WRIsnXpw9umM1pXmriKUSfDs44RdYx3dxgGEdUeOkWGsRZdWdUrMjydjCxq0h1xUGS43QPDbdTixPnL2JZ5BifOX7bL8/3444/o2rUr3Nzc4OnpiYEDByIzMxMAUFRUhJdffhkNGjSAyWRCkyZNMHv27IrHzp07F61atYKTkxMaNWqEsWPH4tKlSxW3L126FG5ubvj3v/+NZs2awWQyoXfv3vjvf/9rl5+NalbtebUj0jKTK2BwEvb0kiTBxaTA3VFns/TgrZJlBbKkB/S2hx7ZcOWNfQMXBT3KuglWHy2BM4D9ZfMRdCxb1UBSAL1Jb7PsIXQSFFiHNNw2ve3vWJGtQwvcHA139HMT0b2htozndzQo8HDicYvuDqMsw0Ov45uGMhaLBflFJbf88cX2P9DlvQQMjd2JLu8l4Ivtf9zy97BYLLeUNS8vDxMnTsTu3bvx888/Q5ZlDBo0CGazGTExMVi3bh1WrVqFI0eOYMWKFWjSpEnFY2VZRkxMDA4dOoRly5YhISEBkydPtvn++fn5mDVrFpYtW4atW7fiwoULeOaZZ+7Gr5kEkyy3+td2l3366af4v//7P5w4cQIPPvgg5s2bh+Dg4GvePykpCRMnTsThw4fh4+ODyZMnY8yYMTf9fBcuXICrqyvOnz8PFxeXu/EjENlP4UWg8NKN71eDLBYL8orMyC823/KLFQCYzcUoLr0IS6EZltIrjy/Mz4fZXAqLBfhvbgnGbilCqQWY2V6PWb8Wo8gMzOtsQBNnGTqTDJOTCTpd2XwEsgTZJEOvuEKWb/MkXme0dm2gbNUCow5OhppbFpKIaqecS4UoMQs9dbqm8uEFRl3tKGZQ7VJituBsSQlK79Kfv6deB70KClnXe29QUFCAY8eOwc/PDyaTdZ6o/KISPDB9o4ioSH27LxwNuhvf8RpOnz4Nb29vHDx4EAsXLsThw4exadOmmzrX+eabb/DSSy/hzJkzAKydBBEREdixYwf+9re/AQDS09PRokUL7Ny5Ex07drztnFQzqvt7vhahRcGvv/4ar7zyCqZOnYq9e/ciODgYjz76KLKysqq9/7Fjx9C/f38EBwdj7969ePPNNxEZGYlvv/3WzsmJBDE6Wz8EkiQJdYwKPBx1t7XGtizrIUlKlW4CxaAv+/7WboIQH+tJbvR+a4HA0wT41pEg6QC9Tr5SIIB1wkJJUm6/QABUTFjIoQVEdD13coJekwyKDC8nIwsEVGN0sgQPvQ4KXxprjczMTAwdOhT+/v5wcXGBn58fACArKwvh4eHYt28fAgMDERkZiZ9++snmsZs3b0bv3r3RsGFDODs7Y/jw4cjJyUFeXl7FfXQ6Hdq3b1/xdfPmzeHm5oa0tDT7/IBUY4S+0s2dOxejRo3C888/DwCYN28eNm7ciAULFtiMiSn32WefoXHjxpg3bx4AoEWLFkhJSUF0dDSeeuope0YnEsdYx/pOuuCC0Bg6WYKHow75RaW4VHRrXQWK7ACL5RIgS7CUXZHT6fQolYthNpdCp0h4uqmChD9LcbHY+picAmDTn6V4NMAAudKKBtZvKEGR7mTZQx0UownOJh1PsInoukx6GRcLAbF9mLbqGHVwMqqzeEH3FkWS4KnX4WxxKYrV9E9gRw56Balv972lx2SfL8Ajc5NQuQlJloBNE7ujvuvNr2R1q/NDPfbYY2jUqBFiY2Ph4+MDs9mMli1boqioCO3atcOxY8fwww8/YNOmTRg8eDAeeeQRrF69GsePH0f//v0xZswY/POf/4SHhweSk5MxatQoFBcX2zxHdRdUeJGl9hP2ilJUVIQ9e/bgjTfesNnep08fbNu2rdrHbN++HX369LHZ1rdvXyxevBjFxcU2S6GVKywsRGFhYcXX58+fB2BtLSKq1YrEFwrK6c0WXCgsRXGp+cZ3hvXkuqg0H5ZSMyyFpRXbS0pKUFJQAAAoLjajtNL/LgB8shdo6WFEQ08LCoqKAJRNWFgqwaDTQZJsX7huhiRJcKzjAlNpAQrzJRTe+CFEpHElhSXILywRHQOyJMHFQY9SyLjAgxfZkc5iwcWSUhTfwdAbvYqGGwC46YsdkiTdckeRf906mB3aCm+uOYRSiwWKJOHd0Jbwr1vnlvPerJycHKSlpeHzzz+vGMqdnJxscx8XFxcMGTIEQ4YMwd///nf069cPubm5SElJQUlJCebMmVMx/9OqVauqPEdJSQlSUlIqhhYcOXIE586dQ/PmzWvs5yL7EFYkOHPmDEpLS1GvXj2b7fXq1UN2dna1j8nOzq72/iUlJThz5gwaNGhQ5TGzZ8/GzJkzq2xv1KjRHaQnIlH6fyg6AREREd1rLl68CFdX1xr7/kM6NEa3ZnXxx5l8NPFyRAPXml3i2t3dHZ6enli4cCEaNGiArKwsm4uzH374IRo0aIC2bdtClmV88803qF+/Ptzc3NC0aVOUlJTgo48+wmOPPYatW7fis88+q/Icer0e48ePR0xMDPR6PV5++WV06tSJ8xHcA4T3pl3djmKxWK7bolLd/avbXm7KlCmYOHFixddmsxm5ubnw9PRURSvMhQsX0KhRI/z3v//lRIoqwP2hPtwn6sN9oi7cH+rDfaI+3Cfqoqb9YbFYcPHiRfj4+NT4czVwdajx4kA5WZaxcuVKREZGomXLlggMDERMTAxCQkIAAHXq1MH777+PjIwMKIqCDh064Pvvv4csy2jbti3mzp2L999/H1OmTEG3bt0we/ZsDB8+3OY5HB0d8frrr2Po0KH43//+h65duyIuLs4uPx/VLGFFAi8vLyiKUqVr4NSpU1W6BcrVr1+/2vvrdDp4enpW+xij0Qij0Xasspub2+0HryEuLi7CD5J0BfeH+nCfqA/3ibpwf6gP94n6cJ+oi1r2R012EIj0yCOPIDU11WZb5WEVL7zwwjUfGxUVhaioKJttzz33XJX7hYaGIjQ09A6TktoIW93AYDDgoYceQnx8vM32+Ph4dO7cudrHPPzww1Xu/9NPP6F9+/bVzkdARERERERERDdP6BKIEydOxKJFixAXF4e0tDRERUUhKysLY8aMAWAdKlC5rWXMmDE4fvw4Jk6ciLS0NMTFxWHx4sV49dVXRf0IRERERERERPcMoXMSDBkyBDk5OXj77bdx4sQJtGzZEt9//z18fX0BACdOnEBWVlbF/f38/PD9998jKioKn3zyCXx8fBATE1Orlz80Go2YMWNGlSERJAb3h/pwn6gP94m6cH+oD/eJ+nCfqAv3R+0XHh6O8PBw0TGohkiWW1ncnIiIiIiISAMKCgpw7Ngx+Pn5wWQyiY5DdEdu5e9Z6HADIiIiIiIiIlIPFgmIiIiIiIiugY3XdC+4lb9jFgmIiIiIiIiuUr56Wn5+vuAkRHeu/O/4ZlYFFDpxIRERERERkRopigI3NzecOnUKAODo6AhJkgSnIro1FosF+fn5OHXqFNzc3KAoyg0fw4kLiYiIiO6C06dP48iRI5AkCc2aNUPdunVFRyKiO2SxWJCdnY1z586JjkJ0R9zc3FC/fv2bKnSxSEBERFTL7N69G9988w2ysrJQVFRkc9uaNWsEpdKuvLw8jB8/Hl988QVKS0sBWK9ADh8+HB999BEcHR0FJySiO1VaWori4mLRMYhui16vv6kOgnIcbkBERFSLrFy5EsOHD0efPn0QHx+PPn36ICMjA9nZ2Rg0aJDoeJo0ceJEJCUlYd26dejSpQsAIDk5GZGRkZg0aRIWLFggOCGROtTmAqeiKLf0JouoNmMngUD5+fnVHiRbt24tKJG2XLhwAS4uLhWfX0/5/ajmcH+oX20+ubuXtG7dGqNHj8a4cePg7OyM/fv3w8/PD6NHj0aDBg0wc+ZM0RE1x8vLC6tXr0ZISIjN9s2bN2Pw4ME4ffq0mGDE45aK3KjAuWTJEtERiagMVzcQ4PTp0xg4cCCcnZ3x4IMPIigoyOaD7MPd3b1iIho3Nze4u7tX+SjfTjWP+0PdVq5ciS5duiA1NRVr165FcXExUlNTkZCQAFdXV9HxNCUzMxMDBgwAABiNRuTl5UGSJERFRWHhwoWC02lTfn4+6tWrV2W7t7c3Z0UXiMctdXn33Xfx4Ycf4j//+Q8MBgPmz5+PtLQ0DB48GI0bNxYdj4gq4XADAV555RWcPXsWO3bsQI8ePbB27VqcPHkS77zzDubMmSM6nmYkJCTAw8Oj4nPOVitW5f2xefNmwWnoauUnd+VXr+fPn29z9Zrsx8PDAxcvXgQANGzYEIcOHUKrVq1w7tw5viEV5OGHH8aMGTOwfPlymEwmAMDly5cxc+ZMPPzww4LTaRePW+pyvQJnz5492QVFpCIsEgiQkJCA7777Dh06dIAsy/D19UXv3r3h4uKC2bNnVxxAqWZ179694vOrW0TJ/irvj8qfkzrw5E49goODER8fj1atWmHw4MGYMGECEhISEB8fj169eomOp0nz589Hv379cN9996FNmzaQJAn79u2DyWTCxo0bRcfTLB631IUFTqLag0UCAfLy8uDt7Q3AesA8ffo0mjVrhlatWuHXX38VnE6bunTpgu7duyMkJARdunSBk5OT6Eiac+DAgZu+L+ftsD+e3KnHxx9/jIKCAgDAlClToNfrkZycjNDQUEybNk1wOm1q2bIlMjIysGLFCqSnp8NiseCZZ57Bs88+CwcHB9HxNIvHLXVhgZOo9mCRQIDAwEAcOXIETZo0Qdu2bfH555+jSZMm+Oyzz9j+JsjAgQORlJRUcfL90EMPVRQNunbtijp16oiOeM9r27YtJEnCjeZSlSSpYokxsh+e3KlH+bAcAJBlGZMnT8bkyZMFJiIAcHBwwAsvvCA6BlXC45a6sMBJVHtwdQMBvvzySxQXFyM8PBx79+5F3759kZOTA4PBgKVLl2LIkCGiI2pWaWkpdu/ejcTERCQmJlbMVVBYWCg62j3v+PHjN31fX1/fGkxC1cnNzUVBQQF8fHxgNpsRHR2N5ORkBAQEYNq0aZxQsoZx9Q91W7duXbXbJUmCyWRCQEAA/Pz87JyKeNwiIro9LBKoQH5+PtLT09G4cWN4eXmJjqNp6enpSEpKQmJiIpKSklBUVITg4GCsXbtWdDQi0jBFUXDixAl4e3tDluVqJ1q1WCzstBGkfJ9cfUpVvk2SJHTt2hX//ve/+caUNIUFTqLaiUUCARITEzlRnsoMGTIEW7ZsgdlsRrdu3dCtWzd0796dY98FS01NrXZt68cff1xQIm250QldZTy5q1lJSUno0qULdDodkpKSrntfTvxpfz///DOmTp2KWbNmoWPHjgCAXbt24a233sK0adPg6uqK0aNH429/+xsWL14sOO29jcctdWGBk6h2YpFAAJPJhIYNGyIiIgIjRoxAo0aNREfSPFmW4eXlhfDwcPTo0QPBwcGch0Cgo0ePYtCgQTh48KDN1bnykwueSNjHtU7oqsN9QlrWsmVLLFy4EJ07d7bZvnXrVrz44os4fPgwNm3ahJEjRyIrK0tQSm3gcUtdWOAkqp04caEAf/31F1asWIGlS5fiH//4B3r16oVRo0bhySefhMFgEB1Pk3Jzc7FlyxYkJibirbfewuHDh9GmTRuEhIQgJCQEjz76qOiImjJhwgT4+flh06ZN8Pf3x65du5CTk4NJkyYhOjpadDzN2Lx5c8Xnf/zxB9544w2Eh4dXrPu+fft2LFu2DLNnzxYVUbPOnTuHXbt24dSpUzCbzTa3DR8+XFAq7crMzKz2qrSLiwuOHj0KALj//vtx5swZe0fTHB631IXLGxPVTuwkEGzfvn2Ii4vDV199BbPZjGeffRajRo1CmzZtREfTtMzMTLzzzjtYsWIFzGYzrzbYmZeXFxISEtC6dWu4urpi165dCAwMREJCAiZNmoS9e/eKjqg5vXr1wvPPP4+wsDCb7f/617+wcOFCJCYmigmmQevXr8ezzz6LvLw8ODs721w1lSQJubm5AtNpU9euXeHs7Izly5ejbt26AIDTp09j+PDhyMvLw5YtW7Bp0yaMHTsWv/32m+C02sHjlvqcPXsWixcvRlpaGiRJQosWLRAREWGzagsRiSeLDqB1bdu2xRtvvIFx48YhLy8PcXFxeOihhxAcHIzDhw+LjqcZubm5WLt2LSZMmIA2bdogMDAQGzZswBNPPIGYmBjR8TSntLS0YriHl5cX/vrrLwDWVQ2OHDkiMppmbd++He3bt6+yvX379ti1a5eARNo1adIkjBw5EhcvXsS5c+dw9uzZig8WCMRYvHgxjh07hvvuuw8BAQG4//77cd999+GPP/7AokWLAACXLl3iMm92xuOWuiQlJaFJkyaIiYmpOF7FxMTAz8/vhkMRiMi+2EkgSHFxMb777jvExcUhPj4e7du3x6hRoxAWFobc3Fy8/vrr2LdvH1JTU0VH1QRFUeDl5YXg4OCKIQYtW7YUHUuzgoODMWnSJDz55JMYOnQozp49i7feegsLFy7Enj17cOjQIdERNScwMBADBw7EnDlzbLZPmjQJ//nPf1i8sSMnJyccPHgQ/v7+oqNQJRaLBRs3bsRvv/0Gi8WC5s2bo3fv3pBlXo8RhcctdWnZsiU6d+6MBQsWQFEUANaLAmPHjsXWrVv52k6kIiwSCDB+/Hh89dVXAIBhw4bh+eefr/KGNCsrC02aNKky1pRqxqFDh1gUUJGNGzciLy8PoaGhOHr0KAYOHIj09HR4enpi5cqV6NWrl+iImvP999/jqaeeQtOmTdGpUycAwI4dO5CZmYlvv/0W/fv3F5xQO0JDQ/HMM89g8ODBoqMQqRqPW+ri4OCAffv2ITAw0Gb7kSNH0LZtW1y+fFlQMiK6GicuFCA1NRUfffQRnnrqqWtOVOjj42Mz+Q7VLBYI1KVv374Vn/v7+yM1NRW5ublwd3e/6Vmr6e7q378/MjIy8OmnnyI9PR0WiwVPPPEExowZwxVa7GzAgAF47bXXkJqailatWkGv19vcziVCxUhKSkJ0dLTNWOvXXnsNwcHBoqNpFo9b6tKuXTukpaVVKRKkpaWhbdu2YkIRUbXYSUBUZvXq1Vi1ahWysrJQVFRkc9uvv/4qKJW2jBw58qbuFxcXV8NJiNTreu3rXGtcjBUrViAiIgKhoaHo0qULLBYLtm3bhrVr12Lp0qUYOnSo6IhEQhw4cKDi87S0NEyePBnjx4+36ez45JNP8N5772HIkCGiYhLRVVgkEOS3335DYmJitctXTZ8+XVAq7YqJicHUqVMxYsQIxMbGIiIiApmZmdi9ezfGjRuHWbNmiY6oCbIsw9fXF0FBQbjeoWnt2rV2TEXluOweUfVatGiBF198EVFRUTbb586di9jYWKSlpQlKRjxuiSXLMiRJuu5rOsACJ5HasEggQGxsLF566SV4eXmhfv36VZav4lVr+2vevDlmzJiBsLAwODs7Y//+/fD398f06dORm5uLjz/+WHRETRg7dixWrlyJxo0bY+TIkRg2bBiXRVIJLrtHdG1GoxGHDx9GQECAzfbff/8dLVu2REFBgaBk2sbjlnjHjx+/6fv6+vrWYBIiuhUsEgjg6+uLsWPH4vXXXxcdhco4OjoiLS0Nvr6+8Pb2Rnx8PNq0aYOMjAx06tQJOTk5oiNqRmFhIdasWYO4uDhs27YNAwYMwKhRo9CnTx/ORyBQs2bN0L9/f7z77rtwdHQUHUfz8vLykJSUVO3wqMjISEGptCsgIACvvfYaRo8ebbP9888/R3R0NDIyMgQl0zYet4iIbg8nLhTg7NmzePrpp0XHoErq16+PnJwc+Pr6wtfXFzt27ECbNm1w7NixG7bI0d1lNBoRFhaGsLAwHD9+HEuXLsXYsWNRXFyM1NRU1KlTR3RETfrzzz8RGRnJE20V2Lt3L/r374/8/Hzk5eXBw8MDZ86cgaOjI7y9vVkksKORI0di/vz5mDRpEiIjI7Fv3z507twZkiQhOTkZS5cuxfz580XH1Cwet9Tnzz//xNatW6sd/sFjF5F6sEggwNNPP42ffvoJY8aMER2FyvTs2RPr169Hu3btMGrUKERFRWH16tVISUlBaGio6HiaJUlSxVhGLgcqVt++fZGSkgJ/f3/RUTQvKioKjz32GBYsWAA3Nzfs2LEDer0ew4YNw4QJE0TH05Rly5bhvffew0svvYT69etjzpw5WLVqFQDrPAVff/01nnjiCcEptYvHLXVZsmQJxowZA4PBAE9PzyrDP1gkIFIPDjcQYPbs2Zg7dy4GDBhQ7fJVPEjan9lshtlshk5nrZutWrUKycnJCAgIqHhBI/uoPNwgOTkZAwcOREREBPr163fdWd2pZi1evBhvv/02IiIiuOyeYG5ubti5cycCAwPh5uaG7du3o0WLFti5cydGjBiB9PR00RE1Q5ZlZGdnw9vbW3QUqgaPW+rSqFEjjBkzBlOmTOHrOZHKsUgggJ+f3zVvkyQJR48etWMaIvWoPHFhREQEhg0bBk9PT9GxCFx2T03q1q2LrVu3olmzZggMDERMTAz69u2L9PR0tGvXDvn5+aIjaoYsyzh58iTq1q0rOgpVg8ctdfH09MSuXbvQtGlT0VGI6AZYJCDNqrx27420bt26BpNQOVmW0bhxYwQFBV13ksI1a9bYMRWRuvTp0wfh4eEYOnQoxowZg7179yIyMhJffPEFzp49i507d4qOqBmyLMPV1fWGk6pyFn0iYPLkyfDw8MAbb7whOgoR3QCLBAIVFRXh2LFjaNq0aUWbO9kP1+5Vn/Dw8JtawWDJkiV2SEOkTikpKbh48SJ69OiB06dPY8SIERXDo+Li4tC2bVvRETVDlmXMmzcPrq6u173fiBEj7JSISL1KS0sxcOBAXL58udrhH3PnzhWUjIiuxiKBAPn5+Rg/fjyWLVsGAPjtt9/g7++PyMhI+Pj4sMJqJ1y7l+jWcNk9Iluck0D9eNxSj3/+85+YMWMGAgMDUa9evSoTFyYkJAhMR0SVsUggwIQJE7B161bMmzcP/fr1w4EDB+Dv749169ZhxowZ2Lt3r+iIREQ2brTsHudSsZ+3334bXbt2Rc+ePW225+XlYc6cOZg+fbqgZNqjKApOnDjBIoFK8bilLu7u7vjwww8RHh4uOgoR3QCLBAL4+vri66+/RqdOneDs7Iz9+/fD398fv//+O9q1a4cLFy6IjqhZqamp1V5t4AzIpHUhISFo1qxZxbJ7+/fvt1l2j0uF2o8sy9Dr9Zg9ezYmTpxYsf3kyZPw8fHh8Cg7YieBuvG4pS7169fHL7/8gvvvv190FCK6AQ6EF+D06dPVnlDk5eXd1HhsuvuOHj2KQYMG4eDBgzbzFJTvD550k9bt27cPn3/+ORRFgaIoKCwshL+/Pz744AOMGDGCJ9t2tnz5crz88ss4cOAAFi5cyGVaBTGbzaIj0HXwuKUuEyZMwEcffYSYmBjRUYjoBrhIqQAdOnTAhg0bKr4ufyMaGxuLTp06iYqlaRMmTICfnx9OnjwJR0dHHD58GFu2bEH79u2RmJgoOh6RcHq9vuJYVa9ePWRlZQEAXF1dKz4n++nRowd27NiBXbt2ISQkBCdPnhQdiUh1eNxSl127dmHZsmXw9/fHY489htDQUJsPIlIPdhIIMHv2bPTr1w+pqakoKSnB/PnzcfjwYWzbtg1btmwRHU+Ttm/fjoSEBNStWxeyLEOWZXTt2hWzZ89GZGQk54kgzQsKCkJKSgqaNWuGHj16YPr06Thz5gy++OILtGrVSnQ8TSl/09O0aVPs2LEDgwcPRvv27fHZZ58JTkakLjxuqYubmxuLAUS1BOcksKPo6Gi8+uqrAICDBw8iOjoae/bsgdlsRrt27TB58mS8+OKL2LFjh+Ck2uPu7o49e/bA398fTZs2xaJFi9CjRw9kZmaiVatWyM/PFx2RSKjrLbu3ZMkStGnTRnREzbh6HLzZbMYrr7yCBQsWwGw2c3gUURket4iIbg+LBHbk4OCATz/9FBEREVVuu3jxIvr27Ytz584hNTVVQDptCw4OxqRJk/Dkk09i6NChOHv2LN566y0sXLgQe/bswaFDh0RHJCICACxbtgzPPPMMjEajzfYlS5Zgy5YtWLJkiaBkREREdC9gkcCOVq9ejeeeew5fffUVnnzyyYrteXl56NOnD86cOYMtW7agXr164kJq1MaNG5GXl4fQ0FAcPXoUAwcORHp6Ojw9PbFy5Ur06tVLdEQioWJjYxESEsJZqYmI6LatXr0aq1atqnYlqV9//VVQKiK6GosEdrZo0SJERkZiw4YN6NGjBy5duoR+/frh1KlTSExMhI+Pj+iIVCY3Nxfu7u5ccYIIQPPmzZGRkYF69eqhe/fuCAkJQffu3dG8eXPR0TTp559/xs8//4xTp07ZzLAvSRIWL14sMBmRegQFBVX7Gi5JEkwmEwICAhAeHo4ePXoISKc9MTExmDp1KkaMGIHY2FhEREQgMzMTu3fvxrhx4zBr1izREYmoDIsEAnzwwQeYNWsWvvvuO0ybNg0nTpxAUlISGjZsKDqa5owcOfKm7hcXF1fDSYjULzs7G5s3b0ZSUhISExORkZGBunXrIiQkBCtXrhQdTzNmzpyJt99+G+3bt0eDBg2qvAlau3atoGRE6jJlyhQsWLAArVq1QseOHWGxWJCSkoIDBw4gPDwcqamp+Pnnn7FmzRo88cQTouPe85o3b44ZM2YgLCwMzs7O2L9/P/z9/TF9+nTk5ubi448/Fh2RiMqwSCDIlClT8MEHH6BJkyZISkrCfffdJzqSJsmyDF9fXwQFBeF6/wo86Sa6Ii8vD8nJyVi5ciVWrFgBi8WCkpIS0bE0o0GDBvjggw/w3HPPiY5CpGovvPACGjdujGnTptlsf+edd3D8+HHExsZixowZ2LBhA1JSUgSl1A5HR0ekpaXB19cX3t7eiI+PR5s2bZCRkYFOnTohJydHdEQiKsMlEO3o6mVf9Ho9vLy8EBkZabN9zZo19oylaWPGjMHKlStx9OhRjBw5EsOGDYOHh4foWESq88MPP1R0EOzfvx8PPvggunXrhm+//RbBwcGi42lKUVEROnfuLDoGkeqtWrUKe/bsqbL9mWeewUMPPYTY2FiEhYVh7ty5AtJpT/369ZGTkwNfX1/4+vpix44daNOmDY4dO3bdCzVEZH+y6ABa4urqavMRFhaGBx54oMp2sp9PP/0UJ06cwOuvv47169ejUaNGGDx4MDZu3MgXLKJKBgwYgCVLliA0NBTZ2dlISUnB3Llz8fjjj8Pd3V10PE15/vnn8a9//Ut0DCLVM5lM2LZtW5Xt27Ztg8lkAmBdQvTqlUKoZvTs2RPr168HAIwaNQpRUVHo3bs3hgwZYjOhNxGJx+EGRJUcP34cS5cuxfLly1FcXIzU1FTUqVNHdCwi4ebNm4ctW7bgl19+gaIoFZMXhoSEoEWLFqLjacqECROwfPlytG7dGq1bt4Zer7e5nVdFiazeeecdvPvuu3jhhRfQoUMHSJKEXbt2YdGiRXjzzTcxdepUfPjhh/j+++8RHx8vOu49z2w2w2w2Q6ezNjKvWrUKycnJCAgIwEsvvVTlWEZE4rBIQFRJVlYWli5diqVLl6KoqAjp6eksEhBd5eDBg0hKSsLmzZuxfv16eHp64sSJE6Jjacb1ZmKXJAkJCQl2TEOkbl9++SU+/vhjHDlyBAAQGBiI8ePHY+jQoQCAy5cvV6x2QDWjV69eGDduXJVht+XOnDmDjh074ujRo3ZORkTXwiIBaV5hYSHWrFmDuLg4JCcnY+DAgYiIiEC/fv0gyxyRQ1TZ3r17kZiYiM2bN+OXX37BxYsXERQUhN27d4uORkREKiTLMmRZxtSpUzFz5swqt588eRI+Pj4oLS0VkI6IqsN3QKRpY8eORYMGDfD+++9j4MCB+N///odvvvkG/fv3Z4GAqJLHH38cHh4e6NChA7788ks0a9YMX3zxBXJzc1kgICJVkWUZiqJU+XB3d0enTp04QbQACxYswPz58zFo0CBcunRJdBwiugF2EpCmybKMxo0bIygoqMpa45XxhIK07tVXX0VISAi6desGFxcXm9v+/PNPNGzYUFAybdq9eze++eYbZGVloaioyOY2Hq9I67777rtqt587dw67du3CkiVLsGzZMjz99NN2TqZNsiwjOzsbOTk5ePLJJ2EwGPDdd9/B398fADsJiNSIRQLStPDw8OsWB8otWbLEDmmIapfs7GzMmjULixYtwuXLl0XH0YyVK1di+PDh6NOnD+Lj49GnTx9kZGQgOzsbgwYN4vGK6AY++eQTLF++HDt37hQdRRPKiwTe3t44f/48wsLCsHPnTnz99dd45JFHWCQgUiEWCYiI6JrOnTuHcePG4aeffoJer8cbb7yBl19+Gf/4xz8QHR2NBx98EBMnTkRYWJjoqJrRunVrjB49GuPGjYOzszP2798PPz8/jB49Gg0aNKh2zC8RXZGRkYGOHTvi7NmzoqNoQuUiAQBYLBZMmTIFc+fOxfvvv4+hQ4eySECkMjrRAYiISL3efPNNbNmyBSNGjMCPP/6IqKgo/PjjjygoKMAPP/yA7t27i46oOZmZmRgwYAAAwGg0Ii8vD5IkISoqCj179mSRgOgGLl++zNUM7Ojqjk1JkvDee+8hKCgIo0aN4oosRCrEmdmIiOiaNmzYgCVLliA6Ohrr1q2DxWJBs2bNkJCQwAKBIB4eHrh48SIAoGHDhjh06BAAa9dHfn6+yGhEtUJsbCyCgoJEx9CMazUtDxkyBMnJyTh48KCdExHRjbCTgIiIrumvv/7CAw88AADw9/eHyWTC888/LziVNo0cORLz589HcHAw4uPj0apVKwwePBgTJkxAQkIC4uPj0atXL9ExiYSbOHFitdvPnz+PlJQUZGZm4pdffrFzKu3avHkzPDw8qr2tbdu22LNnDzZs2GDnVER0PZyTgIiIrklRFGRnZ6Nu3boAAGdnZxw4cAB+fn6Ck2mPoig4ceIEdDodCgoK4OPjA7PZjOjoaCQnJyMgIADTpk2Du7u76KhEQvXo0aPa7S4uLmjevDnGjh0LX19fO6ciIqo9WCQgIqJrkmUZjz76KIxGIwBg/fr16NmzJ5ycnGzux2X3at7Vk38RERER1QQONyAiomsaMWKEzdfDhg0TlISAqhOAEREREd1t7CQgIiKqBWRZhqur6w0LBbm5uXZKRERERPcidhIQERHVEjNnzoSrq6voGERERHQPYycBERFRLcA5CYiIiMgeZNEBiIiI6MY4HwERERHZA4sEREREtQAb/4iIiMgeONyAiIiIiIiIiACwk4CIiIiIiIiIyrBIQEREREREREQAWCQgIiIiIiIiojIsEhARERERERERABYJiIiIiIiIiKgMiwREREREREREBIBFAiIiIiIiIiIqwyIBEREREREREQEA/h/q3pl/YQePYAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, figsize=(10,6))\n", + "\n", + "for mapname in map_order:\n", + " if 'ensemble' in mapname:\n", + " continue\n", + " map_df = results[results['dataset']==mapname]\n", + " orig_names = list(map_df.country)\n", + " orig_metric = list(map_df.crop_f1)\n", + " orig_err = list(map_df.std_crop_f1)\n", + " new_metric = np.array([orig_metric[j] for j in [orig_names.index(i) for i in country_order]])\n", + " new_err = np.array([orig_err[j] for j in [orig_names.index(i) for i in country_order]])\n", + " ax.plot(country_order, new_metric, label=mapname, alpha=1.0, marker='.')\n", + " ax.fill_between(country_order, new_metric-new_err, new_metric+new_err, alpha=0.1)\n", + "\n", + "plt.xticks(rotation=90);\n", + "ax.legend(bbox_to_anchor=(1.25, 0.5))\n", + "ax.set_ylabel('F1')\n", + "ax.set_ylim(0, 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 219, + "id": "c3c44e71", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 1.0)" + ] + }, + "execution_count": 219, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, figsize=(16,4))\n", + "\n", + "xshift = 0\n", + "for mapname in map_order[1:] + ['ensemble-subset']:\n", + " map_df = results[results['dataset']==mapname]\n", + " orig_names = list(map_df.country)\n", + " orig_metric = list(map_df.crop_f1)\n", + " orig_err = list(map_df.std_crop_f1)\n", + " new_metric = np.array([orig_metric[j] for j in [orig_names.index(i) for i in country_order]])\n", + " new_err = np.array([orig_err[j] for j in [orig_names.index(i) for i in country_order]])\n", + " x_pos = np.array(range(len(country_order))) + xshift\n", + " if 'ensemble' in mapname:\n", + " ax.errorbar(x=x_pos, y=new_metric, yerr=new_err, fmt='o', markersize=10, label='majority-vote', color='k')\n", + " else:\n", + " ax.errorbar(x=x_pos, y=new_metric, yerr=new_err, fmt='o', markersize=10, label=mapname)\n", + " xshift += 0.07\n", + "\n", + "plt.xticks(rotation=90, ticks=x_pos-0.4, labels=country_order, fontsize=20);\n", + "ax.tick_params(top=True, labeltop=True, bottom=False, labelbottom=False);\n", + "plt.yticks(fontsize=20);\n", + "# ax.legend(bbox_to_anchor=(1.2, 0.6), fontsize=20)\n", + "ax.set_ylabel('F1', fontsize=20)\n", + "ax.set_ylim(0, 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 220, + "id": "cb654d88", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 1.0)" + ] + }, + "execution_count": 220, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, figsize=(16,4))\n", + "\n", + "xshift = 0\n", + "for mapname in map_order[1:] + ['ensemble-subset']:\n", + " map_df = results[results['dataset']==mapname]\n", + " orig_names = list(map_df.country)\n", + " orig_metric = list(map_df.accuracy)\n", + " orig_err = list(map_df.std_acc)\n", + " new_metric = np.array([orig_metric[j] for j in [orig_names.index(i) for i in country_order]])\n", + " new_err = np.array([orig_err[j] for j in [orig_names.index(i) for i in country_order]])\n", + " x_pos = np.array(range(len(country_order))) + xshift\n", + " if 'ensemble' in mapname:\n", + " ax.errorbar(x=x_pos, y=new_metric, yerr=new_err, fmt='o', markersize=10, label='majority-vote', color='k')\n", + " else:\n", + " ax.errorbar(x=x_pos, y=new_metric, yerr=new_err, fmt='o', markersize=10, label=mapname)\n", + " xshift += 0.07\n", + "\n", + "plt.xticks(rotation=90, ticks=x_pos-0.4, labels=country_order, fontsize=20, alpha=0);\n", + "plt.yticks(fontsize=20);\n", + "# ax.legend(bbox_to_anchor=(1.2, 0.6), fontsize=20)\n", + "ax.set_ylabel('Accuracy', fontsize=20)\n", + "ax.set_ylim(0, 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 221, + "id": "c8004ee9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 1.0)" + ] + }, + "execution_count": 221, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, figsize=(16,4))\n", + "\n", + "xshift = 0\n", + "for mapname in map_order[1:] + ['ensemble-subset']:\n", + " map_df = results[results['dataset']==mapname]\n", + " orig_names = list(map_df.country)\n", + " orig_metric = list(map_df.crop_recall_pa)\n", + " orig_err = list(map_df.std_crop_pa)\n", + " new_metric = np.array([orig_metric[j] for j in [orig_names.index(i) for i in country_order]])\n", + " new_err = np.array([orig_err[j] for j in [orig_names.index(i) for i in country_order]])\n", + " x_pos = np.array(range(len(country_order))) + xshift\n", + " if 'ensemble' in mapname:\n", + " ax.errorbar(x=x_pos, y=new_metric, yerr=new_err, fmt='o', markersize=10, label='majority-vote', color='k')\n", + " else:\n", + " ax.errorbar(x=x_pos, y=new_metric, yerr=new_err, fmt='o', markersize=10, label=mapname)\n", + " xshift += 0.07\n", + "\n", + "plt.xticks(rotation=90, ticks=x_pos-0.4, labels=country_order, fontsize=20, alpha=0);\n", + "plt.yticks(fontsize=20);\n", + "# ax.legend(bbox_to_anchor=(1.2, 0.6), fontsize=20)\n", + "ax.set_ylabel('Recall (Producer Acc.)', fontsize=20)\n", + "ax.set_ylim(0, 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 223, + "id": "edee879c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 1.0)" + ] + }, + "execution_count": 223, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, figsize=(16,4))\n", + "\n", + "xshift = 0\n", + "for mapname in map_order[1:] + ['ensemble-subset']:\n", + " map_df = results[results['dataset']==mapname]\n", + " orig_names = list(map_df.country)\n", + " orig_metric = list(map_df.crop_precision_ua)\n", + " orig_err = list(map_df.std_crop_ua)\n", + " new_metric = np.array([orig_metric[j] for j in [orig_names.index(i) for i in country_order]])\n", + " new_err = np.array([orig_err[j] for j in [orig_names.index(i) for i in country_order]])\n", + " x_pos = np.array(range(len(country_order))) + xshift\n", + " if 'ensemble' in mapname:\n", + " ax.errorbar(x=x_pos, y=new_metric, yerr=new_err, fmt='o', markersize=10, label='majority-vote', color='k')\n", + " else:\n", + " ax.errorbar(x=x_pos, y=new_metric, yerr=new_err, fmt='o', markersize=10, label=mapname)\n", + " xshift += 0.07\n", + "\n", + "plt.xticks(rotation=90, ticks=x_pos-0.4, labels=country_order, fontsize=20);\n", + "plt.yticks(fontsize=20);\n", + "# ax.legend(bbox_to_anchor=(1.2, 0.6), fontsize=20, ncols=4)\n", + "ax.set_ylabel('Precision (User Acc.)', fontsize=20)\n", + "ax.set_ylim(0, 1)" + ] + }, + { + "cell_type": "markdown", + "id": "9f070a56", + "metadata": {}, + "source": [ + "### Scatter plot of F1 score vs. spatial resolution" + ] + }, + { + "cell_type": "code", + "execution_count": 227, + "id": "be73fd6c", + "metadata": {}, + "outputs": [], + "source": [ + "resolution = {'ensemble-subset': 10,\n", + " 'esri-lulc': 10,\n", + " 'dynamicworld': 10,\n", + " 'digital-earth-africa': 10,\n", + " 'worldcover': 10,\n", + " 'esa-cci-africa': 20,\n", + " 'nabil-etal-2021': 30,\n", + " 'gfsad-gcep': 30,\n", + " 'glad': 30,\n", + " 'copernicus': 100,\n", + " 'globcover-v23': 300,\n", + " 'asap': 1000\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 228, + "id": "60d48a4b", + "metadata": {}, + "outputs": [], + "source": [ + "metric_names = {'accuracy': 'Accuracy',\n", + " 'crop_f1': 'F1',\n", + " 'crop_precision_ua': 'Precision (User Accuracy)',\n", + " 'crop_recall_pa': 'Recall (Producer Accuracy)'}" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "id": "7246214a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(ncols=4, figsize=(10,3))\n", + "\n", + "axes = axes.flatten()\n", + "for i, (metric, err) in enumerate(metric_order):\n", + " res = []\n", + " met = []\n", + " for mapname, mapdf in results.groupby('dataset'):\n", + " if mapname not in map_order:\n", + " continue\n", + " if mapname in ['globcover-v23', 'asap', 'copernicus']:\n", + " continue\n", + " #axes[i].scatter([resolution[mapname]]*mapdf[metric].shape[0], mapdf[metric], label=mapname)\n", + " axes[i].errorbar(resolution[mapname], \n", + " mapdf[metric].mean(), \n", + " yerr=mapdf[metric].std(), \n", + " fmt='o', \n", + " label=mapname,\n", + " color='k',\n", + " alpha=0.8)\n", + " res.append(resolution[mapname])\n", + " met.append(mapdf[metric].mean())\n", + " axes[i].set_xlabel('Spatial resolution (m/px)')\n", + " axes[i].set_ylabel(metric_names[metric])\n", + " axes[i].set_title('$R^2=${:.2f}'.format(np.corrcoef(res, met)[0,1]))\n", + "\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 230, + "id": "bcc33295", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(ncols=4, figsize=(10,3))\n", + "\n", + "axes = axes.flatten()\n", + "for i, (metric, err) in enumerate(metric_order):\n", + " res = []\n", + " met = []\n", + " for mapname, mapdf in results.groupby('dataset'):\n", + " if mapname not in map_order:\n", + " continue\n", + " #axes[i].scatter([resolution[mapname]]*mapdf[metric].shape[0], mapdf[metric], label=mapname)\n", + " axes[i].errorbar(resolution[mapname], \n", + " mapdf[metric].mean(), \n", + " yerr=mapdf[metric].std(), \n", + " fmt='o', \n", + " label=mapname,\n", + " color='k',\n", + " alpha=0.8)\n", + " res.append(resolution[mapname])\n", + " met.append(mapdf[metric].mean())\n", + " axes[i].set_xlabel('Spatial resolution (m/px)')\n", + " axes[i].set_ylabel(metric_names[metric])\n", + " axes[i].set_title('$R^2=${:.2f}'.format(np.corrcoef(res, met)[0,1]))\n", + " \n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 231, + "id": "7a15a661", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(ncols=4, figsize=(10,3))\n", + "\n", + "axes = axes.flatten()\n", + "for i, (metric, err) in enumerate(metric_order):\n", + " res = []\n", + " met = []\n", + " for mapname, mapdf in results.groupby('dataset'):\n", + " if mapname not in map_order:\n", + " continue\n", + " axes[i].scatter([resolution[mapname]]*mapdf[metric].shape[0], mapdf[metric], label=mapname)\n", + " res.append(resolution[mapname])\n", + " met.append(mapdf[metric].mean())\n", + " axes[i].set_xlabel('Spatial resolution (m/px)')\n", + " axes[i].set_ylabel(metric_names[metric])\n", + " axes[i].set_title('$R^2=${:.2f}'.format(np.corrcoef(res, met)[0,1]))\n", + "\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "31381986", + "metadata": {}, + "source": [ + "### Temporal mismatch vs accuracy" + ] + }, + { + "cell_type": "code", + "execution_count": 232, + "id": "5e0df314", + "metadata": {}, + "outputs": [], + "source": [ + "year = {\n", + " 'esri-lulc': 2019,\n", + " 'dynamicworld': 2019,\n", + " 'digital-earth-africa': 2019,\n", + " 'worldcover': 2020,\n", + " 'esa-cci-africa': 2016,\n", + " 'nabil-etal-2021': 2016,\n", + " 'gfsad-gcep': 2015,\n", + " 'glad': 2019,\n", + " 'copernicus': 2019,\n", + " 'globcover-v23': 2009,\n", + " 'asap': 2017\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 233, + "id": "dcfeb196", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(ncols=4, figsize=(10,3))\n", + "\n", + "axes = axes.flatten()\n", + "for i, (metric, err) in enumerate(metric_order):\n", + " years = []\n", + " met = []\n", + " for mapname, mapdf in results.groupby('dataset'):\n", + " if mapname not in map_order:\n", + " continue\n", + " if mapname == 'ensemble-subset':\n", + " continue\n", + " for country in mapdf['country']:\n", + " if country == 'Namibia':\n", + " continue\n", + " elif country == 'Malawi':\n", + " mismatch = np.abs(2020-year[mapname])\n", + " else:\n", + " mismatch = np.abs(2019-year[mapname])\n", + " result = mapdf[mapdf['country']==country][metric].values[0]\n", + " axes[i].scatter(mismatch, result, color='k')\n", + " years.append(mismatch)\n", + " met.append(result)\n", + " axes[i].set_xlabel('Temporal mismatch (years)')\n", + " axes[i].set_ylabel(metric_names[metric])\n", + " axes[i].set_title('$R^2=${:.2f}'.format(np.corrcoef(years, met)[0,1]))\n", + "\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 234, + "id": "15ba76d3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(ncols=4, figsize=(10,3))\n", + "\n", + "axes = axes.flatten()\n", + "for i, (metric, err) in enumerate(metric_order):\n", + " years = []\n", + " met = []\n", + " for mapname, mapdf in results.groupby('dataset'):\n", + " if mapname not in map_order:\n", + " continue\n", + " if mapname == 'ensemble-subset' or mapname=='globcover-v23':\n", + " continue\n", + " for country in mapdf['country']:\n", + " if country == 'Namibia':\n", + " continue\n", + " elif country == 'Malawi':\n", + " mismatch = np.abs(2020-year[mapname])\n", + " else:\n", + " mismatch = np.abs(2019-year[mapname])\n", + " result = mapdf[mapdf['country']==country][metric].values[0]\n", + " axes[i].scatter(mismatch, result, color='k')\n", + " years.append(mismatch)\n", + " met.append(result)\n", + " axes[i].set_xlabel('Temporal mismatch (years)')\n", + " axes[i].set_ylabel(metric_names[metric])\n", + " axes[i].set_title('$R^2=${:.2f}'.format(np.corrcoef(years, met)[0,1]))\n", + "\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "c46d1138", + "metadata": {}, + "source": [ + "## Confusion matrices" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "cb5af9b5", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import ConfusionMatrixDisplay" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "3fde4a78", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tn 115\n", + "fp 16\n", + "fn 23\n", + "tp 28\n", + "Name: 0, dtype: object" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results.iloc[0][['tn', 'fp', 'fn', 'tp']]" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "id": "de26ad63", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(nrows=3, ncols=4, figsize=(12,9))\n", + "axes = ax.flatten()\n", + "\n", + "for i, mapname in enumerate(map_order):\n", + " total = results[results['dataset'] == mapname][['tn', 'fp', 'fn', 'tp']].sum()\n", + " cm = np.array(total).astype(np.uint32).reshape(2,2)\n", + " p = ConfusionMatrixDisplay(cm).plot(ax=axes[i], cmap='magma_r', im_kw={'vmin':150, 'vmax':3386}, text_kw={'fontsize': 'xx-large'})\n", + " p.im_.colorbar.remove()\n", + " if 'ensemble' in mapname:\n", + " mapname = 'majority-vote'\n", + " axes[i].set_title(mapname, fontsize=14)\n", + " axes[i].set_xlabel('Map label', fontsize=14)\n", + " axes[i].set_ylabel('Reference label', fontsize=14)\n", + " axes[i].tick_params(axis='both', which='major', labelsize=14)\n", + " \n", + "fig.suptitle('Confusion Matrices for Combined Reference Dataset', fontsize=20)\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "id": "bf1685e7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(nrows=3, ncols=4, figsize=(12,9))\n", + "axes = ax.flatten()\n", + "\n", + "cms = results[results['country'] == 'Kenya'][['tn', 'fp', 'fn', 'tp', 'dataset']]\n", + "for i, mapname in enumerate(map_order):\n", + " cm = cms[cms['dataset']==mapname][['tn', 'fp', 'fn', 'tp']]\n", + " cm = np.array(cm).astype(np.uint32).reshape(2,2)\n", + " p = ConfusionMatrixDisplay(cm).plot(ax=axes[i], cmap='magma_r', im_kw={'vmin':0, 'vmax':cm.sum(axis=None)}, text_kw={'fontsize': 'xx-large'})\n", + " p.im_.colorbar.remove()\n", + " if 'ensemble' in mapname:\n", + " mapname = 'majority-vote'\n", + " axes[i].set_title(mapname, fontsize=14)\n", + " axes[i].set_xlabel('Map label', fontsize=14)\n", + " axes[i].set_ylabel('Reference label', fontsize=14)\n", + " axes[i].tick_params(axis='both', which='major', labelsize=14)\n", + "\n", + "fig.suptitle('Confusion Matrices for Kenya Reference Dataset', fontsize=20)\n", + "fig.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "id": "72cc4e79", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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d8fHjR2zfvh3//PMPJk+eXOz2qHr8loXCrYdktQYoKChA7969ERQUBB6Ph2HDhmHAgAFwc3NDXl4e7ty5gz/++ANv3rzBwIEDcePGDa6fH3G+AUSPOgOAv78/pk6dyi3f0tKS+zsjIwPe3t4IDw+HQCDAuHHj0KNHDzg5OSEjIwNXrlzBihUr8PHjR3Tv3h3379+Hi4uLzO1KT0/HwIEDkZ2djZ9++gmdO3eGkZERHj9+jKpVq6p9fZmZmejTpw8SExMxZ84cdOrUCSYmJrh//z4WLlyId+/eYe3atejduzf3m1xYUFAQunfvjvz8fOjq6mL06NHo27cvnJ2dkZ2djadPn+L06dMyO8xW53aom5GREVq3bo1Tp04hMzMT9+7dg5eXF1deUFAAgUCArl27onPnzqhbty73e/nixQusXbsWT548we7du1G9enWJ1qiOjo54/PixwrwLSObe/Px8GBsbo2fPnujQoQNq164NMzMzxMXF4cmTJ1izZg1ev36NX3/9FbVq1cK4ceMklpWTk4Nhw4YhNTUVpqam8Pf3h6+vL+zs7JCXl4fXr1/j5s2bCAgIkPl5PH78GL6+vsjIyICdnR38/f3Rrl07WFtbIy4uDsePH8eGDRtw584d9O3bF1evXuUedxT/zowbNw4hISFo3rw5tm3bJrF8ef0AEkK0REXXNBFS2ezZs4e7G/Ljjz+WenmPHj3i7tTXr1+fffr0SWqa06dPc9N4enpKlRe967R48WKpaYRCIevSpQsDRK1B4uLipKZRpoUFY6Vv0ZOVlcX09PQYILvFTmGyWrUoatETFxfH3YF3cHBgb968kZrm3r17XEsTR0dHqbuGRe/8TZw4kQmFQqnlTJgwgZvm3r17CrdDnqItehhjzN/fnwFgrVu3lpg2NTWVa50ibklQXIued+/esYyMDLnrT05OZg0bNmQAWNu2bWVOU3gdxRF/5+LP//Xr13KnLW5/W7VqFVfev39/lp2dLXM5BQUFLCYmRuK9N2/ecPuBn5+fzBY7jDH2448/MgBMR0eHPX/+XKLMycmJAWCDBg1SuM2y9lFlFD5u5d3xLov9ecyYMTL355JQd4ueGTNmcOXLly+XKs/Pz2d9+/aV2A5Z+/vLly8VbtujR4+YiYkJA8DmzJmjcNsAUaub5ORkqWl2797NTbNixQqp8uPHj3PlPXr0kLn/LVy4UG5LAjF1HL/KUKb1RXp6OqtZsyYDRK2IZH3+y5cvZwCYnp4eO3XqlMzlJCUlsXr16imMWZnfmC+//JIBotaud+/elTlNdHQ0q1q1KtfKo6jCrR5MTEzYgwcPym19FhYWLCwsTGqaiIgIZmBgwACwPn36SJVnZmZy6zAyMlLYWkZWvlDHdihDlRY9jDE2Z84cbr6dO3dKlKWnp7PY2Fi58wqFQjZ27FgGiFpcyzp2lcm7YvHx8TLPycRycnJY586duVyYn58vUX7x4sViW+wwxlheXp5U63ChUMgd240aNWLx8fEy5y18frh582apckUtqwkh2o0qeggpodWrV3M/3KtXry718sQX9QDYzZs35U5XuFLhzp07EmWFT1yaNWsm90LnzJkz3HTHjh2TKi+vip6YmBiFcRRHUUXPb7/9xi173759cpexePFibrqDBw9KlBX+HKpWrSq3guHZs2el3hdkVfTcuHGDey8yMpKbduvWrQwAMzMzY5mZmYyx4it6lHH06FFuGQkJCVLlqlb0FD1JL0rR/lZQUMA1V3d0dGRpaWkl2qZZs2ZxlSNZWVlyp8vLy+PW89NPP0mUiSsj1XGcy6LMBYe692cLCwuWmppa6tjVWdGTlZXFzM3NGQDWtGlTufnrw4cP3AVwafb3mTNnMkBUsS5L4Yqehw8fypxGKBQyBwcHrhKyqO7duzNA9Ehd0UpIsYKCAla/fn2lcq4ixR2/ypB3US4UCtnbt2/ZkSNHWO3atblpZFXQ5+bmcpUDX3/9tcL1nTp1iltWRESEVHlxvzHx8fHcvlDc8blu3Tqu8qlopVnhipeff/5Z7jLKYn1r1qyRu4xhw4YxAMzS0lKq7O+//+aWsXLlSoWxlNV2KEPVip6VK1eW6nc1MTGR6erqMgDs0KFDUuUlqehRxoMHD7jlhYSESJQVvjFY0sf8AwMDi81DYkOGDGEAWJs2baTKqKKHkM8XdcZMSAmlpaVxfxsbG5d6eRcuXAAA1K1bFy1btpQ73cSJE6XmkWXEiBFyHyUpPBRuVFRUSUNVG2tra67J8K5du5Cfn6+2ZYs/GwsLCwwcOFDudOJHegrPI8ugQYOgr68vs8zDw4N7DEmdn2erVq1Qs2ZNAMDu3bu598WPbQ0aNAiGhoYqLTsjIwPR0dF48uQJwsLCEBYWJjGyTXGPxihLIBBg8ODBKs//4MEDbojliRMnKv24l9ixY8cAiEZzMTAwkDsdn89Hq1atAEDq8TvxIxsHDhxAZmZmidavLuren3v37g1TU1P1BagGoaGhSElJAQCMGTNGbv6yt7eX+RiLIp8+fUJkZKTE/m5hYQFA9BhSXl6e3HkbNGiAhg0byizj8Xho0qQJAOljPz8/n+sAtUuXLnBwcJC5DB0dHfj5+ZVoe8rj+C3cQa2Ojg6cnJzQv39/PHv2DObm5li0aBF+//13qfnu3LnDdbI8ZMgQheto374997cqj72ePXsW2dnZJVpXXl4eQkND5U43cuTIclsfj8fDiBEj5C5D/Fv96dMnqU6RxSMyGhkZYdKkSQpjKaosPjd1K5zrC59vyZKXl4d3794hPDycOx5iY2NhbW0NQH2/Z2I5OTl48+YNnj59yq2PMcaVF12f+DcEgNRjU8UR/4Z5eHjIzUNi4u/q7t27MjtmJoR8nqiPHkJKqPBFknjkLVXl5OQgIiICACSeQ5elSZMm0NPTQ15eHsLCwuROp2i4bSsrK+7v4k6gypK+vj6GDh2KXbt24dChQ7h79y6GDBkCHx8ftGnTBubm5iovW/zZiD8veezt7eHq6oro6GiVP09A1GdEenq62j/P0aNHY/78+di1axfmzZuHt2/fcqO/KDvallhCQgJWrFiBgIAARERESJyYyppWHdzd3RVWsBSn8NC6hS8KlZGSkoKXL18CADZs2IANGzYoNd+HDx8k/u/n54dFixbhxo0bcHNzw+DBg9GxY0e0bdtWZp8sZUHd+3NxFwwVoXC8hSujZWnevDl3ASTP48ePsXLlSpw+fVrqOy1MKBTi06dPcvvpKe7YF+fTosd+ZGQkVzFYtP+Pojw9PRWWAxVz/Mrj4+ODadOmyayMCwkJ4f4WV54qQ9F3JE/hdRW+mFZ1XSYmJqhevXq5rc/GxoarjJCl6G+1uHIS+C83ivsqKwl1b0dZKHw8yeoDMS8vDxs3bsSuXbtw//595Obmyl2WOo6HjIwMrFmzBvv378eTJ08UVqQUXV/btm1RvXp1REVFYebMmdizZw/69+8Pb29vNG/eXGEfOeLv6vnz50r3A5ebm4ukpKRy+30ihGg2qughpIRsbGy4vz9+/FiqZX369In7297eXuG04iGCP3z4IHOIdDFFJ346Ov814qvouz5//fUXkpOTERgYiNevX+P333/H77//Dl1dXTRt2hRDhgzBpEmTStzZtfizKe7zBIAqVaogOjpa5c8T+O8zVffnOWrUKMyfPx8vX77ErVu3EBQUBMYYnJ2d4e3trfRyQkND0bVrVyQmJio1fVZWlqohSyjcaaoqCp8wl+SCBADi4uJUWmfRVjtz585FTEwMtm3bhri4OKxduxZr164Fj8dDvXr1MGDAAEydOlWpfU1V6t6fS/u9iJW0A+rClRNF5y2cB4vrYLy4C5gtW7ZgypQpSrcSVLS/q3rsl2R7ivteK+L4LdxBbXZ2Nl69eoWtW7fizJkzOHbsGDp37oxr165JVeSq67hThrrXVbgipTzWp+y+BUjvX+LcWNK8CJTvd6Sqwrm/cIUXIMqHXbp0UbqFUWmPh+joaHTo0AGvXr1SaX16enoIDAzEoEGDEB4ejrt37+Lu3bsAAENDQ3h7e2P06NEYOnQodHV1JeatDN8VIUSzUUUPISVUeMSre/fuqW25ylw4KbqTW9mYmZnh+PHjuHPnDg4ePIigoCA8fPgQBQUF3MnQ77//jqNHj5bo7rBYZf88q1evjjZt2uD69evYtWsX15pn5MiRJbq7N2TIECQmJkJPTw/Tp09H3759UatWLVhaWnKPpEVFRaFGjRoA1PeZFD1pLY2SVioUvjCaOXMmvvjiC6XmK3p3VU9PD1u2bMGsWbOwb98+XLp0CSEhIcjNzeWa7a9YsQK7d++WGKGuLKhrf1bX9yJ+dFDZi4rCrR/V8cirLM+ePeMqeezs7DB79mx06NABrq6uMDU15VpEbd26ldsnyiIHKKrUUjRtURV1/Lq5uaF+/frc/5s3b47Bgwfju+++w7JlyxAaGorvvvsOq1evlpiv8HEXHByssMVKYaqM6Chel0AgKNFjRYVHVCqsuONC3etTh5LmRUAzt6Oowq05PTw8JMq++uorLu5+/fph/PjxaNiwIezs7GBgYMB9Js7Oznj79m2pj4fRo0fj1atX4PF4GDduHIYNG4Y6derA1taWO/6EQiG3/8haX926dfH48WMEBgYiMDAQly9fRmRkJLKysnDmzBmcOXMGK1aswKlTpySOBfF31aZNG/z9999KxyzvUVFCyOeHKnoIKaG6devCxsYGCQkJuHr1KlJTU1UeYr3w3fXimkbn5+dzd+qL3uUqbzweD4wxCIVChdMp82ibp6cn9/hCWloagoODsW3bNhw5cgRxcXEYOHAgIiMjle6TxsrKCu/fv1eqqbm4RVZFf57yjBkzBtevX8fWrVu5fhVK8tjWpUuXuP5D1q5dK9HPU2GFWyBoisIt52JjY6VO+BUpfIGZmZkpcdGqirp162LRokVYtGgRsrKycP36dezduxc7d+5Eeno6hg8fjsjISJXusBdHU/dn8To+ffqE3NzcYofpLRx/0fgK58G4uDjUqlVL7nLEw6/Lsn37dm646eDgYNSpU0fmdGW9vxfevuJafSq6a69px+8vv/yCM2fO4NGjR1i7di2mTp0qcVwWPu4EAkGpjztFxOvKzc2FtbV1mRx7Fbk+RWxsbPDu3TvExsaWeF5N2g5ZMjMzcePGDQCiCuHGjRtzZampqThw4AAAUV+Ee/bskbscdRwTz549w7Vr1wAAP/zwA3755ReV16Wrq4t+/fqhX79+AID379/j9OnTWLduHUJDQxEaGorJkyfjyJEj3DzW1tb4+PEj4uPjy/RYIoRoL+qMmZAS4vF4GDt2LABRRcbmzZtVXpa+vj7c3d0BALdv31Y47f3797mOQyv6R1/cT5GiExyhUMj1P1SS5fbu3RuHDx/GjBkzAIhOiMQnW8oQfzaFPy9Z4uLi8Pr1a4l5NM2QIUOgr6/PVfI0a9ZM7sWrLE+ePOH+HjZsmNzpCvfbIIsqd45Lq2nTptzfV65cKdG8tra2cHR0BCDqmFidrTYMDQ3RqVMnbN26leuQNisrCydOnFDbOgrT1P1Z3NdPfn4+Hj16VOz0hVs/Fu0nqF69etzfxe2LisrF+3ujRo0UHifFraO0atSowT2aI35MQx5F5eo6ftWFz+djyZIlAEStDebPny9RLu6cGgDOnTtXprGU57oqYn2KiHNjSEhIiR/T0aTtkGXbtm1cx+y9e/cGn//f/eiIiAguByo6Hp4/f4709HS55cr+npXl8Ve1alWMHz8eN2/e5L7PEydOSDz6Jf6uXrx4weV2VVTE7zchRDNQRQ8hKpg5cyZ3Ij9v3jw8e/ZMqfmEQqHEKEoA0KlTJwCiEWBu3bold97CFUrieSqKm5sbAMUnOKdOneJO2FTRsWNH7u+SdKgo/mySk5MREBAgd7otW7ZwFQAV/XnKY2FhgX79+kFfXx/6+volHqGncD8l8i4IhEIhNm7cqHA5hfviyMnJKVEMqmrUqBGcnJwAiPZ9RSfusvTp0weA6LGWQ4cOqT0+QPV9tCQ0dX8uvO2K7qwDoscZ9u7dC0D0OFy7du0kyps3b851wL5r1y65FXMfP37E2bNn5a5HvL8ruvj98OFDsZ05lxafz+f60Tp37hw3ElVRQqEQO3bskLscdR2/6tSzZ0+uw+x//vkHz58/58ratm3LtWb6+++/kZqaWmZxdO/enXsUb+XKlWoduVET1qdI7969AYj2iZJ+95q0HUVFRETghx9+4P7//fffS5QrczwAKPYxJ2V/z9S1PkX09PS4XJGfny8xwpr4NwwAli1bpvI6xNtbXr/dhBDNQRU9hKjA0dERf/31FwBRqx5vb29uOF15nj59iq5du2L58uUS7/v7+3MdL06aNElm5ci5c+ewZcsWAKJHnYobyaWsiU9Mbt++jevXr0uVv3//nmuRI0tUVFSxn1fhu43iiiVljBs3jquEmzVrFt6+fSs1zcOHD7k7046Ojlxzak20f/9+ZGdnIzs7G9OnTy/RvOLWYgDkXlD+8MMPxfY1Vbh5f2RkZIliUJWOjg5mz54NAHj37h3GjBkjd3QVoVAo9RjD7NmzuT4UpkyZUuxd11OnTkm0TElKSsLx48cVtgZSdR8tCU3dn/v27ctVxK1bt07h8bx48WJu2OEhQ4ZIdUBsYGCAMWPGABC1/FmxYoXUMoRCISZPnsy1bpNFvL+/ePFCZqV5ZmYmRowYobYOxxXx9/cHILq4mjx5sszO2pcuXYrHjx/LXYa6jl91mzNnDgDRdyLe7wDR9/jNN98AEFWoDRs2TOHju2lpadzvaEk5Ojpi3LhxAET7/+TJkxVWWsTFxZWq9W15r0+RUaNGcS0Wf/rpJ4XH3rt37yT+r0nbUdiJEyfQunVrbsStH374QaI/RACoWbMm1zpl586dcpfz559/KlyXsr9nyhx/69evx9GjR+Uu4+rVq9wIkLLk5uZy35+JiYlEZ/MDBw7kWiauX7+eOweUJywsDIGBgVLvi7c3KipKo/slJISUAUYIUdnPP//MAHCvLl26sLVr17JLly6xe/fusQsXLrB169axnj17Ml1dXQaANWrUSGo5s2fP5pZRvXp1tmHDBnbnzh0WHBzMZs2axfT09BgAJhAI2P3796XmDwoK4uYPCgpSGLN4uvnz50uVvXr1iivftm2b3GWEhYUxPp/PADBLS0u2cuVKdvfuXXb9+nW2bNkyZm9vz6ytrZm7uzsDwLy9vWXGW7duXfbTTz+xI0eOsDt37rA7d+6wgIAANmTIEC6OJk2aMKFQKDG/n58fA8BcXFxkxrd27Vpufjs7O7ZixQp269Ytdv36dbZw4UJmYmLCADAej8dOnjyp8ufAGGMuLi4MAPPz81M4nTzbtm1T+ruTZf78+dz8r169kihLT09ndnZ2DADj8/ls6tSp7MyZMywkJITt37+fdezYkQFgbdq0Ubi9EREREvv45cuX2YsXL1hERASLiIhgeXl53LTe3t4yv3NZivucCwoKWOfOnblpatWqxVatWsWuXbvG7t27x06dOsXmzZvH3N3dZe7PhT9bgUDAvvjiC3bkyBEWGhrKbt++zQICAth3333HatSowQCwwMBAqdhcXV3Z//73P3bgwAF269YtFhISwgIDA9mkSZOYjo4OA8CqVavG0tPTi93eopQ9bstzfy6J8+fPc5+Bnp4e++KLL9jRo0dZSEgIu3XrFtu5c6fE91elShX24cMHmctKTExkVapU4aYdOXIkO3PmDAsNDWUHDhxgrVu3ZgCYp6cnN010dLTEMu7cucOVWVpasqVLl7LLly+z27dvs3Xr1nH5qPD+XvSYYUz5Y7q4PNS7d29uPV5eXmz//v0sNDSUnT59mg0dOpQBYC1atJD73ajr+FVG4TxSXB4SCoWsQYMGXFxRUVFcWX5+PhcXAObs7MyWLFnCgoKC2P3799mVK1fYpk2b2MiRI5mxsTGztraWuQ5Fv1NiaWlprH79+ty0devWZatWrWJXr15l9+/fZ0FBQeyvv/5i/fr1YwKBgDVr1kxqGcV9hxW1vsK5S9Y+eunSJe43WFdXl40dO5YdO3aMhYaGshs3brBt27axwYMHM4FAUCbboYzC+9TWrVvZ48eP2ePHj9mjR4/YtWvX2JEjR9iPP/7I7Uvi18SJE6V+88V69uzJTde1a1d2+PBhFhISwk6dOsW++OILpqury9zd3Zmtra3CY7hatWoMAHNzc2NHjx5l4eHh3O9ZamoqY0y0nxf+nIYPH85OnDjBQkND2dGjR9mgQYOkjr+i++v8+fOZjo4O8/b2ZsuWLeNy2rVr19jWrVsl8tnMmTOl4nz06BGX38XbvGPHDnbr1i0ulyxZsoTLj7NmzZJaxqZNmyTWERISwm1r0RxKCNEuVNFDSCkFBAQwV1dXiRMVea969eqxs2fPSi2joKCATZ06VeG85ubmMudlrPwrehhjbMWKFXJjtbS0ZJcvX5Z70V84XkWvOnXqyDzJVeZk+ZdffuEuQmW99PX12Y4dO2TOqy0VPYwxdubMGWZgYCD3c/Dx8WFhYWHFbm/hyreir8LrVWdFD2OMZWRkcCfUil7yLgj379/PzMzMip1fR0eHXbp0SWZsil6Ojo7s3r17xW6rLCU5bstrfy6pY8eOMQsLi2I/p7p167IXL14oXNaDBw+4CzRZr7Fjx7ItW7Zw/5dVabRw4UKFccyaNavYi2h1VfSkpqZKXAQWfTVt2pTdu3dP4XejruO3OCWp6GFMdFyJp580aZJEWWZmJhszZoxSx4+bm5vM5Rd3XIslJiaybt26KbUuX19fqflLUtFTnusrbh9lTLRvWFpaFhtHWWyHMgrvU8q86tatywICAhQu882bN8zZ2VnuMpydndmTJ0+KPYbXrVsndxmFj6H79+8r/IwbNGjAYmNj5e6vyn4GAwYMYFlZWTJjffjwIVdJXdxr4cKFUvOnpaWx6tWry5xe2f2eEFI50aNbhJTSgAED8Pz5c+zZswejRo2Ch4cHLC0twefzYWVlhaZNm2Lq1Km4ePEiHj9+jC5dukgtQ0dHB2vXrsWVK1cwcuRIODs7Q19fH2ZmZmjcuDF+/PFHREREyJy3onz99dc4c+YMunbtyg316+bmhmnTpuHBgwdo37693HnbtWuHmzdv4ueff0aHDh1Qs2ZNbvhje3t7dOnSBRs2bMCDBw/g6uqqUnw//vgj7t+/j4kTJ6JGjRowNDSEsbEx6tSpg6+++grPnj3jHhfRZl27dkVISAhGjRoFBwcH6OnpwdbWFt7e3ti4cSMuXryo1HDXu3fvxrJly+Dp6Qlzc3PuccOyZmRkhH/++QeXLl3C6NGj4ebmBkNDQ5iamqJ27doYMGAA9u7dyz3mVdTQoUMRHR2NX3/9FT4+PrCzs4Oenh6MjIxQvXp19O7dGytWrEB0dDR8fX25+VxcXPDgwQP8/vvv6N69Ozw8PGBhYQE+nw8bGxt4e3tj+fLlCA8Pl+jgtKxo6v7cp08fvHr1Cr///js6deqEKlWqQCAQwNDQEM7Ozhg4cCB2796Nhw8fSjwKIUujRo3w9OlTzJo1C+7u7tDX14eNjQ18fX2xd+9ebNu2TaLfF3G/PoXNmzcPJ0+eRJcuXWBpaQmBQIBq1aphwIABOHfunNSjs2XJ1NQUwcHB+PPPP9GiRQuYmJjA1NQUjRs3xtKlS3H9+nWJEcdkUdfxq26DBw9G7dq1AYhGOyv8iJChoSF27NiBkJAQ+Pv7o169ejA3Nwefz4eFhQUaN26ML774AocOHUJ4eHip4rCyssLp06dx8eJFjBs3Du7u7jAxMeF+f1u0aIFp06bh1KlTOH/+fKnWVRHrU6Rr166IiorCkiVL0Lp1a1hbW0NPTw+Ojo7w8vLCjz/+KPfRwIrcDj09PVhbW6N69ero3r075s6di6tXr+LJkycYMGCAwnmdnJxw7949zJ49G7Vq1YK+vj7Mzc3RqFEjzJ8/Hw8ePEDdunWLjcHf3x8BAQHo0qUL7OzsJDp9Lqxx48Z48OABpkyZAhcXF+jp6cHKygqenp5Yvnw57ty5o3Dksm+//RanTp3C119/jZYtW8LZ2RkGBgYwMDCAq6srhg4dipMnTyIgIECi76DCGjZsiKdPn2LHjh3o168fnJycYGBgAIFAgKpVq8LHxwdz5sxBaGgo5s2bJzW/iYkJbty4ga+++gp16tThHgUmhGg/HmP0wCYhhBBCNN+ECROwZcsWVKtWTWZ/RYQQQgghhDpjJoQQQkglkJWVxY2Y1bJlywqOhhBCCCFEc1FFDyGEEEIqXGRkpNxRYQoKCuDv788NY+/n51eeoRFCCCGEVCr06BYhhBBCKtzYsWNx584dDBs2DF5eXrCzs0NWVhYePXqETZs2ccOId+zYEefPn+eGWiaEEEIIIZJk9z5GCCGEEFLOwsPDMX/+fLnlbdq0wYEDB6iShxBCCCFEAWrRQwghhJAK9/z5cwQEBOD8+fN4/fo14uPjkZeXB2trazRv3hxDhw7FsGHDym3EN0IIIYSQyooqegghhBBCCCGEEEK0BN0WI4QQQgghhBBCCNESVNFDCCGEEEIIIYQQoiWooocQQgghhBBCCCFES1BFDyGEEEIIIYQQQoiWoIoeQgghhBBCCCGEEC1BFT2EEEIIIYQQQgghWoIqegghhBBCCCGEEEK0BFX0EEIIIYQQQgghhGgJqughhBBCCCGEEEII0RJU0UMIIYQQQgghhBCiJaiiR4tt374dPB4P27dvL9P1+Pj4gMfjlek6CCFEFa6urnB1dVV6+uDgYPB4PCxYsKBU612wYAF4PB6Cg4NLtRxCiEh0dDR4PB7Gjh1b0aGUOXXlIU3C4/Hg4+Oj9PSUQ0lZkJVH1HUdU9LzDU1dR3mq6GvI2NhYjBo1Co6OjtDR0VE6lvK6xi4tqughZaKyHACK0EkGIYQQQgghRBWf+7WEpl8Pjh07Fnv37oWvry/mzp2L+fPnV3RIasWv6ABI2enfvz9atmyJqlWrlul6du7ciczMzDJdByGEqOLixYsVHQIhhJSIp6cnwsPDYWNjU9GhEKL11HUdQ+cblUtubi4uXryILl26YPfu3SWat7yusUuLKnq0mLm5OczNzct8Pc7OzmW+DkIIUUWNGjUqOgRCCCkRIyMj1K5du6LDIOSzoK7rGDrfqFw+fPgAoVCIKlWqlHje8rrGLi16dKscFH7W+saNG/D19YWpqSlsbW0xdepUZGVlAQDOnDmDNm3awNjYGPb29vjuu+9QUFDALSclJQW//fYbvL294eDgAIFAAAcHB4wZMwaRkZFS61XUXO7GjRvo2bMnrKysYGBggNq1a2PBggUya7TFz1XHxMRg7NixqFKlCnR0dLhmiEWfrxw7dizGjRsHABg3bhx4PB73AgBvb2/o6enh/fv3Mj+vIUOGgMfj4f79+3I/08zMTJiamqJmzZpyp6lVqxZMTU0ltikzMxMLFixA7dq1YWBgACsrK/Ts2RM3btyQmNfHxwcLFy4EAPj6+nLxF30uNi4uDl9//TVq1qwJfX192NjYYODAgQgLC5MbFyGfsytXrqB3796wsbGBvr4+3N3dMWfOHKncExAQAG9vb9jZ2cHAwABOTk7o1q0bjh49yk1T+Fn7Z8+eYcCAAbCxsQGPx0N0dDQA9T3Prqh/iZKu49GjRxg1ahSqVasGfX19VK1aFd26dUNgYGCp4ySksisoKMBvv/2GmjVrwsDAADVr1sTSpUshFAq5aYRCIdzc3GBtbY2cnByZy/H09IRAIEBcXBwAyXOiixcvom3btjA2Noa1tTX8/PyQmJgotYytW7eib9++cHV15c4ZunbtiqCgIKlp1XWuV3RZRcXFxeGbb76Bh4cHF1PLli3xxx9/cJ+NlZUVGjduLDFffHw81wfFtWvXJMqGDh0KHo+Hjx8/Sry/Y8cOtGzZEiYmJjAxMUHLli2xY8cOhdt+8+ZNdO3aFRYWFkr1d/H27VsMHz4cVlZWMDExgbe3N65cuVLsfIQookweEZPXT0xmZia+/fZbODk5wcDAAPXr18emTZvkHp9FzwWUuZYICgrC+PHj4eHhwR1nzZs3x8aNG9XyOYgdO3YMHTt2hKWlJbcty5cvl8o9Jb3WLPxo2o4dO9CsWTMYGRnBx8en2OvBwvLz87Fo0SK4ublBX18ftWrVwrp160q0jSWJ3cfHBy4uLgBEeU4cl/g7HTt2LHg8HqKiorBy5UrUq1cP+vr6XN9Oiq6xX716hSlTpnDbYmdnBx8fH4lpc3Nz8eeff6Jr165wcnLiphswYIDC69+SohY95ej27dv47bff0LVrV0yePBlBQUFYv349UlNT0bdvX/j5+aFPnz7w8vLCyZMnsWzZMpiZmeGnn34CAISHh2PevHnw9fVF//79YWxsjGfPnmHv3r04efIk7t27x+20igQEBGDYsGEQCAQYOnQo7OzscOHCBSxcuBDnzp1DUFAQ9PX1JeZJTExEq1atYGVlhaFDhyI3NxdmZmYyl9+vXz8kJyfj2LFj6Nu3r9TJxuTJk3HlyhVs27YNP/74o0RZQkICjh07hmbNmqFJkyZyt8HIyAgDBgzAzp07cfPmTbRq1Urqs46IiICfnx+MjIwAADk5OejYsSNu3bqFpk2bYubMmYiLi8OBAwdw7tw5HDhwAAMGDAAA7kC+fPky/Pz8uKRsYWHBrSMyMpKrAOvSpQv69euHuLg4BAQE4OzZs7h48SK8vLzkbgMhn5u///4bU6dOhaWlJXr37g1bW1vcvXsXv/zyC4KCghAUFASBQID169dj6tSpqFq1Kvr37w9ra2u8f/8ed+7cwdGjR9GvXz+J5b58+RItW7ZEvXr14Ofnh6SkJAgEgorZyGIcOXIEw4cPh1AoRO/eveHh4YG4uDjcvn0bW7ZsQe/evSs6REIq1KRJk7B161a4ublh2rRpyM7OxooVKyRuyOjo6GDixIn46aefEBAQgBEjRkgs4/Hjx7h79y4GDhwIOzs7ibLAwECcOHECvXv3hr+/P65cuYKdO3ciMjJSqgJk2rRpaNSoETp16gRbW1vExMTg6NGj6NSpEw4fPoy+fftKxV/acz1FIiIi4Ovri5iYGLRt2xb9+vVDRkYGwsLC8Msvv2DWrFnQ0dGBt7c3jh07hsTERFhbWwMQVcYwxgCILi7btm3LLffy5cuoU6cO7O3tufe+/vprrFq1Co6Ojvjiiy/A4/EQEBCAsWPH4uHDh1ixYoVUfDdu3MCSJUvg6+uLSZMm4c2bNwq35/3792jVqhViYmLQtWtXNG3aFOHh4ejcuTN8fX2L/TwIkUeZPKJIQUEBevXqhaCgIDRq1AgjRoxAUlISZs2apXSn4spcS/z222/cOUz//v2RnJyMM2fOYPLkyXj+/DlXgVsaP/74I5YuXYpq1aph4MCBMDMzw5UrVzB79mzcvn0b//zzDzetqteav//+O4KCgtCnTx907twZfD4fzZs3V3g9WNjw4cNx+/ZtdO/eHbq6ujh48CCmTZsGPT09TJw4UantLEnsY8eORePGjbF69Wo0atSIO68s+t1Onz4dt27dQs+ePdGrVy+JHCnLzZs30b17d6SmpqJr164YNmwYPn36hPv372P16tXcPpGUlISZM2eiXbt26NGjBywtLREVFYXjx4/j9OnTuHLlClq0aKHUdivESJkLCgpiABgAdvToUe793Nxc1rBhQ8bj8ZiNjQ27c+cOV5aamsrs7OyYtbU1y8vLY4wxlpyczBITE6WWf+nSJaajo8MmTJgg8f62bdsYALZt2zaJ5VpYWDB9fX328OFD7n2hUMhGjBjBALBFixZJLEcc+7hx41h+fr7U+r29vVnRXUnWusWys7OZtbU1q1GjBhMKhRJlK1asYADY+vXrpeYr6vz58wwAmzp1qlTZl19+yQCwCxcucO/9/PPPDAAbOXKkxHofPnzI9PX1maWlJUtNTeXenz9/PgPAgoKCZK6/devWjM/ns3Pnzkm8//z5c2ZqasoaNGhQ7DYQ8rl48uQJ4/P5rEmTJlJ5bOnSpQwAW758OWOMsaZNmzKBQMDi4uKklpOQkMD9/erVKy4/zZ07V+Z6XVxcmIuLi9JxivP1/PnzJd4HwLy9vZVeh6z88fHjR2ZiYsKMjY3ZvXv3pJbz9u1bpeMkRBuJj79GjRqx9PR07v13794xGxsbBoD5+fkxxhh7//494/P5zNfXV2o5M2bMYADY6dOnuffE5yV8Pp9du3aNez8/P5/5+PgwAOzmzZsSy4mKipJadmxsLHNwcGDu7u4yYy/tuV7hZRXNQ56engwA27hxo1RchfPH6tWrGQAWEBDAvefv788sLCxY06ZNJT6zJ0+eSJ1LXblyhQFgderUYcnJydz7ycnJrHbt2gwAu3r1qsxt37Jli1RsjMnOoX5+fgwAW7x4scT7GzZs4JYn7xyMEHlKkkcYk30ds3nzZgaA9enThxUUFHDvh4eHMwMDA5nHp7LnAoXJyjF5eXmsc+fOTFdXl71+/brYdShy7tw5BoB1796dZWRkcO8LhUI2ZcoUBoAdOnSIe7+k15ri7TM2NmaPHj2Smk/R9SBj/332Xl5eLCUlhXv/2bNnjM/nMw8PD6W3taSxi88hC+8LYuLcVK1aNanvQN52ZWdnMycnJ6ajoyPx2yNWOEdnZ2ezd+/eSU0TFhbGTExMWKdOnRRtqtLo0a1y5OPjI3H3R09PD4MGDQJjDL1795aouTM1NUWvXr2QmJiId+/eARA9D2hlZSW1XF9fX9SrVw8XLlwoNoajR48iOTkZ48ePR8OGDbn3eTwefv31V/D5fJnN0AQCAZYtWwZdXd2SbLJM+vr68PPzQ2RkpFTz5y1btsDIyEjq7pwsHTp0gIODAw4ePIi8vDzu/fz8fBw4cACOjo4Sd4S2b98OPT09/PrrrxLNBhs2bIixY8fi06dPOHbsmFLbcP/+fdy4cQN+fn7o3LmzRFmtWrUwceJEPH78mB7hIuRfGzZsQH5+PtasWSOVx7799lvY2tpi37593Ht6enrQ09OTWo747nRhVapUwZw5c9QftJrt2LED6enpmDVrlswWi9WqVauAqAjRHDt37gQAzJs3D8bGxtz7jo6O+OqrrySmrVKlCvr06YPg4GCJZvk5OTnYvXs3nJ2d0aVLF6l1jBgxAm3atOH+r6urCz8/PwDA3bt3JaZ1c3OTmr9q1aoYOHAgIiIi8Pr1a6ny0p7ryXP37l3cuXMH7du3l3mHu3D+EN+VvnTpEvdeUFAQvL290alTJ9y8eRPZ2dnc+4XnAcCdBy5YsECiHwpzc3NuVBpZ54pNmjTB+PHjFW6HWG5uLg4cOAA7OzvMmjVLomzChAmoVauWUsshpKiS5BF5xJ3zLlq0CDo6/10u165dm8sX6iArx/D5fEyZMgUFBQUyHxMtib/++guA6BxM/IQD8N91H4/Hkzj3UvVac9KkSWjQoIHKcS5dulTiSREPDw+0adMGz58/R1pamlLLUMd1clGzZ89Wug+n48eP4+3btxg1ahS6desmVV44R+vr68PR0VFqmnr16sHX1xdXrlyRuLZVFT26VY5kndiLe+uW1ZxNXBYTE8M19wsODsaqVatw+/ZtJCQkID8/n5temUcVxM/9yWp26OTkhBo1anAHlampKVfm5uam1tEfJk2ahBUrVmDz5s3o0KEDAODWrVt48uQJxo4dyx3sDx48kOiTAxA9Azt27Fjo6OhgxIgRWL58Oc6cOcM98nDmzBnEx8dj9uzZXHJOTU1FVFQU6tSpI/NiysfHBxs2bMCDBw8watSoYuO/desWAFFHXrKeoX/27Bn3b/369ZX7UAjRYuJj5syZMzJ/bPX09LjjZsiQIfj+++9Rv359DBs2DD4+Pmjbtq1Ec+fCGjVqpPSjWtHR0VIXKBYWFpg5c6bS26KqO3fuAIDMi09CCPDw4UMAQLt27aTKZL03efJkHD58GFu2bMGSJUsAiB6PTEpKwowZMyQu0MSaNm0q9Z74vCA5OVni/aioKCxduhSXLl1CTEyMVH9AsbGxUo8xqONcT5aS5I8GDRrAxsaGu0j88OEDnj17hilTpsDDwwPLli3DzZs34evri6CgIKk+yBSdK4rfe/DggVSZp6dnsbGJPX/+HNnZ2ejQoQMMDAwkynR0dNC6dWu8ePFC6eURIlbSPCJvGcbGxhI3xcVat26NDRs2lC7If6WlpWH58uU4evQoIiMjkZGRIVEeGxurcP7izmlu3boFY2NjbNmyReb8hoaG3LmXmCrXmiU59mUpLi+bmpoqdf5W2uvkokqyXSU9x3vw4AGWLVuGa9eu4cOHD1IVOwkJCaUe1YsqesqRrD5t+Hx+sWXiL/6ff/7B0KFDYWJigq5du8LV1RVGRkZcZ1Cy7iwVlZqaCgBynzGsUqUKnj9/jtTUVImKnuKeSSwpDw8PeHt74/Dhw0hKSoKVlRU2b94MABJ3qh48eMB1ZCbm7e3NPeM4evRoLF++HHv27OEqesS18KNHj+bmUWa7AVFHXspISkoCAJw8eRInT56UO13RhE3I50p8zPzyyy/FTvvtt9/C2toaf//9N1asWIE//vgDfD4fPXr0wKpVq6TugJUkP0VHR0vlFBcXl3Kp6BFfRMq6i0MIEf0G6+joyLyxJOs479y5M9zc3LB9+3YsWrQIurq62Lx5M3R0dOS2LJE1Uor4fKtwx6QvX76Ep6cnUlNT4evri969e8PMzIwbjOLy5csyO4Iu7bmePCXJHzweD97e3ggICMDHjx+5Ch9fX19Ur14dfD4fQUFB8PHxweXLl1GvXj3Y2tpy86empkJHR0fiPTF7e3vo6OjIPF8qSS4Wz1+0DyVVlkVIYSXNI7KkpqbCyclJZpm69s3c3Fz4+Pjg3r17aNKkCUaPHg1ra2vw+XxER0djx44dcjubFyvunCYpKQn5+flS0xRW+FpF1WvN0n4myuTl4rZVHdfJRZVku0qSo2/cuME1dOjSpQvc3d1hYmICHo+Ho0eP4uHDh8V+98qgip5KZMGCBTAwMEBoaCjc3d0lyvbv36/UMsQnGUVHVhATv1/0ZESZkRNKavLkybh8+TJ2796N8ePH48CBA6hbty5at27NTTN27FiuUkeWhg0bomHDhjh+/DjXtO/48eNo1KiRRBNCVbdbHvF0f/75J7788kul5iHkcyY+ZopWIsvC4/EwYcIETJgwAYmJibh69Sr27duHgwcPIiIiAo8fP5Z4jLQk+cnHx4frkLQkeDyexJ2hwlJSUpQaZlPcIqm4O/eEfK7Mzc0hFAqRkJAgVckg6/ebx+Nh4sSJ+PHHH3Hy5Ek0aNAAly5dQvfu3eVepClr5cqV+PTpE3bv3o2RI0dKlE2ZMgWXL18u1fJLqnD+UIavry8CAgIQHByM4OBg2NjYoEGDBuDxeGjRogWCgoIwePBgJCQkYPjw4RLzmpmZQSgUIj4+XqoiJi4uDkKhUOb5UklysThnikdFK0re+RohxSlpHpHFzMwM8fHxMsvUtW8eO3YM9+7dw4QJE7Bp0yaJsv3798sc4a6o4s5pzMzMwOPxkJCQoFRMql5rlsV1YlHFbas6rpOLKsl2lSRH//LLL8jJycG1a9ckHiUGRK2wxK3SSov66KlEIiMjUadOHamdNzY2VuaQd7KImxSLh0YvLCYmBpGRkahevXqxF2LFEV+EFR22r7CBAwfCxsYGmzdvxoEDB5Ceno4JEyaUeF2jRo1CVlYWAgICEBAQgKysLKnHr8zMzFC9enW8fPlS5gEoPmEr3Kxa0TaIR9O6efNmieMl5HMkPmbEj3Apy9raGv369cOBAwfQoUMHhIeH4+XLl2URokKWlpYyc0d0dLTU4x7yiJsAnzt3Tp2hEaI1GjVqBAC4evWqVJms9wBg/Pjx0NPTw+bNm7F161YwxlQ6lyhKfF7Vp08fifeFQiGuX79e6uWXVEnzR+F+esStd8QXLR06dMDt27dx4sQJiWnFFJ0ryjpfUoV4ePiQkBCuvyAxoVCo9OhIhBSlSh6RtYyMjAw8evRIqqwk+6aiawl5OaYkcRbHy8sLiYmJiIiIUGp6dVxrFqbM9aC6qDv2kipJjo6MjISVlZVUJU9mZibu3buntpiooqcScXFxwcuXLyVqkrOzs+Hv7y/3TnNRffv2hbm5ObZt24YnT55w7zPG8MMPPyAvL09hCxpliTvDUtS5oEAggJ+fHx4/fox58+ZBIBBgzJgxJV7XyJEjoaOjg927d2PXrl1c3z1F+fn5IS8vDz/88INEjXBYWBi2bdsGc3NziWGbFW2Dp6cnvLy8sG/fPhw4cECqXCgUlvvdPkI02dSpU8Hn8zF9+nS8fftWqjw5OZnrF+Ls2bNSOS0vL497/MvQ0LDsAy6iefPmiI6Olrjwyc3Nxf/+9z+ll+Hn5wcTExP88ccfMvu3UPZOPSHaSnwO8PPPP0s8ThATE4PVq1fLnMfe3h59+vTBqVOnsHHjRlSpUoV7lLs0xH3vFB1y/bfffquQgRZatGgBT09PXLlyReruPyCdP+rVqwc7OzscOXKEG5ZdzNfXF3l5eVi5ciX3mFdh4s5mFy5cyD36DohaZIofnShth7QCgQBDhgxBXFyc1BDSmzdvpv55iMpUySNFiVvxzZ07F0KhkHv/2bNnSrW0EVN0LSEvx1y+fFnmMa6KGTNmABBViCcmJkqVf/jwAeHh4RIxlfZaszBlrgfVRd2xl1SfPn1QrVo17N69G2fPnpUqL5yjXVxc8OnTJ4lr8YKCAnzzzTdyW5Kpgh7dqkSmT5+O6dOno0mTJhg0aBDy8/Nx/vx5MMbQqFEjpZp5mZmZYdOmTRg+fDi8vLwwdOhQ2Nra4uLFiwgJCYGnpydmz55d6lhbtWoFQ0NDrFq1CqmpqVzTye+//15iukmTJuGPP/5AbGwshg4dKnNEneI4ODigQ4cO3OgSHTt2hIODg9R03377LU6ePIldu3YhPDwcHTt2RHx8PA4cOIC8vDzs3LlToiWTr68veDwefvrpJzx79gzm5uYwNzeHv78/AGDfvn3w9fXFsGHDsGrVKjRr1gwGBgZ48+YNbt68ifj4eKm7VIR8rurXr49169bB398fHh4e6NGjB2rUqMF1lH758mWMHTsWf//9N4YOHQojIyO0bdsWLi4uyMvLw/nz5/H06VMMHTpU6REQ1Onrr7/GuXPn0LNnTwwfPhxGRkY4f/48LCwslO4sz87ODjt37sSwYcPg6emJPn36wMPDAwkJCbh9+zZcXV2lOp8n5HPi4+ODcePGYdu2bWjQoAH69++PnJwcHDhwAC1btuRaoBQ1efJkBAQEIC4uDt999x3Xt0NpTJkyBdu2bcOAAQO485Nbt27h3r176Nmzp8L++crK7t274ePjg0mTJmHXrl1o1aoVsrOz8eTJE9y/f1/qQs7HxwcHDx4EAImKntatW0NfXx/x8fFo1KiR1LlX+/btMX36dPz555+oX78+Bg4cCMYYDh8+jLdv32LGjBlo3759qbfn119/xcWLFzFnzhxcu3YNTZo0QXh4OE6dOoUuXbpQ60eiElXzSGHjxo3Drl27cPz4cTRr1gxdu3ZFUlIS9u/fj86dOyMwMFBmZ+9FKbqW6N27N1xdXbFs2TKEhYWhfv36eP78OU6cOIF+/fohICCg1J9Ft27dMHfuXCxatAg1a9ZEt27d4OLigsTERLx8+RJXr17F4sWLUadOHQDqudYsTNnrQXVQd+wlpa+vj4MHD6Jbt27o3r07unXrhkaNGiE1NRUPHjxAZmYmd0Nz+vTpOHfuHNq2bYshQ4bAwMAAwcHBiImJgY+Pj8zWlCpRyyDtRKGgoCAGgM2fP1+qbNu2bQwA27Ztm1TZ/PnzGQAWFBTEGGNMKBSyv//+m9WrV48ZGBiwKlWqsC+++IJ9/PiReXt7s6Jfp6JlX7lyhXXv3p1ZWFgwgUDAatWqxebOncvS09OlpgXAvL295W6frHUzxtjJkydZixYtmKGhIQMgcxrGGGvVqhUDwC5cuCB3HcXZsWMHt44dO3bInS49PZ3NnTuX1apViwkEAmZhYcG6d+/Orl69KnP67du3swYNGjB9fX0GgLm4uEiUJyUlsTlz5rD69eszQ0NDZmJiwtzd3dmIESPY4cOHVd4eQrTVnTt32LBhw5iDgwPT09NjNjY2rGnTpuz7779n4eHhjDHG1q1bx/r06cNcXFyYgYEBs7a2Zl5eXmzDhg0sLy+PW9arV68YAObn5yd3fS4uLlLHrSKK8vWBAwdYgwYNmEAgYFWqVGHTp09naWlpMtdRNH8Xdv/+fTZkyBBmb2/P9PT0WNWqVVn37t3ZiRMnlI6TEG2Vn5/Pli5dyqpXr84EAgGrXr06W7JkCXv58qXc410oFDJHR0fG4/FYRESEzOUqOieSd9wHBQWxNm3aMFNTU2ZhYcF69OjBQkNDZR7f6jrXK25ZHz58YF999RX3+VhZWTEvLy+2YsUKqWnXr1/PADB7e3upsvbt2zMA7KuvvpIqE9u6dStr0aIFMzIyYkZGRqxFixZs69atUtMpildM3rnk69ev2dChQ5mFhQUzMjJi7dq1Y5cvX1aYQwkpTknyiLzrmPT0dDZr1izm4ODA9PX1Wd26ddnGjRvZoUOHGAC2cuVKienlnW8oupaIiopiAwcOZLa2ttwxtn//frnHVEnPacTOnz/PevfuzWxtbZmenh6rUqUKa9WqFVu0aBF78+YNN11JrzWVOU4VXQ/K++wZY8zPz48BYK9evVJqG0sau6JzyOLWrSinv3z5kn3xxResWrVqTE9Pj9nZ2TEfHx+2c+dOiekOHTrEmjZtyoyMjJiNjQ0bMmQIi4yMLPF2K8JjTIVeKUml8Pfff8Pf3x979+6V6mhPU2RnZ8PR0REWFhZ4+fJluXTmRQghhBDtIR7mvF27dlzrXkIIKQtz5szBL7/8glOnTqF79+4VHQ4hclEfPVpM3GFptWrVKjgS+bZu3YqkpCRMnjyZKnkIIYQQUmKrVq1Cfn4+pkyZUtGhEEK0xPv376Xee/r0KdasWQMLCwupvq0I0TTUokcLnT9/HkePHsW2bdtgaWmJ6Oho6OnpVXRYEn799VfEx8djw4YNMDY2RkREhNJDmxNCCCHk85aSkoL169fj9evX2LRpE2rXro2HDx9yo7wQQkhp9OvXD9HR0fD09ISlpSUiIyMRGBiIvLw8bNmyBePGjavoEAlRiCp6tNDMmTOxfft2NGvWDGvWrEG9evUqOiQpPB4PAoEAjRo1wpo1a9CyZcuKDokQQgghlUR0dDTc3NxgaGgILy8v/P333/Dw8KjosAghWmLPnj34+++/ER4ejpSUFJiYmKBFixaYNWsWunbtWtHhEVIsqughhBBCCCGEEEII0RLURw8hhBBCCCGEEEKIlqCKHkIIIYQQQgghhBAtwa/oAMqaUChEbGwsTE1NaVQn8tlgjCEtLQ0ODg7Q0aH6XE1F+Yl8rihHaT7KT+RzRflJ81F+Ip+rkuQnra/oiY2NhZOTU0WHQUiFePv2LapVq1bRYRA5KD+Rzx3lKM1F+Yl87ig/aS7KT+Rzp0x+0vqKHlNTUwBAS9NJ4PMEFRzN5ycwkH4gK0JqRjZceizg9n+imcTfT12z4dCl/FTurlxtVdEhfLZS07Pg0vprylEaTPzdOJt3gQ5Pr4Kj+fzcezSqokP4bKWmZcK13heUnzSY+Lvxq/I1BDr6FRzN52fZj4kVHcJnKzUrFy6zdyiVn7S+okfcnI/PE4DPo0RQ3sxMDCo6hM8aNWfVbOLvR5cnoIqeCmBmaljRIXz2KEdpLvF3o8PTo4qeCmBmZlTRIXz2KD9pLvF3I9DRh0CHrjXKm5khnbNWNGXyEz14SgghhBBCCCGEEKIlqKKHEEIIIYQQQgghREtQRQ8hhBBCCCGEEEKIlqCKHkIIIYQQQgghhBAtQRU9hBBCCCGEEEIIIVqCKnoIIYQQQgghhBBCtARV9BBCCCGEEEIIIYRoCaroIYQQQgghhBBCCNESVNFDCCGEEEIIIYQQoiWooocQQgghhBBCCCFES1BFDyGEEEIIIYQQQoiWoIoeQgghhBBCCCGEEC1BFT2EEEIIIYQQQgghWoIqegghhBBCCCGEEEK0BFX0EEIIIYQQQgghhGgJqughhBBCCCGEEEII0RJU0UMIIYQQQgghhBCiJaiihxBCCCGEEEIIIURLUEUPIYQQQgghhBBCiJagih5CCCGEEEIIIYQQLcFXZqIOHTqotHAej4eLFy+qNC8hhCiD8hMhRJNRjiKEaCrKT4RoL6UqeoKDg1VaOI/HU2k+QghRFuUnQogmoxxFCNFUlJ8I0V5KVfQIhcKyjoMQQlRC+YkQoskoRxFCNBXlJ0K0F/XRQwghhBBCCCGEEKIl1FLRk5SUhLdv36pjUYQQolaUnwghmoxyFCFEU1F+IqTyUrmiJyUlBV999RXs7e1ha2sLNzc3ruz27dvo0aMHQkND1RIkIYSUBOUnQogmoxxFCNFUlJ8I0Q4qVfQkJSXBy8sLf/75J5ycnFCnTh0wxrjyhg0b4vr169izZ4/aAiWEEGVQfiKEaDLKUYQQTUX5iRDtoVJFz4IFC/DixQvs27cPISEhGDx4sES5oaEhvL29cenSJbUESQghyqL8RAjRZJSjCCGaivITIdpDpYqe48ePo1evXhg6dKjcaVxcXPDu3TuVAyOEEFVQfiKEaDLKUYQQTUX5iRDtoVJFz/v371G3bl2F0xgYGCAjI0OloAghRFWUnwghmoxyFCFEU1F+IkR7qFTRY21tXWwP7M+ePUPVqlVVCooQQlRF+YkQoskoRxFCNBXlJ0K0h0oVPe3bt8fx48cRExMjs/zp06c4c+YMOnXqVKrgCCGkpCg/EUI0GeUoQoimovxEiPZQqaLnp59+Qn5+Ptq0aYO9e/ciISEBABAeHo4tW7agQ4cO0NfXx+zZs9UaLCGEFIfyEyFEk1GOIoRoKspPhGgPviozNWjQAAcOHMCYMWMwevRoAABjDPXr1wdjDKampjh48CDc3d3VGiwhhBSH8hMhRJNRjiKEaCrKT4RoD5UqegCgT58+iIqKwo4dO3D79m0kJSXBzMwMXl5eGDduHGxsbNQZZ6VhaKKLxm1t4NHUHLUaW8CjiQXMrQUAgDHNLiH2VabC+Zu0t0avcS6o09wSFjYCFOQzxL3Lwv0riQhYH4X30dLz8/V46DbSCbWbWaBGfXNY2unD3FqA3JwCxEZlIuRSPI5sfIWkjzllss2VxdsPyThy6TEu3HmBRy/e42NSGgR6fFR3tEK31rUxY3g7VLU1U3p5/f+3DccvPwEAjOnVHNsWDiur0EkJUX6SzciEj+Zt7VG3iTXqNLZCvSZWsLA2AAD0a34c716lK5y/QXMbjPD3QOOWtjC31Edqci4ehyRg/4bnCL0eJ3MeXV0eWrSvgrZdHNDQ0wbO1U2hb6CLlKRcPL2fiGN7o3D5FI3ekZaehaCbzxHy6BVCHkcj5FE0Ej+Jvo/nQUtQ09Ve5nzR7xJQo913xS7/9rG5aN7QVZ0hk1KgHCVbFQcTdOlVE629nVC7ni1sbA2RmyfEu+gUXLn4Gjs23kf8R/nnUXp6OvCb0gS9B3jA2c0cBQUMkS+ScHjfUxzYGVbs+rv1qYnh4xqidj0bGBjwEfsuDWcDX2LTnyHISM9T56ZqFb7FQKWnvXjiZ3i3rVeG0ZDSovwkm76xLtxbWcC5kSmcGprCuaEpTKz0AACL2t9GwutsmfNZVdPH/Osti13+8l6hePtY9nmYpYM+Okx2Qh1vS1hUNUBudgE+vMjE7X8+4PbBD6pvlJZKz85DvTkH8O6TqNPwLeN8MLath8xpLz59hw3B4bgd9RFxaVng6+jAxdoEvnUcMbNzA9SwMy/HyNVL5YoeALCyssLXX3+trli0QpP2Nvh5dwuV5p20sA6GTK/B/T8rPR98gQ5cPEzh4mGK7qOc8PPYUNw+L3lBZWopwMwVDbn/F+QLkZGWDxNzPbg3Mod7I3P0Hu+C+aND8PBaomobVsm9/ZAMt16/gDHGvWduYoD0rFw8iniPRxHvsenILfyzzA++LWoWu7xjwWFcJQ/RTJSfpLVoXwV/7Gqv0rx+M+pg2tzG0NHhQShkSEvJhYW1Pnx7OsG7ezWsX/IQ21Y+lZrv++Ut0H/Mf8dUXm4BcrILYFPFEO27V0P77tVw4dgb/DTpOgrymdT8n4uLN8IxcPLaUi3D3kZ+RbUeX7dUyybqRzlKUhUHEwQ/GA8dHR73XmpKDoyM9VC7vi1q17fFkDH1MX3cSdy+Jl05bGwiwM6jA9CgsahSNDMjDwYGOmjSoiqatKgK365umDbmBAoKZOeZRSs6YOiYBgCAvLwC5OQUoEYtK0yd5YleA2phRO9DiPtAIw3JYm9nobA8NS0TWVm5EAj4qF/XuXyCIqVC+UlarTYWmLCpfqmWkRqXK7dM3jlQrTYWGP93PRiaiS7bM1PyITDQRQ1Pc9TwNEejbjbYPOkJhJ/xOVRRc4/c4Sp5FPn24E38cfYR939jfT5y84UIf5+M8PfJ2Hr1GQ76d0bPRi5lGW6ZKVVFD5HtU1wOXjxIxvP7KUh4n43/rWpY7DwtOtpylTyXDsVgy6Jn+Pg2CzweULuZBb5a3gA1G5rju78bY2Sji8hKL+Dmzc0uQMD6KDy6kYRnoZ+Q9DEHjIla+jTxtsGUxXXhUssU87Y1g1/zIKSnfH53pQqEQgBAr/Z14de7BTq0qAkLU0Pk5uXj4p0ITP/tCF7FJKH/rG0ID/hOYcue9MwcfLXsKMyMDeBga4Zn0bJbMhCiiRLjshD+IAlP7ych7n0m5qzyKnaedl0dMX1+EwDA8b2R+Ovnh0iKz4aRCR/DJnlgyg8NMW1OY0SGp+DKGckOHPl6OvgYm4mjO1/i0om3iAxPAQDYVDHE+K/rYciEWujU1xmxb9KxZsEDtW9vZWJnbYZmDV3QoqEbHOwtMOXHnSWaP/buyjKKjJCyp6srquC5eCYKR/Y9xc2rb5GWmgs9PR20au+E+b/5wsnVHOt39ULXljulWvb8sqojGjS2x6ekLHz35XkEn3sFHR0e+g6ujYXLO6BD1+qY8V1LrFxyU2rdw8c1wNAxDVBQIMTvP1/Hrk0PkZdbgCYtquKPDd3g7GaB1Zt7YHivf8rls6hsYl5sUVjerO0sPAyLRs+uzWBtZVpOURGifmnxuXjzOA1vHqYh5UMOhv0mu5WIPHNbSOcfRcyrCDBuvaiSJ/peKvZ//wLvn2dARxdo0MUGw36rhXodrdHnezccXRxVomVrq3uv47H20hN4VbfD7Sj512hnHr/hKnmGedXELwM84WpjCqGQ4c6rOEzbdRUP3ibCb3MQXi0bAVNDQXltgtqo1Bmz2J49e9ClSxfY2dlBX18fdnZ26NKlC/bu3auu+CqdW2c+YnDt8/hp2F3s/O0FQoPilZrPd4ADAODdy3T8OuU+Pr7NAgAwBoSHJGP+6BAAgJmlAI3aWEvMm5Gaj/U/PcX1kx+Q+EFUyQMA+XkMdy/EY+7wuwAAc2sBWna1U8dmVjqWpoa4t+9rHFs5HgM6NICFqSEAQKDHR/c2dXBi9QQY6PORlpGDTUduKVzWvPVn8PZjMn727wp7a5PyCJ+ogPKTtKtnYtC1zhHMHH4ZG5c9xu1g5Zr7TvledJf7cUgCfp5+G0nxoubJmen52LriCY7uigQATJ/fWGreQ1sj0K/ZcWz6PYyr5AGAhA9ZWPZdCI7vFc07eHwt6Bt8vq1OendsjPchK3Fi60zMn9kXndvRow3ajnKUpJTkHPT12Qv/UYE4dzISaamiO995eUJcufgaE4cdQ3ZWPkxM9bmWN2J1GtiiR79aAIAfZogqeQBAKGQ4ciAcyxddBwCMndIEVjaGEvPqCXQxfbbosYqdGx9g69p7yMsV3Uy7f/c9pvmdgFDI0KylA3y7upXdB6ClHjx6hYdh0QCAMcN9KzYYojTKT9LCLiRiTvOb2DguDGdWvcbza5/KfJ0dJjrByJyP7LR8bJoQhvfPRa1UhAXAw9MJODT3JQCg3RhHWDrol3k8mk4oZPDfeRUAsHZUO4XT7r8jOv90tzfHzgm+cLURVULr6PDQsoY9Ar7sCgD4lJmD4OexZRh12VGpoicnJwc9evTAmDFjcOHCBWRkZMDBwQEZGRm4cOECRo8ejZ49eyIn5/PrE+bfhiMlZmknOjijnqbJXMbHt1lITRKd9BgYlexiKPZVJlI/iea1rmKgWoCVnLmpIRq6O8gtr+1mh5b1Rc3yQsPl9xdyL/wd/jpwHY09HDB1SBu1x0lKj/KTfEJhyZv1WtsZwKOhFQBg39/PZU6zZ/0zAIBbLXPUaWwlUfbkXiLycuUnxhP7RBdkhsZ8uNZSvo8sbaOrW6r7LqQSoRwlW3paLp4/TZBbHvXyEx6EvgcA1GskedOq90DRXfWoiCRcOvNKat4DOx8jNSUHhkZ66NJL8vHsNt5OsLEzglDIsHXtPal5wx/H48blNwCAPoNKdveeADv3BQMAbG3M0L1L04oNhhSL8pN8TMVrvNKo4yM6pwo9Fof0ROknMkKPxSElLgd8fR007mVb3uFpnL8uhiEkOh5TfOqiiYvivqQ+popahTaoZgVdHelzMFcbU1gZi67PM3Pz1R9sOVDpzHLhwoU4c+YMOnXqhLt37yIjIwOvXr1CRkYG7ty5g44dO+LMmTNYtGiRyoHdvXsXPXr0gKWlJYyNjeHp6anVtcgf3oha8LjVMYWMfQ12jgYwsxJAKGR4+Ti1RMuuVtMYZpaCf9ejuDPoz5mVhREAoKBAdiYXCoXwX3IIQiHDX98PoAszDUX5Sb2qOBlzf0dHpMic5l1UGvLzRMeNp3eVEi0/Jem/k0XxoxuEaLOyzlHanJ+Sk0StCYvmCq+21QAA14LeyJwvJ7sAIbdEj5W2/HfaovO+CE/ERzl98FwLev3vvE4qRv55ys8vwP5Dorvrwwe3B5/6CtN4dA6lWSyriSoaPkbKv36LixRdQ3q0sSyXmDRVzKcMzDt6F/ZmhljUv/j+cl2tRS14wt4lcV18FPYmMQ1JGTng8YDGzpWzA3KVrlT37NmDBg0a4PTp02jWrJlEWfPmzXH69GnUrVsXu3btUimo4OBgtG3bFlevXsWgQYPg7++PhIQEjBw5EkuWLFFpmZru5I7XEAoZnNxNMHttY9g5ilre8HiAR1MLLNjVHABwaucbvHtZfOdSPB5gZa8Pn/5V8ct+TwDAx7eZuHH6Y9ltRCVWUCDEzYeiE7l6NWRfqK49cB0hT99hXJ8WaEWj12gsyk9lR0dORQxPhwfev78mNWqXbHSCJq1Fd+bz84R4/TKtVPF97toM+AUWDabBuPYU1Gj3HUbP3IRrdyMqOixSRFnmKG3OTzo6PDTxrAoAiHgmObBE9ZqiC5yI5/IHnHj5PAkAUNNDstVhzVrW/5YXP6+1rREsrT7PltGqOH3+HuLiRTcIxgz3qdhgiFLoHKpszTzSBL+FtcHvz9ti3jVPjF5VG9WbF9+aWd75FwDo8kVlVWoZqS3OymjG3mtIy87DsiEtYW5U/GNsE73rgMcDXnxMwbgtwXiTKDoHFQoZ7kTFYeDacwCACe3rwKOKRVmGXmZUquiJi4tDjx49oCOr6QkAXV1d9OzZE/HxyvVPU1h+fj4mTJgAHo+HK1euYNOmTVi+fDkePnyIevXqYf78+YiI0L4T15ePUvGb/wNkZxag89Bq2Pu4E46/7oaTsd2x9kJbmFroYf1PT7Dqf48VLud/qxviQlIvnE/shYPhnTFnSzM4VjdGxMMUfNv/NvJyKqDdYSWw/p8beJ+QCh0dHkb3bCZVHhOXgrnrz8Da3Ai/zuhZARESZVF+Uq8Pb/+rWK7uIbsSx9XdjGvhZm1vKHMaWQyMdOE3oy4A4NKJt8hI+/w6ilenW/ejoMMTnfBFv0vA3mO34D3kV3z98z6JEQdJxSqrHKXt+Wnk+Iawr2KCggIhjh54xr1vYiqAsYmo1bKiUbHEZbb2xhLv29obKT2vrPmJfDv3BgEAGtZzQeOG1L9RZUDnUGXLrakZ10WHtZMhmve3x1cBTdB/Xg2Z0396J2r1XMVddiUOTwewdROdd5nZfb599AQ+iMbRe9Hw8XDAqFa1lJqnqYsttn/hC0MBH3tuRcDt270wn7oVxv6b0eqXI/iUkYM/hrbC+tGK+/rRZCpV9NSoUQOJiYqH6U5KSkKNGrJ3WkUuXbqEyMhIjBgxAk2aNOHeNzU1xdy5c5Gfn49t27aVeLmVwcV/YjBv5F18ihMd1EamfAj0Rc1c9Q11YWqpB76e4kcbMlLzkPQxm+uTBwBePkrBuh+fICaKhgWV5eGLWPzw50kAgP/g1qhfs6rUNF/9fhRpGTlYMr0nrC3oJE+TUX5Sr8S4bDx/LOpwcNQ00d2PosSVNQBgbKL8YI4/rvBEVSdjpKfl4a+fH5Q21M+Sgb4e/Ef5IvjAd0gJW4ukR38hPXw97gbOQ6+OjQAAa7ZdwK/rTlVwpESsrHKUNuen2vVsMGuuqF+8vVsfSbToMTLW4/7OyZLfj0J2lqgi2bjQ9ABg+O//sxXMm1WozKjI/ES2pE9pOHk2FAAwZgR1wlxZ0DmU+uXlCHF1ZwxWD3qA2XWu4oeG1zHb4xp+7xmKx+dF/ZL5fFENnac5S80bflnUmrBpXztYVJWuyGk5pApMbUQV3bp8HvT0P79uJTJy8jBjz3Xo6ergz1FtSzTvqFa1cHR6V9iZiSrL0nPykJsvqonLzM1HUkYO8uR06VEZqLQ3fPXVVzhw4ACePXsms/zp06fYv38/vvrqqxIvOzg4GADQpUsXqTLxe5cvX5Y7f05ODlJTUyVelYEun4f/rWqIZUdaIjY6A//rdQN9Xc9gaN3zWDzhHvLzGUZ9Uwu/HvJS2Hxvw9xwDKlzAQNqnEMflzNYPOEeTCz0sPJka0xeVKcct6hyeB+fiv7/24bM7Dw08XDEsq96SU1z4spTHLn0GC0buOCLfp4VECUpCcpP6rfpd1FLwlr1LbF8V3vUqG0OXT4PVaoZYdaSZug+2JUbpUbZDunHfV0XPQa7QShkWPL1HcS+oYpoVVSxNcdfi0ahnWctmBiLH/nloWl9FxzbPAODeoge+1267iSSU6mPNk1QVjlKW/OTrb0R1u3qDSNjPTx5FIffFlyTKC98RqRKwzXev7XX1OpNvfYfuobc3Hzw+boYMaR9RYdDlKSp51Camp+UkRafh0NzXyLqbgpyM/87SXoXlo7NE57g/gnREOCdpznD0EyyH6vgLe+QnZYPgYEupuxsgFptLMDX58HInI82o6piwIKayC804IXwM8xj84+G4E1SOmZ2boC6Dsr3U5SXX4BJ2y+j6x8nUcPWDJe+7Y3EP8fi7fJR2DOpI/R0dfDLiXvovuIU8itpZY9St16vXLki8X8PDw94e3ujWbNmGDNmDNq2bQs7OzvExcXh6tWr2LVrFzp16oRatZRrOlWYuMmeu7u7VJmlpSVsbGwUNutbunQpFi5cWOL1VrShM2qgxxhnvH6ehm/63OJGqclIzUfw4VhEPEzBxivt0bidDXqMdsKJ7bI7HCwsM0007+ObSdh60xuDp9VA2K1PuH5SuSGVtV1icga6TduI1+8/wd3ZBif/nAADfck7dRlZOZj+22Ho6urgr+8HcCeERHNQfip7wSffYe3iB/D/sRG8u1eDd3fJzkwfhyTg7as09BjshrSUXDlL+c8Av5qYNqcxAGD1vPs4d+R1WYRNAPz6/SAcOhWCjMwcXLz+FAO7N6/okD475ZWjtDE/WVgaYOs//VHN2QyvIj9hwtBjyM0pkJgmI+O/Rz4NjOSf1hoY6klNDwCZ6aKcZWgkv6WOoeF/y83MoEdMlSEebatbpyawsy1Z322k/FSWcyhNzE/qcvzXV2jSyw76xrqo1cYSD0//N/rgp5gcbPV/ivHr66JqLWNM29tIYt60+Fzc2PceXWe4IDe7AAW5n1dFz4M3CVhz4TGcrEwwt4901xuK/H7mIbZcfYY6VS1wcXZv6OuJKtksjPQxzKsmmrrYoMmCQwh+HovNV59hik/dYpaoeZSq6PHx8ZF5gcsYw4YNG7Bx40aJ9wAgMDAQJ06cQEFBgdR8iqSkiDptMzeX/aNgZmaGd+/kD3/9ww8/4H//+x/3/9TUVDg5af4oCQOmiJ5dPr7ltcyhiGMiM3D7fBza96mKNj2rKFXRI5b4PhtXT3xAtxFO6D7KiSp6AKSkZaHH9E0Ii/wA5yoWOLduMuz/7X29sN93BOPNh2RM6O8Fd2cbpGdKDidZUCDa3/MLhFyZsaGAKoTKEeWn8rFt5VPcufwRA8fWRL2m1jAy0UNcbCYuHn+DA5tfYPV+HwDA2yjFHSr3GOKK734XVTZs+PURNzQ7KRtuTrawtTZFfGIaXr2RP3Q1KTvllaO0LT+ZmAqw5WA/eNS1QczbVIwdcASJ8dKt0tLTcpGRngtjEwHsqsh/tFpcFv9RsvVg/MdMiXJF88qan0gLf/4OIfdeAqBOmDVdZTmH0rT8pE5Jb7ORlpALUxsBrJ2lO3t/fvUTlnS6C+9x1eDeyhymNgJkJOcj4sYnXPz7LVoOFXU5kfAqq7xDr3Bf77uBAiHDov4twBiQni27Ij4nvwDp2XnQ4QFG/97UX31e1Frd37ceV8lTWK0qFujR0BmHQ1/h2P1X2lvRM2/evEpz4aqvrw99/crVGZWZpR4sbEQxv4+W37T+w2tRmb1TyXtVT3wvGpK0quvn3SM7IGql0+urLQh5+g5VrE1x/u8pcK4qu6nf6/eivkk2H7mNzUduy13m3tP3sPf0PQBAZOCPcHWwkjstUS/KT+Xnyb1EPLkn/ey+Lp+Hek1FI9c8viu/MqFjHyfM+7MldHV1sPPPp9j0e1iZxUr+Iz45rySHidapLDlKk/KToREfm/b3RYMm9oj7mAG/AYfxPkZ+JXLUy09o0Nge7h7WcqcRj7YlHkFL7OWLRHh3dkVNJeZNSsjEp3+HeCfy7fi3E2YrSxP0olaEGo3yk2YQfwXynrxK+ZCL40ujZJZVbyEatevVvcrzOJu6vP53pKyxW4IwdkuQ3Omm7rqKqbuuwsXaBFHLRiIxPRsJ6aJc7mYrf9QzNxtRI4DXCelqjLr8KFXRs2DBgjIO4z/iWl5xrW9RqampcmuCK6vCfVrYVZM/bKddNVFHUVnp8jsMlKeqi6iCJ1OFebVJVnYe+s7cihsPo2FjYYzzf09GTSebig6LlALlp4rXoZcTTM0FSE/Lw5WzMTKnadfVEYs3tAafr4ODW15gzYIH5RvkZ+rV23gkJIlOUFyqUa6rCOWVo7QlP+kb6OLvPX3QzMsBSQmZ8Ot/GG9eyd4msdvX3qFBY3u08ZHuzBQABPq6aN7SEQBw65pki4Hb197hi2nN4F7bCnZVjGWOvtXGxwUAcPPqW1U26bMiFAqx96DocaBhg9pCIKDOqzUZnUNVPCsnA5hYizpUTnpXsopkc3sBPNqKblaHHotTe2zaSqdQ5eabJPmVOOIyU4PKmceUHx6lnIif24yIiECzZpLP2n369AkJCQlo3bp1RYRWZtJT8vDxbSbsnYzQbaQzTu18I9WhqY2DAVp0tAUAhIcmS5Tp6PIgLJD/TKZjdWO07lEFAPD4ZpLc6bRdbl4+Bs7ejqCQSFiYGuLM2kmoW72Kwnm2LRyGbQuHyS3vMGkdLodGYUyv5gqnI9rhc8xPxbGw1sf0+Y0BAAc3v0BWhnRlsqe3PX7d2hZ6Al0c3xuJZd+GlHOU2osxpvBu7E+/HwYAGBoI0KF17fIKi1QAbchPeno6WLu9F1q1c0JKcjbGDT6KyBfFn7ecOPwcE75shhq1rODTxQ3B515JlA8dXR9m5vrIzsrH+ZOREmXXL79FYnwmrG2NMM6/CX6bL9nZc+16NmjtLXpEJDDgeSm3UPudD3qI2Pei72z0cBpti/xHG3JUWeg1W9R9R25WASKuJys9H08HGPyLO3T1dBAVkoLI24orxLVR1LKRCst1v9gAANgyzgdj23pw71sa68PZygRvktKx/dozTGxfG7o6kmNUvUtKx9kw0Y0Bz+p26g28nGjcGGze3t4AgHPnzkmVid8TT6OpzKz0uJepxX81gKYWehJlhc/NT2wTdUZau5kFFuxsjmo1Rc+D6/J5aNTGGkv/8YSxmR7y84Q4vjVaYn3Tf6uH6cvqo35LKwgM/vtKjc346DK8Gv4IbAUDI11kpOXh8N+SJz+fi4ICIUb+tAdnbzyHqbE+Tv05AU1qO1Z0WKSS0Yb8ZG6lz73MLATc+2YWAomywvnJytYA0+Y2gkdDS+gJRDlGT6AD7+6O2HKqMxycTfAi7BM2/zs6V2GNPG2wfGd76Bvo4mxANBbNkP8I5OcuISmNe31K+a9VwaeUTIkyYaE7AR2GLcOv604i7Pk7FPw7KgRjDPefvMaAyX/hQOAdAMC3U7rBysKkfDeIlKvKnp90dHj4Y0M3tO/kivS0HHwx5CjCH8crNe/TR/E4c1zUietvf3aGdydXbpn9htTGN/NEQ7Pv2HBfqp+fvNwCrF0uyktjpzTB+KlNoCcQ9dfQuHkVrN3RC7q6Orh/9z0unfk8z6FKYte/nTDXrV0NLZrWrNhgiEap7DkKAIwt+dzL0Py/azwjcz2JssLnUNMPNEKnqU6oWssIvEJX3o71TPDFhnpo1ldUiXBx/VtkpkjfLOs52xUebS2hb/xfPzLODU0xZUcDNOhsg6zUfOz7liqhS2ryv33u3H0Vj4Frz+H5h2QwxpCXX4DgZ7HosfIUUrNywdfVgb9vvQqOVjU8puJ4km/fvsXixYtx4cIFxMbGIjdXeqQVHo+H/PySPSqUn58PDw8PxMTE4NatW2jcuDEAIC0tDa1atcLz58/x5MkTpXt7FzcDbGv2Jfi88nm280KS9BDdsoxsdBEf34o6ztLR5eGnzU3g3deBK8/OLABfjwe+nigr5OUKsWLmI5zfL9nsePZfjdB1hOhuU0EBQ2aaqCMq00IXcYkfsrFoXCjCbn9SfcNUcPGSZnSUduVeJHwnrgcAGOjzYW5iKHdaJ3tz3N41U6nlamqLntT0bFh6f4+UlBSYmcl/9lRbVbb81MDcD7o8QfEzqEFI4gilpuvd+BjevxVVNlR1Mkbgg74AAKGQIS0lF8ameuDzRbnpcUgCvh5xGcmJOVLLWX+0A1q0E7Wc+5SQzXVgLssfP4bi/FHlO5ovrdD7bcttXcrQdftCqekir/4G138fw6re9lu8jhH1m6SnpwszE0NkZuUiK/u/fX7amA5YvWCERvXDkJqWBcuGUyhHqTFHlVV+crXoCR1e2Tdbb97KAXsDBwMAsrPykZYqnU/EPsSmY2Dn/RLvmZgKsOvYQNRrKLpoyszIg64uD/oGosbrwedfwX9UoNwc9MuqThg8SnQyn5tbgNzcApiYiPLy2+gUjOj1Dz7KeKyrrLx4Na7c1qUuqamZcPT4AllZuVi6cDRmf9WvokNSSWpqJqych1N+0uBzKHF+mujwPQQ68ru9ULfVr5WriFrY5haS3oly2LxrXrB2EsWYnytEdnoBBIY6EBj+V3FzZXsMAua/lLmswvNnpuRDT18Hev/e2E/5mIMtk57g9QPFA2Go25qFylXCVzR5LXoA0UA6IzZcREDof30fGQr4yCsQcsOp6+nqYINfe/i1kZy3IqVm5cLyy01K5SeVHt2KioqCl5cXPn36hHr16iEnJwcuLi4wMDBAZGQk8vPz0ahRI1hYWJR42Xw+H5s3b0bXrl3Rrl07DB8+HGZmZjh8+DBevXqFxYsXqzSkn6YTFjAsGncPQb1i0WVYNdRqYgFzawHy8xg+vE7Hg2uJOLLxFV4/k36OcP/ql3jzIh1N2lvDwc0Ylrb60NXjIeljNqLD03D7fBzO7H6LjLTPt38eofC/E7vsnHxk58hPiAYCjXuikZQA5Sf1+5SYjQ2/PkLzdvZwrmEKc0t9pCTl4OXTZJw+FI2T+1/J7UCw8HPQljaKT8b0DaVHPSCK/fbDYFy49hR3H77Ch/gUJKVkQKDHh0f1KmjdvCYmDvOGV5PqFR0mKaSsclRlz086Ov/lCgNDPgwM5f8W5+RIj/aTnpaLId0OYtyUJug1oBacXM2RlydEeFg8AvY9xcGdYXLzFAD8NPMCrge/xrCxDVCnvi309fmIikjC2cCX2LgmFBnp0he7RNI/R28gKysXOjo6GDmkfUWHQ1RA51Dqd3xJJDzaWcK5kRnMbAUwsuCjII/h48tMvApNwY297xVW1Jz78zXqd7KGQx1jmNoKkJdTgPfP0/HoXCKubI9BTnrJRj8jInxdHRyc2hmHQ6Ow88YLhLyKR0J6NvR0deBmYwqf2g6Y3rE+6jlW3gF2VGrR4+fnh3379uH8+fPw9vaGjo4OFixYgHnz5iE2Nhb+/v4IDw/HjRs3YGOjWuePd+7cwfz583Hz5k3k5uaiXr16mDlzJkaOVPwsXlEV0aKH/EdTWvR8bj7nFj2VMT+VZ4se8h9Na9HzOfmcW/SUdY5Sd34qrxY9RFJlbNGjLT7nFj2V5Ryqolr0EJHK0qJHG5V5i54LFy6gR48eEs9RiuuLHBwccPDgQTRo0AA//fQTNmzYoMoq4OnpidOnT6s0LyHk80X5iRCiyco6R1F+IoSois6hCNEeKnXGnJCQgNq1/xu9g8/nIzPzv87t9PX10blzZ5w4caL0ERJCSAlQfiKEaDLKUYQQTUX5iRDtoVJFj42NDTIyMiT+Hx0dLTENn89HcnJyaWIjhJASo/xECNFklKMIIZqK8hMh2kOlih53d3dERkZy//f09MTZs2cRFSXqtTo+Ph6HDh1CjRo11BMlIYQoifITIUSTUY4ihGgqyk+EaA+VKnq6d++OoKAgrjZ35syZSEtLQ8OGDdGiRQvUqlULHz58wPTp09UZKyGEFIvyEyFEk1GOIoRoKspPhGgPlSp6/P39ERwcDF1d0VC4Pj4+2L9/P1xcXBAWFgZ7e3usWbMGEydOVGuwhBBSHMpPhBBNRjmKEKKpKD8Roj1UGnXLzMwMXl5eEu8NHjwYgwcPVktQhBCiKspPhBBNRjmKEKKpKD8Roj1UatFDCCGEEEIIIYQQQjQPVfQQQgghhBBCCCGEaAmlHt3S0dEBj8cr8cJ5PB7y8/NLPB8hhCiL8hMhRJNRjiKEaCrKT4RoL6Uqetq3b69SEiCEkLJG+YkQoskoRxFCNBXlJ0K0l1IVPcHBwWUcBiGEqIbyEyFEk1GOIoRoKspPhGgv6qOHEEIIIYQQQgghREtQRQ8hhBBCCCGEEEKIlqCKHkIIIYQQQgghhBAtQRU9hBBCCCGEEEIIIVqCKnoIIYQQQgghhBBCtARV9BBCCCGEEEIIIYRoCaroIYQQQgghhBBCCNES/NIuID09HS9evEBGRgbatWunjpgIIUQtKD8RQjQZ5ShCiKai/ERI5aZyi57o6Gj07dsXlpaWaNGiBXx9fbmy69evo27duggODlZHjIQQUiKUnwghmoxyFCFEU1F+IkQ7qFTR8+bNG7Rs2RKnTp1C37590apVKzDGuHIvLy8kJCRg3759aguUEEKUQfmJEKLJKEcRQjQV5SdCtIdKFT3z58/Hp0+fcPnyZRw6dAidO3eWKOfz+WjXrh2uX7+uliAJIURZlJ8IIZqMchQhRFNRfiJEe6hU0XP27Fn0798frVu3ljuNs7MzYmJiVA6MEEJUQfmJEKLJKEcRQjQV5SdCtIdKFT1JSUlwdXUtdrqcnBxVFk8IISqj/EQI0WSUowghmoryEyHaQ6WKHnt7e7x8+VLhNGFhYXB2dlYpKEIIURXlJ0KIJqMcRQjRVJSfCNEeKlX0dO7cGYGBgQgLC5NZfvXqVVy8eBE9evQoVXCEEFJSlJ8IIZqMchQhRFNRfiJEe6hU0TNnzhwYGhqibdu2WLJkCVfze/r0acydOxfdunWDjY0NZs+erdZgCSGkOJSfCCGajHIUIURTUX4iRHvwVZnJ1dUVZ8+exbBhwzBnzhzweDwwxtCrVy8wxuDs7IxDhw6hatWq6o6XEEIUovxECNFklKMIIZqK8hMh2kOlih4A8PLyQkREBAIDA3H79m0kJSXBzMwMXl5e6Nu3LwQCgTrjJIQQpVF+IoRoMspRhBBNRfmJEO2gckUPAPD5fPTv3x/9+/dXVzyEEKIWlJ8IIZqMchQhRFNRfiKk8lOpj56CggKkpqZCKBQqLC8oKChVcIQQUlKUnwghmoxyFCFEU1F+IkR7qFTRs3DhQtjZ2SExMVFmeVJSEuzt7fHLL7+UKjhCCCkpyk+EEE1GOYoQoqkoPxGiPVSq6Dlx4gQ6duwIW1tbmeW2trbo1KkTjh07VqrgCCGkpCg/EUI0GeUoQoimovxEiPZQqaInKioKtWvXVjiNh4cHXr16pVJQhBCiKspPhBBNRjmKEKKpKD8Roj1UqujJz8+Hjo7iWXk8HrKzs1UKihBCVEX5iRCiyShHEUI0FeUnQrSHShU9NWrUwKVLlxROc+nSJbi5uakUFCGEqIryEyFEk1GOIoRoKspPhGgPlSp6Bg4ciAcPHmDevHlSva4XFBRg7ty5ePDgAQYPHqyWIAkhRFmUnwghmoxyFCFEU1F+IkR78BhjrKQzpaenw8vLC8+ePUONGjXg6+sLR0dHxMTEICgoCJGRkahTpw5u3boFExOTsohbaampqTA3N0fSq90wMzWq0Fg+R7zkTxUdwmcpNS0Llk2+REpKCszMzCo6nHJVGfPTpwfrYGZqWKGxfI6YqWlFh/DZSk3LhFWNMZSjNDhHcfnpzkqYmVB+Km/M0bGiQ/hspaZmwsppKOWnSpCfkt4egJkZXd+VN15MTEWH8NlKTc+CpefXSuUnviorMDExwZUrV+Dv74+AgAC8fPmSK9PR0cGgQYOwbt26Cr+IIoR8fig/EUI0GeUoQoimovxEiPZQqaIHAKytrXHw4EHExcUhJCQEycnJsLCwQPPmzWFnZ6fOGAkhpEQoPxFCNBnlKEKIpqL8RIh2ULmiR8zOzg49evRQRyyEEKJWlJ8IIZqMchQhRFNRfiKkclOpM2ZCCCGEEEIIIYQQonlUbtHz9OlT/PXXX7h79y6Sk5OlemYHAB6Ph8jIyFIFSAghJUX5iRCiyShHEUI0FeUnQrSDShU9ly9fRrdu3ZCTkwM+nw97e3vw+dKLUmFAL0IIKRXKT4QQTUY5ihCiqSg/EaI9VKro+f7775Gfn4/NmzfDz88Purq66o6LEEJUQvmJEKLJKEcRQjQV5SdCtIdKFT0PHz7EsGHDMH78eHXHQwghpUL5iRCiyShHEUI0FeUnQrSHSp0xm5qa0vB6hBCNRPmJEKLJKEcRQjQV5SdCtIdKFT09e/bE1atX1R0LIYSUGuUnQogmoxxFCNFUlJ8I0R4qVfQsW7YMKSkpmDFjBjIzM9UdEyGEqIzyEyFEk1GOIoRoKspPhGgPlfroGTJkCIyNjbF27Vps374d7u7uMDc3l5qOx+Ph4sWLpQ6SEEKURfmJEKLJKEcRQjQV5SdCtIdKFT3BwcHc3+np6bh//77M6Xg8nkpBEUKIqig/EUI0GeUoQoimovxEiPZQqaJHKBSqOw5CCFELyk+EEE1GOYoQoqkoPxGiPVTqo4cQQgghhBBCCCGEaB6VWvQUlp6ejhcvXiAjIwPt2rVTR0yEEKIWlJ8IIZqMchQhRFNRfiKkclO5RU90dDT69u0LS0tLtGjRAr6+vlzZ9evXUbduXYnnPAkhpLxQfiKEaDLKUYQQTUX5iRDtoFJFz5s3b9CyZUucOnUKffv2RatWrcAY48q9vLyQkJCAffv2qS1QQghRBuUnQogmoxxFCNFUlJ8I0R4qVfTMnz8fnz59wuXLl3Ho0CF07txZopzP56Ndu3a4fv26WoIkhBBlUX4ihGgyylGEEE1F+YkQ7aFSRc/Zs2fRv39/tG7dWu40zs7OiImJUTkwQghRBeUnQogmoxxFCNFUlJ8I0R4qVfQkJSXB1dW12OlycnJUWTwhhKiM8hMhRJNRjiKEaCrKT4RoD5Uqeuzt7fHy5UuF04SFhcHZ2VmloAghRFWUnwghmoxyFCFEU1F+IkR7qFTR07lzZwQGBiIsLExm+dWrV3Hx4kX06NGjVMERQkhJUX4ihGgyylGEEE1F+YkQ7aFSRc+cOXNgaGiItm3bYsmSJVzN7+nTpzF37lx069YNNjY2mD17tlqDJYSQ4lB+IoRoMspRhBBNRfmJEO3BV2UmV1dXnD17FsOGDcOcOXPA4/HAGEOvXr3AGIOzszMOHTqEqlWrqjteQghRiPITIUSTUY4ihGgqyk+EaA+VKnoAwMvLCxEREQgMDMTt27eRlJQEMzMzeHl5oW/fvhAIBOqMkxBClEb5iRCiyShHEUI0FeUnQrSDShU9P//8M6pXr45Ro0ahf//+6N+/v7rjIoQQlVB+IoRoMspRhBBNRfmJEO2hUh89ixcvxuPHj9UdCyGElBrlJ0KIJqMcRQjRVJSfCNEeKlX0uLi4ICkpSd2xEEJIqVF+IoRoMspRhBBNRfmJEO2hUkXP8OHDcfbsWaSkpKg7HkIIKRXKT4QQTUY5ihCiqSg/EaI9VB5evWHDhujQoQNOnjyJuLg4dcdFCCEqofxECNFklKMIIZqK8hMh2kOlzpgNDQ0BAIwx9OnTR+50PB4P+fn5qkVGCCEqoPxECNFklKMIIZqK8hMh2kOlip527dqBx+OpOxZCCCk1yk+EEE1GOYoQoqkoPxGiPVSq6AkODlZzGIQQoh6UnwghmoxyFCFEU1F+IkR7qNRHDyGEEEIIIYQQQgjRPCq16BHLzc3FhQsX8OzZM2RkZGDu3LkAgOzsbKSmpsLGxgY6OlSXRAgpf5SfCCGajHIUIURTUX4ipPJT+Qg9fvw4nJ2d0bt3b3zzzTdYsGABV/bo0SNUrVoV+/fvV0eMhBBSIpSfCCGajHIUIURTUX4iRDuoVNFz/fp1DBo0CPr6+li9ejVGjBghUe7p6YmaNWsiICBALUESQoiyKD8RQjQZ5ShCiKai/ESI9lDp0a3FixfDwsICISEhsLW1RWJiotQ0zZo1w507d0od4OeGMYZ9h65h294gPAyLRkZmDqraW6CzTyPMntEX1V3tKzrESistPRtBt54j5HE0Qh6/RsjjaCR+ygAAPL+wCDVd7WTO12HEH7h854VS65g/oxfmzeittphJyVF+Up3oGHmGkEeFj5F0AMDzi7/IPUaKLmPtrks4dv4BIqI/IjsnH/Y2pmhUxwm9OzXGuEFtynozKqW09CwEX3uCuw8iEfogCiEPopCYlAYAeHZrFWpWr6Jw/tzcfKzecAr7D1/Hy1cfwOfrora7I8YO98aE0R1pFBUNQjlKNW/ff8KRCw9w4eZzPHoWg4+JaRDo6aK6kw26tauLGaN9UNXWXO78ubn5WL0rCPtOhODlm3jw+bqoU90efv1bYuLgNnSMqEnUqw/4a+MpnLtwD29jEqGrqwOHKpZo6emB0cN94d22fkWHSBSg/FT26BhRP/p9kE2lip5bt25h0KBBsLW1lTuNk5MTjh8/rnJgn6O8vHwMHb8Cx0+HAAD4fF2Ymhgg+k08Nu28gL0BV3Fox2x09mlYwZFWThdvPsNA//Ulns/Swgj2NmZyy7Nz8pCSlgUAaFLPWeX4iHpQflLdxRvhGOi/TuX57z56hYH+6xDzIRkAIBDwYSDQQ/S7RES/S0TY8xiq6JHj0pUwDBz7h0rzpqZlovOAxQh9GAUAMDLSR1Z2Lm6HRuB2aAROnLuHgO2zwOfrqjNkoiLKUSX39v0nuHWaB8YY9565qSHSM3Pw6HkMHj2PwaaD1/HP6gnw9aolNX9qehY6jVuD0CdvAQBGhgJkZefh1sNo3HoYjRPBYTi8ZiIdI6W0bdcFzJi9CVlZuQAAY2MD5OXl49mLGDx7EQMdng5dxGo4yk9li44R9aPfB/lUqujJycmBubn8WjEASElJoU66SuiHn/fi+OkQ8Pm6+G3BKEwc0wlGRvp4F5uIb+buwKFjtzBk7B8Iu7kSjlWtKjrcSsnO2hTNGrigRQNXONhbYMqc3cXOE7DOX2H5zEUH8OeOS7CzNkV3b0rOFY3yU+mIjhFXtGj47zHy0y6l5nse9QHd/FYhOTUTHVvXwaJZ/eDZyA08Hg+paVm49SAKN0JflnH0lZudjTmaNa6O5o2rw7GqFabM2qTUfJP/txGhD6NgZWmCrX/6o2fnphAKGfb8cxVTv92Mk+fuYcGyf7D4x2FlvAVEGZSjSq5AKAQA9PKtD79+LdHBqxYszIyQm5uPi7eeY/rig3j1LhH9v9yI8FNzpe7cTpq3D6FP3sLK3Ajblo5GT+/6EAoZdgfewdSFB3AyOAwL/jqJxTP7VMTmaYUDh65i0vR1YIxh2qQe+Gpqb1R3E7VE/BiXjAtBD5Cbm1/BUZLiUH4qO3SMlA36fZBPpYqe6tWrIyQkROE0N2/eRO3atVUK6nMUF5+CdVvOAABm+vfEV1N6cmXVHKyxZ+NMPAmfhfAXMfhl+SGs+2NSRYVaafXu0BD9bi/n/h/9LqHUy8zLK8D+wLsAgBF9PCtlba+2ofykut4dG6Fflybc/0tyjEz8fgeSUzPR3acBjm38Erq6/50Empkaoku7eujSrp5a49Umvbo2Q98eLbj/R7+JU2q++49f4Z9jtwAAW1ZPQa8uzQAAuro8jBnmjeTUDPxvzk6s3nAKMyZ2h52CpsukfFCOKjlLMyPcO/w9Gno4SrwvEPDRvX09nPjbH80G/oa0jGxsOngd86b14Ka5//Qt/jlzDwCw5ZdR6OXTAIDoGPHr1xIpaVn4emkAVu0MwozRvrCzNi2/DdMScfHJ+HLWRjDGsHjeKHw/a6BEub2dBUYO9amY4EiJUH4qG3SMlB36fZBPperYgQMH4urVq9i5c6fM8uXLlyMsLAxDhw5VKajdu3dj8uTJaN68OfT19cHj8bB9+3aVllVZBF0N42pxZ07pJVWuq6uDLyd2BwAcPHoTeXlU41tShS881eVU8GPE/9uPht/A1mpfPik5yk+qU/UYuXz7Oa6HvoSurg7WLRpZJseatlP1M9sXcB0A4FHTAb27NZcqnzi6E8zNjJCVlYsjJ6lPBU1QljlKW/OTuamh1El8YbWrV0HLRq4AgNCnbyTK9p0UXbR6uNmjTwfpR98nDm4Dc1NDZGXn4fD5B2qL+XPy95az+JScDg93R3z7df+KDoeUAuWnskHHSNmh3wf5VDqznD17NurUqYNx48ahS5cuuHjxIgDg22+/Rbt27fDdd9+hcePG+PLLL1UKas6cOdi4cSNev36NqlWrqrSMyub1u3gAgLmZEarYW8icxsNdtBMnp2RwfTGQirXzyE0AQOM6TmhYu1oFR0MAyk8VYe+x2wAA31a14exgXcHRfF4uX38KAHL7bjM0FKBtS9Gd16BrT8otLiJfWeaozzk/WVkYAwAKCpjE+8H/DqbQubXsFgiGBgK0bVYDABB0W7mBF4ikfQcvAwBGDfOhR3oqOcpPZYOOkYr1uf4+qLSnmZiY4OrVqxg2bBiCgoJw7do1MMawfPly3LhxA0OGDMGFCxegr6+vUlCbN29GdHQ04uPjMWXKFJWWUVkJhUxuWX5BAff302fvyiMcokDip3ScCgoDAIwZ0LKCoyFilJ/K3637oornts1rIvpdAsZ/uw3VWn0Dwzr+cG37HcZ+sxVPXsRUcJTahzGGZxGiz7Wuh/yK5jq1RDcJwl/Q74YmKMsc9bnmp4ICIW7+m4fq1fzvApIxhmdRHwEAdWvKv7CsW0PUT0Z45IcyjFI7JSalIiLyPQCgTas6uHwtDD0H/gwb51EwrTIUDTyn44f5O5GQmFrBkRJlUH5SPzpGKtbn/PugUh89AGBpaYk9e/ZgzZo1uHv3LpKSkmBmZoYWLVrA3r50Q4B36tSpVPNXRi7VRL3bp6Vn4W1MApwcbaSmCX/+30n6+4+fyi02Itu+wDvIzcsHn6+DEX28KjocUgjlp/IVES36ofyUkokmPX9GanoW9AV8GOrr4e37JOw6chMHTt7Fzj++wOAe0o8XEdWkpmUhIzMHAFC1iqXc6Rz+LXv/Mbk8wiJKKKsc9bnmp/X7ruB9fCp0dHgY3deTez81PRsZ/45u42Anv38qcdn7+JSyDVQLiS9gAeBC0EMsXX4IjDGYmhoCEJ27hj9/h70Hr+DM0fmo4+FUUaESJVF+Ui86RirW5/z7oFSLnurVq2PNmjXc/3fu3IlHjx4BAKytrdGtWzeMGDECvXr1KvVF1OfKt119CASierff1xyTKs/NzceaDae4/6elZ5VbbES2nYdFj211924A20rWOZc2ofxUsbJz8pDzb/9ia7ZfBI8H7P9zMlIf/4WkB2vw8NQCeDV2Q25uPsbN3oaX0cp1MkyKl5GZzf1taCCQO52RoejOa3pGttxpSNmhHFW2Hj57hx9WioZ69h/WDvXdHbiyjKwc7m9DfT25yxAfP+mZuWUUpfZKTsng/l66/BDq1XHCjUu/4dO7vUiJ3YfAQ3NgZ2uOmNhEDBm9DPn5BQqWRsob5aeyR8dIxfncfx+UquiJjo5GcnIy9/+xY8fi6NGjZRRS6eTk5CA1NVXiVRnY2Zpj8tjOAID1W89hzi/78C42EXl5+bj/6BV6DVuKV6/joKcnGtWJnu+sWE9exCI0TNShFz22VbEoP1Us4b/DWgKiZrAr5w7D4B7NuRHo6ns44siGL2FirI+s7Fys2na+okLVOqzQk748XsXFQRSrLDmqMuan9/Ep6P/lRmRm5aJJnWpYNluyk1PJY4QOkrJQuMsBXV0dHNr9PTyb1QIgOlft3rkZNq0V9ecS/vwdjgbeqpA4iWyUn8oeHSMVg34flKzosbOzQ0xM5ehfYenSpTA3N+deTk6Vp/nbr/NHoVfXZmCM4deVR+Da0B+GVUegRYfvcOnKY0z9oiuqu4hq0y3MjSo42s+buBNma0tj9PKV3QkqKR+UnyqWkaE+dHREP5BWFsYY3V+64tPexgzDe4seb7x4Pbxc49NmJsYG3N+ZWfLvNGX+e9eq8PSk/FSWHFXZ8lNicjq6TfgLr2OT4O5ii5MbpsKgyF1ZE6P/+hHJzJZ/jGT9W2ZiJL9lHJGtcF7p0bUZataQ7uuiZ9fmqFVTdCf9YvCjcouNFI/yU9mjY6T80e+DiFJ99Hh5eWHXrl3g8/lcs73g4OBi5+PxeJg7d26pAiypH374Af/73/+4/6emplaaZKCvr4cju79FwPFb2HvoKp4+e4cCoRAe7o6YMLojenVtBks3PwCAe/XPq7d6TVJQIMSef0cZGtarBffIHakYlJ8qXlU7c8R8SEZNFzu5rQ09qou+m7fvqX8xdTEzNYSxkT4yMnPw/oP8zzX237KqckZ0JGWrsuSoypSfUtKy0GPSOoRFvIdzVUuc2zId9jZmUtOZmRjA2FCAjKxcxMbJ719BXFbVVn4/DUQ2hypW3N+1asof4riWuyNevIzF25iE8giLKInyU9mjY6R80e/Df5S6Qv3999/Rr18/rF+/HoDo4A4ODi42EVTEhZS+vr7Ko+loAh6Ph0F9W2FQ31ZSZXfuvUTWv3dtvZq5l3do5F/nrj3F+38P+jEDpL8nUr4oP1W8uu4OiPmQrNTjQ1raOrZC8Hg81HZ3ROjDKDx9Ln9ErfB/RzyrU0v+yFyk7FSWHFVZ8lNGZg56TVmPkLA3qGJjhvNbZ8DZwUrmtDweD7Wr2yP0yVs8ffle5jQA8PTf0VTq/Du6yv/Zu++wps42DOB3WGEGUIbgAEXce6F1IBYXatW6bVVstY5W28/a1rZabdXaVu2wy7Za96h17w2KeyAqKioKDhzIkL053x+RSJoEIQLnkNy/6/JqOYsn0dw5eXLO+1Lx1arpCisrC2RkZBfzPYBvAlLCfCp7fI2UH74/qCtWo6dOnToIDw9HVFQUYmJi0LlzZwQGBmLUqFFlXR8VsmJtEADAt31DuLtp/0dLZa9gEOaG3u5o1dhT3GKI+SQBXdrVw4GQq7gZHYv8/HytV/VEPHuj9KhaubzLM2i+7Rvg/MXbOHhE+6XemZnZOHYqAgDg16FheZZGzzCjSk9GZjb6vvsHTly4DSdHWxz4exJqezgXuU/nNnVw/so9HDwZoXV9ZlYOjp2/BQDw86lT6jUbOhMTE3Rq3xD7Dl7A9Zu6bwG68WydR/Wi/76ofDGfyh5fI+WD7w+ain3PiYmJCby8vODl5QUPDw80a9YMvr6+ZVkbFXLy7A0sXX0YAPDJB/3ELcaIJaVkYPvBiwA4CLOUMJ/ENbhXa3zxwzYkPE3Dys0nETiwvdr6x3HJWL/zDACgh28jMUo0WENfb4/vf9uJiJsPsHP/efTu1lJt/ZLVh5GUnA5LS3P0C2gtUpXEjHp52dm5GDB5CYJO34CDwgp7/3oXDWq/+Db2ob1aYeGyQ4i4/Rg7gy+jd+fGauuX/HscSSkZsJSbo79/07Iq36C9ObQz9h28gN37ziPy1kONMUh27TuHG5EPAADdu7YQo0QqAvOp7PE1Urb4/qCdXlM3RUVFYfLkyaVdi9ELCgnHj7/vxO3ox8jLU85kk/g0Fb/8tQcBg+YiNzcPY0f6o5tfxfuHJhVxCamqP4lJ6arlicnpausKzyRU2D+7ziIzKwempiZ4oy8bPVLEfHo5cQkpqj/qr5E0tXWFXyOe1Zww4Y3OAIApc/7Bxj3nVdODXrkRg/7jfkFqWhbs7azwv7e6luvjqUji4pNVfxILTceamJSmtq7wc9+iSU283rsNAODtyYux++AFAMqxxFb9cxSfzl4LAJj8TgBcXRzK78GQTsyoksvLy8cbHy/HvmNXYWdjid1/vIvmDYo3PkeLBtXxerdmAIC3PluN3UeuqI65cttpTPt+GwDg/RGdtY7jQC82ZEAHNG9SC7m5eRj45jc4e/4mAOWsjHsPhuKd934FALRqURu9e7QSs1R6AeZT2eBrpOzw/UE3mSAUnlysZB49eoTNmzcjIiIC6enpWLJkCQDgyZMniIqKQuPGjWFlZVXi4y5ZsgTHjh0DAFy+fBmhoaFo3749ateuDQDo168f+vXrV6xjJScnw97eHglRq6Gwk/ZMVSvWBePtSb8BAMzMTGFrY4mk5HQU/BW9/WYX/LbwHZiaVpyp1WVPpTXwqmntccXa7lbwXHhWc9JY3nHwdzgRegs9fBth19JJpV1eqUlOyYBj8/eQlJQEhaLiBVNpqEj5lBj2GxR2Ja+lLJh6jS3WdreOzFN7jWRn56LfuF+x72g4AMBSbg65hRmSUjIAAHa2ltj020S82r5+6RetJ8HOTuwS1Ji5DC3WdpHnFsGzhovq56TkdPj3/woXLkcDAKyt5cjLy0dWVg4AoKd/c2xZOVU15b0UJKeko5LXSGZUKWdUmeTTmR+gsBU3n46ei4TfyB8BKLPF3lb3DHLV3RxxesPHasuSUjLwauBPuHBNOZaVtZWF8jWSnQsA6NmpIbb+8o6kXiNCVd2DtkrR3XtP0CVgOqLvxgIA7OyskJeXj/R05ax/db2rYu/WWaiu5dxKapKT01Gp+hDmUwXIp4R7/0ChkPbnuwKG9BqRSWimNmN7f0hOzYBjm/8VK5/0ni7ot99+w4cffoisLOU/TplMpgqB2NhYtGvXDosXL8bYscX70FDYsWPHsGLFCrVlx48fx/HjxwEAnp6exQ6CiqS9Tz1MHheAkBPXcDcmDimpGajmXgmvtKmLMSP94deRtzyIKTI6FidClfdp8rYtaWM+lT8LCzPs+nsy/v73GFZsPIErNx8gIzMbXjWc0d23EaaO7c7xecqIvcIax3bPxo9/7MY/m4/jVvRjWJiboWkjDwQO7YwxI7ronA2NxFFWGWWo+VT4KrbMrBxkPmtiavPfKXQBwN7OCsfXfYgfVwRh/e7zuHX3CSzMzdCsXjWM6t8WYwe9wtfIS6pR3RkXTvyIhT9vxZbtJxF1JxYymQzNm9TC633bYdL4XrAVuWFIxcN8Kht8jZQNvj/optcVPTt27EDfvn3RqlUrfPHFF9izZw8WL16MvLw81TbNmzeHu7s7du3aVaoFl1RFuqLHEEntih5jYcxX9FTEfJLSFT