diff --git "a/analysis/click_on_material_clean.ipynb" "b/analysis/click_on_material_clean.ipynb" new file mode 100644--- /dev/null +++ "b/analysis/click_on_material_clean.ipynb" @@ -0,0 +1,1304 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "682a55f6-9ecd-413d-bb53-a56bee7a5650", + "metadata": {}, + "source": [ + "To enable interactive plots, run `jupyter labextension install jupyter-matplotlib` followed by:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "bee15f5f-a563-4f82-922e-72b2fabaf16a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Building jupyterlab assets (production, minimized)\n" + ] + } + ], + "source": [ + "!jupyter labextension install jupyter-matplotlib" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "cb59ab52-9a6d-497c-891b-5432abc6a6a4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m" + ] + } + ], + "source": [ + "!pip install --upgrade ipympl matplotlib -q\n", + "%matplotlib ipympl" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "616a153d-bcec-4a1e-8836-d9f46015c2d3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m" + ] + } + ], + "source": [ + "!pip install hdbscan pymatgen colorcet -q" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0be7ce91-2cc8-4c8a-9029-a0149f72a6a3", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import hdbscan\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "from sklearn import manifold\n", + "from ipywidgets import interact, Output\n", + "from IPython.display import clear_output\n", + "\n", + "import sys\n", + "sys.path.append('..')\n", + "sys.path.append('../autoencoder')\n", + "\n", + "from src.band_plotters import*\n", + "from src.TensorImageNoised import *\n", + "from src.cluster_plotters import *\n", + "sys.path.append('/notebooks/band-fingerprint/autoencoder/')\n", + "sys.path.append('/notebooks/band-fingerprint/src')\n", + "\n", + "from model import *\n", + "import model as resnet_autoencoder\n", + "\n", + "from ae_misc import *\n", + "\n", + "%matplotlib inline\n", + "#%matplotlib auto" + ] + }, + { + "cell_type": "markdown", + "id": "743c187b-af62-4fae-bb20-06f4c47d47fe", + "metadata": { + "tags": [] + }, + "source": [ + "# Enter Full Fingerprint Name - Specify Configuration Below\n", + "Note perplexity can be changed for second tsne run - see configuration. See `fingerprints` folder to view possible `FINGERPRINT_NAME`'s." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b25a7b2d-fb88-4ec7-a5cf-e1086466ff0b", + "metadata": {}, + "outputs": [], + "source": [ + "FINGERPRINT_NAME = \"224_2channel_resnet_L=98_perplexity_30_length_98\"" + ] + }, + { + "cell_type": "markdown", + "id": "ac09a9d1-2d3d-4a51-b406-fa3efa829c31", + "metadata": { + "tags": [] + }, + "source": [ + "# Functions to View Materials/Clusters" + ] + }, + { + "cell_type": "markdown", + "id": "aefe936b-50ff-48e4-8521-9f030d898ceb", + "metadata": {}, + "source": [ + "For any fingerprint" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3a0547ef-6998-4b67-a041-dc34238361cf", + "metadata": {}, + "outputs": [], + "source": [ + "def view_material_any(index, show_inp=False):\n", + " fig, ax = plt.subplots()\n", + " ax.plot(np.linspace(0, fp_dict[\"length\"], fp_dict[\"length\"]), df.loc[index][fingerprint_cols])\n", + " ax.set_xlabel(index)\n", + " ax.set_title(\"fingerprint\")\n", + " plt.show()\n", + " \n", + " if show_inp:\n", + " image = Image.open(DATA_DIRECTORY/f\"images/grayscale_4ev_linewidth3/{index}.png\")\n", + " image.show()" + ] + }, + { + "cell_type": "markdown", + "id": "1cab76e1-0b05-417f-a8dc-c7dfa999b962", + "metadata": {}, + "source": [ + "For an autoencoder based fingerprint" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "b2c20362-53a6-4d14-a31b-100036a2887a", + "metadata": {}, + "outputs": [], + "source": [ + "def show_tensor_image(tensor, ax=None):\n", + " if ax is None:\n", + " fig, ax = plt.subplots()\n", + " ax.imshow(tensor.permute(1, 2,0).detach().numpy(), vmax=1, vmin=0)\n", + " return ax\n", + "\n", + "def view_material_ae_2_channel(index, inp_recon_together=False):\n", + " view_material_any(index)\n", + " \n", + " print(df.loc[index][\"member_strength\"])\n", + "\n", + " image_filename = DATA_DIRECTORY/f\"images/grayscale_4ev_linewidth3/{index}.png\"\n", + "\n", + " if learn:\n", + " # Get input and prediction\n", + " _, out, _ = learn.predict(image_filename)\n", + "\n", + "\n", + " # 2 channel image\n", + " dl = learn.dls.test_dl([image_filename])\n", + "\n", + " with torch.no_grad():\n", + " inp = dl.one_batch()[0]\n", + " fingerprint_2_channel = learn.model.encoder(inp)\n", + "\n", + " fingerprint_2_channel = fingerprint_2_channel[0]\n", + " fingerprint_2_channel /= 3.982462167739868 # max activation in fingerprint array\n", + " rgb_image = torch.stack([fingerprint_2_channel[0, :, :], torch.zeros_like(fingerprint_2_channel[0, :, :]), fingerprint_2_channel[1, :, :]], dim=0)\n", + " show_tensor_image(rgb_image)\n", + "\n", + " ax = None\n", + " if inp_recon_together:\n", + " fig, ax = plt.subplots(2, 1)\n", + "\n", + " show_tensor_image(inp[0], ax)\n", + " show_tensor_image(torch.sigmoid(out), ax)\n", + " plt.show()\n", + " else:\n", + " print(f\"Model not loaded, displaying bandstructure of {index}:\")\n", + " show_image(load_image(image_filename))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "a8fe6c6f-cf5b-47df-aae6-6cf66f7e0ae3", + "metadata": {}, + "outputs": [], + "source": [ + "def view_cluster(label):\n", + " display(df[df.labels==label].drop(BORING_COLUMNS, axis=1).head(200))\n", + "\n", + " num_plots = len(df[df.labels==label])\n", + "\n", + " #fig, ax = plt.subplots(num_plots, 1, figsize=(4, 1*num_plots))\n", + "\n", + " for i, index in enumerate(df[df.labels==label].index):\n", + " view_material_function(index)" + ] + }, + { + "cell_type": "markdown", + "id": "24fe7559-a55f-4f94-9027-852a27843075", + "metadata": { + "tags": [] + }, + "source": [ + "# Fingerprint Configurations" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "671c4989-f5ea-4e3b-b441-30c87d20ffe0", + "metadata": {}, + "outputs": [], + "source": [ + "FINGERPRINTS = {\n", + " \"224_2channel_resnet_L=98_perplexity_30_length_98\":{\n", + " \"hdbscan\":{\"min_cluster_size\":5, \"min_samples\":2},\n", + " \"tsne\":{\"perplexity\":10, \"early_exaggeration\":12.0, \"learning_rate\":\"auto\"},\n", + " \"length\":98,\n", + " \"model\": \"../autoencoder/trained_models/resnet18_size224_lossbce_channels2.pkl\",\n", + " \"view_func\":view_material_ae_2_channel\n", + " },\n", + " \n", + " \"all_k_branches_histogram_-8_to_8_perplexity_30_length_60\":{\n", + " \"hdbscan\":{\"min_cluster_size\":4, \"min_samples\":3},\n", + " \"tsne\":{\"perplexity\":30, \"early_exaggeration\":12.0, \"learning_rate\":\"auto\"},\n", + " \"length\":60,\n", + " \"model\":False,\n", + " \"view_func\":lambda mat_id: view_material_any(mat_id, True) \n", + " }\n", + " \n", + "}\n", + "\n", + "fp_dict = FINGERPRINTS[FINGERPRINT_NAME]\n", + "hdbscan_dict = fp_dict[\"hdbscan\"]\n", + "tsne_dict = fp_dict[\"tsne\"]\n", + "length = fp_dict[\"length\"]\n", + "view_material_function = fp_dict[\"view_func\"]\n", + "\n", + "\n", + "FLAT_ONLY = True\n", + "BORING_COLUMNS = [\"flat_segments\", \"flatness_score\", \"binary_flatness\", \"horz_flat_seg\", \"exfoliation_eg\", \"A\", \"B\", \"C\", \"D\", \"E\", \"F\"]\n", + "INPUT_NAME = FINGERPRINT_NAME + \".csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "3d32fd3c-7b55-41e6-a37c-e37dc8f29912", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model not found\n" + ] + } + ], + "source": [ + "try:\n", + " if fp_dict[\"model\"]:\n", + " learn = load_learner(fp_dict[\"model\"])\n", + "except:\n", + " learn = None\n", + " print(\"Model not found\")" + ] + }, + { + "cell_type": "markdown", + "id": "81594502-7893-4d49-8df3-d88932fd59c9", + "metadata": { + "tags": [] + }, + "source": [ + "# Load Data" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "55431b8d-b4ed-4ac3-b6ca-cbd762fa8d74", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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formulagen_formulaspace_groupsegmentsflat_segmentsflatness_scorediscoverybinary_flatnesshorz_flat_segexfoliation_eg...9091929394959697fxfy
ID
2dm-3TlSAB2440.84646bottom-up130.095794...2.3251001.7335771.8160981.9534081.9049521.7183501.9208291.940830-17.031164-22.583645
2dm-21TaI3AB3162330.88201bottom-up110.097255...2.2264892.2896402.5891022.4770972.5943072.2174092.6363272.281451-85.32019019.231680
2dm-22Li2OAB2164330.96678bottom-up140.037593...2.5024241.7723491.7755901.9411621.7457291.7165481.7140021.81778974.049220-91.258260
2dm-25VBr4AB4123330.97834bottom-up120.140290...2.3721302.2242272.3998122.1972752.7697582.5844192.8097082.11433036.68894655.726463
2dm-29SBrAB2440.82037bottom-up130.067035...2.8527152.1684202.4708042.3579632.2782492.2802392.2962432.23512511.995536-106.832634
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5 rows × 126 columns

\n", + "
" + ], + "text/plain": [ + " formula gen_formula space_group segments flat_segments \\\n", + "ID \n", + "2dm-3 TlS AB 2 4 4 \n", + "2dm-21 TaI3 AB3 162 3 3 \n", + "2dm-22 Li2O AB2 164 3 3 \n", + "2dm-25 VBr4 AB4 123 3 3 \n", + "2dm-29 SBr AB 2 4 4 \n", + "\n", + " flatness_score discovery binary_flatness horz_flat_seg \\\n", + "ID \n", + "2dm-3 0.84646 bottom-up 1 3 \n", + "2dm-21 0.88201 bottom-up 1 1 \n", + "2dm-22 0.96678 bottom-up 1 4 \n", + "2dm-25 0.97834 bottom-up 1 2 \n", + "2dm-29 0.82037 bottom-up 1 3 \n", + "\n", + " exfoliation_eg ... 90 91 92 93 94 \\\n", + "ID ... \n", + "2dm-3 0.095794 ... 2.325100 1.733577 1.816098 1.953408 1.904952 \n", + "2dm-21 0.097255 ... 2.226489 2.289640 2.589102 2.477097 2.594307 \n", + "2dm-22 0.037593 ... 2.502424 1.772349 1.775590 1.941162 1.745729 \n", + "2dm-25 0.140290 ... 2.372130 2.224227 2.399812 2.197275 2.769758 \n", + "2dm-29 0.067035 ... 