3GRGpX9BgTY76ip6JklJSu6DFGFe2KHkNizFf0VLR8qkhX9BgSKV3RY2zK/Iqe+fPno0aNGggKCoKNjQ3Onz+vsU3jxo0REhKiz+GJiPTGfCIiKWNGEZFUMZ+IDIde1yGFhYWhV69esLGx0blN1apV8fjxY70LIyLSB/OJiKSMGUVEUsV8IjIcejV68vPzYW6ueY9bYU+ePIFcLterKCIifTGfiEjKmFFEJFXMJyLDoVejp27duqpR07XJzc3FkSNH0LhxY53bEBGVBeYTEUkZM4qIpIr5RGQ49Gr0vPHGGwgNDcWcOXM01uXl5WHq1Km4ffs2Ro4c+dIFEhGVBPOJiKSMGUVEUsV8IjIces26lZOTg27duuHo0aOoXbs25HI5rly5ggEDBuDcuXOIjo5Gt27dsGfPHshksrKou9g465a4OOuWOIx51q2KmE+cdUscnHVLPMY861ZFySjOuiUuzrolHmOedaui5RNn3RIHZ90ST0lm3dLrih5zc3Ps27cP06ZNQ1xcHMLDwyEIAjZu3IiEhAR88skn2L59u+gfoojI+DCfiEjKmFFEJFXMJyLDodcVPYUJgoDr168jISEBCoUC9evXh6mpaWnV99J4RY+4eEWPOIz5ip7CKko+8YoecfCKHvEY8xU9hUk5o3hFj7h4RY94jPmKnsIqQj7xih5x8Ioe8ZT5FT2FyWQy1KtXD6+88goaNWqkCoCoqCgEBga+7OGJiPTGfCIiKWNGEZFUMZ+IKraXbvT81927dzF27FjUq1cPq1atKu3DExHpjflERFLGjCIiqWI+EVUsJWr0HDt2DH5+flAoFKhUqRL69u2L69evAwDS09MxZcoU1KlTB0uXLoWzszMWLVpUJkUTEf0X84mIpIwZRURSxXwiMjxmxd3w/Pnz8Pf3R3Z2tmrZjh07cPbsWRw9ehT9+vXD1atX4e7ujk8++QTvvPMO5HJ5mRRNRFQY84mIpIwZRURSxXwiMkzFvqLnu+++Q3Z2NubNm4fY2FjExsbiq6++wqNHj9CxY0dERERg+vTpiIyMxKRJkxgARFRumE9EJGXMKCKSKuYTkWEq9qxb1apVQ7169XDw4EG15X5+fjh69Cjmz5+PKVOmlEmRL4OzbomLs26Jw9hm3aro+cRZt8TBWbfEY2yzblXEjOKsW+LirFviMbZZtypyPnHWLXFw1i3xlMmsW7GxsWjZsqXG8tatWwMARo0aVcIyiYhKB/OJiKSMGUVEUsV8IjJMxW705ObmwsbGRmN5wbLKlSuXXlVERCXAfCIiKWNGEZFUMZ+IDFOpT69ORERERERERETiKPasWwCwevVqnDp1Sm1ZZGQkACAgIEBje5lMhl27dr1EeURExcN8IiIpY0YRkVQxn4gMT4kaPZGRkaoX/X/t3btXY5lMJtOvKiKiEmI+EZGUMaOISKqYT0SGp9iNnqioqLKsg4hIb8wnIpIyZhQRSRXzicgwFbvR4+HhUZZ1EBHpjflERFLGjCIiqWI+ERkmDsZMRERERERERGQg2OghIiIiIiIiIjIQbPQQERERERERERkINnqIiIiIiIiIiAwEGz1ERERERERERAaCjR4iIiIiIiIiIgPBRg8RERERERERkYFgo4eIiIiIiIiIyECw0UNEREREREREZCDY6CEiIiIiIiIiMhBs9BARERERERERGQg2eoiIiIiIiIiIDAQbPUREREREREREBoKNHiIiIiIiIiIiA8FGDxERERERERGRgWCjh4iIiIiIiIjIQJiJXUBZEwQBAJCcki5yJcZJlpIhdglGKTlV+bwX/PsnaVLlUypfJ2IQYCp2CUYrOYUZJXXP8ylT5EqMk5DM81axFHxmYD5JFz/fiUvG81bRFLwnFyefDL7Rk5KSAgDwbPKOyJUQlb+UlBTY29uLXQbpUJBPHh0+FLkSInEwo6RLlU9dPhW5EiJxMJ+kS/X5rsFokSshEkdx8kkmGHi7Oj8/Hw8ePICdnR1kMpnY5ZRIcnIyqlevjnv37kGhUIhdjtGpyM+/IAhISUmBu7s7TEx4h6ZUVeR8Air2a6Siq+jPPTNK+phPpK+K/twzn6SP+UT6qujPfUnyyeCv6DExMUG1atXELuOlKBSKCvkP0VBU1Oef30JJnyHkE1BxXyOGoCI/98woaWM+0cuqyM8980namE/0siryc1/cfGKbmoiIiIiIiIjIQLDRQ0RERERERERkINjokTC5XI6ZM2dCLpeLXYpR4vNPVDS+RsTD556oaHyNiIfPPVHR+BoRjzE99wY/GDMRERERERERkbHgFT1ERERERERERAaCjR4iIiIiIiIiIgPBRg8RERERERERkYFgo4eIiIiIiIiIyECw0UNEREREREREZCDY6JGgs2fPIiAgAI6OjrCxsUGbNm2wdu1ascsyCqtXr8a4cePQqlUryOVyyGQyLF++XOyyiCSFGSUO5hPRizGfxMF8Inox5pM4jDWfzMQugNQFBweje/fusLCwwNChQ2Fvb4/NmzfjjTfeQHR0ND777DOxSzRo06dPx507d+Dk5AQ3NzfcuXNH7JKIJIUZJR7mE1HRmE/iYT4RFY35JB6jzSeBJCMnJ0fw8vIS5HK5EBoaqlqenJwsNGzYUDAzMxNu3LghYoWG78CBA0J0dLQgCIIwb948AYCwbNkycYsikghmlLiYT0S6MZ/ExXwi0o35JC5jzSfeuiUhhw8fxq1btzB8+HA0b95ctdzOzg4zZsxAbm4uli1bJmKFhs/f3x8eHh5il0EkScwocTGfiHRjPomL+USkG/NJXMaaT2z0SEhwcDAAoFu3bhrrCpYdOXKkPEsiIlJhRhGRVDGfiEiqmE8kBjZ6JOTmzZsAAG9vb411jo6OcHJyUm1DRFTemFFEJFXMJyKSKuYTiYGNHglJSkoCANjb22tdr1AoVNsQEZU3ZhQRSRXziYikivlEYmCjh4iIiIiIiIjIQLDRIyEFXV5dHd3k5GSdnWAiorLGjCIiqWI+EZFUMZ9IDGz0SEjBfZva7tFMTExEXFyc1ns7iYjKAzOKiKSK+UREUsV8IjGw0SMhvr6+AID9+/drrCtYVrANEVF5Y0YRkVQxn4hIqphPJAY2eiTk1VdfRa1atbB27VqEhYWplqekpGD27NkwMzNDYGCgaPURkXFjRhGRVDGfiEiqmE8kBpkgCILYRdBzQUFB6N69O+RyOYYNGwaFQoHNmzcjKioKc+bMweeffy52iQZtyZIlOHbsGADg8uXLCA0NRfv27VG7dm0AQL9+/dCvXz8RKyQSFzNKPMwnoqIxn8TDfCIqGvNJPEabTwJJzunTp4UePXoI9vb2gpWVldCqVSth9erVYpdlFEaNGiUA0Pln5syZYpdIJDpmlDiYT0QvxnwSB/OJ6MWYT+Iw1nziFT1ERERERERERAaCY/QQERERERERERkINnqIiIiIiIiIiAwEGz1ERERERERERAaCjR4iIiIiIiIiIgPBRg8RERERERERkYFgo4eIiIiIiIiIyECw0UNEREREREREZCDY6CEiIiIiIiIiMhBs9FC5kMlk6Ny580sdo3PnzpDJZKVTkBbBwcGQyWSYNWtWmf0OIpIe5hMRSRXziYikjBklXWz0VBDR0dGQyWSQyWSoWrUq8vLytG53+fJl1Xb16tUr5yqJyBgxn4hIqphPRCRlzCgqK2z0VDBmZmZ48OAB9u3bp3X90qVLYWZmVs5VERExn4hIuphPRCRlzCgqbWz0VDCvvPIK7O3t8ffff2usy87Oxpo1axAQECBCZURk7JhPRCRVzCcikjJmFJU2NnoqGCsrKwwZMgQ7duxAXFyc2rrt27cjLi4Oo0eP1rrvgwcPMHPmTLRt2xYuLi6Qy+Xw9PTExIkTERsbq7F9YGAgZDIZbt26hXnz5qF27dqwtLSEt7c35s+fj/z8/Jd6LDdu3MDHH3+MFi1aoHLlyrC0tESdOnUwbdo0pKam6twvMzMTH3/8MapXrw5LS0s0btxYaygW2LZtG1599VU4OjrC0tISjRo1woIFC3ReGklE+mE+MZ+IpIr5xHwikjJmFDOqtLHRUwG99dZbqs5uYX///TdcXFzQu3dvrfsdPXoUCxcuhKurK4YNG4ZJkybBy8sLv//+O9q1a4ekpCSt+33wwQf4/vvv0b17d7z77rvIzc3Fxx9/jAkTJrzU49i8eTOWLl2KWrVqYdSoURg/fjwqVaqEb7/9Fl27dkVOTo7W/QYNGoR//vkHgwYNwtixYxEbG4u3334b8+bN09j2s88+Q79+/XDjxg0MGDAAEydOhKWlJT766CMMHTr0peonIk3MJ+YTkVQxn5hPRFLGjGJGlSqBKoSoqCgBgNC9e3dBEAShYcOGQpMmTVTr79+/L5iamgoffvihIAiCAECoW7eu2jEeP34spKSkaBx7xYoVAgBhzpw5astHjRolABBcXV2FmJgY1fKUlBShcePGAgDh6NGjxaofgODr66u27P79+0JWVpbGtl9++aUAQFi9erXacl9fXwGA0KBBAyE5OVm1/OHDh4Kbm5tgZmYm3Lp1S7V8//79AgChZ8+eQlpammp5fn6+MH78eAGAsHHjRtXyoKAgAYAwc+bMYj0mIlJiPjGfiKSK+cR8IpIyZhQzqqzwip4KavTo0bh06RLOnz8PAFi+fDny8vLw1ltv6dzHxcUFtra2GstHjBgBhUKBgwcPat1v8uTJcHd3V/1sa2uLL774AgCwYsUKvR9D1apVYWFhobH8vffeAwCd9Xz++eews7NT/VylShVMmTIFubm5WLt2rWr5L7/8AgD4448/YG1trVouk8nwzTffQCaTYd26dXrXT0TaMZ+YT0RSxXxiPhFJGTOKGVVaOHR3BTVixAh8+umn+Pvvv9GyZUssX74cPj4+aNCgQZH7bd68GX/88QdCQ0ORmJiodg/jgwcPtO7TsWNHncvCwsL0fgyCIGDZsmVYvnw5wsPDkZSUpHZP6MvWc+rUKdjY2GDp0qVaj2NlZYWIiAi96yci7ZhPL66H+UQkDubTi+thPhGJhxn14nqYUcXDRk8F5eLigoCAAKxbtw6vvfYaIiMjMXXq1CL3WbhwIaZOnQpnZ2d069YN1apVg5WVFQDgxx9/RFZWls7fpW2ZiYmJzns+i2Py5Mn45ZdfUL16dbz22mtwc3ODXC4HAHz55ZclqsfV1RUA1OpJSEhAbm4uvvzyS501pKWl6V0/EWnHfFLHfCKSDuaTOuYTkbQwo9Qxo/THRk8F9tZbb2Hbtm14++23YWVlhWHDhuncNjc3F7Nnz4a7uzvCwsLg7OysWicIAr777jud+8bGxqJu3boay/Lz82Fvb69X7bGxsfj111/RpEkTnDx5Uu2yu0ePHhX5wo2NjUX16tXVlj1+/BgA1OpRKBSQyWQaI9cTUdljPj3HfCKSFubTc8wnIulhRj3HjNIfx+ipwAICAlClShXExMRgwIABUCgUOreNi4tDUlIS2rZtqxYAAHDu3DlkZGTo3DckJETnsmbNmulV++3btyEIAvz9/dUCQNfv06ceHx8fxMfH4+bNm3rVSET6Yz4VXQ/ziUg8zKei62E+EYmLGVV0Pcyo4mGjpwIzMzPD9u3bsWXLFsydO7fIbV1cXGBlZYXQ0FCkp6erlicmJmLSpElF7rto0SK1eylTU1Px1VdfAQBGjhypV+0eHh4AgBMnTqjds3n//n1MmzatyH3nzp2LlJQU1c+PHz/G999/DzMzMwwfPly1fPLkyQCUXfH4+HiN4zx69AjXrl3Tq34iKhrzSYn5RCQ9zCcl5hORNDGjlJhRL4e3blVwrVu3RuvWrV+4nYmJCSZOnIiFCxeiadOm6NOnD5KTk7Fnzx54eHiojbiu7Xc0bdoUQ4YMgVwux+bNmxEdHY2xY8eiU6dOetXt5uaGAQMGYNOmTWjVqhVeffVVPH78GDt37kSXLl1w+/ZtnfvWqlULjRo1woABA5CTk4MNGzYgNjYWc+fORa1atVTb9ejRAzNmzMDs2bNRu3Zt9OjRAx4eHoiPj0dkZCRCQkIwZ84c1K9fX6/HQERFYz4xn4ikivnEfCKSMmYUM+qliTOrO5VUVFSUAEDo3r17sbYHINStW1dtWXZ2tjB37lzB29tbkMvlQo0aNYQpU6YIKSkpgoeHh+Dh4aG2/ahRowQAQmRkpPD1118LtWrVEiwsLAQvLy/h22+/FXJzc4tdPwDB19dXbVlKSorw4YcfCp6enoJcLhe8vb2F2bNnC9nZ2Vq39/X1FQAI6enpwtSpU4WqVasKFhYWQsOGDYUlS5bo/N0HDhwQ+vTpIzg7Owvm5uZClSpVhHbt2gmzZ88W7t69q9ouKChIACDMnDmz2I+LiJhPgsB8IpIq5hPziUjKmFHMqLIiEwRBKJ+WElU0gYGBWLFiBaKiouDp6Sl2OUREKswnIpIq5hMRSRkzyjhwjB4iIiIiIiIiIgPBRg8RERERERERkYFgo4eIiIiIiIiIyEBwjB4iIiIiIiIiIgPBK3qIiIiIiIiIiAwEGz1ERERERERERAaCjR4iIiIiIiIiIgPBRg8RERERERERkYFgo4eIiIiIiIiIyECw0UNEREREREREZCDY6CEiIiIiIiIiMhBs9BARERERERERGQg2eoiIiIiIiIiIDAQbPUREREREREREBoKNHiIiIiIiIiIiA8FGDxERERERERGRgWCjh4iIiIiIiIjIQLDRQzpFR0dDJpMhMDCw2PsEBgZCJpMhOjq6zOoiInoZs2bNgkwmQ3BwcJn+nh9++AH169eHlZUVZDIZli9fXqz9ZDIZOnfuXKa1ERmy0jp/0ec4YmN+EBmGvXv3om3btrC3txc9hzw9PeHp6Sna7yf9sNFDRERUytauXYspU6bA2toa//vf/zBz5kw0a9ZM7LKISGLE/oIsLCwMM2bMQNu2beHi4gK5XI5atWph4sSJiImJ0bnfzZs3MXjwYDg7O8PKygpNmjTBL7/8gvz8fLXtBEHAnj17MGHCBDRp0gT29vawtrZG06ZN8fXXXyMzM1Pr8X/++WeMHj0aTZo0gZmZWbk054mkIioqCv369cPdu3cxZswYzJw5E/369RO7LKpgzMQugIiIqDy99957GDp0KGrUqFFmv2P37t0AgF27dqFKlSol2vfatWuwtrYui7KISId58+Zh2rRpqFq1qtillKvx48fjzJkzaN26NYYOHQq5XI7Tp0/j999/x7///ouQkBDUq1dPbZ+rV6/ilVdeQXp6OgYPHoyqVatiz549mDRpEi5duoQ///xTtW1WVhYCAgIgl8vRuXNndO/eHZmZmdi3bx8+//xzbN26FUeOHIGVlZXa75g8eTIAwM3NDc7Oznj06FHZPxlEEnHo0CFkZWXh+++/x9ChQ8UuhyooNnqIiMioODk5wcnJqUx/x4MHDwCgxE0eABofqoio7Lm5ucHNzU3sMsrdm2++iTVr1sDLy0tt+bfffotp06bhww8/xK5du9TWTZgwAUlJSdi1axcCAgIAAHPmzEHPnj3x119/YdiwYfDz8wMAmJqaYu7cuZg4cSIcHBxUx8jJycGAAQOwY8cO/PLLL/joo4/UfsfOnTvRsmVLVKlSBePHj8cff/xRBo+eSJpe5hyCqABv3ZKQhIQEmJqaalyad/bsWchkMshkMty/f19tnY+PD+zs7JCbmwsAyM3NxQ8//ICmTZvCysoK9vb28PPz03iTBoDly5erxo3YtWsXOnbsCDs7u2Ldg3nlyhX07t0bdnZ2sLe3R0BAAMLDw4vcZ/v27ejevTsqV64MS0tLeHp6YsSIERr7xcfH43//+x9q1qwJuVwOFxcXDBkyBFevXlXb7q233oJMJkNISIjW3zd37lzIZDKsWrVKbfmlS5cwdOhQuLm5wcLCAh4eHpg0aRLi4+PVtit8b35ERARef/11ODk5cQwiMjhHjx5Fnz594OTkBLlcDm9vb0yfPh3p6elq223atAm+vr5wcXGBpaUlqlevjh49emDr1q1q2/3999/o27cvPD09YWlpiUqVKqF79+4ICgrSq75Lly7hzTffRLVq1SCXy+Hm5oYePXpgx44dGtsWJ2f0GaNny5YtGDZsGGrXrg1ra2vY29ujY8eO2LRpk9p2Bbla8FgLsrsgV4ODgyGTyTBr1iycPHkS3bt3h4ODA2QymeoYusbYyM7Oxk8//YQ2bdrAzs4Otra2aNCgAaZMmYLExETVdkFBQXjrrbdQt25d2NrawtbWFq1atVL7lp1IbIVfC6GhoejevbvqnKJ///4a77PFfQ3+V3h4OHr27Al7e3soFAr06dNH43wCKN1bqLKzs/H999+jRYsWsLGxgZ2dHTp27Ijt27erbefp6YkVK1YAAGrWrKnKi8Kvf30fd3G99957Gk0eAJg6dSqsra1x5MgRteU3btzA0aNH4efnp2ryAIC5uTnmzp0LAPjrr7/Uln/22WdqTZ6C5Z9++ikAaPwOAOjVqxc/5JJByc3Nxbx58+Dl5QVLS0vUrl0b8+bNw+3bt1WfNwo+e8ycORMA4Ofnp8qFgmwKDQ3FwIEDUaNGDcjlcri6uqJdu3b45ptv1H6fPucC27ZtQ+vWrWFlZQVXV1eMHTtW7fyiJOLi4vDOO+/AxcUF1tbWaN26NbZs2aL2+fO/SnK+t23bNrz66qtwdHSEpaUlGjVqhAULFiAvL09tu8K/b8uWLWjdujWsra1RpUoVTJgwQe/HVxHwih4JqVSpEpo0aYIjR44gPz8fJibKPlzhDyNBQUEYMWIEACAlJQWhoaHo2rUrzMzMIAgChgwZgs2bN6NOnTp49913kZaWhg0bNqB379746aefVJfCFvbvv/9i//796N27NyZOnIiUlJQi6wwPD0f79u2RmpqK119/Hd7e3jhz5gzat2+Ppk2bat3n448/xvz581GpUiX069cPLi4uuHfvHg4ePIiWLVuiUaNGAJRNnrZt2yIyMhKdO3fG0KFDER0djY0bN2LXrl04cOAA2rVrBwAYMWIEli1bhtWrV6Njx44av3PNmjWwsbFB//79Vcu2b9+OwYMHw9TUFK+99hqqV6+Oq1ev4pdffsG+fftw+vRpODo6qh0nMjISbdu2RcOGDTFq1CgkJCTAwsKiyOeIqKJYvHgxJk6cCEdHR/Tp0wfOzs44e/Ys5s6di6CgIAQFBcHCwgK///47Jk6cCDc3N/Tv3x+VK1fGw4cPcebMGWzdulWtQf3uu++iadOm8Pf3h7OzM2JiYrB161b4+/tj8+bN6Nu3b7HrK/iQk5+fjz59+qBu3bqIjY3F6dOnsXTpUvTp00e1bXFzRh+ffvopLCws0KFDB7i5ueHJkyfYvn07Bg4ciEWLFmHSpEkAgGbNmmHmzJlYvnw57ty5ozpZ+++HnBMnTuDrr7+Gn58f3nnnHdy9e7fI35+ZmYnu3bvj6NGj8Pb2xujRoyGXy3Hz5k0sXrwYI0eOVGXXt99+q8qt/v374+nTp9i7dy/GjRuH69evY+HChXo/D0Sl7dy5c5g/fz46d+6McePG4cKFC9i6dSsuX76M8PBwWFpaAij+a7Cw27dvo3379mjTpg0mTpyImzdvYsuWLTh27BhOnDiB+vXrl/rjycrKQo8ePRAcHIzmzZvj7bffRk5ODnbt2oW+ffvi559/xnvvvQcA+OCDD7B8+XJcvHgR77//vionCn/hps/jLg0ymQympqaqc9ECBeek3bp109inTZs2cHBw0Nq40cbc3BwAYGbGjyNk+N566y2sWrUKXl5eePfdd5GVlYUff/wRJ0+eVG3j4OCAmTNnIjg4GEeOHMGoUaNUeeDg4ICwsDC88sorMDU1Rd++feHh4YGnT5/iypUr+OuvvzBt2jTVsUp6LrBy5UqMGjUKCoUCI0aMgIODA3bu3Al/f39kZ2eX6LNPamoqfH19cfXqVXTo0AEdOnRATEwMhg0bpjU7gJKd73322WeYN28eqlWrhgEDBkChUODo0aP46KOPcPr0afz7778ax9+4cSMOHDiAQYMGwd/fH0eOHMHixYtx8uRJnDx5UuP2UYMgkKT873//EwAI58+fVy3r2bOn0LhxY8HFxUUYPXq0avmuXbsEAMJ3330nCIIgrFy5UgAg+Pr6CllZWart7t27J7i4uAjm5ubC7du3VcuXLVsmABBkMplw4MABjVqioqIEAMKoUaPUlvv6+goAhNWrV6st//TTTwUAAgAhKipKo87GjRsLcXFxavvk5OQIjx49Uv381ltvCQCETz/9VG27vXv3CgAEb29vIS8vTxAEQcjPzxeqV68uODo6qj1eQRCEc+fOCQCEN998U7UsLi5OUCgUQrVq1YQ7d+6obb927VoBgPDee+9pPH4AwowZMzSeH6KK7sqVK4KZmZnQvHlzIT4+Xm3dvHnzBADCggULBEEQhBYtWggWFhZCbGysxnH++7ounDMFHjx4ILi7uwve3t7Fru/x48eCra2tYGNjI4SGhmqsv3fvnur/S5IzM2fOFAAIQUFBxa7l1q1bGstSUlKExo0bC/b29kJaWprauoKc/K+goCBVrixdulTr7yrI8cI++ugjAYAwYsQIITc3V23d06dPhZSUFNXP2p7/nJwcoWvXroKpqalG/hGJofBrYf369WrrRowYIQAQ1q1bp1pWktdg4ffv6dOnq+2zYsUKAYDQpUsXteWjRo3SOH/RdR5UlM8++0wAIMyaNUvIz89XLU9OThZatWolWFhYCDExMUX+3sJKmj3a8kMf//zzjwBAGDRokNryqVOnCgCEjRs3at2vVatWAgCNurSZMGGCAED49ddfi9xu3LhxJc5sIik5ePCgAEBo1aqVkJ6erlr+8OFDoUqVKho5o+s8ZcqUKQIAYdu2bRq/ozjnYrrOBZKSkgSFQiHY2NgI169fVy3Pzs4WOnXqJAAQPDw8iv14p0+fLgAQ3n33XbXlhXN/2bJlquUlOd/bv3+/AEDo2bOnWs7k5+cL48eP18ings+7AISDBw+qHXf06NECAOGrr74q9mOrSNjokZht27YJAIT58+cLgqB8QdrZ2Qnvv/++MHjwYLUXWcGb7ZkzZwRBEIQuXboIAITTp09rHLfgQ9vs2bNVywr+4ffv319rLdpOcO7cuSMAEJo0aaKxfUpKiuDg4KBxwhIQECAAEA4fPlzkY8/KyhKsrKyEypUraz1B6N69uwBACAkJUS375JNPBADC5s2b1bb94IMPBADC3r17Vcu+//57AYCwatUqrb+/RYsWgpOTk8bjr1KlikYjicgQTJ48WeM1VSAvL09wdnYWWrZsKQiC8vVhY2MjJCYm6v37Jk2aJAAQoqOji7X9d999JwAQvvjiixduW9ycEQT9Gj26LFy4UAAgBAcHqy1/UaOnefPmOo/53w9qubm5gkKhEOzt7YWEhAS9a920aZMAQFi+fLnexyAqLQWvhU6dOulcN2XKlBceR9trsOD929HRUUhNTVXbPj8/X2jUqJEAQLh7965qeWk0evLy8gRHR0ehdu3aak2eAtu3bxcACD///HORv7c4dGVPaTR67t69K7i6ugpWVlZCRESE2rqxY8cKALR+QSgIz89FHzx4UOTv2LNnj2BiYiLUr19fyMzMLHJbNnqoogsMDNTZoCn4jFaSRs/+/fv1rkXbuUBBA3zSpEka24eEhJS40ePp6SnI5XKtXw4WfJ4r3Ogpyfnea6+9ppHfBZ4+fSrIZDJhwIABqmUFn3e7du2qsX1MTIxgbm4ueHl5FfORVSy8VlJiOnXqBBMTEwQFBWHq1Kk4d+4cUlJS4Ofnh4cPH2LDhg2IiopCzZo1ERQUBIVCgRYtWgAALly4ACsrK7Rp00bjuAX3e4eFhWms07a9LhcvXgQAdOjQQWOdra0tmjVrpjHuxZkzZyCXy+Hr61vksSMiIpCRkYHOnTtrnXGmc+fO2LdvH8LCwlS/f8SIEfj222+xevVq1S1aeXl5WLduHapUqQJ/f3/V/qdOnVL9NzIyUuP4mZmZiIuLQ1xcnNpArU2bNuWtWmSQCl4Te/fuxcGDBzXWm5ubIyIiAgAwePBgTJs2DY0aNcLQoUPRuXNndOjQQeOWJEB5u8S8efNw+PBhxMTEICsrS239gwcP4OHhAUA5Xs5/ffDBB3BwcMCZM2cAaL9F4L+KmzO6/Pjjj3j69KnassDAQNUl07Gxsfjmm2+wZ88e3LlzBxkZGWrbFgycWFwlyd2IiAgkJyfD399f49ZSbVJSUrBgwQJs3boVt27dQlpa2kvVSlSWCs5hCqtWrRoAqL0m9XkNNm/eHDY2NmrLZDIZOnTogPDwcFy8eBHVq1cvUb3BwcEa5znNmjVDv379cP36dSQmJsLd3R1ffvmlxr5PnjwBAFWuFsfLZk9YWJjGOGqenp4IDAzUun1CQgICAgIQGxuLlStXom7dusWutbjOnTuHIUOGwN7eHv/++y/kcnmp/w4iKSn4/PTKK69orNO2TJeBAwfixx9/RL9+/TB48GB07doVHTp00DqLaEnOBQrq0zYURrt27TRurywqV5KTkxEdHY2GDRvC2dlZ6+Pdt2+f2rKSnO+dOnUKNjY2WLp0qdb1VlZWWjNW22Nzd3eHl5cXIiIikJKSAjs7uxf+/oqEjR6JcXBwQPPmzRESEoLc3FwEBQXBxMQEnTp1QmxsLADlOD2VKlXChQsXEBAQAFNTUwBAcnKyzhOWggHtkpKSNNa5uroWu76C/V1cXLSu13asp0+fomrVqhr3ef9XcnJykfVoewwNGzZE8+bNsWvXLjx9+hQODg44cOAAHj9+jClTpqieG0B58gIAv/76a5F1pKWlqTV6SvL8EFUkBa+JggE0i/Lxxx+jcuXKWLx4Mb7//nssXLgQZmZmCAgIwI8//oiaNWsCUI5p1aZNGyQnJ8PPzw99+vSBQqGAiYmJ6p7zwo0fbR+GAgMD4eDgoPqQV5zpjoubM7r8+OOPuHPnjtqyzp07w9PTEwkJCWjdujXu3r2L9u3bw9/fHw4ODjA1NUVYWBi2bdum0cx6kZLkSkmeh+zsbHTu3BmhoaFo3rw5RowYgcqVK8PMzAzR0dFYsWJFiWslKkv29vYaywo+VBQMqqnva/BF5yrazoleJDg4WCO3Ro0ahX79+qky9cqVK7hy5YrOY/z3A5cupZE9YWFhGvX6+vpqbfQkJibC398fV65cwe+//44333xTY5uCvy9dz13BuZxCodC6/sKFC+jWrRtkMhn27duHhg0bFlk/kSFITk6GiYkJKleurLGuJOcD7dq1w+HDhzFv3jysW7dONaBxy5YtMX/+fNVsdyU9Fyjq852pqalG3UXlSkEGaGvy6Hq8JTnPSUhIQG5urtbzxwLaMrao94OCL9TY6KEy5+fnh/Pnz+P8+fMIDg5Gs2bN4OjoCEdHR7i7uyMoKAjOzs7Iz89XvaAB5Zvq48ePtR6zYLm2N97Cs728SMEbfEHTSdfvKczBwQGPHj1SG2Bam4LaSvoYRowYgSlTpmDjxo0YM2YMVq9erVqu7fiXL18u0aCsJXl+iCqSgtdEcd7cZDIZxowZgzFjxiA+Ph4hISFYt24dNmzYgJs3b+Ly5cswNTXFDz/8gMTERKxevRpvvPGG2jHGjx+vMUinIAg6f2fB1UIxMTEvnA2wuDmjS1Ez7SxduhR3797FnDlz8Pnnn6ut++abb7Bt27YS/76S5Erh5+FFtm3bhtDQUIwZM0Zt5hsAWL9+vWqGH6KKRN/X4IvOVbQ1mV5k1qxZWq9EBJ5n6oABA7Bx48YSH/u/SiN7AgMDdV69U1hCQgL8/f1x4cIF/Prrrxg3bpzW7by9vQEAN2/e1FgnCAIiIyPh7u6ucSUVANUEInl5edi/fz9at279wrqIDIFCoUB+fj7i4+PVvkwGdH/u0cXX1xe+vr7IyMjA6dOnsWPHDvz222/o1asXLl++DC8vrxKfCxT1+S4vLw/x8fFqTZiicqUgBwuuYPwvXZ8VgeKd7ykUCshkMsTFxRW53X+96P1AV3O6IuP06hJUcJvVvn37cPz4cXTp0kW1zs/PTzUTTuFtAeUlyhkZGarL3wor+HDVrFmzl6qtYFatY8eOaaxLTU3VeWtYVlbWC2dhqFevHiwtLXH27FmNaZ0B3Y9h2LBhMDU1xerVq5GWloatW7eiYcOGGtv5+PgAgNro9kTGrOA1UXALV3FVrlwZ/fr1wz///IMuXbrg2rVrqtshb926BQB47bXX1PbJz8/H8ePHS/R7Cm5v2r9/f7G2LU7O6EPXYwKAkJCQUv99/1W3bl0oFAqcPXv2hdOAil0rUVnQ99/1hQsXtH6zW5BFumYK1Vf9+vWhUChw7tw55OTkFGufgiuP/zslMFB+r+fCTZ6ff/4ZEydO1LltwXmntlw+c+YMnj59qvUW2tDQUPj7+yMnJwd79+5Vvf8QGYOCrDlx4oTGOm3LisPKygqdO3fGwoUL8dlnnyEjI0N1G35Js6OgPm3rTp48idzc3GLXpVAo4OnpicjISK3NHm2PtyTnez4+PoiPj9fabC6Ktsf24MED3Lp1C15eXgZ3NQ/ARo8kdezYEaampvjll1+QlpamdtWOn58fYmJisHr1ajg4OKg1M0aNGgVAORVn4ROMmJgYfP/99zAzM9P4hr2katSogU6dOuHSpUtYs2aN2rqvv/5aY4wLQDnVMgC8//77qsuaC+Tm5qo6qRYWFhg2bBji4uIwb948te0OHjyIPXv2oHbt2mjfvr3auoKxeI4ePYqffvoJaWlpGlfzAMDo0aNhZ2eHzz//XOsl1enp6SX+wEtUkU2cOBFmZmaYNGkS7t27p7H+6dOnuHDhAgBl4/m/b/Q5OTmq13TBtJQFY+/8txn87bffIjw8vET1jRo1Cra2tli4cKHWJnLhK1yKmzP60PWY1q5di927d+t93OIyMzPDuHHjkJSUhPfff1/jA2FSUhJSU1OLrPXIkSMa3+oRVRT6vgYTExPxzTffqC1buXIlLl++jC5dupR4fJ4XMTMzw4QJE3Dnzh1MnTpVa7MnPDxc7ZvlSpUqAQDu37+vsW15ZE9CQgJeffVVXLhwAT/99JNq6ndd6tSpg06dOiEoKEithpycHEyfPh0AMHbsWLV9Cjd59uzZg3bt2pVK7UQVRcHnr9mzZyMzM1O1/NGjR/jpp5+KfZyQkBDVrVGFFZzjvOhcTNe5QN++faFQKPD333/jxo0bquWFX9cl8cYbbyArK0vj9qrg4GCN8XmAkp3vTZ48GYByuvr4+HiNbR89eoRr165pLD9w4AAOHTqktmz69OnIyclRfYY2NLx1S4IUCgVatmyJM2fOwNTUVG3wqIKmz5MnT9C3b1+1WxRGjBiBzZs3Y9u2bWjSpAl69+6NtLQ0bNiwAfHx8Vi4cCFq1ar10vX9+uuvaN++PUaOHImtW7fC29sbZ8+exZkzZ9CxY0eNjmlAQACmTp2KBQsWwNvbG/3794eLiwtiYmJw6NAhTJ06FR988AEA5YfBI0eOYM6cOThx4gR8fHwQHR2NjRs3wtraGsuWLdN6W8aIESOwb98+zJo1CyYmJlobWs7Ozli3bh0GDRqEpk2bokePHqhXrx4yMzNx584dHDlyBK+88gr27t370s8RUUXQqFEj/Pbbb5gwYQLq1q2LgIAAeHl5ITk5Gbdv38aRI0cQGBiIxYsXY8iQIbC2tkaHDh3g4eGBnJwcHDhwAFevXsWQIUNUAwGOHz8ey5Ytw+uvv44hQ4agcuXKOHXqFEJDQ9GrVy/s2rWr2PW5uLhg5cqVGDp0KNq0aYPXXnsNdevWRVxcHE6fPg1PT0/VYIAlyZmSKhj0fdKkSQgKCoKHhwcuXbqEgwcP4vXXX8fmzZv1Om5JfPXVVzh16hRWrVqFU6dOoWfPnpDL5bh9+zb27t2LY8eOoVmzZujTpw88PT3x3XffITw8HI0aNcL169exc+dO9OvXD5s2bSrzWolKm76vwY4dO2LRokU4deoUWrdujRs3bmDLli2wt7fHL7/8Uia1fvnllwgNDcWiRYuwa9cu+Pr6wtnZGTExMbh8+TIuXryIkydPqsaL6NKlCxYsWIBx48Zh0KBBsLGxQY0aNTB8+PByyZ7XX38dYWFhqFevHhISEoocIL/A77//jldeeQX9+/fH4MGD4e7ujr179+LSpUsYM2aM2heUBVcLJSYmokePHjhw4AAOHDigdnwHBweNfP7mm29UA6oWXIn9zTffqMYkGTNmjNaJQYikyN/fH2+88QbWrFmDxo0bo2/fvsjKysKGDRvg4+ODHTt2FOu284ULF+LAgQPw8/NDrVq1YGlpidDQUBw6dAi1a9dWTUxT0nMBe3t7LFq0CIGBgWjdujWGDh0Ke3t77Ny5E1ZWVnBzcyvR4/3kk0+wadMm/Prrr7h06RI6dOiA+/fvY8OGDejTp4/G4y3J+V6PHj0wY8YMzJ49G7Vr10aPHj3g4eGB+Ph4REZGIiQkBHPmzEH9+vXVaurVqxcCAgIwaNAgVK9eHUeOHMHJkyfRtGlTTJ06tUSPr8IQe9ov0q5g2nAfHx+NdR4eHgIA4YcfftBYl5OTIyxYsEBo3LixIJfLBTs7O8HX11frdH4F080Vnt6usKKmFb18+bIQEBAg2NraCnZ2dkLPnj2Fy5cvFzlN6KZNmwQ/Pz/B3t5ekMvlgqenpzBixAghPDxcbbsnT54IkydPFjw8PARzc3PByclJGDhwoHD58mWtdQqCIKSlpQm2trYCAMHPz0/ndoIgCBEREcLbb78teHh4CBYWFoKjo6PQuHFjYfLkyaqp6l/0+IkMyZkzZ4ShQ4cK7u7uqtdcixYthGnTpgnXrl0TBEEQfvvtN+G1114TPDw8BEtLS6Fy5cqCj4+P8Mcffwg5OTlqxwsKChLat28v2NnZCQ4ODkJAQIBw/vx5vac1v3DhgjB48GDB1dVVMDc3F9zc3ISePXsKO3fu1Ni2ODmjTx1hYWFCt27dBEdHR1WuHjx4UGeOvmh69ZkzZ+r8XdAxPXJmZqawYMECoVmzZoKVlZVga2srNGjQQPjwww/Vpr2/ffu2MGDAAMHZ2VmwtrYWWrduLaxfv75Yv5uovBT171Hb+29JXoOF97906ZLQo0cPwc7OTrC1tRV69eqlcd4hCKUzvXqB3Nxc4Y8//hDat28vKBQKQS6XCzVq1BB69Ogh/P777xpTvn/33XeCt7e3YG5urvH6L2n26MoPXQrOKYv6o+2c7vr168LAgQOFypUrC3K5XGjYsKGwaNEiIS8vT227guewqD/apm0uyFBdf3SduxJJVU5OjjB79myhZs2agoWFhVCrVi3h66+/Fk6fPi0AEN5//33VtrrOU/bu3SuMHDlSqFu3rirTGjRoIEyfPl2Ii4tT21afc4EtW7YILVu2FORyueDi4iKMGTNGSEhIEDw8PEo0vbogCEJsbKzw9ttvC05OToKlpaXQsmVLYfPmzcKCBQsEAMKWLVs09inJ+d6BAweEPn36CM7OzoK5ublQpUoVoV27dsLs2bPVpl4vnJWbN28WWrZsKVhaWgouLi7CuHHjhPj4+BI9ropEJghFjIRJRERERERERKVuyZIlGDt2rOoKa0P35ptvYs2aNbh69arGVTdlYfny5Rg9ejSWLVtWrIHpDQnH6CEiIiIiIiIqI48ePdKYaTQmJgZz5syBqakpevfuLVJlZePhw4cay44cOYL169ejbt265dLkMXYco4eIiIiIiIiojHzzzTfYtWsXOnbsCBcXF9y9exc7d+5ESkoKZs2aVeqDw4stICAAVlZWaNasGWxsbHD16lXs3bsXpqam+Pnnn8Uuzyiw0UNERERERERURnr06IGrV69i165dSExMhKWlJZo0aYKJEydi+PDhYpdX6kaNGoU1a9Zg/fr1SElJgYODA/r06YNPP/0UPj4+YpdnFDhGDxERERERERGRgeAYPUREREREREREBsLgb93Kz8/HgwcPYGdnB5lMJnY5ROVCEASkpKTA3d0dJibs50oV84mMFTNK+phPZKyYT9LHfCJjVZJ8MvhGz4MHDwxucCui4rp37x6qVasmdhmkA/OJjB0zSrqYT2TsmE/SxXwiY1ecfDL4Ro+dnR0AwFXRASYyg3+4khN+Y7LYJRil5JR01Kz9purfP0lTwd/PiCr/g4WJXORqjM+C6Qlil2C0kjOy4fHhcmaUhBX83XRRvAszGfOpvG1Ybyt2CUYrOS0LNQZ+y3ySsIK/G3/795hPIli/ylLsEoxWcnoWagxZUKx8MvjOR8HlfCYyMzZ6RKBQ2IhdglHj5azSVvD3Y2Eih4UJ3zTLm8LKQuwSjB4zSroK/m7MZHKY84NUuVPY8D1BbMwn6WI+iYv5JL7i5BNvPCUiIiIiIiIiMhBs9BARERERERERGQg2eoiIiIiIiIiIDAQbPUREREREREREBoKNHiIiIiIiIiIiA8FGDxERERERERGRgWCjh4iIiIiIiIjIQLDRQ0RERERERERkINjoISIiIiIiIiIyEGz0EBEREREREREZCDZ6iIiIiIiIiIgMBBs9REREREREREQGgo0eIiIiIiIiIiIDwUYPEREREREREZGBYKOHiIiIiIiIiMhAsNFDRERERERERGQg2OghIiIiIiIiIjIQbPQQERERERERERkINnqIiIiIiIiIiAwEGz1ERERERERERAbCrDgbdenSRa+Dy2QyHDp0SK99iYiKg/lERFLGjCIiqWI+ERmuYjV6goOD9Tq4TCbTaz8iouJiPhGRlDGjiEiqmE9EhqtYjZ78/PyyroOISC/MJyKSMmYUEUkV84nIcHGMHiIiIiIiIiIiA1EqjZ6EhATcu3evNA5FRFSqmE9EJGXMKCKSKuYTUcWld6MnKSkJ77//PlxdXeHs7IyaNWuq1p0+fRoBAQE4f/58qRRJRFQSzCcikjJmFBFJFfOJyDDo1ehJSEiAj48Pfv75Z1SvXh3169eHIAiq9U2aNMHx48exZs2aUiuUiKg4mE9EJGXMKCKSKuYTkeHQq9Eza9Ys3LhxA+vWrcO5c+cwaNAgtfVWVlbw9fXF4cOHS6VIIqLiYj4RkZQxo4hIqphPRIZDr0bP9u3b0bt3bwwZMkTnNh4eHrh//77ehRER6YP5RERSxowiIqliPhEZDr0aPQ8fPkSDBg2K3MbS0hJpaWl6FUVEpC/mExFJGTOKiKSK+URkOPRq9FSuXPmFI7BHRETAzc1Nr6KIiPTFfCIiKWNGEZFUMZ+IDIdejZ5OnTph+/btiImJ0br+6tWr2Lt3L/z9/V+qOCKikmI+EZGUMaOISKqYT0SGQ69Gz+eff47c3Fy0b98ea9euRVxcHADg2rVrWLp0Kbp06QK5XI6PPvqoVIslInoR5hMRSRkzioikivlEZDjM9NmpcePG+OeffzBy5EiMGDECACAIAho1agRBEGBnZ4cNGzbA29u7VIslInoR5hMRSRkzioikivlEZDj0avQAwGuvvYbbt29jxYoVOH36NBISEqBQKODj44PRo0fDycmpNOskIio25hMRSRkzioikivlEZBj0bvQAQKVKlfC///2vtGoxCG7udujRux46+NZE/UYucHK2QU5OHu5GP0XwoVtY9sdZxD5O1bm/ubkJ3hrfBn0HNIJnTUfk5uXj1o04bFh7CetWXihRLW+Na42ZX3cDANy7+xQdmv/6Uo/N0J07fxM7dp7CufM3cOvWQzyJS0JmZjacKtujZcvaGDWiK/q+1k7sMqmYmE+a5Dam8G7nAI+mdqjRRPnHtpI5AODLTqcRdyezWMfoNModTbo5wbmmFczlJkiJy8b9K2m4fDAOp/99rHPfZgFO6DjCHVXr28Lc0gQJMZkI2xOHg7/fQ1ZaXqk9TkORmpmDhp+tx/1E5ewmS9/ujMAO9dS26fLNNhy5/rBYx5vZtxW+6Neq1Osk/TCjNFnZmqJxh0qo3VyB2s3s4d1cAUVlCwDAuFYheBSVoXW/OdtaoXGHSsX6HWu/icQ/82+rfh76sReGfeJVrH0vhyRger9zxdrW0JyLiMG2YxE4FxGDyJgEPHmahszsXDjZW6NV3aoIDGiOfh3r69w/OycXP/57EusOXkZkTALMTE1Q38MJgT1bYGyflpDJZOX4aOhFmE+aLAvyqZlC+adQPk1ofUxnPs3e1hKN2hcvn9Z9ewsbCuVTYTIZ0GmgGzoNrALPRnawczBHckI2HtxKx+WQBGz79Q6yM/P1e3AV3LnrD7DteATOXX+gzKekdGU+KazRqq47Ans0Q7//nD8BQH6+gCMXo3H2+gOcv/4AZ68/QPSjpwCAPz/sgzG9WpTzIyldL9XoIXVu7nY4cXESTEyev1klJWXCxsYCDRq5okEjVwwf2RzjAzfh5LE7Gvvb2llg3dY30aSZciT79LRsWFqaoUXramjRuhr8u3vjnZH/Ii9PeGEtVdzt8OFnvqX34IzA38v34a8le1Q/29pawcTEBA8exuPBznjs2Hkar/drj1UrPoKFhbmIlRLpp257B4z9q5He+9doYocxfzaEo5scAJCTlY/crHxUrm6FytWt4F7PRmejZ+g8b7Qf7g4AyMvJR05WPqrUtkGPSTZo+ZoLfhwYhuTYbL1rM0QzNp9RNXl0cbSxhKvCSuf6zJw8JGUon9fmnvwWlqStSadK+GxV8xLvl/o0B4mPs3SuN7c0ga298n379qUUtXWZablF7iszkcHBWflh7tal5BLXZiiW7DyPP7c/b3LZWlnARCbDg7gUbI+LwPbjERjg2wBrvhgIC3P1jxfJaZl49YPlOH/9AQDA2tIcGVk5OHXlPk5duY+dJyKwec4wmJmZlutjIiqJJh0r4dNVzUq8X2pi0flkYWkCG1U+ac8YO0dzfLq6Ger7OAAA8vIEpCfnwtFVjspulmjcoRIOr32A+Ie6f48hW7I7FH/uOK/6WZVP8SnYfuI6tp+4jgGd6mPN5wNgYf48Z5LTs/DqhyvFKLlcvFSjZ82aNVixYgXCwsKQlJQEe3t7NGvWDIGBgRg+fHhp1VhhmJoqx7Y+sOcGNq6/hBNHo5GcnAVzcxO071QTs7/rjhqejvhr9SB08VmscWXPNz/0QpNmbkhMSMeUd3fg8P5ImJjI0H9wI3y9oCf8e3hjyjRfzJ8b/MJavvymO2xt5Qg9F4MWraqWxcM1OG196qFunWro2KER6nhXha2t8sPTvXtP8OvvO7Dwh03YvPU4Gi/wxPTPjO/fd0XDfNIu+Uk27l1OwZ2LKUh6lIVh39Yt1n4utazw7urGsLY3x/VjidgxPwp3wpQfmCxtTeHZXIFarRRa9+3wphvaD3dHfp6Abd/cxtHlMcjNFlCzpQKjfqoPZw8rvPVbA/w4MKy0HmaFFxr9BL8eCodPLRecvh2rc7tNk7oXeZwP1hzDzwfD4aKwQs/GNUq7THoJzCjtnsZmITIsGTcvJCP+YSbe+7HhC/f5ZtTFIteP+bou+ozzwNPYLJw/GKe2buuvd7D1V80v3wq07eWCT1c2AwAcXvfgxQ/AQLVrWB31ajihU1NP1KleGbbWyob/vcdJ+HnzKSxYdxybjlxF4zUh+CLQT23fd77bjvPXH6CSwgrLP3sdvdrVQX6+gNX7L2LCwh3YeeIGZi4LwtyxnMlJKphP2j2NzULkxWREXkhGwsMsTPyhwQv3+TbwUpHr355bF73H1cDT2CyEHozXWG9mIcPMTS3g1USBh7fTsWLWDZw/GIfcbAHmchNUr2eDV/q4IjvLOK/mAYB2DaqhXnUndGriocwnK2Vz/l5sEn7ecgYL/jmBTUevoXGtY/hipPqFEDaW5mjh7YaWdd3Ruq47Pvx9Px4l6L77piLRq9GTlZWF/v37Y9++fRAEAVZWVnB3d0dsbCwOHjyIQ4cOYc2aNdi8eTPkcnlp1yxZSU8z0dN3CSKuqp+U5+TkI/jQLQQO/Qe7g96GnZ0cw0Y2x0/zQ1TbNGzsij79lWExddJOHN4fCUB5Sdmm9ZehUFhi1rxueHt8G/z9xxnEx6XrrMO/hzd69KqLvTsjcO1KLBs9xTTyTe0nGNWrO+Obr9/Cg4fxWLc+GKtWH2KjR8KYT7pdPhiPS/tPqn6uVK34j3/4d3VhbW+OK4fj8cfb4RAKnU9kpuYhIiQRESGJGvuZWcjQ8wNPAEDwshgc/vO+al3U+WQsGXcFH+1sAa/W9mj0amWEH9I8yTE2+fkCJqw4CgD4dWQntJq1Ua/j5OTmYf1p5XvJ8LbeMDPVa6JNKmXMKN3O7n2CUbuPqH52qW750sc0NZOh4+vKK6WPbHyI/GJcFV2Y31DllYi3LibjzjXDOPnXx6ie2q+0qu5qj+8mdMfDuBSsOXAJK/eGqTV6Ltx4iA1B4QCAv6f1R+9XlF8umJrKMKpnczxNzcT/ft6DHzecxPsD28LF0bbsHwzpxHzS7dy+Jxi954nqZ+dSy6cqAICjmx5pzachU2vBq4kCT+5n4NOAM0iKy1Gty8nKx+2LKbh9MUVjP2Myqnszrcuru9jju3Fd8TA+BWsOXsbKfRfVGj32NnIk7fxU7W6cz5YcKutyy41eZ31ffvkl9u7dC39/f5w9exZpaWmIiopCWloazpw5g1dffRV79+7F7Nmz9S7s7NmzCAgIgKOjI2xsbNCmTRusXbtW7+OVh5SULI0mT2G3bsbjwrkYAEDjplXU1vUdoPzGKvJmHA7uvamx79qVF5CUlAkra3P06K15j2EBaxtzfPVtd6SlZuPLzw7o8zBIh9atlCcnDx4miFwJFYX5pJug55c9tX3s4dXaHnm5Av75/GaJjlO3gyMUzhbIzxdw+M97GuvvX0nF9WPKBlGrfi76FWhgfjl4Geein2C8X0M099D/dqvdl+7iSYpy3KVRHYp35RaVvbLOqIqaTwCQXwZfSLfs6qS69epQCa/Isatkjpb+ytfg4fXGezVPcbSuXw0A8CBO/QPn2oPKqxnq1nDCa1rGyHjntVawt7VERlYONh+9VvaFUpF4DqVbWeWT/bN80nbFoKWNKQLGKq/GXTU7Uq3JQ8XXup7yoocH8er5JJPJ1Jo8hkavRs+aNWvQuHFj7NmzBy1btlRb16pVK+zZswcNGjTAqlWr9CoqODgYHTp0QEhICAYOHIgJEyYgLi4Ob7zxBr7++mu9jikViYnKgbpM//PNaruOngCAkKAorftlZebi7Enlh6RXOnroPP6H03xRtZo9Fi08hgcxxnsveVk4fVp5AlLT01XkSqgozKfSV9CAuXEiEYkPSnb/t3c7BwDAw+tpSHqsfQyeiKPKRk+dVxz0rtFQxCSm4ostZ+GqsMLs11u/1LFWHr8BAGhWozKaVK9cGuVRKSjLjDLGfHqRLs+uyLl9KRl3rpbsihzfgW4wtzBBTnY+jm4q3qDnxurUFeU5ak03R7XlwReU57VdW2sf8NpKbo6OTZQfZINCtQ9CS+WH51Dly2+I8mpDXfnUuoczrO3MkJGai5PbdU92QUU7dUV5NXlNNwdxCylnejV6YmNjERAQABMT7bubmpqiV69eePLkidb1RcnNzcWYMWMgk8lw9OhR/PXXX1iwYAEuXryIhg0bYubMmbh5U/OKl4rAxESGlm2U33jciFB/brxqV9a6vLCbN5TrvOtq/4a3YWNXBL7TGjevP8GS306XRslGLzU1A5cuR2HSB7/hn3+Vt1JMGN9b5KqoKMyn0lezhXLsndtnk1GpmhxvzK+LOWfa4vsbHfHlCR+8ubAuqnhba923YPmjG7pvN310U7nOzskCNo7GPUfA5NXHkZKZg++GtIO9tf6XxcenZmL3JeW4IyPb82oeKSmrjDLWfCqKnaM5WnV1BqDfFTl+Q5RNovMH45Acz2/S/ys1PQuXbj3Cu9/vxPpDlwEA777uo1ovCAIi7irHRGroqfuKzfoeynVXo0v+vkyli+dQ5cfO0Rwtn+VT0D/aG8l1W9kDACIvJMPUXIZh07zw65n22BDzKpZH+OLzdc3QsisnWtAmNSMbl249xrs/7cL6Z7ePvtuvjchVlS+9Gj1eXl6Ijy96HIWEhAR4eRVvusrCDh8+jFu3bmH48OFo3vz5/cB2dnaYMWMGcnNzsWzZshIfVwpGvt0SrlXskJeXj03/XFYtt7OTw8ZWedne40e6v216/FC5zsVV8/5lmQz4+vsAmJmZYMbH+5Cba7wDcr2s+/fjYG7VC+ZWveDoPBAt27yHxX/sgpWVHF/OHIEJ49jokTLmU+lz9lQ2a6ztzTBtTyu0HVwF1vbmyMnMR6WqlvAZWAUf72qJZgGaJxsKF2W2JcXqvhIoqdBsFAoX47rnv7AdYdHYGhqFzvXc8eYrdV7qWOtO3UR2bj7MTE0wvK13KVVIpaGsMspY86konQZWgbncBLk5+TiysWRX5NSoZ4vazZRN7sPrYsqivArpfmwSTDp9AZNOX0DRYy6ajf4Nv289Ayu5Ob56uwsm9n/+QSo5LQtpz2b9c3ey03nMgnUP4417nBEp4DlU+ek44Hk+HdWRT261lOdfqU9z8N0+HwyeWguuNSyRmZ4Hu0rKRvb0dc0xevbLnTMYivtPkmHS5UuYdPkSil7z0GzsYvy+7Rys5Gb4arQfJvZ9uSulKxq9Gj3vv/8+/vnnH0RERGhdf/XqVaxfvx7vv/9+iY8dHBwMAOjWrZvGuoJlR44c0VgndfUbuuCTGcrB6Vb9fV7tyh0rm+dTdWdm6v7GKCNDuc7axkJj3agxrdCshTu2/HtZ69TtVHympiZwdXWAq6sDLCyUVxeYmZniow8HYvw7vUSujl6E+VS6zOQymFsq3yp836oKQQCWTriCqQ1C8EmT4/i661lEhSbDXG6CEd/Xg5OH+uCEcivlNJbZmbqbz9kZz9fJbYxzet20rBxMXn0M5qYm+PnNDi99vILbtno2rgHnIqZfp/JXVhlljPn0IgW3belzRU6XYcp9k+OzcW5/3Au2Nh6mJiZwrWQL10q2qmmKzUxN8PHwDmpNHgBIy3x+u66V3By6WFsq16VmaL+9l8oPz6HKT8FA76FF5JONvfJziE8vF1Sra4N139zCm7WDMdI7GG81OIJDa5RN6NcmeKDTwCpaj2FMTE1kcHW0gaujjXo+DW1vdE0eoJizbh09elTt57p168LX1xctW7bEyJEj0aFDB7i4uCA2NhYhISFYtWoV/P39UadOybuLBZfseXtrfgPp6OgIJyenIi/ry8rKQlbW82+Hk5PFH6fGxdUWf60eBGsbC4RffISvZ6qP5i2TFRoEqmSTQSiPX8UWH37mi6SkTMz9wnBGCheLm1sl3I9eAwDIz89H5K2HmL/wX3w1Zw2Wr9iPbVtmoVFDT3GLJBXmU9kqnE8mJjJs+jISYbuff+h5eCMdf40NxxdH2sDS1gx+Y6rh3xmRhQ7w7L96ZJsxmbnlLO7Gp+Kjns3QoGqllzrWlZgEnH92C8TI9vyWT2zllVHGmE9FqV7XBrWbKW97KOltWyYmyvF5AODopofIy2WAFXBzssPDrR8DeHaOFJOAb9ccw5fLgrBsdyh2fvsmGtVSjmUoFHraZIY73mmFVlHOoQwzn5RXDAat1321YcFAwSYmMhxaG4MNC56PY5UUl4Nf3r+KGvVt4d3CHgM+qImjGx+VbeES51bZDg83TQWgnME0MiYB364/hi9XHMGyPWHYOW84GtU0nok/itXo6dy5s3oz4hlBEPDHH3/gzz//VFsGADt27MDOnTuRl5dXooKSkpIAAPb29lrXKxQK3L9/X+s6AJg3bx6+/PLLEv3OsuTgaIVVG4eheg0H3I6Mx6gh65GVpf6cpKc+/wbD0kr3Nx5Wz9alp6l/4/HVN92hUFhi5rR9eBKbVorVk4mJCep4V8Vfiz+Ao4MtfvhpC0aP+R6nj/+o8/5lKl/Mp7KVk5mP/DwBJqYypCXm4OxmzcEAU+JycG5bLDq84Y667dUH4sxKVz7HFla6Xy+F12WllezvxBCE3Y3DogOXUb2SLWb0bfniHV5g5fHrAIDKtpbo3Uz34P1UPsoro4wxn4pScDVPcnw2zu0r2Xgizbs4oVIV5W2kJZ2py5iYmJigTnUnLJ3WD452lvj+nxMYNXczzv41DiYmJrC1en4FenoRV6wXrCu8PZWPinIOZWj55Fc4n/brzqfMQudEO/+8q3Wb7Yvv4sM/G6NGPVs4ulogUcfEF8bGxESGOtUrY+lHfeFoa4Xv/z2JUfO24Ozidwx6pq3CitXo+eKLL7SGgBR9+umnmDJliurn5ORkVK9eXZRa7OzkWPnvUNRr4IL795LwxutrEfdEsxGTkpKFtNRs2NhawLWK5vg7BVzdlOtiHz8fx6dt+xro2acerl+Lxab1l2Fto94oMrdQXrYmk8lU67Iyc5GXx2+nSurdCa/hh5+2ICzsFkIv3EKrlhz3QgqYT2UvKTYbjm5yPInOUPuGtrDY28oZBR3d1cfYSY7NBhoC9kWMvWPvKi+0fclm9TIE/1t7HHn5AmYPaANBAFJ1fCDKyslHamYOTGSAtY7bIPLy87HmpPIb0aE+tWFhZpy3wklJRcmoippP2piYAJ0HP7siZ/Mj5OaU7JynoEkUfTUFty9x3JjimDSgLb7/5wQu3HyI0BsP0apeVShs5LCxskBaRrbGtOuFFaxzq6x7HB8qG8yn8mdiAvgOUuZTyAvyKeHR83OiB7e0T2rxIPL5Z0snd0s2erSY1L8Nvv/3JC5EPkLozYdoVddd7JLKRbEaPbNmzSrjMp4r6PIWdH3/Kzk5WWcnGADkcjnkcvEH87SyNsfyf4agaXN3xD5KxfD+a4qc7vxWZDyaNHNDnXrOOrfxrqNcd/P689smqtVwAADUre+C8OipOvetVt0e1+4qL7X98L0d2LjuUkkeDgFwd39+O0VU1CM2eiSC+VT2Ht1Ig6ObXGeTp7D/bvPoZjoa+lVGlTraZ+UCns/MlRKfjbTE3JcptUK68+xDTuBfhxFYxHYTVx7FxJVH4VHZFrcXvKl1m/3h9/HwqfJkkLdtSUN5ZZSx5pM2zfycUKmKcrywoBLetmWjMEPrHs567WvMCg+2fPtBIlrVqwqZTIZ6NZxw/voDXImO1bnvtTvKdQ08dZ8DU9moKOdQhpVPlVVXDOqabavA3Qjll/v5+cVrVvNrfO3U8ulhotE0eiR370nBfZva7tFMTExEXFyc1ns7pURuaYa/1w5GK5/qiI9Lw/DX1+BOVGKR+5wMiQYAdOxcU/sx5aZo3U7ZuT4RwsGWxRAV/fyWFTs7Dm5qjAwhn/Rx48RTAIBLTSud4yy4eilfEwkxmWrLb55U7utWx0Y1A9d/1euovN3rxvGnL12rsSu4bathVUe0MqL70Ml480mbLkOV35bfuZaKyLCSjeXR8fUqkFuZIi83H8H/lmymLmMW9fD5ea6d9fOs79xceV578OwtrftlZuUg5JLylhS/FrXKsEISGzNKqfOzKwbvXkvFrRfk0+WQBADK25DcvbR/YVbV20b1/0/uZZRSlYYl6uFT1f/bGdEtopJr9Pj6+gIA9u/fr7GuYFnBNlJkbm6CP1cMxCsdPZH0NAMjBq5TuwJHl+2brwIAatdxQpdutTXWDxvZHPb2lsjMyMG+XddVyzeuuwSPynN1/vnhW+Uga/fuPlUt49U8mvLy8lT3Huuy8IdNAJQzcPm0qVseZZHEVPR80lfozljkZufDxtEcbQa4aqy3czJHy9eUTYVrwQlq664fS0RKXDZMTGXoMraaxr5V69ugbgdlo+fcNt3f+Bqy2wveRN6y8Tr/FFj6dmfkLRuv82qepPQsbL8QDQAY2Z4ZZWyMNZ/+y9rODG16KvNInytyCsbOuHA4Hk9jeQsEAOTl5b/wHGn+uuMAlDPctG34/JaaYa82BgBE3I3DzhPXNfb7a+d5JKVmwtLCDP071i/FqklqmFHP8qngisF/XpxPN0OTEfPs1qw+47SPuddnXA0AwK2LyUiKK9nsgoagWPn0T6F8aqB5Lmqo9G703Lt3D+PGjYOXlxesrKxgamqq8cfMrFh3hql59dVXUatWLaxduxZhYWGq5SkpKZg9ezbMzMwQGBiob9llysREhkV/9kNnfy+kpGRh5OD1uHJZc+BSbcIvPcLu7dcAAAt/6QM/fy/VMV8f0hjTvugCAFj6xxmt4/zQy7l3Pw6t203Gkr/34s6d5x828/PzEXbxFkYEzsffy/YBAN6d0AeOjryPXMqYT7rZOJqp/ljbPx/nxdreXG1d4St3Eu5nIWSV8oTk9S9qo1mAE0yeDf1SxdsaY/9qBEtbM6Qn5eLwX+oDKeZmC9i7SHkVot/b1dBlbDWYWSgP7tlCgTF/NoSJqQxRockIPxhfho/c8P1z5hYyc/JgaiLDG+0M/1vRiqwsMsoQ8gkA7CqZq/7YODzPKFsHc7V1uq4u7NDftdAVOSVr9Lh7WaNeawcAJZ+py5Ddi01CyzG/468d53Dn0VPV8vz8fITdfIg3v9qIpTvPAwDeG+ADx0JXPbeo644Bvg0AAKPnbcHukzcAKD+crdwbhmmLDwAA3h/UDq6VdI9TSeWH51C6Fc4gWz3yqX2hfDpSzCsGV36pvAKq8xA3DPqwJixtlCdg9k7mePfHBvBuobzdbf232q+aM3T3niSj5bg/8dfO8//JJwFhkY/w5tzNWLr7AgDgvf5t1PIJAJJSMxGXlK76k/+saZSaka22PCu74g0tUPJXKYDbt2/Dx8cHiYmJaNiwIbKysuDh4QFLS0vcunULubm5aNq0KRwcHEpekJkZlixZgu7du6Njx44YNmwYFAoFNm/ejKioKMyZM0evKf3KQyufagh4TflthLmZCf5aNUjntg8fJOM1/2Vqyz6evAs1PBzRqGkVLP9nKNLTsmFiagJLS+Vf0+H9kVj49ZGyewBG7uLF25jw7s8AAEtLC9jaWiIlJQNZWc+74yNH+OObr98Sq0QqBuZT0b4Ja691+Uc7Wqj9PLP9KSTcfz4I4LZ5t+HqZY0GnSvh7d8bIjszD7lZAqztlfmUkZKLpROuIEnLIIBHVzxAtYa2aDfEDf2ne6HPxzWRm50PS1vlvnF3M7B0/JXSeohGa9Wz27a6NqwGNwebF2xNYimrjDKEfAKA1Tf9tC5feLCt2s9jmx1F7L1Mje0KBlK+EBRf4kFJC/ZNfZqD03uM8wpDXcJuPsK4+dsBAJYWZrC1skBKRrbah5/Ans3x3fhuGvsu+aQfbj9IxIWbD9H7k9WwtjRHXr6g2jegrTdmv92lfB4IFYnnUEVbeaOz1uXzD/io/fxO8xA80ZJPfkOUGRMWlFDsfDqz5wnWfXMLw6Z5YfintTF4ai1kpOTCxsEcJiYy5OcLWD07Euf2v/gOEkMVFvkI477fCaBQPqVnISvn+axlgd2b4btxXTX27TdjPY5c1BwWZcpv+zDlt32qn//+uC8CezQr/eLLkF6Nni+//BJJSUk4dOgQfH19YWJigtGjR+OLL77AgwcPMGHCBFy7dg0HDhzQqyg/Pz8cO3YMM2fOxIYNG5CdnY2GDRti9uzZeOONN/Q6ZnkoPFWbpZV5kVOlZ2VpdgVTUrLQv8dyvD2hDV57vSE8PB2Rk5OHq+GP8e/ai1i38kKxBkOlknN3q4S1q6bhcHAYzp67gUePEhAfnwJLSwt41XKDj089jHzTHx3aNxS7VHoB5lPZyMsR8Puoy2g7pAraDqoCtzrWMJeb4kl0Bq4dScDBP+4hMUb3jFlrP76BiKOJaP+mO6o1sIGZ3ASPI9MRtvcJDv5+D5mpxjetemmKfJyEE5HKK0h525a0lWVGGWs+FahS0wr1fZS3gpb0ti2Z7PlMXSFbHiE3mydcBdyd7LB+1mAcOn8bZyPu42F8KuKT0mFpYQYvT2e0bVgdgT2bo0MT7beW2Nta4sTvY/HDhhNYf+gybj1IhIWZCZrVroLAns0xtk9LmJhIbjQJo8RzqLKjzCcHAMW7bauwDQtu4+qpRPR+pwbqtrKHjYM5nj7JRsSpp9i++A6un9U+wLUxcK9sh/VfDMSh0Ns4G/EAD+NTEJ+cocwn90po27AaArs3Q4fGNcQutdzJhBfd1KZF1apV0bp1a2zduhUAYGJigpkzZ2LmzJkAgKysLDRu3Bh+fn74448/SrXgkioYwd3NvjNMZHr1teglRD/8SOwSjFJychoqu76OpKQkKBQKscspVxUxn952nwYLE0tRazFGv8w23m+/xJackQ3HiX8yoyDdjCrIp272U2AuM4zZbiqSHdt5i7hYktMy4dDzK+YTpJ9PPRw+ZD6JYNsmTkojluS0TDj0mVusfNKrfR4XF4d69eqpfjYzM0N6errqZ7lcjq5du2Lnzp36HJ6ISG/MJyKSMmYUEUkV84nIcOjV6HFyckJaWpraz9HR0WrbmJmZ4enTpy9TGxFRiTGfiEjKmFFEJFXMJyLDoVejx9vbG7duPR/Zu02bNti3bx9u374NAHjy5Ak2btwILy+v0qmSiKiYmE9EJGXMKCKSKuYTkeHQq9HTs2dPBAUFqbq5H3zwAVJSUtCkSRO0bt0aderUwaNHjzBp0qTSrJWI6IWYT0QkZcwoIpIq5hOR4dCr0TNhwgQEBwfD1NQUANC5c2esX78eHh4eCA8Ph6urKxYtWoSxY8eWarFERC/CfCIiKWNGEZFUMZ+IDIde01ApFAr4+PioLRs0aBAGDRpUKkUREemL+UREUsaMIiKpYj4RGQ69rughIiIiIiIiIiLpYaOHiIiIiIiIiMhAFOvWLRMTE8hkshIfXCaTITc3t8T7EREVF/OJiKSMGUVEUsV8IjJcxWr0dOrUSa8QICIqa8wnIpIyZhQRSRXzichwFavRExwcXMZlEBHph/lERFLGjCIiqWI+ERkujtFDRERERERERGQg2OghIiIiIiIiIjIQbPQQERERERERERkINnqIiIiIiIiIiAwEGz1ERERERERERAaCjR4iIiIiIiIiIgPBRg8RERERERERkYEwe9kDpKam4saNG0hLS0PHjh1LoyYiolLBfCIiKWNGEZFUMZ+IKja9r+iJjo5G37594ejoiNatW8PPz0+17vjx42jQoAGCg4NLo0YiohJhPhGRlDGjiEiqmE9EhkGvRs/du3fRtm1b7N69G3379kW7du0gCIJqvY+PD+Li4rBu3bpSK5SIqDiYT0QkZcwoIpIq5hOR4dCr0TNz5kwkJibiyJEj2LhxI7p27aq23szMDB07dsTx48dLpUgiouJiPhGRlDGjiEiqmE9EhkOvRs++ffvQv39/vPLKKzq3qVGjBmJiYvQujIhIH8wnIpIyZhQRSRXzichw6NXoSUhIgKen5wu3y8rK0ufwRER6Yz4RkZQxo4hIqphPRIZDr0aPq6srIiMji9wmPDwcNWrU0KsoIiJ9MZ+ISMqYUUQkVcwnIsOhV6Ona9eu2LFjB8LDw7WuDwkJwaFDhxAQEPBSxRERlRTziYikjBlFRFLFfCIyHHo1eqZPnw4rKyt06NABX3/9tarzu2fPHsyYMQM9evSAk5MTPvroo1ItlojoRZhPRCRlzCgikirmE5HhMNNnJ09PT+zbtw9Dhw7F9OnTIZPJIAgCevfuDUEQUKNGDWzcuBFubm6lXS8RUZGYT0QkZcwoIpIq5hOR4dCr0QMAPj4+uHnzJnbs2IHTp08jISEBCoUCPj4+6Nu3LywsLEqzTiKiYmM+EZGUMaOISKqYT0SGQe9GDwCYmZmhf//+6N+/f2nVQ0RUKphPRCRlzCgikirmE1HFp9cYPXl5eUhOTkZ+fn6R6/Py8l6qOCKikmI+EZGUMaOISKqYT0SGQ69Gz5dffgkXFxfEx8drXZ+QkABXV1fMnTv3pYojIiop5hMRSRkzioikivlEZDj0avTs3LkTr776KpydnbWud3Z2hr+/P7Zt2/ZSxRERlRTziYikjBlFRFLFfCIyHHo1em7fvo169eoVuU3dunURFRWlV1FERPpiPhGRlDGjiEiqmE9EhkOvRk9ubi5MTIreVSaTITMzU6+iiIj0xXwiIiljRhGRVDGfiAyHXo0eLy8vHD58uMhtDh8+jJo1a+pVFBGRvphPRCRlzCgikirmE5Hh0KvRM2DAAISFheGLL77QGHU9Ly8PM2bMQFhYGAYNGlQqRRIRFRfziYikjBlFRFLFfCIyHDJBEISS7pSamgofHx9ERETAy8sLfn5+qFq1KmJiYhAUFIRbt26hfv36OHXqFGxtbcui7mJLTk6Gvb093Ow7w0RmJmotxij64Udil2CUkpPTUNn1dSQlJUGhUIhdTrmqiPn0tvs0WJhYilqLMfpldpzYJRit5IxsOE78kxkl4YwqyKdu9lNgLpOLVoex2rHdTuwSjFZyWiYcen7FfKoA+dTD4UPmkwi2bbISuwSjlZyWCYc+c4uVT3p1PmxtbXH06FFMmDABmzZtQmRkpGqdiYkJBg4ciN9++030D1GFXT0yGAo7/qMsb0JKitglGCVZarrYJYimIubT/BNNoFBYi12G8Yljo0c0qRliVyCaipZR60ObQWHHfCpvPH8Sj5DCfKoo+bT2QnPmkwiEp4lil2C0SpJPel/iUrlyZWzYsAGxsbE4d+4cnj59CgcHB7Rq1QouLi76HpaI6KUxn4hIyphRRCRVzCciw/DS9zK5uLggICCgNGohIipVzCcikjJmFBFJFfOJqGLTazBmIiIiIiIiIiKSHr2v6Ll69Sp++eUXnD17Fk+fPtUYmR0AZDIZbt269VIFEhGVFPOJiKSMGUVEUsV8IjIMejV6jhw5gh49eiArKwtmZmZwdXWFmZnmofSY0IuI6KUwn4hIyphRRCRVzCciw6FXo2fatGnIzc3FkiVLMGrUKJiampZ2XUREemE+EZGUMaOISKqYT0SGQ69Gz8WLFzF06FC89dZbpV0PEdFLYT4RkZQxo4hIqphPRIZDr8GY7ezsOL0eEUkS84mIpIwZRURSxXwiMhx6NXp69eqFkJCQ0q6FiOilMZ+ISMqYUUQkVcwnIsOhV6Pnu+++Q1JSEiZPnoz09PTSromISG/MJyKSMmYUEUkV84nIcOg1Rs/gwYNhY2ODX3/9FcuXL4e3tzfs7e01tpPJZDh06NBLF0lEVFzMJyKSMmYUEUkV84nIcOjV6AkODlb9f2pqKi5cuKB1O5lMpldRRET6Yj4RkZQxo4hIqphPRIZDr0ZPfn5+addBRFQqmE9EJGXMKCKSKuYTkeHQa4weIiIiIiIiIiKSHr2u6CksNTUVN27cQFpaGjp27FgaNRERlQrmExFJGTOKiKSK+URUsel9RU90dDT69u0LR0dHtG7dGn5+fqp1x48fR4MGDdTu8yQiKi/MJyKSMmYUEUkV84nIMOjV6Ll79y7atm2L3bt3o2/fvmjXrh0EQVCt9/HxQVxcHNatW1dqhRIRFQfziYikjBlFRFLFfCIyHHo1embOnInExEQcOXIEGzduRNeuXdXWm5mZoWPHjjh+/HipFElEVFzMJyKSMmYUEUkV84nIcOjV6Nm3bx/69++PV155Rec2NWrUQExMjN6FERHpg/lERFLGjCIiqWI+ERkOvRo9CQkJ8PT0fOF2WVlZ+hyeiEhvzCcikjJmFBFJFfOJyHDo1ehxdXVFZGRkkduEh4ejRo0aehVFRKQv5hMRSRkzioikivlEZDj0avR07doVO3bsQHh4uNb1ISEhOHToEAICAl6qOCKikmI+EZGUMaOISKqYT0SGQ69Gz/Tp02FlZYUOHTrg66+/VnV+9+zZgxkzZqBHjx5wcnLCRx99VKrFEhG9CPOJiKSMGUVEUsV8IjIcZvrs5OnpiX379mHo0KGYPn06ZDIZBEFA7969IQgCatSogY0bN8LNza206yUiKhLziYikjBlFRFLFfCIyHHo1egDAx8cHN2/exI4dO3D69GkkJCRAoVDAx8cHffv2hYWFRWnWSURUbMwnIpIyZhQRSRXzicgw6NXo+eqrr1CrVi28+eab6N+/P/r371/adRER6YX5RERSxowiIqliPhEZDr3G6JkzZw4uX75c2rUQEb005hMRSRkzioikivlEZDj0avR4eHggISGhtGshInppzCcikjJmFBFJFfOJyHDo1egZNmwY9u3bh6SkpNKuh4jopTCfiEjKmFFEJFXMJyLDoff06k2aNEGXLl2wa9cuxMbGlnZdRER6YT4RkZQxo4hIqphPRIZDr8GYraysAACCIOC1117TuZ1MJkNubq5+lRER6YH5RERSxowiIqliPhEZDr0aPR07doRMJivtWoiIXhrziYikjBlFRFLFfCIyHHo1eoKDg0u5DCKi0sF8IiIpY0YRkVQxn4gMh15j9BARERERERERkfTodUVPgezsbBw8eBARERFIS0vDjBkzAACZmZlITk6Gk5MTTEzYSyKi8sd8IiIpY0YRkVQxn4gqPr1fodu3b0eNGjXQp08fTJ06FbNmzVKtu3TpEtzc3LB+/frSqJGIqESYT0QkZcwoIpIq5hORYdCr0XP8+HEMHDgQcrkcP/30E4YPH662vk2bNqhduzY2bdpUKkUSERUX84mIpIwZRURSxXwiMhx63bo1Z84cODg44Ny5c3B2dkZ8fLzGNi1btsSZM2deukBDk5KaiaBTETh3KRrnLt/BucvRiE9MBQBcPzQXtT1dinWMX1cdxrYDYbgZ/RiZWblwdbJD0/rV0ce/GUYPbF/WD6NCSknNQPCxKzgbdgvnw27jXNhtxCekAAAiTv2I2rWqFLl/dnYufvpjN9ZvPo7IqEcwMzNFPe+qCBzmizEjXuUsBRLBfCpbeXl5WLkuGGs3huDylbt4mpQGG2s5vGu747WerfHe2J5QKKzFLrPCSUnNRNDp68/eF569NzxNAwBcP/AVansU/d5w6EQE/lh/FKfDohAbnwIzMxN4uFeCX9u6+GC0P7xqOJfHw6BiYEbph+/h4uL5q3FgPpUdQRCwbuMxLFsbhIvh0UhLz4KbqwO6dm6Kjyb3RS1PV7FLrLCU+XQd5y4Xzqdn51AHZ+vMpy7DF+LImRvF+h0zJ/fGF5P7lFrN5UGvRs+pU6cwcOBAODvrPnGsXr06tm/frndhhurQiWsYMOE3vfc/eykKAyb8hphHTwEAFhZmsLQwR/T9eETfj0f49Ri+Uepw+Gg4BgQu1Gvf5JR0dH19Ds5fvA0AsLaWIyMzG6fP38Tp8zexc38oNi3/EGZmpqVZMumB+VR20tOz0HvIXBw9flW1TGFnjZTUTJwLjcS50EgsXXkQB7bN4glLCR06GYEB7y7Wa9+Pv92EhUsPqH62sZYjOycX1249wrVbj/D3xhPYsOgd9PJrXFrl0ktgRumH7+Hi4vmrcWA+lY2cnFwMeet7bN9zDgBgZmYKO1tLRN99gr9WHsTaTSHYuOIjdO3cRORKK6ZDJyMwYMLvJd7P0cEark4Kneszs3KQlJIBAGjesIbe9YlFr0ZPVlYW7O3ti9wmKSmJg3Tp4FLZDi0be6J1E0+4uzpg/OerirXf9duP0GPUj3ianI5XX6mP2R/2Q5umNSGTyZCckoFTYbdx4nxkGVdfsbk42aNls1po1awWqrpVwvgP/yrWfuOm/InzF2+jkqMt/v55Anp1bYH8fAFr/g3BxI+XYNf+UMz67l/M+WxoGT8CehHmU9mZPf9fHD1+FTKZDLOnD8OEt7vDXmGD7OwcbNt1Fu9O/RN37j3B+P8txv4tM8Uut8JxqWyHlo080Lqxh/K9YcaaF+6z9+gVVZNnaO/WmDulLzyrOSE/Px9nLkXj3ZnrEHbtHkZ9vAxRQV/DztayrB8GvQAzSn98DxcXz18NH/OpbHz61Vps33MOZmam+HbWmxg70h/W1nLcfxCPqTNWYOO2UxgcuBDhJ39AVbdKYpdbISnzyQOtGz/Lp+mrX7jPpt8mFLn+g9n/4OcVh+FS2Q49fRuVVqnlRq9GT61atXDu3Lkitzl58iTq1aunV1GGrM+rTdGvW3PVz9H344q979hpK/A0OR09OzfGtj/fg6np85BV2FmhW8eG6NaxYanWa0h6d2+JvgGtVT9H340t1n4XLkfh322nAABLfxqP3t1aAgBMTWUYOdQXT5PTMGX6Svz0x25MHtsTLs5Fv0FS2WI+lZ1/Nh0DAAQO98O0/72uWm5hYY5B/V9BRmY23nr3FwQdDUdycjpv4SqBPl2aoF/XZqqfi/vesH7nWQCAt6cLVs4frXpfMDExQdtmtbDp13Hw6jIdiUnpCD5zA3268NtCsTGj9MP3cHHx/NU4MJ9KX+yTJPy2dC8A4IMJvfD++F6qddXcK2PNnx/gyrUPce1GDOYu2IjfFr4jVqkVVp8uTdDv9ALVzyXJJ11ycvKwfofyHGv4a20qbinDuQAAkpdJREFU5BWferVjBwwYgJCQEKxcuVLr+gULFiA8PBxDhgx5qeIMUeE3t5I4cvo6jp+PhKmpCX6b/YbexzFm+j5n6zYdBwDUre2OPj1aaawfO8If9gprZGRkY8su3rMsNuZT2Xn8JAkA0KxJTa3rmzdVLhcEARmZ2eVWlyHQN58exycDABrXrar1GJ7VnFDJwQYAkJ7BvxMpYEbph+/h4uL5q3FgPpW+oJBwZGfnAgA+GN9bY72pqQneG9sTALBh60nk5OSWa32GoCxyZXfwZTx5Ng7cqAGvlPrxy4Nez8pHH32E+vXrY/To0ejWrRsOHToEAPj444/RsWNHfPLJJ2jWrBnee+89vYpavXo1xo0bh1atWkEul0Mmk2H58uV6HctQrN12GgDg164earhXFrka43Lk2Xgkuu6btbKyQIe2ym82go5dKbe6SDvmU9nxfDag78XL0VrXh12KAgC4VXGEq4tDOVVl3DyrKt8Pwm88QF5evsb6uw8SkPA0DTKZDM3qVyvv8kiLsswoY84nXfgeLi6ev1YszKfSd+f+EwCAvcIaVVwdtG5T17sqAOBpUppqLDES18otJwEAzepXR5N6FfP8Sa9Gj62tLUJCQjB06FAEBQXh2LFjEAQBCxYswIkTJzB48GAcPHgQcrlcr6KmT5+OP//8E3fu3IGbm5texzA0py4oX/QdWtVG9P04vPXxMlRrNxVW9SfAs8MnCJz6N67ciBG5SsMjCAIibiqf1wZ1db/I69dRBvS1G/fLpS7SjflUdsaO6goAWLbmMBYs2obk5HQAykEGN28/hanTV0Amk+HbL0eIWaZRGTukI2QyGW5EPcboT1bg7oMEAFCO0XMxSjXA85jBHVD3BbMSUfkoy4wy5nzShu/h4uP5a8XCfCo7+fmCznW5eXmq/78awRwSW3xiKnYHhQMARr7eVuRq9Kf3dU6Ojo5Ys2YNHj16hN27d2P16tXYvn07Hjx4gHXr1sHR0VHvopYsWYLo6Gg8efIE48eP1/s4huRm9GMAQGJSOpr3+gorNp1AwtM0WMnNce9hAlZtOYlWfefg391F31dLJZOckoG09CwAyqsUdHF/tu7h46flURa9APOpbEwaF4BJ7wQAAKbNWoVKniNR2XMkbNyGY3DgAnh7uWHrumkYPqiTyJUajxYNa2D5d4GwsjTHmu2nUbPzZ7Bv/j5sGk9Gu0HfIjEpHQs/HYjfvxoudqlUSFlllDHnkzZ8Dxcfz18rHuZT6fKoprwaOiU1A/ditI8dc+368+bOw8eJ5VIX6bZuxxlk5+TCzMwEw1/zEbscvRWr0VOrVi0sWrRI9fPKlStx6dIlAEDlypXRo0cPDB8+HL1794ar68tPqevv7w8PD4+XPo6hyMzKQdazezsXLT8EmQxY//M4JF/+BQlhi3Bx9yz4NKuJ7OxcjP5oGSKjizdAIb1YWnqm6v+tLC10bmdtpfxmIzUtU+c2VDaYT+XH1NQUC+aOwoI5o1SD0iUlpyM/X3nLUGpqJhKe3c9M5efNvj7Y+vtEuFS2AwCkpmUh+9k9/umZ2UhISkdOTl5Rh6AyVJ4ZZcz5pA3fw8XF81fpYz6VPb+OjWBhoZz/aP6ibRrrs7NzseiP3aqfU1Izyq020m7lZuVtWz19G8P52blVRVSsRk90dDSePn2q+jkwMBBbt24to5JeTlZWFpKTk9X+VHQFH6IA5WXIP8wYikEBrVQftBrVrYotf7wHWxs5MjKz8eOyA2KVanCEQldZymTi1UG6MZ/Kz+PYp+jYYzo+/Hw5hg/qiNCQBUi6txoR537G3C/ewK3oRxg98Rd8MXed2KUajZycPLzz+Sp0H/0TvGo44/DqKYg/9z3uhXyDNd+/DXMzU8z9bTd6vr0Iubls9oihomRURc8nbfgeLi6ev0of86nsuTjbY1yg8tb33//ej+lz1+H+g3jk5OTiwqUo9B46D1F3YmFurnxdcOp6cV258QDnw+8CqNi3bQHFbPS4uLggJqZi3D87b9482Nvbq/5Ur15d7JJemrWVHCYmyjOUSg42GNFf8x+dq5MCw/ooLy07dPxaudZnyGxtLFX/X9SMNekZWRrbU/lgPpWfkeMW4cz5mxj9Rhf8/et7aNLQEzY2lqhdyw2ffNBfNSXotz9uwZVr90Su1jjMX7IPS/89jvpeVXBo1f/g26YOHBTWcHd1wNDerXFgxQewlJsj+PQNLPn3uNjlGqWKklEVPZ+04Xu4uHj+Kn3Mp/Lxzcw30bt7SwiCgG9+2ALPJhNg5TYcrbt8gsNHL2Pi291Ry0N5xZSDvbXI1Rq3gkGYKzvaoLef9kH8Kwqz4mzk4+ODVatWwczMTHXZXnBw8Av3k8lkmDFjxksVWFKffvoppkyZovo5OTm5woWBNm4u9oh59BS1PVx0dnrr1lL+3dx7yHs7S4vCzgo21nKkpWfh4SPdz+uDZ+vcdIymT2WH+VQ+rly7h0NHlJdzvz9Bc3pQABgxtDOmTl+B+IQU7Nx3Dg3rV4zHVpH9tPwwAGDCcF/ILcw11tep6YqAzo2wed8FbDsYhvHDOH5SeasoGVWR80kXvoeLj+ev0sZ8Kh9yuTm2rP4Ym7afwtqNIbgacR95+fmo610VY0a8it7dW8Kx5igAgHct4xuoWiry8vKx5tlMgUN7t1bdcldRFav6+fPno1+/fvj9998BKF/cwcHBLwwCMT5IyeVyvWfTkbIG3u6IefS0WJce8/Lk0iOTyVDPuyrOX7yNq9d1j4J/7dmMEfXrVMzp9yoy5lP5uH7z+Td+tTx136df08MF8QkpuHOXYy2UtfjEVMQlpgIAalZ30rldzWrKdXfux5dLXaSuomRURc4nXfgeLj6ev0ob86n8yGQyDOzbDgP7ttNYdyY0EhnPrjr0aeld3qXRM/uPXcXD2CQAwMjXNf+eKppiNXrq1KmD8PBwREVFISYmBp07d0ZgYCBGjRpV1vXRM13a1cOBkKu4GR2L/Px8rd+KRNx6BADwqFq5vMszaL7tG+D8xds4+Oxqhv/KzMzGsVMRAAC/Dg3LszQC86m8FFx+DwB378eh3rPpiP/r7n3ljBK2tlblUpcxU/s7KeKb8IIp1+14W4oomFHi4nu4uHj+Km3MJ2lYsTYIAODbviHc3SqJXI3xKhiEuaG3O1o19hS3mFJQ7OuRTExM4OXlBS8vL3h4eKBZs2bw9fUty9qokMG9WuOLH7Yh4WkaVm4+icCB7dXWP45LxvqdZwAAPXwbiVGiwRr6ent8/9tORNx8gJ37z6N3t5Zq65esPoyk5HRYWpqjX0Brkao0bsynste00BvekpUHsWCO5kngjr3nEPtE+U0Iv5Eqe472NqjhXgl3HyRg+cbjGDu4A0xN1T9E3X+UiH0hVwAAbZp6ilAlAcwoMfE9XFw8f5U+5pO4Tp69gaWrlbdhf/JBP3GLMWJJKRnYfvAigIo/CHMBvYb1joqKwuTJk0u7FqMRl5Ci+pOYlK5anpicprau8GwFntWcMOGNzgCAKXP+wcY951UzqFy5EYP+435BaloW7O2s8L+3upbr46lI4uKTVX8Sk9JUyxOT0tTWFX7uWzSpidd7twEAvD15MXYfvABAeR/nqn+O4tPZawEAk98JgKuLQ/k9GNKK+VQ2anq4oqtfUwDAosW78NlXa1RNndTUDKxYG4S33/0FAOBZwwV9erYSrdaKKi4hVfUnMbnQe0NSutq6wvk0bqhyzJ2zl+9gwHuLcf32IwiCgJycPASfvo6At39GcmomzMxMMOENnrhLATNKf3wPFxfPXw0f86lsBIWE48ffd+J29GPk5SlfH4lPU/HLX3sQMGgucnPzMHakP7o9O8+iklM7h1LLJ93nUIX9s+ssMrNyYGpqgjf6Gkaj56VGGHr06BE2b96MiIgIpKenY8mSJQCAJ0+eICoqCo0bN4aVFS/f/y/X1lO0Lm/b/2u1n28dmQfPas/HXfj2k4G4fvsx9h0Nx5D3FsNSbg65hRmSUjIAAHa2lvj31wmoWsWx7Iqv4KrUf0fr8nbdP1f7OfLcInjWcFH9/NeP4xF1JxYXLkfjteHfwtpajry8fGRl5QAAevo3x1fTBpdd4VRizKfS9/ev76Fbvy9x7cZ9fPfjFnz34xbY2VohJTVDtY2riwP+XTkVFloGBqaiubadqnV524HfqP186/Ac1XvD1DFdEXr1LjbtDcWOQ5ew49AlWFmaIyc3D7m5ypMZc3NT/DH7TTSo7V62D4BKhBlVcnwPFxfPX40H86l03b0fh6kzVmLqjJUwMzOFrY0lkpLTIQgCAODtN7vgl/ljRK6yYnNt86HW5W1fn6f2863guWr5VGDV5lMAgK4dGsDNxb70CxSB3o2e3377DR9++CGyspRTUspkMlUIxMbGol27dli8eDHGjh1b4mMvWbIEx44dAwBcvnxZtaxgYLB+/fqhX79++pZeYVlYmGHX35Px97/HsGLjCVy5+QAZmdnwquGM7r6NMHVsd97fXEbsFdY4tns2fvxjN/7ZfBy3oh/DwtwMTRt5IHBoZ4wZ0UXnbBJU/phPZcOtiiPOBH2Lv1YcxJadp3Hl2l0kJadDYWeN2rWqoGfXFnjvnZ5wdjKMN8iKwMzMFBsWvYPN+y5g5daTOHf5DuISU2FuZoqa1ZzQ2acuJo30Q0NvNnmkpKwyypjzqSh8DxcXz18rFuZT6WvvUw+TxwUg5MQ13I2JQ0pqBqq5V8IrbepizEh/+HXkbYtiioyOxYnQWwAM57YtAJAJBa3EEtixYwf69u2LVq1a4YsvvsCePXuwePFi5OXlqbZp3rw53N3dsWvXrhIXFRgYiBUrVuhcP3PmTMyaNatYx0pOToa9vT0Sw36Dwo6d5/Im2NmJXYJRSk5JRyWvkUhKSoJCoRC7nHJVEfMpIXotFArrEtdCL0cWFyd2CUYrOTUDji0mMaNKOaPKJJ9urYTCjvlU3mQpKWKXYLSSUzLg2Gwi86ki5FPUauaTCGRPdU8AQWUrOSUDjs3fK1Y+6XVFz/z581GjRg0EBQXBxsYG58+f19imcePGCAkJ0efwWL58OZYvX67XvkRk3JhPRCRlZZlRzCciehnMJyLDodd1qmFhYejVqxdsbGx0blO1alU8fvxY78KIiPTBfCIiKWNGEZFUMZ+IDIdejZ78/HyYmxc90OaTJ08gl8v1KoqISF/MJyKSMmYUEUkV84nIcOjV6Klbt65qMC1tcnNzceTIETRu3FjvwoiI9MF8IiIpY0YRkVQxn4gMh16NnjfeeAOhoaGYM2eOxrq8vDxMnToVt2/fxsiRI1+6QCKikmA+EZGUMaOISKqYT0SGQ69Zt3JyctCtWzccPXoUtWvXhlwux5UrVzBgwACcO3cO0dHR6NatG/bs2QOZTFYWdRcbZ90SF2fdEocxz7pVEfOJs26Jg7NuiceYZ92qKBnFWbfExVm3xGPMs25VuHzirFui4Kxb4inJrFt6XdFjbm6Offv2Ydq0aYiLi0N4eDgEQcDGjRuRkJCATz75BNu3bxf9QxQRGR/mExFJGTOKiKSK+URkOPS6oqcwQRBw/fp1JCQkQKFQoH79+jA1NS2t+l4ar+gRF6/oEYcxX9FTWEXJJ17RIw5e0SMeY76ipzApZxSv6BEXr+gRjzFf0VNYhcgnXtEjCl7RI54yv6KnMJlMhnr16uGVV15Bo0aNVAEQFRWFwMDAlz08EZHemE9EJGXMKCKSKuYTUcX20o2e/7p79y7Gjh2LevXqYdWqVaV9eCIivTGfiEjKmFFEJFXMJ6KKpUSNnmPHjsHPzw8KhQKVKlVC3759cf36dQBAeno6pkyZgjp16mDp0qVwdnbGokWLyqRoIqL/Yj4RkZQxo4hIqphPRIbHrLgbnj9/Hv7+/sjOzlYt27FjB86ePYujR4+iX79+uHr1Ktzd3fHJJ5/gnXfegVwuL5OiiYgKYz4RkZQxo4hIqphPRIap2Ff0fPfdd8jOzsa8efMQGxuL2NhYfPXVV3j06BE6duyIiIgITJ8+HZGRkZg0aRIDgIjKDfOJiKSMGUVEUsV8IjJMxZ51q1q1aqhXrx4OHjyottzPzw9Hjx7F/PnzMWXKlDIp8mVw1i1xcdYtcRjbrFsVPZ8465Y4OOuWeIxt1q2KmFGcdUtcnHVLPMY261aFzifOuiUKzrolnjKZdSs2NhYtW7bUWN66dWsAwKhRo0pYJhFR6WA+EZGUMaOISKqYT0SGqdiNntzcXNjY2GgsL1hWuXLl0quKiKgEmE9EJGXMKCKSKuYTkWEq9enViYiIiIiIiIhIHMWedQsAVq9ejVOnTqkti4yMBAAEBARobC+TybBr166XKI+IqHiYT0QkZcwoIpIq5hOR4SlRoycyMlL1ov+vvXv3aiyTyWT6VUVEVELMJyKSMmYUEUkV84nI8BS70RMVFVWWdRAR6Y35RERSxowiIqliPhEZpmI3ejw8PMqyDiIivTGfiEjKmFFEJFXMJyLDxMGYiYiIiIiIiIgMBBs9REREREREREQGgo0eIiIiIiIiIiIDwUYPEREREREREZGBYKOHiIiIiIiIiMhAsNFDRERERERERGQg2OghIiIiIiIiIjIQbPQQERERERERERkINnqIiIiIiIiIiAwEGz1ERERERERERAaCjR4iIiIiIiIiIgPBRg8RERERERERkYFgo4eIiIiIiIiIyECw0UNEREREREREZCDY6CEiIiIiIiIiMhBs9BARERERERERGQg2eoiIiIiIiIiIDISZ2AWUNUEQAADJqRkiV2KcBJiKXYJRSk5R/nsv+PdP0qTKp5R0kSsxTjK+L4im4D2ZGSVdz/OJrxMxyPi8i4b5JH08fxIX80k8Jckng2/0pKSkAAA8OnwociVE5S8lJQX29vZil0E6FOSTZ+MxIldCJA5mlHSp8qnZOJErIRIH80m6VPnU5B2RKyESR3HySSYYeLs6Pz8fDx48gJ2dHWQymdjllEhycjKqV6+Oe/fuQaFQiF2O0anIz78gCEhJSYG7uztMTHiHplRV5HwCKvZrpKKr6M89M0r6mE+kr4r+3DOfpI/5RPqq6M99SfLJ4K/oMTExQbVq1cQu46UoFIoK+Q/RUFTU55/fQkmfIeQTUHFfI4agIj/3zChpYz7Ry6rIzz3zSdqYT/SyKvJzX9x8YpuaiIiIiIiIiMhAsNFDRERERERERGQg2OiRMLlcjpkzZ0Iul4tdilHi809UNL5GxMPnnqhofI2Ih889UdH4GhGPMT33Bj8YMxERERERERGRseAVPUREREREREREBoKNHiIiIiIiIiIiA8FGDxERERERERGRgWCjh4iIiIiIiIjIQLDRQ0RERERERERkINjokaCzZ88iICAAjo6OsLGxQZs2bbB27VqxyzIKq1evxrhx49CqVSvI5XLIZDIsX75c7LKIJIUZJQ7mE9GLMZ/EwXwiejHmkziMNZ/MxC6A1AUHB6N79+6wsLDA0KFDYW9vj82bN+ONN95AdHQ0PvvsM7FLNGjTp0/HnTt34OTkBDc3N9y5c0fskogkhRklHuYTUdGYT+JhPhEVjfkkHqPNJ4EkIycnR/Dy8hLkcrkQGhqqWp6cnCw0bNhQMDMzE27cuCFihYbvwIEDQnR0tCAIgjBv3jwBgLBs2TJxiyKSCGaUuJhPRLoxn8TFfCLSjfkkLmPNJ966JSGHDx/GrVu3MHz4cDRv3ly13M7ODjNmzEBubi6WLVsmYoWGz9/fHx4eHmKXQSRJzChxMZ+IdGM+iYv5RKQb80lcxppPbPRISHBwMACgW7duGusKlh05cqQ8SyIiUmFGEZFUMZ+ISKqYTyQGNnok5ObNmwAAb29vjXWOjo5wcnJSbUNEVN6YUUQkVcwnIpIq5hOJgY0eCUlKSgIA2Nvba12vUChU2xARlTdmFBFJFfOJiKSK+URiYKOHiIiIiIiIiMhAsNEjIQVdXl0d3eTkZJ2dYCKissaMIiKpYj4RkVQxn0gMbPRISMF9m9ru0UxMTERcXJzWezuJiMoDM4qIpIr5RERSxXwiMbDRIyG+vr4AgP3792usK1hWsA0RUXljRhGRVDGfiEiqmE8kBjZ6JOTVV19FrVq1sHbtWoSFhamWp6SkYPbs2TAzM0NgYKBo9RGRcWNGEZFUMZ+ISKqYTyQGmSAIgthF0HNBQUHo3r075HI5hg0bBoVCgc2bNyMqKgpz5szB559/LnaJBm3JkiU4duwYAODy5csIDQ1F+/btUbt2bQBAv3790K9fPxErJBIXM0o8zCeiojGfxMN8Iioa80k8RptPAknO6dOnhR49egj29vaClZWV0KpVK2H16tVil2UURo0aJQDQ+WfmzJlil0gkOmaUOJhPRC/GfBIH84noxZhP4jDWfOIVPUREREREREREBoJj9BARERERERERGQg2eoiIiIiIiIiIDAQbPUREREREREREBoKNHiIiIiIiIiIiA8FGDxERERERERGRgWCjh4iIiIiIiIjIQLDRQ0RERERERERkINjoISIiIiIiIiIyEGz0ULmQyWTo3LnzSx2jc+fOkMlkpVOQFsHBwZDJZJg1a1aZ/Q4ikh7mExFJ1f/bu+/wpsr+DeB30rRpOtJBN3TQMsrelN2ypwwRQRQZvryCCg6U18EUEPdPcSvKFAQRZU+hLAHZQ2ahhVJG6aB7pXl+f4SGxiSlDW1zmt6f6+LSPGf0m7S9e/LNOc9hPhGRlDGjpIuNnioiLi4OMpkMMpkMNWvWRGFhocn1zpw5o18vPDy8kqskouqI+UREUsV8IiIpY0ZRRWGjp4pRKBS4efMmtm3bZnL5jz/+CIVCUclVERExn4hIuphPRCRlzCgqb2z0VDEdOnSAm5sbfvrpJ6Nl+fn5+Pnnn9GvXz8rVEZE1R3ziYikivlERFLGjKLyxkZPFaNSqTB8+HBs2LABSUlJBsvWr1+PpKQkjB071uS2N2/exMyZM9GuXTv4+PhAqVQiJCQEL7zwAhITE43WHzNmDGQyGa5cuYL58+ejTp06cHR0RN26dfHRRx9Bq9U+0nO5dOkSpk6dipYtW6JGjRpwdHREvXr18OabbyIzM9Psdrm5uZg6dSoCAwPh6OiIJk2amAzFIuvWrUP37t3h4eEBR0dHNG7cGB9//LHZUyOJyDLMJ+YTkVQxn5hPRFLGjGJGlTc2eqqgcePG6Tu7xf3000/w8fHBgAEDTG63d+9efPLJJ/D19cVTTz2FSZMmISwsDN988w3at2+PtLQ0k9u98sor+PTTT9G7d2+8+OKL0Gg0mDp1KiZOnPhIz2Pt2rX48ccfERoaitGjR2PChAnw9PTEBx98gJ49e6KgoMDkdsOGDcOqVaswbNgwjB8/HomJiXjuuecwf/58o3XffvttDB48GJcuXcLQoUPxwgsvwNHREW+88QZGjBjxSPUTkTHmE/OJSKqYT8wnIiljRjGjypWgKiE2NlYAEL179xZCCNGoUSPRtGlT/fIbN24IOzs7MWXKFCGEEABE/fr1DfZx584dkZGRYbTvJUuWCABi7ty5BuOjR48WAISvr69ISEjQj2dkZIgmTZoIAGLv3r2lqh+AiIyMNBi7ceOGyMvLM1p39uzZAoBYvny5wXhkZKQAIBo2bCjS09P147du3RL+/v5CoVCIK1eu6Me3b98uAIi+ffuKrKws/bhWqxUTJkwQAMSaNWv047t37xYAxMyZM0v1nIhIh/nEfCKSKuYT84lIyphRzKiKwjN6qqixY8fi9OnTOHbsGABg8eLFKCwsxLhx48xu4+PjAxcXF6PxUaNGQa1WY+fOnSa3mzx5MgICAvSPXVxcMGPGDADAkiVLLH4ONWvWhIODg9H4Sy+9BABm63nnnXfg6uqqf+zn54fXXnsNGo0GK1as0I9/+eWXAIDvvvsOTk5O+nGZTIb3338fMpkMK1eutLh+IjKN+cR8IpIq5hPziUjKmFHMqPLCqburqFGjRuGtt97CTz/9hFatWmHx4sWIiIhAw4YNS9xu7dq1+O6773D8+HGkpqYaXMN48+ZNk9t07tzZ7NjJkyctfg5CCCxatAiLFy/G2bNnkZaWZnBN6KPWc+jQITg7O+PHH380uR+VSoULFy5YXD8RmcZ8eng9zCci62A+Pbwe5hOR9TCjHl4PM6p02Oiponx8fNCvXz+sXLkSAwcORExMDF5//fUSt/nkk0/w+uuvw9vbG7169UKtWrWgUqkAAJ999hny8vLMfi1TY3K53Ow1n6UxefJkfPnllwgMDMTAgQPh7+8PpVIJAJg9e3aZ6vH19QUAg3pSUlKg0Wgwe/ZsszVkZWVZXD8RmcZ8MsR8IpIO5pMh5hORtDCjDDGjLMdGTxU2btw4rFu3Ds899xxUKhWeeuops+tqNBrMmTMHAQEBOHnyJLy9vfXLhBD48MMPzW6bmJiI+vXrG41ptVq4ublZVHtiYiK++uorNG3aFAcPHjQ47e727dsl/uImJiYiMDDQYOzOnTsAYFCPWq2GTCYzmrmeiCoe8+kB5hORtDCfHmA+EUkPM+oBZpTlOEdPFdavXz/4+fkhISEBQ4cOhVqtNrtuUlIS0tLS0K5dO4MAAICjR48iJyfH7Lb79u0zO9a8eXOLar969SqEEOjRo4dBAJj7epbUExERgeTkZFy+fNmiGonIcsynkuthPhFZD/Op5HqYT0TWxYwquR5mVOmw0VOFKRQKrF+/Hr///jvmzZtX4ro+Pj5QqVQ4fvw4srOz9eOpqamYNGlSidsuWLDA4FrKzMxMvPvuuwCAZ5991qLag4ODAQB//fWXwTWbN27cwJtvvlnitvPmzUNGRob+8Z07d/Dpp59CoVBg5MiR+vHJkycD0HXFk5OTjfZz+/ZtnD9/3qL6iahkzCcd5hOR9DCfdJhPRNLEjNJhRj0aXrpVxbVp0wZt2rR56HpyuRwvvPACPvnkEzRr1gyPPfYY0tPTsWXLFgQHBxvMuG7qazRr1gzDhw+HUqnE2rVrERcXh/Hjx6NLly4W1e3v74+hQ4fit99+Q+vWrdG9e3fcuXMHGzduRLdu3XD16lWz24aGhqJx48YYOnQoCgoKsHr1aiQmJmLevHkIDQ3Vr9enTx9Mnz4dc+bMQZ06ddCnTx8EBwcjOTkZMTEx2LdvH+bOnYsGDRpY9ByIqGTMJ+YTkVQxn5hPRFLGjGJGPTLr3NWdyio2NlYAEL179y7V+gBE/fr1Dcby8/PFvHnzRN26dYVSqRRBQUHitddeExkZGSI4OFgEBwcbrD969GgBQMTExIj33ntPhIaGCgcHBxEWFiY++OADodFoSl0/ABEZGWkwlpGRIaZMmSJCQkKEUqkUdevWFXPmzBH5+fkm14+MjBQARHZ2tnj99ddFzZo1hYODg2jUqJFYuHCh2a+9Y8cO8dhjjwlvb29hb28v/Pz8RPv27cWcOXPE9evX9evt3r1bABAzZ84s9fMiIuaTEMwnIqliPjGfiKSMGcWMqigyIYSonJYSVTVjxozBkiVLEBsbi5CQEGuXQ0Skx3wiIqliPhGRlDGjqgfO0UNEREREREREZCPY6CEiIiIiIiIishFs9BARERERERER2QjO0UNEREREREREZCN4Rg8RERERERERkY1go4eIiIiIiIiIyEaw0UNEREREREREZCPY6CEiIiIiIiIishFs9BARERERERER2Qg2eoiIiIiIiIiIbAQbPURERERERERENoKNHiIiIiIiIiIiG8FGDxERERERERGRjWCjh4iIiIiIiIjIRrDRQ0RERERERERkI9joISIiIiIiIiKyEWz0EBERERERERHZCDZ66JFERUVBJpNV2P4XL14MmUyGxYsXV9jXICKyhEwmQ1RUlLXLIKq2yuMYhMcZRERki9joISIiIiKiRyKEwJYtWzBx4kQ0bdoUbm5ucHJyQrNmzfDee+8hNzfXaJtr165hwoQJaNWqFby9vaFUKhEcHIz+/fvjzz//tMKzICKyDQprF0BERFQVnT9/Hk5OTtYug4hIEvLy8tCvXz8olUpERUWhd+/eyM3NxbZt2/DOO+/gjz/+wJ49e6BSqfTbXL58GatWrUL79u3Rrl07qNVqJCQkYN26ddi8eTPmzZuHt99+24rPioioamKjh4iIyALh4eHWLoGISDLs7Owwb948vPDCC3B3d9ePFxQUYOjQodiwYQO+/PJLvPHGG/plXbp0QXJyMuRyw4sMbt68iZYtW2LWrFlG+yMioofjpVtkRKPRYP78+QgLC4OjoyPq1KmD+fPn4+rVq5DJZBgzZkyJ26elpeGDDz5AZGQkAgIC4ODggICAADz77LO4cuWKyW1SUlIwYcIE+Pr6wsnJCW3atMHvv/9eAc+OiMrDvn37MGTIEPj6+kKpVCIwMBCPP/449u/fr18nOzsbs2bNQnh4OBwdHeHp6Yn+/fvjr7/+MtrfrFmzIJPJEB0djR9++AGNGjWCo6MjgoKC8NZbb5k85R8ATp8+jREjRsDf3x8ODg4IDg7GpEmTkJycbLBeXFycPr8uXLiAxx9/HF5eXpDJZIiLizOYp+PPP/9Ep06d4OzsjBo1amD06NFG+wPMz9GTn5+Pzz//HG3btoWrqytcXFzQsGFDvPbaa0hNTX3o9gAQEhKCkJAQg7G0tDTMmDEDDRs2hIuLC9zc3BAeHo6xY8ciPj7e5H6IqppHPQYp2sf//d//oVmzZlCpVHBzc0PXrl2xadOmErf7/fff0aZNGzg5OcHPzw8TJ040+J0tLjY2FhMmTEDt2rWhVCrh4+ODqKgok3P9LFmyBO3atYOLiwtcXFzQrl07LFmyxGCdvXv3QiaT4bnnnjP59W7cuAE7Ozt0797dYDwjIwMzZ85Eo0aNoFKp4O7ujj59+hhkcZGiOY3y8vIwY8YM1KlTB/b29pg1a5bJr1nWmuzt7fH2228bNWXs7e3x1ltvAQD27NljsMzBwcGoyQMAAQEB6NChAwoKCnDt2jWTX5+IHi4/Px9ffPEFevfujcDAQH1ePf744zhx4oTBulqtFgsXLkTbtm3h6ekJJycnhISEYPDgwdi7d69F+wQM50IrS87So+EZPWRk3LhxWLZsGcLCwvDiiy8iLy8Pn332GQ4ePFiq7c+fP48ZM2aga9euGDJkCJydnXHhwgWsWLECmzZtwvHjxxEcHKxfPzs7G1FRUThz5gzat2+PyMhIxMfHY/jw4ejVq1dFPU0istBXX32FSZMmQaVSYciQIQgKCkJCQgL279+PNWvWoFOnTsjLy0P37t1x6NAhtGzZEq+88goSExOxatUqbN++HatWrcLjjz9utO9PPvkE0dHRGD58OAYMGIDNmzfj/fffx4kTJ7BlyxaDiVfXr1+PJ598EnZ2dhg4cCACAwNx7tw5fPnll9i2bRsOHz4MDw8Pg/3HxMSgXbt2aNSoEUaPHo2UlBQ4ODjol2/YsAEbN27EY489hokTJ2Lv3r1YunQprly5YvKN07/l5uaid+/e2Lt3L+rWrYuxY8dCqVTi8uXL+Pbbb/Hss88a1VQaQgj07t0bhw8fRseOHdGnTx/I5XLExcXh999/x+jRoxEYGFjm/RJJzaMegwghMHz4cKxduxb16tXDiy++iKysLKxevRoDBgzA559/jsmTJxttt2bNGuzYsQPDhg1Djx49sGfPHnz77bc4ePAgDh48aHC50cGDB9G3b1+kp6ejd+/eGDFiBFJTU3HixAl8/vnnBs2oV199FZ999hlq1qyJ5557DjKZDL/99hvGjBmDU6dO4dNPPwUAdO7cGSEhIfjtt9/w1VdfwdHR0aC+n3/+GVqtFqNGjdKPpaSkoEuXLvjnn3/QuXNn9O7dG2lpaVi3bh26du2KX3/9FYMHDzZ6ro8//jhOnTqF3r17w9PTE6GhoSZfS0tqMsfe3h4AoFCU7q1HcnIyDh8+DCcnJ7P1EdHDpaSk4JVXXkHnzp3Rr18/eHh44OrVq1i/fj22bNmCvXv3ok2bNgCAt956Cx9++CHCwsIwcuRIuLq6IiEhAfv27cOuXbvQpUuXMu+zuLLkLJUDQVTMzp07BQDRunVrkZ2drR+/deuW8PPzEwDE6NGj9eORkZHi3z9G9+7dE8nJyUb73rVrl5DL5eI///mPwfjMmTMFADF+/HiD8W3btgkAAoBYtGjRoz85Inpkp0+fFnZ2diIgIEDExsYaLNNqtSIhIUEIIcS7774rAIinn35aaLVa/TqnTp0SSqVSeHh4iPT0dP14UQ44OjqKs2fP6scLCgpEz549BQCxdOlS/XhSUpJQq9WiVq1a4tq1awZ1rFixQgAQL730kn4sNjZWnyfTp083el6LFi0SAIRCoRD79+/Xj2s0GhEVFSUAiIMHDxpsA0BERkYajL3xxhsCgBg1apTQaDQGy+7duycyMjJK3L5IcHCwCA4O1j8+ffq0ACCGDBlitG5ubq7BfomqqvI4Blm6dKn+dysvL08/Hh8fL3x8fIS9vb24evWqfrzodx+A2Llzp8G+xo4dKwCId999Vz+Wm5srAgMDhVwuF1u2bDF6DvHx8fr/37t3rwAgGjRoIO7du6cfv3fvnggPDxcAxL59+/Tj77zzjgAgVq9ebbTfJk2aCJVKZZCbI0eOFADETz/9ZLDu7du3RWBgoPD29hY5OTlGr1fz5s1NHqeZUtaazJk4caIAIL766iuTy2NjY8XMmTPFtGnTxLhx44SXl5dQKBRi4cKFpaqTiEzLzc0VN27cMBo/e/ascHFxET169NCPeXp6ipo1a4qsrCyDdbVarUFmlGWfQpQ9Z6l8sNFDBsaMGSMAiHXr1hktmz9/fqkOskrSpEkTERISYjBWu3Zt4eDgIG7dumW0fvfu3dnoIZKQF154weQbi38LDQ0V9vb2Bm96ijz//PMCgFi2bJl+zFzDVwghjhw5IgCI7t2768c+/fRTo30U17JlS+Hl5aV/XNTo8fPzM3jzV6ToIOTZZ581u2zBggUG4/9u1Gg0GqFWq4Wbm5tISUkxWVdJ2xdnrtEzcuTIh+6XqKoqj2OQbt26CQDi8OHDZvcxZ84c/VjR73fPnj2N1k9ISBD29vYiLCxMP7Z69WqzWfFv48aNEwDEqlWrjJatXLlSABDPPfecfuzChQsCgBg4cKDBuidPnhQAxIgRI/Rjd+/eFXZ2dga5WNyCBQsEALFhwwb9WNHrZer1NacsNZmzZcsWIZfLRYMGDURubq7JdXbv3q1/IwhAuLi4mM13Iiofjz32mHBwcBD5+flCCF2jp3bt2iaPkyzdpxBlz1kqH7x0iwycOnUKANChQwejZabGzImOjsZnn32Gw4cPIykpCRqNRr+s+GUSGRkZiI2NRcOGDeHn52e0n86dO/P2mkQS8vfffwNAiZdVpqen4+rVq2jQoAFq1apltDwqKgrfffcdTp48iWeeecZgWefOnY3Wb926NVQqFU6ePKkfO3TokP6/MTExRtvk5uYiKSkJSUlJ8PLy0o83a9bMIIP+rWXLlkZjRc/h3r17ZrcDgAsXLiA9PR09evSw6PKskjRo0ABNmjTBihUrEB8fj8GDB6Nz585o2bIl7OzsyvVrEVlLeRyDnDhxAiqVCm3btjVaVjQnVvEsKWIqewICAhAWFoYLFy4gIyMDrq6upcrA4rUU/7oPq6V+/fpo3bo1tmzZgpSUFHh6egIAli1bBgAGl0gdOXIEhYWFyM3NNTnHzuXLlwHocmnAgAEGy/792vzxxx9Gr0lUVBSioqLKVJMpR48exfDhw+Hm5oZff/0VSqXS5HpRUVEQQqCgoABxcXH4/vvv8eyzz+Lvv//GggULSvwaRFSykydP4sMPP8T+/ftx+/ZtFBQUGCxPSkqCv78/nnzySXz77bdo3Lgxhg8fjsjISLRv3x7Ozs4W77O40uYslQ82eshAeno65HI5atSoYbTM19e3VPv49ddfMXz4cLi4uKB3794ICQmBk5OTfhKu4pPqpaWlAQB8fHxM7qu0X5OIKse9e/cgk8mM/ngXl56eDsD8729RU7fo9784c1ng4+ODhIQE/eOUlBQAuvmCSpKVlWXQ6HlYpri5uRmNFc0pUVhYWOK2RY2gmjVrlrieJRQKBXbt2oVZs2Zh7dq1mDJlCgDAy8sLkyZNwjvvvMOGD1V55XEMkp6ebna+Kkuyx9fXV9/EdXV1LdPvedHz8fb2NrlfuVxuVMuoUaNw9OhRrF69GhMmTIBWq8XKlSvh4+Nj0FwqysADBw7gwIEDZmvIysoy+bWL++OPP4wmhwYeNKNKW9O/nThxAr169YJMJsO2bdvQqFEjs+sWsbe3R926dfHRRx8hOzsbX3zxBfr27Yu+ffs+dFsiMvbXX3+hW7duAHQN6rp168LFxQUymQx//PEHTp06hby8PADAggULEBoaisWLF2Pu3LmYO3cuHB0d8eSTT+KTTz7RH0+VZZ/FlTZnqXyw0UMG1Go1tFotkpOTDd4cAcCdO3dKtY9Zs2bB0dERx44dQ926dQ2W/fLLL0ZfDwASExNN7qu0X5OIKoe7uzuEELh165bZNzpFv9fmfn+LxovWK85cFiQmJho0YYq2PXPmDBo3blzq+otP5lzeiu40U7wh9bBaip/tWFxaWppR08nLywtffvklvvjiC1y4cAG7du3CF198gZkzZxrc1YaoqiqPYxC1Wl2u2fPvbcrye170fO7evWv0BicxMRFardaolhEjRmDKlClYvnw5JkyYgF27duHmzZt4+eWXDSYyLtpuypQp+Pjjjx9aS3H/zsHFixebvFtYWWsq7vjx4+jZsycKCwuxfft2kxOzPkyvXr3w9ddfIzo6mo0eIgvNmzcPeXl52L9/Pzp27Giw7NChQ/ozKQFdo/WNN97AG2+8gZs3b2LPnj1YtGgRli5ditu3b2Pbtm1l3mdxpc1ZKh+8vToZaNasGQCYvP2xqTFTrly5ggYNGhg1eW7evGl0e3W1Wo3atWsjJiYGt2/fNtrXvn37Sls6EVWColP+t2/fbnYdtVqN0NBQxMTEmHwzVHR73ebNmxstM/U7f/ToUeTk5BisHxERAQClvhNPZahfvz7UajWOHDlSqluFenh4mHx94uLiSrxMTCaToUGDBnjxxRexY8cOALo7kBFVdeVxDNKiRQvk5OToL7EqrqzZU3TcEhYWpv+UuTQZWLwWQHc5e2lrKTpL5q+//kJsbCyWL18OAEaXubZp0wYymaxSMrC0NRU5fvw4evTogYKCAmzdulWf12V18+ZNAKW/UxcRGbty5Qo8PT2NGjLZ2dk4fvy42e0CAgLw1FNPYevWrahbty527tyJnJycR9pnaXOWygcbPWTg6aefBgDMmTMHubm5+vHbt2/j888/L9U+goODERMTY/CJWm5uLiZOnGjy0+tRo0YhPz8fM2bMMBjfvn075+chkpgJEybAzs4O06ZNM7gME4D+TB8AGD16NAoKCvDWW29BCKFf5+zZs1i0aBHc3NxM3vZ32bJl+Oeff/SPNRoN3n77bf0+i4wdOxaurq545513DNYvkp2drZ/Hp7IoFAo8//zzSEtLw8svv2x0qVdaWhoyMzP1j1u3bo24uDiDN4H5+fl47bXXjPYdGxuLc+fOGY0X5SxvSUq2oDyOQYpy4q233jKYMyIhIQGffvopFAqF/usUt2PHDqNjjmnTpqGgoMAgewYOHIhatWph+fLl+k+3iyvevC3abvbs2fpLWgHdJV2zZ882WKe4UaNGQQiBhQsXYu3atQgPD0fr1q0N1vHz88OTTz6Jv/76Cx999JFBzhY5fPgwsrOzjcYtUZqaAMMmz5YtW9C+ffsS9/v3338bfK+LXLt2DfPnzwcAns1D9AiCg4ORmppqcKxUWFiI119/HXfv3tWP5eXlYdeuXUZZkpWVhYyMDNjb2+svES/tPv+ttDlL5YMtcjLQo0cPPP300/j555/RpEkTDBo0CHl5eVi9ejUiIiKwYcMGyOUl9wcnTZqESZMmoUWLFnjiiSeg0WiwY8cOCCHQrFkzo9P5pk6dirVr1+KHH37AP//8gy5duiA+Ph6rV69G//79sWnTpop8ykRUBk2aNMFnn32GyZMno1GjRhg8eDCCg4Nx+/Zt7N27F/3798dnn32GqVOnYtOmTVi2bBnOnz+P7t274+7du1i1ahUKCgqwdOlSk5/c9OjRA+3atcOIESPg6emJzZs34+zZs+jdu7fBp8fe3t5YuXIlhg0bhmbNmqFPnz4IDw9Hbm4url27hj179qBDhw7YunVrZb48ePfdd3Ho0CEsW7YMhw4dQt++faFUKnH16lVs3boV+/fv13+C/+qrr2L79u3o378/nnrqKTg5OWHHjh1wd3c3mgPp1KlTGDJkCNq0aYPGjRvDz88PCQkJ+OOPP2BnZ6efs4eoKiuPY5BRo0Zh7dq1WLduHZo2bYoBAwYgKysLq1evRnJyMj755BOEhoYabde/f3/069cPw4YNQ2BgIPbs2YODBw+iWbNmeP311/XrKZVKrF69Gn369EHfvn3Rp08fNGvWDOnp6Th58iSys7P1kzB36dIFkyZNwhdffIHGjRtj6NChEEJg7dq1iI+Px+TJk9GlSxejWgYNGgS1Wo2PPvoIBQUFZic8/vrrr3Hx4kVMnToVy5YtQ/v27eHm5ob4+HgcO3YMly9fxq1bt+Dk5FSWb4NJpakpJSUFPXr0QGpqKvr06YMdO3bozzos4u7ujldeeUX/+L333sO+ffsQGRmJoKAgKBQKXLlyBZs3b0Z+fj5effVVdOrU6ZHrJ6quJk2ahO3bt6NTp0548skn4ejoiOjoaCQkJCAqKkr/YVNOTg66d++O0NBQREREICgoCJmZmdi4cSNu376N//3vf/qbWZR2n/9W2pylcmKt232RdBUUFIg5c+bob3seGhoq3nvvPXH48GEBQLz88sv6dU3d2lSr1Ypvv/1WNGrUSDg6Ogo/Pz/x3HPPiTt37pi9HXtycrL473//K7y9vYWjo6No1aqVWLt2rf52fLy9OpG07N69WwwYMEB4enoKBwcHUatWLTF06FBx4MAB/TqZmZli+vTpol69esLBwUG4u7uLvn37in379hntr+j26rt37xbfffedaNiwoVAqlaJWrVrizTffFNnZ2SbruHDhgnjuuedEcHCwcHBwEB4eHqJJkyZi8uTJ4u+//9avV3R79eK3Zi6upKwpuu3vzJkzDcZh5vboubm54uOPPxbNmzcXKpVKuLi4iIYNG4opU6aI1NRUg3VXrVolmjRpIhwcHISfn5+YNGmSyMjIMLq9enx8vHjzzTdFu3bthI+Pj3BwcBBBQUHiiSeeMHkbaaKq6lGPQYr28fHHH4smTZoIpVIpXF1dRWRkpMnbihf/3V+7dq1o1aqVcHR0FD4+PuL5558XycnJJuuMiYkRzz33nKhVq5awt7cXPj4+IioqSixdutRo3Z9++km0adNGODk5CScnJ9GmTRvx008/lfg6jB07VgAQMplMxMXFmV0vOztbfPjhh6JVq1bC2dlZqFQqUbt2bTF48GCxdOlSUVBQ8NDXq7QeVlNRzpb0r3iuCSHEhg0bxIgRI0RYWJhwdnYW9vb2ombNmmLIkCFi8+bNFtdKRA+sWbNGtGzZUjg5OQkvLy/x5JNPiitXrojRo0cLACI2Nlbk5+eLDz74QPTq1UvUqlVLODg4CF9fXxEZGSl++eUXi/ZZxNKcpUcjE8LEuZ5EJixcuBDjx4/H119/jYkTJ1q7HCKyIbNmzcLs2bOxe/duk7ciJqLqjccgRERV0+LFizF27FgsWrQIY8aMsXY51Qbn6CEjt2/fNro+MyEhAXPnzoWdnR0GDBhgpcqIiIjIlvEYhIiI6NFxjh4y8v7772PTpk3o3LkzfHx8cP36dWzcuBEZGRmYNWsWAgMDrV0iERER2SAegxARET06NnrISJ8+fXDu3Dls2rQJqampcHR0RNOmTfHCCy9g5MiR1i6PiIiIbBSPQYiIiB4d5+ghIiIiIiIiIrIRnKOHiIiIiIiIiMhG2PylW1qtFjdv3oSrqytkMpm1yyGqFEIIZGRkICAgAHI5+7lSxXyi6ooZJX3MJ6qumE/Sx3yi6qos+WTzjZ6bN29y4j6qtuLj41GrVi1rl0FmMJ+oumNGSRfziao75pN0MZ+ouitNPtl8o8fV1RUA0NJ1LOxkDlaupvrZvjPc2iVUS+mZuQju9pb+55+kqej7M8zrVdjLlVaupvr5+v1Ma5dQbaXn5CPoxe+ZURJW9L35vukkONkxnypb21q3rV1CtZVZkI+WW1cznySs6HvzW6vn4azg+7vK5qnKs3YJ1VamJh/d9i8uVT7ZfKOn6HQ+O5kDFDIeqFQ2tYvK2iVUazydVdqKvj/2ciUc2OipdGqnAmuXUO0xo6Sr6HvjZKdko8cKXO355tXamE/SVfS9cVY4wFnBfKpsLgrey8naSpNPvPCUiIiIiIiIiMhGsNFDRERERERERGQj2OghIiIiIiIiIrIRbPQQEREREREREdkINnqIiIiIiIiIiGwEGz1ERERERERERDaCjR4iIiIiIiIiIhvBRg8RERERERERkY1go4eIiIiIiIiIyEaw0UNEREREREREZCPY6CEiIiIiIiIishFs9BARERERERER2Qg2eoiIiIiIiIiIbAQbPURERERERERENoKNHiIiIiIiIiIiG8FGDxERERERERGRjWCjh4iIiIiIiIjIRrDRQ0RERERERERkI9joISIiIiIiIiKyEWz0EBERERERERHZCEVpVurWrZtFO5fJZPjzzz8t2paIqDSYT0QkZcwoIpIq5hOR7SpVoyc6OtqinctkMou2IyIqLeYTEUkZM4qIpIr5RGS7StXo0Wq1FV0HEZFFmE9EJGXMKCKSKuYTke3iHD1ERERERERERDaiXBo9KSkpiI+PL49dERGVK+YTEUkZM4qIpIr5RFR1WdzoSUtLw8svvwxfX194e3ujdu3a+mWHDx9Gv379cOzYsXIpkoioLJhPRCRlzCgikirmE5FtsKjRk5KSgoiICHzxxRcIDAxEgwYNIITQL2/atCkOHDiAn3/+udwKJSIqDeYTEUkZM4qIpIr5RGQ7LGr0zJo1C5cuXcLKlStx9OhRDBs2zGC5SqVCZGQkdu3aVS5FEhGVFvOJiKSMGUVEUsV8IrIdFjV61q9fjwEDBmD48OFm1wkODsaNGzcsLoyIyBLMJyKSMmYUEUkV84nIdljU6Ll16xYaNmxY4jqOjo7IysqyqCgiIksxn4hIyphRRCRVzCci22FRo6dGjRoPnYH9woUL8Pf3t6goIiJLMZ+ISMqYUUQkVcwnItthUaOnS5cuWL9+PRISEkwuP3fuHLZu3YoePXo8UnFERGXFfCIiKWNGEZFUMZ+IbIdFjZ533nkHGo0GHTt2xIoVK5CUlAQAOH/+PH788Ud069YNSqUSb7zxRrkWS0T0MMwnIpIyZhQRSRXzich2KCzZqEmTJli1ahWeffZZjBo1CgAghEDjxo0hhICrqytWr16NunXrlmuxREQPw3wiIiljRhGRVDGfiGyHRY0eABg4cCCuXr2KJUuW4PDhw0hJSYFarUZERATGjh0LLy+v8qyTiKjUmE9EJGXMKCKSKuYTkW2wuNEDAJ6ennj11VfLqxaboHJRoGUnL4S39EB4c3eEt/CAew0lAGBEq+1IiC15lvpWXbwxaGxtNGztAQ8vJQo1AnduZOPY3rtY/c0V3Iwz3n7s/8Ix7n8NSlXf8X138fKg/WV/YjYg/lYqft95EjsPXsTpCwm4k5wBB3s7hAZ6oU/nhpg8Kgr+3m5mt8/P1+DzZbuxcuNRxFy/C4XCDg1CfTF6SDuMH9YRMpmsEp8NPQzzyZjS2Q7hHdwR0twVIU1dEdJcDVdPewDA2x0PIzEup1T76Da2Jlr09oJvbRUUjnKk381H/D+ZOLU9GQdW3zba5v1D7eAV6Fjifle/ewXbvyt5AsjqJjM3Hw1fW4YbKZkAgJ8m9MSYKMO7oaRn52H9sVhsP3UNR67ewfWkDAghEODhgi4NAjCpT3O0qO1jjfLpIZhRxuyc7ODVygPuDdVwD1fDvaEaSncHAMCfQw8g64bpjFI428Gvsze829WAewM1VH6OkAHITcpD8sl7uLoqHumXMsx+XXUdF3g0cYN7QzU8GqjhUtsZcoUcN7bcwvFZ/1TEU62a5DI4RoZC2bk2FMEekDk5QORpUHgrHflH4pGz5SJEToHZzWWOCjj2CYeybSDs/F0hs7eDNi0XmrgU5B25gbzoK5X4ZKgkzCdjcpUd3FrWgEu4O5zru8El3B329/PpxFO7kZuQXeL2MoUM/sNqw6tHABxrOkMUCuRcy0Tilngkbij5+MfBxxEBT4XBPcIbSm9HaPMKkR2r2/buZt7qvohr10C49Q6BMswNMkcFClNykXXsDlJXX0LBbfPvwVXNveHePxSODTxh56YEtAIFd7KRc+ouUtdeRsGtqnmXuUdq9JCx1l288d7ydhZt+8Lsxnhq0oNTIbMzNbB3kCOkvhoh9dUY8EwIpo85jIM77hhsl5OlQfKdXLP7lctl8PDWNZsunb5nUW1VXfytVNTuMQNCCP2Ym6sKmdl5OH0xAacvJuCH1Qfw6+f/QdeIekbbp2fmoMfYBTj2jy6InVQOyMktwKFTcTh0Kg4bo89i7YLxUCjsKu05EZVVg04eeOmnxhZvH9LMFS/82Bie/ro8KcjToiBPC+8gFbyDVKgV7mKy0VMkK7UAmgJhcll+TqHFddmqaasO6ps85rR+eyVibqfpHzspFQBkuJqYhquJaVi27wLeH9kJUwa0rOBqiR6dd2tPtP2oWZm367IkAi6BTvrHmpxCCBngXMsJzrWcUKuPH85/FYMrK66b3L7FzEZwq+dqcd3VgoMd3N7uBodGfvohbXY+ZCoF7Ot4wb6OFxy718W92TugTTTOLUVYDajfiIRdDWcAgCgohCgohJ2PC+x8XKAIcmejhyTNrZUXwt9rbdG2dk4KNPwsAi7h7gCAwhwN5Eo5XBt7wLWxBzw6+OLitGNAofExkrplDdSf2woKF90Hc5qMAsiVdlA384S6mSdqdPHDxXeOQZjYttqwkyFgWju4dAgAAAiNFtocDez9nOHePxTqbkG4+e5BZB9PNNrU6z9N4DnswXs/bY4GMoUcymA1lMFqqHuH4NbcQ8j62/zxrVQ9UqPn559/xpIlS3Dy5EmkpaXBzc0NzZs3x5gxYzBy5MjyqrHKSUnMxcWT93D+RCqSbuVi6mctHrpN2+4++ibPjjXx+H7OOdyOz4ZMBjRo5YEpHzdHvabumPZtazzRbBtyMjX6bX/5Mga/fBljdt+d+/vjvWW65tMWMwc5tq5QqwUADOjaGKMHt0O3iHpwVzshP1+DPw9dxKS5qxF7IxlDXvoe5zdPNzqz578zVuLYP/HwdHPCovmj0D+yMbRageUb/sYLs1dhU/RZzPpyE+a+MtAaT49MYD6Zln43H3GnMxB3MgOpt/Mw+qP6pdrON0yFV1c0hbO7Pc7tS8XvH1xF7AndJ+SOLnYIbalGnTbmz4gDgK/H/4OLB+896lOoFo7HJuKrbacQUccPh2PMH1wUaLRoWdsH47s3Rt/mwQjyUkOrFTgbn4RXl+7F7n9u4I3l+1Df3x0DWoVW4jOgh2FGmZaXkod75zNw71w6cu7movnbDR+6jdxOhnsX0nHtjwQk/pWEnDt5gAxQh7mg0av14N3aE41erofMa9m4cyDJaHutRou0ixm4dz4d986nwz/KGz7teXlKcc7DmsKhkR+EViBr5Unkbr8IkV0AKORQtgmEy/gI2Pm4wPX5dkibs9NgW7sANdymdYfcRYn807eQtfIkNDG674NMZQ9FXS/Yh3tb42mRGcwn0/JT8pB1MQ2ZF+4h/24uwqY2LdV2oVObwCXcHQVp+Yh57xTuHUwE5IB3r5oIndIEnh19ETi2HuIXXjTYzsHbEfXn6Jo8Gf+k4upHZ5B9NQOwk8Gzky/CpjaFRwdfBE0Ix7WvzlfEU64SvJ5rDJcOARAaLe4uPIO0zbEQeYVQeKng/XxTuHapBf9p7XBt/HZokh+cHOHU2lff5EnffR1Ji/6B5k42IAMc63vCZ1ILONZxh9/UNrg6agtEjsZcCZJkUaMnLy8PQ4YMwbZt2yCEgEqlQkBAABITE7Fz5078+eef+Pnnn7F27VoolcryrlnSDmy9hX2bb+kf+xX7hKkkPR4PBADEx2Ri7oSjuN+XgBDAuaOpeGfUYfx6qjfUHg5o0dELf20rfVex74ggAMClU/dw9Xx6qbezJR5qJxxf+yaa1q9pMO7goEDfLo2w8duJaDX0A2Rk5eKH1Qcw48V++nVOnIvHr1uPAwB+nPcMBkQ1AQDY2ckwenA7pGXk4NX5v+GzpbsxeVRX+NTgp4LWxHwy79SOJLy27cGbnBq1Sr6cqrgxH4fD2d0ep/9MxhdjzkBoHyzLzSzEub2pOLc3tTzLrba0WoEJP/wJAPj6ua5o9dZKs+sufbE3OjcwzDW5XIamwd7Y+L9BaP3WSpxPSMGnm06w0SMRzCjzbu+/i9t97+ofq/xLl1HHZ/+DlJP3DAcFkB6TicOvnUTkkrZwre2CsKeDTDZ69j13BCiWaR5NSm5aV0fKjiEAgNzoK8j54+yDBRot8g5eAxzsoH6pI+wb+0Gmsje4hMt1YnvIXZTIO34D6R9EA9oHZx6InAIUnL6FgtMPjp3JephP5qX+dQfHBj+4qkLppyrVdk511fDqpjvT5Mr795s8AKAF7m5NgJ2LPWpPbgT/J2vj1ppYaO7l67f1H14bCld7aLIKcOGtow+WFQqk7LkNub0cdWe0gN+QYNz6NRb5ieav8LBVdm5KuD8WBgBIXXsZ935/cPKDJikHt+YfhsP9s3M8n26AxAUn9Mtdo3Tvv/NvZOD2h8X+Dggg90IKbr57EKFL+8LO1QFOTb2Rdbhq5ZRFt1efPXs2tm7dih49euDIkSPIyspCbGwssrKy8Pfff6N79+7YunUr5syZY3FhR44cQb9+/eDh4QFnZ2e0bdsWK1assHh/lUWrffg6pnj66MLyyrk0k/u4HZ+NtBTdL7ejU+kvD3LzdEC7nrrTbDevvGZZcTbAzVVl1OQpLjzUD+2ahQAAjp0zPOtp5aajAID6tX0xsJtx5378sI5wc1UhJ7cAa3ecLLeayTLMJ/OEhflUr50b6rZ1Q6FGYPmblyzeD5XOF1tP4ujVREzo2fSh8+v8u8lTnMpBgSfb684UPRZrfLoyWUdFZ1RVzScABs2WsjBq8hTfZZ4WCfcveXcLV5fr161O5G66N7Wa2BSTy4vGZXIZ4PDgONW+oQ/sw30gCrXI/OGwQZOHpIfHUCWwMCe8e+iaPDnXMpF6wPhvceL669BkFMDO0Q41uvgZLPOI0B0DJO28adAAKpK08ybyk3Mhd7BDjfvNpOrGqbk35PczJ3XtZeMVtMC9dbrmj2uXWoDdgzlVFR669995sWkmv7+aO9koTM8DAMgcq970HBY1en7++Wc0adIEW7ZsQatWrQyWtW7dGlu2bEHDhg2xbNkyi4qKjo5Gp06dsG/fPjzxxBOYOHEikpKS8PTTT+O9996zaJ9Sd+u6bgKv0AZqyE18V3xqquDm6QCtVuDymTTjFczo8UQt2DvIUZCvxZ+/cbKukni6664bL/zXNa7Rf18CAPTsEG5yO5WjAzq10nWSdx++VIEVUmkwn8pfxBBfAMCFA6lIuZln5WpsW0JKJmb8egi+bk6YO7z9I++vhovuzVmhpZ9CULmryIyqjvlUGvlpurNLZHLeNMFShXd18+4oQjxMLleEeOrWS8mGSHtwVoGys+5MwoKzt6FNKnmyWrI+HkOVP3WLGgCAe0fumlyuzdci/bSuUapuWcNgWdFZQznXzc/Xl3NdN1Gwe6saZtexZQpf3dUzhZn5KEw1fYyaH6+basDO1QGOdR9kWMEdXSYpQ9xMdkUU3irYqZUQWoG8K/fKt/BKYFGjJzExEf369YPcVEcCgJ2dHfr374+7d03/QJdEo9HgP//5D2QyGfbu3YsffvgBH3/8MU6dOoVGjRph5syZuHzZRLeuituwJBZarUBQXVe8/VUr+NTU/WLLZECDlh54b1mEbr2lcYiPKXlyzuKKLts6tOM27iUbd4JJp7BQi4MnrgIAGtXx148LIXDhqu6TwIbFxv+tYZiuA3/+StWbqMvWMJ/KX1gr3afgl/9OQ41ajhj7aX18fKw9vrnaBR/83Q7jPgtHQL2HX6Y6fFYY/u90B3wb2wWfnOiAl5c2QdvBPpBZ9JfINk1eFI2MnHx89ExnuDk9+mnx+y4kAAAa1aqeB4BSVFEZVV3zqTRqtNAd2GdcLf3xExnK3aH72XHsWgeqgQ0hU+kmhoWdDA4RQXAZ3Uo3f8+y4wbb2dfTzXVUcCERcm9nuL7QHp7fDYXXipHw/OZxuL7YAXa1eKmcVPAYqvypglwAANlxJTRrrumWOYWYnv6hpCa17P4ZKqra1XzqiBLufiyze/Dz7BD84MzOtM2xEFoBh0BX+E1pDYX3/cvxZIBjfQ8EzNR94Ja2JRYFN6re3w+LDq/DwsKQnJxc4jopKSkICwsr87537dqFK1euYOTIkWjR4sEkxq6urpg+fTo0Gg0WLVpU5v1K3aXTaZg38RhyszXoPTwIv53pg23XBmDnzYH4fmcUXN0d8MU7p/HxaydLvc/aDVxRv7nu4GbLyuo5CXNpfbNyL27dTYdcLsOoQW314+mZucjK0TXIAnzMH4gULbt1t/RnW1HFYD6VP9/auiaOs7sCM3e0Rsfh/nB2t0dBrhY1ajqiwzA/TN/aGq0GlDyZZlBjVzio7FCQp4WbjwOadK+B/37VEK+vag6VmjeB3HDsKn4/cgVRDWvhmc6mzyAsi5Nxd7H2b93pymMiHz6hLVWOisqo6ppPD6Ou6wL/KF02xW+8aeVqqq6cLReQvVk32avLqFbwWjoCNRYPh9eKkXB7PRKFt9KR/sFu5O2PNdjOzk/3pkrmrITHxwPg2LUO5C5KiPxC2Hk5wzEqDB4f9odDu6BKf05kjMdQ5cvOWQE7J93xTUGS+flz8u8vs69h+AFP3u0cAOYbQJADqkDdFQkOntVrzqQimvtn5dg52z9o1PyLQ9CD10/h+WDut7yYe7j90RFoczVQ9whG6PJ+qPP7QNRZPxhBC7pB7uKAxG9PGczrU5VY1Oh5+eWXsWrVKly4cMHk8nPnzuGXX37Byy+/XOZ9R0dHAwB69epltKxobM+ePWXeb1Ww/dd4vPn0IaTcn0jLydUeDkrd9YBKlR1cPRygsC/9acd9nwoGANxLzsNf23mmiTmnLtzAW/+3HgAwcURnNK774BrXrJwHpwCqlPZm96FydAAAZGbzrClrYz6VL4VSDntH3Z+K7s/VAgTwzfP/4MV6+zC54X7M6HYEV46nw14px7jPwuETYvxH9sS2JHz9n7N4ufF+vFh3HyaF78fUNgex9Zvr0BYK1O/gjgnfVu9GRFZuASYtioa9nRxfjot65P1l5ORj5IItKNQKtAjxxn+6NXr0IqlcVFRGVcd8ehg7Jzu0mtMEcoVcd1eudWz0WEwrkLXkGLKWHIXQ6C4FlTs7QHb/zA+Zyh4yl3+90bSXQ3Z/7gxVv3BAAGmf7EHSqJVIHrMKKa9tQMGlu5DZ6yZylvtV8zMSJIDHUOVLXmxeF21eodn1tLm6ZXYqw3lg7v2tO3PKq0cAHHyMJ6f36RcI+/vzzMgUcsgdqt8p0tkn70Kbr3v9PJ80cSdZhQzuQ+rqH8qdDD9YzNgVj5uzDkKTmnt/ub1+zh+50g52rg6Aompe9luqj1D37t1r8Lh+/fqIjIxEq1at8Oyzz6JTp07w8fFBYmIi9u3bh2XLlqFHjx6oV6+emT2aV3TKXt26dY2WeXh4wMvLq8TT+vLy8pCX9+DNeXp61bjLlJ1ChikfN8djz4bgzN/JmDnub8ScTYfSyQ7NO9TAxNmNMeb1cDSNqIHXHj9gNI/Mv8nlQK8ndDOJ71xzA4UaTn5nyq27aRjy0vfIzslHiwa18OEbQwyWi2Ivm6yEUwLJephPFav42cJyuQy/zLyMYxsfnLJ982IWvhp7Bu8diICjiwI9xtfCincMX4NVM2Pwbyk387Bm7lUkxefimffqoVGkJxp28ai2d+6a8etBXE/KwBuPtULDR7zMSlOoxVMLtuDCzVS4OyuxYnJf2Cuq3iSCtqKyMqo65lNJZHYytJ7bBK61nZGfXoBj089CPOTYicyTuTnCbWoU7Ot5Izf6CrI3nEPhnUzIPVRQtguC8xNNoZ7UEVn+rsheder+Rg/+gMjkMmQsOoL8Qw/OMC+Mv4e0D6Ph+cVgyFX2cOrfAJk//l3ZT61aqyrHUFU1n4q/dRAWxM/N1bHw7lcLCmd7NPioLWI//wcZZ1Nhp7RDjW7+CH6xIbQFWsjt5RZ/jaquMC0PaZti4TGkDtwGhKIwqwBpG69Ck5oLZYgaXuObwsHfGaJAC5m93HBCeDsZfCe1gFvf2sg5l4xb8w4j72oaZEo7ODXxgtf4JqjxdAOoGtfAjTf3V7nJ5EvV6ImKijL5JlcIge+++w7ff/+9wRgAbNiwARs3bkRhofnupSlpabpLX9zcTF8mo1arceOG+UmF58+fj9mzZ5fpa0rByMl18dizIYi7mI6XB+5HQb7u05LM9AL8uTYBl06lYdHebmjZ2RsDRgVj3eK4EvfXtpsvavjpOr9bqvHdtkqSfC8Tff7zJa7dTEHdYG9s+u4FOP7rrB2XYnNkZOeaP1sn5/4yFyeHiimWzGI+Vaz8XC20hQJyOxkyUwtwcM0do3XSkwpw+I9ERD4TgIadTU/UaU70kpvoPSEQ3kEqNOtZo1o2ek7G3cWCLScRWMMFM4ZGPNK+tFqBsd9sx+YTcXBSKrD+jcdQP6Bs3xMqX5WVUdUxn8ySAS2mN4RvRy9ocgrx9+snkXWdEwE/CvXkTrCv542cXTHI/Oagflx7OwM5f/wDbUoO1JM6wmlIY+QdiEPhjTQgvxBCq4VMLoc2Iw95e68a7Vek5SJvfyxUPevBvqmf0XKqWFXlGKqq5lNhzoPXyK6EuzYVnflTfH0AyL+Tg0szjqPeuy3hVNsVjT5rZ7g8JQ+JG66j1ui60OYVQhRUzxsvJP14BvZ+TnBpH4AaT4WjxlOGl7/fW38FTi184BDoisKsAv2455P14Na3NvKupePG1L0PXr+sAmTsuYHcmHsI/qYHnJr5wK1vCNI2GV6aKnWlavTMmDGjypzN8NZbb+G1117TP05PT0dgYKAVKyqdJyfUAQD8/mOsvslTXPyVTBzccRtRA2uic/+AhzZ6+jylu9b5yrk0XDrNeWP+LS0jB/3++zXOXr6FIH8PbP9xEny9jG+7qnZxhLPKAVk5+biZaP51LFrm780JBSsb86ni3UvMh6e/EomxOWY/Lbp9RfcmyiOg7NeIx53KgHeQCt7Bpq+ttnWvLNmDQq3A3OEdICCQaaapnKcpRGZuPuQyGZxMXEoqhMDEH3fh5/0X4aCww9rXBqBTuPnbr1PlqCoZVVXzyZSm/wtHrb7+KMzX4sj/TiHlFI+DHoVdLTc4NNXdkCJn43mT6+TtvQrt6FaQqx3h0LoWcm7oXnNtag7sajij8HYGYObvR+FN3dkZdjWcy794KhHzqWIVZmlQmK2BnZMC9l7Gl14Vcbi/rCDZ+K5RaUeScOrZvfAbGgK3FjVg76mEJj0faceTcXPFFfj0170OOTeyKuZJVAGiQIubsw7CpXNNqLsF6SZclstQEJ+BtC2xyDx0C3V+HwgAKEh4MKmy+2Dd2WVpG6+abJIVJGQi6+9bcO1cCy4dAmyz0TNr1qwKLuOBoi5vUdf339LT0812ggFAqVRCqaxak1GpPRzg7qWr+Wac+V/SW9d0b6T8Aku+u42L2h6d+uj+IG/9hZMw/1tWdh4GTPgGR89eh5+XGjt+moygAE+T68pkMoSH+uLYP/E4F3PL7D7P3b/bVoMwfhpV2ZhPFe/mxSx4+ivNHaMbsuCs1qJjzOp4yjEAXLure5Mz+uvtGP21+fUmLtyFiQt3IdjLFbFfjjNa/sqSvfjhz7NQ2Mnxy8t90atZcEWVTGVQWRlVXfPp3xq/Vg8hQ2pBq9Hi2DtncPdwirVLqvLsaj74uSm8k2F2vcLETMjVjrDzdnkwFp+ma+CUJuCr6d8Aa6oqx1BVOZ9yrmfCJdwdTiEuZtdRBRfdmcv071f+3Vxc/9b0vEmuTXXvYTL/qX5nRP9b5r4EZO5LMBp3rO8BuaOu7ZFzXvc3Qe7qAIW77meq4Jb5998Ft3Xvv+19q14jWnIzNhVdt2nqGs3U1FQkJSWZvLazKtMWu97Pt5b5T7R97i/LztSUuL/uj9eEUmUHjUaL7avjy6dIG5GTm49BL36Hv05chZeHC3b8NAl1gku+U1BUW911yDsPmg7Y3LwC7D92BQDQNaLs1yxT1VEd8wkALhzQHTz41laZvXulX5iuAZ18w/xdJcwJbqqbgDM5vuzbks5bKw/gi60nIZfJsOSFXhjcpux3RKGqrbrmU3ENXghD6PAgiEKBE7P/we29Zb8FNJlQrElj52X+zU7RMpH74NKI/LO6D8Ls/NWAmb8fRY2kwqSqd/tiKr3qmlHpJ3R3MXNrY/r9hsxBDvX9Zk368ZLvePZvDl5KuLX2AgAk7eBk8+aoe4UAALJPJaIw5f6xZrFcU/iYf/9tf3+ZNrvA7DpSJblGT2RkJABg+/btRsuKxorWsRWZaQW4Ha/rFvZ7OhhyE98V7wBHRHT3BQCcO1byp1N97t9t68iuRKQkGp8CWF3l52swdPJC7D58Ce5qFbb+8CIa1vF/6HYj+rcGAFy4egcbo88YLV/46wGkZeTAUWmPIT2alXvdJB3VMZ8A4Mj6u9Dka+HiYY/2w4zPWlN72SNisA8A4Ozusn16HjkqAN5Buj+ip/8s2wGOrYj9chy0v7xs9l+Rnyb0hPaXl43O5pnz22F8sO4oZDLg+/92x1MdTdx1gmxedc2nIvXG1Ubd0bUhtAIn559Hwnbj+cTIMpq4B2cKOPYw/UbcoVUtyN11WV5wOUk/nvdXHISmEHJXJZSRoUbbydwcoewYAgDIP8E3qrasumZU0p+6n2unYBe4t/cxWu47IAgKV3to8wqRsq8Md0mWA7Wn6O4qmH4mBemnePaiKY4NPOHWJwQAkPLLRf24NrMABXd0Z/K49Q4x2RVReKng1Fp33Jt7seqdMWVxoyc+Ph7PP/88wsLCoFKpYGdnZ/RPoSjVlWEGunfvjtDQUKxYsQInT57Uj2dkZGDOnDlQKBQYM2aMpWVXCjdPB/0/V/cH8yi4utsbLCv+yfi6Rbpr/hq28sTcpe0QWEd3Cp+dQobmHb3w8a8d4aK2h6ZAiz9+Mn99YGCYCxq30XWFt/CyLb3CQi2enroY2/afg6uzIzZ/9yJaNCzdtb0tGwbi8V7NAQDj3l6OzXv+0e9z6brDePPTdQCAl0dFmZznhyof88k8Fw97/T8ntwevgZObwmBZ8XxKvpGL3Ut1ByojZtVBq/7ekNvpVgio54QXFzWBo4sC2WkabP/e8CzCp+bUwYjZdVCnjZv+Nu2Abi6foW+FYuRc3ZuG8wdSy9wkIuCzzScw89dDAIAvxkZhXFfeRr0qqIiMsoV8AgAHN3v9P3vXB8dQ9q72BsuKnx0SOiIQ4c/rzmI78/FFxG8oW8PATik32HfRLYrlDobj/771cXWhTcxE/knda6rqHw7nkS0gU9+fb8RRAWVUKFxf7ABAd/lW/tEHE+pq72YhZ9slAIDLmDZwaBekv52jXS03uE2NglxlD21WPnI2nqvEZ0Xm8BjKPIWbvf6fXbF8snO1N1hWPJ+yLqUjOVo3/UOdt5rBvd39M3vkgFfvmgiaoJs4+NavsShINZ6jL/A/9eHW2gvyYvnjHO6GBh+1hWdHX2gyC3Dlg9MV8GyrDlUzb7gPqQN7P2d9d0PuYg/3gWGoOa8TZAo57m26iuzjiQbb3bs/545jfU8EzGgP+1r3L6+zk0HV1As153WEnbM9hEaLexuuVOZTKhdl/y0FcPXqVURERCA1NRWNGjVCXl4egoOD4ejoiCtXrkCj0aBZs2Zwd3cve0EKBRYuXIjevXujc+fOeOqpp6BWq7F27VrExsZi7ty5Ft3SrzJtjOlvcvyHP7saPB7WbJv+TJ6VX1xGvWbu6DqoJjr380fnfv7IzdZAYS+H4v4t8wrytfjwlROIu2j++ug+I3STMGfcy8f+zebnlKluDpy4irXbTwIACjSFGPLSd2bXDfT3wOHVUw3GFs55GrHxSThx/gYem/gNnFQOKCzUIi9fdxld3y6N8O7kARVWP5Ue86lkn53taHJ82uZWBo//F3HI4DKsNXOvwC9UhSbdamDi942Qn1MITb7QN4tyMjT4+r9nce+24UGKo4sCHZ/0Q4//1IK2UCAnXQOZnQxO6gd/fi7+dQ/f/vef8nqK1cqUZbpb48plMsz57W/M+c38rYn/njcCgV6ulVUamVFRGWUL+QQAfbab/kS/y+K2Bo93DN6PnFu6jGr0su55iUKBes/VRr3napvd/94xfyP3X2c71xkVgvrjjc82Cejui4D7Z1MDwPWNN3FyTvVsRmR89RfcZvaAopY7nIY0htOQxtBm50Ne7G6j2ns5SP8oGtAYTmqatfw4FAFqOLSoCbcpkRD5GogCLeTOum212flI/3gPtCk5lfmUyAQeQ5WszYZeJsebft/J4PHxJ3ch7/aDn+crH5yGMsAJLvXc0ODDtijM0UAml0Gu1DVvUg8m4vqPl0zu26tnAGo9q7tpjyajAHIHuX67/KRcXHznGHKvV9+JmAHA3scJPhOaAROaQWi00OZoIHe2h+x+UzltSywSvzxhtF3qr5fgWMcdrl1qwaV9AFzaB0Cbq4FMIYdMcf+W9QVa3PnsGPKvm3//LVUWNXpmz56NtLQ0/Pnnn4iMjIRcLsfYsWMxY8YM3Lx5ExMnTsT58+exY8cOi4rq2rUr9u/fj5kzZ2L16tXIz89Ho0aNMGfOHDz99NMW7VPqCgsFZoz9G10GBKDPiCA0aOEOtxpKaAq0uHUtG8f338Wa768g7oL5HzKZDOg9XHeWyp9rb5i8e1d1pdU+eC1y8wqQm2f+Ost/32IdANxcVTiwcgo+W7Ibv2w+hivX78LBXoHm4bUwekg7jB/WAXJT19xRpWM+VYzCAoHPR51BpxF+6DjcHwH1nODgaIfE2BycjU7B1m+uIyXB+FLRPctuIiM5H3Vau8GzphLOHvaQy2RITsjFtVMZOLwuEcc33a22EzE/qqLXTSsE7qSVfPvoQi1fZCmoyIyqrvlUdDAvs5PBsUbJE7bK7KR/hyEp0t7LQer/NkPVoy4cIoKgCHSHzMke2ux8FN7OQP7xBORsuQCRbmLKAI0Wae/tgmO3OnDsGga7Wm6QOShQeDsd+SdvInvdOWiTqvcbVangMVTFKMzS4OzEv+D/ZG14dQ+AY4ATtBotsmLSkbjlBhI3XDc7GXnC0hh4dPSBU5gaDp5KaPO1yL6agZT9d3D7tzgUZpc8d2t1kPNPElJ/vwxVYy/Y+zhBplJAk5SDnH+SkbYlFjmnzMzXphW4Ne8wMqLjoe4ZDMd6HrBTKyE0WhTczkL2qbu4ty4G+deqXpMHAGRClP3wumbNmmjTpg3++OMPAIBcLsfMmTMxc+ZMAEBeXh6aNGmCrl274rvvzJ85URmKZnBvo34eClnVnK29Ktt/sKG1S6iW0jNz4NH2VaSlpUGtrl6Xk1XFfBrp8yYc5MynyvbTZ5z401rSs/PgPu5LZhSkm1FF+bS8xetwsmM+Vbb2QTwr21oyCvJRb8Ny5hOkn09bIybBWcF8qmw1VLx5hrVkavLRNvr7UuWTRacgJCUlITw8XP9YoVAgO/vBJ4lKpRI9e/bExo0bLdk9EZHFmE9EJGXMKCKSKuYTke2wqNHj5eWFrKwsg8dxcXEG6ygUCty7d+9RaiMiKjPmExFJGTOKiKSK+URkOyxq9NStWxdXrjyYebpt27bYtm0brl69CgC4e/cu1qxZg7CwsPKpkoiolJhPRCRlzCgikirmE5HtsKjR07dvX+zevVvfzX3llVeQkZGBpk2bok2bNqhXrx5u376NSZMmlWetREQPxXwiIiljRhGRVDGfiGyHRY2eiRMnIjo6GnZ2ulu7RUVF4ZdffkFwcDDOnj0LX19fLFiwAOPHjy/XYomIHob5RERSxowiIqliPhHZDotur65WqxEREWEwNmzYMAwbNqxciiIishTziYikjBlFRFLFfCKyHRad0UNERERERERERNLDRg8RERERERERkY0o1aVbcrkcMpmszDuXyWTQaDRl3o6IqLSYT0QkZcwoIpIq5hOR7SpVo6dLly4WhQARUUVjPhGRlDGjiEiqmE9EtqtUjZ7o6OgKLoOIyDLMJyKSMmYUEUkV84nIdnGOHiIiIiIiIiIiG8FGDxERERERERGRjWCjh4iIiIiIiIjIRrDRQ0RERERERERkI9joISIiIiIiIiKyEWz0EBERERERERHZCDZ6iIiIiIiIiIhshOJRd5CZmYlLly4hKysLnTt3Lo+aiIjKBfOJiKSMGUVEUsV8IqraLD6jJy4uDoMGDYKHhwfatGmDrl276pcdOHAADRs2RHR0dHnUSERUJswnIpIyZhQRSRXzicg2WNTouX79Otq1a4fNmzdj0KBBaN++PYQQ+uURERFISkrCypUry61QIqLSYD4RkZQxo4hIqphPRLbDokbPzJkzkZqaij179mDNmjXo2bOnwXKFQoHOnTvjwIED5VIkEVFpMZ+ISMqYUUQkVcwnItthUaNn27ZtGDJkCDp06GB2naCgICQkJFhcGBGRJZhPRCRlzCgikirmE5HtsKjRk5KSgpCQkIeul5eXZ8nuiYgsxnwiIiljRhGRVDGfiGyHRY0eX19fxMTElLjO2bNnERQUZFFRRESWYj4RkZQxo4hIqphPRLbDokZPz549sWHDBpw9e9bk8n379uHPP/9Ev379Hqk4IqKyYj4RkZQxo4hIqphPRLbDokbPtGnToFKp0KlTJ7z33nv6zu+WLVswffp09OnTB15eXnjjjTfKtVgioodhPhGRlDGjiEiqmE9EtkNhyUYhISHYtm0bRowYgWnTpkEmk0EIgQEDBkAIgaCgIKxZswb+/v7lXS8RUYmYT0QkZcwoIpIq5hOR7bCo0QMAERERuHz5MjZs2IDDhw8jJSUFarUaERERGDRoEBwcHMqzTiKiUmM+EZGUMaOISKqYT0S2weJGDwAoFAoMGTIEQ4YMKa96iIjKBfOJiKSMGUVEUsV8Iqr6LJqjp7CwEOnp6dBqtSUuLywsfKTiiIjKivlERFLGjCIiqWI+EdkOixo9s2fPho+PD5KTk00uT0lJga+vL+bNm/dIxRERlRXziYikjBlFRFLFfCKyHRY1ejZu3Iju3bvD29vb5HJvb2/06NED69ate6TiiIjKivlERFLGjCIiqWI+EdkOixo9V69eRXh4eInr1K9fH7GxsRYVRURkKeYTEUkZM4qIpIr5RGQ7LGr0aDQayOUlbyqTyZCbm2tRUURElmI+EZGUMaOISKqYT0S2w6JGT1hYGHbt2lXiOrt27ULt2rUtKoqIyFLMJyKSMmYUEUkV84nIdljU6Bk6dChOnjyJGTNmGM26XlhYiOnTp+PkyZMYNmxYuRRJRFRazCcikjJmFBFJFfOJyHbIhBCirBtlZmYiIiICFy5cQFhYGLp27YqaNWsiISEBu3fvxpUrV9CgQQMcOnQILi4uFVF3qaWnp8PNzQ1t1M9DIVNatZbqaP/BhtYuoVpKz8yBR9tXkZaWBrVabe1yKlVVzKeRPm/CQc58qmw/fZZp7RKqrfTsPLiP+5IZJeGMKsqn5S1eh5Md86mytQ+6Ze0Sqq2MgnzU27Cc+VQF8mlrxCQ4K5hPla2GipfuWUumJh9to78vVT5Z1OgBgOTkZEycOBG//fYbiu9CLpdj6NCh+Prrr1GjRg1Ldl2uioIgJXY51K5O1i6n2pHdS7V2CdVSekYOPFq8VC0PUgDmE5UO88l6mFHSzyh9PsWvglrNfKpssoQEa5dQbVXnD8sA5hM9HPPJesqSTwpLv0iNGjWwevVqJCYm4ujRo7h37x7c3d3RunVr+Pj4WLpbIqJHxnwiIiljRhGRVDGfiGyDxY2eIj4+PujXr1951EJEVK6YT0QkZcwoIpIq5hNR1WbRZMxERERERERERCQ9Fp/Rc+7cOXz55Zc4cuQI7t27ZzQzOwDIZDJcuXLlkQokIior5hMRSRkzioikivlEZBssavTs2bMHffr0QV5eHhQKBXx9faFQGO/KwnmeiYgsxnwiIiljRhGRVDGfiGyHRY2eN998ExqNBgsXLsTo0aNhZ2dX3nUREVmE+UREUsaMIiKpYj4R2Q6LGj2nTp3CiBEjMG7cuPKuh4jokTCfiEjKmFFEJFXMJyLbYdFkzK6urry9HhFJEvOJiKSMGUVEUsV8IrIdFjV6+vfvj3379pV3LUREj4z5RERSxowiIqliPhHZDosaPR9++CHS0tIwefJkZGdnl3dNREQWYz4RkZQxo4hIqphPRLbDojl6nnzySTg7O+Orr77C4sWLUbduXbi5uRmtJ5PJ8Oeffz5ykUREpcV8IiIpY0YRkVQxn4hsh0WNnujoaP3/Z2Zm4sSJEybXk8lkFhVFRGQp5hMRSRkzioikivlEZDssavRotdryroOIqFwwn4hIyphRRCRVzCci22HRHD1ERERERERERCQ9Fp3RU1xmZiYuXbqErKwsdO7cuTxqIiIqF8wnIpIyZhQRSRXziahqs/iMnri4OAwaNAgeHh5o06YNunbtql924MABNGzY0OA6TyKiysJ8IiIpY0YRkVQxn4hsg0WNnuvXr6Ndu3bYvHkzBg0ahPbt20MIoV8eERGBpKQkrFy5stwKJSIqDeYTEUkZM4qIpIr5RGQ7LGr0zJw5E6mpqdizZw/WrFmDnj17GixXKBTo3LkzDhw4UC5FEhGVFvOJiKSMGUVEUsV8IrIdFjV6tm3bhiFDhqBDhw5m1wkKCkJCQoLFhRERWYL5RERSxowiIqliPhHZDosaPSkpKQgJCXnoenl5eZbsnojIYswnIpIyZhQRSRXzich2WNTo8fX1RUxMTInrnD17FkFBQRYVRURkKeYTEUkZM4qIpIr5RGQ7LGr09OzZExs2bMDZs2dNLt+3bx/+/PNP9OvX75GKIyIqK+YTEUkZM4qIpIr5RGQ7LGr0TJs2DSqVCp06dcJ7772n7/xu2bIF06dPR58+feDl5YU33nijXIslInoY5hMRSRkzioikivlEZDsUlmwUEhKCbdu2YcSIEZg2bRpkMhmEEBgwYACEEAgKCsKaNWvg7+9f3vUSEZWI+UREUsaMIiKpYj4R2Q6LGj0AEBERgcuXL2PDhg04fPgwUlJSoFarERERgUGDBsHBwaE86yQiKjXmExFJGTOKiKSK+URkGyxq9Lz77rsIDQ3FM888gyFDhmDIkCHlXRcRkUWYT0QkZcwoIpIq5hOR7bBojp65c+fizJkz5V0LEdEjYz4RkZQxo4hIqphPRLbDokZPcHAwUlJSyrsWIqJHxnwiIiljRhGRVDGfiGyHRY2ep556Ctu2bUNaWlp510NE9EiYT0QkZcwoIpIq5hOR7bD49upNmzZFt27dsGnTJiQmJpZ3XUREFmE+EZGUMaOISKqYT0S2w6LJmFUqFQBACIGBAweaXU8mk0Gj0VhWGRGRBZhPRCRlzCgikirmE5HtsKjR07lzZ8hksvKuhYjokTGfiEjKmFFEJFXMJyLbYVGjJzo6upzLICIqH8wnIpIyZhQRSRXzich2WDRHDxERERERERERSY9FZ/QUyc/Px86dO3HhwgVkZWVh+vTpAIDc3Fykp6fDy8sLcjl7SURU+ZhPRCRlzCgikirmE1HVZ/Fv6Pr16xEUFITHHnsMr7/+OmbNmqVfdvr0afj7++OXX34pjxqJiMqE+UREUsaMIiKpYj4R2QaLGj0HDhzAE088AaVSic8//xwjR440WN62bVvUqVMHv/32W7kUSURUWswnIpIyZhQRSRXzich2WHTp1ty5c+Hu7o6jR4/C29sbycnJRuu0atUKf//99yMXWN0IIbByzX4sWrEbp87GISs7D/6+7ugZ1QxvTB6E0BBfa5dYZWVk5mL3oYs4eiYOR89cw9EzcUhOzQIAXNw5B3VCfExu123kJ9jz96VSfY2ZkwdgxuTHyq1mKjvmU8VhPlUc5lP1wYyqeFdjb+PL7zdj+87jiE9Ihp2dHAF+HmjXtj5GPdUVkZ0aW7vEKif+Vip+33kSOw9exOkLCbiTnAEHezuEBnqhT+eGmDwqCv7ebma3z8/X4PNlu7Fy41HEXL8LhcIODUJ9MXpIO4wf1pF3epII5lPFYz6VP+aTaRY1eg4dOoQnnngC3t7eZtcJDAzE+vXrLS6sOioo0GD4uE+xfstRAIBCYQdXF0fEXb+LH5buxIrf9mHNkjfQM6qplSutmv48eAFDJ35T5u083J3g66U2uzw3rwBpGTkAgBaNgiyuj8oH86liMJ8qFvOp+mBGVaxFy3Zi8hs/ICcnHwDg7OyIggINLlxKwIVLCZDL5HwjVUbxt1JRu8cMCCH0Y26uKmRm5+H0xQScvpiAH1YfwK+f/wddI+oZbZ+emYMeYxfg2D/xAAAnlQNycgtw6FQcDp2Kw8bos1i7YDwUCrtKe05kGvOpYjGfyh/zyTyLGj15eXlwczPfFQOAtLQ0TtJVRm+9uwLrtxyFQmGHD2Y9g/HP9oCTkxI3bibj9elLsGbdITw55hOcPfh/qOnvae1yqySfGq5o1SQYbZqEIMDXHROmLX/oNr99PbHE5a/MWYUvluyCTw1X9I1kOFsb86liMJ8qHvOpemBGVZxVa/bhv5O+hhACL/63H15+4TGE1vYDANxJvIedu08iP19j5SqrnkKtFgAwoGtjjB7cDt0i6sFd7YT8fA3+PHQRk+auRuyNZAx56Xuc3zzd6JPz/85YiWP/xMPTzQmL5o9C/8jG0GoFlm/4Gy/MXoVN0Wcx68tNmPvKQGs8PSqG+VRxmE8Vg/lknkWNntDQUBw9erTEdQ4ePIjw8HCLiqqOEu+m4esftwIAXpnYHy9P6K9fViugBn7+/hX8c34Kzl9KwLyP1+DrT/5rrVKrrMe6NcXgwx/rH8fdSHrkfRYUFOKXDUcAACMHtq2S3V5bw3wqf8ynisd8qj6YURUj8e49vDTlewghMHfGM3hzylCD5b4+7nh6eJR1iqviPNROOL72TTStX9Ng3MFBgb5dGmHjtxPRaugHyMjKxQ+rD2DGi/3065w4F49ftx4HAPw47xkMiGoCALCzk2H04HZIy8jBq/N/w2dLd2PyqK7wqeFaeU+MjDCfKgbzqeIwn8yzqB07dOhQ7Nu3D0uXLjW5/OOPP8bZs2cxfPhwi4pavnw5nn/+ebRu3RpKpRIymQyLFy+2aF9Vxe59Z/Vd3FcmDDBabmcnx0vj+wIAVv9xEAUF7PiWlZ1d+X/6sDn6DO6mZAAARg/tUO77p7JjPpU/5lPFYz5VHxWZUdUxn4p8++M2pN7LRP26NTH11SHWLsemuLmqjN5EFRce6od2zUIAAMfOXTdYtnKTrmlQv7YvBnYzvrR3/LCOcHNVISe3AGt3nCy3mskyzKeKwXyqOMwn8yw6o+eNN97Ab7/9hrFjx2L58uXIzc0FAEydOhUHDx7EX3/9hebNm+Oll16yqKhp06bh2rVr8PLygr+/P65du2bRfqqSazfuAgDc1E7w83U3uU79urof4ntpWTh26iratTa+zpAq19LfDwIAmjcIRNPwWlauhgDmU0VgPlVNzCdpqsiMqo75VGTl6j0AgGdGRPGyEivwdHcGABQWCoPx6PuTxffsYPoMEJWjAzq1CsOm6LPYffgSJozoXLGFUomYTxWD+WRd1TWfLPpJc3Fxwb59+zBixAjs3r0b+/fvhxACH3/8Mf766y88+eST2LlzJ5RKpUVFLVy4EHFxcbh79y4mTJhg0T6qKq1WmF2mKSzU//+5CzcqoxwqQXJqJjbvPgsAePbxdlauhoownyoO86nqYD5JV0VmVHXNp+SUdFy+cgsA0LF9A+zZfxb9h74Lr6Bn4Oo3HE3aTsJbM5ciKTndypXapsJCLQ6euAoAaFTHXz8uhMCFq3cAAA2Ljf9bwzDdPCXnr9yuwCqpNJhP5Y/5ZF3VOZ8sOqMHADw8PPDzzz9jwYIFOHLkCFJSUqBWq9GmTRv4+j7aLXZ79OjxSNtXRcG1dLPbZ2TmID4hCYE1vYzWOX/xwZunW3dSK602Mm3lhr+RX6CBQiHHyIER1i6HimE+lS/mU9XDfJK2isqo6phPAPRvogBg5+5TmP/xGggh4OqqAqDLp/MXb2DF6r3Y+sdMNKgfaK1SbdI3K/fi1t10yOUyjBrUVj+enpmLrPt3FwrwMT/Bb9GyW3fTKrZQKhXmU/liPllXdc6nUp3RExoaigULFugfL126FKdPnwYA1KhRA3369MHIkSMxYMCAR34TVV117dwYDg66vttHC9YZLc/P12DBd5v1jzMycyqtNjJt6VrdZRF9I5vAu4pNzmVLmE8Vj/lU9TCfpIMZVfHupWXp/3/+x2vQqEEg/tr1AVJvrEDazZXYsGYafLzdkHAzGU+O+hAaTWEJe6OyOHXhBt76P92ttieO6IzGdQP0y7Jy8vT/r1Lam92HytEBAJCZnV9BVZI5zKeKx3yynuqeT6Vq9MTFxeHevXv6x2PGjMEff/xRQSU9mry8PKSnpxv8qwp8vN3w/JieAIBvftqOafNW4sbNZBQUaHDidCwGjJiP2GuJsLfX3TWF13da1z+XbuLYWd2EXrwswrqYTxWP+VS1MJ+kpapkVFXNJ8DwslI7OznWLH8TbVvp5gmTy+Xo27MVfvhKN6fI+Ys38MeGQ1ap09bcupuGIS99j+ycfLRoUAsfvmE4yawodrWvTCar5OqoNJhPFY/5ZB3Mp1I2enx8fJCQkFDRtZSL+fPnw83NTf8vMLDqnP72/sxnMKB3Kwgh8P7//Y6QphOh8h+JNt3+h117z+CF53ojNFjXTXd3c7JytdVb0SSnNTycMaCr8SztVHmYT5WD+VR1MJ+kpapkVFXOJxdnR/3/9+vdCnXCjOdb6N+7NerV0X2a+2f06UqrzVYl38tEn/98iWs3U1A32BubvnsBjv/6VNzF6cE8Ltm55j8Nz7m/zMXJoWKKJbOYTxWP+VT5mE86pZqjJyIiAsuWLYNCodCfthcdHf3Q7WQyGaZPn/5IBZbVW2+9hddee03/OD09vcqEgVJpj9+XT8Vv6w9hxZp9OHfhBgq1WtSvWxP/GdUdA3q3gkft0QCAuqHmJ42iilVYqMXP6w4DAEYMaKO/pIWsg/lUOZhPVQPzSXqqSkZV5XwK8PPU/3+9OuZvs1uvbk1cirmJ+ISkyijLZqVl5KDff7/G2cu3EOTvge0/ToKvl9poPbWLI5xVDsjKycfNRPPzWxQt8/c2P08GVQzmU8VjPlUu5tMDpToC/OijjzB48GB88803AHS/3NHR0Q8NAmu8kVIqlRbfTUcKZDIZnhjUHk8Mam+07O/jMci5P2lURKu6lV0a3bd9/zncuv9L/+zjxt8nqlzMp8rDfJI+5pP0VJWMqsr5FFrbFyqVA3Jy8lGaM/Bt9TT9ypCVnYcBE77B0bPX4eelxo6fJiMowNPkujKZDOGhvjj2TzzOxdwyuQ4AnLt/N5sG9+9uQ5WH+VTxmE+Vh/lkqFSNnnr16uHs2bOIjY1FQkICoqKiMGbMGIwePbqi66NilqzYDQCI7NgIAf6mf2ip4hVNctqobgBaNwmxbjHEfJII5pM0MJ+khxlV8eRyObp0bIRtO0/g4mXzl6Fcur8sONC7skqzKTm5+Rj04nf468RVeHm4YMdPk1AnuOTXMqptPRz7Jx47D14wuTw3rwD7j10BAHSNqFfuNVPJmE8Vj/lUOZhPxkp9TrdcLkdYWBjCwsIQHByM5s2bIzIysiJro2IOHrmEH5fvAgD875XB1i2mGkvLyMH6nacAcJJTKWE+WRfzSRqYT9LFjKp4z4yIwradJ7B52zHEXLllNA/Gpm1HcSnmJgCgd8+W1iixSsvP12Do5IXYffgS3NUqbP3hRTSs8/DLdEf0b41PFv2JC1fvYGP0GQyIamKwfOGvB5CWkQNHpT2G9GhWUeVTCZhPFY/5VLGYT6ZZdGuU2NhYTJ48ubxrqfZ27zuLz77ZiKtxd1BYqAUApN7LxJc/bEG/YfOg0RRi/LM90Ktr1ftBk4qklEz9v9S0bP14anq2wTKtVmty+1WbjiA3rwB2dnI8PYhvpKSI+VQxmE8Vj/lUPTCjKsbwoZ3QomkoNJpCPPHM+zhy7DIAQKvVYuvO4/jvS18BAFq3rIMBfVpbs9Qqp7BQi6enLsa2/efg6uyIzd+9iBYNSzc/SsuGgXi8V3MAwLi3l2Pznn/0+1y67jDe/HQdAODlUVEm59GgysV8qhjMp4rDfDLvkWZpvH37NtauXYsLFy4gOzsbCxcuBADcvXsXsbGxaNKkCVQqVZn3u3DhQuzfvx8AcObMGf1Y0fWigwcPxuDBgx+ldEm6fiMJr09fitenL4VCYQcXZ0ekpWdD3L//23PPdMOXH/3HylVWbb5tp5gcb/f4fIPHV6LnIaSWl9F6y9bqbnnYs1ND+PtUvUm5qhPmU/liPlU85lP1UhEZVV3zCdCdlfDbijfRrd80nD13He27TYWrqwqFhVpkZ+cBAOrXrYlfl/2Pc2CU0YETV7F2+0kAQIGmEENe+s7suoH+Hji8eqrB2MI5TyM2Pgknzt/AYxO/gZPKAYWFWuTlawAAfbs0wruTB1RY/VR2zKfyxXyqOMwn8yxu9Hz99deYMmUK8vJ0P5wymUwfAomJiWjfvj2+/fZbjB8/vsz73r9/P5YsWWIwduDAARw4cAAAEBISYpNB0DEiHJOf74d9f53H9YQkZGTmoFaAJzq0rY//PNsDXTs3tnaJ1VpMXCL+Oq67TpOXRUgb86n8MZ+kjflUtVRURlXXfCoSFOiNE399hk+++AO/rz+I2GuJkMlkaNE0FI8Pao9JE/rDxaXsDf7qrvhZhLl5BcjNKzC77r9vYQwAbq4qHFg5BZ8t2Y1fNh/Dlet34WCvQPPwWhg9pB3GD+sAudyiiwyoAjCfKgbzqWIwn8yTiaKPY8tgw4YNGDRoEFq3bo0ZM2Zgy5Yt+Pbbb1FYWKhfp0WLFggICMCmTZvKteCySk9Ph5ubG1Jil0Pt6mTVWqoj2b1Ua5dQLaVn5MCjxUtIS0uDWl31TjV8FMwnKi3mk/Uwo6SfUfp8il8FtZr5VNlkCeYnbaWKlZ6ZA4+2rzKfmE9kBvPJesqSTxad0fPRRx8hKCgIu3fvhrOzM44dO2a0TpMmTbBv3z5Ldk9EZDHmExFJGTOKiKSK+URkOyw6D+nkyZPo378/nJ2dza5Ts2ZN3Llzx+LCiIgswXwiIiljRhGRVDGfiGyHRY0erVYLe3vja9yKu3v3LpRKpUVFERFZivlERFLGjCIiqWI+EdkOixo99evX18+abopGo8GePXvQpEkTs+sQEVUE5hMRSRkzioikivlEZDssavQ8/fTTOH78OObOnWu0rLCwEK+//jquXr2KZ5999pELJCIqC+YTEUkZM4qIpIr5RGQ7LLrrVkFBAXr16oW9e/eiTp06UCqV+OeffzB06FAcPXoUcXFx6NWrF7Zs2QKZTFYRdZca72pjXbyrjXVU5zvaMJ+otJhP1sOMkn5G8a421sW72lhPdb7rFvOJSoP5ZD1lySeLzuixt7fHtm3b8OabbyIpKQlnz56FEAJr1qxBSkoK/ve//2H9+vVWfxNFRNUP84mIpIwZRURSxXwish0WndFTnBACFy9eREpKCtRqNRo0aAA7O7vyqu+R8RNz6+In5tZRnT8tL475RCVhPlkPM0pHyhnFT8yti5+YW091PqOnOOYTmcN8sp4KP6OnOJlMhvDwcHTo0AGNGzfWB0BsbCzGjBnzqLsnIrIY84mIpIwZRURSxXwiqtoeudHzb9evX8f48eMRHh6OZcuWlffuiYgsxnwiIiljRhGRVDGfiKqWMjV69u/fj65du0KtVsPT0xODBg3CxYsXAQDZ2dl47bXXUK9ePfz444/w9vbGggULKqRoIqJ/Yz4RkZQxo4hIqphPRLZHUdoVjx07hh49eiA/P18/tmHDBhw5cgR79+7F4MGDce7cOQQEBOB///sf/vvf/0KpVFZI0URExTGfiEjKmFFEJFXMJyLbVOozej788EPk5+dj/vz5SExMRGJiIt59913cvn0bnTt3xoULFzBt2jTExMRg0qRJDAAiqjTMJyKSMmYUEUkV84nINpX6rlu1atVCeHg4du7caTDetWtX7N27Fx999BFee+21CinyUfCuNtbFu9pYR3W7ow3ziSzBfLIeZpSOlDOKd7WxLt7Vxnqq2123mE9UVswn66mQu24lJiaiVatWRuNt2rQBAIwePbqMZRIRlQ/mExFJGTOKiKSK+URkm0rd6NFoNHB2djYaLxqrUaNG+VVFRFQGzCcikjJmFBFJFfOJyDaV++3ViYiIiIiIiIjIOkp91y0AWL58OQ4dOmQwFhMTAwDo16+f0foymQybNm16hPKIiEqH+UREUsaMIiKpYj4R2Z4yNXpiYmL0v/T/tnXrVqMxmUxmWVVERGXEfCIiKWNGEZFUMZ+IbE+pGz2xsbEVWQcRkcWYT0QkZcwoIpIq5hORbSp1oyc4OLgi6yAishjziYikjBlFRFLFfCKyTZyMmYiIiIiIiIjIRrDRQ0RERERERERkI9joISIiIiIiIiKyEWz0EBERERERERHZCDZ6iIiIiIiIiIhsBBs9REREREREREQ2go0eIiIiIiIiIiIbwUYPEREREREREZGNYKOHiIiIiIiIiMhGsNFDRERERERERGQj2OghIiIiIiIiIrIRbPQQEREREREREdkINnqIiIiIiIiIiGwEGz1ERERERERERDaCjR4iIiIiIiIiIhvBRg8RERERERERkY1go4eIiIiIiIiIyEYorF1ARRNCAADSM7KtXEn1JMvIsXYJ1VJ6pu51L/r5J2liPlkX88l6mFHSx3yyLlkm88la0jNzATCfpIz5ZF3MJ+spSz7ZfKMnIyMDABDS9L9WroSo8mVkZMDNzc3aZZAZzCeq7phR0qXPp4ZjrVwJkXUwn6SL+UTVXWnySSZsvF2t1Wpx8+ZNuLq6QiaTWbucMklPT0dgYCDi4+OhVqutXU61U5VffyEEMjIyEBAQALmcV2hKVVXOJ6Bq/45UdVX9tWdGSR/ziSxV1V975pP0MZ/IUlX9tS9LPtn8GT1yuRy1atWydhmPRK1WV8kfRFtRVV9/fgolfbaQT0DV/R2xBVX5tWdGSRvziR5VVX7tmU/SxnyiR1WVX/vS5hPb1ERERERERERENoKNHiIiIiIiIiIiG8FGj4QplUrMnDkTSqXS2qVUS3z9iUrG3xHr4WtPVDL+jlgPX3uikvF3xHqq02tv85MxExERERERERFVFzyjh4iIiIiIiIjIRrDRQ0RERERERERkI9joISIiIiIiIiKyEWz0EBERERERERHZCDZ6JOjIkSPo168fPDw84OzsjLZt22LFihXWLqtaWL58OZ5//nm0bt0aSqUSMpkMixcvtnZZRJLCjLIO5hPRwzGfrIP5RPRwzCfrqK75pLB2AWQoOjoavXv3hoODA0aMGAE3NzesXbsWTz/9NOLi4vD2229bu0SbNm3aNFy7dg1eXl7w9/fHtWvXrF0SkaQwo6yH+URUMuaT9TCfiErGfLKeaptPgiSjoKBAhIWFCaVSKY4fP64fT09PF40aNRIKhUJcunTJihXavh07doi4uDghhBDz588XAMSiRYusWxSRRDCjrIv5RGQe88m6mE9E5jGfrKu65hMv3ZKQXbt24cqVKxg5ciRatGihH3d1dcX06dOh0WiwaNEiK1Zo+3r06IHg4GBrl0EkScwo62I+EZnHfLIu5hORecwn66qu+cRGj4RER0cDAHr16mW0rGhsz549lVkSEZEeM4qIpIr5RERSxXwia2CjR0IuX74MAKhbt67RMg8PD3h5eenXISKqbMwoIpIq5hMRSRXziayBjR4JSUtLAwC4ubmZXK5Wq/XrEBFVNmYUEUkV84mIpIr5RNbARg8RERERERERkY1go0dCirq85jq66enpZjvBREQVjRlFRFLFfCIiqWI+kTWw0SMhRddtmrpGMzU1FUlJSSav7SQiqgzMKCKSKuYTEUkV84msgY0eCYmMjAQAbN++3WhZ0VjROkRElY0ZRURSxXwiIqliPpE1sNEjId27d0doaChWrFiBkydP6sczMjIwZ84cKBQKjBkzxmr1EVH1xowiIqliPhGRVDGfyBpkQghh7SLogd27d6N3795QKpV46qmnoFarsXbtWsTGxmLu3Ll45513rF2iTVu4cCH2798PADhz5gyOHz+Ojh07ok6dOgCAwYMHY/DgwVaskMi6mFHWw3wiKhnzyXqYT0QlYz5ZT7XNJ0GSc/jwYdGnTx/h5uYmVCqVaN26tVi+fLm1y6oWRo8eLQCY/Tdz5kxrl0hkdcwo62A+ET0c88k6mE9ED8d8so7qmk88o4eIiIiIiIiIyEZwjh4iIiIiIiIiIhvBRg8RERERERERkY1go4eIiIiIiIiIyEaw0UNEREREREREZCPY6CEiIiIiIiIishFs9BARERERERER2Qg2eoiIiIiIiIiIbAQbPURERERERERENoKNHiIiIiIiIiIiG8FGD1UKmUyGqKioR9pHVFQUZDJZ+RRkQnR0NGQyGWbNmlVhX4OIpIf5RERSxXwiIiljRkkXGz1VRFxcHGQyGWQyGWrWrInCwkKT6505c0a/Xnh4eCVXSUTVEfOJiKSK+UREUsaMoorCRk8Vo1AocPPmTWzbts3k8h9//BEKhaKSqyIiYj4RkXQxn4hIyphRVN7Y6KliOnToADc3N/z0009Gy/Lz8/Hzzz+jX79+VqiMiKo75hMRSRXziYikjBlF5Y2NnipGpVJh+PDh2LBhA5KSkgyWrV+/HklJSRg7dqzJbW/evImZM2eiXbt28PHxgVKpREhICF544QUkJiYarT9mzBjIZDJcuXIF8+fPR506deDo6Ii6devio48+glarfaTncunSJUydOhUtW7ZEjRo14OjoiHr16uHNN99EZmam2e1yc3MxdepUBAYGwtHREU2aNDEZikXWrVuH7t27w8PDA46OjmjcuDE+/vhjs6dGEpFlmE/MJyKpYj4xn4ikjBnFjCpvbPRUQePGjdN3dov76aef4OPjgwEDBpjcbu/evfjkk0/g6+uLp556CpMmTUJYWBi++eYbtG/fHmlpaSa3e+WVV/Dpp5+id+/eePHFF6HRaDB16lRMnDjxkZ7H2rVr8eOPPyI0NBSjR4/GhAkT4OnpiQ8++AA9e/ZEQUGBye2GDRuGVatWYdiwYRg/fjwSExPx3HPPYf78+Ubrvv322xg8eDAuXbqEoUOH4oUXXoCjoyPeeOMNjBgx4pHqJyJjzCfmE5FUMZ+YT0RSxoxiRpUrQVVCbGysACB69+4thBCiUaNGomnTpvrlN27cEHZ2dmLKlClCCCEAiPr16xvs486dOyIjI8No30uWLBEAxNy5cw3GR48eLQAIX19fkZCQoB/PyMgQTZo0EQDE3r17S1U/ABEZGWkwduPGDZGXl2e07uzZswUAsXz5coPxyMhIAUA0bNhQpKen68dv3bol/P39hUKhEFeuXNGPb9++XQAQffv2FVlZWfpxrVYrJkyYIACINWvW6Md3794tAIiZM2eW6jkRkQ7ziflEJFXMJ+YTkZQxo5hRFYVn9FRRY8eOxenTp3Hs2DEAwOLFi1FYWIhx48aZ3cbHxwcuLi5G46NGjYJarcbOnTtNbjd58mQEBAToH7u4uGDGjBkAgCVLllj8HGrWrAkHBwej8ZdeegkAzNbzzjvvwNXVVf/Yz88Pr732GjQaDVasWKEf//LLLwEA3333HZycnPTjMpkM77//PmQyGVauXGlx/URkGvOJ+UQkVcwn5hORlDGjmFHlhVN3V1GjRo3CW2+9hZ9++gmtWrXC4sWLERERgYYNG5a43dq1a/Hdd9/h+PHjSE1NNbiG8ebNmya36dy5s9mxkydPWvwchBBYtGgRFi9ejLNnzyItLc3gmtBHrefQoUNwdnbGjz/+aHI/KpUKFy5csLh+IjKN+fTwephPRNbBfHp4PcwnIuthRj28HmZU6bDRU0X5+PigX79+WLlyJQYOHIiYmBi8/vrrJW7zySef4PXXX4e3tzd69eqFWrVqQaVSAQA+++wz5OXlmf1apsbkcrnZaz5LY/Lkyfjyyy8RGBiIgQMHwt/fH0qlEgAwe/bsMtXj6+sLAAb1pKSkQKPRYPbs2WZryMrKsrh+IjKN+WSI+UQkHcwnQ8wnImlhRhliRlmOjZ4qbNy4cVi3bh2ee+45qFQqPPXUU2bX1Wg0mDNnDgICAnDy5El4e3vrlwkh8OGHH5rdNjExEfXr1zca02q1cHNzs6j2xMREfPXVV2jatCkOHjxocNrd7du3S/zFTUxMRGBgoMHYnTt3AMCgHrVaDZlMZjRzPRFVPObTA8wnImlhPj3AfCKSHmbUA8woy3GOniqsX79+8PPzQ0JCAoYOHQq1Wm123aSkJKSlpaFdu3YGAQAAR48eRU5Ojtlt9+3bZ3asefPmFtV+9epVCCHQo0cPgwAw9/UsqSciIgLJycm4fPmyRTUSkeWYTyXXw3wish7mU8n1MJ+IrIsZVXI9zKjSYaOnClMoFFi/fj1+//13zJs3r8R1fXx8oFKpcPz4cWRnZ+vHU1NTMWnSpBK3XbBggcG1lJmZmXj33XcBAM8++6xFtQcHBwMA/vrrL4NrNm/cuIE333yzxG3nzZuHjIwM/eM7d+7g008/hUKhwMiRI/XjkydPBqDriicnJxvt5/bt2zh//rxF9RNRyZhPOswnIulhPukwn4ikiRmlw4x6NLx0q4pr06YN2rRp89D15HI5XnjhBXzyySdo1qwZHnvsMaSnp2PLli0IDg42mHHd1Ndo1qwZhg8fDqVSibVr1yIuLg7jx49Hly5dLKrb398fQ4cOxW+//YbWrVuje/fuuHPnDjZu3Ihu3brh6tWrZrcNDQ1F48aNMXToUBQUFGD16tVITEzEvHnzEBoaql+vT58+mD59OubMmYM6deqgT58+CA4ORnJyMmJiYrBv3z7MnTsXDRo0sOg5EFHJmE/MJyKpYj4xn4ikjBnFjHpk1rmrO5VVbGysACB69+5dqvUBiPr16xuM5efni3nz5om6desKpVIpgoKCxGuvvSYyMjJEcHCwCA4ONlh/9OjRAoCIiYkR7733nggNDRUODg4iLCxMfPDBB0Kj0ZS6fgAiMjLSYCwjI0NMmTJFhISECKVSKerWrSvmzJkj8vPzTa4fGRkpAIjs7Gzx+uuvi5o1awoHBwfRqFEjsXDhQrNfe8eOHeKxxx4T3t7ewt7eXvj5+Yn27duLOXPmiOvXr+vX2717twAgZs6cWernRUTMJyGYT0RSxXxiPhFJGTOKGVVRZEIIUTktJapqxowZgyVLliA2NhYhISHWLoeISI/5RERSxXwiIiljRlUPnKOHiIiIiIiIiMhGsNFDRERERERERGQj2OghIiIiIiIiIrIRnKOHiIiIiIiIiMhG8IweIiIiIiIiIiIbwUYPEREREREREZGNYKOHiIiIiIiIiMhGsNFDRERERERERGQj2OghIiIiIiIiIrIRbPQQEREREREREdkINnqIiIiIiIiIiGwEGz1ERERERERERDbi/wHEw8Bcgff00gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(nrows=3, ncols=4, figsize=(12,9))\n", + "axes = ax.flatten()\n", + "\n", + "cms = results[results['country'] == 'Uganda'][['tn', 'fp', 'fn', 'tp', 'dataset']]\n", + "for i, mapname in enumerate(map_order):\n", + " cm = cms[cms['dataset']==mapname][['tn', 'fp', 'fn', 'tp']]\n", + " cm = np.array(cm).astype(np.uint32).reshape(2,2)\n", + " p = ConfusionMatrixDisplay(cm).plot(ax=axes[i], cmap='magma_r', im_kw={'vmin':0, 'vmax':cm.sum(axis=None)}, text_kw={'fontsize': 'xx-large'})\n", + " p.im_.colorbar.remove()\n", + " if 'ensemble' in mapname:\n", + " mapname = 'majority-vote'\n", + " axes[i].set_title(mapname, fontsize=14)\n", + " axes[i].set_xlabel('Map label', fontsize=14)\n", + " axes[i].set_ylabel('Reference label', fontsize=14)\n", + " axes[i].tick_params(axis='both', which='major', labelsize=14)\n", + "\n", + "fig.suptitle('Confusion Matrices for Uganda Reference Dataset', fontsize=20)\n", + "fig.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "id": "470d3e1c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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j4zFw4EDcuHED1apVy3PM6enpqFWrFrp164YGDRrAxcUFgiDg+fPn+Oeff7Bz5048e/YMPXr0QGBgIExMTMR19fX10bRpUxw5ckRsRZndlStXkJiYKP7+77//IiMjQ2ag4/fv34vXU35aVOVX9hZpilpJfvbZZ9i0aRMAoGPHjhg0aBAqV64MiUSCwMBALF26FHfv3sWoUaNQqlQpdO3aFQDQsGFD8Rjbt2+PsLAwdO/eHQsWLBC3bW5uLv4/IyMDXbt2hb+/PyQSCfr3749evXrBw8MDaWlpuHLlCn766Se8ePECvXv3xoULF1C/fn2Fx9anTx+EhoZiwoQJ6NatG2xtbfH48WO4ubkVyP569eqF+/fv44svvkDXrl1hZ2eHhw8fYv78+bh//z4OHDiA1atXY/To0XL/Ds2bNxdbkfXs2RP9+/dH+fLlkZGRgYcPH+LEiRP4559/cqyr6ePQJIlEgtatW+Phw4cAgHPnzqFfv37ifOG/1kmtWrVCx44dUatWLTg6OiIuLg5Pnz7F6tWrcfHiRZw4cQKff/652JpF6s6dO0rvXQDZ+5eMjAwYGRmhffv2aNu2LapXry5+5z569AjLly/H3bt3sWXLFpQvX16mRavUkCFDEBYWBkNDQ4wcORIdO3ZEqVKlkJmZibCwMFy5cgW7d++W+3m8fv0aTZs2xdu3b2FpaYlRo0ahTZs2cHZ2RkxMDI4fP45ff/0Vjx8/RocOHXDjxg1YW1sD+HCvNmvWLOzbtw8uLi4KWxQSUQlT1DVNRLpg69at4lOTmTNn5nt7t2/fFp9m1axZU3j//n2OZY4cOSIu4+XllWP+x09NFyxYkGOZzMxMoV27dgKQ1RokPDw8xzKqPkWWLqNui56kpCTB0NBQAOS32MlOXqsWZU/qw8PDxSfpLi4uwosXL3Isc+PGDbGlSZkyZYTU1FSZ+dk/BwDCyJEjhczMzBzbGTFihLjMjRs3lB6HIh+36BEEQXxy3qRJE5llY2NjxdYp27dvFwQhZ8uKj7169UpISEhQuP/o6Gihdu3aAgChWbNmcpfJvo/cZG8l4eLiIjx//lzhsrmdb0uXLhXn9+zZU0hOTpa7nYyMjBxPiV+8eCGeB35+fgqfzM6cOVMAIOjp6QkPHz6UmVeuXDkBgNCnTx+lxyzvHFVF9utW+rf/WEGcz0OHDpV7PueFvPOuY8eOAgBh4MCBMss+fvxYXPbSpUuCIAi5tuh59uxZjuPI7uXLl0KZMmXEJ+/y5Nai5+On5R87ceKEmHfXrFmTY/4PP/wg5tOPWxrMnz9fbIUgvWavXr0qs8w///wjfga3b9+WmVdYLXrS09OFZs2aicudPXs2xzK7du0S569evVrudpKSkoRWrVoJAAR3d3e515ubm5t4PSqyZMkSAchqHXT48GG5y0RFRQk1atRQmLOyn5t6enoKW8IWxP4MDQ3lXsuRkZGCs7OzAECoXbu23P14enqKMW/btk1hzBEREUJiYqLGj0MV6rToEYSslpXS9b799luZeZmZmcLjx4+Vrj9nzhwBgCCRSORet3m5XuLj44WwsDCF8zMzM4Vhw4YJQFar7ejoaJn5wcHBubbYkW4nKioqx/QuXboIAIRy5coJwcHBctfNntNnzZqVY74qrZqJqGThGD1EGhARESH+39nZOd/b++OPP8S+56tXr5Y7SGmHDh3EJ/9XrlzB1atXFW6vfv364tP/7CQSCf73v/8ByHqSrakWKOqIiopCWloaAKBFixZKl7Wzs8vTttevXy8+Sf/pp5/EgSCz8/T0xFdffQUg600wyloOlS5dGr///rvcVhvZB9aWtvzQBOkYJhcuXMDTp0/F6bt27UJSUhKsrKzENx3lpkyZMjAzM1M439raGt9++y2ArFYHkZGR+Yhc1vfffw9XV1e11s3MzMTixYsBZB3Dpk2bYGxsLHdZPT09uLi4yEz79ddfkZiYCBcXF6xcuRIGBvIbtX7zzTcoU6YMMjMzxRYLUm/evAGQ1XJPmbyeo3mh6fPZxsYGy5YtK5BxHKTn7d69e2XGtpG25qlUqRK8vb1V2pa7u7vSlj9ly5bFtGnTAAD79+9X61XklSpVUjq/TZs24nUm7zP18fEBkJVP//33X5l5Z86cAQC0a9cOjRs3BoAcLX+ky9jb26NmzZp5jj8/3r59ixMnTqBZs2Zi7L1795Z7rkvHVenZs6fYQu5jJiYmWLZsGYCs8YXktXLKTVpamtiqbvz48ejYsaPc5WxtbcXc8O+//+LJkycKtzls2DC0bdu20PY3YcIEua2z7OzsMHz4cADA7du3ERMTIzP/2LFj4kDmEyZMQP/+/RXuw97eXuY15QVxHJpmb28v/v/9+/cy8yQSCSpWrKh0/Tlz5sDBwQGCIGD//v35isXc3BylS5dWOF86ppa+vj4SEhJw8uRJmfnS7wVA+f2LRCKBra2tzLSgoCAcPHgQALBs2TKUL19e7rqenp74/PPPAWS19iQiyg0reog0IC4uTvx/9ibn6pLeRFSvXh2NGjVSuNzIkSNzrCPPwIEDFRbisjfVzl6BUNjs7e1hZGQEIKsQqMoAlaqSfjY2Njbo3bu3wuWyF1iUfZ59+vRRWMFQpUoVsRuSJj/Pxo0bize+W7ZsEadLC8x9+vSRudHPi4SEBISEhODu3bsICgpCUFCQTIH61q1b+Yj8AyMjI3zyySdqrx8YGCi+jnnkyJEqd/eS2rdvH4CsNzxl73LzMQMDA7Eg/nHlp7QwsGPHDpluOIVJ0+dz165dYWlpqbkAs+nRowcsLS2RmJiIPXv2iNOl57Cqg4fLExsbi2fPnsmct9IKTOm8/Hr37h0eP34sbj8oKAiOjo4A5F8X9evXF8/L7BUbaWlpuHDhAoCsLlnSgv/HlR/S31u0aFHgA6h+PEBtqVKl0K5dO1y6dAkmJib44osvZLrzSoWGhuL69esAgL59+yrdR7Vq1eDg4AAg57WkiitXroiDBee2r+wFbGX7GjRokNbsL/v378fna/a3LE6ePFlpLB8riOPQtOz5O/s9lDzS7k8PHz4Ur8P79++L3Vk19R0llZaWhlevXuH+/fvi/sLCwsTKqY/3l72SKK8DpUu/l8zMzMQXLygi/VuFhYXlOkg6EREreog0IHshSfrmLXWlpKSIbyrJ7Um3p6enWCAPCgpSuJyy121nb3mQ281WQTI2Nhb76O/atQsVK1bEl19+icOHD+d40plX0s8m++clj7OzszgehbqfJwDxiZ2mP09poVhaufPy5UuxYJjXAnNERARmzpyJKlWqwNLSEh4eHqhZsyZq1aqFWrVqydxwZm+xlh+VKlVSWsGSm+yv6c6t1dfHYmJixKfVf/75p9y3kmT/2bVrFwDZJ7UA4OfnByCrZZWHhwfGjx+Pf/75R+kb8DRN0+dz7dq1NRpfdqampujTpw+AD+ftv//+i6dPn0IikSh946A8z58/x4QJE+Du7g5ra2uUL19e5rwdNWqUuKy65+358+fRr18/2Nvbw8nJCZUrVxa3X6tWLaxevVrh9g0MDNC0aVMAspU40vF5rKys4OnpKVb0nDt3DhkZGQCy3thz+/ZtAEU7Pg+QVQExZcoUuefXtWvXxP8PGDAg12tJ+jl9fC2pIvu+GjdurHQ/2SsOlO1L2fleEPtT9/tXmu9cXV3F8YNUVRDHoWnZj1feuIaCIGDLli1o2bIlLCwsUKZMGVStWlXmWgwMDASgme+otLQ0LF++HI0aNYKFhQXKlSuH6tWry+xP+sasj/fn4eEhtnz75ZdfUKNGDcyZMwenT5/O9YGA9G+VmJgIAwMDpX+rLl26iOsV5t+KiIonVvQQaYD0iSWQ1fw9P7I3Yc6tG5ihoaH4hEneK9KllHXT0dP7kAakBY6ismzZMnHAzufPn2Px4sXo3Lkz7O3t4eXlhSVLlih9ZbYi0s9GlW51pUqVkllHHmWfJ/DhM9X05yktFD958gSXLl3Cli1bIAgCXF1dxS4jqrh+/TqqVq2KRYsW4dGjR7l2cUlKSspX3FIfN1nPq+w318qa2cuj7JW2ynx8kz579mx8+umnkEgkCA8Px/Lly9GrVy84OzujVq1amDt3br5zQG40fT7n9++SG2kl5OnTpxEaGipW+DRt2lTmFci5OXLkCKpXr45ly5aJr+VWRp3zdt68eWjWrBl27typ9DNTtn1pJc3169fF7mrSSh/pAOTe3t4wNTVFbGysWKA/c+aM2GU3L9ezuhYsWIA7d+7gzp07uHHjBvbu3StW3Jw/fx4+Pj5yKzA1dS2poiD2pex8L4j9qfv9K813ec11QOH+jdSVPZ9/3NU1OTkZnTt3xpAhQxAQEJDrtZzf76ioqCg0btwY48ePx+XLl5Gamprn/W3btk1sCXrv3j3Mnz8frVu3ho2NDXx8fLBy5Uq5r0cvDn8rIiqe+NYtIg3I/sarGzduaGy7qjTdV2ccCm1lZWWF/fv348qVK9i5cyf8/f1x69YtZGRk4OrVq7h69SoWL16MvXv3ijdUeVHcP8/y5cujadOmOH/+PDZv3iwWHgcNGqRyN4/U1FT07dsXkZGRMDQ0xIQJE9C9e3dUrlwZtra2Ype0p0+fokKFCgA095lkf7tQfuW1W0v2QtSkSZPw2WefqbSetDuhlKGhIdauXYspU6Zg27ZtOH36NK5du4bU1FSxif/PP/+MLVu25HjLi6Zp6nzW5N9FHl9fX7i6uuLFixdYv349/v77bwB5a4UWGRmJgQMHIjExERYWFpg6dSrat2+PChUqwNraWvw7nT59Gq1btwaQ9/P21KlT4tt0ypcvj6lTp6JZs2ZwdXWFhYWF+DnNmTMH8+fPV7idj8fp6dChgzj2jrQSyMjICI0bN8bp06cREBCABg0aiMvY2toWaCsrqTJlysiMA+Tp6Ynu3bujefPmGDduHEJCQjBixAixa4lU9mtp69atKseqToVi9n0FBATIjOuijLK3Dyo73wtif/mlThc+bTyOj2VvoVmlShWZeQsXLsSRI0cAZF1Pn3/+OerVq4dSpUrB1NRUrCBr0aIFzp07l+/vqIkTJ4rdEXv06IFPP/0UtWvXhpOTE0xMTMS/gaurK16+fCl3f2XKlMGFCxdw6tQp7NmzB2fOnMG9e/eQlpaGs2fP4uzZs1iyZAkOHz6MypUri+tJ/1YeHh55GmsoL5XkRFQysaKHSAOqV68OBwcHRERE4Ny5c4iNjVX7FevZb4Zza5qbnp4uPnUuyMFfVSGRSCAIgvhEWhFVurZ5eXnBy8sLQFbz7oCAAKxfvx7//PMPwsPD0bt3bwQHB6s8Jo2dnR1ev36tUlNnaWuMov48FRk6dCjOnz+PdevWiU8H81JgPn36tDh20PLly2XGecru48ExtUH2lnNhYWE5CgfKZC/oJCYm5nug2+rVq2P+/PmYP38+kpKScP78efz111/YtGkT4uPjMWDAAAQHB6v1ND43xe18lkgkGDRoEBYtWoSFCxciOTkZxsbGuY4dkt3ff/+N6OhoAMCePXsUDqabn/NW2iXLxsYGFy9eVFjozW0fDRs2hLm5ORISEhAQEIDWrVvLjM8j5evrK1b0TJ06tVDH51Fm7NixOHjwIA4fPoz9+/fj1KlTYuUZIHstSSSSAh00Ovu+jIyMCnyA6sLenzLSfBcWFpbndbXpOOQRBEFm3LBmzZrJzFuzZo04/fTp0zItn7LTxPdUbGwsduzYASBrPMOtW7cqXFaV/bVu3Vq8XiIjI3Hy5EmsWrUKp0+fRnBwMPr16ydTySX9W719+xZVq1ZV+JIAIqK8YtctIg2QSCQYNmwYgKyKDOlNijqMjY3FN79cvnxZ6bI3b94U31RV1Ddy0nGKlN0IZWZmiuMP5WW7Xbt2xZ49e/DFF18AAF6/fp3jjTbKSD+b7J+XPOHh4WKXkKL+PBXp27cvjI2NxUqe+vXro1q1aiqvf/fuXfH/yt7ikn2MB3mKoiBar1498f9nz57N07qOjo4oU6YMgKyBiTXZcsvU1BRt2rTBunXrxDfYJCUliW9S0bTieD5LKyOl522XLl3kvk1QEel5a2dnp7CSB8j9vFVlH61atVLasiG3fRgYGKBJkyYAslpTXL16FQkJCeL4PFLZx+mJjIwUB3gt6vF5AOCHH34Qr/Gvv/5aZl72Yzh+/HiBxlGY+yqK/SkjzXcvXrxQqatidtp0HPIcPnxYvBdo1KiR2MUUyOpGJa3E7tu3r8JKnvj4eDx8+FDhPlT9jnr8+LGYR5V9Jz58+FDmzYGqsLe3R79+/XDq1CnxbX2BgYEy90HSv1ViYiLOnz+fp+1nV5SVw0SknVjRQ6QhkyZNEvviz5kzBw8ePFBpvczMTJm3KAFZr/AFsvp5X7p0SeG62SuUpOsUFWkzYmWFoPwOrJz9qXJeBl+UfjbR0dHYvXu3wuXWrl0rVgAU9eepiI2NDXr06AFjY2MYGxuLgwOrKvvbzBT18c/MzMSqVauUbif7oMopKSl5ikFdderUEV8lvmbNmjzfdEtvtJ8+fSoOtqxp6p6jeVEcz+dq1aqhUaNG4nk7dOjQPK0vPW9TUlIUthpMTEzEpk2b1I5Rug9lY18EBgYqzclS2cfpkVb4Scfnkco+Ts+vv/5aqOPz5KZmzZro2bMngKwHDidOnBDnVaxYEdWrVwcAbN++HS9evCiwOJo1aya2Rlu5cqVaY7Rp8/6UkY5XB2QN8JsX2nQcH4uIiMCYMWPE37/66iuZ+ap8RwFZ+U1ZRbeq31Gq7m/lypUK56lC0XdD9i6+P/74o9rblx5vYX0fE5H2Y0UPkYaUKVMGy5YtA5DVqsfHx0ccc0GRe/fuoX379liyZInM9LFjx4pPsUaNGiW3cuT48eNYu3YtgKyuTg0bNtTEYahNWji5fPmy3KdSr1+/FlvkyPP06dNcP6/sTybz0j99+PDhYiXclClT5L6W9NatW/juu+8AZP0te/ToofL2C9v27duRnJyM5ORkTJgwIU/rSluLAcDGjRvlLvPVV1/lOtZU9i5JwcHBeYpBXXp6epg2bRoA4NWrVxg6dKjCQTOlr+PNbtq0aeIYRGPGjMm1Zcbhw4fFtyABWU+a9+/fr7Q1kLrnaF4U1/P54sWL4nkrrXRTlfS8TUhIkFtJl5GRgREjRqjVzeXjfUjfCvaxd+/eqfyWsOzj9KxYsQJAzpY60nF6AOC3334DkFWRm33Mt6I0a9Ys8f8LFiyQOy85ORm9evVS+ta5lJQUrFixQu5AtLkxMTHB1KlTAWR1Ze7fv7/S7r9xcXHi97A6Cnt/yrRp00Z8/frvv/+O7du3K1w2KipKZoBgbTqO7C5cuAAvLy+8evUKQNZb2z7OBY6OjmJrv+3bt8vN8VevXpU5P+Wxt7cXx+5S9h1VsWJFsTWMoorigwcP4vfff1e4jcDAQPENYPJk76omkUjEtyECWV0927VrByDrO2fu3LkKtwMAISEh2LZtW47p0u/k8PDwIn2DKhFpD3YEJdKg4cOH49WrV5gzZw7Cw8Ph6+uLdu3aoXv37qhWrRpsbGwQFRWFR48e4dChQzh69CgyMjJy3NjXqlULU6ZMweLFi3Hnzh3Uq1cP06dPh6enJxITE3HgwAH89ttvyMjIgJGREf78888iOuIPRo0ahRUrViA9PR1du3bFnDlz0KxZM6SmpuL8+fP46aefkJ6ejkqVKsntvvXixQu0bNkS1atXR8+ePdGgQQOxq83Lly+xY8cO7Ny5E0BWU+fcXj2fnaOjIxYvXozPP/8cYWFhaNCgAWbMmIEmTZogIyMDJ0+exOLFixEfHw+JRIJVq1YpfW11cda+fXs4OTkhPDwcX3/9NZ4/f45u3brBwcEBT548werVq3Hq1Clx0GdFpF1TAGDy5Mn4+uuvUbp0afGG2d3dvUDGGvj8889x4MABnDhxAv/88w9q1aqFcePGoUGDBjAzM8ObN29w6dIlbNu2DQMHDsS8efPEdT08PLBy5UoMHz4cUVFRaNq0KYYMGYIuXbrA1dUV6enpePXqFa5cuYJdu3YhODgYBw4cEAebjY2NRffu3eHu7o5evXrB29sbbm5uMDAwwOvXr3HgwAGxlV3ZsmVlnshrUkk8n/v27YuZM2ciJSUFw4YNQ2BgINq0aQMrKyvcvXsXv//+O65fv57reavM0KFDceDAAcTHx8PHxwfTp09H/fr1IQgCLly4gJ9//hlv3rxB48aNcfHiRaXb8vLygpmZGRITE8WKenldsqTj9EiXad68ucKuKoXN09MTnTt3xqFDh3D27FmcO3dOfIX0gAEDcOzYMWzcuBHXr19H9erVMXr0aPj4+MDR0REJCQkIDg7GuXPnsGfPHkRFReW5FZfUl19+iVOnTuHUqVPim9fGjBmDxo0bw8bGBnFxcXj48CECAgKwd+9emJiYYPz48Wofd2HvT5nNmzfDy8tLHPfr77//Rv/+/VG+fHlkZGTgyZMnOHHiBHbt2oU7d+7IVCAUxXGEhoYiKChI/D0uLg6RkZG4efMmjh49Ko5VBWR131y3bl2Obejp6WHQoEFYvnw5AgMD0bx5c0yePBkVK1ZETEwMDh8+jBUrVsDCwgIuLi549OiR3FgMDAzQsGFDcUw7T09P1K1bV8yFdnZ2sLOzg729PTp16oRDhw7h8OHD6NChA0aPHg1XV1eEh4dj9+7d2LBhA8qXL4/o6Gi5lZqBgYEYPnw4GjZsiK5du4oDR6elpeHZs2dYv3692Cque/fuOcZuW79+PRo0aIDXr1/j22+/xbFjx/Dpp5+iVq1aMDExQWRkJG7fvo2jR4/i9OnT6NGjBwYMGCCzDel3cmZmJsaMGYMJEybA3t5e/E6uWLFirn8/ItIxAhFp3O7duwV3d3cBQK4/NWrUEI4dO5ZjGxkZGcK4ceOUrmttbS13XUEQBH9/f3E5f39/pfFKl5s7d26Oec+ePRPnr1+/Xul2fv75Z4Wx2traCmfOnBF8fHwEAIKPj4/CeJX9VKtWTXj27FmOffv5+QkABDc3N4XxLVy4UNDT01O4bWNjY2Hjxo1y183L5+Dm5iYAEPz8/JQup8j69etV/tvJM3fuXHF9eZ/V0aNHBRMTE4Wfg6+vrxAUFJTr8fbt21fhNrLvV9HfXB5VPueEhAShT58+uZ4r8s5nQRCE7du3C1ZWVrmur6enJ5w+fVpubMp+ypQpI9y4cSPXY5UnL9dtYZ3PqsrtvMuN9BpWdGuybt06pcfbr18/4eTJk0o/v9zyxPDhwxVuX19fX1i6dKnMcSrTunVrmVydnp6eY5mzZ8/K7OOnn35SuD1N/M2y5xZVtnHp0iVx+Xbt2snMS09PF7788ktBX18/12vC3NxcSExMzLF9VXNlYmKiMHToUJWuPw8Pjxzrq/o3K+z9qXK9X7t2TShXrlyucci75vJ7HKrIfk6p8uPm5iasXLlS6Tajo6OFunXrKtyGnZ2d0vsJqYMHDwoSiUTuNrJ/P7x48UJwdXVVuD9XV1fh7t27Cs9XVT+DZs2aCZGRkXJjDQkJERo2bKjSdoYPH55j/YyMDKFRo0YK1yGikkc7HhsR6ZhevXrh4cOH2Lp1KwYPHowqVarA1tYWBgYGsLOzQ7169TBu3DicOnUKd+7cEZvtZqenp4fly5fj7NmzGDRoEFxdXWFsbAwrKyvUrVsXM2fOxOPHj+WuW1QmT56Mo0ePon379uKruj08PPD5558jMDAQLVq0ULhu8+bNcfHiRXz77bdo1aoVKlasCEtLSxgaGsLZ2Rnt2rXDn3/+icDAQJmnlnkxc+ZM3Lx5EyNHjkSFChVgamoKc3NzVKtWDRMnTsSDBw/UfupcnLRv3x7Xrl3D4MGD4eLiAkNDQzg6OsLHxwerVq3CqVOnYG5unut2tmzZgh9//BFeXl6wtrYutJYIZmZm+Pvvv3H69GkMGTIEHh4eMDU1haWlJapWrYpevXrhr7/+Ert5faxfv34ICQnB999/D19fXzg5OcHQ0BBmZmYoX748unbtip9//hkhISFo2bKluJ6bmxsCAwOxePFidOzYEVWqVIGNjQ0MDAzg4OAAHx8fLFmyBPfv35cZDLWglLTzefjw4Th37hx69OgBR0dHGBoaonTp0ujQoQN27NiB7du35/tV8evWrcPmzZvRvHlzWFpawtjYGG5ubhgyZAguXLiAiRMnqryt7C14mjVrJjc2b29vsRseoB3j82Tn7e0tDn59/PhxXLlyRZynr6+PH374Affu3cOUKVPg6ekJW1tb6Ovrw9LSEjVq1MCgQYOwceNGvH79WuW3JMpjamqKjRs34tq1axg7dixq1KgBa2trGBgYwMbGBnXr1sVnn32GXbt24f79+/k+7sLenzL169fHw4cP8dtvv4kDhRsaGqJUqVKoX78+Jk6ciIsXL8r9XizK4zAwMICtrS3c3d3RqlUrTJ8+HUeOHMHTp08xevRopetaW1vj/PnzmD9/vtiqxcLCAtWqVcPUqVNx69YtpfcTUp07d8apU6fQvXt38btOnnLlyuHGjRuYNm0aKleuDGNjY1hbW6NOnTqYO3cuAgMDxXGp5Bk4cCD8/f0xc+ZMNG/eHB4eHjAzM4ORkRHKli2Lbt264a+//sKZM2cUvgHRzc0Nly9fxj///IP+/fuL25B+Pzdp0gRTpkzBmTNnxG772enp6eH48eOYNWsW6tSpAwsLCw7QTFTCSQRBg68eISIiIiIiIiKiIsMWPUREREREREREOoIVPUREREREREREOoIVPUREREREREREOoIVPUREREREREREOoIVPUREREREREREOoIVPUREREREREREOoIVPUREREREREREOoIVPUREREREREREOoIVPUREREREREREOoIVPUREREREREREOoIVPUREREREREREOoIVPUREREREREREOoIVPUREREREREREOoIVPUREREREREREOoIVPUREREREREREOoIVPUREREREREREOoIVPTpsw4YNkEgk2LBhQ4Hux9fXFxKJpED3QUSkDnd3d7i7u6u8fEBAACQSCebNm5ev/c6bNw8SiQQBAQH52g4RZQkJCYFEIsGwYcOKOpQCp6k8pE0kEgl8fX1VXp45lAqCvDyiqXJMXu83tHUfhamoy5BhYWEYPHgwypQpAz09PZVjKawydn6xoocKRHG5AJThTQYREREREamjpJcltL08OGzYMPz1119o2bIlZs+ejblz5xZ1SBplUNQBUMHp2bMnGjVqhNKlSxfofjZt2oTExMQC3QcRkTpOnTpV1CEQEeWJl5cX7t+/DwcHh6IOhUjnaaocw/uN4iU1NRWnTp1Cu3btsGXLljytW1hl7PxiRY8Os7a2hrW1dYHvx9XVtcD3QUSkjgoVKhR1CEREeWJmZoaqVasWdRhEJYKmyjG83yhe3rx5g8zMTJQqVSrP6xZWGTu/2HWrEGTva33hwgW0bNkSlpaWcHR0xLhx45CUlAQAOHr0KJo2bQpzc3M4Oztj+vTpyMjIELcTExODH374AT4+PnBxcYGRkRFcXFwwdOhQBAcH59ivsuZyFy5cQOfOnWFnZwcTExNUrVoV8+bNk1ujLe1XHRoaimHDhqFUqVLQ09MTmyF+3L9y2LBhGD58OABg+PDhkEgk4g8A+Pj4wNDQEK9fv5b7efXt2xcSiQQ3b95U+JkmJibC0tISFStWVLhM5cqVYWlpKXNMiYmJmDdvHqpWrQoTExPY2dmhc+fOuHDhgsy6vr6++OabbwAALVu2FOP/uF9seHg4Jk+ejIoVK8LY2BgODg7o3bs3goKCFMZFVJKdPXsWXbt2hYODA4yNjVGpUiXMmjUrR+7ZvXs3fHx84OTkBBMTE5QrVw4dOnTA3r17xWWy97V/8OABevXqBQcHB0gkEoSEhADQXH92ZeNL5HUft2/fxuDBg1G2bFkYGxujdOnS6NChAw4cOJDvOImKu4yMDPzwww+oWLEiTExMULFiRSxatAiZmZniMpmZmfDw8IC9vT1SUlLkbsfLywtGRkYIDw8HIHtPdOrUKTRr1gzm5uawt7eHn58fIiMjc2xj3bp16N69O9zd3cV7hvbt28Pf3z/Hspq61/t4Wx8LDw/H1KlTUaVKFTGmRo0a4aeffhI/Gzs7O9StW1dmvXfv3oljUPz7778y8/r16weJRIK3b9/KTN+4cSMaNWoECwsLWFhYoFGjRti4caPSY7948SLat28PGxsblca7ePnyJQYMGAA7OztYWFjAx8cHZ8+ezXU9ImVUySNSisaJSUxMxJdffoly5crBxMQENWvWxOrVqxVenx/fC6hSlvD398enn36KKlWqiNdZgwYNsGrVKo18DlL79u1D69atYWtrKx7LkiVLcuSevJY1s3dN27hxI+rXrw8zMzP4+vrmWh7MLj09HfPnz4eHhweMjY1RuXJlrFixIk/HmJfYfX194ebmBiArz0njkv5Nhw0bBolEgqdPn+KXX35BjRo1YGxsLI7tpKyM/ezZM4wZM0Y8FicnJ/j6+sosm5qait9//x3t27dHuXLlxOV69eqltPybV2zRU4guX76MH374Ae3bt8fo0aPh7++PP/74A7GxsejevTv8/PzQrVs3eHt749ChQ/jxxx9hZWWFr7/+GgBw//59zJkzBy1btkTPnj1hbm6OBw8e4K+//sKhQ4dw48YN8aRVZvfu3ejfvz+MjIzQr18/ODk54eTJk/jmm29w/Phx+Pv7w9jYWGadyMhING7cGHZ2dujXrx9SU1NhZWUld/s9evRAdHQ09u3bh+7du+e42Rg9ejTOnj2L9evXY+bMmTLzIiIisG/fPtSvXx+enp4Kj8HMzAy9evXCpk2bcPHiRTRu3DjHZ/348WP4+fnBzMwMAJCSkoLWrVvj0qVLqFevHiZNmoTw8HDs2LEDx48fx44dO9CrVy8AEC/kM2fOwM/PT0zKNjY24j6Cg4PFCrB27dqhR48eCA8Px+7du3Hs2DGcOnUK3t7eCo+BqKRZuXIlxo0bB1tbW3Tt2hWOjo64evUqFi5cCH9/f/j7+8PIyAh//PEHxo0bh9KlS6Nnz56wt7fH69evceXKFezduxc9evSQ2e6TJ0/QqFEj1KhRA35+foiKioKRkVHRHGQu/vnnHwwYMACZmZno2rUrqlSpgvDwcFy+fBlr165F165dizpEoiI1atQorFu3Dh4eHvj888+RnJyMn3/+WeaBjJ6eHkaOHImvv/4au3fvxsCBA2W2cefOHVy9ehW9e/eGk5OTzLwDBw7g4MGD6Nq1K8aOHYuzZ89i06ZNCA4OzlEB8vnnn6NOnTpo06YNHB0dERoair1796JNmzbYs2cPunfvniP+/N7rKfP48WO0bNkSoaGhaNasGXr06IGEhAQEBQVh4cKFmDJlCvT09ODj44N9+/YhMjIS9vb2ALIqYwRBAJBVuGzWrJm43TNnzqBatWpwdnYWp02ePBlLly5FmTJl8Nlnn0EikWD37t0YNmwYbt26hZ9//jlHfBcuXMB3332Hli1bYtSoUXjx4oXS43n9+jUaN26M0NBQtG/fHvXq1cP9+/fRtm1btGzZMtfPg0gRVfKIMhkZGejSpQv8/f1Rp04dDBw4EFFRUZgyZYrKg4qrUpb44YcfxHuYnj17Ijo6GkePHsXo0aPx8OFDsQI3P2bOnIlFixahbNmy6N27N6ysrHD27FlMmzYNly9fxt9//y0uq25Zc/HixfD390e3bt3Qtm1bGBgYoEGDBkrLg9kNGDAAly9fRseOHaGvr4+dO3fi888/h6GhIUaOHKnSceYl9mHDhqFu3br49ddfUadOHfG+8uO/7YQJE3Dp0iV07twZXbp0kcmR8ly8eBEdO3ZEbGws2rdvj/79++P9+/e4efMmfv31V/GciIqKwqRJk9C8eXN06tQJtra2ePr0Kfbv348jR47g7NmzaNiwoUrHrZRABc7f318AIAAQ9u7dK05PTU0VateuLUgkEsHBwUG4cuWKOC82NlZwcnIS7O3thbS0NEEQBCE6OlqIjIzMsf3Tp08Lenp6wogRI2Smr1+/XgAgrF+/Xma7NjY2grGxsXDr1i1xemZmpjBw4EABgDB//nyZ7UhjHz58uJCenp5j/z4+PsLHp5K8fUslJycL9vb2QoUKFYTMzEyZeT///LMAQPjjjz9yrPexEydOCACEcePG5Zg3fvx4AYBw8uRJcdq3334rABAGDRoks99bt24JxsbGgq2trRAbGytOnzt3rgBA8Pf3l7v/Jk2aCAYGBsLx48dlpj98+FCwtLQUatWqlesxEJUUd+/eFQwMDARPT88ceWzRokUCAGHJkiWCIAhCvXr1BCMjIyE8PDzHdiIiIsT/P3v2TMxPs2fPlrtfNzc3wc3NTeU4pfl67ty5MtMBCD4+PirvQ17+ePv2rWBhYSGYm5sLN27cyLGdly9fqhwnkS6SXn916tQR4uPjxemvXr0SHBwcBACCn5+fIAiC8Pr1a8HAwEBo2bJlju188cUXAgDhyJEj4jTpfYmBgYHw77//itPT09MFX19fAYBw8eJFme08ffo0x7bDwsIEFxcXoVKlSnJjz++9XvZtfZyHvLy8BADCqlWrcsSVPX/8+uuvAgBh9+7d4rSxY8cKNjY2Qr169WQ+s7t37+a4lzp79qwAQKhWrZoQHR0tTo+OjhaqVq0qABDOnTsn99jXrl2bIzZBkJ9D/fz8BADCggULZKb/+eef4vYU3YMRKZKXPCII8ssxa9asEQAI3bp1EzIyMsTp9+/fF0xMTORen6reC2QnL8ekpaUJbdu2FfT19YXnz5/nug9ljh8/LgAQOnbsKCQkJIjTMzMzhTFjxggAhF27donT81rWlB6fubm5cPv27RzrKSsPCsKHz97b21uIiYkRpz948EAwMDAQqlSpovKx5jV26T1k9nNBSpqbypYtm+NvoOi4kpOThXLlygl6enoy3z1S2XN0cnKy8OrVqxzLBAUFCRYWFkKbNm2UHarK2HWrEPn6+so8/TE0NESfPn0gCAK6du0qU3NnaWmJLl26IDIyEq9evQKQ1R/Qzs4ux3ZbtmyJGjVq4OTJk7nGsHfvXkRHR+PTTz9F7dq1xekSiQTff/89DAwM5DZDMzIywo8//gh9ff28HLJcxsbG8PPzQ3BwcI7mz2vXroWZmVmOp3PytGrVCi4uLti5cyfS0tLE6enp6dixYwfKlCkj80Row4YNMDQ0xPfffy/TbLB27doYNmwY3r9/j3379ql0DDdv3sSFCxfg5+eHtm3bysyrXLkyRo4ciTt37rALF9F//vzzT6Snp+O3337Lkce+/PJLODo6Ytu2beI0Q0NDGBoa5tiO9Ol0dqVKlcKsWbM0H7SGbdy4EfHx8ZgyZYrcFotly5YtgqiItMemTZsAAHPmzIG5ubk4vUyZMpg4caLMsqVKlUK3bt0QEBAg0yw/JSUFW7ZsgaurK9q1a5djHwMHDkTTpk3F3/X19eHn5wcAuHr1qsyyHh4eOdYvXbo0evfujcePH+P58+c55uf3Xk+Rq1ev4sqVK2jRooXcJ9zZ84f0qfTp06fFaf7+/vDx8UGbNm1w8eJFJCcni9OzrwNAvA+cN2+ezDgU1tbW4ltp5N0renp64tNPP1V6HFKpqanYsWMHnJycMGXKFJl5I0aMQOXKlVXaDtHH8pJHFJEOzjt//nzo6X0oLletWlXMF5ogL8cYGBhgzJgxyMjIkNtNNC+WLVsGIOseTNrDAfhQ7pNIJDL3XuqWNUeNGoVatWqpHeeiRYtkeopUqVIFTZs2xcOHDxEXF6fSNjRRTv7YtGnTVB7Daf/+/Xj58iUGDx6MDh065JifPUcbGxujTJkyOZapUaMGWrZsibNnz8qUbdXFrluFSN6NvXS0bnnN2aTzQkNDxeZ+AQEBWLp0KS5fvoyIiAikp6eLy6vSVUHa709es8Ny5cqhQoUK4kVlaWkpzvPw8NDo2x9GjRqFn3/+GWvWrEGrVq0AAJcuXcLdu3cxbNgw8WIPDAyUGZMDyOoDO2zYMOjp6WHgwIFYsmQJjh49KnZ5OHr0KN69e4dp06aJyTk2NhZPnz5FtWrV5BamfH198eeffyIwMBCDBw/ONf5Lly4ByBrIS14f+gcPHoj/1qxZU7UPhUiHSa+Zo0ePyv2yNTQ0FK+bvn37YsaMGahZsyb69+8PX19fNGvWTKa5c3Z16tRRuatWSEhIjgKKjY0NJk2apPKxqOvKlSsAILfwSUTArVu3AADNmzfPMU/etNGjR2PPnj1Yu3YtvvvuOwBZ3SOjoqLwxRdfyBTQpOrVq5djmvS+IDo6Wmb606dPsWjRIpw+fRqhoaE5xgMKCwvL0Y1BE/d68uQlf9SqVQsODg5iIfHNmzd48OABxowZgypVquDHH3/ExYsX0bJlS/j7++cYg0zZvaJ0WmBgYI55Xl5eucYm9fDhQyQnJ6NVq1YwMTGRmaenp4cmTZrg0aNHKm+PSCqveUTRNszNzWUeiks1adIEf/75Z/6C/E9cXByWLFmCvXv3Ijg4GAkJCTLzw8LClK6f2z3NpUuXYG5ujrVr18pd39TUVLz3klKnrJmXa1+e3PKypaWlSvdv+S0nfywvx5XXe7zAwED8+OOP+Pfff/HmzZscFTsRERH5fqsXK3oKkbwxbQwMDHKdJ/3D//333+jXrx8sLCzQvn17uLu7w8zMTBwMSt6TpY/FxsYCgMI+hqVKlcLDhw8RGxsrU9GTW5/EvKpSpQp8fHywZ88eREVFwc7ODmvWrAEAmSdVgYGB4kBmUj4+PmIfxyFDhmDJkiXYunWrWNEjrYUfMmSIuI4qxw1kDeSliqioKADAoUOHcOjQIYXLfZywiUoq6TWzcOHCXJf98ssvYW9vj5UrV+Lnn3/GTz/9BAMDA3Tq1AlLly7N8QQsL/kpJCQkR05xc3MrlIoeaSFS3lMcIsr6DtbT05P7YEnedd62bVt4eHhgw4YNmD9/PvT19bFmzRro6ekpbFki700p0vut7AOTPnnyBF5eXoiNjUXLli3RtWtXWFlZiS+jOHPmjNyBoPN7r6dIXvKHRCKBj48Pdu/ejbdv34oVPi1btkT58uVhYGAAf39/+Pr64syZM6hRowYcHR3F9WNjY6GnpyczTcrZ2Rl6enpy75fykoul6388hpI62yLKLq95RJ7Y2FiUK1dO7jxNnZupqanw9fXFjRs34OnpiSFDhsDe3h4GBgYICQnBxo0bFQ42L5XbPU1UVBTS09NzLJNd9rKKumXN/H4mquTl3I5VE+Xkj+XluPKSoy9cuCA2dGjXrh0qVaoECwsLSCQS7N27F7du3cr1b68KVvQUI/PmzYOJiQmuX7+OSpUqyczbvn27StuQ3mR8/GYFKen0j29GVHlzQl6NHj0aZ86cwZYtW/Dpp59ix44dqF69Opo0aSIuM2zYMLFSR57atWujdu3a2L9/v9i0b//+/ahTp45ME0J1j1sR6XK///47xo8fr9I6RCWZ9Jr5uBJZHolEghEjRmDEiBGIjIzEuXPnsG3bNuzcuROPHz/GnTt3ZLqR5iU/+fr6igOS5oVEIpF5MpRdTEyMSq/ZlLZIyu3JPVFJZW1tjczMTEREROSoZJD3/S2RSDBy5EjMnDkThw4dQq1atXD69Gl07NhRYSFNVb/88gvev3+PLVu2YNCgQTLzxowZgzNnzuRr+3mVPX+oomXLlti9ezcCAgIQEBAABwcH1KpVCxKJBA0bNoS/vz8++eQTREREYMCAATLrWllZITMzE+/evctRERMeHo7MzEy590t5ycXSnCl9K9rHFN2vEeUmr3lEHisrK7x7907uPE2dm/v27cONGzcwYsQIrF69Wmbe9u3b5b7h7mO53dNYWVlBIpEgIiJCpZjULWsWRDnxY7kdqybKyR/Ly3HlJUcvXLgQKSkp+Pfff2W6EgNZrbCkrdLyi2P0FCPBwcGoVq1ajpM3LCxM7ivv5JE2KZa+Gj270NBQBAcHo3z58rkWxHIjLYR9/Nq+7Hr37g0HBwesWbMGO3bsQHx8PEaMGJHnfQ0ePBhJSUnYvXs3du/ejaSkpBzdr6ysrFC+fHk8efJE7gUovWHL3qxa2TFI36Z18eLFPMdLVBJJrxlpFy5V2dvbo0ePHtixYwdatWqF+/fv48mTJwURolK2trZyc0dISEiO7h6KSJsAHz9+XJOhEemMOnXqAADOnTuXY568aQDw6aefwtDQEGvWrMG6desgCIJa9xIfk95XdevWTWZ6ZmYmzp8/n+/t51Ve80f2cXqkrXekhZZWrVrh8uXLOHjwoMyyUsruFeXdL6lD+nr4a9euieMFSWVmZqr8diSij6mTR+RtIyEhAbdv384xLy/nprKyhKIck5c4c+Pt7Y3IyEg8fvxYpeU1UdbMTpXyoKZoOva8ykuODg4Ohp2dXY5KnsTERNy4cUNjMbGipxhxc3PDkydPZGqSk5OTMXbsWIVPmj/WvXt3WFtbY/369bh79644XRAEfPXVV0hLS1PagkZV0sGwlA0uaGRkBD8/P9y5cwdz5syBkZERhg4dmud9DRo0CHp6etiyZQs2b94sjt3zMT8/P6SlpeGrr76SqREOCgrC+vXrYW1tLfPaZmXH4OXlBW9vb2zbtg07duzIMT8zM7PQn/YRabNx48bBwMAAEyZMwMuXL3PMj46OFseFOHbsWI6clpaWJnb/MjU1LfiAP9KgQQOEhITIFHxSU1Pxv//9T+Vt+Pn5wcLCAj/99JPc8S1UfVJPpKuk9wDffvutTHeC0NBQ/Prrr3LXcXZ2Rrdu3XD48GGsWrUKpUqVErty54d07J2PX7n+ww8/FMmLFho2bAgvLy+cPXs2x9N/IGf+qFGjBpycnPDPP/+Ir2WXatmyJdLS0vDLL7+I3byykw42+80334hd34GsFpnSrhP5HZDWyMgIffv2RXh4eI5XSK9Zs4bj85Da1MkjH5O24ps9ezYyMzPF6Q8ePFCppY2UsrKEohxz5swZude4Or744gsAWRXikZGROea/efMG9+/fl4kpv2XN7FQpD2qKpmPPq27duqFs2bLYsmULjh07lmN+9hzt5uaG9+/fy5TFMzIyMHXqVIUtydTBrlvFyIQJEzBhwgR4enqiT58+SE9Px4kTJyAIAurUqaNSMy8rKyusXr0aAwYMgLe3N/r16wdHR0ecOnUK165dg5eXF6ZNm5bvWBs3bgxTU1MsXboUsbGxYtPJGTNmyCw3atQo/PTTTwgLC0O/fv3kvlEnNy4uLmjVqpX4donWrVvDxcUlx3JffvklDh06hM2bN+P+/fto3bo13r17hx07diAtLQ2bNm2SacnUsmVLSCQSfP3113jw4AGsra1hbW2NsWPHAgC2bduGli1bon///li6dCnq168PExMTvHjxAhcvXsS7d+9yPKUiKqlq1qyJFStWYOzYsahSpQo6deqEChUqiAOlnzlzBsOGDcPKlSvRr18/mJmZoVmzZnBzc0NaWhpOnDiBe/fuoV+/fiq/AUGTJk+ejOPHj6Nz584YMGAAzMzMcOLECdjY2Kg8WJ6TkxM2bdqE/v37w8vLC926dUOVKlUQERGBy5cvw93dPcfg80Qlia+vL4YPH47169ejVq1a6NmzJ1JSUrBjxw40atRIbIHysdGjR2P37t0IDw/H9OnTxbEd8mPMmDFYv349evXqJd6fXLp0CTdu3EDnzp2Vjs9XULZs2QJfX1+MGjUKmzdvRuPGjZGcnIy7d+/i5s2bOQpyvr6+2LlzJwDIVPQ0adIExsbGePfuHerUqZPj3qtFixaYMGECfv/9d9SsWRO9e/eGIAjYs2cPXr58iS+++AItWrTI9/F8//33OHXqFGbNmoV///0Xnp6euH//Pg4fPox27dqx9SOpRd08kt3w4cOxefNm7N+/H/Xr10f79u0RFRWF7du3o23btjhw4IDcwd4/pqws0bVrV7i7u+PHH39EUFAQatasiYcPH+LgwYPo0aMHdu/ene/PokOHDpg9ezbmz5+PihUrokOHDnBzc0NkZCSePHmCc+fOYcGCBahWrRoAzZQ1s1O1PKgJmo49r4yNjbFz50506NABHTt2RIcOHVCnTh3ExsYiMDAQiYmJ4gPNCRMm4Pjx42jWrBn69u0LExMTBAQEIDQ0FL6+vnJbU6pFIy9pJ6X8/f0FAMLcuXNzzFu/fr0AQFi/fn2OeXPnzhUACP7+/oIgCEJmZqawcuVKoUaNGoKJiYlQqlQp4bPPPhPevn0r+Pj4CB//OZVt++zZs0LHjh0FGxsbwcjISKhcubIwe/ZsIT4+PseyAAQfHx+Fxydv34IgCIcOHRIaNmwomJqaCgDkLiMIgtC4cWMBgHDy5EmF+8jNxo0bxX1s3LhR4XLx8fHC7NmzhcqVKwtGRkaCjY2N0LFjR+HcuXNyl9+wYYNQq1YtwdjYWAAguLm5ycyPiooSZs2aJdSsWVMwNTUVLCwshEqVKgkDBw4U9uzZo/bxEOmqK1euCP379xdcXFwEQ0NDwcHBQahXr54wY8YM4f79+4IgCMKKFSuEbt26CW5uboKJiYlgb28veHt7C3/++aeQlpYmbuvZs2cCAMHPz0/h/tzc3HJct8ooy9c7duwQatWqJRgZGQmlSpUSJkyYIMTFxcndx8f5O7ubN28Kffv2FZydnQVDQ0OhdOnSQseOHYWDBw+qHCeRrkpPTxcWLVoklC9fXjAyMhLKly8vfPfdd8KTJ08UXu+ZmZlCmTJlBIlEIjx+/FjudpXdEym67v39/YWmTZsKlpaWgo2NjdCpUyfh+vXrcq9vTd3r5batN2/eCBMnThQ/Hzs7O8Hb21v4+eefcyz7xx9/CAAEZ2fnHPNatGghABAmTpyYY57UunXrhIYNGwpmZmaCmZmZ0LBhQ2HdunU5llMWr5Sie8nnz58L/fr1E2xsbAQzMzOhefPmwpkzZ5TmUKLc5CWPKCrHxMfHC1OmTBFcXFwEY2NjoXr16sKqVauEXbt2CQCEX375RWZ5RfcbysoST58+FXr37i04OjqK19j27dsVXlN5vaeROnHihNC1a1fB0dFRMDQ0FEqVKiU0btxYmD9/vvDixQtxubyWNVW5TpWVBxV99oIgCH5+fgIA4dmzZyodY15jV3YPmdu+leX0J0+eCJ999plQtmxZwdDQUHBychJ8fX2FTZs2ySy3a9cuoV69eoKZmZng4OAg9O3bVwgODs7zcSsjEQQ1RqWkYmHlypUYO3Ys/vrrrxwD7WmL5ORklClTBjY2Nnjy5EmhDOZFREREukP6mvPmzZuLrXuJiArCrFmzsHDhQhw+fBgdO3Ys6nCIFOIYPTpMOmBp2bJlizgSxdatW4eoqCiMHj2alTxERESUZ0uXLkV6ejrGjBlT1KEQkY54/fp1jmn37t3Db7/9BhsbmxxjWxFpG7bo0UEnTpzA3r17sX79etja2iIkJASGhoZFHZaM77//Hu/evcOff/4Jc3NzPH78WOVXmxMREVHJFhMTgz/++APPnz/H6tWrUbVqVdy6dUt8ywsRUX706NEDISEh8PLygq2tLYKDg3HgwAGkpaVh7dq1GD58eFGHSKQUK3p00KRJk7BhwwbUr18fv/32G2rUqFHUIeUgkUhgZGSEOnXq4LfffkOjRo2KOiQiIiIqJkJCQuDh4QFTU1N4e3tj5cqVqFKlSlGHRUQ6YuvWrVi5ciXu37+PmJgYWFhYoGHDhpgyZQrat29f1OER5YoVPUREREREREREOoJj9BARERERERER6QhW9BARERERERER6QiDog6goGVmZiIsLAyWlpZ8qxOVGIIgIC4uDi4uLtDTY32utmJ+opKKOUr7MT9RScX8pP2Yn6ikykt+0vmKnrCwMJQrV66owyAqEi9fvkTZsmWLOgxSgPmJSjrmKO3F/EQlHfOT9mJ+opJOlfyk8xU9lpaWAIBPHCbDUM+4iKMpeZbvdSjqEEqk2IRkuLWdJZ7/pJ2kf592NhNgKGF+KmybL1Yt6hBKrNj4JLg3mMAcpcWkfxsfy7EwYH4qdH/fbVzUIZRYsXGJcK8+nPlJi0n/NgOdJsOI5btC98sOm6IOocSKTUiGW6d5KuUnna/okTbnM9QzZiIoAlYWpkUdQonG5qzaTcxPEmNW9BQBK0uzog6hxGOO0l7Sv42BxJgVPUXAyor5qagxP2kv6d/GSM8YRnomRRxNyWNlwc+8qKmSn9jxlIiIiIiIiIhIR7Cih4iIiIiIiIhIR7Cih4iIiIiIiIhIR7Cih4iIiIiIiIhIR7Cih4iIiIiIiIhIR7Cih4iIiIiIiIhIR7Cih4iIiIiIiIhIR7Cih4iIiIiIiIhIR7Cih4iIiIiIiIhIR7Cih4iIiIiIiIhIR7Cih4iIiIiIiIhIR7Cih4iIiIiIiIhIR7Cih4iIiIiIiIhIR7Cih4iIiIiIiIhIR7Cih4iIiIiIiIhIR7Cih4iIiIiIiIhIR7Cih4iIiIiIiIhIR7Cih4iIiIiIiIhIR7Cih4iIiIiIiIhIR7Cih4iIiIiIiIhIRxioslCrVq3U2rhEIsGpU6fUWpeISBXMT0SkzZijiEhbMT8R6S6VKnoCAgLU2rhEIlFrPSIiVTE/EZE2Y44iIm3F/ESku1Sq6MnMzCzoOIiI1ML8RETajDmKiLQV8xOR7uIYPUREREREREREOkIjFT1RUVF4+fKlJjZFRKRRzE9EpM2Yo4hIWzE/ERVfalf0xMTEYOLEiXB2doajoyM8PDzEeZcvX0anTp1w/fp1jQRJRJQXzE9EpM2Yo4hIWzE/EekGtSp6oqKi4O3tjd9//x3lypVDtWrVIAiCOL927do4f/48tm7dqrFAiYhUwfxERNqMOYqItBXzE5HuUKuiZ968eXj06BG2bduGa9eu4ZNPPpGZb2pqCh8fH5w+fVojQRIRqYr5iYi0GXMUEWkr5ici3aFWRc/+/fvRpUsX9OvXT+Eybm5uePXqldqBERGpg/mJiLQZcxQRaSvmJyLdoVZFz+vXr1G9enWly5iYmCAhIUGtoIiI1MX8RETajDmKiLQV8xOR7lCrosfe3j7XEdgfPHiA0qVLqxUUEZG6mJ+ISJsxRxGRtmJ+ItIdalX0tGjRAvv370doaKjc+ffu3cPRo0fRpk2bfAVHRJRXzE9EpM2Yo4hIWzE/EekOtSp6vv76a6Snp6Np06b466+/EBERAQC4f/8+1q5di1atWsHY2BjTpk3TaLBERLlhfiIibcYcRUTaivmJSHcYqLNSrVq1sGPHDgwdOhRDhgwBAAiCgJo1a0IQBFhaWmLnzp2oVKmSRoMlIsoN8xMRaTPmKCLSVsxPRLpDrYoeAOjWrRuePn2KjRs34vLly4iKioKVlRW8vb0xfPhwODg4aDLOYsPYXB9Vm9jAva4l3Gtbwr2uFSztDAEAM5teRnhIktL19Q0laDuiLLx6OsPJ3RSZ6QJeP0nA+R1vcHbra6Xr2rkYo/3YcqjZ0g52pU2QmpSB0EdZ657f8UZjx1hcxSUkw//KY1y7+wLX7r7EtbsvEBmdNZjcw4OzUNHVMU/b6zlxDfb73wEADO3mhfULBmk8ZlIP85N8Jub6qNnMFhU9rVChbtaPlb0RAGC813m8eSY/P0kkQPUmsus5u5kCAP6YfA+ntoQp3e+K603h5GqqdJlNcx9h/4oXahxVyZGRkYlNf5/DX3su4s79l4iOTYS5mTEqlS+Fbu3qYfynbWFlqfxzJu3AHCWfqYU+ajezQ6V61qhU1xqVPK1h/V+OGlH/LF4/S5S7nkQC1Gpqh0qe1qjkaYVKntYo5WYGAPh1YhCOb879DUGOZUzQe4IH6rV2gGMZE6QkZeD5g3ic/CsUJ7bK78ZCisXHJ6Gm1wS8Co0EAKxdMQF+g1oVcVSkCuYn+YzN9VG5iQ3c6ljCrbYl3OpYwuK/Mt7c5pfxLiRZ6fr6hhK0+qwsGvRwguN/Zbw3TxJxcecbnP9Lfhmv82Q3dP6fu0rxPboQjaX9buXpmHRFXEIy/K8FZ5Xv7r/EtbsvERmT9X3xcO8MVCyX+zkbl5CM5TvOY19AEB6/jEBySjqc7S1Qp3IZdPWpjuHdvAr6MDRO7YoeALCzs8PkyZM1FYtOqNbMFuPX1VRrXRMLfUzdWRfudSwBACmJGTA00UOF+taoUN8addraY/lnd5GZIeRYt2ozG4xbXRNmVll/0sSYdBiZ6qOytw0qe9ugXidHrPgsCBnpOdctKU5dfoTek9ZqZFv7/O+IlTyknZifcqrVwg7TN9XJ83qmlgb4Zm/9fO8/7n0a0tMy5c5LTszI9/Z1WWJSCroM+QlnLz4Qp1lZmiIuPgnXAp/iWuBTrP0rACd2zkB5N6cijJRUxRyVU50W9pi9pV6e1zOzNMCi/erfhNdpYYevN3nC3Cqr0BYfkwZjU33UbGyHmo3t0KSLMxYMuVmi76Hyas6Cv8RKHip+mJ9yqtrMBqPXqF/Gm7ijDtxqy5bxyte3Qvn6Vqjdxh5/jgxC5ke3QimJGYgJT1W4XT09wNIhqzL8RVCcWrHpglNXnqD31A1qr3/17gv0nroRoeExAAAjQ32YGBkiJOw9QsLeI+jJ65JX0UPyxb5LRcjtOIQExuH9mxT4La6i0np+i6vAvY4l4t+nYd2kB7h9MhISPaBxb2cMXlQZddo6oPtUd/zzwzOZ9WxLG2PcqqxKnuAbsdg07SFCHyRAT1+Cuu3t4be4Cuq0sUfvmeWx89vggjjkYsPJzgL1a7iiYQ1XuDhZY8y3O/K8jfjEFExctAtWFiZwcbTGg2dvCyBSooIRHZ6C4FtxCL4Zi6jXyRjzi/LXqEolJaTj2e04BAfG4snNWAybXxm2zsZ52veSYbdx98J7dcIu8eb/shdnLz6ARCLB/Ol9MNavNaytzJCamo59R6