2.852715 2.168420 2.470804 2.357963 2.278249 \n", + "\n", + " 95 96 97 fx fy \n", + "ID \n", + "2dm-3 1.718350 1.920829 1.940830 -17.031164 -22.583645 \n", + "2dm-21 2.217409 2.636327 2.281451 -85.320190 19.231680 \n", + "2dm-22 1.716548 1.714002 1.817789 74.049220 -91.258260 \n", + "2dm-25 2.584419 2.809708 2.114330 36.688946 55.726463 \n", + "2dm-29 2.280239 2.296243 2.235125 11.995536 -106.832634 \n", + "\n", + "[5 rows x 126 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv(f\"../fingerprints/{INPUT_NAME}\", index_col=\"ID\")\n", + "if FLAT_ONLY:\n", + " df = df[df.horz_flat_seg>0]\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "id": "ad3cfbf5-260a-4ac1-8a88-99717ea68eb2", + "metadata": { + "tags": [] + }, + "source": [ + "# Cluster" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "52c35b16-e5c3-482f-aa34-02e9a4849f94", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "fingerprint_cols = [str(i) for i in range(length)]\n", + "BORING_COLUMNS += fingerprint_cols" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "cecc8c1c-fdcc-4d40-be79-f0fee9efcc92", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "clusterer = hdbscan.HDBSCAN(algorithm='best', alpha=1.0, approx_min_span_tree=True,\\\n", + "gen_min_span_tree=True, leaf_size=40, metric='minkowski', cluster_selection_method='leaf', min_cluster_size=hdbscan_dict[\"min_cluster_size\"], min_samples=hdbscan_dict[\"min_samples\"], p=0.2)\n", + "\n", + "clusterer.fit(df[fingerprint_cols])\n", + "\n", + "\n", + "df[\"labels\"] = clusterer.labels_\n", + "df[\"member_strength\"] = clusterer.probabilities_\n" + ] + }, + { + "cell_type": "markdown", + "id": "e26469dc-dea3-40aa-a664-e7020f38ec62", + "metadata": { + "tags": [] + }, + "source": [ + "# View Clusters" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "8b906d02-262c-461e-9312-c39bfbd44546", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d4bb06e0f3f24b86b3fc79377719540e", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(IntSlider(value=16, description='label', max=33, min=-1), Output()), _dom_classes=('widg…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib inline\n", + "\n", + "\n", + "interact(view_cluster, label=(-1, len(np.unique(df.labels))-2, 1))" + ] + }, + { + "cell_type": "markdown", + "id": "26eadfd2-e949-47a2-8d47-b47989de09d6", + "metadata": { + "tags": [] + }, + "source": [ + "# Run TSNE and plot (with draggable labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "5469bfac-e693-4669-8603-9e0e457124b1", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[t-SNE] Computing 31 nearest neighbors...\n", + "[t-SNE] Indexed 2005 samples in 0.002s...\n", + "[t-SNE] Computed neighbors for 2005 samples in 0.213s...\n", + "[t-SNE] Computed conditional probabilities for sample 1000 / 2005\n", + "[t-SNE] Computed conditional probabilities for sample 2000 / 2005\n", + "[t-SNE] Computed conditional probabilities for sample 2005 / 2005\n", + "[t-SNE] Mean sigma: 1.019422\n", + "[t-SNE] Computed conditional probabilities in 0.026s\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.9/dist-packages/sklearn/manifold/_t_sne.py:991: FutureWarning: The PCA initialization in TSNE will change to have the standard deviation of PC1 equal to 1e-4 in 1.2. This will ensure better convergence.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[t-SNE] Iteration 50: error = 74.6053772, gradient norm = 0.0123159 (50 iterations in 0.428s)\n", + "[t-SNE] Iteration 100: error = 75.4825897, gradient norm = 0.0099334 (50 iterations in 0.597s)\n", + "[t-SNE] Iteration 150: error = 76.0996246, gradient norm = 0.0045396 (50 iterations in 0.394s)\n", + "[t-SNE] Iteration 200: error = 76.4148178, gradient norm = 0.0026537 (50 iterations in 0.407s)\n", + "[t-SNE] Iteration 250: error = 76.4638901, gradient norm = 0.0028607 (50 iterations in 0.422s)\n", + "[t-SNE] KL divergence after 250 iterations with early exaggeration: 76.463890\n", + "[t-SNE] Iteration 300: error = 2.3112350, gradient norm = 0.0024505 (50 iterations in 0.353s)\n", + "[t-SNE] Iteration 350: error = 1.8639212, gradient norm = 0.0010709 (50 iterations in 0.743s)\n", + "[t-SNE] Iteration 400: error = 1.6555762, gradient norm = 0.0006331 (50 iterations in 1.501s)\n", + "[t-SNE] Iteration 450: error = 1.5371761, gradient norm = 0.0004404 (50 iterations in 1.259s)\n", + "[t-SNE] Iteration 500: error = 1.4631188, gradient norm = 0.0003249 (50 iterations in 1.502s)\n", + "[t-SNE] Iteration 550: error = 1.4140842, gradient norm = 0.0002526 (50 iterations in 1.432s)\n", + "[t-SNE] Iteration 600: error = 1.3795325, gradient norm = 0.0002080 (50 iterations in 1.299s)\n", + "[t-SNE] Iteration 650: error = 1.3547398, gradient norm = 0.0001779 (50 iterations in 1.439s)\n", + "[t-SNE] Iteration 700: error = 1.3358971, gradient norm = 0.0001561 (50 iterations in 1.421s)\n", + "[t-SNE] Iteration 750: error = 1.3215601, gradient norm = 0.0001442 (50 iterations in 1.123s)\n", + "[t-SNE] Iteration 800: error = 1.3105338, gradient norm = 0.0001301 (50 iterations in 1.448s)\n", + "[t-SNE] Iteration 850: error = 1.3020016, gradient norm = 0.0001184 (50 iterations in 1.477s)\n", + "[t-SNE] Iteration 900: error = 1.2948147, gradient norm = 0.0001115 (50 iterations in 1.266s)\n", + "[t-SNE] Iteration 950: error = 1.2887099, gradient norm = 0.0001115 (50 iterations in 1.275s)\n", + "[t-SNE] Iteration 1000: error = 1.2837914, gradient norm = 0.0001057 (50 iterations in 1.486s)\n", + "[t-SNE] Iteration 1050: error = 1.2796938, gradient norm = 0.0001029 (50 iterations in 1.386s)\n", + "[t-SNE] Iteration 1100: error = 1.2761726, gradient norm = 0.0000928 (50 iterations in 1.334s)\n", + "[t-SNE] Iteration 1150: error = 1.2733612, gradient norm = 0.0000886 (50 iterations in 1.373s)\n", + "[t-SNE] Iteration 1200: error = 1.2706268, gradient norm = 0.0000922 (50 iterations in 1.380s)\n", + "[t-SNE] Iteration 1250: error = 1.2679243, gradient norm = 0.0000849 (50 iterations in 1.525s)\n", + "[t-SNE] Iteration 