/j86824PmrCIz5ch2O75hR1OESqe19eAqeBMbg0c1YRL5OxhdLVStYJcWnI/h2LB4HxuLxjRiMWFAFdqVMcl3P3sUYMzdmVfI8uBaN3yYG4fn9eOjpS9CokxMm/loTXu2dMGxuZayd/TC/h1ci3AgMxvJVh+HVoDKuXHtU1OEQaUzsu1S8uB2H57fiEP0mBYN+VK2MN+jHynCrnVXG2zT5AYJORUGiB3j1csaARZVQq609ukxxx/4fQ2TWO/nnK5z8U3GLxDod7DF6dVaOvPR3yS6PONlZoH61smhYoxxcHK0xZuEuldZ7GBKODp+vRnRcElp7VcL8cR3gVdMVEokEsfHJuHTnOS7cCinY4AtIvip6tm7dio0bNyIwMBAxMTGwtrZG3bp1MWzYMAwcOFBTMRYrt05E4H/HIsTf7cvmfpMBAOVqWKBht6ynsOsnZ1XyAICQCVz4+y1MrQww4NtKaDOyLE6ueYW4yDRx3Xajy8LM2gBJcelYNuyOOC8zQ8CNwxEwMNLDqOXV0XJYGZxc8wpRYSmaOtxipatPTfQIqC3+HqLmk6Y5yw7h5ZtoLJ3eC/+cus2KHi3F/JTT9WPvMOLIO/F3x3Kq5afE2HQM9QiAkO1h9qBZFTUdHimxY+8lAMCwfs0xY0JXcbqRkQE+6eaNpORUfDp5NfzP30dsXBK7cBUDzFE5XTkajsGHw8Xfncqpdh4nxKbjE7eTMjnKb05lldbt9bkHLKwNkRiXjm8H3kBMRNbT88wMARcOvIWhkR6+XF0HXUe4Yf/K53gXqrx7RkmXmZmJcZNWAgCW/zwaDVtMKeKISB3MTzndPhGJW8cuir/blVXtYVfZGhao3zWrjLd5ykMEnYoCkFXGu7zrLcysDPDJNxXRakRZnF4bivhsZbzcNOpTCgDw4k4cwh4kqLyerunaojp6tJwn/h4SFqXyuiO/3YnouCR0bFoV+375FPr6H95VZWVhgnaNq6BdY9Uq9LSNWm/dSklJQadOnTB06FCcPHkSCQkJcHFxQUJCAk6ePIkhQ4agc+fOSEkpeRUKgvxeCbny7pmVAF4/ScStEzkrIM5ufY3EmHQYm+qjXifZsWRqtrQHAFzeGy5TASR1ZW84ot+mwNBYDw26ltwm/dkvXHXduPcSy7adQ92qZTCuf3MNREWaxvykWKaa+QmATAGKCt/biFgAQN2abnLne9ZyB5A1aGZSsuJm3lT0mKMUK4ocVb911tgNAbvCxEqe7M7sfo2oN8kwNNZD856l1A+whFj25yFcu/kEYz7rAM865Ys6HMoj5ifF1C3jNeyRVfZ68yQRd+SU8f7967U45IZnR9XHPzK3NUCNlnYA2JpH3TLemevBOH8rBPr6eljxVW+NlBW1iVpH88033+Do0aNo06YNrl69ioSEBDx79gwJCQm4cuUKWrdujaNHj2L+/PlqB3b16lV06tQJtra2MDc3h5eXF/766y+1t6ftqjaxBQDcOyO/BjItOROPr0RnLdvURmaefZmsGuU3T+QPUggAb4OzBlmt3tw2n5GWXJmZmRg7fwcyMwUs+/oTnUsGuoL5iXSRe9msm79bd+UPWB0Y9BwAUNrZBs6O1oUWF+VdQeco5qe8kbYaevVY8dPwV//dX9X1sS+UmIqr0LBIzF24Dc5ONvh2Vsls9VHc8R5K8yo3sQEA3D+ruIwXfCVGZllVNOzhDAMjPaSnZuLavvDcV6Ac/jpyAwDQskFFuJbWvTKyWiXVrVu3olatWjhy5Ajq15cdoLNBgwY4cuQIqlevjs2bN6sVVEBAAJo1a4Zz586hT58+GDt2LCIiIjBo0CB89913am1T25WqmPV2iNBHim80wh5l3Wi4VDKXO19PX/H29QwkWetWMVMzQlq+7Ryu3X2J4T280biOR1GHQwowP2mvYQsqY+39FtgW2gqr7zbHzG110ayXM/RYZ5qrkYNbAgDWbz+LJX8cQmxcVuV9Wlo69hy6iqnf/AWJRIIfZvUvyjBJBQWZo5if1KenL1E4T/+/eyjXqhaFFU6xNHHaasTFJeHHBX6wtpZ/r0rajfdQmudcIavs9fqR4gfyr/+raC5dWfXrplEfZwDAXf8oxEep3t2LPrh0O+shWbO67ggJi8Kn87ajbPtvYdpoOtw7LcCwOdtwN7j4vrlardvr8PBwdOrUCXoK7s719fXRuXNnvHv3Tu58ZdLT0zFixAhIJBKcPXsWq1evxpIlS3Dr1i3UqFEDc+fOxePHj9UJW2uZWurDxDyrlibmreIm99Fvs5pJWjsbyUyPDM2aXlpBBZBED3Aun/XEytopb4OnUpbQt9GYvewQ7G3M8f3kbkUdDinB/KS9PGpZwthUH2kpmbB1Mka9Ng6Y9GctzN1TX3xjIMk34bN2mPBZOwDAjAU7YFd1NOyrjYF5+c/Qd9TvqFS+FPZumIyBvZoUcaSUm4LKUcxP6gl/mVVp6lpFfiWOnh5Q5r+Cml0eB6AvSQ4cuYq9By/Dp3lNDOrnW9ThkJp4D6VZJiqW8aTzrJyMFC6TXekqZnD97w1el/4uvhURRe3xy6xxdd/HJcGz/8/YeOAaomITYWpsiJdvo7H50HU0GPQL/j5RPF9br1ZFT4UKFRAZqXwg26ioKFSoUCHP2z59+jSCg4MxcOBAeHp6itMtLS0xe/ZspKenY/369XnerjYzMvvQFCc1WXEH0NSkrHnGZrJNd4ICspoCevdwgq1LzpuQZv1Lw+q/V+/pG0hgaMLH53k18fvdiEtIwXcTu8Lehk+ptBnzk/a5cuQdFg+7hWGVz2Cwuz+Glg/AmLrnsG9ZCDIyBNRoaospa2oVdZhaTV9fD0vmDsSSuQNgYPDfTWNsIjIzswYmiU9IRtT7+KIMkVRUUDmK+Uk9109n3ej79C4NhzI5B6hvO7gsbByz7q30DfRgxHuoHBISkjFx2moYGhrg9yWjijocygfeQ2mWsUwZL0PhcqlJGTmWV6bxJ1njhcVHpeHOKdUHHqYPklPSkJKaDgD4bdu/kEiA7d8PQey5hYg6swC3dkyBd01XpKZlYPjc7XjyMiKXLWoftb6tJk6ciB07duDBgwdy59+7dw/bt2/HxIkT87ztgIAAAEC7du1yzJNOO3PmjML1U1JSEBsbK/Oj7STZWgsLaowmeGLVSyTFZQ3iNWlLbVRtZgMDYz2Y2xjAd6gL+n9bEempHyqQhEyOqpoXB88E4Z9Tt9Gotjs+69WoqMOhXDA/aZ8Nsx7h8qF3iH//oWlxRGgKNn/zBOu+ynpdcZ2W9qjja1dUIWq9t+9i0Lz7fEyZ9xcG9myMGycWIObxajz4dzEWfvUJgkPCMXzSKsz5UbXXiVLRKagcxfyknr0rQpAYl/Wyi2//ro86LexgaKwHCxtDdBpeDqO+q4a0bPdQmbyHymHud9vw4uU7TBzXFdWrlivqcCgftPUeqtjmp+w9QjWUOiR6HwZ4vrr3LTLTmZPUkT2XC4KAX6Z2xydt64gP02pWLI1/fh4OCzNjJKWkYenWs0UVqtpUait/9qzsgVWpUgU+Pj6oX78+hg4dimbNmsHJyQnh4eE4d+4cNm/ejDZt2qByZdVebZmdtMlepUqVcsyztbWFg4OD0mZ9ixYtwjfffJPn/RallIQPNbzGpoprco1Ms+rlUhJla4SjQlPwx6i7GLuqBspUMcfUHXVl5se+S8WZrWHoOskdqUkZSE9lQlBVQmIKJny3C/r6elj29SeQSBT34aeiwfxUvB1b/wrdPneDs5sp6rd3xK0APpmSZ+iElbhyMxjD+7fA6p9GiNMrejhj+viucHG2xfBJq/DDsoPo170RalQpW4TRUnaFlaOYn9Tz7lUyvht2EzM3eMKtqiW+2+slM/99eAqObnqJAVMrIoX3UDkE3n6G3/84iHJlHTB7et+iDofyqLjcQxXX/JS9jGektIyXNe/jMp481X3sYP1fN9KS/rat/DAzNYKengSZmQLsrM0wpHP9HMs421tiQAdPrN5zCaeuFL9uhSpV9Pj6+sot4AqCgD///BOrVq2SmQYABw4cwMGDB5GRkfsJm11MTNao49bW8t8aYmVlhVevXilc/6uvvsL//vc/8ffY2FiUK6fdTxeS4jKQnJABE3P9HOPvZGfz30Utr4/nvbPvMaflVbT+tAyqNLGBlaMREqLT8eDf9zi64gWaDSgNAAh/llQwB6GjFq8/hRev32NE78ao5OaI+ETZ10lmZGQ95UvPyBDnmZsasUKoEDE/FX/BgbFwdjOFs5tpUYeile4+fIVT5+4CACaO7CB3mSGfNMPUb/5C5Pt4HDxxkxU9WqSwchTzk/pu+kdiTONz6DbKDbWb2cPGyQjx79MQeDYSu397hnaDs66nsKeKB1MtqSbPWIOMjEzMnz0IgiAgPl7+fWZKShri45Ogp6cHMzOOdaQtiss9VHHNT8kqlvGk82LDFY/jI9Xok6xBmEMfxONlELts50dpByuEhsegYll7heNSVXFzBAC8fBNdiJFphkoVPXPmzCk2BVdjY2MYGxe/L5A3TxLhXscSZZSMtu5SOWswwDAFrwB9/zoFuxY+lTuvUsOspBp8o5g0ddQSz1+/BwCs2X0Ra3ZfVLjcX4eu469D1wEAwUfmwL0MX8FaWJifij/xz6dG19WS4OGT1+L/y/93wyGPh6sjIt/H43kx7Eeuy4pLjirp+SkyLAXr5z2SO696o6zX7j64Gl2IERUPL15mDco7bPSvSpcbN3klxk1eCTdXRwTfWaV0WSo8zE8F721wItxqW6J0ZcVvPpa+UOe1krcvA4CplT5qtc0qY1zexdY8+VW9vDNCw2NUugaKwWWSg0oVPfPmzSvgMD6Q1vJKa30/Fhsbq7AmuDh7cOE93OtYonoLW7nzDYz1UMnLJmvZ89F52rZNKSNU+2+7l/9hUiDdwvxU/JWvYwUACH+ZXMSRaCc9vQ93Fy9CI1G1oovc5V6EZg2gaWGRc0BZKjqFlaOYnwqGfWljePpmFawCdoUVcTREmsV7qIL36EI03GpbolpzRWU8CSp4WYvLKtOgmxOMTPSRkS7gyh6W6fKrVcOKOHHpER6/jEBmZqbcVj0PQsIBAG6l5f/9tJnWvTpA2m9TXh/N9+/fIyIiQm7fzuLuyt6sk6h0JXPUbpOzNUiLgaVhZm2A1KQM3Dyi+isNJXrA4EWVYWCohydXY/DokvzkSvKtXzAIGbd/Vfjj06AiAGBoNy9xGlvz6K6Smp8KUju/MmKXrRsn2BJFnjo13MT/r9kaIHeZA8dvIjwiq8Wmt2fe34ZCxR/zk+bp6QGfL6kBA0M93Lv8HkEX3hd1SFon+M4qpMf8o/BHau2KCUiP+YeteUqwkpqjru3LKuOVqmSOmq1zvnSi2YD/ynjJGQg8qvw+yLtP1tu27p+JQuy7NKXLUu76tqsLQwN9RMUkYtPB6znmv42Mw/ZjgQCADk2qFnJ0+ad1FT0+Pj4AgOPHj+eYJ50mXUZbWdgaij9m1h8aTZlZG8jMy94E7EVQPK4dyqrAGf5LVdRqlZUIJHpA4z7O6P11eQDAyTWvEBuR88LuOd0D1Zvbwtj8w0Bf7nUsMWlLbdRt54DE2HRsmPKwIA63WIl4Hy/+vI/90I/8fWyizLzMTMWvuaeSSxfyk6WdofhjYWMoTje3NpSZ93ETVTNLfdn5/7UyMTGXnW5gJLvip4uqYPjCyqjqbS3zWmJ7F2MMml0Rn31fBQBw51wUbp5S/krXksrD1RFtfWoCAH5bcwwzF+0UK3XiE5Kxccc5fDY5q/DkXs4BXdvVK7JYqejoQn4CACs7Q/HHwubDPZSFjYHMvJw56qP5/6UbU3N9mekf5ygAGPp1JdT1tYepxYd7qEqeVvjm7wbw7uiEhNg0/PpFUIEcL1FJoQs5ytzWQPwxs/5wD2VmbSgzL3t+ehkUjxv/lfGG/lwVNVp+KON593ZGj5lZZTz/NaGIk1PGk3LyMEX5+lktoC+x21YOEe8TxJ+cZbwP87KX8dxd7DD2kyYAgP/9tA+7Tt5CenrW2FN3g9+g5//WIz4xBdYWJpg8WLvPTXkkgjrv8wbw8uVLLFiwACdPnkRYWBhSU3MOHiWRSJCenp6n7aanp6NKlSoIDQ3FpUuXULduXQBAXFwcGjdujIcPH+Lu3bsqj/YubQY40GkGjPQKp2/nmlBflZab7n0Jka8+dFUwtdTH1L/rwq2WJYCskdf19CQw/K9wdPtUJJYND0JmRs4/2feXGsGhXFZz/cSYdBga64nrRb9JwfIRQXh2My4/h6WWtcedCn2fyujXVu11kKqOs9Pq099x5toTDO3mhfULBuU3PI2JjU+CbZOpiImJgZWVVVGHU+iKW37qbDsVhpLCyU+73rVRabmx9f7Fu2xdqb7ZWx81mubebHXZhLsI2P5hTJnPf6+Olv2zuhplZAhIjE2Hnr4E5lYfCnB3z7/H4mG3EB+dt79Hfu26U6NQ95cfr99Go12/73H/8YeuI5YWJoiL//A3cna0xsEtU+BZ070IIsyb2LhE2FUdwRylwRxVUPmptdUkGBRSfgKAQ1HyBxz/2PA6ZxD+8sPN/KL9XqjdLOfT8o/98vkdnNwWKjNtXaAPnF2zWhbGx6TByFgPRiZZlT6Rr5OxcOhNPLxeuC2iD71oVqj7KygG1j0BZLXo8RvUqoijUU1sbCLsyvVjftLieyhpfhpWagaM9Aqvu/KKl6oV9mc1voSoVx9e4GJiqY9JO+rAVUEZL+hUJFZ+FoRMJeNbd/vSHR0muCExOg0z6l8s0jcA/nHApsj2rYh+/akqLRd8YCbcXT58V6SmpaPH/9bj2IWsBhEmxgYwNjRAzH/3V5bmxti9ZBhae2lHa7PY+GTY+sxQKT+pNEbPx54+fQpvb2+8f/8eNWrUQEpKCtzc3GBiYoLg4GCkp6ejTp06sLGxyfO2DQwMsGbNGrRv3x7NmzfHgAEDYGVlhT179uDZs2dYsGCBWq/0Kw6S4jKwqNsNtB1ZDl49nODoZor0tEy8uBeP8zte49zW1wrHKj24NAR12jmgbDVzWDsaITU5A68exCPwWAROrQtFcnzeRsYnKq6Yn7TL8Q2vEBuRiipeNnAoYwJL26wn7e9eJeNpYCz+/ecNLh0I5zjMuSjtbIMrR77F6q3++OfINdx98AoxcUmwsjRFRXdndGxdB+M/bQtH+5JXKCluCipHMT+pb/uSJ/Du4AT3GpawdTJGanImQu7F49Lht9i/+jmS4ngPRSUD76EKRnJcBpb0uIlWI8qiQXcnOPxXxnt1Lx4Xd77B+b8Ul/GArIGAvXplvW3r2oF3RVrJo2uMDA1w6LcRWLfvCjbuv4q7T98iKSUNFcrao32TKpg61BdupXN/iKCN1GrR4+fnh23btuHEiRPw8fGBnp4e5s2bhzlz5iAsLAxjx47F/fv3ceHCBTg4OKgV2JUrVzB37lxcvHgRqampqFGjBiZNmoRBg/LWaqIoWvTQB9rWoqekKMkteopjfirMFj30QXFq0aNrSnKLnoLOUZrOT4Xdooey6EqLnuKoJLfoKS73UEXVooeyaGOLnpKiwFv0nDx5Ep06dZLpRymtL3JxccHOnTtRq1YtfP311/jzzz/V2QW8vLxw5MgRtdYlopKL+YmItFlB5yjmJyJSF++hiHSHWoMxR0REoGrVDyNPGxgYIDExUfzd2NgYbdu2xcGDB/MfIRFRHjA/EZE2Y44iIm3F/ESkO9Sq6HFwcEBCQoLM7yEhITLLGBgYIDo6Oj+xERHlGfMTEWkz5igi0lbMT0S6Q62KnkqVKiE4OFj83cvLC8eOHcPTp08BAO/evcOuXbtQoUIFzURJRKQi5ici0mbMUUSkrZifiHSHWhU9HTt2hL+/v1ibO2nSJMTFxaF27dpo2LAhKleujDdv3mDChAmajJWIKFfMT0SkzZijiEhbMT8R6Q61KnrGjh2LgIAA6OvrAwB8fX2xfft2uLm5ISgoCM7Ozvjtt98wcuRIjQZLRJQb5ici0mbMUUSkrZifiHSHWm/dsrKygre3t8y0Tz75BJ988olGgiIiUhfzExFpM+YoItJWzE9EukOtFj1ERERERERERKR9WNFDRERERERERKQjVOq6paenB4lEkueNSyQSpKen53k9IiJVMT8RkTZjjiIibcX8RKS7VKroadGihVpJgIiooDE/EZE2Y44iIm3F/ESku1Sq6AkICCjgMIiI1MP8RETajDmKiLQV8xOR7uIYPUREREREREREOoIVPUREREREREREOoIVPUREREREREREOoIVPUREREREREREOoIVPUREREREREREOoIVPUREREREREREOoIVPUREREREREREOsIgvxuIj4/Ho0ePkJCQgObNm2siJiIijWB+IiJtxhxFRNqK+YmoeFO7RU9ISAi6d+8OW1tbNGzYEC1bthTnnT9/HtWrV0dAQIAmYiQiyhPmJyLSZsxRRKStmJ+IdINaFT0vXrxAo0aNcPjwYXTv3h2NGzeGIAjifG9vb0RERGDbtm0aC5SISBXMT0SkzZijiEhbMT8R6Q61Knrmzp2L9+/f48yZM9i1axfatm0rM9/AwADNmzfH+fPnNRIkEZGqmJ+ISJsxRxGRtmJ+ItIdalX0HDt2DD179kSTJk0ULuPq6orQ0FC1AyMiUgfzExFpM+YoItJWzE9EukOtip6oqCi4u7vnulxKSoo6myciUhvzExFpM+YoItJWzE9EukOtih5nZ2c8efJE6TJBQUFwdXVVKygiInUxPxGRNmOOIiJtxfxEpDvUquhp27YtDhw4gKCgILnzz507h1OnTqFTp075Co6IKK+Yn4hImzFHEZG2Yn4i0h1qVfTMmjULpqamaNasGb777jux5vfIkSOYPXs2OnToAAcHB0ybNk2jwRIR5Yb5iYi0GXMUEWkr5ici3WGgzkru7u44duwY+vfvj1mzZkEikUAQBHTp0gWCIMDV1RW7du1C6dKlNR0vEZFSzE9EpM2Yo4hIWzE/EekOtSp6AMDb2xuPHz/GgQMHcPnyZURFRcHKygre3t7o3r07jIyMNBknEZHKmJ+ISJsxRxGRtmJ+ItINalf0AICBgQF69uyJnj17aioeIiKNYH4iIm3GHEVE2or5iaj4U2uMnoyMDMTGxiIzM1Pp/IyMjHwFR0SUV8xPRKTNmKOISFsxPxHpDrUqer755hs4OTkhMjJS7vyoqCg4Oztj4cKF+QqOiCivmJ+ISJsxRxGRtmJ+ItIdalX0HDx4EK1bt4ajo6Pc+Y6OjmjTpg327duXr+CIiPKK+YmItBlzFBFpK+YnIt2hVkXP06dPUbVqVaXLVKlSBc+ePVMrKCIidTE/EZE2Y44iIm3F/ESkO9Sq6ElPT4eenvJVJRIJkpOT1QqKiEhdzE9EpM2Yo4hIWzE/EekOtSp6KlSogNOnTytd5vTp0/Dw8FArKCIidTE/EZE2Y44iIm3F/ESkO9Sq6OnduzcCAwMxZ86cHKOuZ2RkYPbs2QgMDMQnn3yikSCJiFTF/ERE2ow5ioi0FfMTke6QCIIg5HWl+Ph4eHt748GDB6hQoQJatmyJMmXKIDQ0FP7+/ggODka1atVw6dIlWFhYFETcKouNjYW1tTWiHqyBlaVZkcZSEundvl/UIZRIsQkpsOnzI2JiYmBlZVXU4RSq4pifog/NhpW5SZHGUhIJZUsVdQglVmxcEmw9xzNHaXGOEvPT39NgZWZcZHGUVJn1axd1CCVWbFwi7CoNY34qBvmJ5buiwfJd0clLGc9AnR1YWFjg7NmzGDt2LHbv3o0nT56I8/T09NCnTx+sWLGiyAtRRFTyMD8RkTZjjiIibcX8RKQ71KroAQB7e3vs3LkT4eHhuHbtGqKjo2FjY4MGDRrAyclJkzESEeUJ8xMRaTPmKCLSVsxPRLpB7YoeKScnJ3Tq1EkTsRARaRTzExFpM+YoItJWzE9ExZtagzETEREREREREZH2UbtFz71797Bs2TJcvXoV0dHROUZmBwCJRILg4OB8BUhElFfMT0SkzZijiEhbMT8R6Qa1KnrOnDmDDh06ICUlBQYGBnB2doaBQc5NqfFCLyKifGF+IiJtxhxFRNqK+YlId6hV0TNjxgykp6djzZo18PPzg76+vqbjIiJSC/MTEWkz5igi0lbMT0S6Q62Knlu3bqF///749NNPNR0PEVG+MD8RkTZjjiIibcX8RKQ71BqM2dLSkq/XIyKtxPxERNqMOYqItBXzE5HuUKuip3Pnzjh37pymYyEiyjfmJyLSZsxRRKStmJ+IdIdaFT0//vgjYmJi8MUXXyAxMVHTMRERqY35iYi0GXMUEWkr5ici3aHWGD19+/aFubk5li9fjg0bNqBSpUqwtrbOsZxEIsGpU6fyHSQRkaqYn4hImzFHEZG2Yn4i0h1qVfQEBASI/4+Pj8fNmzflLieRSNQKiohIXcxPRKTNmKOISFsxPxHpDrUqejIzMzUdBxGRRjA/EZE2Y44iIm3F/ESkO9Qao4eIiIiIiIiIiLSPWi16souPj8ejR4+QkJCA5s2bayImIiKNYH4iIm3GHEVE2or5iah4U7tFT0hICLp37w5bW1s0bNgQLVu2FOedP38e1atXl+nnSURUWJifiEibMUcRkbZifiLSDWpV9Lx48QKNGjXC4cOH0b17dzRu3BiCIIjzvb29ERERgW3btmksUCIiVTA/EZE2Y44iIm3F/ESkO9Sq6Jk7dy7ev3+PM2fOYNeuXWjbtq3MfAMDAzRv3hznz5/XSJBERKpifiIibcYcRUTaivmJSHeoVdFz7Ngx9OzZE02aNFG4jKurK0JDQ9UOjIhIHcxPRKTNmKOISFsxPxHpDrUqeqKiouDu7p7rcikpKepsnohIbcxPRKTNmKOISFsxPxHpDrUqepydnfHkyROlywQFBcHV1VWtoIiI1MX8RETajDmKiLQV8xOR7lCroqdt27Y4cOAAgoKC5M4/d+4cTp06hU6dOuUrOCKivGJ+IiJtxhxFRNqK+YlId6hV0TNr1iyYmpqiWbNm+O6778Sa3yNHjmD27Nno0KEDHBwcMG3aNI0GS0SUG+YnItJmzFFEpK2Yn4h0h4E6K7m7u+PYsWPo378/Zs2aBYlEAkEQ0KVLFwiCAFdXV+zatQulS5fWdLxEREoxPxGRNmOOIiJtxfxEpDvUqugBAG9vbzx+/BgHDhzA5cuXERUVBSsrK3h7e6N79+4wMjLSZJxERCpjfiIibcYcRUTaivmJSDeoVdHz7bffonz58hg8eDB69uyJnj17ajouIiK1MD8RkTZjjiIibcX8RKQ71BqjZ8GCBbhz546mYyEiyjfmJyLSZsxRRKStmJ+IdIdaFT1ubm6IiorSdCxERPnG/ERE2ow5ioi0FfMTke5Qq6JnwIABOHbsGGJiYjQdDxFRvjA/EZE2Y44iIm3F/ESkO9R+vXrt2rXRqlUrHDp0COHh4ZqOi4hILcxPRKTNmKOISFsxPxHpDrUGYzY1NQUACIKAbt26KVxOIpEgPT1dvciIiNTA/ERE2ow5ioi0FfMTke5Qq6KnefPmkEgkmo6FiCjfmJ+ISJsxRxGRtmJ+ItIdalX0BAQEaDgMIiLNYH4iIm3GHEVE2or5iUh3qDVGDxERERERERERaR+1WvRIpaam4uTJk3jw4AESEhIwe/ZsAEBycjJiY2Ph4OAAPT3WJRFR4WN+IiJtxhxFRNqK+Ymo+FP7Ct2/fz9cXV3RtWtXTJ06FfPmzRPn3b59G6VLl8b27ds1ESMRUZ4wPxGRNmOOIiJtxfxEpBvUqug5f/48+vTpA2NjY/z6668YOHCgzHwvLy9UrFgRu3fv1kiQRESqYn4iIm3GHEVE2or5iUh3qNV1a8GCBbCxscG1a9fg6OiIyMjIHMvUr18fV65cyXeAJU1GRiY2/X0Of+25iDv3XyI6NhHmZsaoVL4UurWrh/GftoWVpWlRh1ksvXwXiz3nH+LUzRDcehaOt+8TYGSoj/KlbNChQXlM7NEQpe0scqwXGhGHvwLu4urD17j7/B3CYxIRk5ACa3Nj1HB1QO9mVTGqY10YG+WrJyRpCPOT+l6Gx2DP2Xs4df0pbgW/xdv38TAy0Ed5F1t08KqEiX0aobS9pcL1U9PSsXTXJWw7eQdPQqNgoK+Ham4OGNbREyO71OebPJSIi0+G/6WHuHYnBNfuPMe1OyGIfJ8AAHh4cj4qujvJXS8zMxNnLj+WWS/kVdY5/+fCIRjRr1mhHQOphjlKPS/fxWLPhYc4FRiCW8/eZfsOt0aH+hUwsXsDud/hivScvxv7Lj0GAPi1ron1/+tSUKHrPINSA3Nf6D+n9syGT5NqBRgN5QfzU8FhGa/gsIwnn1pRX7p0CX369IGjo6PCZcqVK4f9+/erHVhJlJiUgi5DfsLZiw/EaVaWpoiLT8K1wKe4FvgUa/8KwImdM1DeTf5NP8n38l0s3P2WQxA+TLM2N0Z8UipuPwvH7WfhWH0kELtm9ULLOm4y654Leonpa/3F340N9WFmbIjI2CScDXqJs0EvsfLQDRxb2B9lHa0K65BIAeYn9bwMj4F7v18gZLtIrM1Nsq6R4Le4HfwWqw9ex65v+6Glp0eO9WMTktF68kZcfxQGADAzMURSahou3XuFS/de4eCFh9gzvz8MDPQL7ZiKk1MXH6D32D/yvF5sfDLaDPm5ACKigsIclXcv38XCffgKBd/h73D72TusPhqIXTN75vgOl2ffxUdiJQ/ln7OjtdL5sfFJSEpKhZGRAWpWLVtIUZE6mJ8KBst4BYdlPMXUquhJSUmBtbXypB4TE8NBuvJo/i97cfbiA0gkEsyf3gdj/VrD2soMqanp2Hf0Oj7/agOev4rAmC/X4fiOGUUdbrGSkZkJAOjqXRF+bWujVR032FiYIDUtA6cCQzB+xXE8exONHt/swoM1o2VqfV2drDBnUDP41HJFnfJOsPuvtj02IQU7zt7HlNWncP9lJPx+OohT36v+VIsKBvOTejIy/rtGmlSBX4e6aOXpARtLU6SmpePUjWcYv/QQnr1+jx5fb8ODzRNytOwZtWQ/rj8Kg52VKTbM6InOjSsjM1PAlhO3MfbnAzh48RHmbvDHwhFtiuLwigUne0vUr+WGhrXc4eJsgzGztqi0nrmZMerVKIf6Nd3QoLY7pn73N968iy3gaEldzFF5J36He1WEX5tast/ht/77Dn8bgx7zd+PBqlFKW/bEJ6Xiiz9PwsrMGC52FnjwKmeLBcqb0DvKK6nrt/4Kt+4+R+e2nrC3U9wqlIoe81PBYBmv4LCMp5haFT3ly5fHtWvXlC5z8eJFVK1aVa2gSqodey8BAIb1a44ZE7qK042MDPBJN28kJafi08mr4X/+PmLjkti8Lw9sLUxwc/lnqO0hW0tuZKiPjg0r4NC3fVFv/DrEJaVi1ZGbmDuoubhMk+pl0aR6zidQVubGGNmxLiQSYNSvR+B/6zlevotFuWJY46tLmJ/UY2tpiptrxqB2hVIy040MDdDRuxIOfT8I9UauRFxiClYduIa5w1qKy9x8/Bo7/e8CANZN74EuTaoAAPT1JfDrUBfR8UmYvOwolv59CRN7N4KTrerdK0qKrq1qo8flJeLvIa8iVFrP2tIU0YFLZW66v16yV9PhkQYxR+WdrYUJbv7+qfzv8AYVcOibvqj3xfqs7/CjgZg7UHGXxdmbz+Llu1gsHd0G/1x4yIqeAhYYFIJbd58DAIb2bVHE0VBumJ8KBst4BYdlPMXUqo7t3bs3zp07h02bNsmdv2TJEgQFBaFfv35qBbVlyxaMHj0aDRo0gLGxMSQSCTZs2KDWtoqTtxFZT2Dr1pTf7NizljsAQBAEJCWnFlZYOsHa3CRHAsiuajl7NKrqAgC48fhNnrbtVcVF/H9YZJx6AZLGMD+px9rCJEclT3ZV3RzR6L8vwxuPXsvM++vkbQBAlXIO6NY0583fqK4NYG1ugqSUNOw5e1+DUesOfX31no5KJBI+WS1mCjJH6Wx+UuU7vEru3+E3nrzBsgPXUbe8Ez7vXE/jcVJOm3aeAwA42luhY+u6RRsM5Yr5qWCwjFdwWMZTTK0WPdOmTcPu3bsxfPhwbNmyBcnJyQCAL7/8EhcvXsSFCxdQt25djB8/Xq2gZs2ahefPn8PBwQGlS5fG8+fP1dpOceNe1gEPg1/j1t0XcucHBmV9DqWdbXLtD015Z/9f7XlGppDLkrIu3g8V/+/ubKPJkEgNzE8Fx97KDMCHZrJSATdDAABtG1aQu56psSGa13bFwYuP4H/zGcZ0b1igcRJps4LMUSU7Pyn/Ds/MFDBm2VFkCgKWj2uvduUqqS49PQPb95wHAAzo3ZRjtBUDzE8Fg2W8olVSy3hqfctZWFjg3Llz6N+/P/z9/fHvv/9CEAQsWbIEFy5cQN++fXHy5EkYGxurFdSaNWsQEhKCd+/eYcyYMWptozgaOTirK8T67Wex5I9DiI1LAgCkpaVjz6GrmPrNX5BIJPhhVv+iDFMnZWRk4sJ/F3N1N4dcl09Ny8CzN9H4ec8VTFl1CgDwSfOqcLY1L9A4KXfMTwUjIyMTF+6+BABUz/YGKEEQ8OBFVjejGu6KB2+s9t+8eyHvCjBKIu1XkDmqROenXL7Dlx28jmuP32B429poXK1MYYZXYh05HYjw/1oyDO3bPJelSRswPxUMlvGKTkku46n9rjBbW1ts3boVv/32G65evYqoqChYWVmhYcOGcHZ2zldQbdqUzME6J3zWDs9fRWDZuhOYsWAHZizYAWsrM8TFJyEzU0Cj+hXx1Rfd0LlN3aIOVeesOHgDr6PioacnwdDWtRQuV+nTPxD8OlpmmkQC9G1RDWsmdSrgKElVzE+at2LfFbyOjMu6RtrVEafHJqQg4b9mxi4Oivsuu/w3ePPrqOLX9JVI0woqR5XY/HQo23d4q5o55odGxGH2prOwtzLFD8NbytkCFYRNO84CAGpXd0Xdmu5FGwypjPlJ81jGKzoluYynUkVP+fLlMWnSJHzxxRcAgE2bNqFu3bqoXbs27O3t0aFDhwINsqTQ19fDkrkD4V7OAdMX7EB6egZiYhPF+fEJyYh6H1+EEeqmW0/f4qv1AQCAsZ3roaaSVgmO1maIT05DQnIa4pOyCrd9m1fDt0NbwMLUqDDCpY8wPxW8W0/e4KtVJwEAY7s3RM3yH270ErL1JTc1UvyVYmZiCADidUNUUjBHFaxbT9/iqw1nAABjO3nK/Q6f+OeJrIE4R3YUu3hRwYp6H49DJ24CAIb24yDM2or5qXCwjFc0SnoZT6WKnpCQEERHR4u/Dxs2DPPmzUPt2rULKi61paSkICUlRfw9Nrb4vGL27bsY9By+FFduBmPoJ80waVQHVHB3xuu30dh96AoW/LIPwyetwuNnb/Dtl32KOlyd8DoqHj2+2Y3ElDR4VnDG4hGtlC5/4Rc/8f9v3ydgzdFAfL/zIvZdeoyNU7vgk+bVCjpk+gjzU8F6HRmHHl9vQ2JyGjwrlcbiMe1k5gvZujtLJJJCjo5I+xWXHFUs81NUPHrMz/Yd/lnO7/CDV55gz4VHaFTVBZ+1067PXJdt/+cCUlPTYWCgj4G9mhZ1OKQA81PhYBmv8LGMp+IYPU5OTggNDc19QS2waNEiWFtbiz/lypUr6pBUNnTCSly5GYzh/Vtg3dJRqF3dFeZmxqjo4Yzp47tixffDAAA/LDuIuw9fFW2wOiAyNhHtv96O5+ExqFTGFofn94OJkhYJH3O2NcfXA5pi24zuSE5Nx/CfDiE0gt1SChvzU8GJjElE+6mb8PxtNCqVtcfhHwbDxNhQZpnsTzkSU9IUbisxOS3H8kQlQXHJUcUuP8Umof2sHXgeHotKLrY4/E3fHN/hCcmpGL/iOPT1JFg+rh0rowvRpp1Z3bY6tKoDJw4uq7WYnwoHy3iFi2W8LCodsbe3NzZv3gwDAwOxb2ZAQECu60kkEsyePTtfAebVV199hf/973/i77GxscUiGdx9+Aqnzt0FAEwcKb+Z5JBPmmHqN38h8n08Dp64iRpVyhZmiDolJiEZHWftQFDIO7g6WeHEdwPUHmSri3cluDtbI+RtDLYF3MPUPt4ajpaUYX4qGDHxyej45WYEPQuHq7M1Tvw0FM52FjmWszI3hrmJERKSUxEWofgJm/S1lKXtLAssZiJtVFxyVLHKTwnJ6DhnB4Kev4OroxVOLOwv9zv8x12X8eJdLEa0r4NKLnY5uo5K38CSniGI88xNDFkhlE/3H4XiWuBTAMDQvuy2pc2Ynwoey3iFi2W8D1Sq6Fm8eDF69OiBP/74A0DWxR0QEJBrIiiKgpSxsbHab9MpSg+fvBb/X95Ncf9BD1dHRL6Px/OXEYURlk5KSE5F5zk7ce3xG5SyNcfJRQPg6pS/p00u9hYIeRuDp2/eayhKUhXzk+YlJKWi84wtuPYwDKXsLHDyJz+4KnitpEQiQVVXB1x/FIa7St6odf+/edWV9I8m0kXFJUcVm/yUnIrOc//+8B3+neLv8BfhMQCANcduYc2xWwq3uTXgLrYGZBXEnq4bUyxfo6tNNv43CLOdrQW6tKtXxNGQMsxPBY9lvMLDMp4slSp6KleujKCgIDx79gyhoaHw9fXFsGHD4Ofnl/vKpBI9vQ9Pj16ERqJqRRe5y70IjQQAWFiYFEpcuiYpJQ3d5u3ChXuhcLAyxclFA1HRxS7f2w15m3UzaWlaPL+EijPmJ81KSklDt5l/4ULQSzhYm+Hkz36oWNZe6Tq+nu64/igMJ68Fy52fnJKGc7dfAABaenpoPGYibcYcpTlJKWno9s0uXLj/33f4dwNQ0cW2qMOibDIzM/HX7n8BAP17NIZRHrpLUOFjfip4LOMVDpbxclI5++rp6aFChQqoUKEC3NzcULduXfj4+BRkbCVKnRpu4v/XbA3AkrkDcyxz4PhNhP/XNcLbs0KhxaYrUtMy0HvBHvjfeg4bCxMcW9gf1d0ccl0vPSMTBvqKh7PaejoIYZFZI+U3r8mmlkWB+UkzUtPS0Xv2dvjffJZ1jSwZiuruTrmuN6B1Lfy04wIevIjAwQsP0aVJFZn5qw9dR0xCMkyMDNCzGA5mR5RfzFH5l5qWgd4L/4H/7RewMTfGsQX9UN1V+Xf4+v91wfr/dVE4v+WMrThz5yX8WtdUuhyp7sSZOwj778n3EHbbKhaYnwoWy3gFj2U8+dSqZn/27Jmm4yjxPFwd0danJk6cCcJva47ByMgAk0Z2gJODFeITkrH74FVM+/YvAIB7OQd0ZVPYPMnIyMSgH/bh6LWnsDQ1wpH5feFZsZRK67aYuhmdvCqie6NKqO7qAP3/EsKL8BisP3Ebi7ZfBADUr1QKnRpWLLBjINUwP6knIyMTg+bvxtErT2BpZowjPw6BZ6XSKq1br7ILereojt1n72H493uxcWZPdGpUGRkZmdh68jZm/Jn1avaJfRrJHeeHskREfXi16vuYD69dfR+bKDPPzsYMenofbkxi4pKQlpYh/p6ZmQkASEhMllnP0twYxh8Npk2Fjzkq7zIyMjFo8X4cvf7fd/i3/eBZQbXvcCpcm3eeAwBUr1wGDVlgLXaYnzSPZbyCxTKeYhJByP5y3Lx58+YN9uzZgwcPHiAxMRFr1qwBALx79w7Pnj1DrVq1YGpqmuftrlmzBv/+m9Xs886dO7hx4waaNm2KihWzPuAePXqgR48eKm0rNjYW1tbWiHqwBlaWZnmOpTC9fhuNdv2+x/3HYeI0SwsTxMUni787O1rj4JYp8KzpXgQR5p3e7ftFHQIA4OydF/D9cisAwMTIANbmipvflXOwxJXfhou/e/itwPP/+vkb6OvB2twYyanpSEj+8IahhpVLY9/cPiilJYXY2IQU2PT5ETExMbCysirqcIpEccpP0Ydmw8q8aJvqnr0VAt+J6wFIrxHF8ZRzssKVP0fLTIuJT0aryRtw83FWX3QzE0NkZAhISUsHAHRqVAl7FwyAgYF+AR1B3glltaugqF9xdO4LAQgOWAj3sh+eVLUa+BPOXHmU63prf/DDsN5N1I5Pk2LjkmDrOZ45SsM5qkDy09/TYGVWtE3Wzwa9gO/0rIKQiZEBrJXEU87REleWDlNpu9rcoiezvna93loVsXGJKFN7HJKSUrFo1gBMG9+1qENSS2xcIuwqDWN+Kgb5qTiU7wDdK+NpS/kOYBlPGbU7zq5YsQJTpkxBSkoKgKxBuaRJIDw8HI0bN8bKlSsxcuTIPG/733//xcaNG2WmnT9/HufPnwcAuLu7q5wIipPSzja4cuRbrN7qj3+OXMPdB68QE5cEK0tTVHR3RsfWdTD+07ZwtC+ZXzr5kZmtPjM5NR3JqekKlzUxlL0s1k/pjKPXnuJc0Eu8fBeLdzGJ0NOTwN3ZGp4VnPFJ82r4pHlVsRaYih7zU95lZn58jcQrXFbeKyqtLUxwYfkI/PL3RWw/fQfBoe9hZKiHuhVLYVjHuhjZpb5MKxSikqygclTJyU9KvsONtKcyuaT5e/9lJCWlQk9PgkF9mhV1OKQm5ifNYxmv4LCMp5haLXoOHDiA7t27o0GDBpgzZw6OHDmClStXIiPjQ9NxT09PuLi44NChQxoNOK+KW42vrtGmGt+SpCS36CmO+UkbWvSURNrWoqckKckteopLjtKmFj0lUXFs0aMrSnKLnuKWn1i+Kxos3xWdAm/Rs3jxYri6usLf3x/m5ua4fv16jmVq1aqFc+fOqbN5IiK1MT8RkTZjjiIibcX8RKQ71GqHFBgYiM6dO8Pc3FzhMmXKlMHbt2/VDoyISB3MT0SkzZijiEhbMT8R6Q61KnoyMzNhaKj8zR3v3r2DsTGb+hJR4WJ+IiJtxhxFRNqK+YlId6hV0VOlShVx1HR50tPTcebMGdSqVUvtwIiI1MH8RETajDmKiLQV8xOR7lCromfQoEG4ceMGFixYkGNeRkYGpk6diqdPn2Lo0KH5DpCIKC+Yn4hImzFHEZG2Yn4i0h1qDcY8YcIEHDhwAHPnzsXmzZvF5nt9+/bFtWvXEBISgnbt2uGzzz7TaLBERLlhfiIibcYcRUTaivmJSHeo1aLH0NAQx44dw4wZMxAREYGgoCAIgoBdu3YhKioK06dPx/79+yGRSDQdLxGRUsxPRKTNmKOISFsxPxHpDokgCEJ+NiAIAh4+fIioqChYWVmhWrVq0NfX11R8+RYbGwtra2tEPVgDK0uzog6nxNG7fb+oQyiRYhNSYNPnR8TExMDKyqqowykyxSU/RR+aDStzk6IOp8QRypYq6hBKrNi4JNh6jmeO0uIcJeanv6fh/+zdd1hTZxsG8DsQCDOALEEFBPfALe6Jizqw7lrrqLZqq7bWWm21aJ119Gut3bVqnbXuUbei1q2IGyc4cCCg7M37/YFE0yQIEcgh3L/r8qqclSepuXnz5Jz3KK048Wpxy27ga+gSSq34hGSUqTyE+VQC8omf7wyDn+8MpyCf8fQ6o+dlMpkM1apVQ7NmzVCrVi1VAISHh2PIkCGve3giIr0xn4hIyphRRCRVzCeiku21Gz3/dffuXYwYMQLVqlXDihUrCvvwRER6Yz4RkZQxo4hIqphPRCVLgRo9//77L9q2bQulUokyZcqgR48euHbtGgAgOTkZ48ePR5UqVbBkyRI4Oztj0aJFRVI0EdF/MZ+ISMqYUUQkVcwnIuOT77tunT17Fv7+/khPT1ct27ZtG06fPo3Dhw8jMDAQV65cgbu7Oz777DO89957qpnaiYiKEvOJiKSMGUVEUsV8IjJO+T6jZ968eUhPT8ecOXMQFRWFqKgofPXVV3j06BFatmyJsLAwTJkyBTdv3sSYMWMYAERUbJhPRCRlzCgikirmE5FxyvcZPUePHkW7du3w2WefqZZNmTIF+/fvx+HDhzF//nyMHz++SIokIsoL84mIpIwZRURSxXwiMk75PqMnKioKDRo00FjeqFEjAMDgwYMLryoiogJgPhGRlDGjiEiqmE9ExinfjZ7MzExYW1trLM9d5ujoWHhVEREVAPOJiKSMGUVEUsV8IjJOhX57dSIiIiIiIiIiMox8z9EDACtXrsSJEyfUlt28eRMAEBAQoLG9TCbDjh07XqM8IqL8YT4RkZQxo4hIqphPRManQI2emzdvqt70/7Vr1y6NZTKZTL+qiIgKiPlERFLGjCIiqWI+ERmffDd6wsPDi7IOIiK9MZ+ISMqYUUQkVcwnIuOU70aPp6dnUdZBRKQ35hMRSRkzioikivlEZJw4GTMRERERERERkZFgo4eIiIiIiIiIyEiw0UNEREREREREZCTY6CEiIiIiIiIiMhJs9BARERERERERGQk2eoiIiIiIiIiIjAQbPURERERERERERoKNHiIiIiIiIiIiI8FGDxERERERERGRkWCjh4iIiIiIiIjISLDRQ0RERERERERkJNjoISIiIiIiIiIyEmz0EBEREREREREZCTZ6iIiIiIiIiIiMBBs9RERERERERERGgo0eIiIiIiIiIiIjITd0AUVNCAEAiE9MMXAlpZNJUpqhSyiV4pNzXvfcf/8kTap8Sub7xBBEAn8vGEru72RmlHQxnwwrOyHZ0CWUWvEJzCep4+c7w+LnO8MpyGc8o2/0JCQkAAC8Go4xcCVExS8hIQF2dnaGLoN0yM0njz7zDFwJkWEwo6RLlU+DFxm4EiLDYD5JFz/fUWmXn3ySCSNvV2dnZ+PBgwewtbWFTCYzdDkFEh8fjwoVKuDevXtQKpWGLqfUKcmvvxACCQkJcHd3h4kJr9CUqpKcT0DJfo+UdCX9tWdGSR/zifRV0l975pP0MZ9IXyX9tS9IPhn9GT0mJiYoX768oct4LUqlskT+QzQWJfX157dQ0mcM+QSU3PeIMSjJrz0zStqYT/S6SvJrz3ySNuYTva6S/NrnN5/YpiYiIiIiIiIiMhJs9BARERERERERGQk2eiRMoVAgKCgICoXC0KWUSnz9ifLG94jh8LUnyhvfI4bD154ob3yPGE5peu2NfjJmIiIiIiIiIqLSgmf0EBEREREREREZCTZ6iIiIiIiIiIiMBBs9RERERERERERGgo0eIiIiIiIiIiIjwUYPEREREREREZGRYKNHgk6fPo2AgAA4ODjA2toajRs3xurVqw1dVqmwcuVKvP/++2jYsCEUCgVkMhmWLVtm6LKIJIUZZRjMJ6JXYz4ZBvOJ6NWYT4ZRWvNJbugCSF1wcDA6deoEc3Nz9O/fH3Z2dti4cSMGDhyIiIgIfP7554Yu0ahNmTIFd+7cgZOTE9zc3HDnzh1Dl0QkKcwow2E+EeWN+WQ4zCeivDGfDKfU5pMgycjIyBA+Pj5CoVCIkJAQ1fL4+HhRs2ZNIZfLxfXr1w1YofHbu3eviIiIEEIIMWfOHAFALF261LBFEUkEM8qwmE9EujGfDIv5RKQb88mwSms+8dItCTlw4ABu3bqFt956C/Xq1VMtt7W1xdSpU5GZmYmlS5casELj5+/vD09PT0OXQSRJzCjDYj4R6cZ8MizmE5FuzCfDKq35xEaPhAQHBwMAOnbsqLEud9mhQ4eKsyQiIhVmFBFJFfOJiKSK+USGwEaPhNy4cQMAULlyZY11Dg4OcHJyUm1DRFTcmFFEJFXMJyKSKuYTGQIbPRISFxcHALCzs9O6XqlUqrYhIipuzCgikirmExFJFfOJDIGNHiIiIiIiIiIiI8FGj4Tkdnl1dXTj4+N1doKJiIoaM4qIpIr5RERSxXwiQ2CjR0Jyr9vUdo3m06dPER0drfXaTiKi4sCMIiKpYj4RkVQxn8gQ2OiRkNatWwMA9uzZo7Eud1nuNkRExY0ZRURSxXwiIqliPpEhsNEjIe3bt4e3tzdWr16N0NBQ1fKEhATMmDEDcrkcQ4YMMVh9RFS6MaOISKqYT0QkVcwnMgSZEEIYugh64eDBg+jUqRMUCgUGDBgApVKJjRs3Ijw8HDNnzsQXX3xh6BKN2u+//45///0XAHDx4kWEhISgefPmqFSpEgAgMDAQgYGBBqyQyLCYUYbDfCLKG/PJcJhPRHljPhlOqc0nQZJz8uRJ0blzZ2FnZycsLS1Fw4YNxcqVKw1dVqkwePBgAUDnn6CgIEOXSGRwzCjDYD4RvRrzyTCYT0SvxnwyjNKaTzyjh4iIiIiIiIjISHCOHiIiIiIiIiIiI8FGDxERERERERGRkWCjh4iIiIiIiIjISLDRQ0RERERERERkJNjoISIiIiIiIiIyEmz0EBEREREREREZCTZ6iIiIiIiIiIiMBBs9RERERERERERGgo0eKhYymQxt2rR5rWO0adMGMpmscArSIjg4GDKZDNOmTSuyxyAi6WE+EZFUMZ+ISMqYUdLFRk8JERERAZlMBplMhnLlyiErK0vrdhcvXlRtV61atWKukohKI+YTEUkV84mIpIwZRUWFjZ4SRi6X48GDB9i9e7fW9UuWLIFcLi/mqoiImE9EJF3MJyKSMmYUFTY2ekqYZs2awc7ODn/88YfGuvT0dKxatQoBAQEGqIyISjvmExFJFfOJiKSMGUWFjY2eEsbS0hL9+vXDtm3bEB0drbZu69atiI6OxtChQ7Xu++DBAwQFBaFJkyZwcXGBQqGAl5cXRo8ejaioKI3thwwZAplMhlu3bmHOnDmoVKkSLCwsULlyZcyfPx/Z2dmv9VyuX7+OiRMnon79+nB0dISFhQWqVKmCSZMmITExUed+qampmDhxIipUqAALCwvUrl1bayjm2rJlC9q3bw8HBwdYWFigVq1aWLBggc5TI4lIP8wn5hORVDGfmE9EUsaMYkYVNjZ6SqBhw4apOrsv++OPP+Di4oKuXbtq3e/w4cNYuHAhXF1dMWDAAIwZMwY+Pj746aef0LRpU8TFxWnd76OPPsI333yDTp064YMPPkBmZiYmTpyIUaNGvdbz2LhxI5YsWQJvb28MHjwYI0eORJkyZfD111+jQ4cOyMjI0Lpfnz598Ndff6FPnz4YMWIEoqKi8O6772LOnDka237++ecIDAzE9evX0atXL4wePRoWFhb49NNP0b9//9eqn4g0MZ+YT0RSxXxiPhFJGTOKGVWoBJUI4eHhAoDo1KmTEEKImjVrCl9fX9X6+/fvC1NTU/HJJ58IIYQAIKpWrap2jMePH4uEhASNYy9fvlwAEDNnzlRbPnjwYAFAuLq6isjISNXyhIQEUbt2bQFAHD58OF/1AxCtW7dWW3b//n2Rlpamse306dMFALFy5Uq15a1btxYARI0aNUR8fLxq+cOHD4Wbm5uQy+Xi1q1bquV79uwRAESXLl1EUlKSanl2drYYOXKkACDWr1+vWn7w4EEBQAQFBeXrORFRDuYT84lIqphPzCciKWNGMaOKCs/oKaGGDh2KCxcu4OzZswCAZcuWISsrC8OGDdO5j4uLC2xsbDSWDxo0CEqlEvv27dO639ixY+Hu7q762cbGBl9++SUAYPny5Xo/h3LlysHc3Fxj+YcffggAOuv54osvYGtrq/q5bNmyGD9+PDIzM7F69WrV8sWLFwMAfvnlF1hZWamWy2QyzJ07FzKZDGvWrNG7fiLSjvnEfCKSKuYT84lIyphRzKjCwqm7S6hBgwZh8uTJ+OOPP9CgQQMsW7YMfn5+qFGjRp77bdy4Eb/88gtCQkLw9OlTtWsYHzx4oHWfli1b6lwWGhqq93MQQmDp0qVYtmwZLl26hLi4OLVrQl+3nhMnTsDa2hpLlizRehxLS0uEhYXpXT8Racd8enU9zCciw2A+vboe5hOR4TCjXl0PMyp/2OgpoVxcXBAQEIA1a9age/fuuHnzJiZMmJDnPgsXLsSECRPg7OyMjh07onz58rC0tAQAfPvtt0hLS9P5WNqWmZiY6LzmMz/Gjh2LxYsXo0KFCujevTvc3NygUCgAANOnTy9QPa6urgCgVk9sbCwyMzMxffp0nTUkJSXpXT8Racd8Usd8IpIO5pM65hORtDCj1DGj9MdGTwk2bNgwbNmyBe+++y4sLS0xYMAAndtmZmZixowZcHd3R2hoKJydnVXrhBCYN2+ezn2joqJQtWpVjWXZ2dmws7PTq/aoqCj88MMP8PX1xfHjx9VOu3v06FGeb9yoqChUqFBBbdnjx48BQK0epVIJmUymMXM9ERU95tMLzCciaWE+vcB8IpIeZtQLzCj9cY6eEiwgIABly5ZFZGQkevXqBaVSqXPb6OhoxMXFoUmTJmoBAABnzpxBSkqKzn2PHDmic1ndunX1qv327dsQQsDf318tAHQ9nj71+Pn5ISYmBjdu3NCrRiLSH/Mp73qYT0SGw3zKux7mE5FhMaPyrocZlT9s9JRgcrkcW7duxaZNmzBr1qw8t3VxcYGlpSVCQkKQnJysWv706VOMGTMmz30XLVqkdi1lYmIivvrqKwDAO++8o1ftnp6eAIBjx46pXbN5//59TJo0Kc99Z82ahYSEBNXPjx8/xjfffAO5XI633npLtXzs2LEAcrriMTExGsd59OgRrl69qlf9RJQ35lMO5hOR9DCfcjCfiKSJGZWDGfV6eOlWCdeoUSM0atTolduZmJhg9OjRWLhwIerUqYNu3bohPj4eO3fuhKenp9qM69oeo06dOujXrx8UCgU2btyIiIgIjBgxAq1atdKrbjc3N/Tq1QsbNmxAw4YN0b59ezx+/Bjbt29Hu3btcPv2bZ37ent7o1atWujVqxcyMjKwbt06REVFYdasWfD29lZt17lzZ0ydOhUzZsxApUqV0LlzZ3h6eiImJgY3b97EkSNHMHPmTFSvXl2v50BEeWM+MZ+IpIr5xHwikjJmFDPqtRnmru5UUOHh4QKA6NSpU762ByCqVq2qtiw9PV3MmjVLVK5cWSgUCuHh4SHGjx8vEhIShKenp/D09FTbfvDgwQKAuHnzppg9e7bw9vYW5ubmwsfHR3z99dciMzMz3/UDEK1bt1ZblpCQID755BPh5eUlFAqFqFy5spgxY4ZIT0/Xun3r1q0FAJGcnCwmTJggypUrJ8zNzUXNmjXF77//rvOx9+7dK7p16yacnZ2FmZmZKFu2rGjatKmYMWOGuHv3rmq7gwcPCgAiKCgo38+LiJhPQjCfiKSK+cR8IpIyZhQzqqjIhBCieFpKVNIMGTIEy5cvR3h4OLy8vAxdDhGRCvOJiKSK+UREUsaMKh04Rw8RERERERERkZFgo4eIiIiIiIiIyEiw0UNEREREREREZCQ4Rw8RERERERERkZHgGT1EREREREREREaCjR4iIiIiIiIiIiPBRg8RERERERERkZFgo4eIiIiIiIiIyEiw0UNEREREREREZCTY6CEiIiIiIiIiMhJs9BARERERERERGQk2eoiIiIiIiIiIjAQbPURERERERERERoKNHiIiIiIiIiIiI8FGDxERERERERGRkWCjh4iIiIiIiIjISLDRQ0RERERERERkJNjoIZ0iIiIgk8kwZMiQfO8zZMgQyGQyREREFFldRESvY9q0aZDJZAgODi7Sx/nf//6H6tWrw9LSEjKZDMuWLcvXfjKZDG3atCnS2oiMWWGNX/Q5jqExP4iMw65du9CkSRPY2dkZPIe8vLzg5eVlsMcn/bDRQ0REVMhWr16N8ePHw8rKCh9//DGCgoJQt25dQ5dFRBJj6C/IQkNDMXXqVDRp0gQuLi5QKBTw9vbG6NGjERkZqXO/GzduoG/fvnB2doalpSV8fX2xePFiZGdnq20nhMDOnTsxatQo+Pr6ws7ODlZWVqhTpw5mz56N1NRUrcf//vvvMXToUPj6+kIulxdLc55IKsLDwxEYGIi7d+9i+PDhCAoKQmBgoKHLohJGbugCiIiIitOHH36I/v37w8PDo8ge459//gEA7NixA2XLli3QvlevXoWVlVVRlEVEOsyZMweTJk1CuXLlDF1KsRo5ciROnTqFRo0aoX///lAoFDh58iR++ukn/P333zhy5AiqVaumts+VK1fQrFkzJCcno2/fvihXrhx27tyJMWPG4MKFC/j1119V26alpSEgIAAKhQJt2rRBp06dkJqait27d+OLL77A5s2bcejQIVhaWqo9xtixYwEAbm5ucHZ2xqNHj4r+xSCSiP379yMtLQ3ffPMN+vfvb+hyqIRio4eIiEoVJycnODk5FeljPHjwAAAK3OQBoPGhioiKnpubG9zc3AxdRrF7++23sWrVKvj4+Kgt//rrrzFp0iR88skn2LFjh9q6UaNGIS4uDjt27EBAQAAAYObMmejSpQt+++03DBgwAG3btgUAmJqaYtasWRg9ejTs7e1Vx8jIyECvXr2wbds2LF68GJ9++qnaY2zfvh0NGjRA2bJlMXLkSPzyyy9F8OyJpOl1xhBEuXjploTExsbC1NRU49S806dPQyaTQSaT4f79+2rr/Pz8YGtri8zMTABAZmYm/ve//6FOnTqwtLSEnZ0d2rZtq/FLGgCWLVummjdix44daNmyJWxtbfN1Debly5fRtWtX2Nraws7ODgEBAbh06VKe+2zduhWdOnWCo6MjLCws4OXlhUGDBmnsFxMTg48//hgVK1aEQqGAi4sL+vXrhytXrqhtN2zYMMhkMhw5ckTr482aNQsymQwrVqxQW37hwgX0798fbm5uMDc3h6enJ8aMGYOYmBi17V6+Nj8sLAxvvvkmnJycOAcRGZ3Dhw+jW7ducHJygkKhQOXKlTFlyhQkJyerbbdhwwa0bt0aLi4usLCwQIUKFdC5c2ds3rxZbbs//vgDPXr0gJeXFywsLFCmTBl06tQJBw8e1Ku+Cxcu4O2330b58uWhUCjg5uaGzp07Y9u2bRrb5idn9JmjZ9OmTRgwYAAqVaoEKysr2NnZoWXLltiwYYPadrm5mvtcc7M7N1eDg4Mhk8kwbdo0HD9+HJ06dYK9vT1kMpnqGLrm2EhPT8d3332Hxo0bw9bWFjY2NqhRowbGjx+Pp0+fqrY7ePAghg0bhqpVq8LGxgY2NjZo2LCh2rfsRIb28nshJCQEnTp1Uo0pevbsqfF7Nr/vwf+6dOkSunTpAjs7OyiVSnTr1k1jPAEU7iVU6enp+Oabb1C/fn1YW1vD1tYWLVu2xNatW9W28/LywvLlywEAFStWVOXFy+9/fZ93fn344YcaTR4AmDBhAqysrHDo0CG15devX8fhw4fRtm1bVZMHAMzMzDBr1iwAwG+//aa2/PPPP1dr8uQunzx5MgBoPAYAvPHGG/yQS0YlMzMTc+bMgY+PDywsLFCpUiXMmTMHt2/fVn3eyP3sERQUBABo27atKhdysykkJAS9e/eGh4cHFAoFXF1d0bRpU8ydO1ft8fQZC2zZsgWNGjWCpaUlXF1dMWLECLXxRUFER0fjvffeg4uLC6ysrNCoUSNs2rRJ7fPnfxVkvLdlyxa0b98eDg4OsLCwQK1atbBgwQJkZWWpbffy423atAmNGjWClZUVypYti1GjRun9/EoCntEjIWXKlIGvry8OHTqE7OxsmJjk9OFe/jBy8OBBDBo0CACQkJCAkJAQdOjQAXK5HEII9OvXDxs3bkSVKlXwwQcfICkpCevWrUPXrl3x3XffqU6Ffdnff/+NPXv2oGvXrhg9ejQSEhLyrPPSpUto3rw5EhMT8eabb6Jy5co4deoUmjdvjjp16mjdZ+LEiZg/fz7KlCmDwMBAuLi44N69e9i3bx8aNGiAWrVqAchp8jRp0gQ3b95EmzZt0L9/f0RERGD9+vXYsWMH9u7di6ZNmwIABg0ahKVLl2LlypVo2bKlxmOuWrUK1tbW6Nmzp2rZ1q1b0bdvX5iamqJ79+6oUKECrly5gsWLF2P37t04efIkHBwc1I5z8+ZNNGnSBDVr1sTgwYMRGxsLc3PzPF8jopLi559/xujRo+Hg4IBu3brB2dkZp0+fxqxZs3Dw4EEcPHgQ5ubm+OmnnzB69Gi4ubmhZ8+ecHR0xMOHD3Hq1Cls3rxZrUH9wQcfoE6dOvD394ezszMiIyOxefNm+Pv7Y+PGjejRo0e+68v9kJOdnY1u3bqhatWqiIqKwsmTJ7FkyRJ069ZNtW1+c0YfkydPhrm5OVq0aAE3Nzc8efIEW7duRe/evbFo0SKMGTMGAFC3bl0EBQVh2bJluHPnjmqw9t8POceOHcPs2bPRtm1bvPfee7h7926ej5+amopOnTrh8OHDqFy5MoYOHQqFQoEbN27g559/xjvvvKPKrq+//lqVWz179sSzZ8+wa9cuvP/++7h27RoWLlyo9+tAVNjOnDmD+fPno02bNnj//fdx7tw5bN68GRcvXsSlS5dgYWEBIP/vwZfdvn0bzZs3R+PGjTF69GjcuHEDmzZtwr///otjx46hevXqhf580tLS0LlzZwQHB6NevXp49913kZGRgR07dqBHjx74/vvv8eGHHwIAPvroIyxbtgznz5/HuHHjVDnx8hdu+jzvwiCTyWBqaqoai+bKHZN27NhRY5/GjRvD3t5ea+NGGzMzMwCAXM6PI2T8hg0bhhUrVsDHxwcffPAB0tLS8O233+L48eOqbezt7REUFITg4GAcOnQIgwcPVuWBvb09QkND0axZM5iamqJHjx7w9PTEs2fPcPnyZfz222+YNGmS6lgFHQv8+eefGDx4MJRKJQYNGgR7e3ts374d/v7+SE9PL9Bnn8TERLRu3RpXrlxBixYt0KJFC0RGRmLAgAFaswMo2Hjv888/x5w5c1C+fHn06tULSqUShw8fxqeffoqTJ0/i77//1jj++vXrsXfvXvTp0wf+/v44dOgQfv75Zxw/fhzHjx/XuHzUKAiSlI8//lgAEGfPnlUt69Kli6hdu7ZwcXERQ4cOVS3fsWOHACDmzZsnhBDizz//FABE69atRVpammq7e/fuCRcXF2FmZiZu376tWr506VIBQMhkMrF3716NWsLDwwUAMXjwYLXlrVu3FgDEypUr1ZZPnjxZABAARHh4uEadtWvXFtHR0Wr7ZGRkiEePHql+HjZsmAAgJk+erLbdrl27BABRuXJlkZWVJYQQIjs7W1SoUEE4ODioPV8hhDhz5owAIN5++23VsujoaKFUKkX58uXFnTt31LZfvXq1ACA+/PBDjecPQEydOlXj9SEq6S5fvizkcrmoV6+eiImJUVs3Z84cAUAsWLBACCFE/fr1hbm5uYiKitI4zn/f1y/nTK4HDx4Id3d3Ubly5XzX9/jxY2FjYyOsra1FSEiIxvp79+6p/l6QnAkKChIAxMGDB/Ndy61btzSWJSQkiNq1aws7OzuRlJSkti43J//r4MGDqlxZsmSJ1sfKzfGXffrppwKAGDRokMjMzFRb9+zZM5GQkKD6Wdvrn5GRITp06CBMTU018o/IEF5+L6xdu1Zt3aBBgwQAsWbNGtWygrwHX/79PWXKFLV9li9fLgCIdu3aqS0fPHiwxvhF1zgoL59//rkAIKZNmyays7NVy+Pj40XDhg2Fubm5iIyMzPNxX1bQ7NGWH/r466+/BADRp08fteUTJkwQAMT69eu17tewYUMBQKMubUaNGiUAiB9++CHP7d5///0CZzaRlOzbt08AEA0bNhTJycmq5Q8fPhRly5bVyBld45Tx48cLAGLLli0aj5GfsZiusUBcXJxQKpXC2tpaXLt2TbU8PT1dtGrVSgAQnp6e+X6+U6ZMEQDEBx98oLb85dxfunSpanlBxnt79uwRAESXLl3UciY7O1uMHDlSI59yP+8CEPv27VM77tChQwUA8dVXX+X7uZUkbPRIzJYtWwQAMX/+fCFEzhvS1tZWjBs3TvTt21ftTZb7y/bUqVNCCCHatWsnAIiTJ09qHDf3Q9uMGTNUy3L/4ffs2VNrLdoGOHfu3BEAhK+vr8b2CQkJwt7eXmPAEhAQIACIAwcO5Pnc09LShKWlpXB0dNQ6QOjUqZMAII4cOaJa9tlnnwkAYuPGjWrbfvTRRwKA2LVrl2rZN998IwCIFStWaH38+vXrCycnJ43nX7ZsWY1GEpExGDt2rMZ7KldWVpZwdnYWDRo0EELkvD+sra3F06dP9X68MWPGCAAiIiIiX9vPmzdPABBffvnlK7fNb84IoV+jR5eFCxcKACI4OFht+asaPfXq1dN5zP9+UMvMzBRKpVLY2dmJ2NhYvWvdsGGDACCWLVum9zGICkvue6FVq1Y6140fP/6Vx9H2Hsz9/e3g4CASExPVts/Ozha1atUSAMTdu3dVywuj0ZOVlSUcHBxEpUqV1Jo8ubZu3SoAiO+//z7Px80PXdlTGI2eu3fvCldXV2FpaSnCwsLU1o0YMUIA0PoFoRAvxqIPHjzI8zF27twpTExMRPXq1UVqamqe27LRQyXdkCFDdDZocj+jFaTRs2fPHr1r0TYWyG2AjxkzRmP7I0eOFLjR4+XlJRQKhdYvB3M/z73c6CnIeK979+4a+Z3r2bNnQiaTiV69eqmW5X7e7dChg8b2kZGRwszMTPj4+OTzmZUsPFdSYlq1agUTExMcPHgQEyZMwJkzZ5CQkIC2bdvi4cOHWLduHcLDw1GxYkUcPHgQSqUS9evXBwCcO3cOlpaWaNy4scZxc6/3Dg0N1VinbXtdzp8/DwBo0aKFxjobGxvUrVtXY96LU6dOQaFQoHXr1nkeOywsDCkpKWjTpo3WO860adMGu3fvRmhoqOrxBw0ahK+//horV65UXaKVlZWFNWvWoGzZsvD391ftf+LECdV/b968qXH81NRUREdHIzo6Wm2i1jp16vBSLTJKue+JXbt2Yd++fRrrzczMEBYWBgDo27cvJk2ahFq1aqF///5o06YNWrRooXFJEpBzucScOXNw4MABREZGIi0tTW39gwcP4OnpCSBnvpz/+uijj2Bvb49Tp04B0H6JwH/lN2d0+fbbb/Hs2TO1ZUOGDFGdMh0VFYW5c+di586duHPnDlJSUtS2zZ04Mb8KkrthYWGIj4+Hv7+/xqWl2iQkJGDBggXYvHkzbt26haSkpNeqlago5Y5hXla+fHkAUHtP6vMerFevHqytrdWWyWQytGjRApcuXcL58+dRoUKFAtUbHBysMc6pW7cuAgMDce3aNTx9+hTu7u6YPn26xr5PnjwBAFWu5sfrZk9oaKjGPGpeXl4YMmSI1u1jY2MREBCAqKgo/Pnnn6hatWq+a82vM2fOoF+/frCzs8Pff/8NhUJR6I9BJCW5n5+aNWumsU7bMl169+6Nb7/9FoGBgejbty86dOiAFi1aaL2LaEHGArn1aZsKo2nTphqXV+aVK/Hx8YiIiEDNmjXh7Oys9fnu3r1bbVlBxnsnTpyAtbU1lixZonW9paWl1ozV9tzc3d3h4+ODsLAwJCQkwNbW9pWPX5Kw0SMx9vb2qFevHo4cOYLMzEwcPHgQJiYmaNWqFaKiogDkzNNTpkwZnDt3DgEBATA1NQUAxMfH6xyw5E5oFxcXp7HO1dU13/Xl7u/i4qJ1vbZjPXv2DOXKldO4zvu/4uPj86xH23OoWbMm6tWrhx07duDZs2ewt7fH3r178fjxY4wfP1712gA5gxcA+OGHH/KsIykpSa3RU5DXh6gkyX1P5E6gmZeJEyfC0dERP//8M7755hssXLgQcrkcAQEB+Pbbb1GxYkUAOXNaNW7cGPHx8Wjbti26desGpVIJExMT1TXnLzd+tH0YGjJkCOzt7VUf8vJzu+P85owu3377Le7cuaO2rE2bNvDy8kJsbCwaNWqEu3fvonnz5vD394e9vT1MTU0RGhqKLVu2aDSzXqUguVKQ1yE9PR1t2rRBSEgI6tWrh0GDBsHR0RFyuRwRERFYvnx5gWslKkp2dnYay3I/VOROqqnve/BVYxVtY6JXCQ4O1sitwYMHIzAwUJWply9fxuXLl3Ue478fuHQpjOwJDQ3VqLd169ZaGz1Pnz6Fv78/Ll++jJ9++glvv/22xja5/790vXa5YzmlUql1/blz59CxY0fIZDLs3r0bNWvWzLN+ImMQHx8PExMTODo6aqwryHigadOmOHDgAObMmYM1a9aoJjRu0KAB5s+fr7rbXUHHAnl9vjM1NdWoO69cyc0AbU0eXc+3IOOc2NhYZGZmah0/5tKWsXn9Psj9Qo2NHipybdu2xdmzZ3H27FkEBwejbt26cHBwgIODA9zd3XHw4EE4OzsjOztb9YYGcn6pPn78WOsxc5dr+8X78t1eXiX3F3xu00nX47zM3t4ejx49UptgWpvc2gr6HAYNGoTx48dj/fr1GD58OFauXKlaru34Fy9eLNCkrAV5fYhKktz3RH5+uclkMgwfPhzDhw9HTEwMjhw5gjVr1mDdunW4ceMGLl68CFNTU/zvf//D06dPsXLlSgwcOFDtGCNHjtSYpFMIofMxc88WioyMfOXdAPObM7rkdaedJUuW4O7du5g5cya++OILtXVz587Fli1bCvx4BcmVl1+HV9myZQtCQkIwfPhwtTvfAMDatWtVd/ghKkn0fQ++aqyircn0KtOmTdN6JiLwIlN79eqF9evXF/jY/1UY2TNkyBCdZ++8LDY2Fv7+/jh37hx++OEHvP/++1q3q1y5MgDgxo0bGuuEELh58ybc3d01zqQCoLqBSFZWFvbs2YNGjRq9si4iY6BUKpGdnY2YmBi1L5MB3Z97dGndujVat26NlJQUnDx5Etu2bcOPP/6IN954AxcvXoSPj0+BxwJ5fb7LyspCTEyMWhMmr1zJzcHcMxj/S9dnRSB/4z2lUgmZTIbo6Og8t/uvV/0+0NWcLsl4e3UJyr3Mavfu3Th69CjatWunWte2bVvVnXBe3hbIOUU5JSVFdfrby3I/XNWtW/e1asu9q9a///6rsS4xMVHnpWFpaWmvvAtDtWrVYGFhgdOnT2vc1hnQ/RwGDBgAU1NTrFy5EklJSdi8eTNq1qypsZ2fnx8AqM1uT1Sa5b4nci/hyi9HR0cEBgbir7/+Qrt27XD16lXV5ZC3bt0CAHTv3l1tn+zsbBw9erRAj5N7edOePXvytW1+ckYfup4TABw5cqTQH++/qlatCqVSidOnT7/yNqCGrpWoKOj77/rcuXNav9nNzSJddwrVV/Xq1aFUKnHmzBlkZGTka5/cM4//e0tgoPjezy83eb7//nuMHj1a57a5405tuXzq1Ck8e/ZM6yW0ISEh8Pf3R0ZGBnbt2qX6/UNUGuRmzbFjxzTWaVuWH5aWlmjTpg0WLlyIzz//HCkpKarL8AuaHbn1aVt3/PhxZGZm5rsupVIJLy8v3Lx5U2uzR9vzLch4z8/PDzExMVqbzXnR9twePHiAW7duwcfHx+jO5gHY6JGkli1bwtTUFIsXL0ZSUpLaWTtt27ZFZGQkVq5cCXt7e7VmxuDBgwHk3Irz5QFGZGQkvvnmG8jlco1v2AvKw8MDrVq1woULF7Bq1Sq1dbNnz9aY4wLIudUyAIwbN051WnOuzMxMVSfV3NwcAwYMQHR0NObMmaO23b59+7Bz505UqlQJzZs3V1uXOxfP4cOH8d133yEpKUnjbB4AGDp0KGxtbfHFF19oPaU6OTm5wB94iUqy0aNHQy6XY8yYMbh3757G+mfPnuHcuXMAchrP//1Fn5GRoXpP596WMnfunf82g7/++mtcunSpQPUNHjwYNjY2WLhwodYm8stnuOQ3Z/Sh6zmtXr0a//zzj97HzS+5XI73338fcXFxGDdunMYHwri4OCQmJuZZ66FDhzS+1SMqKfR9Dz59+hRz585VW/bnn3/i4sWLaNeuXYHn53kVuVyOUaNG4c6dO5gwYYLWZs+lS5fUvlkuU6YMAOD+/fsa2xZH9sTGxqJ9+/Y4d+4cvvvuO9Wt33WpUqUKWrVqhYMHD6rVkJGRgSlTpgAARowYobbPy02enTt3omnTpoVSO1FJkfv5a8aMGUhNTVUtf/ToEb777rt8H+fIkSOqS6NeljvGedVYTNdYoEePHlAqlfjjjz9w/fp11fKX39cFMXDgQKSlpWlcXhUcHKwxPw9QsPHe2LFjAeTcrj4mJkZj20ePHuHq1asay/fu3Yv9+/erLZsyZQoyMjJUn6GNDS/dkiClUokGDRrg1KlTMDU1VZs8Krfp8+TJE/To0UPtEoVBgwZh48aN2LJlC3x9fdG1a1ckJSVh3bp1iImJwcKFC+Ht7f3a9f3www9o3rw53nnnHWzevBmVK1fG6dOncerUKbRs2VKjYxoQEIAJEyZgwYIFqFy5Mnr27AkXFxdERkZi//79mDBhAj766CMAOR8GDx06hJkzZ+LYsWPw8/NDREQE1q9fDysrKyxdulTrZRmDBg3C7t27MW3aNJiYmGhtaDk7O2PNmjXo06cP6tSpg86dO6NatWpITU3FnTt3cOjQITRr1gy7du167deIqCSoVasWfvzxR4waNQpVq1ZFQEAAfHx8EB8fj9u3b+PQoUMYMmQIfv75Z/Tr1w9WVlZo0aIFPD09kZGRgb179+LKlSvo16+faiLAkSNHYunSpXjzzTfRr18/ODo64sSJEwgJCcEbb7yBHTt25Ls+FxcX/Pnnn+jfvz8aN26M7t27o2rVqoiOjsbJkyfh5eWlmgywIDlTULmTvo8ZMwYHDx6Ep6cnLly4gH379uHNN9/Exo0b9TpuQXz11Vc4ceIEVqxYgRMnTqBLly5QKBS4ffs2du3ahX///Rd169ZFt27d4OXlhXnz5uHSpUuoVasWrl27hu3btyMwMBAbNmwo8lqJCpu+78GWLVti0aJFOHHiBBo1aoTr169j06ZNsLOzw+LFi4uk1unTpyMkJASLFi3Cjh070Lp1azg7OyMyMhIXL17E+fPncfz4cdV8Ee3atcOCBQvw/vvvo0+fPrC2toaHhwfeeuutYsmeN998E6GhoahWrRpiY2PznCA/108//YRmzZqhZ8+e6Nu3L9zd3bFr1y5cuHABw4cPV/uCMvdsoadPn6Jz587Yu3cv9u7dq3Z8e3t7jXyeO3euakLV3DOx586dq5qTZPjw4VpvDEIkRf7+/hg4cCBWrVqF2rVro0ePHkhLS8O6devg5+eHbdu25euy84ULF2Lv3r1o27YtvL29YWFhgZCQEOzfvx+VKlVS3ZimoGMBOzs7LFq0CEOGDEGjRo3Qv39/2NnZYfv27bC0tISbm1uBnu9nn32GDRs24IcffsCFCxfQokUL3L9/H+vWrUO3bt00nm9BxnudO3fG1KlTMWPGDFSqVAmdO3eGp6cnYmJicPPmTRw5cgQzZ85E9erV1Wp64403EBAQgD59+qBChQo4dOgQjh8/jjp16mDChAkFen4lhqFv+0Xa5d423M/PT2Odp6enACD+97//aazLyMgQCxYsELVr1xYKhULY2tqK1q1ba72dX+7t5l6+vd3L8rqt6MWLF0VAQICwsbERtra2okuXLuLixYt53iZ0w4YNom3btsLOzk4oFArh5eUlBg0aJC5duqS23ZMnT8TYsWOFp6enMDMzE05OTqJ3797i4sWLWusUQoikpCRhY2MjAIi2bdvq3E4IIcLCwsS7774rPD09hbm5uXBwcBC1a9cWY8eOVd2q/lXPn8iYnDp1SvTv31+4u7ur3nP169cXkyZNElevXhVCCPHjjz+K7t27C09PT2FhYSEcHR2Fn5+f+OWXX0RGRoba8Q4ePCiaN28ubG1thb29vQgICBBnz57V+7bm586dE3379hWurq7CzMxMuLm5iS5duojt27drbJufnNGnjtDQUNGxY0fh4OCgytV9+/bpzNFX3V49KChI52NBx+2RU1NTxYIFC0TdunWFpaWlsLGxETVq1BCffPKJ2m3vb9++LXr16iWcnZ2FlZWVaNSokVi7dm2+HpuouOT171Hb79+CvAdf3v/ChQuic+fOwtbWVtjY2Ig33nhDY9whROHcXj1XZmam+OWXX0Tz5s2FUqkUCoVCeHh4iM6dO4uffvpJ45bv8+bNE5UrVxZmZmYa7/+CZo+u/NAld0yZ1x9tY7pr166J3r17C0dHR6FQKETNmjXFokWLRFZWltp2ua9hXn+03bY5N0N1/dE1diWSqoyMDDFjxgxRsWJFYW5uLry9vcXs2bPFyZMnBQAxbtw41ba6xim7du0S77zzjqhataoq02rUqCGmTJkioqOj1bbVZyywadMm0aBBA6FQKISLi4sYPny4iI2NFZ6engW6vboQQkRFRYl3331XODk5CQsLC9GgQQOxceNGsWDBAgFAbNq0SWOfgoz39u7dK7p16yacnZ2FmZmZKFu2rGjatKmYMWOG2q3XX87KjRs3igYNGggLCwvh4uIi3n//fRETE1Og51WSyITIYyZMIiIiIiIiIip0v//+O0aMGKE6w9rYvf3221i1ahWuXLmicdZNUVi2bBmGDh2KpUuX5mtiemPCOXqIiIiIiIiIisijR4807jQaGRmJmTNnwtTUFF27djVQZUXj4cOHGssOHTqEtWvXomrVqsXS5CntOEcPERERERERURGZO3cuduzYgZYtW8LFxQV3797F9u3bkZCQgGnTphX65PCGFhAQAEtLS9StWxfW1ta4cuUKdu3aBVNTU3z//feGLq9UYKOHiIiIiIiIqIh07twZV65cwY4dO/D06VNYWFjA19cXo0ePxltvvWXo8grd4MGDsWrVKqxduxYJCQmwt7dHt27dMHnyZPj5+Rm6vFKBc/QQERERERERERkJztFDRERERERERGQkjP7SrezsbDx48AC2traQyWSGLoeoWAghkJCQAHd3d5iYsJ8rVcwnKq2YUdLHfKLSivkkfcwnKq0Kkk9G3+h58OCB0U1uRZRf9+7dQ/ny5Q1dBunAfKLSjhklXcwnKu2YT9LFfKLSLj/5ZPSNHltbWwBAN4dxMJMpDFxN6bMk2NvQJZRK8Ykp8Gz2serfP0lT7v+fkRXGQ2HCfCpu07/jFHWGEp+cBo+3/seMkrDc/zcfejCfDGHq/ExDl1BqxSenwWPwIuaThOX+v/nIi/lkCJNnpRm6hFIrPjkNHu/+kK98MvpGT+7pfGYyBcwYBMVOaWtp6BJKNZ7OKm25/38UJgooTCwMXE3po7Rmo8fQmFHSxXwyLKVVhqFLKPWYT9LFfDIspZWhK6D85BMvPCUiIiIiIiIiMhJs9BARERERERERGQk2eoiIiIiIiIiIjAQbPURERERERERERoKNHiIiIiIiIiIiI8FGDxERERERERGRkWCjh4iIiIiIiIjISLDRQ0RERERERERkJNjoISIiIiIiIiIyEmz0EBEREREREREZCTZ6iIiIiIiIiIiMBBs9RERERERERERGgo0eIiIiIiIiIiIjwUYPEREREREREZGRYKOHiIiIiIiIiMhIsNFDRERERERERGQk2OghIiIiIiIiIjISbPQQERERERERERkJNnqIiIiIiIiIiIwEGz1EREREREREREZCnp+N2rVrp9fBZTIZ9u/fr9e+RET5wXwiIiljRhGRVDGfiIxXvho9wcHBeh1cJpPptR8RUX4xn4hIyphRRCRVzCci45WvRk92dnZR10FEpBfmExFJGTOKiKSK+URkvDhHDxERERERERGRkSiURk9sbCzu3btXGIciIipUzCcikjJmFBFJFfOJqOTSu9ETFxeHcePGwdXVFc7OzqhYsaJq3cmTJxEQEICzZ88WSpFERAXBfCIiKWNGEZFUMZ+IjINejZ7Y2Fj4+fnh+++/R4UKFVC9enUIIVTrfX19cfToUaxatarQCiUiyg/mExFJGTOKiKSK+URkPPRq9EybNg3Xr1/HmjVrcObMGfTp00dtvaWlJVq3bo0DBw4USpFERPnFfCIiKWNGEZFUMZ+IjIdejZ6tW7eia9eu6Nevn85tPD09cf/+fb0LIyLSB/OJiKSMGUVEUsV8IjIeejV6Hj58iBo1auS5jYWFBZKSkvQqiohIX8wnIpIyZhQRSRXzich46NXocXR0fOUM7GFhYXBzc9OrKCIifTGfiEjKmFFEJFXMJyLjoVejp1WrVti6dSsiIyO1rr9y5Qp27doFf3//1yqOiKigmE9EJGXMKCKSKuYTkfHQq9HzxRdfIDMzE82bN8fq1asRHR0NALh69SqWLFmCdu3aQaFQ4NNPPy3UYomIXoX5RERSxowiIqliPhEZD7k+O9WuXRt//fUX3nnnHQwaNAgAIIRArVq1IISAra0t1q1bh8qVKxdqsUREr8J8IiIpY0YRkVQxn4iMh16NHgDo3r07bt++jeXLl+PkyZOIjY2FUqmEn58fhg4dCicnp8Ksk4go35hPRCRlzCgikirmE5Fx0LvRAwBlypTBxx9/XFi1GAULa1PUaOEA77q28K6jhHddW9g6mgMAxvsdx+OIFK37yWRA9Wb28K6rRMU6tvCup4SLhyUA4LfxVxG86qHOxzQ1k6HNADd411fCs6Yt7F3MYVvGDBlp2XgUnoKLwTHY/dt9PItKL/wnXIIkJKbg4PFrOHMhHGcuRuDMhQjEPE0EAFw7OBuVvFzz3D89PRPf/bEXa7aexM07UZCbmqB6JTcM7t0CIwa0gkwmK46nQfnEfNJkbm0K7yZ2KF/bFuVq26J8bVtYlzEDACxofwqxd1Lz3N/UTIZmQ8qhTjcXOHpaIjtL4MmtZJxd/win/3qkc7+yVa3hUV+J8r62KFfbBi6VrGEql+Hclsf4+5NrhfocS6p7UXHY+O817D8XjvO3HuPxsySYy03h7WaPzo0qYVzPRnBztNXYLz4pDVuPX8eeM7dw+vpD3I2KgxCAu6MNWtX2wJiejVGvUlkDPCN6FWaUfny7u6B+L1eUrW4DMytTJEal4+bRp/j313t4ek93hlWoa4umQ8vDo4ESVg5mSInLxL1z8TixPBIRp+KK8RmUTPeexGPjsWvYHxqB8+FP8PhpEszNTOFd1g6dG/hgXI+GcCtjk+/j9ZyxAVtO3AAADG5fC0vHdy2q0kkPzCf91Ormgnq9XOFazQbmVqZIeJKO2/8+xdHf7uHZfd35VLGJPRoMcEO5OkpYO5ohO1Mg7kEqwk88w8llkXlmGz3PpxM3sP/8HZwPj8LjZ8kwl5vAu6w9OteviHHdGmjNp4jHcfB+79dXHv/UgkFoWLnkjaVeq9FDmmq2csD4Zb4F3s/SVo4vNtbX6zFt7M0wbH411c9ZmdlISciClZ0cFX1tUdHXFu0Hl8O3Qy/iytFnej2GMdh/7Cp6vf+DXvvGJ6TAf+B8nL14BwBgZWmOlLQMnDh3GyfO3cb2/eex8ZcPIJebFmbJRIXKp6k9Bv1cU699FTameHeFL8rXzmk2pCdnwczCBB71lPCop0S19o5YNeoysrM09+09vyrca+T/A0Bpcy8qDl5vfw8hXiyzs1YgMSUdF25H4cLtKPz2TwjWf9kbbet6qe3bcPTvuPngqepnKwszAAK3Hz7D7YfPsGLfRcwd3h6f9GlSPE+GqIiYyGXot6g6qnfIOZsgKyMbaUlZcKhggUb93eDbzQVrP7iMW1rGOS3eKw//TyrCxESG7GyB1PhMWDmYoUZHJ1Tzd8SB/0Xg8M9532moNLv3JB5eQ3/UnlHhT3Ah/Al+2xWK9Z/3RNs6nq883pbj11VNHiJjYCKXofd31VHN/0U+pSdlwaG8BRr0d0Ptbi5Y9+Fl3D72TGNf/4kV0ezdCqqf05OyYGomg3MlazhXska93mWxfuxV3DgUW1xPp0S59yQeXiN+0Z5PEU9wIeIJfttzAes/64G2vh46j+Nqb6VznZlcr2mNDe61Gj2rVq3C8uXLERoairi4ONjZ2aFu3boYMmQI3nrrrcKqscSJe5KO26HxuB2agKeP0jB8YbVX7wQgNSkTERcScft8zr4Dp1eCg6vilftlpGVj5y93EXb8GW6GxCMuKh1C5Hz7XqulAwZOr4xyVawx9rdaGN/0BJLjMl/3KZZYLo5KNPD1RCPfinB3tcfIz//M137vTV6OsxfvoIy9NZYueBdvtPNFdrbAys3HMfqLFdhx4Dym/W8LZn76ZhE/A8ov5pN2idHpuH8xAZEXExH3OA1vzqqSr/16zqqM8rVtkfw0A39PvIZrB2MhMwHq9nBF4IxKqN7OEe3HeWHvNxEa+2ZnCjy4kojIiwm4fyEBNTs5oUqrMoX8zEqurOyc0Um3JpUxuGMdtKvnBXsbC6RnZGH/uXB8+P0uhD96hsCgdQj7Y5TamT0ZWdmoX7ksRgTUQ5fGleDhYofsbIFLEVH4+Kc9OBh6B5/+ug9VKziiaxPOqSAlzKiC6TChIqp3cEJWRjb2zAvHmbUPkZGaDWVZc3Se7INaAc7ot7gGvu98BgmPX5zBXLVdGXT81BsAELLhEfbOD0dSTAbMrU3R5B13tPvIC/6fVMTj60m4doAfpLTJys4GAHRrXAmD/WujXR3PFxl1PgIf/rgH4Y/jEDhjA8J+fS/PM3sSU9Ix9pd9UFop4F7GBmH3Y4rraVABMJ8Kpv0nFVHNPyef9s0Px9m/HiIzNRu2ruboONkHNbs4o8/3NfBjlzNIeOkKC5+WDqomz8VtUTjwv3DERaYBMqCcry0CplWGWw0bBM6riu/anUJ6kpZv00o51RiqkQ8Gt6+FdrU9XuTThTv48Jd9Ofk0exPCfnxXZz49XP5BcZZdLPRq9KSlpaFnz57YvXs3hBCwtLSEu7s7oqKisG/fPuzfvx+rVq3Cxo0boVC8ulFhTEJ2R+Pszn9VPztVsMjXfsnxmRjuc1itG9nvc+9877vyy5say7MyBM4fiMWj2xfwzcmmsHU0R/0OTvh3ve5LLIxZt/Z1EXjmxVlTEfej87Xfuct38PeO0wCAJfOGoWv7OgAAU1MZBvdqjrj4ZHz81Vp8+8dejB3qDxcnZeEXT/nGfNIt7EAMZjd5Mai2L5e/5+9Wwxq+b7gAANZPymnyAIDIBs5tegxLpSm6Tq2E5kPL4diySCTFZqjt/1PvcxDZL372qM/3yMscbC1w7ucR8PVWv3zU3MwUXRpXwo5Z/VF/1O9ISE7Hr/+cQ9CgVqpt/vysB1rWVv+GysREBl9vV2yf2R8NRy/B1bvR+Gb9CTZ6JIIZVXDWZczgN8gdAHBsaSSOL3tx6+f4R+n4++OrcKliBZdK1mjzgQe2vTQmajfOCwBwLzQemyddVy1PT8rC4Z/uwd7dAg37u6HjRG82enRwsLHAue+Hwbeii9pyczNTdGnogx3T+6L+2KVISEnHr7tCEfRWC53HmrriMO49ice37/tj07FrbPRIDPOp4KzKmKHR2zn5dGJZJE4uf5FPCY/TsXH8VbhUtoJzJWu0/MAD/wS9yKdaz8dWMeHJ2Dwx7MVYSQCR5xOw7sPLGHfAD5b2ZvBqbIfrB5lR/+VgY4Fz3w6Gr5eWfGrgjR1f9kL9j//Myac95xHUv7mBKi1+ep2HNH36dOzatQv+/v44ffo0kpKSEB4ejqSkJJw6dQrt27fHrl27MGPGDL0LO336NAICAuDg4ABra2s0btwYq1ev1vt4xeXlDzMF3le8eht9PI5IQeLTnA9e9mXNi+ZBSgBTU/1Ou1uz5SQAoKp3WXTvUFdj/YgBrWFna4mU1HRs3B3yOiVSIWA+6aZvPtXplvPL88mtZITt1xxknFr7CCnxmTC3NEXNTpqTNL5OLpYGdtYWGk2el1XzcEKT6uUAACHX1edr+2+T52WWCjP0bVMDAHD2hu553qh4FXVGldR8ykvFpvaQm+f8Dj++9L7GepENnPjzAQCgVoAzTOQ5c+bZOJnB7flloy83h1527PnxnH2s4F6Ll5hqY2dtodHkeVm1Co5oUjXng27IDd1fJobcfITF286irrcLPnhDv+kKqGhxDFVwFZu8yKcTy7Tn06kVOflUs8uLfAIAa6eceRIfX0vSOlaKi0xD8vPPcHILTg+hjZ21QqPJ87Jq5R3RpIobACDk5uPiKksS9Prku2rVKtSuXRs7d+5EgwYN1NY1bNgQO3fuRI0aNbBixQq9igoODkaLFi1w5MgR9O7dG6NGjUJ0dDQGDhyI2bNn63XM0szNxwo2DjlB8uQuJ/MqqOATYQCADi21z21iaWGOFo1yLn85eOxqsdVF2jGfCp93E3sAwI1/n2pdn5mWjYgzOZOZ+jS1L6aqShdHZc7k/LmnKOd7P1v99qOiU5QZZaz5lHv2YUp8JhKjM7RuE30rGQBgaWematjYl3txVnX07WSt+8XeSUFWRs4nLJ9mDoVWc2nzqozKzhYYuXgXsoXAD6M76f3lGxUtjqEKzu55PqXGZyJJVz7dfpFPbjVfNJSfReZ8LnOpag2ZlreE0k0BKwcziGyBx2GJhVx56VFax0J6pWxUVBQCAgJgYqJ9d1NTU7zxxht48uRJgY+dmZmJ4cOHQyaT4fDhw/jtt9+wYMECnD9/HjVr1kRQUBBu3OAEbq8ikwH2LuZo0sMFE1blTA4dfS8VIbvzd7kS5RBCIOxWzrdTNaq469yuRuWcTvHVmw+KpS7SjflU+Jy9cyaoi7qh/YPSy+tcKumezI70k5WVjWOXc74lrOHlXKB9j1y8CwCo6Vmw/ajoFFVGlYZ80vZBKNfL35K7VLLWsq/2O2PKTGSqdc6VmV/6yMrKxrGrOWdM1fDUfuvtxdvP4syNRxjawRdNn5+hSNLDMZT+8swn0xf541z5RT6F/PUIIlvAqaIVesytCqXb88vhZIB7bVv0XZxzVm7IukeICdd+52bKW1ZWNo6FPc8nD0ed2zWbuBJ2/b+DVZ//wXvErxj0zXb8e0XzDK2SRK9Gj4+PD2Ji8r6mNjY2Fj4+PgU+9oEDB3Dr1i289dZbqFevnmq5ra0tpk6diszMTCxdurTAxy0thn9TDaset8PKR+3ww8UWGPNrLZStaIXwCwmY3eccMtJ4DUVBxCekICk5DQDg7mKvczt315x1D6N4i1ZDYz4VLoWNKRTWOacLx0el6dwu4fk6W+fSe3loUflx21k8jE2EiYkM7/jXzvd+oTcfYeO/OWckDulUp6jKowIqqowy5nx6FpmTLxY2cijLap8XxPmlJrOti/nz/V6cxayrCe3kbaX6EMb80s+PO0JeZFS7WhrrI6MTMPXPw3BUWuLroW0NUCHlF8dQBRf3PJ8U+c2nl3Lm0ZVEbP7sGjJSsuDbwxUfBfvhs5Bm+PxCCwxfXw+WdnLsnn0LO4JKbgPM0H7cGYqHT5Ny8qmt7jvPnrj2ECbPm/4RUXFYdegqWk1eg49+PwBRVPOrFDG9Gj3jxo3DX3/9hbCwMK3rr1y5grVr12LcuHEFPnZwcDAAoGPHjhrrcpcdOnSowMctLVLiM/EsKk01Jw8ARFxMwMqpN/CYneACS0p58cHW0kL3ADB3XWKy7g/CVDyYT4XL3OrFNeEZqbobxenP15lb8xrywnT+1mNMXnIAADCqWwPUymOejJclJKfhrdmbkJUtUK9SWQzvUrcIq6SCKKqMMuZ8Cj/+DJnpORnT8r3yGutNzWRoOuTFWSK5OZQYnYGHV3Mud2j+bnnItJzU0+K9F7c1Vtgwvwrq/O3HmLws59/VqIB6qKXlrMNxv+xFQko65gxpo7rEi6SJY6iCCz/xIp+ajdDMJxMzGfwGa+ZTrotbo7B21GUkRufcjUthLVfN+WNmYQpLezlMzLSfkUh5Ox8ehcl/HgYAjOpSF7X+c3azhbkpRnWpi0OzByB+7Tg8XT0WSes+wplv3kG3RjnNzEXbzmLO+pPFXnthyNddtw4fPqz2c9WqVdG6dWs0aNAA77zzDlq0aAEXFxdERUXhyJEjWLFiBfz9/VGlSv5u2/uy3FP2KlfWvDuIg4MDnJyc8jytLy0tDWlpLz5sx8fHF7iGkmzVtJtYNS1nNndLG1PU8XdE/y98MHVLffzz013VOsqflxu42gaIZHjMp6Kl9u++ZH6hUWI9jElAYNA6JKdmoF6lspj/nn++9svMysaAWZsQdi8G9jYWWP15T5jJ+QHWUIoro4w5n5JiM3B6zUM0HVwOjQa6IzUhC6fXPEBidAZcqlih00RvlKlgicz0bMjNTSBemoch+Ps7GPBjTZStboP+P9bA/m8iEB2eAlsXczQbVh51uru8tJ8Bn2QJ9DA2EYEzNiA5LQP1fFwx/912GttsP3UTG49dR5Nq7ni3o68BqqS8lJQxlJTzKTk2A2fXPoTfO+XQ6C13pCVk4cyaB0iKyYBLZSv4T/SGQwVLZKVnw/Q/+WQilyEgqBLq93XDvZA4bPjoKh6FJcLM0hSeDe3gP9EbrUZ7wqOBHVYMvQDBu6vn28PYRATO3pSTT94umD+kjcY2ZR1s8MPIDmrLZDIZ6vu4YsuUN9Fv3lb8ffQa5qw/gdFd6sLeJn9305aKfDV62rRpA5mWT7lCCPzyyy/49ddf1ZYBwLZt27B9+3ZkZRXsX2RcXM6lL3Z2dlrXK5VK3L+v+3q5OXPmYPr06QV6TGOVkpiFE5ujcO3EM8w70gQBozxw7eQznNnJeXryy8bqxSmYySnpOrdLSU3X2J6KB/OpaKUlvXiNzCx1nwRqbpGzLj2Jo5DCEBOfjE6TVuPO4zhULlcG/8zuDwvzV//Kzs4WGDp/K/45dRNWFmbYOqMvqlbQfU06Fb3iyihjz6c9827DobwFqrV3ROvRHmg9Wv2OcydXRMK7mQOcfayQmpCpWn51bwz2LQxHu4+9UN3fCdX91eeQuRcaj9g7KajTwxWp8Zmg/ImJT0GnKX/hTlQ8Krs74J/pfTUyKik1HR/+uAemJjL8MLqj1vcBGVZJGUNJPZ/2zbsN+/IWqNrOES1HeaDlKPV8OrUyJ5+cvNXzqdnw8qjf1w1Pbibhz3cuICsj5zVOS8jC5X+e4OGVRLy/pT68/OxRv48bzq7lHTTzIyY+BZ2m/f0in4J652sM9V9zB7fC30evISk1A/sv3EGvZlWLoNqik69n/OWXX5aYcJ48eTLGjx+v+jk+Ph4VKlTIYw/j9/RROk7veILWA9zQZqA7Gz0FoLS1hLWVAknJaXgQ9Uzndg8e56xzc9H+y4uKDvOpaKUlZiEtKQsKa1MoXXQ3Mm2fr0t4orshSvkTl5SKLpPX4FLEE3i4KLF33kC4Orz6ts9CCIxa9A9W7b8EczNTbAzqjRa1dN9+nYpHSckoqedTVrrA6pGXUbOzE3y7u8ClsjVkpkD0rRScXfcQ1w7E4PNzzQEAMRHql6of/vkebh17hkYD3FDO1xYKa1PEP0rD5V3ROLnyAd7+LWdemZg7vMQ9P+KSUtHly79w6c4TeDgrsXdWf7g6aE6APW/9Sdx9Eo/hneqgsnsZJP7nC7PcO+BkZgnVOmsLsxLxfjEWzKfCkZUh8Neoy6je2Qm1u7nAuZI1TEyB6NspCFn3ENcPxmDS2Zx8in0pn3Iv6Tqz+qGqyfOy2IgU3AiORY3Ozqjq78hGTz7EJaWhy/T1uHQnOiefvuoLV3vNfMqPiq72cLazwpO4ZNx+VPLmYc1Xo2fatGlFXMYLuV3e3K7vf8XHx+vsBAOAQqGAQsGzKv7r6eOc0x1dPHhtdEHIZDJU8ymLsxfv4Mp13XfUunIjJ3irV9J9Zy4qGsynovfkdjLK17aFSx53pMldF3VT95256NWSUtLxxudrceb6Q5QtY4N9896GRz4byB/9uAe/7TgHuakJ1n7xJjo2LPhkmVT4iiujSks+Xd4Vjcu7NL+wKudrC3PLnEsU74cmaKyPvJCAyAuay03kMpTztQUA3DsnnctBpCopNR1vBP2NMzceoayDNfbNHqAzo+4+v0HF77vP4/fd53Uec1XwZawKvgwAuP3HSHg9v8EFFb2SMoYqKfl0dVc0rmrJJ/fatjDLzafzOTlkaS+HdZmcOT6f3tPdZM6dVN6+XMm6bMgQklLT8cZX63Hm5vN8mtEXHs7K1zpm7plsJaAfqkGvyZiLUu51m9qu0Xz69Cmio6O1XttJeXPxyAmHlCSellxQbZpUAwDs+/eK1vWpaRn49/R1AEDbZtWLrS4qfqU1n26feAYAqNTcQet6ubkMXg1zBme3jj8rpqqMT0paBrp/+ReOXbkPJzsr7Js3EJXKlcnXvpOXHMD3m0/DxESG5RO7I7B5yTq9mF5fac2nXPV6uQLImRg1ISr/ZxbW6OgES6UcqYmZuHYg77sNlXYpaRnoPn09jl2NhJPSEvtmD0Ald+2/F4j+qzRnVN3n+RRx8hkSn+fTy3OC2bnrbuLYPb/lehovjc9TSloGus/chGNhD3Ly6au+qOT2evkU/vgZouNzmnBeJfCqDck1elq3bg0A2LNnj8a63GW521CO3NuC6uJa0RINOufMMn7tRMk77czQ+nf3AwCE3XqI7fs1v5H6fc1hxCWkwEJhhp4d62msJ+NRWvPpwvYnAHJuT1y1rWbjoVE/N1gq5chIzcKVPbw0VB/pGVnoNX09Dobegb2NBXbPfQs1PDXvXqPNjJVH8PXaY5DJgF8/fgMDtNzemIxfac0nAKhQ1xYN+pQFABz+5V6+97MqY4YOn1YEAJxa8QDpyZyNWZf0jCz0mrUJBy/chb21Artn9kMND6c891k6viuyd0zS+ad17ZxLbwa3r6VaxrN5jFdpzajydW1Rr3dOPv37Uj6lxmeqztap28sVMi2fym1dzeHTMmfcFXmeZxzqkp6RhV5zt+Dgxef5NL3PK/MJwCtvm/7FiiMAAEtzOdr5lrxL4fVu9Ny7dw/vv/8+fHx8YGlpCVNTU40/cnnBJz1q3749vL29sXr1aoSGhqqWJyQkYMaMGZDL5RgyZIi+ZRcLmzJmqj/Wdi9eA2t7udq6/54CZmlrqr7eJGcDC2v15XJz9R0Hz66MIXOqoKqfHcwsXvwvtVLK0apfWUzdXB8KK1OkJGRi16/5HwAZo+jYBNWfp3FJquVP45LV1mVnvxjs1a/liTc7NwAADPv0D/xz8AIAICsrG39uOIZJX68HAIwb1gGuziWv22uMmE+6WTnIVX8sX8onS6Vcbd3L+fTgciIu7cpp9vT+uiqqtM75hkRmAtQLdEGniTkflI4ui0RiTIbGY5pZmKgdO/e2oXJz9eXmVpL77qFYZGVlY+CcTdh1+hZsrcyxc/YA1KtUNl/7frvxJIKW59yO9vsPO2NY57pFWCkVlqLIKGPIp7xU9LND0yHl4FDBQvWByEIph98gdwxaWhumZiY4vfYhbv37VG0/a0cz+H/iBbcaNjB9Pn4yNZehWntHDF9bBw7lLfDoaiKCF98p7qdUYmRlZWPg/K3YdfY2bC3NsfOrfqjnk7+MopKHY6iC8/Kzg9/gcrAvr55Pjd52x8AlOfl0du1D3D6qnk+5c+6U81Wi7+IacKyYM8WGiVwGz8Z2GPh7bVjYypGVkY0zqzk/jzZZWdkYuHA7doWE5+RTUG/U83bN175tv1iLOetP4NKdJ8jKyvnsJ4TAuduP8ebsTVh7JAwAMLFXY5SxLXnTnxT8XQrg9u3b8PPzw9OnT1GzZk2kpaXB09MTFhYWuHXrFjIzM1GnTh3Y29sXvCC5HL///js6deqEli1bYsCAAVAqldi4cSPCw8Mxc+ZMvW7pV5x+udpS6/IZuxup/Tyu4TFE30tV/Tx+uS9qaLk0YtCMKhg048Vz/mXsFRz+65HqZ3MLU7Tq74YOw8ojO0sg5fls7tb2Zqptnj5Ow6LhlxD78MWtCUsj1wYfaV3eJHCm2s+3jnwNr/IvOsG/fz0E4fee4Nzlu+g27DtYWZojKysbaek5r3WXtrXx1fjAoiqbCoD5lLcpp5tpXf7BpvpqP89rfRLPIl/kxYZJ1+FQwQLlatpiyJLaSE/OgsxUBjNFzogm7GAM9v0vQuuxW71XAe3Hemosr93FGbW7vDhr5eyGR9jw2fWCPqUS7+jle9jwfDCRkZmNwKB1Oret4KzEqR/eVf38yc97AQAmJjLMWHkEM1Ye0bnvqcXDUKEEnnpsbIoqo4whn/JiV84CXb7wQZcvfJCVkY305CwobOUwef6l2Jm/HmJ7kOYlIWYWJmg10gOtRnogO1sgNT4TChs5TOU5+90Ljceq9y8jMz3vb3ZLs6NX72PD0WsAgIysbATO2KBz2wrOtjj17ZBiqowKG8dQ+rFzt0Cnz33Q6fMX+WRhK1d9aR+y7iH+ma6ZT8eW3INbTZucyZbbO6FqeydkpGTBRC6DqVnO+CorPRvbpt5A9C3OgajN0bBIbDieM3bMyMpG4OxNOret4KTEqYWDVD/feRKPL1YcwRcrjsBMbgKlpQLJaRlISX8x1ckHb9TDl/20j52lTq9Gz/Tp0xEXF4f9+/ejdevWMDExwdChQ/Hll1/iwYMHGDVqFK5evYq9e/fqVVTbtm3x77//IigoCOvWrUN6ejpq1qyJGTNmYODAgXod05ht/f4OIm8koWYLB7hWtIKdsxlM5SZ4FpWG+2FJOLcvBodWP0BKAq/t1Jed0gpHN3yOb//Yi7VbT+LW3ScwN5ejbg0PDO7THCP6t4KJSek8G0FqmE9FIy0xCz/3CUXzoeVRp6szynhYIjsjGw+vJiJk/WOc/ushXnEGLOmQ/dILl5qeidR03XOp/ff2oLm7ZmcLPH6apGWPF3LvcEOGVZQZZcz5dPdMHI4vuw/PRnawc7OAwibnzll3Q+Jxdu1DhJ/Ufml6UmwGDnwXAe+m9ijjaQkrBzOkPMvA42tJOL81Cuc3PWZ2vUJ2dkEyyrQ4SqIiwjGUfu6ejcOJ5ffh2dAOdu4WMH9+Z797IfEIWfcQETrySWQB68ddRbUOUajT0xXutW1hZW+G7EyBZ/eTEXEyDqdWROIJb3ShU8HySX0MNW9IG+wNjcDpGw/x6GkSYhNTYS43RdVyZdCsejm819EXflVL7o12ZOJVF6dpUa5cOTRq1AibN28GAJiYmCAoKAhBQUEAgLS0NNSuXRtt27bFL7/8UqgFF1TuDO5vlpkIMxPpz9ZubFafrmToEkql+IQUOPiORFxcHJTK15ttvqQpifk0znMyFCa8m0Jxm/srP90ZSnxSKuwD5zKjIN2Mys2nT7yYT4Yw83vNy2CpeMQnp8G+z3zmE6SfT595M58MYdrC1FdvREUiPjkN9gO+yVc+6XUKQnR0NKpVq6b6WS6XIzn5RadRoVCgQ4cO2L59uz6HJyLSG/OJiKSMGUVEUsV8IjIeejV6nJyckJSUpPZzRESE2jZyuRzPnj17ndqIiAqM+UREUsaMIiKpYj4RGQ+9Gj2VK1fGrVu3VD83btwYu3fvxu3btwEAT548wfr16+Hj41M4VRIR5RPziYikjBlFRFLFfCIyHno1erp06YKDBw+qurkfffQREhIS4Ovri0aNGqFKlSp49OgRxowZU5i1EhG9EvOJiKSMGUVEUsV8IjIeejV6Ro0aheDgYJia5sys36ZNG6xduxaenp64dOkSXF1dsWjRIowYMaJQiyUiehXmExFJGTOKiKSK+URkPPS6vbpSqYSfn5/asj59+qBPnz6FUhQRkb6YT0QkZcwoIpIq5hOR8dDrjB4iIiIiIiIiIpIeNnqIiIiIiIiIiIxEvi7dMjExgUwmK/DBZTIZMjMzC7wfEVF+MZ+ISMqYUUQkVcwnIuOVr0ZPq1at9AoBIqKixnwiIiljRhGRVDGfiIxXvho9wcHBRVwGEZF+mE9EJGXMKCKSKuYTkfHiHD1EREREREREREaCjR4iIiIiIiIiIiPBRg8RERERERERkZFgo4eIiIiIiIiIyEiw0UNEREREREREZCTY6CEiIiIiIiIiMhJs9BARERERERERGQn56x4gMTER169fR1JSElq2bFkYNRERFQrmExFJGTOKiKSK+URUsul9Rk9ERAR69OgBBwcHNGrUCG3btlWtO3r0KGrUqIHg4ODCqJGIqECYT0QkZcwoIpIq5hORcdCr0XP37l00adIE//zzD3r06IGmTZtCCKFa7+fnh+joaKxZs6bQCiUiyg/mExFJGTOKiKSK+URkPPRq9AQFBeHp06c4dOgQ1q9fjw4dOqitl8vlaNmyJY4ePVooRRIR5RfziYikjBlFRFLFfCIyHno1enbv3o2ePXuiWbNmOrfx8PBAZGSk3oUREemD+UREUsaMIiKpYj4RGQ+9Gj2xsbHw8vJ65XZpaWn6HJ6ISG/MJyKSMmYUEUkV84nIeOjV6HF1dcXNmzfz3ObSpUvw8PDQqygiIn0xn4hIyphRRCRVzCci46FXo6dDhw7Ytm0bLl26pHX9kSNHsH//fgQEBLxWcUREBcV8IiIpY0YRkVQxn4iMh16NnilTpsDS0hItWrTA7NmzVZ3fnTt3YurUqejcuTOcnJzw6aefFmqxRESvwnwiIiljRhGRVDGfiIyHXJ+dvLy8sHv3bvTv3x9TpkyBTCaDEAJdu3aFEAIeHh5Yv3493NzcCrteIqI8MZ+ISMqYUUQkVcwnIuOhV6MHAPz8/HDjxg1s27YNJ0+eRGxsLJRKJfz8/NCjRw+Ym5sXZp1ERPnGfCIiKWNGEZFUMZ+IjIPejR4AkMvl6NmzJ3r27FlY9RARFQrmExFJGTOKiKSK+URU8uk1R09WVhbi4+ORnZ2d5/qsrKzXKo6IqKCYT0QkZcwoIpIq5hOR8dCr0TN9+nS4uLggJiZG6/rY2Fi4urpi1qxZr1UcEVFBMZ+ISMqYUUQkVcwnIuOhV6Nn+/btaN++PZydnbWud3Z2hr+/P7Zs2fJaxRERFRTziYikjBlFRFLFfCIyHno1em7fvo1q1arluU3VqlURHh6uV1FERPpiPhGRlDGjiEiqmE9ExkOvRk9mZiZMTPLeVSaTITU1Va+iiIj0xXwiIiljRhGRVDGfiIyHXo0eHx8fHDhwIM9tDhw4gIoVK+pVFBGRvphPRCRlzCgikirmE5Hx0KvR06tXL4SGhuLLL7/UmHU9KysLU6dORWhoKPr06VMoRRIR5RfziYikjBlFRFLFfCIyHjIhhCjoTomJifDz80NYWBh8fHzQtm1blCtXDpGRkTh48CBu3bqF6tWr48SJE7CxsSmKuvMtPj4ednZ2eLPMRJiZKAxaS2m0+nQlQ5dQKsUnpMDBdyTi4uKgVCoNXU6xKon5NM5zMhQmFgatpTSa+2uBf/1RIYlPSoV94FxmlIQzKjefPvFiPhnCzO8zDF1CqRWfnAb7PvOZTyUgnz7zZj4ZwrSFvHTPUOKT02A/4Jt85ZNcnwewsbHB4cOHMWrUKGzYsAE3b95UrTMxMUHv3r3x448/GvxD1Mt+P1kDSlsrQ5dR6sjOXjB0CaWSLDnN0CUYTEnMp6BDtaFUMp+KXfAxQ1dQejGjSkxGfbG3KsdPhsDxExlAScunz/bXZD4ZwtHThq6A8kGvRg8AODo6Yt26dYiKisKZM2fw7Nkz2Nvbo2HDhnBxcSnMGomICoT5RERSxowiIqliPhEZB70bPblcXFwQEBBQGLUQERUq5hMRSRkzioikivlEVLLpNRkzERERERERERFJj95n9Fy5cgWLFy/G6dOn8ezZM42Z2QFAJpPh1q1br1UgEVFBMZ+ISMqYUUQkVcwnIuOgV6Pn0KFD6Ny5M9LS0iCXy+Hq6gq5XPNQetzQi4jotTCfiEjKmFFEJFXMJyLjoVejZ9KkScjMzMTvv/+OwYMHw9TUtLDrIiLSC/OJiKSMGUVEUsV8IjIeejV6zp8/j/79+2PYsGGFXQ8R0WthPhGRlDGjiEiqmE9ExkOvyZhtbW15ez0ikiTmExFJGTOKiKSK+URkPPRq9Lzxxhs4cuRIYddCRPTamE9EJGXMKCKSKuYTkfHQq9Ezb948xMXFYezYsUhOTi7smoiI9MZ8IiIpY0YRkVQxn4iMh15z9PTt2xfW1tb44YcfsGzZMlSuXBl2dnYa28lkMuzfv/+1iyQiyi/mExFJGTOKiKSK+URkPPRq9AQHB6v+npiYiHPnzmndTiaT6VUUEZG+mE9EJGXMKCKSKuYTkfHQq9GTnZ1d2HUQERUK5hMRSRkzioikivlEZDz0mqOHiIiIiIiIiIikR68zel6WmJiI69evIykpCS1btiyMmoiICgXziYikjBlFRFLFfCIq2fQ+oyciIgI9evSAg4MDGjVqhLZt26rWHT16FDVq1FC7zpOIqLgwn4hIyphRRCRVzCci46BXo+fu3bto0qQJ/vnnH/To0QNNmzaFEEK13s/PD9HR0VizZk2hFUpElB/MJyKSMmYUEUkV84nIeOjV6AkKCsLTp09x6NAhrF+/Hh06dFBbL5fL0bJlSxw9erRQiiQiyi/mExFJGTOKiKSK+URkPPRq9OzevRs9e/ZEs2bNdG7j4eGByMhIvQsjItIH84mIpIwZRURSxXwiMh56NXpiY2Ph5eX1yu3S0tL0OTwRkd6YT0QkZcwoIpIq5hOR8dCr0ePq6oqbN2/muc2lS5fg4eGhV1FERPpiPhGRlDGjiEiqmE9ExkOvRk+HDh2wbds2XLp0Sev6I0eOYP/+/QgICHit4oiICor5RERSxowiIqliPhEZD70aPVOmTIGlpSVatGiB2bNnqzq/O3fuxNSpU9G5c2c4OTnh008/LdRiiYhehflERFLGjCIiqWI+ERkPuT47eXl5Yffu3ejfvz+mTJkCmUwGIQS6du0KIQQ8PDywfv16uLm5FXa9RER5Yj4RkZQxo4hIqphPRMZDr0YPAPj5+eHGjRvYtm0bTp48idjYWCiVSvj5+aFHjx4wNzcvzDqJiPKN+UREUsaMIiKpYj4RGQe9Gj1fffUVvL298fbbb6Nnz57o2bNnYddFRKQX5hMRSRkzioikivlEZDz0mqNn5syZuHjxYmHXQkT02phPRCRlzCgikirmE5Hx0KvR4+npidjY2MKuhYjotTGfiEjKmFFEJFXMJyLjoVejZ8CAAdi9ezfi4uIKux4iotfCfCIiKWNGEZFUMZ+IjIfet1f39fVFu3btsGPHDkRFRRV2XUREemE+EZGUMaOISKqYT0TGQ6/JmC0tLQEAQgh0795d53YymQyZmZn6VUZEpAfmExFJGTOKiKSK+URkPPRq9LRs2RIymaywayEiem3MJyKSMmYUEUkV84nIeOjV6AkODi7kMoiICgfziYikjBlFRFLFfCIyHnrN0UNERERERERERNKj1xk9udLT07Fv3z6EhYUhKSkJU6dOBQCkpqYiPj4eTk5OMDFhL4mIih/ziYikjBlFRFLFfCIq+fR+h27duhUeHh7o1q0bJkyYgGnTpqnWXbhwAW5ubli7dm1h1EhEVCDMJyKSMmYUEUkV84nIOOjV6Dl69Ch69+4NhUKB7777Dm+99Zba+saNG6NSpUrYsGFDoRRJRJRfzCcikjJmFBFJFfOJyHjodenWzJkzYW9vjzNnzsDZ2RkxMTEa2zRo0ACnTp167QJLE3nZt1690XP7N05F62bVi7Aa43PvSTw2HruG/aEROB/+BI+fJsHczBTeZe3QuYEPxvVoCLcyNvk+Xs8ZG7DlxA0AwOD2tbB0fNeiKp0KgPlUdJavPoh3P/whz22srS0Qd29lMVVkPO5FJ2DjiRvYf+Euzkc8weNnyTCXm8Db1Q6d61fEuDfqvTKfElLSsfifUGw5dRM3Hj5FanoWXO2tUNfLGd0a+WBo+1rF9GwoL8yowsfxU9HjGKp0YD4VvdsRj7H4t53Yc+A87j2IhqmJCdzLlkGTRpUxqF8btG5ew9Alljj3nsTnjKHO38H58KgXY6iy9jljqG4NtOZTxOM4eL/36yuPf2rBIDSsXLYoSi9SejV6Tpw4gd69e8PZ2VnnNhUqVMDWrVv1Lqw0cnW2y3N9fGIKUlLSYW4uR61q5YupKuNw70k8vIb+CCFeLLOzViAxJR0Xwp/gQvgT/LYrFOs/74m2dTxfebwtx6+rBigkLcynomdmJkcZB+0DemsrRTFXU/Ldi06A1/u/qeeTlQKJqem4cCcaF+5E47e9F7D+025oW9tD6zFO33iEN7/eisjYRACAudwUFuamiIiKR0RUPC7ejWajRyKYUYWP46eixTFU6cF8KlpLVx3A2El/ICUlHQBgba1ARmYWwm5EIuxGJExkJmz0FNC9J/HwGvGL9nyKeIILEU/w254LWP9ZD7T11T6GAgBXeyud68zkJXM+Kr0aPWlpabCzy/uXalxcHCfpKqDIiz/lub5B+8k4f/kO3uhQD45lbIupKuOQlZ0NAOjWuBIG+9dGuzqesLexQHpGFvafj8CHP+5B+OM4BM7YgLBf38vzW6nElHSM/WUflFYKuJexQdh9zW87yHCYT0WvaeMqOLDtK0OXYTRU+dTQG4Pb1US72hVgb/08ny7exYe/HcjJp7lbEfb9EI18uhYZi05fbcCzpDS09/XAzLeao3HlspDJZIhPTsOJ6w9xNOyBIZ4aacGMKnwcPxUtjqFKD+ZT0flr41G899EvEELgg+GdMW7kG/D2cgUAPI56hn3BF5CekWngKkuerOycDk+3Rj4Y3L4W2tX2eJFPF+7gw1/25eTT7E0I+/Fdnfn0cPkHxVl2sdDrXert7Y0zZ87kuc3x48dRrVo1vYoiTaGXInD+8h0AwDt9Wxm4mpLHwcYC574fhi1BvfFm86qwt7EAAJibmaJLQx/smN4XFuZyJKSk49ddoXkea+qKw7j3JB5fDWoJVwfd3V8yDOYTlTQO1hY4t3AQtnweiDebVIa99Uv5VL8idnzRExbmpjn5tPeixv7Df9iDZ0lpCKhfEbumvgm/Km6QyWQAAKWVAh3remF6/2bF+pxIN2ZU8eL46fVxDFV6MJ+KRtSTOHw48XcIITBzygB8N3eYqskDAK4u9hjYtxWGDmxnwCpLJgcbC5z7djC2THkTbzatop5PDbyx48teL/Jpz3kDV1u89Gr09OrVC0eOHMGff/6pdf2CBQtw6dIl9OvX77WKoxf+XHcEAODsqESX9nUNW0wJZGdtAd+KLjrXV6vgiCZV3QEAITce6dwu5OYjLN52FnW9XfDBG/ULvU56fcwnKmnsrBXw9dJ9mny18mXQpIobACDk1mO1dYcu38PRsAcwNZHhx/fbw9SU37JKHTOqeHH89Po4hio9mE9F4+ele/D0WRKqVnLHxLE9DF2OUckZQ+WRT+UdX4yhbj7WuZ0x0mtE+Omnn6J69eoYOnQoOnbsiP379wMAJk6ciJYtW+Kzzz5D3bp18eGHH+pV1MqVK/H++++jYcOGUCgUkMlkWLZsmV7HMgaZmVlYu/EoAGBAr+aQy00NXJFxclRaAnhxCuB/ZWcLjFy8C9lC4IfRnfiBSqKYT2SMHG2059Oqw2EAgHa1PeDhrCz2uqjgijKjmE/qOH4qPhxDGQfmU9FYs/5fAMDb/VrxsjcDcLTNO5+MlV5z9NjY2ODIkSP48MMPsW7dOmRlZQHI6fLKZDL07dsXP/74IxQK/SblnDJlCu7cuQMnJye4ubnhzp07eh3HWOw8EIqo6HgAwDt9Wxq4GuOUlZWNY1cjAQA1PJ20brN4+1mcufEIwzr6omn1csVZHhUA86noXQm7D9+mH+H2nSjI5SbwLO+M9m18Meb9AFT0dH31AahAsrKycexazhw7NTwc1dadeL68eXV3RETF4au/TmB3aARiElLham+FtrUq4NPAhqjpoT3XqPgVZUYxn9Rx/FQ8OIYyHsynwhcTm4Abtx8CAJr7VcOho1cwb9FmnDxzA2npGfCq4IyunRvikw+6wcmRX9gUtqysbBwLe55P/xlDvazZxJW4fDcGGVnZKGtvjebV3fF+57poUaPkTuCvd0vRwcEBq1atwqNHj/DPP/9g5cqV2Lp1Kx48eIA1a9bAwcFB76J+//13RERE4MmTJxg5cqTexzEWf/51GADgW8MDdWt5GbYYI/XjjhA8jE2EiYkM77TTvDNNZHQCpv55GI5KS3w9tK0BKqSCYD4VreiYeFy9HgkrS3Okpmbgctg9LPp5B3ybfYw1648Yujyj8+Ou83j4NCknn1qr343jxsNnAICniWmoO34Flh28jNjEVFiay3EvOgF/Bl9Bgwmr8Pex6waonHQpqoxiPqnj+Kl4cAxlXJhPhSu3yQMA+w5dgH/gdOzeH4qsrJxJzq9ej8T8RVvQoM1EXL1+31BlGq0fd4a+GEO1ralzuxPXHsLEJGd+w4ioOKw6dBWtJq/BR78fgBAl80ygfJ3R4+3tjY8++ghjx44FAPz555+oW7cufH194ejoiM6dOxdqUf7+/oV6vJIs9mkiduw9BwB4px8nESwK528/xuRlhwAAowLqoZaWuTLG/bI3ZxKvEV1UpyeTNDCfio9bWQcETeqHN7s1QWWfsjA3N0NaWgb2H76ISV/+iSvX7mPIqO9Rzt0RrZrx9qCF4Xz4E0xemdM8G9WpDmq99G15anom0jJyvm1dtCMESksF/prQFT39KkFuaoJLd6Ix4sc9OHnjEYYs2oV6FZ1RyU3/JifppzgzqjTn039x/FQ8OIYq2ZhPRe9ZXLLq73O+2YSa1crj1+9GoXH9SsjOzsbuA+fx7pgfEfkwFn2HLMS5wwt4mWkhOR8ehcl/5jT8R3Wpi1qe6vlkYW6KUV3qon/L6qjn7QIbS3MIIXDudhSmrzmKbadvYdG2s3Cxs8LnfZoY4im8lnyd0RMREYFnz56pfh4yZAg2b95cRCW9nrS0NMTHx6v9KcnWbjqG9PRMyOWmeOvN5oYux+g8jE1E4IwNSE7LQD0fV8x/V3O2++2nbmLjsetoUs0d73b0NUCVlBfmU/Hp2K4upk7sg5rVK8Dc3AwAoFCYIaBDfRzZPQuVvMsiKysbn09faeBKjcPD2EQEzt2C5LRM1KvogvmD1T+sZr/0DZMQwLfvtkGfZlUgfz73RS1PJ2ye3AM2FmZISc/E/7aFFGv9lKOkZFRJz6f/4vip6HEMVfIxn4pedna26u+mpiZYv/xTNK5fCQBgYmKCLv718Nt3owDknN2zeccpg9RpbB7GJiJw9qacfPJ2wfwhbTS2Ketggx9GdkDLmuVhY2kOAJDJZKjv44otU95En+ZVAQBz1p/As8TU4iy/UOSr0ePi4oLIyMiirqVQzJkzB3Z2dqo/FSpUMHRJr+XPdTldyM7t6sDF2c7A1RiXmPgUdJryF+5ExaOyuwP+eX570Jclpabjwx/3wNREhh9Gd1Tdspikg/kkDXZKa0z6+E0AwMkzN/AkOs7AFZVsMQkp6PTVBtx5Eo/Kbvb4Z2pPjXyyUpipTjMuY2OBQa01z6JytbfGgJY5t8Hdf+Fu0RdOGkpKRhlbPnH8VLQ4hjIOzKeiZ2Ntofp7QId6qORdVmObNzrWRxWfnDtD7T90sdhqM1Yx8SnoNO3vF/kU1Fsjn/Jj7vMv2JJSM7D/QsmbUypfz9jPzw8rVqyAXC6Hq2vORJvBwcGv3E8mk2Hq1KmvVWBBTZ48GePHj1f9HB8fX6LC4GVXr0fiTOhtAMA7fXnacWGKS0pFly//wqU7T+DhrMTeWf3h6mCtsd289Sdx90k8hneqg8ruZZCYkq62Pnf29swsoVpnbWHGwUwxYj5JR+MGlQEAQghE3H0CZyd+uNJHXFIauny1EZfuxsDDyRZ7p/WGq71mPgGAm701ImMTUcnNXtX0+a+q5coAAO5FJxRZzaRbSckoY8onjp+KFsdQxoP5VPTcy5ZR/b1KJXed21Wp5I7rtx7i3oOY4ijLaMUlpaHL9PW4dCc6J5++6qtzDPUqFV3t4WxnhSdxybj9qOR9gZmvRs/8+fMRGBiIn376CUDOmzs4OPiVQWCID1IKhULvu+lIzfLnkwiWcbBB1471DVyN8UhKTccbQX/jzI1HKOtgjX2z6YM1CAAAjfNJREFUB8DDRfsH0rtROW/q33efx++7z+s85qrgy1gVfBkAcPuPkfBytS/0ukk75pN0vDxXHcfp+klKzcAbMzfhzK3HKGtvjX3Te+d52/SaHo6IjE1Efl5u/j8xjJKSUcaUTxw/FR2OoYwL86noeXu5wNLSHCkp6flqYvJXtf6SUtPxxlfrcebm83ya0TfPMVR+5E7EXBLHUPlq9FSpUgWXLl1CeHg4IiMj0aZNGwwZMgSDBw8u6vpKrezsbKze8C8AoH9gU5jrcboZaUpJy0D36etx7GoknJSW2Dd7ACq5c3LSkoz5JB2nQ26o/u5ZQXNCTspbSloGus/ejGPXHuTk0/Ter5w8uW2tCtgTegc3Hj5DdrbQelZPWGQsAMDzNQc7pB9mVPHi+KnocAxlfJhPRc/ExAStmtXA7v2huHZD92Vy128+AMDxk75S0jLQfeYmHAt7Pob6qu9r34Ai/PEzRMenAAC8dDS0pSzfv/1MTEzg4+MDHx8feHp6om7dumjdunVR1laq7T10EQ8ePQUADOJpx4UiPSMLvWZtwsELd2FvrcDumf1Qw8Mpz32Wju+KpeO76lzfdtIqHLp4D4Pb18pzOypazKeiJ4TI85uo+PhkzPtuMwCgUf1KvGyrgNIzstBr3jYcvHQvJ5++7IUaFRxfuV+/FlXx5dpjiE1MxZ/BVzCknfqtQx8/S8LaI2EAgM71KhZJ7fRqzKjiw/FT0eAYyngxn4re231aYff+UPyz9xxu3n6kMU/Pjj0huH4r5zbsndrXNUCFJVt6RhZ6zd2Cgxef59P0Pq/MJ+DVY9svVuTc9dTSXI52vh6FVm9x0etrjvDw8MKug/5jxbqcf1g1qpRDo3o+Bq6m5MvKysbA+Vux6+xt2FqaY+dX/VDPR3MyNCr5mE9F4869J3jr3f9h+Dv+8G/rC4/yOd84padn4MDhS5gUtALXbz6AiYkJZn050MDVlixZWdkY+L9/sOtcRE4+TX0T9bxd8rWvl4sdRnWqg0U7zuHjP4JhY2GGwOe3V798NxrDf9iDxNQM2FkpML47L2GRAmZU0eL4qfBxDFV6MJ+KRr83m+GbH7bh3MVw9B48H799NwqNnt9efc/BC3jvo5xL5xrW80HXTg0MXG3JkpWVjYELt2NXSHhOPgX1Rj1v13zt2/aLtehUvyK6NfJB9fKOMDU1gRACoeFRmLH2GDafvAkAmNirMcrYWhbl0ygSr3U+66NHj7Bx40aEhYUhOTkZv//+OwDgyZMnCA8PR+3atWFpWfJeFEOLT0jGll1nAPDbqMJy9Op9bDh6DQCQkZWNwBkbdG5bwdkWp74dUkyVUVFhPhW+U2dv4NTZnMuzLCzMYW2lQHxCCjIyMgEAVlYK/LjwPbRrVduQZZY4R8MeYMOJnNc1IysLgXO36Ny2gqMtTs1Xb6TNe6cVrj94il3nItB3wXZYmJtCIZcjLjkNAGBraY71E7uhnKNt0T0JKjBmVOHj+KlocAxV+jCfCpeJiQk2rPgU7boH4dLVe2ja8XPY2lgiKzsbyc9/V1et5I6/l33CycgL6GhYJDYcvw7geT7N3qRz2wpOSpxaOEj1850n8fhixRF8seIIzOQmUFoqkJyWgZT0TNU2H7xRD1/2a1Z0T6AI6d3o+fHHH/HJJ58gLS3nH6dMJlOFQFRUFJo2bYqff/4ZI0aMKPCxf//9d/z7b8711RcvXlQty50YLDAwEIGBgfqWLnl/bz2JlJR0mJjIMLB3C0OXYxSys1/MEpuanonUl97A/2VhblocJVERYj4VPldnO3w7dxiOngjDhcsReBIdj7j4ZFhbKVC5lifatqqNkcM68dpyPWSLl/MpC6npyTq3tTDT/LVtbmaKHVN64o/9l7DswGVcvheDlPRM+JS1Q6d6Xvi0RyN4unB+HikpqowqrfmUi+OnosExVOnCfCoaHuWdcO7QAiz8YRs2bT+J8LtRkMmAerUr4s3ufhgzIgA2NhavPhCpKVg+qY+h5g1pg72hETh94yEePU1CbGIqzOWmqFquDJpVL4f3OvrCr6ruO6VJnUyIl++Tkj/btm1Djx490LBhQ3z55ZfYuXMnfv75Z2RlZam2qVevHtzd3bFjx44CFzVkyBAsX75c5/qgoCBMmzYtX8eKj4+HnZ0dYm8sg9LWqsC10OsxOXvB0CWUSvHJabDvMx9xcXFQKkvXB7wSmU8Rq6FUMp+Km0nwMUOXUGrFJ6fB/u3vmFGFnFEcPxkPjp8Mh2OoEpRP4SuZTwZgcvS0oUsoteKT02A/4Jt85ZNeZ/TMnz8fHh4eOHjwIKytrXH27FmNbWrXro0jR47oc3gsW7YMy5Yt02tfIirdmE9EJGVFmVHMJyJ6HcwnIuNhos9OoaGheOONN2Btba1zm3LlyuHx48d6F0ZEpA/mExFJGTOKiKSK+URkPPRq9GRnZ8PMzCzPbZ48eQKFQqFXUURE+mI+EZGUMaOISKqYT0TGQ69GT9WqVVWTaWmTmZmJQ4cOoXZt3nmFiIoX84mIpIwZRURSxXwiMh56NXoGDhyIkJAQzJw5U2NdVlYWJkyYgNu3b+Odd9557QKJiAqC+UREUsaMIiKpYj4RGQ+9JmMeM2YMtm3bhqCgIKxYsUJ1+l7fvn1x5swZREREoGPHjnj33XcLtVgioldhPhGRlDGjiEiqmE9ExkOvM3rMzMywe/duTJo0CdHR0bh06RKEEFi/fj1iY2Px2WefYevWrZDJZIVdLxFRnphPRCRlzCgikirmE5HxkAkhxOscQAiBa9euITY2FkqlEtWrV4epqWlh1ffa4uPjYWdnh9gby6C0tTJ0OaWOydkLhi6hVIpPToN9n/mIi4uDUqk0dDkGU2LyKWI1lErmU3EzCT5m6BJKrfjkNNi//R0zSsIZxfGTYXH8ZDgcQ+UoEfkUvpL5ZAAmR08buoRSKz45DfYDvslXPul1Rs/LZDIZqlWrhmbNmqFWrVqqAAgPD8eQIUNe9/BERHpjPhGRlDGjiEiqmE9EJdtrN3r+6+7duxgxYgSqVauGFStWFPbhiYj0xnwiIiljRhGRVDGfiEqWAjV6/v33X7Rt2xZKpRJlypRBjx49cO3aNQBAcnIyxo8fjypVqmDJkiVwdnbGokWLiqRoIqL/Yj4RkZQxo4hIqphPRMYn33fdOnv2LPz9/ZGenq5atm3bNpw+fRqHDx9GYGAgrly5And3d3z22Wd47733VDO1ExEVJeYTEUkZM4qIpIr5RGSc8n1Gz7x585Ceno45c+YgKioKUVFR+Oqrr/Do0SO0bNkSYWFhmDJlCm7evIkxY8YwAIio2DCfiEjKmFFEJFXMJyLjlO8zeo4ePYp27drhs88+Uy2bMmUK9u/fj8OHD2P+/PkYP358kRRJRJQX5hMRSRkzioikivlEZJzyfUZPVFQUGjRooLG8UaNGAIDBgwcXXlVERAXAfCIiKWNGEZFUMZ+IjFO+Gz2ZmZmwtrbWWJ67zNHRsfCqIiIqAOYTEUkZM4qIpIr5RGScCv326kREREREREREZBj5nqMHAFauXIkTJ06oLbt58yYAICAgQGN7mUyGHTt2vEZ5RET5w3wiIiljRhGRVDGfiIxPgRo9N2/eVL3p/2vXrl0ay2QymX5VEREVEPOJiKSMGUVEUsV8IjI++W70hIeHF2UdRER6Yz4RkZQxo4hIqphPRMYp340eT0/PoqyDiEhvzCcikjJmFBFJFfOJyDhxMmYiIiIiIiIiIiPBRg8RERERERERkZFgo4eIiIiIiIiIyEiw0UNEREREREREZCTY6CEiIiIiIiIiMhJs9BARERERERERGQk2eoiIiIiIiIiIjAQbPURERERERERERoKNHiIiIiIiIiIiI8FGDxERERERERGRkWCjh4iIiIiIiIjISLDRQ0RERERERERkJNjoISIiIiIiIiIyEmz0EBEREREREREZCTZ6iIiIiIiIiIiMBBs9RERERERERERGgo0eIiIiIiIiIiIjITd0AUVNCAEAiE9IMXAlpZNJcpqhSyiV4p+/7rn//kmaXuRTsoErKZ2YT4bDjJI+jp8Mi/lkOMwn6eP4ybCYT4ZTkHwy+kZPQkICAMCr/igDV0JU/BISEmBnZ2foMkgHVT7VHm7gSogMgxklXRw/UWnHfJIuVT75vmfgSogMIz/5JBNG3q7Ozs7GgwcPYGtrC5lMZuhyCiQ+Ph4VKlTAvXv3oFQqDV1OqVOSX38hBBISEuDu7g4TE16hKVUlOZ+Akv0eKelK+mvPjJI+5hPpq6S/9swn6WM+kb5K+mtfkHwy+jN6TExMUL58eUOX8VqUSmWJ/IdoLErq689voaTPGPIJKLnvEWNQkl97ZpS0MZ/odZXk1575JG3MJ3pdJfm1z28+sU1NRERERERERGQk2OghIiIiIiIiIjISbPRImEKhQFBQEBQKhaFLKZX4+hPlje8Rw+FrT5Q3vkcMh689Ud74HjGc0vTaG/1kzEREREREREREpQXP6CEiIiIiIiIiMhJs9BARERERERERGQk2eoiIiIiIiIiIjAQbPURERERERERERoKNHiIiIiIiIiIiI8FGjwSdPn0aAQEBcHBwgLW1NRo3bozVq1cbuqxSYeXKlXj//ffRsGFDKBQKyGQyLFu2zNBlEUkKM8owmE9Er8Z8MgzmE9GrMZ8Mo7Tmk9zQBZC64OBgdOrUCebm5ujfvz/s7OywceNGDBw4EBEREfj8888NXaJRmzJlCu7cuQMnJye4ubnhzp07hi6JSFKYUYbDfCLKG/PJcJhPRHljPhlOqc0nQZKRkZEhfHx8hEKhECEhIarl8fHxombNmkIul4vr168bsELjt3fvXhERESGEEGLOnDkCgFi6dKlhiyKSCGaUYTGfiHRjPhkW84lIN+aTYZXWfOKlWxJy4MAB3Lp1C2+99Rbq1aunWm5ra4upU6ciMzMTS5cuNWCFxs/f3x+enp6GLoNIkphRhsV8ItKN+WRYzCci3ZhPhlVa84mNHgkJDg4GAHTs2FFjXe6yQ4cOFWdJREQqzCgikirmExFJFfOJDIGNHgm5ceMGAKBy5coa6xwcHODk5KTahoiouDGjiEiqmE9EJFXMJzIENnokJC4uDgBgZ2endb1SqVRtQ0RU3JhRRCRVzCcikirmExkCGz1EREREREREREaCjR4Jye3y6uroxsfH6+wEExEVNWYUEUkV84mIpIr5RIbARo+E5F63qe0azadPnyI6OlrrtZ1ERMWBGUVEUsV8IiKpYj6RIbDRIyGtW7cGAOzZs0djXe6y3G2IiIobM4qIpIr5RERSxXwiQ2CjR0Lat28Pb29vrF69GqGhoarlCQkJmDFjBuRyOYYMGWKw+oiodGNGEZFUMZ+ISKqYT2QIMiGEMHQR9MLBgwfRqVMnKBQKDBgwAEqlEhs3bkR4eDhmzpyJL774wtAlGrXff/8d//77LwDg4sWLCAkJQfPmzVGpUiUAQGBgIAIDAw1YIZFhMaMMh/lElDfmk+Ewn4jyxnwynFKbT4Ik5+TJk6Jz587Czs5OWFpaioYNG4qVK1cauqxSYfDgwQKAzj9BQUGGLpHI4JhRhsF8Ino15pNhMJ+IXo35ZBilNZ94Rg8RERERERERkZHgHD1EREREREREREaCjR4iIiIiIiIiIiPBRg8RERERERERkZFgo4eIiIiIiIiIyEiw0UNEREREREREZCTY6CEiIiIiIiIiMhJs9BARERERERERGQk2eoiIiIiIiIiIjAQbPVQsZDIZ2rRp81rHaNOmDWQyWeEUpEVwcDBkMhmmTZtWZI9BRNLDfCIiqWI+EZGUMaOki42eEiIiIgIymQwymQzlypVDVlaW1u0uXryo2q5atWrFXCURlUbMJyKSKuYTEUkZM4qKChs9JYxcLseDBw+we/dureuXLFkCuVxezFURETGfiEi6mE9EJGXMKCpsbPSUMM2aNYOdnR3++OMPjXXp6elYtWoVAgICDFAZEZV2zCcikirmExFJGTOKChsbPSWMpaUl+vXrh23btiE6Olpt3datWxEdHY2hQ4dq3ffBgwcICgpCkyZN4OLiAoVCAS8vL4wePRpRUVEa2w8ZMgQymQy3bt3CnDlzUKlSJVhYWKBy5cqYP38+srOzX+u5XL9+HRMnTkT9+vXh6OgICwsLVKlSBZMmTUJiYqLO/VJTUzFx4kRUqFABFhYWqF27ttZQzLVlyxa0b98eDg4OsLCwQK1atbBgwQKdp0YSkX6YT8wnIqliPjGfiKSMGcWMKmxs9JRAw4YNU3V2X/bHH3/AxcUFXbt21brf4cOHsXDhQri6umLAgAEYM2YMfHx88NNPP6Fp06aIi4vTut9HH32Eb775Bp06dcIHH3yAzMxMTJw4EaNGjXqt57Fx40YsWbIE3t7eGDx4MEaOHIkyZcrg66+/RocOHZCRkaF1vz59+uCvv/5Cnz59MGLECERFReHdd9/FnDlzNLb9/PPPERgYiOvXr6NXr14YPXo0LCws8Omnn6J///6vVT8RaWI+MZ+IpIr5xHwikjJmFDOqUAkqEcLDwwUA0alTJyGEEDVr1hS+vr6q9ffv3xempqbik08+EUIIAUBUrVpV7RiPHz8WCQkJGsdevny5ACBmzpyptnzw4MECgHB1dRWRkZGq5QkJCaJ27doCgDh8+HC+6gcgWrdurbbs/v37Ii0tTWPb6dOnCwBi5cqVastbt24tAIgaNWqI+Ph41fKHDx8KNzc3IZfLxa1bt1TL9+zZIwCILl26iKSkJNXy7OxsMXLkSAFArF+/XrX84MGDAoAICgrK13MiohzMJ+YTkVQxn5hPRFLGjGJGFRWe0VNCDR06FBcuXMDZs2cBAMuWLUNWVhaGDRumcx8XFxfY2NhoLB80aBCUSiX27dundb+xY8fC3d1d9bONjQ2+/PJLAMDy5cv1fg7lypWDubm5xvIPP/wQAHTW88UXX8DW1lb1c9myZTF+/HhkZmZi9erVquWLFy8GAPzyyy+wsrJSLZfJZJg7dy5kMhnWrFmjd/1EpB3ziflEJFXMJ+YTkZQxo5hRhYVTd5dQgwYNwuTJk/HHH3+gQYMGWLZsGfz8/FCjRo0899u4cSN++eUXhISE4OnTp2rXMD548EDrPi1bttS5LDQ0VO/nIITA0qVLsWzZMly6dAlxcXFq14S+bj0nTpyAtbU1lixZovU4lpaWCAsL07t+ItKO+fTqephPRIbBfHp1PcwnIsNhRr26HmZU/rDRU0K5uLggICAAa9asQffu3XHz5k1MmDAhz30WLlyICRMmwNnZGR07dkT58uVhaWkJAPj222+Rlpam87G0LTMxMdF5zWd+jB07FosXL0aFChXQvXt3uLm5QaFQAACmT59eoHpcXV0BQK2e2NhYZGZmYvr06TprSEpK0rt+ItKO+aSO+UQkHcwndcwnImlhRqljRumPjZ4SbNiwYdiyZQveffddWFpaYsCAATq3zczMxIwZM+Du7o7Q0FA4Ozur1gkhMG/ePJ37RkVFoWrVqhrLsrOzYWdnp1ftUVFR+OGHH+Dr64vjx4+rnXb36NGjPN+4UVFRqFChgtqyx48fA4BaPUqlEjKZTGPmeiIqesynF5hPRNLCfHqB+UQkPcyoF5hR+uMcPSVYQEAAypYti8jISPTq1QtKpVLnttHR0YiLi0OTJk3UAgAAzpw5g5SUFJ37HjlyROeyunXr6lX77du3IYSAv7+/WgDoejx96vHz80NMTAxu3LihV41EpD/mU971MJ+IDIf5lHc9zCciw2JG5V0PMyp/2OgpweRyObZu3YpNmzZh1qxZeW7r4uICS0tLhISEIDk5WbX86dOnGDNmTJ77Llq0SO1aysTERHz11VcAgHfeeUev2j09PQEAx44dU7tm8/79+5g0aVKe+86aNQsJCQmqnx8/foxvvvkGcrkcb731lmr52LFjAeR0xWNiYjSO8+jRI1y9elWv+okob8ynHMwnIulhPuVgPhFJEzMqBzPq9fDSrRKuUaNGaNSo0Su3MzExwejRo7Fw4ULUqVMH3bp1Q3x8PHbu3AlPT0+1Gde1PUadOnXQr18/KBQKbNy4ERERERgxYgRatWqlV91ubm7o1asXNmzYgIYNG6J9+/Z4/Pgxtm/fjnbt2uH27ds69/X29katWrXQq1cvZGRkYN26dYiKisKsWbPg7e2t2q5z586YOnUqZsyYgUqVKqFz587w9PRETEwMbt68iSNHjmDmzJmoXr26Xs+BiPLGfGI+EUkV84n5RCRlzKj/t3ffYU3d7RvA74RAmGHIRoYginsialXcW6u1jurrrm+1rdpWO6y7ru5fh+3bYeuedbRa995bcVMFQRFBZIa9cn5/RCIpwxBGDuH+XJdXzVk8Sc3NyZNzvl9mVLkZZlZ3KquIiAgBgNCrVy+dtgcg1K9fX2tZTk6OsGTJEsHf31+Qy+WCl5eX8N577wmpqamCt7e34O3trbX92LFjBQBCWFiYsHTpUsHX11cwMzMT/Pz8hM8++0zIy8vTuX4AQnBwsNay1NRUYcaMGYKPj48gl8sFf39/YdGiRUJOTk6x2wcHBwsAhIyMDGHmzJmCh4eHYGZmJjRq1EhYsWJFiT/74MGDwoABAwQnJyfB1NRUcHV1Fdq1aycsWrRIePjwoWa7o0ePCgCE+fPn6/y8iIj5JAjMJyKxYj4xn4jEjBnFjKosEkEQhKppKVF1M27cOKxevRoRERHw8fExdDlERBrMJyISK+YTEYkZM6pm4Bg9RERERERERERGgo0eIiIiIiIiIiIjwUYPEREREREREZGR4Bg9RERERERERERGglf0EBEREREREREZCTZ6iIiIiIiIiIiMBBs9RERERERERERGgo0eIiIiIiIiIiIjwUYPEREREREREZGRYKOHiIiIiIiIiMhIsNFDRERERERERGQk2OghIiIiIiIiIjISbPQQERERERERERkJNnqIiIiIiIiIiIwEGz1EREREREREREaCjR4iIiIiIiIiIiPBRg8RERERERERkZFgo4fKpXPnzpBIJJV2/FWrVkEikWDVqlWV9jOIiPQhkUjQuXNnQ5dBVGNVxDkIzzOIiMgYsdFDRERERETlIggC9u7diylTpqBp06awtbWFpaUlmjVrhqVLlyIrK6vIPg8ePMDkyZPRqlUrODk5QS6Xw9vbG/369cPhw4cN8CyIiIyDzNAFEBERVUd37tyBpaWlocsgIhKF7Oxs9O3bF3K5HJ07d0avXr2QlZWF/fv3Y/bs2fjzzz9x/PhxWFhYaPa5d+8eNm/ejHbt2qFt27ZQKBSIjo7GX3/9hT179mDJkiX4+OOPDfisiIiqJzZ6iIiI9BAQEGDoEoiIRMPExARLlizBm2++CTs7O83y3NxcDBkyBLt27cLy5cvx/vvva9Z16tQJCQkJkEq1bzJ4/PgxWrZsiQULFhQ5HhERvRhv3aIi8vLysGzZMvj5+cHc3Bx169bFsmXLcP/+fUgkEowbN67U/VNSUvDZZ58hODgY7u7uMDMzg7u7O8aMGYPw8PBi90lMTMTkyZPh4uICS0tLBAYGYseOHZXw7IioIpw8eRKDBw+Gi4sL5HI5PD098corr+DUqVOabTIyMrBgwQIEBATA3NwcDg4O6NevH86cOVPkeAsWLIBEIsGxY8fw66+/olGjRjA3N4eXlxdmzZpV7CX/AHD9+nWMGDECbm5uMDMzg7e3N6ZOnYqEhASt7SIjIzX5FRoaildeeQWOjo6QSCSIjIzUGqfj8OHD6NChA6ysrFCrVi2MHTu2yPGAksfoycnJwbfffos2bdrAxsYG1tbWaNiwId577z0kJSW9cH8A8PHxgY+Pj9aylJQUzJs3Dw0bNoS1tTVsbW0REBCA8ePHIyoqqtjjEFU35T0HKTjG//3f/6FZs2awsLCAra0tunTpgt27d5e6344dOxAYGAhLS0u4urpiypQpWu/ZwiIiIjB58mTUqVMHcrkczs7O6Ny5c7Fj/axevRpt27aFtbU1rK2t0bZtW6xevVprmxMnTkAikWDixInF/rxHjx7BxMQE3bp101qempqK+fPno1GjRrCwsICdnR169+6tlcUFCsY0ys7Oxrx581C3bl2YmppiwYIFxf7MstZkamqKjz/+uEhTxtTUFLNmzQIAHD9+XGudmZlZkSYPALi7u6N9+/bIzc3FgwcPiv35RPRiOTk5+P7779GrVy94enpq8uqVV17B1atXtbZVqVRYsWIF2rRpAwcHB1haWsLHxweDBg3CiRMn9DomoD0WWllylsqHV/RQERMmTMDatWvh5+eHt956C9nZ2fjmm29w9uxZnfa/c+cO5s2bhy5dumDw4MGwsrJCaGgoNmzYgN27d+PKlSvw9vbWbJ+RkYHOnTvjxo0baNeuHYKDgxEVFYXhw4ejZ8+elfU0iUhPP/zwA6ZOnQoLCwsMHjwYXl5eiI6OxqlTp7B161Z06NAB2dnZ6NatG86dO4eWLVvinXfeQVxcHDZv3owDBw5g8+bNeOWVV4oc+6uvvsKxY8cwfPhw9O/fH3v27MGnn36Kq1evYu/evVoDr+7cuRPDhg2DiYkJBg4cCE9PT9y+fRvLly/H/v37cf78edjb22sdPywsDG3btkWjRo0wduxYJCYmwszMTLN+165d+PvvvzFgwABMmTIFJ06cwJo1axAeHl7sB6d/y8rKQq9evXDixAn4+/tj/PjxkMvluHfvHn766SeMGTOmSE26EAQBvXr1wvnz5/HSSy+hd+/ekEqliIyMxI4dOzB27Fh4enqW+bhEYlPecxBBEDB8+HBs374d9erVw1tvvYX09HRs2bIF/fv3x7fffotp06YV2W/r1q04ePAghg4diu7du+P48eP46aefcPbsWZw9e1brdqOzZ8+iT58+UCqV6NWrF0aMGIGkpCRcvXoV3377rVYz6t1338U333wDDw8PTJw4ERKJBNu2bcO4ceNw7do1fP311wCAjh07wsfHB9u2bcMPP/wAc3NzrfrWr18PlUqF0aNHa5YlJiaiU6dOuHXrFjp27IhevXohJSUFf/31F7p06YI//vgDgwYNKvJcX3nlFVy7dg29evWCg4MDfH19i30t9ampJKampgAAmUy3jx4JCQk4f/48LC0tS6yPiF4sMTER77zzDjp27Ii+ffvC3t4e9+/fx86dO7F3716cOHECgYGBAIBZs2bh888/h5+fH0aOHAkbGxtER0fj5MmTOHLkCDp16lTmYxZWlpylCiAQFXLo0CEBgNC6dWshIyNDszwmJkZwdXUVAAhjx47VLA8ODhb+/c8oOTlZSEhIKHLsI0eOCFKpVHj99de1ls+fP18AIEyaNElr+f79+wUAAgBh5cqV5X9yRFRu169fF0xMTAR3d3chIiJCa51KpRKio6MFQRCETz75RAAgjBo1SlCpVJptrl27JsjlcsHe3l5QKpWa5QU5YG5uLty8eVOzPDc3V+jRo4cAQFizZo1meXx8vKBQKITatWsLDx480Kpjw4YNAgDh7bff1iyLiIjQ5MncuXOLPK+VK1cKAASZTCacOnVKszwvL0/o3LmzAEA4e/as1j4AhODgYK1l77//vgBAGD16tJCXl6e1Ljk5WUhNTS11/wLe3t6Ct7e35vH169cFAMLgwYOLbJuVlaV1XKLqqiLOQdasWaN5b2VnZ2uWR0VFCc7OzoKpqalw//59zfKC9z4A4dChQ1rHGj9+vABA+OSTTzTLsrKyBE9PT0EqlQp79+4t8hyioqI0fz9x4oQAQGjQoIGQnJysWZ6cnCwEBAQIAISTJ09qls+ePVsAIGzZsqXIcZs0aSJYWFho5ebIkSMFAMLvv/+utW1sbKzg6ekpODk5CZmZmUVer+bNmxd7nlacstZUkilTpggAhB9++KHY9REREcL8+fOFOXPmCBMmTBAcHR0FmUwmrFixQqc6iah4WVlZwqNHj4osv3nzpmBtbS10795ds8zBwUHw8PAQ0tPTtbZVqVRamVGWYwpC2XOWKgYbPaRl3LhxAgDhr7/+KrJu2bJlOp1klaZJkyaCj4+P1rI6deoIZmZmQkxMTJHtu3XrxkYPkYi8+eabxX6w+DdfX1/B1NRU60NPgTfeeEMAIKxdu1azrKSGryAIwsWLFwUAQrdu3TTLvv766yLHKKxly5aCo6Oj5nFBo8fV1VXrw1+BgpOQMWPGlLjuu+++01r+70ZNXl6eoFAoBFtbWyExMbHYukrbv7CSGj0jR4584XGJqquKOAfp2rWrAEA4f/58icdYtGiRZlnB+7tHjx5Fto+OjhZMTU0FPz8/zbItW7aUmBX/NmHCBAGAsHnz5iLrNm7cKAAQJk6cqFkWGhoqABAGDhyotW1ISIgAQBgxYoRm2dOnTwUTExOtXCzsu+++EwAIu3bt0iwreL2Ke31LUpaaSrJ3715BKpUKDRo0ELKysord5ujRo5oPggAEa2vrEvOdiCrGgAEDBDMzMyEnJ0cQBHWjp06dOsWeJ+l7TEEoe85SxeCtW6Tl2rVrAID27dsXWVfcspIcO3YM33zzDc6fP4/4+Hjk5eVp1hW+TSI1NRURERFo2LAhXF1dixynY8eOnF6TSEQuXLgAAKXeVqlUKnH//n00aNAAtWvXLrK+c+fO+PnnnxESEoL//Oc/Wus6duxYZPvWrVvDwsICISEhmmXnzp3T/DcsLKzIPllZWYiPj0d8fDwcHR01y5s1a6aVQf/WsmXLIssKnkNycnKJ+wFAaGgolEolunfvrtftWaVp0KABmjRpgg0bNiAqKgqDBg1Cx44d0bJlS5iYmFTozyIylIo4B7l69SosLCzQpk2bIusKxsQqnCUFissed3d3+Pn5ITQ0FKmpqbCxsdEpAwvXUvjnvqiW+vXro3Xr1ti7dy8SExPh4OAAAFi7di0AaN0idfHiReTn5yMrK6vYMXbu3bsHQJ1L/fv311r379fmzz//LPKadO7cGZ07dy5TTcW5dOkShg8fDltbW/zxxx+Qy+XFbte5c2cIgoDc3FxERkbil19+wZgxY3DhwgV89913pf4MIipdSEgIPv/8c5w6dQqxsbHIzc3VWh8fHw83NzcMGzYMP/30Exo3bozhw4cjODgY7dq1g5WVld7HLEzXnKWKwUYPaVEqlZBKpahVq1aRdS4uLjod448//sDw4cNhbW2NXr16wcfHB5aWlppBuAoPqpeSkgIAcHZ2LvZYuv5MIqoaycnJkEgkRX55F6ZUKgGU/P4taOoWvP8LKykLnJ2dER0drXmcmJgIQD1eUGnS09O1Gj0vyhRbW9siywrGlMjPzy9134JGkIeHR6nb6UMmk+HIkSNYsGABtm/fjhkzZgAAHB0dMXXqVMyePZsNH6r2KuIcRKlUljhelT7Z4+Liomni2tjYlOl9XvB8nJycij2uVCotUsvo0aNx6dIlbNmyBZMnT4ZKpcLGjRvh7Oys1VwqyMDTp0/j9OnTJdaQnp5e7M8u7M8//ywyODTwvBmla03/dvXqVfTs2RMSiQT79+9Ho0aNSty2gKmpKfz9/fHFF18gIyMD33//Pfr06YM+ffq8cF8iKurMmTPo2rUrAHWD2t/fH9bW1pBIJPjzzz9x7do1ZGdnAwC+++47+Pr6YtWqVVi8eDEWL14Mc3NzDBs2DF999ZXmfKosxyxM15ylisFGD2lRKBRQqVRISEjQ+nAEAE+ePNHpGAsWLIC5uTkuX74Mf39/rXWbNm0q8vMAIC4urthj6foziahq2NnZQRAExMTElPhBp+B9XdL7t2B5wXaFlZQFcXFxWk2Ygn1v3LiBxo0b61x/4cGcK1rBTDOFG1IvqqXw1Y6FpaSkFGk6OTo6Yvny5fj+++8RGhqKI0eO4Pvvv8f8+fO1ZrUhqq4q4hxEoVBUaPb8e5+yvM8Lns/Tp0+LfMCJi4uDSqUqUsuIESMwY8YMrFu3DpMnT8aRI0fw+PFjTJ8+XWsg44L9ZsyYgS+//PKFtRT27xxctWpVsbOFlbWmwq5cuYIePXogPz8fBw4cKHZg1hfp2bMnfvzxRxw7doyNHiI9LVmyBNnZ2Th16hReeuklrXXnzp3TXEkJqBut77//Pt5//308fvwYx48fx8qVK7FmzRrExsZi//79ZT5mYbrmLFUMTq9OWpo1awYAxU5/XNyy4oSHh6NBgwZFmjyPHz8uMr26QqFAnTp1EBYWhtjY2CLHOnnypK6lE1EVKLjk/8CBAyVuo1Ao4Ovri7CwsGI/DBVMr9u8efMi64p7z1+6dAmZmZla2wcFBQGAzjPxVIX69etDoVDg4sWLOk0Vam9vX+zrExkZWeptYhKJBA0aNMBbb72FgwcPAlDPQEZU3VXEOUiLFi2QmZmpucWqsLJmT8F5i5+fn+ZbZl0ysHAtgPp2dl1rKbhK5syZM4iIiMC6desAoMhtroGBgZBIJFWSgbrWVODKlSvo3r07cnNzsW/fPk1el9Xjx48B6D5TFxEVFR4eDgcHhyINmYyMDFy5cqXE/dzd3fHaa69h37598Pf3x6FDh5CZmVmuY+qas1Qx2OghLaNGjQIALFq0CFlZWZrlsbGx+Pbbb3U6hre3N8LCwrS+UcvKysKUKVOK/fZ69OjRyMnJwbx587SWHzhwgOPzEInM5MmTYWJigjlz5mjdhglAc6UPAIwdOxa5ubmYNWsWBEHQbHPz5k2sXLkStra2xU77u3btWty6dUvzOC8vDx9//LHmmAXGjx8PGxsbzJ49W2v7AhkZGZpxfKqKTCbDG2+8gZSUFEyfPr3IrV4pKSlIS0vTPG7dujUiIyO1PgTm5OTgvffeK3LsiIgI3L59u8jygpzllKRkDCriHKQgJ2bNmqU1ZkR0dDS+/vpryGQyzc8p7ODBg0XOOebMmYPc3Fyt7Bk4cCBq166NdevWab7dLqxw87Zgv4ULF2puaQXUt3QtXLhQa5vCRo8eDUEQsGLFCmzfvh0BAQFo3bq11jaurq4YNmwYzpw5gy+++EIrZwucP38eGRkZRZbrQ5eaAO0mz969e9GuXbtSj3vhwgWt/9cFHjx4gGXLlgEAr+YhKgdvb28kJSVpnSvl5+dj5syZePr0qWZZdnY2jhw5UiRL0tPTkZqaClNTU80t4roe8990zVmqGGyRk5bu3btj1KhRWL9+PZo0aYKXX34Z2dnZ2LJlC4KCgrBr1y5IpaX3B6dOnYqpU6eiRYsWePXVV5GXl4eDBw9CEAQ0a9asyOV8H3zwAbZv345ff/0Vt27dQqdOnRAVFYUtW7agX79+2L17d2U+ZSIqgyZNmuCbb77BtGnT0KhRIwwaNAje3t6IjY3FiRMn0K9fP3zzzTf44IMPsHv3bqxduxZ37txBt27d8PTpU2zevBm5ublYs2ZNsd/cdO/eHW3btsWIESPg4OCAPXv24ObNm+jVq5fWt8dOTk7YuHEjhg4dimbNmqF3794ICAhAVlYWHjx4gOPHj6N9+/bYt29fVb48+OSTT3Du3DmsXbsW586dQ58+fSCXy3H//n3s27cPp06d0nyD/+677+LAgQPo168fXnvtNVhaWuLgwYOws7MrMgbStWvXMHjwYAQGBqJx48ZwdXVFdHQ0/vzzT5iYmGjG7CGqziriHGT06NHYvn07/vrrLzRt2hT9+/dHeno6tmzZgoSEBHz11Vfw9fUtsl+/fv3Qt29fDB06FJ6enjh+/DjOnj2LZs2aYebMmZrt5HI5tmzZgt69e6NPnz7o3bs3mjVrBqVSiZCQEGRkZGgGYe7UqROmTp2K77//Ho0bN8aQIUMgCAK2b9+OqKgoTJs2DZ06dSpSy8svvwyFQoEvvvgCubm5JQ54/OOPP+Kff/7BBx98gLVr16Jdu3awtbVFVFQULl++jHv37iEmJgaWlpZl+d9QLF1qSkxMRPfu3ZGUlITevXvj4MGDmqsOC9jZ2eGdd97RPF66dClOnjyJ4OBgeHl5QSaTITw8HHv27EFOTg7effdddOjQodz1E9VUU6dOxYEDB9ChQwcMGzYM5ubmOHbsGKKjo9G5c2fNl02ZmZno1q0bfH19ERQUBC8vL6SlpeHvv/9GbGwsPvzwQ81kFroe8990zVmqIIaa7ovEKzc3V1i0aJFm2nNfX19h6dKlwvnz5wUAwvTp0zXbFje1qUqlEn766SehUaNGgrm5ueDq6ipMnDhRePLkSYnTsSckJAj//e9/BScnJ8Hc3Fxo1aqVsH37ds10fJxenUhcjh49KvTv319wcHAQzMzMhNq1awtDhgwRTp8+rdkmLS1NmDt3rlCvXj3BzMxMsLOzE/r06SOcPHmyyPEKplc/evSo8PPPPwsNGzYU5HK5ULt2beGjjz4SMjIyiq0jNDRUmDhxouDt7S2YmZkJ9vb2QpMmTYRp06YJFy5c0GxXML164amZCystawqm/Z0/f77WcpQwPXpWVpbw5ZdfCs2bNxcsLCwEa2troWHDhsKMGTOEpKQkrW03b94sNGnSRDAzMxNcXV2FqVOnCqmpqUWmV4+KihI++ugjoW3btoKzs7NgZmYmeHl5Ca+++mqx00gTVVflPQcpOMaXX34pNGnSRJDL5YKNjY0QHBxc7LTihd/727dvF1q1aiWYm5sLzs7OwhtvvCEkJCQUW2dYWJgwceJEoXbt2oKpqang7OwsdO7cWVizZk2RbX///XchMDBQsLS0FCwtLYXAwEDh999/L/V1GD9+vABAkEgkQmRkZInbZWRkCJ9//rnQqlUrwcrKSrCwsBDq1KkjDBo0SFizZo2Qm5v7wtdLVy+qqSBnS/tTONcEQRB27doljBgxQvDz8xOsrKwEU1NTwcPDQxg8eLCwZ88evWsloue2bt0qtGzZUrC0tBQcHR2FYcOGCeHh4cLYsWMFAEJERISQk5MjfPbZZ0LPnj2F2rVrC2ZmZoKLi4sQHBwsbNq0Sa9jFtA3Z6l8JIJQzLWeRMVYsWIFJk2ahB9//BFTpkwxdDlEZEQWLFiAhQsX4ujRo8VORUxENRvPQYiIqqdVq1Zh/PjxWLlyJcaNG2focmoMjtFDRcTGxha5PzM6OhqLFy+GiYkJ+vfvb6DKiIiIyJjxHISIiKj8OEYPFfHpp59i9+7d6NixI5ydnfHw4UP8/fffSE1NxYIFC+Dp6WnoEomIiMgI8RyEiIio/NjooSJ69+6N27dvY/fu3UhKSoK5uTmaNm2KN998EyNHjjR0eURERGSkeA5CRERUfhyjh4iIiIiIiIjISHCMHiIiIiIiIiIiI2H0t26pVCo8fvwYNjY2kEgkhi6HqEoIgoDU1FS4u7tDKmU/V6yYT1RTMaPEj/lENRXzSfyYT1RTlSWfjL7R8/jxYw7cRzVWVFQUateubegyqATMJ6rpmFHixXyimo75JF7MJ6rpdMkno2/02NjYAAB62E6FqURu4GpqnnUXGxu6hBpJmZoJn5ZTNP/+SZwK/v8MdXwXplLmU1X74U9HQ5dQYynTs+DdYw4zSsQK/t+87fUe5MynKjf3izxDl1BjKTOy4TX2O+aTiBX8v/nY9z2YmzCfqtrUmUmGLqHGUmbmwPud33XKJ6Nv9BRczmcqkbPRYwAKG0tDl1Cj8XJWcdPkk1QOM36QqnIKawtDl1DjMaPEq+D/jVwqh1xqbuBqah6FZa6hS6jxmE/iVfD/xtxEDnMT5lNVU1jwnNXQdMkn3nhKRERERERERGQk2OghIiIiIiIiIjISbPQQERERERERERkJNnqIiIiIiIiIiIwEGz1EREREREREREaCjR4iIiIiIiIiIiPBRg8RERERERERkZFgo4eIiIiIiIiIyEiw0UNEREREREREZCTY6CEiIiIiIiIiMhJs9BARERERERERGQk2eoiIiIiIiIiIjAQbPURERERERERERoKNHiIiIiIiIiIiI8FGDxERERERERGRkWCjh4iIiIiIiIjISLDRQ0RERERERERkJNjoISIiIiIiIiIyEmz0EBEREREREREZCTZ6iIiIiIiIiIiMhEyXjbp27arXwSUSCQ4fPqzXvkREumA+EZGYMaOISKyYT0TGS6dGz7Fjx/Q6uEQi0Ws/IiJdMZ+ISMyYUUQkVswnIuOlU6NHpVJVdh1ERHphPhGRmDGjiEismE9Exotj9BARERERERERGYkKafQkJiYiKiqqIg5FRFShmE9EJGbMKCISK+YTUfWld6MnJSUF06dPh4uLC5ycnFCnTh3NuvPnz6Nv3764fPlyhRRJRFQWzCciEjNmFBGJFfOJyDjo1ehJTExEUFAQvv/+e3h6eqJBgwYQBEGzvmnTpjh9+jTWr19fYYUSEemC+UREYsaMIiKxYj4RGQ+9Gj0LFizA3bt3sXHjRly6dAlDhw7VWm9hYYHg4GAcOXKkQookItIV84mIxIwZRURixXwiMh56NXp27tyJ/v37Y/jw4SVu4+3tjUePHuldGBGRPphPRCRmzCgiEivmE5Hx0KvRExMTg4YNG5a6jbm5OdLT0/UqiohIX8wnIhIzZhQRiRXzich46NXoqVWr1gtHYA8NDYWbm5teRRER6Yv5RERixowiIrFiPhEZD70aPZ06dcLOnTsRHR1d7Prbt29j37596N69e7mKIyIqK+YTEYkZM4qIxIr5RGQ89Gr0zJ49G3l5eXjppZewYcMGxMfHAwDu3LmD3377DV27doVcLsf7779focUSEb0I84mIxIwZRURixXwiMh4yfXZq0qQJNm/ejDFjxmD06NEAAEEQ0LhxYwiCABsbG2zZsgX+/v4VWiwR0Yswn4hIzJhRRCRWzCci46FXowcABg4ciPv372P16tU4f/48EhMToVAoEBQUhPHjx8PR0bEi6yQi0hnziYjEjBlFRGLFfCIyDno3egDAwcEB7777bkXVYhTMrU3QuIM96jZXwK+5AnVbKKCoZQYAeCvwNGIjMovdTyIBGr1kD78WCtRtpoBfCwVcvC0AAD++cxuH1z3W6edLJECnV13R8VVX+DS2gbWdKZSJOYgJz8CNk0nY+cMD5GSpKubJGhGZ60idtz28fS6C2zeoxGqoIjCfipJbmSCgvR18mtvAp6kNfJorYONgCgD4+KXziIssPp8KmJhK0OP12mgz2AXOPhZQ5QmICUvH6c2xOLE+ptR9Hdzl6DXFE427OMDBzRw5mfmIvqve9/Tm2Ap7jtVVanoWjl64h0u3HuLSrShcuvUQCcnqWU3++XsO6no5lel4g6evwM6jNwAAYwa2wcrFoyq8ZiofZpR+mg50RsshLnBtYA1TSxOkxeUg7HQSTv0ShaSorBL382xug3bja8OrlQKW9qbITMlD1FUlzq2ORuSFlCp8BtVT1FMltp/5B4dDInEt4imeJKXDzNQEvq626N3KD9Nfbg03B2udjzd40Tb8de4eAGBst8ZY+V7/yiqd9MB80k9AP2c0fsUFTgHWMLUwQfrTHDw4k4SLv0Uh5VHRfLJ2NkNAP2e4NrFBrbqWsHQwg5m1CXLS8pEQlo67B+Jx448Y5OcKBng21cel+3HYeSUCFyPiEP4kGU9Ts5CVmwdHGwu08nHCuE4NMKiVb4n75+Tl49v917Dx7F2EPUmBzESKBm72GNupASZ1bgiJRFKFz6bilKvRQ0U17eiAD9c2K/N+FjYyLPyzVbl+trW9KWata4aAIDsAQH6+gAxlHuxd5KjlZo7GHRxwZMNjJMZkl+vnGCMXJ9tS1yvTMpGZmQMzMxkaB9SuoqqIKlaDDvZ4+/fGeu1rbm2CmVuaw6eZDQAgOyMfpuZS+LWyhV8rWzTrUQs/TLwFVX7Rk5GADnZ489fGsFSof+VkpOTBzMIE9YLsUC/IDi37OuHHiTeRn1dzT2QOn7+LIe/8ViHH+uvoDU2Th8hYSGUSDP+uARr0UF9NkJ+rQnZ6Puw9zRE4wg1NBzhj01u3EH46uci+Hf5bG91n1IFUKoFKJSBLmQdLe1M07OmIgO61cOT/InHip9JnGqrJop4q4TP+RwiFItrWSo60zBxcj3iK6xFP8eu+EGz9eDC6NPN+4fH+OntX0+QhMgZSmQT9v26Aut2e51NuRj5sa5uj6TA3BPR3xs5pt/DwbLLWfh6tbNFp5vMGRF62CnlZKljYm6J2oB1qB9qh2Qg3bJt0A2lPcqryKVUrvx2/jV+O3tI8tjY3hVQiweOkdDxOSseuq5F4JdAP66f0gJnMRGtfZWYOui/7E5cjnwIALM1kyMzJw7nwJzgX/gR/X43E9ul9IDPRa2hjgypXo2f9+vVYvXo1QkJCkJKSAltbWzRv3hzjxo3DyJG6XyFhbJLjshF+LRVhV5VIjMnClP9rqNN+mWl5iLiRivAQJcKuKjFuUT3Yu8h12ldmJsH8bS3g21SBmPsZWLPgHq4cikdejgBTuRSeAVZoN8AZudm8mqc40Tf+V+r6Vt1m4dqtB+jXowVqOdhUUVVUHsyn4imf5iDyeioiQ1KRFJuNsV/U12m/sV/Uh08zG6Ql5eL3d0Jx/VACJFKg3RAX/GdZPTTr4YiXZ/pgx2cRWvvZu8nx5i/qJk/4FSXWvP8PokPTITWRoHmvWhj7RX00614LQz72xZZPwivjKVcbzg7WaNXIC4GNvODubIvJn2wu8zHSMrIxfdlWKKzN4e5ki9CIJ5VQKVUEZlTZ9JhZBw16OCI/V4UDn0fg0qYY5GapoHA1Q+9Zfmjc1wnDlzfE970vIbXQB6L6XR3Q8331B6kr22Jx8IsIpCfkwszKBG3HuKPrOz7oPqMOntxNxz9HEg319EQtX6U+dxzQpi7Gdm+Crs28YWdtjpzcfBy+Fom3fzyAiCcpGLRoG0J/+W+pV/akZeZg2s+HoLCUw93BGqGPEqrqaVAZMJ/KpsO7dVC3mzqfTnwVgRt/xCAvSwVrFzMEf+CH+r2dMOCbhlg94BLS4p7nkzImG2d/eIBHl5Lx9J90ZKXkAQDMrExQv48Tgj/wRS0/K/ReFoCtE64b6umJXtu6rghws0fHAHfUc7WFtbn6bpqohFQsP3gDX+65iu0Xw/GZZy3MHRSote9/fzuKy5FP4WAlx8r/dke/5t5QCQLWnb6LN1cdw+6QSCzYfgGLh7Y1xFMrF70aPdnZ2Rg8eDD2798PQRBgYWEBd3d3xMXF4dChQzh8+DDWr1+P7du3Qy7XrVFhLC7tf4oLe59qHjt5muu0X4YyD6PrHNP6tmTUnLo6/9xhM33h21SBp4+y8HHfi1DG52rW5WarcP9aKu5fS9X5ePRcyM1IXLv1AAAwZlgnA1dDL8J8Ktm1g/F4b3+85nGt2rrlk2cjawQOdAYArHxX3eQBAEEFnPnjCSwUMrz2iT+6T6qNQyseITXhef70fKM2LG1lyEzNw/JxNzTrVPkCruyJh8xMiv/+0BBdxnng0IpHSHxcM684HBDcGIOONdU8jozW78PPvOW7ERWbjG8+fAU7Dl9no0eEmFFlZ+VgiqDR7gCAMyujcXbV86mflbE5+OPdO3CuZwnnulbo/JYXds0L06zvOt0HABAVosSfH93VLM9Jz8eJ/0XBzt0crUe4oecHvmz0lMDe2hxXv5+ApnWctZabmZqgT2s/7F44DC2nrURqZg5+2ReC+SM7lHisuWtPIOqpEt+80R07zvzDRo/IMJ/KzsLBFM1HqvPpyppoXF37PJ/SnuRgz/t34OhviVp+Vgia7IXDnzzPp5gQJWJClEWOmZOejxtbYyEIQM9P6sEryA7WrnKkxdbMc6QXGdsxoNjlnrVs8NmI9nicnI4NZ+5izalQrUbP1cin+OOC+v/Hb5O6oX8LHwCAiUSCsR0DkJKRjXfXn8I3+69hWq+mcFZYVvpzqUh6XYO0cOFC7Nu3D927d8fFixeRnp6OiIgIpKen48KFC+jWrRv27duHRYsW6V3YxYsX0bdvX9jb28PKygpt2rTBhg0b9D5eVVGV44IZQc+7FsytTNBnkicAYN2ie1pNHiq/NVtOAgCcainQp1tzwxZDL8R8KpmgZz4FDVaf3MeEZeDawaIn5SfWxyAjJQ9yCxO07Ks9lkzjLrUAAOf/jNNqABW48Gcckp9kw1QuResBzkXW1xQmFXBJ8JXbUVi+8SSaB3jgzREdK6AqqgyVnVHVNZ9KU6edHWRm6vfI2ZWPiqwXVMC5NeqxDBv3dYJUph5PwdrRFG4N1VeXFG4OFXbm2fGc/Czh3lj3MWZqElsr8yJNnsICPGuhbf1nH3TvlTzm2pWwWCzfdRnNfZ3xVr+WFV4nlR/PocrOK+h5Pl1eU3w+XX021mr93s/zSRexN55/SW/tZFbOSmuuNr7q/HqclK61fONZdfO/vpsdBrasU2S/SV0awdbSDJk5edh+6X7lF1rB9DqzXL9+PZo0aYK9e/eiVSvtcWVat26NvXv3omHDhli7dq1eRR07dgwdOnTAyZMn8eqrr2LKlCmIj4/HqFGjsHTpUr2Oacxa93aEpY0MmWl5OLczztDlGJW8vHxs2n4aAPDakJcg+9d9nSQ+zKeKF9DeHgBw+3jx33bnZqlw70KyetuX7LTW1fJQf+MXG5ZR4vGfhKsHgW7Y0b6cldZcKpUKUxZthkolYPnsoRXSOKLKUZkZZaz5ZPcsRzKVeUgr4cus+HB1xljYmmoaNnYez69ajL9ffAYlPshEfq66C+7Xnhmkr1oK9QQi+ariv7VUqQRMXr4PKkHAD2/2YkaJFM+hyk7hrs6nLGUeMkrIp8QIdf6Y25rCpaHuDWW3ZgrN35WPSx5snkp3Nkx9dXMdJ4XW8mN31F8A9GjsWex+FmYydKinbmIfvV20iSd2eqVsXFwc+vbtC6m0+N1NTEzQr18/PH36tNj1pcnLy8Prr78OiUSCEydO4Ndff8WXX36Ja9euoVGjRpg/fz7u3eMAboXVb20HAAi7qoSJqQQjPvLF8gvtsSm6K34P7YSPNzZHyx61DFtkNbX3SAji4tWXVI4Zxm/IqwPmU8Vzrau+VDX6bnqJ2zy+qz6Jcfe3Kna9tJQeacG3W+71q9clsWLyw8aTuHQrCuMHBaFds6LfSpF4VFZG1YR8kpRy1lr4W3LnukVzSCIt/lt0iVSiWefkzwzSR36+CmeefWBq6F381NvL/76MS/diMb5HU7Rr4FGV5VEZ8BxKf6Xmk8nz/KlVTD5pbWsqgcLDHC3HeqDzB+rxxf7Z9xQZxVwVTSVLy8rB9YfxeHv1cWx+Nvj7W92baNYLgoDQmCQAQEMPhxKP09BD/QXAneikSqy2cujV6PHz80NCQun31CYmJsLPz6/Mxz5y5AjCw8MxcuRItGjRQrPcxsYGc+fORV5eHlauXFnm4xozN1/1tyjpyXn4dH8bDJ3pC2cvc2Rl5MPGwRStejhi9sYWGLfI38CVVj9rNp8AADRt6IXmjX0MWwzphPlUsSxsTGBupe7SpJQy40PyE/V947Yu2pcWJ0Srl7uV0ACSSAGXZxlm68z7/fUR/SQZc5fvRi07K3z67kBDl0MvUFkZZcz5lPwsR8ytZVC4Fp8TTnWfN2lsnM2e7ff8G3DnusU3cRx9LTUfwmx4a4Reftx9BTGJaZBKJRjTtejMjtHxqZi75gRqKSzw2fguBqiQdMVzqLJTPhtbUG4tg3UJ+VTL73n+WJWQMxP2BuK9W53wTkhHvH6gDTp/4AeZuRT/7I3Dgbn/VHzhRuhRYhpMxvwAkzE/wPa/v6LFnM343+GbsDCT4ZMhQZhSqNGjzMxBerZ68Gt3+5Kbb+526nUxySV/2SlWejV6pk+fjs2bNyM0NLTY9bdv38amTZswffr0Mh/72LFjAICePXsWWVew7Pjx42U+rjGzsjUFALTp54Ta9a2w6dNwjKl7HOP8j2NiwxM4vF59X+iAKd7o+KqrIUutVhKT0rD74FUAwJjhHIS5umA+VSwzy+eX4uRklTzIT06mep3cUvvSnZvH1Ld7BQ1yhr170ROgDiPcoHBUn/SYyCQwNefl/GU1/dNtSE3PxtLpA1DLrvRvCsnwKiujjDmfIs4mIy9HnTEd/1u7yHoTUwnajXt+lYjZs+Z0WnwuYu6kAQBemlgbkmIu6unw3+eX7MuteXt2WV27/wSzVqn/XU3p2wKNfZyKbDP954NIzczBsnGdNbd4kTjxHKrsHp5/nk9tJhbNJ6mpBC1GF82nf8tIzEV6fA5y0vM0y/7Z9xSnv4tEbgZnTdaFiVQCF1sLuNhawEymPp+UmUjxQb8WmNJNuwld0OQBAAvTkuensjBTr0vLrn5XVOk069aJEye0HtevXx/BwcFo1aoVxowZgw4dOsDZ2RlxcXE4efIk1q5di+7du6NevXplLqjgkj1//6JXn9jb28PR0bHUy/qys7ORnf18RHKlsuhI5sam4FJBqVSCIxse448vn09vrIzPxY/Tb8OrgRX8W9piyDs+OLm15IHy6LlNO84gJycPMpkJRr7ykqHLoRIwnypX4Q9Ggh4jxh/8JQodhrvCwkaGd9Y1xcZ59xB2UQm5hRSBA50xdJ4f8nJUmoEMhRLGd6Di/X38JnYcvo62TX0w8ZXqN/VnTVBVGWXM+ZSemIuLG2PQbqwHAke5Iys1Hxc3PkZafC6c61mi1we+cPC00GRJ4Rw59v0DvPZjI7g2sMaIHxvi8NeRiI/IhI2zGdpPqI1mA50L7WfAJ1kNxSSmYdCibcjIzkULPxd8MbFrkW3+vhCG7Wfuom2AOyb2bFrMUciQqss5lJjzKTMxF9c3x6DlaA80G+GO7NR8XNv8GBkJuahV1xKdZvrCztMC+bkqmJhKSzzP2TQqRPN3y1qmaDzEFW0meaFu11rYO+sf3DsQX+x+9JybnRUefz8BgHpcsLAnKfh89xUs3HERK0/cwa4Z/dG4tno4k8LntMV9CWAMdGr0dO7cGZJiXgFBEPDzzz/jl19+0VoGALt27cLff/+N/Pz8MhWUkpICALC1tS12vUKhwKNHJQ+GtGzZMixcuLBMP7O6y0p//hrv/uVhsdv8/dNDvPtLE3gGWMPOxQzJpdyCQWprtqh/+fXu2gzOTsX/eyTDYz5VruxC+SK3KPnbbjMLdaMmO0P7NU2Mzsb//nsLU35pBI/6Vpi5ubnWeuXTHBxf/xgD3vFBTmY+8nLY6NFVekY2pi7dChMTKZbPHlrs+4AMr6oyytjz6cDn92Ff2xwB3Woh+E0vBL/ppbX+/Npo+La3h5OfJbJSn39Te+dgAg59FYGu7/qgQXdHNOiuPYZMVIgSiQ8y0exlF2Qp80C6SVBmoteczXgQp4S/uz32LBwGczPtjxXpWTl4+8cDMJFK8MObPZlRIlRdzqHEnk8nv7oP29rm8OtSC0FveCHoDe18CtkQDa+29nDwtUR26otzJiMhFxd+icLTf9Ix+MfG6L2kPmJClEiL4+c3XUmlEtRzs8OK17vC3kqOr/eGYNzPh3Bh4TBIpRJYm5tqts3IKfn/SeazddZy0xK3ESudGj3z5s2rNuE8a9YsvPfee5rHSqUSnp7Fj6RtLBJjn3e4H4cXP6tEdKEZbxzdzdnoeYE7d6NxKUQ9jd6YYbxtS8yYT5UrMzUfWen5MLcyKTL+TmF2Lurbsoobx+f2iSTM63IR3SZ4oH57OyiczJCenIfQU0nY9+NDdHjNDQAQF5FZOU/CSH2x8jAexiTh9SHt4O/thLSMbK31+fnqyxPy8vM166wszKrN+8VYVJeMEns+5ecI2DD5Fhr1dkTTgc5w9reCxASID8/E5S0x+OdIAj6+qr76NiFSO0tO/BSF8DPJCHzNDR5NbSC3MoEyNhu39sXj/LrH+M+v6kv6Ex4wg3SRkp6FPvM24+aDp/ByUuDgkhFwKWaMi8+3nsfDp0q83qsZ/N0dkJap/fuhYIauvHxBs87K3LRavF+MBfOpYuTnCvjr7Vvw7+mIBv2dUauuFSRSICkiEze2xiD8WALePq/Op6Qy5EzE8USkPMqCbW1z1O/rjMurqt/MT2Lwdo8m+HpvCK4+iMeVyKdo7esMhYUZrOQypGfnFZl2vbDHz8bmcauGt8br1OhZsGBBJZfxXEGXt6Dr+29KpbLETjAAyOVyyOU1a0DPqFD1P0CVjrc88PvyF1v9bBBmB3tr9O/Z0sDVUGmYT5UvNiwDPs1s4FGvlMHq6qkHGnx8r/hflkkx2di65H6x6/wD1a9Z+BXxXIpdHTx4NlvEim1nsWLb2RK327D7MjbsvgwACN87Dz4enIWxKlVVRtWUfLq1Lx639hW9hcGjqQ3Mnl11+Cgktcj66OupiL5edLlUJoFHUxsAQNRVZtCLpGfloN/8P3DpXixc7a1waOlr8HIu/t/Vwzj1v8UV+69hxf5rJR5z/bFbWH/sFgDg/u+T4eNiV+F1U/GqyzlUdcmnewfii73FyrWJDUyf5VPMtaI5VJq0p9mwrW0OW0/zCqmxJnIv1KS5/zQFrX2dIZFIEOBmj8uRT3E7OrHEfW8/m22rwbPZt6oT0Y16WXDfZnH3aCYlJSE+Pr7Yeztrspsn1f84pVIJ3P2Kn1XCo9CUoU+j+I1VaVQqFTZsOwUAGDGoHczMdOqHUg1QU/Mp9Myz6Sc7Ff9LTiaXwr+NnXrb08llOradqxkaPDvu+R1P9K6RqKarqflUoMUQFwBAxLlkpJbh9oaGPR1hoZAhKy0P/xwpfbahmi4zOxcDF27FmTvRcFRY4NDS11DXvfp9+CHDqMkZ1WiQOp+iLiQj/WnZ7qqwdVc3eHLTy3arHD0X8fR5c83G/PnV6Z0bqAfJPnSz+CulsnLycOquelKjLg2LDrQtdqJr9AQHBwMADhw4UGRdwbKCbUjt3hUlosPU36L3/9c9oQUKlodfU0IZX/1GDa9KB4/fwONY9Qfb0bxtiwqpqfl04c84AOop0pt2L3o1SKeRbrC0lSEnMx9X9z7V+bgSKfCfZfUgM5Ui7GIK7p4r/ls+Kt7KxaOQf/3bEv8Et64LABgzsI1mGa/mMV41NZ8AwLO5DVoNVc8qeuLnKJ33s3QwRY/36wAALqx9jBzObFOinNx8DFmyA0evP4SdlRz7Fw9HQy/HUvdZ+V5/qHZ/VOKf4CbqW2/GdmusWcareYxXTc0ot2Y2aDxEnU8XftXOJ8kLJvoL6OcM62e3xj+6zHOk4uSrVC+cLOTLPepZlGUmUrSt66JZPqKdelDx0Jgk/H01ssh+K47dRkpGDsxNTTC4lW/FFV1F9G70REVF4Y033oCfnx8sLCxgYmJS5I9MVvYrIbp16wZfX19s2LABISEhmuWpqalYtGgRZDIZxo0bp2/ZVcLGwVTzx9ru+cBNVnamWuv+fUuspY2J9nqpegNzK+3lMrOi99KuWxgGAAge7oZXZ9SB+bOp+xSOpnjzmwbwb6m+FHLzZ8XfOkHPrd1yEgDQsJ4HAlv4Gbga0gfzqWTW9qaaP5a2z18DS1uZ1rrC+fTwZhou7VY3cMb/XwCadHUAoG7UtHvVBUNmq3/5HVrxqNhG8uAP66BhR3vIC00p6tPMBu+sa4rmPR2RoczDqhn/VMbTrVbik9I0f5KUz6+8TFJmaK1TqfhhtLqrjIwyhnwqTZ0gW7Qb5wF7T3PNbKPmChmCRrtj9MomMDGV4uKmGISfStLaz6qWKbrP8IFbQ2uYPDt/MjGTIKBbLby+qRnsa5sj9k4aji1/UNVPqdrIz1dh1Bc7se/yfdhYmGHvJ8PRws/V0GVRJeE5VNl5trFFyzEesK39PJ/kChmaj3THK7+o8+n6lhg8OKOdT8PXNEfQG15w9LfU7AcANm5ytJ3ihZ6L1Y2I2JupiDhR8u1FNVlUQhpaz92CX4/ewoP457ffqlQCQh48xX/+dwC/Hb8NAHi7exPYWz2/Ba6ljxNeCVR/1pvw62HsuRYJQN08WnMqFB9tUd8WP71XM7jYFn/XjJjpdU/K/fv3ERQUhKSkJDRq1AjZ2dnw9vaGubk5wsPDkZeXh2bNmsHOzq7sBclkWLFiBXr16oWOHTvitddeg0KhwPbt2xEREYHFixfrNaVfVVp1t/hu9OcH22g9ntziFJ5GZWkef7iuORq/VPQS2AlL6mPCkvqax8vfvoWjm2K0trmw9yk2fRqOER/54bVZfhg6sw4yU/NgZWcKqVQClUrA+kVhuMyp+UqlTM3AX/suAeDVPNUV86l039x8qdjlc/a00nr8YdA5JDx6nk+rZ4TCycsc3k1sMH1tU2Rn5EMqlcDUXH1mcv1wAv78IrLYYwcNdkG/ad4AgIyUPJjKpZr9kmOz8cPrNxFbwkDyNYlL8Oxil7cd+bXWY46zU71VVkYZQz6VxtbDHH1m+6HPbD/k56qQk5EPuY0M0mdfil3aHIO/5xe9JcTUXIpOk73QabIXVCoBWco8yK1lMJGp94sKUWL9G7c4418pTt95hG2n1c343HwVBi3aVuK2nk42uPDNuCqqjCoaz6H0Y+Nujs4f+qHzh+p8yn2WTwVf2t/YGoPDi4rmk5WTGV6a5oOXpvmocy0tHyZyKcwsn38xFntDiT/fvsVBVksR8jAek1ceAwCYm5rA2twUqVm5yM59frvb2I4B+GxE+yL7rpjYBRFxKbj6IB4DvtoNSzMZ8gVBs2+fZt74ZEhQlTyPiqZXo2fhwoVISUnB4cOHERwcDKlUivHjx2PevHl4/PgxpkyZgjt37uDgwYN6FdWlSxecOnUK8+fPx5YtW5CTk4NGjRph0aJFGDVqlF7HrAn++DICd84lo99/PVGvtS2s7EyR8jQHd84l4++fHuKfi7zk70X+2HkemZk5kEolGPVqB0OXQ3pgPlWOzNR8LBt4BT0meaLNIGc4eVsgL1eFh7fTcHpzDE6uj0FJV87+/U0kmvV0RO0GVrB1MkNOVj4ehaYhZH88Dv8ejaw03ndONUdlZpQx59PDSyk4u+oRvANtYetmDrm1euash1eUuLwpBhHniz/HSU/MxZFvI+Hbzg4O3hawtDdFZnIunvyTjms743Btx5MSs4vUCk/2kZWTh6xSpiI2N3vBvSgkajyH0s/jKym4svYRPFrZQuFmDlMrE6Q+ycbjq0rc+CMGUReKz6f9s/+BTwd71G5lCxtXc1g4mEJQCUh5lIW4O2m4u/8p7u5/CoEX8pbI3d4KG9/qiSO3H+FieBxiUtKRkJYNc1MT+Dkr0LauK8Z2CECH+u7F7m9rKcfpea/im30h2HTuHsLjUmAmlaK5lyPGdgzApM6NNF8oVDcS4UU3tRXDw8MDgYGB+PPPPwEAUqkU8+fPx/z58wEA2dnZaNKkCbp06YKff/65Qgsuq4IR3PvazYSpRPyjtRubbXeaGbqEGkmZmgEH/3FISUmBQqEwdDlVqjrm00jnj2AmZT5Vtd8OOBu6hBpLmZYJ+/YzmVEQb0YV5NMMn1mQSznbS1Vb/D3HUzQUZUY27IZ+wXyC+PPpE/9ZMDdhPlW1GR/zNjJDUWZmw/6Nn3TKJ73G6ImPj0dAQIDmsUwmQ0bG88vu5XI5evTogb///lufwxMR6Y35RERixowiIrFiPhEZD70aPY6OjkhPT9d6HBkZqbWNTCZDcnJyeWojIioz5hMRiRkziojEivlEZDz0avT4+/sjPDxc87hNmzbYv38/7t9Xz+j09OlTbN26FX5+nLGIiKoW84mIxIwZRURixXwiMh56NXr69OmDo0eParq577zzDlJTU9G0aVMEBgaiXr16iI2NxdSpUyuyViKiF2I+EZGYMaOISKyYT0TGQ69Gz5QpU3Ds2DGYmKhH1u/cuTM2bdoEb29v3Lx5Ey4uLvjuu+8wadKkCi2WiOhFmE9EJGbMKCISK+YTkfHQa3p1hUKBoCDt+eSHDh2KoUOHVkhRRET6Yj4RkZgxo4hIrJhPRMZDryt6iIiIiIiIiIhIfNjoISIiIiIiIiIyEjrduiWVSiGRSMp8cIlEgry8vDLvR0SkK+YTEYkZM4qIxIr5RGS8dGr0dOrUSa8QICKqbMwnIhIzZhQRiRXzich46dToOXbsWCWXQUSkH+YTEYkZM4qIxIr5RGS8OEYPEREREREREZGRYKOHiIiIiIiIiMhIsNFDRERERERERGQk2OghIiIiIiIiIjISbPQQERERERERERkJNnqIiIiIiIiIiIwEGz1EREREREREREZCVt4DpKWl4e7du0hPT0fHjh0roiYiogrBfCIiMWNGEZFYMZ+Iqje9r+iJjIzEyy+/DHt7ewQGBqJLly6adadPn0bDhg1x7NixiqiRiKhMmE9EJGbMKCISK+YTkXHQq9Hz8OFDtG3bFnv27MHLL7+Mdu3aQRAEzfqgoCDEx8dj48aNFVYoEZEumE9EJGbMKCISK+YTkfHQq9Ezf/58JCUl4fjx49i6dSt69OihtV4mk6Fjx444ffp0hRRJRKQr5hMRiRkziojEivlEZDz0avTs378fgwcPRvv27UvcxsvLC9HR0XoXRkSkD+YTEYkZM4qIxIr5RGQ89Gr0JCYmwsfH54XbZWdn63N4IiK9MZ+ISMyYUUQkVswnIuOhV6PHxcUFYWFhpW5z8+ZNeHl56VUUEZG+mE9EJGbMKCISK+YTkfHQq9HTo0cP7Nq1Czdv3ix2/cmTJ3H48GH07du3XMUREZUV84mIxIwZRURixXwiMh56NXrmzJkDCwsLdOjQAUuXLtV0fvfu3Yu5c+eid+/ecHR0xPvvv1+hxRIRvQjziYjEjBlFRGLFfCIyHjJ9dvLx8cH+/fsxYsQIzJkzBxKJBIIgoH///hAEAV5eXti6dSvc3Nwqul4iolIxn4hIzJhRRCRWzCci46FXowcAgoKCcO/ePezatQvnz59HYmIiFAoFgoKC8PLLL8PMzKwi6yQi0hnziYjEjBlFRGLFfCIyDno3egBAJpNh8ODBGDx4cEXVQ0RUIZhPRCRmzCgiEivmE1H1p9cYPfn5+VAqlVCpVKWuz8/PL1dxRERlxXwiIjFjRhGRWDGfiIyHXo2ehQsXwtnZGQkJCcWuT0xMhIuLC5YsWVKu4oiIyor5RERixowiIrFiPhEZD70aPX///Te6desGJyenYtc7OTmhe/fu+Ouvv8pVHBFRWTGfiEjMmFFEJFbMJyLjoVej5/79+wgICCh1m/r16yMiIkKvooiI9MV8IiIxY0YRkVgxn4iMh16Nnry8PEilpe8qkUiQlZWlV1FERPpiPhGRmDGjiEismE9ExkOvRo+fnx+OHDlS6jZHjhxBnTp19CqKiEhfzCciEjNmFBGJFfOJyHjo1egZMmQIQkJCMG/evCKjrufn52Pu3LkICQnB0KFDK6RIIiJdMZ+ISMyYUUQkVswnIuMhEQRBKOtOaWlpCAoKQmhoKPz8/NClSxd4eHggOjoaR48eRXh4OBo0aIBz587B2tq6MurWmVKphK2tLfrazYSpRG7QWmqibXeaGbqEGkmZmgEH/3FISUmBQqEwdDlVqjrm00jnj2AmZT5Vtd8OOBu6hBpLmZYJ+/YzmVEizqiCfJrhMwtyqbnB6qipFn+fa+gSaixlRjbshn7BfKoG+fSJ/yyYmzCfqtqMjxMNXUKNpczMhv0bP+mUTzJ9foC1tTVOnDiBKVOmYNu2bQgLC9Osk0qlePXVV/Hjjz8a/ENUYev3uEJhbWHoMmocyYMoQ5dQI0nTau6909Uxn5Yf84PCxtLQZdQ4ktB7hi6hxpKkM6OqS0bN2eLM8ydDSEk1dAU1l5z5VF3yadpyORRW/KKsqgnOTQxdQs2Vlqnzpno1egCgVq1a2LJlC+Li4nDp0iUkJyfDzs4OrVu3hrMzvyUlIsNhPhGRmDGjiEismE9ExkHvRk8BZ2dn9O3btyJqISKqUMwnIhIzZhQRiRXziah602swZiIiIiIiIiIiEh+9r+i5ffs2li9fjosXLyI5ObnIyOwAIJFIEB4eXq4CiYjKivlERGLGjCIisWI+ERkHvRo9x48fR+/evZGdnQ2ZTAYXFxfIZEUPpceEXkRE5cJ8IiIxY0YRkVgxn4iMh16Nno8++gh5eXlYsWIFxo4dCxMTk4qui4hIL8wnIhIzZhQRiRXzich46NXouXbtGkaMGIEJEyZUdD1EROXCfCIiMWNGEZFYMZ+IjIdegzHb2Nhwej0iEiXmExGJGTOKiMSK+URkPPRq9PTr1w8nT56s6FqIiMqN+UREYsaMIiKxYj4RGQ+9Gj2ff/45UlJSMG3aNGRkZFR0TUREemM+EZGYMaOISKyYT0TGQ68xeoYNGwYrKyv88MMPWLVqFfz9/WFra1tkO4lEgsOHD5e7SCIiXTGfiEjMmFFEJFbMJyLjoVej59ixY5q/p6Wl4erVq8VuJ5FI9CqKiEhfzCciEjNmFBGJFfOJyHjo1ehRqVQVXQcRUYVgPhGRmDGjiEismE9ExkOvMXqIiIiIiIiIiEh89Lqip7C0tDTcvXsX6enp6NixY0XURERUIZhPRCRmzCgiEivmE1H1pvcVPZGRkXj55Zdhb2+PwMBAdOnSRbPu9OnTaNiwodZ9nkREVYX5RERixowiIrFiPhEZB70aPQ8fPkTbtm2xZ88evPzyy2jXrh0EQdCsDwoKQnx8PDZu3FhhhRIR6YL5RERixowiIrFiPhEZD70aPfPnz0dSUhKOHz+OrVu3okePHlrrZTIZOnbsiNOnT1dIkUREumI+EZGYMaOISKyYT0TGQ69Gz/79+zF48GC0b9++xG28vLwQHR2td2FERPpgPhGRmDGjiEismE9ExkOvRk9iYiJ8fHxeuF12drY+hyci0hvziYjEjBlFRGLFfCIyHno1elxcXBAWFlbqNjdv3oSXl5deRRER6Yv5RERixowiIrFiPhEZD70aPT169MCuXbtw8+bNYtefPHkShw8fRt++fctVHBFRWTGfiEjMmFFEJFbMJyLjoVejZ86cObCwsECHDh2wdOlSTed37969mDt3Lnr37g1HR0e8//77FVosEdGLMJ+ISMyYUUQkVswnIuMh02cnHx8f7N+/HyNGjMCcOXMgkUggCAL69+8PQRDg5eWFrVu3ws3NraLrJSIqFfOJiMSMGUVEYsV8IjIeejV6ACAoKAj37t3Drl27cP78eSQmJkKhUCAoKAgvv/wyzMzMKrJOIiKdMZ+ISMyYUUQkVswnIuOgV6Pnk08+ga+vL/7zn/9g8ODBGDx4cEXXRUSkF+YTEYkZM4qIxIr5RGQ89BqjZ/Hixbhx40ZF10JEVG7MJyISM2YUEYkV84nIeOjV6PH29kZiYmJF10JEVG7MJyISM2YUEYkV84nIeOjV6Hnttdewf/9+pKSkVHQ9RETlwnwiIjFjRhGRWDGfiIyH3tOrN23aFF27dsXu3bsRFxdX0XUREemF+UREYsaMIiKxYj4RGQ+9BmO2sLAAAAiCgIEDB5a4nUQiQV5enn6VERHpgflERGLGjCIisWI+ERkPvRo9HTt2hEQiqehaiIjKjflERGLGjCIisWI+ERkPvRo9x44dq+AyiIgqBvOJiMSMGUVEYsV8IjIeeo3RQ0RERERERERE4qPXFT0FcnJycOjQIYSGhiI9PR1z584FAGRlZUGpVMLR0RFSKXtJRFT1mE9EJGbMKCISK+YTUfWn9zt0586d8PLywoABAzBz5kwsWLBAs+769etwc3PDpk2bKqJGIqIyYT4RkZgxo4hIrJhPRMZBr0bP6dOn8eqrr0Iul+Pbb7/FyJEjtda3adMGdevWxbZt2yqkSCIiXTGfiEjMmFFEJFbMJyLjodetW4sXL4adnR0uXboEJycnJCQkFNmmVatWuHDhQrkLNDap6Vk4euEeLt16iEu3onDp1kMkJKcDAP75ew7qejmV6XiDp6/AzqM3AABjBrbBysWjKrxmY5Gano2jl8Nx8XYULoc+wsXbj5CQkgEAuLv1fdT1dCx2vy5TfsbxK/d1+hnzJ3XH/Nd7VFjNVHbMp8ojCAI2/nkWKzefxLVbD5CemQM3Z1v06NQY70/pB19vZ0OXWG1FxaVg+6l/cPhqBK6FP8GT5HSYyUzg62aH3oF1MX1wINxq2RTZT5mejZ1n7+LApXBcvBuDh3EpEATAvZY1OjXxwtTBbdCirqsBnhGVhBmln9T0LBw9fxeXbj589ufB8/OnvfNR17v486foJ8nY+PclXLjxALfDYhCXmIqUtEzYWlugUV03DOnZHJOGvQS5mWlVPp1qJzU9G0evhOPi7Ue4HBqNi3cKnUNtmVHiOVSBwxfD8POO8zh3KwpxSWmQmUjh7WqPLq188e6IDvCrXasqnga9APNJf6kZ2Th65T4u3olWv0dCo5+/Rza9i7ov+Dd+9uZDfLP5DE5df4AEZQbsbSzQrpEnpg1th84tfaviKVRbqWlZOHr+H1y68eDZn8jnvx8OfoK6JZyfKtMysfPwdRw4eRuXbkTiYUyi+hzK2RYdA/0xdUwXtGjoVZVPpULp1eg5d+4cXn31VTg5ldyU8PT0xM6dO/UuzFgdPn8XQ975rUKO9dfRG5omD73Y4UtheOWDNWXez0FhARcH6xLXZ+XkISUtCwDQsr6H3vVRxWA+VY7c3DwMn/wDdh64AgCQyUxgY2WOyKh4/Lr+GDbsOIutv05Dj06NDVxp9RMVlwKf/3wPQXi+zNZKjrTMHFy/H4fr9+Pw654r2DrvVXRp7qO1b+s3VyDscZLmsaW5KQAB92OScT8mGWsP3cCnr3fDjKFtq+bJ0Asxo/Rz+Ow/GDLt1zLvd/JyGD786k/NY7mZDJbmZkhITseJS2E4cSkMP206hX0r3kJtV/sKrNi4HL4Uhlc+WqfXvu9/vwdfbTipeWxlYYac3HzciYzDncg4/L7rEv5YOgr9XgqoqHJJT8wn/R2+FI5XPt6g176frTuBj38+CEEQIJFIYGdtjviUDPx58g7+OhWKRZO64eMxnSu2YCNy+Gwohrz1U5n3Cxy8FGEPnmoeW1qYARBwPyoe96Pise6v8/h05mC8N7F6fomvV6MnOzsbtra2pW6TkpLCQbpK4OxgjVaNvBDYyAvuzraY/MnmMh8jLSMb05dthcLaHO5OtgiNeFIJlRofZ3trtG5QG60b1oaHkwJvLNv+wn22fTam1PXTv9qJ77echrO9Nfq0q19RpZKemE+VY9ayP7DzwBXIZCb4bPZwTBrVGZYWcjyKScTMTzZg698XMeyN73HzyDJ4uDkYutxqJV+l7vAMaOuPsT2boWsLH9hZmyMnNx+Hr0bg7e/3ISI2GYPmb0Ho71O0ruzJzVehpb8rJvVtgT5t6sLL2RYqlYCbkXF4938HcDTkAd7/5RDqe9ZC/7b+hnqKVAgzSn/OtWzU50+NveDuYofJ8ze+cB8vNwfMe7MPOgX6o1l9DzjYWQFQf5O7ee8VzPxsO+7cj8W4WWtxaOW0yn4K1Zr6HMoDrRs8O4f6dMcL99l39h9Nk+e1Hs2wZEov+LjZQ6VS4cLtR3jz8z8Rci8GYxZuQeSOD2FjJa/sp0GlYD6Vj7O9FVoHeKB1gIf6PfL5Xy/cZ9epUMz66QAAYFzfFlg2uRdcHKyRmpGN7/44i3krDmPOL4fQ2NcFAzs0qOynUG0517JBq8beCGzirf79MHf9C/fJzctHy0ZeeH14B/Tp1Bhe7g5QqVS4efcx3lv6B46e+wfvf7YN9Xxd0L9L0yp4FhVLr0aPr68vLl26VOo2Z8+eRUAAO/P/NiC4MQYde/4PJTK66CWRupi3fDeiYpPxzYevYMfh62z06GBAhwYYtG+u5nHk48RyHzM3Lx+bDoYAAEb2bg6ZzKTcx6TyYT5VvLh4JX5cfQgA8M6kXpj+ei/NutpuDli//E3c+mc27tx7jCXf7cSPy8YZqNLqyd7GHFd/moSmvi5ay81MTdCnTV3sXjICLaesQGpGDn7ZcxXzR3fSbLPmw5fRsYn2ZcVSqQRNfV3w9+IRaP3mb7jzMB5fbz3HRo9IMKP0M6BLEwzq3kzzWNfzp/YtfNG+RdHbHhTWFpg09CVIJBK8MW8Djp6/i6iYJHi68aqe4gzo0ACDghtpHkfGJJWy9XObDl4DAPh71sKa+cNgYqJuEEilUrRt7IXtn42G7yufIyk1E8eu3MeAjvwga0jMJ/0NeCkAgzo11DzW9T0y/7fDAICghrXx+8dDNMttLOWYPbYzHsQmY8WuS/jofwfY6CnBgK5NMahHc83jyEfxOu23+vPx6BiofW4klUrRNKA2dv3yFgIHL8Wd8Fj83++HqmWjR6927JAhQ3Dy5EmsWVP8bTBffvklbt68ieHDh+tV1Lp16/DGG2+gdevWkMvlkEgkWLVqlV7HEpuCX3DlceV2FJZvPInmAR54c0THCqiqZqiI1/7f9pwOxdMk9T2g4/q1rvDjU9kxnyre0dO3kZOTBwB4p1CTp4CJiRRvj1df1rpl13nk5uZVaX3Vna2VeZEmT2EBXo5o20B9W+iVuzFa6/7d5CnMQm6KYZ3VJ52X78WUuB1VrcrMKGPOp8r4HQ4AbZp4a/7+OC6lUn6GMdD39X+SmAYAaFrXrdhj+LjZw0FhAQDIyM7Vv0CqEMwn/enzHolNSEXIs9/P04e1L3ab90a8BAAIffAUl0Kj9S/QiOmbT/9u8hRmYW6GYX3Vn+0u33yo1/ENTa8ret5//31s27YN48ePx7p165CVpR6f5IMPPsDZs2dx5swZNG/eHG+//bZeRc2ZMwcPHjyAo6Mj3Nzc8ODBA72OY4xUKhWmLNoMlUrA8tlDK+3Eh3SzZs9lAEDzeu5o6u9m4GoIYD5VhgfPvjm3VVjC1dmu2G3q11X/+09OycDlG5Fo27JuVZVXI9R69kGo4DYvnfez0W8/qjyVmVE1MZ/K62xIhObvPh687bSieT+7QupGeCzy81VFzlsfxiYjUZkJiUSC5jyPMjjmU9V6EJus+XtACQPK1/VwgMxEirx8FQ5dDEPrAI4HWlVqPbvVN1+lMnAl+tGrS2BtbY2TJ09ixIgROHr0KE6dOgVBEPDll1/izJkzGDZsGA4dOgS5XL/7bFesWIHIyEg8ffoUkydP1usYxuqHjSdx6VYUxg8KQrtmdQxdTo2WkJKO3adDAQBj+rY0cDVUgPlUeVSl/KLLy3u+7vZdfuNUkfLzVThz6xEAoKFP2WZmPHlD/S1UoxJOIKnqVWZG1eR8KoucnDxEPIrH/606jJmfq8fqe7VXC7g4KgxcmfH576A2kEgkuPswHuMX/4GHzz7YqlQqXLgVhVc+WgsAeH1gIOozpwyO+WQ4+fnFn2OpBAGqZ7M13I6Mq8qSarwTl+4BABrVrZ5NaL2u6AEAe3t7rF+/Ht999x0uXryIxMREKBQKBAYGwsWl5EvQddG9e/dy7W+sop8kY+7y3ahlZ4VP3x1o6HJqvA37Q5CTmw+ZiRSjercwdDlUCPOpYnl7qKcETU3LQtTjBHi6F50i9M69582dmCfJVVVajfDjrsuISUyDVCrBmO5NdN4vJCwW20+pm9HjejV7wdZUlSoro2piPpVFvV4LEB6lPXaDRCLB0N4tsWLRKANVZdxa1vfA6nlD8canO7BuXwjW7QuBtaV61q2c3HzUcbfHV9P64Z1nt6eQ4TGfqo63q53m77cj49CqmKt1Qh/EQ/XsqtyY+NSqKq3GC7kdhR0HQgAAY4cUf1ud2Ol0RY+vry++++47zeM1a9bg+vXrAIBatWqhd+/eGDlyJPr371/uD1FUsumfbkNqejaWTh+guZSMDGfNbvVtW33bB8DJvuTp16lyMZ8qX5eXGsLMTP29wBc/7i6yPicnD9/9dkDzODU9q8pqM3bXwp9g1m9HAABTBrRC4zrOOu2XmpGNkUt3IF8loEVdV7zep3klVkmlYUaJh5ODNVxq2cDa8vnVCEN7t8Ciaf1hzdmeKs1/erfAX5+PgfOzc6W0jBzk5OYDADKycpGozEBuXr4hS6yxmE+G5VrLBs3qugIAvtp4utgrpz9ff0Lz99SMnCqrrSZLTcvCqPd+Q36+Ci0aeuL1oR0MXZJedGr0REZGIjk5WfN43Lhx+PPPPyuppPLJzs6GUqnU+mMM/j5+EzsOX0fbpj6Y+EpbQ5dT4926H4vLzwZEG9OvlYGrqdmYT5XP2VGBN/7TBQDwvzVHMOezrXgUk4jc3DxcvfkA/cd+hYiHT2Fqqp51TiqVGLJcoxGTkIpB87cgIysXLeq64ov/6vZtaF6+Cq8t2YHQqATYWZtjw8eDYcoZAQ2mumRUdc2nsji9cSYen1yGlEtf4fGJpVg0rT92H7uJ5oOX4Y99VwxdnlHKzcvHpGXb0XP6b/DzcMDRHyYh8cA8PNo5Cxs+GQFTmQmWrDqK3u+sRB6bPVWO+WR488Z3BQBcD4/FKx9vwM37T5Cbl48HsUmY/s1ubDh4XfM7nOdXlS8vLx+vvbsCofdjYaewxPqvJ2rOb6sbnRo9zs7OiI6uHmMuLFu2DLa2tpo/np6ehi6p3NIzsjF16VaYmEixfPZQSCR8kxva6t3qE8Jatpbo34FTTBoS86lqfPrxcPTv3hyCIODT5bvg0+ZdWPhORGCfeThy6jbeHNsNvl7qq03sFLzisLwSlBno9dEGPHiSAn8PB+xZOgLmZi++21qlEjD+i53YcyEMluam2LloGOp7Fr3VjqpOdcmo6pxP+nBxVODjyb2x4avxyMrOxYTZ6xDN204r3OfrTuC3nRfRwMcZR36YhOCWvrCzsYC7kwIjejTDoe8nwtxMhmNX7mPFztKn9aaKx3wyvMHBDbH4v90hkUiw81Qomo75HvLO81Hn1a/w/dazCGpYG8O6NgYA2FmbG7ha46ZSqTD+o9XYe/wmLC3M8NdPb6K+r6uhy9KbTmP0BAUFYe3atZDJZJrL9o4dO/bC/SQSCebOnVuuAstq1qxZeO+99zSPlUpltQ+DL1YexsOYJLw+pB38vZ2QlpGttb5g8K68/HzNOisLMzaEKkl+vgrrn33zN6Jnc5iZ6j3UFVUA5lPVkMtNseP3d7Bt90Vs2HEWt+9GI1+lQn0/N7z+WjD692gB+wbqwRX96/Dy7vJISc9Cn1kbcTPyKbycFTj4+Si46HB7qCAImPLdHqw/fBNmpibYPv9VdGhc8vTrVDWqS0ZV53wqj/6dm8DHoxYioxOwafclzJjAcUQq0rebTwMAprwSBHkxzep6Xk7o91IAth29ib9O3MLkV4KqusQajfkkDh+P6Yzurevipz8v4OKdR0jNyEZtZ1sM6dwIbw9pi/7vq6e7r8svbiqNIAh4c/5GbNh5AWamMmz7YTI6tK7eM8jq9An1iy++wKBBg/C///0PgPrNfezYsRcGgSE+SMnlcr1n0xGrBzFJAIAV285ixbazJW63YfdlbHg2bkz43nnw8WAYVIYD5+9qBkMby9u2DI75VHUkEgle7d8Gr/ZvU2TdhavhyMxS3zse1MKvqkszGumZOej38SZcuhsDVwdrHPr8P/ByttVp33d+PIBfd1+FzESKTbNfQc/W/P8gBtUlo6p7PpWHu7MtIqMTcP9RgqFLMSoJKemIT04HAPiWMnW9z7Mp2CNjkquiLCqE+SQebRrWRpuGtYssz83Lx4U76quu2jUynuaW2Ly7ZAt+3XwSMpkUG795HT07NDR0SeWmU6OnXr16uHnzJiIiIhAdHY3OnTtj3LhxGDt2bGXXRyQ6BYMwN/J1QesGRQOZqhbzSRxWbzkJAAhuFwB3V3sDV1M9ZWbnYuC8zThz+xEcbS1x6PNRqFvKh6PCZv12BN//eRFSqQSrPxiIQS/Vr+RqSVfMKPGLjFY3eGw4IHOFkkqejxDxMDalxO2int0yZ2NlVtkl0b8wn8Rv+/HbSEnLgo2lHANe4nARleHjL3fg+zVHIZVKsOrz8RjUo7mhS6oQOt9zIpVK4efnBz8/P3h7e6N58+YIDg6uzNromZWLR2Hl4pKn/ew64XscvxSGMQPblLodlV9KWib+OnkbADCmL6/mEQvmk2GdvRyG3zapZ4X48K3+Bq6mesrJzceQhVtxNOQB7KzNsf/TkWjo7aTTvovWncRnm85AIgF+ebcfXnt2Lz+JBzPKcPLy8iErZTDy9bsu4nGcugnRoRWvgqtI9goLeLna4WFsMlb+fQmTXg6EiYn28KCP4lKw79xdAECbhrxawRCYT+L1NCkdH/1vPwDgrSFBWjMGUsVY/MNufPbLfkgkEvy8+D94rX+goUuqMHoNLhIREVHRddQo8Ulpmr8nKTML/T1Da52DrSWkUp3GyyYdFVxCDABJqZlafy+8zkFhUexrv/ngdWRl58HERIr/9GlRucWSXphPlePomTu4dusBBvZsCe/ajjAxkSIpOR3rd5zB3M+3Ii8vH5NGdUbP4CaGLrXayc9XYdSyHdh3MRw2lmbYu/Q1tKir2+B/32w/j/mrjwMAvn+7Nyb0bl6JlVJFYEbpT+v8KSXj+d9LOX8KHv1/6BvcGAO7NkFDPzdNo+Hh40Ss2nEOy345AABo1cgTfTs1qoqnUW1pnUMpdTuHemNQEGb/tB8X7zzCkFnr8NlbfVDPyxF5+Sqcvv4AU7/aCWV6NmQmUrw5hLPKGhrzqXz0+ZzxJDEN32w5g6FdGqNRHWfIzWTIzsnDvvP38MEP+/AgNhlN/Vwxb1yXqnsi1VB8YuHP14V+P6RkaK1zsHv+++HbVYcx/9tdAIDv5w3HhFdfqqJqq4ZEEARB351jY2Oxfft2hIaGIiMjAytWrAAAPH36FBEREWjSpAksLCzKfNwVK1bg1KlTAIAbN27gypUreOmll1C3rnpApEGDBmHQoEE6HUupVMLW1hZJZ76EwrrstVQGk6bTddpO13F2xHxFjyQzy9AlaJEGfajTdvd3fAgf96K3THSY9CPOXH+APu3qY/c3Eyq6vAqjTMuCXbfZSElJgUKhMHQ5BlGd8inx9q9Q2FiWuZaqtHrLSUycoX4NZTITWFvJkaLMRMGvkImvBePHZeOKfFsrZtLQe4YuAQBw4voDdJ6xFgBgbiaDbSm3j3g6KXDhh4maxyY9F0MQ1FOuOtmW/m/owvIJ8NRxvJ/KpkzPgt2gT5lRFZxRlXL+dOH/xHP+1PBtnbYLP7hQc/7k230eHjxOBADIZFLYWlsgKzsX6Zk5mu0Dm3jjz+VvwNVJPP8WJSmphi6hCGm7WTptd3/7B5pxd/Ly8jFy3iZsPXpTs95CborcvHzkPZtMxFRmgl8+GiyacQ+V6Vmw6z6X+VQN8il5/wIorMQzE5W0wxydtrv/x4xCY1MlwXfoVwDUYx/ZWZtDmZGtmWwnqGFt7PxsNJzsxTOjqeDsaOgSijCpN1mn7cKPLIZPbXX9svpTIAiC+hzKwabU/c5v+wiebrrdTl+ZlGmZsG85Vad80nu6oB9//BEzZsxAdrZ6lieJRKIJgbi4OLRr1w4//fQTJk2aVOZjnzp1CqtXr9Zadvr0aZw+rR6538fHR+cgIKooYVHxOHP9AQBgjEhORqh4zKeK91JgPUyb2BMnz/+Dh9EJSE3PQm03e7Rv7Y/XR3VBl/YNDF1itaUq9H1LVk4esnLyStz231OsF+yqUgl4kpRezB7P5av0/l6HKlhlZVRNzafS/L70P9h/6g5OXgpDVGwSniamQSqVwMejFpo3qI2hvVtgaK+W1apJXZ3IZCbYsnQUth+7iTV7ruDinUeIT86AqcwEddzt0bmlH6YNa49GvpytUSyYT1XLyc4K8yd0xdEr93EvKgEJygzUUligqZ8rRvZshjG9m/MOj0pS8GWlSiXgSbyy1G0LGm/ViV5X9OzatQsvv/wyWrdujXnz5mHv3r346aefkJ+fr9mmRYsWcHd3x+7duyu04LIS4xU9NYnYruipKWryFT3VMZ+qwxU9xkgsV/TURDX5ip7qklFivKKnJhHjFT01RU2+oqe65ZPYruipKcR4RU9NUelX9HzxxRfw8vLC0aNHYWVlhcuXLxfZpkmTJjh58qQ+hyci0hvziYjEjBlFRGLFfCIyHnpdBxYSEoJ+/frByqrkewU9PDzw5MkTvQsjItIH84mIxIwZRURixXwiMh56NXpUKhVMTU1L3ebp06eQyzkFHBFVLeYTEYkZM4qIxIr5RGQ89Gr01K9fXzNqenHy8vJw/PhxNGnCaXaJqGoxn4hIzJhRRCRWzCci46FXo2fUqFG4cuUKFi9eXGRdfn4+Zs6cifv372PMmDHlLpCIqCyYT0QkZswoIhIr5hOR8dBrMOapU6di165dmD9/PtauXau5fG/YsGG4dOkSIiMj0bNnT0ycOLFCiyUiehHmExGJGTOKiMSK+URkPPS6osfU1BT79+/HRx99hPj4eNy8eROCIGDr1q1ITEzEhx9+iJ07d0IikVR0vUREpWI+EZGYMaOISKyYT0TGQyIIglCeAwiCgH/++QeJiYlQKBRo0KABTExMKqq+clMqlbC1tUXSmS+hsLYwdDk1jiQzy9Al1EjKtCzYdZuNlJQUKBQKQ5djMNUlnxJv/wqFjaWhy6lxpKH3DF1CjaVMz4LdoE+ZUSLOKM3504X/4/mTAUhSUg1dQo2lTM+CXfe5zKdqkE/J+xdAYWVu6HJqHMHZ0dAl1FjKtEzYt5yqUz7pdUVPYRKJBAEBAWjfvj0aN26sCYCIiAiMGzeuvIcnItIb84mIxIwZRURixXwiqt7K3ej5t4cPH2LSpEkICAjA2rVrK/rwRER6Yz4RkZgxo4hIrJhPRNVLmRo9p06dQpcuXaBQKODg4ICXX34Z//zzDwAgIyMD7733HurVq4fffvsNTk5O+O677yqlaCKif2M+EZGYMaOISKyYT0TGR+dZty5fvozu3bsjJydHs2zXrl24ePEiTpw4gUGDBuH27dtwd3fHhx9+iP/+97+akdqJiCoT84mIxIwZRURixXwiMk46X9Hz+eefIycnB8uWLUNcXBzi4uLwySefIDY2Fh07dkRoaCjmzJmDsLAwTJ06lQFARFWG+UREYsaMIiKxYj4RGSedZ92qXbs2AgICcOjQIa3lXbp0wYkTJ/DFF1/gvffeq5Qiy4OzbhkWZ90yjJo261Z1zyfOumUYnHXLcGrarFvVMaM465ZhcdYtw6lps25V53zirFuGwVm3DKdSZt2Ki4tDq1atiiwPDAwEAIwdO7aMZRIRVQzmExGJGTOKiMSK+URknHRu9OTl5cHKyqrI8oJltWrVqriqiIjKgPlERGLGjCIisWI+ERmnCp9enYiIiIiIiIiIDEPnWbcAYN26dTh37pzWsrCwMABA3759i2wvkUiwe/fucpRHRKQb5hMRiRkziojEivlEZHzK1OgJCwvTvOn/bd++fUWWSSQS/aoiIioj5hMRiRkziojEivlEZHx0bvRERERUZh1ERHpjPhGRmDGjiEismE9ExknnRo+3t3dl1kFEpDfmExGJGTOKiMSK+URknDgYMxERERERERGRkWCjh4iIiIiIiIjISLDRQ0RERERERERkJNjoISIiIiIiIiIyEmz0EBEREREREREZCTZ6iIiIiIiIiIiMBBs9RERERERERERGgo0eIiIiIiIiIiIjwUYPEREREREREZGRYKOHiIiIiIiIiMhIsNFDRERERERERGQk2OghIiIiIiIiIjISbPQQERERERERERkJNnqIiIiIiIiIiIwEGz1EREREREREREaCjR4iIiIiIiIiIiPBRg8RERERERERkZGQGbqAyiYIAgBAmZ5l4EpqJklmtqFLqJEK/r0X/PsncdLkU1qmgSupmaT8vWAwygz17wZmlHg9zye+TwxBwnwyGJ5DiR8/3xmWwPNWgyn4zKBLPhl9oyc1NRUA4N1jjoErIap6qampsLW1NXQZVIKCfPJpM83AlRAZBjNKvDTnT11nGbgSIsNgPolXQT55vfKpgSshMgxd8kkiGHm7WqVS4fHjx7CxsYFEIjF0OWWiVCrh6emJqKgoKBQKQ5dT41Tn118QBKSmpsLd3R1SKe/QFKvqnE9A9X6PVHfV/bVnRokf84n0Vd1fe+aT+DGfSF/V/bUvSz4Z/RU9UqkUtWvXNnQZ5aJQKKrlP0RjUV1ff34LJX7GkE9A9X2PGIPq/Nozo8SN+UTlVZ1fe+aTuDGfqLyq82uvaz6xTU1EREREREREZCTY6CEiIiIiIiIiMhJs9IiYXC7H/PnzIZfLDV1KjcTXn6h0fI8YDl97otLxPWI4fO2JSsf3iOHUpNfe6AdjJiIiIiIiIiKqKXhFDxERERERERGRkWCjh4iIiIiIiIjISLDRQ0RERERERERkJNjoISIiIiIiIiIyEmz0iNDFixfRt29f2Nvbw8rKCm3atMGGDRsMXVaNsG7dOrzxxhto3bo15HI5JBIJVq1aZeiyiESFGWUYzCeiF2M+GQbziejFmE+GUVPzSWboAkjbsWPH0KtXL5iZmWHEiBGwtbXF9u3bMWrUKERGRuLjjz82dIlGbc6cOXjw4AEcHR3h5uaGBw8eGLokIlFhRhkO84modMwnw2E+EZWO+WQ4NTafBBKN3Nxcwc/PT5DL5cKVK1c0y5VKpdCoUSNBJpMJd+/eNWCFxu/gwYNCZGSkIAiCsGzZMgGAsHLlSsMWRSQSzCjDYj4RlYz5ZFjMJ6KSMZ8Mq6bmE2/dEpEjR44gPDwcI0eORIsWLTTLbWxsMHfuXOTl5WHlypUGrND4de/eHd7e3oYug0iUmFGGxXwiKhnzybCYT0QlYz4ZVk3NJzZ6ROTYsWMAgJ49exZZV7Ds+PHjVVkSEZEGM4qIxIr5RERixXwiQ2CjR0Tu3bsHAPD39y+yzt7eHo6OjpptiIiqGjOKiMSK+UREYsV8IkNgo0dEUlJSAAC2trbFrlcoFJptiIiqGjOKiMSK+UREYsV8IkNgo4eIiIiIiIiIyEiw0SMiBV3ekjq6SqWyxE4wEVFlY0YRkVgxn4hIrJhPZAhs9IhIwX2bxd2jmZSUhPj4+GLv7SQiqgrMKCISK+YTEYkV84kMgY0eEQkODgYAHDhwoMi6gmUF2xARVTVmFBGJFfOJiMSK+USGwEaPiHTr1g2+vr7YsGEDQkJCNMtTU1OxaNEiyGQyjBs3zmD1EVHNxowiIrFiPhGRWDGfyBAkgiAIhi6Cnjt69Ch69eoFuVyO1157DQqFAtu3b0dERAQWL16M2bNnG7pEo7ZixQqcOnUKAHDjxg1cuXIFL730EurWrQsAGDRoEAYNGmTACokMixllOMwnotIxnwyH+URUOuaT4dTYfBJIdM6fPy/07t1bsLW1FSwsLITWrVsL69atM3RZNcLYsWMFACX+mT9/vqFLJDI4ZpRhMJ+IXoz5ZBjMJ6IXYz4ZRk3NJ17RQ0RERERERERkJDhGDxERERERERGRkWCjh4iIiIiIiIjISLDRQ0RERERERERkJNjoISIiIiIiIiIyEmz0EBEREREREREZCTZ6iIiIiIiIiIiMBBs9RERERERERERGgo0eIiIiIiIiIiIjwUYPEREREREREZGRYKOHqoREIkHnzp3LdYzOnTtDIpFUTEHFOHbsGCQSCRYsWFBpP4OIxIf5RERixXwiIjFjRokXGz3VRGRkJCQSCSQSCTw8PJCfn1/sdjdu3NBsFxAQUMVVElFNxHwiIrFiPhGRmDGjqLKw0VPNyGQyPH78GPv37y92/W+//QaZTFbFVRERMZ+ISLyYT0QkZswoqmhs9FQz7du3h62tLX7//fci63JycrB+/Xr07dvXAJURUU3HfCIisWI+EZGYMaOoorHRU81YWFhg+PDh2LVrF+Lj47XW7dy5E/Hx8Rg/fnyx+z5+/Bjz589H27Zt4ezsDLlcDh8fH7z55puIi4srsv24ceMgkUgQHh6OZcuWoW7dujA3N4e/vz+++OILqFSqcj2Xu3fv4oMPPkDLli1Rq1YtmJubo169evjoo4+QlpZW4n5ZWVn44IMP4OnpCXNzczRp0qTYUCzw119/oVu3brC3t4e5uTkaN26ML7/8ssRLI4lIP8wn5hORWDGfmE9EYsaMYkZVNDZ6qqEJEyZoOruF/f7773B2dkb//v2L3e/EiRP46quv4OLigtdeew1Tp06Fn58f/ve//6Fdu3ZISUkpdr933nkHX3/9NXr16oW33noLeXl5+OCDDzBlypRyPY/t27fjt99+g6+vL8aOHYvJkyfDwcEBn332GXr06IHc3Nxi9xs6dCg2b96MoUOHYtKkSYiLi8PEiROxbNmyItt+/PHHGDRoEO7evYshQ4bgzTffhLm5Od5//32MGDGiXPUTUVHMJ+YTkVgxn5hPRGLGjGJGVSiBqoWIiAgBgNCrVy9BEAShUaNGQtOmTTXrHz16JJiYmAgzZswQBEEQAAj169fXOsaTJ0+E1NTUIsdevXq1AEBYvHix1vKxY8cKAAQXFxchOjpaszw1NVVo0qSJAEA4ceKETvUDEIKDg7WWPXr0SMjOzi6y7cKFCwUAwrp167SWBwcHCwCEhg0bCkqlUrM8JiZGcHNzE2QymRAeHq5ZfuDAAQGA0KdPHyE9PV2zXKVSCZMnTxYACFu3btUsP3r0qABAmD9/vk7PiYjUmE/MJyKxYj4xn4jEjBnFjKosvKKnmho/fjyuX7+Oy5cvAwBWrVqF/Px8TJgwocR9nJ2dYW1tXWT56NGjoVAocOjQoWL3mzZtGtzd3TWPra2tMW/ePADA6tWr9X4OHh4eMDMzK7L87bffBoAS65k9ezZsbGw0j11dXfHee+8hLy8PGzZs0Cxfvnw5AODnn3+GpaWlZrlEIsGnn34KiUSCjRs36l0/ERWP+cR8IhIr5hPziUjMmFHMqIrCoburqdGjR2PWrFn4/fff0apVK6xatQpBQUFo2LBhqftt374dP//8M65cuYKkpCStexgfP35c7D4dO3YscVlISIjez0EQBKxcuRKrVq3CzZs3kZKSonVPaHnrOXfuHKysrPDbb78VexwLCwuEhobqXT8RFY/59OJ6mE9EhsF8enE9zCciw2FGvbgeZpRu2OipppydndG3b19s3LgRAwcORFhYGGbOnFnqPl999RVmzpwJJycn9OzZE7Vr14aFhQUA4JtvvkF2dnaJP6u4ZVKptMR7PnUxbdo0LF++HJ6enhg4cCDc3Nwgl8sBAAsXLixTPS4uLgCgVU9iYiLy8vKwcOHCEmtIT0/Xu34iKh7zSRvziUg8mE/amE9E4sKM0saM0h8bPdXYhAkT8Ndff2HixImwsLDAa6+9VuK2eXl5WLRoEdzd3RESEgInJyfNOkEQ8Pnnn5e4b1xcHOrXr19kmUqlgq2trV61x8XF4YcffkDTpk1x9uxZrcvuYmNjS33jxsXFwdPTU2vZkydPAECrHoVCAYlEUmTkeiKqfMyn55hPROLCfHqO+UQkPsyo55hR+uMYPdVY37594erqiujoaAwZMgQKhaLEbePj45GSkoK2bdtqBQAAXLp0CZmZmSXue/LkyRKXNW/eXK/a79+/D0EQ0L17d60AKOnn6VNPUFAQEhIScO/ePb1qJCL9MZ9Kr4f5RGQ4zKfS62E+ERkWM6r0ephRumGjpxqTyWTYuXMnduzYgSVLlpS6rbOzMywsLHDlyhVkZGRoliclJWHq1Kml7vvdd99p3UuZlpaGTz75BAAwZswYvWr39vYGAJw5c0brns1Hjx7ho48+KnXfJUuWIDU1VfP4yZMn+PrrryGTyTBy5EjN8mnTpgFQd8UTEhKKHCc2NhZ37tzRq34iKh3zSY35RCQ+zCc15hORODGj1JhR5cNbt6q5wMBABAYGvnA7qVSKN998E1999RWaNWuGAQMGQKlUYu/evfD29tYacb24n9GsWTMMHz4ccrkc27dvR2RkJCZNmoROnTrpVbebmxuGDBmCbdu2oXXr1ujWrRuePHmCv//+G127dsX9+/dL3NfX1xeNGzfGkCFDkJubiy1btiAuLg5LliyBr6+vZrvevXtj7ty5WLRoEerWrYvevXvD29sbCQkJCAsLw8mTJ7F48WI0aNBAr+dARKVjPjGfiMSK+cR8IhIzZhQzqtwMM6s7lVVERIQAQOjVq5dO2wMQ6tevr7UsJydHWLJkieDv7y/I5XLBy8tLeO+994TU1FTB29tb8Pb21tp+7NixAgAhLCxMWLp0qeDr6yuYmZkJfn5+wmeffSbk5eXpXD8AITg4WGtZamqqMGPGDMHHx0eQy+WCv7+/sGjRIiEnJ6fY7YODgwUAQkZGhjBz5kzBw8NDMDMzExo1aiSsWLGixJ998OBBYcCAAYKTk5NgamoquLq6Cu3atRMWLVokPHz4ULPd0aNHBQDC/PnzdX5eRMR8EgTmE5FYMZ+YT0RixoxiRlUWiSAIQtW0lKi6GTduHFavXo2IiAj4+PgYuhwiIg3mExGJFfOJiMSMGVUzcIweIiIiIiIiIiIjwUYPEREREREREZGRYKOHiIiIiIiIiMhIcIweIiIiIiIiIiIjwSt6iIiIiIiIiIiMBBs9RERERERERERGgo0eIiIiIiIiIiIjwUYPEREREREREZGRYKOHiIiIiIiIiMhIsNFDRERERERERGQk2OghIiIiIiIiIjISbPQQERERERERERmJ/weZhGjBTt4DSAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(nrows=3, ncols=4, figsize=(12,9))\n", + "axes = ax.flatten()\n", + "\n", + "cms = results[results['country'] == 'Malawi'][['tn', 'fp', 'fn', 'tp', 'dataset']]\n", + "for i, mapname in enumerate(map_order):\n", + " cm = cms[cms['dataset']==mapname][['tn', 'fp', 'fn', 'tp']]\n", + " cm = np.array(cm).astype(np.uint32).reshape(2,2)\n", + " p = ConfusionMatrixDisplay(cm).plot(ax=axes[i], cmap='magma_r', im_kw={'vmin':0, 'vmax':cm.sum(axis=None)}, text_kw={'fontsize': 'xx-large'})\n", + " p.im_.colorbar.remove()\n", + " if 'ensemble' in mapname:\n", + " mapname = 'majority-vote'\n", + " axes[i].set_title(mapname, fontsize=14)\n", + " axes[i].set_xlabel('Map label', fontsize=14)\n", + " axes[i].set_ylabel('Reference label', fontsize=14)\n", + " axes[i].tick_params(axis='both', which='major', labelsize=14)\n", + "\n", + "fig.suptitle('Confusion Matrices for Malawi Reference Dataset', fontsize=20)\n", + "fig.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "id": "9e510fec", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(nrows=3, ncols=4, figsize=(12,9))\n", + "axes = ax.flatten()\n", + "\n", + "cms = results[results['country'] == 'Mali'][['tn', 'fp', 'fn', 'tp', 'dataset']]\n", + "for i, mapname in enumerate(map_order):\n", + " cm = cms[cms['dataset']==mapname][['tn', 'fp', 'fn', 'tp']]\n", + " cm = np.array(cm).astype(np.uint32).reshape(2,2)\n", + " p = ConfusionMatrixDisplay(cm).plot(ax=axes[i], cmap='magma_r', im_kw={'vmin':0, 'vmax':cm.sum(axis=None)}, text_kw={'fontsize': 'xx-large'})\n", + " p.im_.colorbar.remove()\n", + " if 'ensemble' in mapname:\n", + " mapname = 'majority-vote'\n", + " axes[i].set_title(mapname, fontsize=14)\n", + " axes[i].set_xlabel('Map label', fontsize=14)\n", + " axes[i].set_ylabel('Reference label', fontsize=14)\n", + " axes[i].tick_params(axis='both', which='major', labelsize=14)\n", + "\n", + "fig.suptitle('Confusion Matrices for Mali Reference Dataset', fontsize=20)\n", + "fig.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "id": "08d720c8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(nrows=3, ncols=4, figsize=(12,9))\n", + "axes = ax.flatten()\n", + "\n", + "cms = results[results['country'] == 'Rwanda'][['tn', 'fp', 'fn', 'tp', 'dataset']]\n", + "for i, mapname in enumerate(map_order):\n", + " cm = cms[cms['dataset']==mapname][['tn', 'fp', 'fn', 'tp']]\n", + " cm = np.array(cm).astype(np.uint32).reshape(2,2)\n", + " p = ConfusionMatrixDisplay(cm).plot(ax=axes[i], cmap='magma_r', im_kw={'vmin':0, 'vmax':cm.sum(axis=None)}, text_kw={'fontsize': 'xx-large'})\n", + " p.im_.colorbar.remove()\n", + " if 'ensemble' in mapname:\n", + " mapname = 'majority-vote'\n", + " axes[i].set_title(mapname, fontsize=14)\n", + " axes[i].set_xlabel('Map label', fontsize=14)\n", + " axes[i].set_ylabel('Reference label', fontsize=14)\n", + " axes[i].tick_params(axis='both', which='major', labelsize=14)\n", + "\n", + "fig.suptitle('Confusion Matrices for Rwanda Reference Dataset', fontsize=20)\n", + "fig.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "id": "ec91cd6c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(nrows=3, ncols=4, figsize=(12,9))\n", + "axes = ax.flatten()\n", + "\n", + "cms = results[results['country'] == 'Tanzania'][['tn', 'fp', 'fn', 'tp', 'dataset']]\n", + "for i, mapname in enumerate(map_order):\n", + " cm = cms[cms['dataset']==mapname][['tn', 'fp', 'fn', 'tp']]\n", + " cm = np.array(cm).astype(np.uint32).reshape(2,2)\n", + " p = ConfusionMatrixDisplay(cm).plot(ax=axes[i], cmap='magma_r', im_kw={'vmin':0, 'vmax':cm.sum(axis=None)}, text_kw={'fontsize': 'xx-large'})\n", + " p.im_.colorbar.remove()\n", + " if 'ensemble' in mapname:\n", + " mapname = 'majority-vote'\n", + " axes[i].set_title(mapname, fontsize=14)\n", + " axes[i].set_xlabel('Map label', fontsize=14)\n", + " axes[i].set_ylabel('Reference label', fontsize=14)\n", + " axes[i].tick_params(axis='both', which='major', labelsize=14)\n", + "\n", + "fig.suptitle('Confusion Matrices for Tanzania Reference Dataset', fontsize=20)\n", + "fig.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "id": "694adfb9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(nrows=3, ncols=4, figsize=(12,9))\n", + "axes = ax.flatten()\n", + "\n", + "cms = results[results['country'] == 'Togo'][['tn', 'fp', 'fn', 'tp', 'dataset']]\n", + "for i, mapname in enumerate(map_order):\n", + " cm = cms[cms['dataset']==mapname][['tn', 'fp', 'fn', 'tp']]\n", + " cm = np.array(cm).astype(np.uint32).reshape(2,2)\n", + " p = ConfusionMatrixDisplay(cm).plot(ax=axes[i], cmap='magma_r', im_kw={'vmin':0, 'vmax':cm.sum(axis=None)}, text_kw={'fontsize': 'xx-large'})\n", + " p.im_.colorbar.remove()\n", + " if 'ensemble' in mapname:\n", + " mapname = 'majority-vote'\n", + " axes[i].set_title(mapname, fontsize=14)\n", + " axes[i].set_xlabel('Map label', fontsize=14)\n", + " axes[i].set_ylabel('Reference label', fontsize=14)\n", + " axes[i].tick_params(axis='both', which='major', labelsize=14)\n", + "\n", + "fig.suptitle('Confusion Matrices for Togo Reference Dataset', fontsize=20)\n", + "fig.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "id": "fb836878", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(nrows=3, ncols=4, figsize=(12,9))\n", + "axes = ax.flatten()\n", + "\n", + "cms = results[results['country'] == 'Zambia'][['tn', 'fp', 'fn', 'tp', 'dataset']]\n", + "for i, mapname in enumerate(map_order):\n", + " cm = cms[cms['dataset']==mapname][['tn', 'fp', 'fn', 'tp']]\n", + " cm = np.array(cm).astype(np.uint32).reshape(2,2)\n", + " p = ConfusionMatrixDisplay(cm).plot(ax=axes[i], cmap='magma_r', im_kw={'vmin':0, 'vmax':cm.sum(axis=None)}, text_kw={'fontsize': 'xx-large'})\n", + "# p.im_.colorbar.remove()\n", + " if 'ensemble' in mapname:\n", + " mapname = 'majority-vote'\n", + " axes[i].set_title(mapname, fontsize=14)\n", + " axes[i].set_xlabel('Map label', fontsize=14)\n", + " axes[i].set_ylabel('Reference label', fontsize=14)\n", + " axes[i].tick_params(axis='both', which='major', labelsize=14)\n", + "\n", + "fig.suptitle('Confusion Matrices for Zambia Reference Dataset', fontsize=20)\n", + "fig.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "216d31c1", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.16" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}