1300: error = 1.2652583, gradient norm = 0.0000781 (50 iterations in 1.279s)\n", + "[t-SNE] Iteration 1350: error = 1.2631367, gradient norm = 0.0000814 (50 iterations in 1.398s)\n", + "[t-SNE] Iteration 1400: 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Iteration 9700: error = 1.2195940, gradient norm = 0.0000308 (50 iterations in 1.405s)\n", + "[t-SNE] Iteration 9750: error = 1.2195653, gradient norm = 0.0000336 (50 iterations in 1.332s)\n", + "[t-SNE] Iteration 9800: error = 1.2195008, gradient norm = 0.0000299 (50 iterations in 1.369s)\n", + "[t-SNE] Iteration 9850: error = 1.2195075, gradient norm = 0.0000302 (50 iterations in 1.395s)\n", + "[t-SNE] Iteration 9900: error = 1.2194519, gradient norm = 0.0000292 (50 iterations in 1.372s)\n", + "[t-SNE] Iteration 9950: error = 1.2193863, gradient norm = 0.0000379 (50 iterations in 1.392s)\n", + "[t-SNE] Iteration 10000: error = 1.2193141, gradient norm = 0.0000372 (50 iterations in 1.271s)\n", + "[t-SNE] KL divergence after 10000 iterations: 1.219314\n" + ] + } + ], + "source": [ + "if FLAT_ONLY:\n", + " # tsne = manifold.TSNE(n_components=2, early_exaggeration=12.0, init=\"pca\",learning_rate=\"auto\", random_state=0, perplexity=10,n_iter=10000, verbose=2, metric=\"minkowski\")\n", + " tsne = manifold.TSNE(n_components=2, early_exaggeration=tsne_dict[\"early_exaggeration\"], init=\"pca\",learning_rate=tsne_dict[\"learning_rate\"], random_state=0, perplexity=tsne_dict[\"perplexity\"],n_iter=10000, verbose=2)\n", + " fingerprint_2d = tsne.fit_transform(df[fingerprint_cols])\n", + " df.fx, df.fy = fingerprint_2d[:, 0], fingerprint_2d[:, 1]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "e7e9860e-5243-4396-a66b-38dbc5afcd8c", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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RVFPKUkepxABtF9prGhIuoimj+OKuuKS5T23qUVdpAMBKsYx44tIcu5EfaE9njmDtUBcaHMbF05cxGU3YO9iTIBLYwe+c5SRxxOGOO6/wOjUUecctKTpI5f0IwhSD4cJ4NPYlsKvycfYW0eiwHRmjcO50MFXsbDiiKToQZtA4oC3WHUXrkO4Wzds3kekkJQVG8w5NaN4h7d+/51/phVNpF0YZ5pGgTUp5XS2OJ7N1o/BTvPFTvDPcR2PjRC6EYNN3W7h1/TZ9Bz9L2YqlOSGOcpdghjPWSnkLIbA0TKT1N/U4zmHqi8bM51PCCEkxlSeRyDcsYax4jxv48++ZfQT+FsqsDz7DTeOetf8xNjAZTfhfukG1OlVyvJZEch9pNn8IYUnCcPFdUE3YV5+boQJNC32Z10jlwqp1xGDXkC/mbEUI5dEZaLzaovXphr7C29hVHJ/hHlMWTKTdU62zJZ8kd9i7Yx+nj5wtaDEKJY1bN2S33xnilUQrO1MIkXxr2ZajtU1GEzu37uHK2WtEhUdhFEY2s56e9MVesbca+yvrWMtK/mIbv/ADUxhHKHet7rgBTJj4koX8zgaumS5xK+EWc5hGokjIkawA/+06xNSxM0lKNOR4LYnkPvLkfQ8hzBguTUFNvINDna9Q7DyzvZbery/oPDEHrEGYolAcy2FXbjQaJw8W/zQX5cZ7iPirpJjWtXrsK7yFYmfbaUdSODm6/wR+pUtQt4k0t9oiShsHj7yoCuCGCM7Runb2dizbsCDl8x9iM2540IQWVuMuXL3IPxV2oWqSzWAm0g+9TCAeANeGjrg2dMRAEuc5QyOa5UjeNl1bUqNuNRwc7TMeLJFkEqm872H0n48adQB9hbcR5mgssdEpfRrnqigaO9SE66gJN0Akh7mocRcxa5xQ9B5o3RtYracv1hGtY2mSzr+FiDmP4czQ5A5FC64N0Hg0Qo27iGJXDPvKk7FoPFjw/uf0feVZWc+4iDB++psFsu/1yzcJvB1Eq07NC2T/zNJIqcZJccXKu1yDQmWldK7tES5C2cX/eJN3U3Ip3Od/2/9CfV2AXfbWVlVBQGAgjbIecGKFRqPBzdMtZ4tIJI8gzeb3UKMOA2C6/jmGMyOs/ghjOJCcQtV4eQrGK58kfw7ehPHyFEy3V9pc03BxIphjgKQHjcKCiD2NxrE8Tk2341j/OzQu1Vn62ddcOnuVDJ3ZMknY3XAS4nJu8pNYExMVw5Z12zmw+zAH9xwpEBn27tjH1DdncnT/iQLZP7N00zTjqYdOrRo0lKMEg7VP5doev7ORmtTGlxIkiAQSRAICgUmYaNOuFd56HzTZ+JpTULAYLBz44mSOZQwPiWBIjzc4e+x8jteSSO4jT973cGy0McMxdmWHYld2aKbWE6oJYQxNo9OIJeakVVOdxjVp07UllapXzNT6GTHvgy8oW7E0oyYPz5X1JMlcPneN33/cRsOW9dHqtAXiNPjKmwPx8vGkSs1K+b53VlAUhaH6ngxRnyaIcFDAD2+bTmjZJYRgArjNKY5btf+r7ObfOrsZGvEme7z+RwC3sWBBoGLOoGCKHjtKUZp++sF4TyvG37/voXrdKpQuXyrdeY9y4dQlDEkG6jWtw6j3h1G1towdl+Qeiq1YzFxbXFGqAesfaqoIfAR4AMOB+9ptshAiTS+Wxo0bi6NHj6bVXWhJ+K8Nabids3pzeTReHXhj0rA82TvoTjAurs64urvmyfqSgiMxPjnv9pNWde5+qNjDSVpuiRsYHrZsAWtYTmWqUjOsPg19GqO/F3ZpEib2s4c9/E0EYenuZYcdxfHjLd7jo+EzaNmxWZYLBS35bDnH9p9i3ppP8fb1ytJciQRAUZRjQojGtvry9OQthLgE1L8nhBYIAH4FhgALhRDz8nL/wkzjzn1RHMrl2fp+pdNPaCEpuiz4eCk6nbZIxPgLITgtrhFKFBWVklRUSmZpvlEYOMcZAKKJJIkkTojkF/la1KGsUj7VHL3Q44kXzYpZO7DpFT3t6UJjQ3Nmxk4j1jsy7X0xcodb/MFmZn0zLUsy32fo24Pxv/gJwQEhUnlLcp38NJt3Aq4JIW4+6ljyOPL9snU8XdsBe52Ne2eNE41bVEXrmjUv5aREg02P1T3b9+Hp40G9JrWxWCxcv3yTyjWsze9njp7jz827GDd9TIpjT+DtYBZNXcbEmW/LL5cixKtvDkTRFH53FSEEiy2/cEicR9wLzhqi6UFXbdNMrxFLLKuxrq53//PHzMabrHtw/7L8dwIOxuL2Q/rjBIJ97OYp0QtHJetWDkdnRxasnZnleRJJZsjPb4D+wE8PfR6jKMppRVFWKYqS/bisQoqXrxf+if1BY+vLRaBxLJul9fwv3eDV7iO5cyMgVd+Jg6c4d/wCAMf2n2TyiGnERlunV9XpdejtrN/VXN2cqVClHE5PmPk1L9i6fgc3r97K830S4xPZsm4Hrm7Oeb5XTrkibnNQnCMJIwZMGDGxUt2KUWS+Wp634sMXykqbf7wV26GVU5U5qfKax8cmEBKUbCrv+0ov2n+cufAvFZUzZM8xUAjB3YAQINlpLT5WOpBKco98Ud6KotgBvYD7xbG/BCqRbFIPAubbmPO6oihHFUU5GhqahuNXIabH811p1G0oDvXXoiv9CmgcAS1onZPLj+qyFjpStlJpRr0/DL8yqc3h70wbzcARyWVLG7duwMK1M1PdddeoV42xH72BoiicOnKWySOm4eDkyMhJQ3P97vT29YAnLiHFwT1HuHD6cp7vEx+XwLWL/sTGxOf5XjklkrhUnt5mLCy1bCJBJKUxK2/4bumPzJ/yBQCu7q5UqVoJu0zEkGnQYM4gPtwW0ZExDOs5hjeef4f42ATmTVnMqs/XZnkdiSQt8tRhLWUTRXkWGC2E6GqjrzywVQiRpg25qDisJcYnMnHoRzz3ck86PN3Wqv2v33fRo08LtPYe2Sotmpsc++8kqz5fyxc/zUGrzf0CDKOeH0ebri0Z8LrtylKPK2azmf9t2knnXu2xd3hyEnIkxCWgs9eRqDPhgkNKUY+blmAmqEtRH3Ha1KGlHCVorFTjX3EaB+wYrH2KOpq88Z4PuBmIxaJib29H8VK+QLLz2hfMJphATJhSyXgfe+x5n+l4ZSKV68MYkgys+nwtjVo1oGmbRgQH3EWn0/H5tGW8NKIfNepVy/FzSR5/Csxh7SEG8JDJXFEUPyFE0L2PfYDHIsfkvCmLMZvM1Kxf3ar95rXb/Lp2K607t8TLIVlxCyHYun4Hbbu1wj2HCRxiY+Lwv3SDxPhEKteoiE/x9L9ohKri5pE3SSMMSQYmzxtPsRJPVra4L6Z/Ra0G1Vn/zSaq162SayF/AL//tA0XNxc6PvRCWJh4d+xH+FcPx/2dMmjQMJRn2M8ZTnHV5ngzFm4QxC0RjOlelsGZlrVMV4ZTSclaOFZmWD57FV6+Xrw9dVRKm17R87aYxHnOcoGzHGKfVQY2vbCjlFKGfgzKsuIGsHewt4okKVGqOBaLhVJlS+b437tEAvmgvBVFcQa6ACMeap6jKEp97mVLfKSvyDLkrZfQ6rQpb/f3qV63Kqu3PeJ0s+h7Nn77O8VL+tK0baMc7btry162rNuOs4sT7bq35rnBvdId37h1Qxq3bpijPW0RHHCX8YM/oHn7Jrz54WPxI80UdwNCuHTmCm26tuTb/32VKtNXTomKiEaoeW8hyw5mYSHsLS12Pj73FLGFZfya4TwLqlXdPQMm9ltOU0mXc+VtMpmZNPQjBo7sR6OW9ZkwYyx6feoqfVpFRx3qU1vUQ4eOf9iJgoaSlCZ4TAJ+9atQ+vWs+aakh1ar5Y1JmcsTIZFkRJ4rbyFEPOD9SNvLeb1vQZCVJA7V61Zl4sy3c6y4AXoN7EHHnu1wcHRApyu4OsRBt4Nx93Sj18DuBSZDQXD98k3s7e2p27hWritugMGjB1h9TohLYPMPW3lhSB/0dumXjs1rIohBW9MRXTbuhR9GAfS59HWk02lp2LI+pcslh6VlZGVSFIXn6M/Tog8mjDjjwrGBJyhTITmNa9CdYFzdXHEpAk6CkieHwh9v8pjSsmMz2j3VKlfWUhQFVzcX9HqdlfJYPH05P67YwIHdh3Nln4xo0Lwey35ZQLlKuXdaKQo079CEBWtn5In/gC1CgsLY99dBoiKiMx6cC4SHRKSZitUNZ6vc5dlFAM5k33FSVVWO7j9BwK0g3n7pPTo83TbFAjb/w8X8uHxDBiuAvWKPi+KKoig0bt0wZf6CD5fw/bJ12ZZNIskLpPIuhKiqyrnjF8jImTAiNJKhz4zm0pkrNvur1qmMalFZ8ulymec8DzEajJjN6afczCoWi4WxAyay7+8DqfrKVynLsl8W5JtfwfjBk1n40RKbfQ6KHcM1PbEj5xaAn8TfXBOpQyEzw82rt5kz6XPiY+Jo0Lwenl4P6nA3ad2QOo1qZluudz97C1cPV0ICi17Ui+TxReY2L4RcOHWZaW/N4ot1cyhRqrjNMQlxCXww8hPqN6tD2Yq2qzR1690JgL6Dez1xqTTzk6ljZ3Li4GlmfTONerlUHlSr1dLxmbZUq10lzTHXLl7Hw8s9zxPs9OjXjbqNa6XZ30nbmBKKD9MsK7Gk4bWdGQSCS+otKmmzfu9doWo5Vvz2BR5e7lR95P9Z2245s3B5+XpybP9JKlWvgG/JYjlaSyLJLfIlVCynFJVQsdxCCEFIYCh2DnZ4enukOWbjt7/R5dmOVt6rG1b9il+ZErTu0sLmvLzmjw3/o3ylstRqWKNA9i8ILpy+xMHdR3h+SG9c3VzyZU9VCPpum0tQK2c0Og0tNWWprSnOOvNpBPCCvg5D7RrnyR28LU6r15hr+YEEsh/f74AdY7R9aaGR9dElEkg/VEyazQshiqIQFRnNyD5vE3grKM0xz7/aO1XYSUx0HHGxBZfA4/yJi1y7dL3A9i8IatStxpC3BuWb4gZYazpBaFs3VB2YUflHvcEy8yEiSCSSRFaZjvKT8WS+yeOjuGO28h/PPBoUHLCjilKapkr2zdsSyZOEPHkXUiwWCycPnaFhi3pZOj35X7pBsRLehaKaWGJCElt+2kafl3umeEWHh0Rw+/od6jerW8DSFW2GJmzkjBqc7hgn9Ox0HoY2n5ICrbfsZLP6LxogKZPe5xoU2ikNaK6pRQOlar7JKpEUBeTJuwii1Wpp1LK+TcX91ZxV/PvnfzbnLZq2jE3fbclr8TLFwo+W8Ov3WwkPjUhp+3PzLlYvyqAihCRNLJbk06234pTh2CTMnFXv5rVIKbyo7cRM3UjGal9gpKZ3puYoKHTXNKeBqIKGx79gkUSSW0jlXQRxcLBHb5/au/fK+Wu8P3dCSp7zgsa7uDcTPhtr5XTX/fkuGA1GLp217SFfFIlXb3PWNJN9hoHsSGrOIcNIq/5wyzF2JDW1+eeI8c1M7WEymfly1koGdR7OtYvXedO+BboM/vnaoyUxC0VAckpocBgz+szA57ITdZVKmVLGenQEEMqHoz7l28U/5oOUEsnjgfQ2L4K8OvYlpr01i9CgMHr2f5AQZcaEefQZ1JNeA3sUoHQPGPHukFRtDk72NGpVn5I2CqwUVeKEP2GW/bhraiNIHTLmrqlGc7uVVm2JIphTpg8opmmZ4fofjvqUNl1bcObYObr37ULZiqXRa/SscxzAuKSt3BK2473t0FFLaztaIS/w8Pagy7MdKVmmBCfFtUzFfwsELtH29HihG+Url8kHKSWSxwOpvIsoAbcCqVitvFXb7JXT8fZNrq5qMpoIvB1MuUqF6wvx9x+3c3TfCYaNe6WgRck1fDVtKO7QDoATxkkYRZRVv05xwUOpY9UWaT4JaCih7Zzh+tXqVKVa7Sos27DAqr2s1oNfnAcxPvEPDlhuYX4oTKu44sISx164KvlXIEWv1/HCkN4ABFrCUFDuVfF+gBYNFtSUbGrPatqw+cNf8fB0o3Xn5vkmq0RS1JHKu4jSvW8Xaje09sz19XuQtGPHpr/5ZfVm1uzI/VzbOeHpF7pRr+njFQr0cJU4i8WSqcuoIMufeGka4KBkHDc86I1+6fZ/YN+B4YmbCBcJqAjqaIvzuUNP9ErWMr4FiXB+U//lknqLO4RQQynPJ7oHxTVMwswiywauiQCiiMUBOyoppRig7ZKqoEhJxQc79BgwPmjDhxm6EZiFhVAi8VBc8VU8CfmgXqpa80WFHTHRzAsJ5prRQHGdniFePozwkbHgkrynaP6LkdBnUM90+5/q24UGzesWmOIWQvDXb7to1akFzq4PnKs0GoXwkIh0ZhZdLBYLxw+comx1LyiZ9rh49SYx4hK1tJNT9a1eNZ/Sbe9Qoqw3FXUv46wpl+G+Xhon1jsNwF+NRK9oKK94Zuvnflvc5bh6mapKGSwidbIVFYGCwnPadpTAiwQMbFX3M9W8krm6MZRQHiSLaa7U4rBygYPiHDo0aNAwQTcAV8UJFPDkQTTEwy+dRYkjCfEMu32D/h5efFiiJMcTEphxNxCNAsO901bgMyfOp333NrTo0JSkRAN6O12+pdaVPD5I5f2YotfrslQoJSeYjCYMSUarwg0JcYn88OXPeBXzonGrBintxw+e4qtZq2jYoj4Ojo9XzWutVkvl6hVw9Eg/y1iQ+hcKOnw17RFCpCjaAPN29vzzKw18TVhKQ5DxL1rb/YCTxnYGvYfRKVqqanOmBBsr1WmqT7bmzDX/SCzWKXXtFT3jdf2t2uoqlXjV/BmH1fP00ra26muj1MVP8cYHd5prauGkOORIvsLGwpBgmjg5M69U8tVUOxdXYlQLn4fe5RVPb+w01hYZQ6KBcycu4lfGDy+f5Outj8d8RpWalRg2/vG5RpLkD1J5S3LMV7OTQ9e+3fFVShpWZ1cnJs5+G53O+lesVafmNGrZoEgq7t1//EPN+tVTlXx9GE8fTwxqBKqqotHYtp8HWf7CR9OMNfM2ER4SyeR54wG4av6aAV89MDOrJPKf8RVa2K3K1Ak8p2iyEWPtgB126FIStNwRIZy2XOMfcZJbJIepCcCChS7aprkpboFzLimJV72sa323c3FhRXgoxxITaOGcnLTn1JGzzPvgC/oP68u6bzaycutS7O7lPXh17Et4F8vb9LaSxxMZKlZEEEJkWKikoOjUqx3uXm5EPlLl6rcftjHz3QUkJiRZtRdFxQ3w+7rtHPrnmFXbZxPmse7rjVZt1y/f5LulP9lcI0a9TLy4jp+2Gx2ebku35zql9NnyVDcTy2HjaITIXvayvEAIgUVYiBSxfKfuQIOG1pq6nFAv8655GWvEdq5wBwMmDJgwYuIbdSu31Lv8bNnJL5bdhIjIgn6MHGMQKvpHrif0916Arhge/M5XrVmJl0e9SLPeHYhbOJYqBw5Q4/dtdLxykVftTAz6YCH/7j+eMn7bL3/x1Wzr6ASJ5FHkybuI8MnbsylToRSvvZ1cCl0IgdlsQa8v+B9hzXrV+fq3xanaXx71Igs+WkpcTByOTrZNpoG3ggi6c5dGLevnsZQ5Z+HamanaWnduTonSyeFYP63YgO8zERQv6UvN52x7kQdZ/kKDPb6atpSsZZ1opYy2D9cs36A+kp3MRDRxphAclGKF4uf9q/oPP6h/AsklQT/QDsZX8eQD8wqMaWRWEwgmWJaiYgEUNqv/Mkc3ipJK0bzvBihvZ8+pxESrtpMJyVcNUZYHL1uOzo507d2J569f5QQW7LYdgKt3uPTJMBCC6OIeTDfE8b97VyjexTxJjLe+srhx5RblKpcpVM6nkoJFnrwLAf6Xb/BUnT7s3vZPmmOe7teN9t3bpHz+Zc1vTBwyJT/EyzZlKpRm4dqZaHVa3nn5fW5evZVqzF+/72bRtC85uOdIAUiYNYwGI98u/pG4mAe549s91Tql8ld0ZCxmkwWLxcKVc9dsrhGs/omvpg1aHDEajFZ9FXWvUlrTBx5JbiKwsPzTH1nwYeoXpIKgg6Yhs7VvMEk7iEpKSWZY1nJbhBBPYppzVFQsWBAkK/JEDHxq/haDMKY5p7Dzsqc3O2Kj+SEinCiLmT1xMawITy4bauuL9cSuw+g27iFhYBdiJw1KblQUYl/uxtUSHoSYzZxISGBfjdKEP92S6HsvAOEhEUx87UNOHTmbT08mKQoU/Gu8BDd3VypWr0Dl6hXTHNO4VQMsFgsz351PtTpVCb8bRv/hz+ejlNnH2cWJ2g1r4Onjkapv8OgBxMcmEHAzMP8FywQrF36Hi6szLw7rS2x0HJu/30rQnWAmzR6XMsYikghV99N7Qjmum/cRFh5BSMIOgi2JFNO0QnvPUStKPUOiCKKUphdbtq9g++oLfLnh85R1FEWhhn48JlMMIerelBjpqrrRVB3UvNBcm3gqrngqyd7iDZWqvG3+gl8te6mpVOCMuGazQIktyUOIYL5lHZN1g/NY4rQxmczZtmb09/TivCGR94PuMDHoDo6Khg+K+zElOIBiutQZEB0NJgzxSaDTInTJ3uUOW/ahuxqAYVx//o2LZVLQHZKEwE5R+Do8lL8qV8Xb14vZKz+hnExiI3kIqbwLAT7FvVMl4LCFoig4OTsSFRGF0WSmWTub+eoLHfYO9gx9x/YXtKIojHp/mM2+wkDp8qVwdkk2b3v7evH+3PGoqrU3uUFEcNL0fspnvRd4P7WDk6YdtLXbjJOSHDd22/wroHDdshaHDirPNS6F/5VroGpTEu4oikJd/TRC1QMkiWDcNdVx19SEqvnyuFlGq2gpqxTnLpFM1r7MXMtPnBHWVgcdyYrqUaUugBPiMiZhRq/k/1eREIJRz4/j+VefpVufThlPeAStovCZX2ne9S1BkMlEWb0dV43JJVEbOaXOPT/7pWcZG3ALe8Akkl/NzNXKoXdzobebB7NDgkm894JmEIIwi5n1kZGM8ClGTHQs86csYcJnb0rTuQSQyrtIodFoeOmNFxn1wjimzH+3oMV5Inj0S71p20apxjhpSvKUw2ECbgayc+teXh7V3+YXbKIIBhQsJIACGrc77Dk4m7v/VuP9ueNTxl27eJ3pb3/L3NWf4l6ycCf8MAoT/iKQ6ko5nBVHpupeI0aNZ4G6ngviBo7YM1jTnVXqljRKhipoCuj2TlEUBo8ZQJ1GOStD6qHV4aFN/ir9NiKMxo5OVLZP7ePxtLsH5ezsOZQQh7NGQ6DJxHV3D5o4OTPI05vaF89ZjTcJQbTFzMKPl1KuUlkcnR+vUDtJzpDKu4jh7evF5Lnjqdmger7u+9uPf+Dh5U67p1pnPPgxRwjB0X0nWP/NRmatnJYSDleqXEkGjx6QMk4VRvzNa4kRF9DiTIQ4Dg+lMFUx0KhrKWo+NdZq/TIVSvHCa33wLv4ghCjwdjC7tu7lpZH98uzkZRBGjovLAEQQQ4IwcEBNvmdtqFTlsLjACfUyDTRV8cSVSGL5n3qIKGLpqW2Vso6bxpmpmtes1i6tFGOB5SdCeRCRYI+ep5RmBVoG1P/iddw9XPHwcs/y3GMJ8RxJiKemgyNxqoXN0VHsjYvl1wqV05xT29GR2o6ONvu6uLqxNSaKpHunb3tFoZOrG9ti4rBYzIz54PUsyyh5fJHKu4ihKEqB1MKOCo/GbDKzcsF39BncMyXJRFZRVZW57y/i6X7dqJ3DE09B8MuazRzYfYSJM96iUesGKZmxIsIimTJyOu98MpoqNSshhOCY8R0ixWlUDDbX0uKAp64O+kfuR4Nu3+Wpvp2tsm4F3grizNFz7N2xjwbN6+Hu6ZbrzxZNPPMs1iFu9z9/qZtAKaUY/3CSNZZtxJGIJ65UUcowW/csZZUHBVCCRTjRIp7Sii/O9+77q2rK8JVmIvEikc2WfwklknpKZdprGub6c2SF8JAIYqJjszVXryj8Hh3F/NC7aICmTs5srlCZGg62lXNGzCpZmtvX73DC2Q5vZyem+ZWkkZMzR/2Kcf1yamdPyZONUlicYNKjcePG4ujRowUtxhNPaHAYL3d9nWbtGjNtcerUnplBCMGST5fT7bnOVK2V9gmlMGIymrhy4RoRoZG07tzCqs9sNvPzyl/pNaAHLm7OxKu32G98KU3FDVBC05V6+k+scqObjCZeeWokw8YNpuMz7azGq6rK8F5vMnBEPzr1bPfocoWCVeat/CmOoEcLKHysHULlTGSIKwgO7j7CgT2HeWfa6DzdJyEuAScXJ4QQnDl6jjqNa6VpPbly/hr+l25k6w5e8vihKMoxIYRN5yapvCVZ4ua129jZ6/Ernb2SnkIIoiNjsmWmLGh+XP4z+3ceYunP8zMcG6f6c8A4BEsa4VMa7Oli/4/NL/Fb/ncoWbZEqux0kNo7+rulP5GUmMTrE1KXX81vTqvXmGVZi+GhWG8v3PjCODYl815h4tSRs3w9dw19X+1Fhx5t82SPiNBIRr0wjrbdWpEQl8Dhf44xZ9V0ylcpm+HcH75cT6nalaBBVZw1Who6OqGVzmpPFOkpbxnnLckS5SqVybbiBti5ZS8j+ryVKuvafSJCI9m0dkuhCYt6mGcHPsO4T8ZkaqyzUg5HpSS2/olpcKC67u00T19lK5a2qbiBVGFNVWtVpuq9OPOCJlCEpioBGiFi+GT87AKSKH3qNalN8w5N8rQoiKePB29+OILqdatQsXoFlm6YT/kqZUmIS2DsgImcPXY+zbnXQsIZc/ESI2/fZOANf168cQ1TIfx3ISkY5J23JF/596//KFe5bJoZ1y6dvcLfv++m54tPobdLHStbkDi7OlGpeoVMjVUULbV0H3DIZB0Gp6ClgX4OxbS5U7u6efsmubJOblBa8UV5JMGMl+rKa2NfKCCJMmbQGy+y6bvfCbwVRMmyfrm+vqIotOqU+mft4ORA8/ZNKFU+dfm5k4fPcPrwWQ4M6kxkUiLcC008mBDPsFvXGe3jS9N7edMlTy7y5P2EEh+bkObpNy95fcKrjE/n9Lp3xz6q161a6BR3djARhQ5rc7GCjtvmXzloGM4V03JUkTqfeVFEVVVqKRXoobRAJ7TozVpccOQD+1eoUrNSQYuXJkIIDuw+wtUL/nm6z9UL/kwbOxNDUrIPhEajYeCIF/D09kg1Ni4mjoiwKG4Zrf0lBPB3XCwDb/rzdVhInsorKfzIk/cTytwPFuHq7sL46W+mtN2+HsCiacto0qYRrTs3p1S5dIpSZ5OM1uzZvwf2Dna5vm9B4KyUw4J1+k8VIyFiL6ASbbpAnLhOA7tZqeaGBIby95Y9+BT3om6T2pQoVTzVmILmbkAIIUGh1GlcKyX3/tB3BtNdNCdGH09JfLBXCvfPUlEU5q6enuf7ODo54OnjiSYTJvrWnVvQunML/rp2mZNJqX0mEoXgs7vBvOLlY1V2VPJkIZX3E0RsTBzzpyxm+PhXGPrOYOztrb9Y3T1dqVKrMkf+PY6nt3ueKO+MqJXP8et5yXXzj49UClPQYJfigS40RkLUvZhFIjrF+oR++0YA//xvH4YkIxazhe7Pd81HyTPHtl/+5OLpy8xe+QlVa1WmbMVkr3ItWoJEOJHEUpfK6JS8u1MuKpQqV5KxH43M0pzSdnY2lfd94lVVKu8nGKm8nyB0Wi2u7i7Y2dtRrETqak5uHm6MeLfgvZaLGru3/Uu5SmVSUpwCxKo3uKNufGSk4NGiI2nRqGV9DjepQ0RYZKFU3ACvvDkQkzHZs/zy2SsYkgyU7lyeD81fpxQg8cObz3QjsFeK/jVIfnLDaOCv2Jg0+11jE3DNR3kkhQ/52vYEYDQYWf/NRhSNhvHT37SpuAsLy2Z+w9F9xzMeWIjYu30fxw+ctGoLVw/YHKvBHuVeru/7pUEfPXXfZ+SkoVZpUwsbGo0Ge4fk2uytOjenUvUKLDVvIgEDiRhIwsgdQvmfeqiAJS163IiOxS6NFz1FQNvdp/JZIklhQyrvJ4CwkAh2b/uX0OCwghYlQxRFgSIWyzp18fs8/2pvqzYHbN9RN9UvpYTSBX1UbcprX6Ke/rM011UUBU0mzaLnjl9gdL/xxMbEZVru3OT29QDuXA8kNCGSoP6nSTwYBYAJMyEiskBkKsr8vWAtSUbb5VJ1GoVZE4elGU4oeTKQyvsJ4Oi+E3y4cCJlKpTK9JyTh88UiDf6G5OG0rhVgwzH/bxyE7PfW5gPEmWPYtqW2ONr3aZphZu2KokHevJ1f0GppMFocqmaVpmKpWjbtWVKBbT85rW3X2bgyBeo4VQe12d8savqTOz6YGLm3aKmpnyByFSUGTNmIF96Fsddo005f+sBR0VhvE9xbpuMHIqPI85iq9iL5ElAvroVMuKFmbPmSOzRUEfnlSsZlfbvPIiTs2OmHdBMRhNz31/E0HdeTpWis7BQu1HNQm3+1yoOtLL/gWvmb4hX7+CtaUx5XX8AGraox8SZb+PsmjuK9m5ACBZV5cVhfQGIjozJk9znmWG0ri9RL8dxTQRg8nOgtlqFFkrtApGlKFOiVHG6A0+JUsSrFvbHx3HHZKKGvSPfRISyKOwuOkVBpyj8WqEyVWxUMZM83sj0qIWIO5Z4no/aRYIwIVCornPne/d22OfQW/fK+WtsXbedt6aOyrQZNjoyBmdXJ2a/9zm9X3qaWg1r5EiGvCI6MoaFU5cxcuKQQhlOlR/MnrSQ+LgEEuISeWHIsyz4cCnTlkymet2qxMXEs3rR9zzTvxuly5dOlaEtr0gQSejRFUid7seZDVERvB8YQKJITtyiADUdHPizUrWCFUySJ8j0qEWE4dH7CBVJxGMhgeQT+LeJV3K8bmhQGMF3QrKUctTd0w2NRoO7pxsOaWRDyyuiI2M4uv9EpsaqqsrRf4/x0/Jf0h23Y9PfjH/lg3y799+6fke6qS9zk7EfjmTctDFUq1OFKjUr8e6MsVSplZwYxZBkIOh2MB+O+oxPx83JF3kAnBQHqbjT4bopgXfDL9Ix8BClbu7iueDUTppCCBZF36DRnf1UuLWH3sHHOJgYnaK4ITl+4VYad+OSxxupvAsJl8zRXFatQ0OMqFy2pB0uklkunrkMCpnK4Xztoj8XTl0Ckr2Jx0x5PdMpQXNK4K0ghvYcw8Zvf+Ob+d9lao6ntwdLf57Pq2+9lO643X/8Q0xkTL5lbrtw6hL+V26kfN65ZS9REdFpT8gGQgiEEDg6OxISHEp8bDwe3h40bt0w5Wft7evFjBUf8+yAHgTeDMJsfjwyuhV1Lpni2ZUYTiW9ExV1tq9PFsfc5PPoG4x2K8e3xerirOj4zXQLh4e+tTWqoJo0mT+RyFfjQsLSBNuntHra7NXNfphXx76UEo+bEVvWbScxwUCNevlrhhNCsGbxj9RtXIuBI15g4Ih+mZ5brnLGFZpmr/wkJ+JlmXdnvEV4SATbNvxJt+c68eOKDWh1Wtp3b51reyyfs4qI0Egmz5uA2WTGmJT2CeyF1/rwwmt9cm3vguL61SDmf7qRsyev4+rqSM8XWjB0dHe02vTPIcGBEaxcsoOI8Bjad6nHM32bp1kYJj/o6ujDU6WLATAs9AwRFut/n0nCwpLom7zpVo7X3JKT3zS2d6dJwH+UclG5EqtFMVvQJxpYWq1mvssvKXik8s4GNyxxfJ14iROmcK5YommiK8aPHu2txnyfeJXdxiBOmiOIEkZ+cGtHcztf2wsCe4zBqdo0wEuOOa95/XA8bkaM/uD1TN+L5zYenm506tUeB8ecnSQS4xOJj0vAp7h3LkmWPc6duMCW9dvp9lwnVmxexKG9R5k1aSGTZr2TK+tXq12Fa5euA1CzfnVq1n98stPZIiY6gbFDllK+cgnmLB3OndthLJ69GaEKRrz9TJrzwkNjeKXPHGJjEhACjh68TMjdKIaO7p6P0lujyeDF4WhSNLHCQk/nB98ZThotXR19OGeK40CV2sSpFsrZ2aMvYqGVktxBms2zwRVzNHuMQVTUulJBazvP0a+Gm0QLI23sMudE9WgpRYCn9WUy/EeeWd4fPpWdW/amO+bPzTsZ/cKEAlHeiqIwavJwquVCectvl/zE7EkFH0bWtlsrvvxlIVqtFq1Wi5ePJ3656FQXERZJwI3AXFsvu0RHxnDx9OU83+fXdfswGEzMWjyUpq2q81z/1gwd/RQ/rdlNfFzaaUR3bj9BYoKB+y4fRoOZlUu2ExgQXihLzwJcNSegRUllUq+id+KqKZ4Sej2V7R3QKwpnjbEMvHuSboGHWRlzu9A+kyR3kco7G3SyK8l+r2dY4taCKlrbITkb3Dvyi0cn3nDMnJf2s/blsH/ox2GPhjedc88c1rx9E6rWTv8U36RNIwa90S9dc6LFYuHk4TOF9gvCkGQgKjySl0Zm3uyeX1SvW5VX3hyY7pj71xv3q0/Z4trF6wgh6PvKs3z8xftcOnOFuJj4XJU1K2xdv4OlM77O830O/nuBZq1r4OzyICNd5x4NMSSZOH74aprzLKqK2WwdDy0E9Os6ndcHfJ6u4i8oolQzzoo2Vaiou0ZPolAx3nNau2KK5+mgI+xOiuC0KY4pkVd4Kyx/HCUlBUueK29FUW4oinJGUZSTiqIcvdfmpSjKX4qiXLn335xf7OYjmTkNZ/XE/LFLAwY7VKasxpk6Wk/Wurejki73YnWffenpDJO0eHp70LZbq3THfLfkR8b0m8DdwIxLEl44dYmlM75GVVXOHjuPEIL42ASrMUaDkeCAuxk/QCZRLSpGg8lmqcW8xmKxZNq3wBZCCEY+9zZfzV7Ja0+PtpktLeBmIJOGfczlsw+U1cKPl7Ltlz+zvW9OeXHYc8xY/lGe73PT/y7lKlhfPZUo6YWDox03r6f9+9iuc11svWtaLCqXz99mwaeP5qAvOnwfG8Cjng4bEu4SbpEe6I87+XXy7iCEqP9QvNokYKcQogqw897nJ5Lz5ih6Rf5Fm4g/OLpuD03eP8xmz8400udvApLE+EQ+HjODG1dupTvuqb5dGPvxyEzFVBsMRuJj45NrGb81i93b/mXoM6OtwrU2fvs7n7w1O8fy32fzj9tQNEqmnNhymy9nfsNn4+dZtW1YvZlP3p7NhtWbM5yvKAqvvfMyzw3uydBxgxGqmmpMqXIlmbv6UysryqxvptH3lV45lj+76HQ6XN3zvkxGTEwCLm6p88C7ujkSG51gY0Yy+3adTbPPaDRz9uSN3BAvV/HQ6IgXFiyPvHVEqyYcFQ12SvJXd6yaOnpAAW6YC581QZK7FJTD2rNA+3t//xbYA7xXQLIUGCFqIgOidxMnkv8BRtd3ItEl/XCu2Jg4NIom17Jz3Uej1eDp44GDU/qObX6lS9BvSOa8lus3rUP9pnUAWLJ+Hl6+Xjg5OXL1vD8/r/qV0ZOH03vQM7Tu0iLH8t+nSesGlCpbItfWy4i/f99N8J27DBrVn2dfeob42GTztSHJwGcT5mE2mfEq5kmZiplLTduqU3MArpz7g/9t+tuml3z5KtYvJh5e7jl8iseb777+K80+jUahVNnCl6mvss4JC4Lr5gQq651T2q+arD8PcCnJT/HWzq4aQCsUElQLThpZjvVxJT+UtwD+VBRFAMuFECuA4kKIoHv9wZBGFYfHGCEEE2IOpyhuAGN5D66UV0gUZhzTSHDx+cfLMBmNfLJ0Sq7K89WcVSQlJuVZlrLipZLNnf6Xb3Dsv5PUvBeK5ujkkKWc6xlRuUZFKteomGvrpUVcTDzL566iSo1KaO7FVD/8HFqdFl+/Yjw3uBcly2T9ZeKFIb2Jjsw4xn/v//YTEhjCC5l8oSrKuLk5ER+bOt9+bEwiru5pv8zGRKXtD+Dm7sTEqYXPP6KxgzuuipYt8SG845GcZyFBtfBnYhiDXB6kOW7i4MG77hWYH30dheRTtw4Nz9w9Bgg+8qjM6+75b4WS5D35obxbCyECFEXxBf5SFOXiw51CCHFPsVuhKMrrwOsAZcs+fr980+JPst9s+55Ol85tRsuOTVk642siQiPxKpZ7rgI9nu+K0ZD9+9rMUr9ZHUqV86PdU7kX75xf/Ll5J57eHnj7euNVzJOYyFiatWuc8mJyn3/+t5+t63cwZ9X0bO/lVcwTRycHIsIi8fJJ++ecGJ9YoM5q+Um5isW56W/tH3E3KJKkRGOqu/CHUTSp/U8UBXq/2IrRE57F2SX/k5wkqBZ2JYYDEGw2ECssbI1P/j7o6OiNk0bLGPdyLIy+gYdWT2WdE8tjb6MCQ93KWK01zqMCL7r44W+MZ0jYWeLFA+e8j6OuUt/ejaYOHvn1aJJ8Is+VtxAi4N5/QxRF+RVoCtxVFMVPCBGkKIofkEqL3Tuhr4Dk3OZ5LWd+syHJ32b7CMdq6JW0lXf7Hm0oWdYvy4o7MjyKwFvB1GpgOxa4Ss1KWVovuxTlWOQdG3diSDJQtlJp3pv1DtOWTLY5rnKNijRrZzMdcZb4ZsF3BN4OZuaKj9Mc89RznXO8jy1io2PZ/ce/9BzQvUCTmTxM8zY1+GHVLuLjklIU7t/bjmPvoKdh07QjKUqW9ubGtQdKX6fTMvytHgwe3iXPZU6LcNXI8DDru/j7nw+XaoGTxpE33cqhAoujbxKpmqhr58r64vUpprVLtV4pnQNOitZKcd9nauQVfineUJrQHzPy1GFNURRnRVFc7/8d6AqcBX4HXrk37BXgt7yUozAiSP2FaIeG8c510p2n1Wqzlf1s+y9/smLOKi6evpzvKTLjYuILbWhZVmjUsj4DR77AuOlvpjuuZFk/+r7ybI73e3l0fxITkti/82CO18oqVy/4s2XddhIKURhVn/6tsbPT8f7YlRz+7xKb1+9n5dLtDHi1g1X42KN8OGsQTs72ODnb4+hkT7VapRnwSod8lDw1ZXSOBJXraPNPGV3ysyiKwtvu5TleuhXXy7bntxKNqGOXtmOgm8b2WeyUMZauQYdJUGX50MeJvD55Fwd+vffmrgN+FELsUBTlCPCzoihDgZtA4bt0SodEYU7JiHZXTSROmNluuANAe7sSOCo6TpsiCFATCFKTvWAPm0OJFEZKaZyoq/digH0FvjVctUrNMtmpbp7J/OKwvnR8uj1vvTSR8dPfpGnbRnm218OYjCZGPvc2Q8cNpkOPNvmyZ14RGxOHIcmYpcpcqqry88pf6f58lyyX6fTwcqd5u0aUqVA6q6LmmAbN6/H174vzfd/0cHN3YvHq0cyf/gvvvrECVzdHXnylA8PGpJ8prWadcqzfPoXTx/1xcnagcYuq6HSP3ylUqyi0tffkH0OkVbsK3DYnsSk+mEGuuedfIilYZEnQbHDHEk+7yG02+/Z69qC01pl3Yw+zyXAzVf9z9uWY69oUVQiWJJxnQ9J17BQtbznVopdD3t/tBwfcpXhJ33w1hf69ZQ/Ozk4kJRlo3LoBrm4u+bZ3QRMXE8+kYR/zxqShWS6rqqoqJqMp06ltcxshBJu++52a9avj4uZMTFRcmtcuksKBUah0DTzMJXPq0LkPPSoxyr1cAUglyS7plQSVyvsJIjeUQVxMPFcvXKN+s8xbCX5asYGDe44QHRnD0HGv0CYXQ8MeZ75d/CNnj59n7upPszTvzNFzRIRF5tgp0GQyM2HwZILu3KVUOT8cnR2ZsTzt+3dJ4WBKxGVWxt5J1f6nX5N0ze6SwodU3hIAVi5cy5VzV5n1zbRsr7F1/Q6WzfyGwaMH0H9430zNEUJgMprQaDXodLIWTmYJCQzlbmAIdRrXytK8H5dvIOBWIO9+9lauyHH98k18SxZDp9MWmBVAknmOGqJ5Pvg4hocu5Z5xLMbXvun700gKH+kpb/lN+gTxTL9uhN3NmRf00/26IRB4eGacGMRisRB+NwLfksWws0/tIStJn8iIKK6cv5Zl5T1wxAu5KkeFqtLUWpRobO/OSt86TI+8RoJqoa9zCSbcixWXPD7IwiRPEMVL+Wb53vVRFEWh54vdadO1ZYZjd27Zw7jBk/Pdu/1x4Zb/Hc6fupSlOccPnGLGhHk59u7f9/dBls38JkdrSAqOTo4+7CnZjMOlW/KeZ8VUBU4kRR958i6kWCwWtNqi7RHbvnsbylUuK03l2aRLrw506ZW1kCZXdxe8fb1y7JDo4GCHo1P+Jy+RSCSZQ955F0KOHzjFoqnLWLphAS5uzhlPeIwRQrBh9WY692yfqxnlJBKJpLCT3p23NJsXQqrXqcJLb/TL9eIjRRGjwci+vw5w/UrqsDtJ7iOE4O2X3uOf/+0vaFEkEkk6SOWdQ8SNvxC73kJs6Ir4sSVi60DE9e3WYw5+itjcJ7l/XVvEjtcQgWlnzXJyccJiEaxe9H2uyXntoj+qjRKThZ2Th87g5eNBwxb1ClqUAkEIwc4te0mMz3yms0tnrmRp/MNsWbedarWrUL1O1WzNl0gk+YNU3jnl/FrQOUGTCdDhcyjRGP6djLjw04MxZgNUfxHaL4DWn4GDJ+x8ExF6Os1lXVydcHXPnWQmocFhvD98GmePnc+V9fKTYiV8qFC1XKHJr53fxMcmsGbxD1lyXJs9aSEj+rzF37/vyfJ+F09fpmzlMviWLJbluRKJJP+Qd945RCRFojhY38WKf96HsNMoz/1he45qgU3PQNn2KE3ztoz5pbNX0Om06O3sKFOhVJpK8HFwkCsobqtRfG88wWlLMP6WCGoLX1a6PwjXClPj+dF0koOW2wSo0bgqDjTWlmK0XQuKaTL2aTCbzVly+osIjeSfP/fTuFUDSpeX6TAlkqKKvPPOQx5V3AB4VYeE0LTnaLRg5wqqdQnOW/53OLj7SK7K9+varWz+4Q/KViydpuIWQjCkxyh+XrUpV/d+UvBXI9hvuUVp4YZDiAmT0frnekENZY/Zn266Ksx3eJqxdi05Z7nLsMSNJAhjhutn1Vvfq5gnvV96RipuiSQf+HPzLr5fti7f95UxPHlB2Glws05skRiXgEYjsNOYwH8rxN6Clh9Zjdn/1z6MV/+kmXE5aB2gal9E6XYkxCXa9Dq/fT2AWe8t4MOFEylRqrhNUd6dMTZDceNi44kKj8bLW3pzZ4c22gq0c64IwKRSO4gS1vfN9bV+/Oz0ErqHSr1W0xbjhYQf2GX25xl95vOFB90JxtXN1ebvw+F/jrF72z9069MpS+lrJRJJ1tn+y58079AUrU6LTq/P9/2l8s5lRNAhuLUbWk61at82fwLPVTiQ/EHnCG1nofjUTp4jVIi9Q//SWxGO5+B+6eHgw2wM6M7OQzF8tWlhqr18fL1o2bEZnt4eAFy7eJ0KVcuh0TxQEpkxhbu6ubB+72ocndMuqyhJG42iYDKaEEIQERZBhCUByj/od1VSpxQtp/HAAR1hIj5Le01+fRqePp4s+G5Gqr7D/xzj4unLNG/fJKuPIJFI0mDvjn3ERMXSs/+D6nUmk5nNP/yBq4crnZ5pVyBySbN5LiLiAuHfyVCmPUrlXlZ97rW7Meffxpjbfg5lO8I/7yOCjyKMsfDHIPi9L4Sfs67yrZroWvw/Rr0/1OZ+js6OvDSyH/YO9kSERfL+8KmcOJi2E5wtpr01k01rf89QcV+/fJNhPd8kJDDt64AnmUWffMm8D74gIT6RwFvBHP7nWLrjr1jCSMJMWY2HVbsQgiiRmMqcfuX8NW5cuUWHp9tSuUZFm2uOmfI6q7d9iV+ZEmz89rccPY9EIkkmMiyKiFDrMqt6vY5Fm6ax69B6Vv32EZHiar7LJU/euYQwRMPOMeDsB20+S9Vft0VLAgLjMHo3Rl++HSIhFE4uA5fSEHUVVNspRN0cTNRtUjvD/b18PJm75lPKVChFVEQ086Yspmb9agx8Pf0811fO+Weq2MSFU5e4cyMAvX3+m4eKAv1eew6L2cJXZc5jctZQyyPtNLSqECww7qOM4k4Tgx8nj5+hftM6RIskxib+zlU1HBV4QV+Hd+xaoSgKG1ZvxsHRnnGfjMlQltv+AVw4dTnTsocGh2Fnb5fleuMSyZNA70HPIITgh69+pnPP9hQv5UuSiOQP9VVifKK46yn4n/of7TSz8FNyVjsiK0hv81xAmBPhr5GQGAHdv0Vx9LI57qvZK7l57TYzV0xFHF0AN/4HeheI9k97cZdS0GdLpkOljAYjQ3q8QesuLenxfBfKVU6/RvjVC/54FfPEyyfj+27pkZ4xkxKT77y/cuqT5pjFhv9YbzrNV469Cf7jIqsXfU+z9o3xH1qMQ253sdyrBuWAjg/sO9BNXxWTyYyiZN15LTN8NOpTPHw8GffJaKv2qIhoXNycZXpbyROPyWTm/eEfM+D1F2jUsj6n1JWcE2sRWFLG6HCkutKPWsogdErupBaWVcXyEKGaYe9EiLkF3dekqbgBnhv8LNGR0clFI0JPJytmB0+IvgGkkUAlKQLCz4NP5ipL2dnbMXHWO1SvUyVTJ+q0TLC2kIo75/xiOsP3phN8at+V2toS1OpZnCo1K7Fo1nIOxMQi3B5k1UvCzClLEN30VdHrc/+f6qkjZylR0pe3po5Cb5d6/feHT6V999a8OKwve3fso1qdKmk6RkokjzN6vY55ax5YVI0ixkpxA5hJ5Lz4kUBxkG6ar9AoeatepfLOKYdmQsA+aPIuGKKtE694VYews3D+eyjbgWLOfhRzjoLdX0DYmeSkLh6V4dautNdXtGDOWrasepkws0vyn13ma8wz/Mubdi3poq8CJFdpK1e5DCFf1EGoYVbjNUBpTcalV7PDwT1HWDh1Kd37duHVN1+yOebtqaMoVa4k86Z8wfkTF+k1sAe9X3omT+SRSAobwVzhCgfQ40AduuBMsnVSFWa0OKCgQ2B93aliIpqbRHAJH7JWyjerSOWdUwLveZAfmZu677k/wLkEKBo4sQSSIpNP2p7V4KlVKMXqIRJCQGMHahrxvhodeFXLlCihwWGcOnyWzr3ap+o7uu84enu7Iq3Yb169RXhoZJFMlXrMHMCU+P/huzua1rW8oYp1/1U13MYshb76vPl5xcfG065bKwaPHpDmmGp1koV0cXNh/PQ3c1xOViIpKlznGL8xAzMGNGg5xmZeYQlOwp1d6njCOZ9KcT+MBVOafbmFVN45ROm7LeNB7eel3efgBToHMKZW3gKFdbd60C3KhLdvxtucOHiK33/cblN57995CEcnhyKtvP/esodb124XOuWdJEzstyQXTgkRccRjZKc52fu0lbYcQSKWd5O24RxqwW1/FDeaxxFrCQbAU3GktMYdO7QkPfJl4IY99nlkeuvUsz2derbP1NiRE1/LExkkksLKbr7BjAEAFQuJxLCKN2jKU4RxHgtJac4VmPEm87kbsot0WCsEiNAz8OcIsFibx80e1fhoa3VenzCEClXLpTE7bQ7/c4zD/xxjzJTXc0vUXGfLuu14envQukuLDMcajSbOn7hQ6BKQBKox9E5Ya7Nvs9PLHLcE8InB9tXI07rqfOzQiV+MZ5hj/CelXQFG6Zvzin2jvBA50/z9+25OHj7DhE8zTvYjkTwuLOdVYglL1a4VOtzVGOzTPVlreUm7J1fkkA5rhRylWB3iSnTBKWArykOOazo7Z2aumGpzjhCCL2etpMuzHahSsxKR4VE4Ojni4PjASU2n12FXCEK7jv13klv+d/C/dJ3x09+06gsJCsVitqQx05rTh88w94Mv+Pq3L3DzsA5rEkKgqmqBONWV1Lhx2GV0uv3P6NM3OT9vVwdX7FlhOowFwYu6OvS3q0dkeBRfz/+WkROHpHrm/KB4SV/KVSyT7/tKJAWBiSTOshMXvG0qb4tiJknRYi/SVt568ifZlVTehYRrJw5T1/cRj3NDpO3B94iKiCY+LoHI8Cimvz2banWqMmLikJT+hi3qFZiJWQhBUqIB1aIyd/IievXvQdValVONG/rOYAAWT19O8VK+9Hst7RCrRq0asGzDAptKbP3KTRzdd4J5az7NvYfIZ7rZVaWbnXUpTovZQmJ8IuZMvuDkNnUa16JO47x1vJFI8pNYcYfz4ifCxFmiuUEx6tJFuxgzRr5nHNEEY8aITlhwVZOwu3edZUZLtOKIQtrWag16Gilvptmfm0jlXUio0O5FxOXlKJbkuxRVsUPj1zzN8YqiMHnueADeG/oRviV96T+8b57KuPHb3wkOuMvoycPTHKOqKvv/PkjArSD+/fM/lv48nxWbF+Hq7ppurHq1OlXw8HbnvaEf0eOFrrR7qnWqMYqi4O37IBQvKdGQYmlo3701Fapk/WqhMLNr6142rN7Msl8WpPp/t3bZegJvBfLerHfyVIalM76mRYemhc7PQPL4c/3yTW5fv0PZimUoXyX9fBVZIYrrBIqD+FAT9aFwr8vsJ4aQFMXtrcZhUPREKcnhm3phQYuCczrFhMrSgUqaHrkma3rI9KiFBNfGr6BUfR4ULQINh/0diKtsOy3qo7z54QhGvvdarmbI+v3HbYwf/IFV2+5te/n3f/9hsaR9CgwLDmfZjG+oWK18yqnazcMtwyQzXXt3pEnrhsTFxvPTio0Zyud/6Qavdh/J7esBAJQoVZxm7fIvu1F+UK9pHZ4b3NPm/7tqtStj75g7iSDSRQiKgl+M5PHj+y/XseTTFfz+UyacgrNAaVrRR7uRNtrpuD9UhMBAPOLetaW7mpisuDVOGBQ9BkVPvOKIm0hCm8bJW4sdPkr+WankybsQYDabObb/JE3bjoPG74DFTOnbobh6eac5JzYmjgO7DtHl2Y5WpR8tFgs/fvUzz/TvnlKwJCsE3AzkyvlrNGnbEFd3F6u+JevnZzjft2QxVm1bhqNT1hWLoijMXPExEaFRGY71Ke5NjXpV8fZ9fCuheft60eXZjjb7jEYj546dx2Qy50kCl/uM/qDwOjtKHi8+GPkJTi5OeHl74Fe2BC8O68uET8di52CXpXX8L92gQtVyaR4YFMX2mbUs9VBR0QkLdlgIeyhLmlbY4alGoUvHUc2CkVBxjqqiT6YzYuYEefIuBFw+e5UFHy0hNCgMRdGg0dlRpkL6tZjPn7jIj8s3kJRosGpPjE/i2H+nCL5zl5vXbjNp2MdER0ZnWpZ3h3zI/CmLKVGqOB2ebput58mO4r6Pm4cbiQmJ/PvXgXTHRUVEExYcTlxMQrb3Ksq07tyCFb99kaeK+8i/x5n7wRd5tr5E8jAderSlTuNaePl6cWz/SW5evYWjs2OWnFDv3AjgvaEfcflc5guFGEnka4ayhtGomNGLZMuiBoGPJQ4/SwzlVAW9jbhu7SPOabfZy3WxI9N75wQZKlZIiI2OxdXdNUtzVFW1Kv/5KBGhkbzx/Du06tScsR+NzNSa509epFgJH4qV8MmSLLnJD1+t586NjO9zhRD58oZbGImJimHGhPm8MWlohvnrs8u5ExfZ//dBXn/31TxZXyLJC25cuUVEWCR7tv+bYSGfPZb3ucFhwrQPlLCzmoSbMKCikKS40ER5BaMI4Ir4FQVNimldiz0WDKnWLEsn2min5sqzyFCxAuCH5T8jBAwa2S9T4x9W3H/8/D9cPVxo27VVunPSU9wAXsU8+Wjhe7i4OWdKBoCa9fM+uUBGvDTyxQzH/P7TdnZt3cPnP8zOB4kKH/YO9pSrXBZXj6y98GWFWg2qU6tBwf8+SCRZoXyVssTHxnPlvD8/rfiFAa8/n+ZYA/GQxh12gmJHosaBCnTAXfElynKNaG6QEK7i7e1DEtE2lXcUV3LrUdJFKu884r+dhwgPici08n6Yu4EhGJJS/1Jkh8c1pWXzdo1xy0PFVdixd7DnjUmZc2iUSJ40ajWsQZ9Bz6DR2LbMGUlgB4sI5ZxVbg1IzmwJYFC0tOJl3ElOb+mnNCXCdI0/ni/O59/P4p9Sg2yurZA/uSak8s4jFq+biyExewr4tbdfzmVpHj98SxbDt2SxghZDIpHkA5EEcoRNBHKRcG5Ripr0Z5bVmBW8RgwhDxp6gxMedKZDqvV+Zza3OIkbKo+qd7OiBQEKGurQ5aEegU6n471Z7+BXpgReanVCOcPDJ3cNekrRMsfPmxmk8s4jNBoNjs75k2knM+zdsY+g23fzPBZcIpFIbJEYn8hvP26j7yu90NtlLfNjOLe4zlH8qIaaTkGQGrSjAT1TPmttqDiByk1OpNxdP4oRLSoK5UVFHJQHETfB4hjaqOLUrF8dRVFoo/mEXep4orgGJCv7cnSinmZYlp4tu0jlXcRYMW8NV85fY/Co/lnKfGVIMpKUmMTqRd9TrU4VWnZslodSSiQSiTV3A0P5c/MuWnVqRpmKpTMcf+74Bb5e8C19Bj1D26daUpnkpFW/MYNEYmzOccaLkhkUBdn263aivRPxbaNBi0BB4HAv3WkSOhRFC0op4sR5zqrf4a3U4JbYS4g4xYFPSuPzzAnadGmBo+LN09o1mEQCGqFHo+jy1YFWhooVMWo3rIFqUfG/nFzFSgjB8QOnUFXbb5H36dq7I6+OfQmL2YKqFv4IA4lE8nhRvkpZXNyc2bl1b6bGL/x4Kc4uTsl5H0T2lOKGVb/y1eyVVm1JRFGtVRKeagJ2WNCj4qkm4KkmoANq0IGI2a1wudiFq2Ire9SJhIoztNFOZ9b0r2nd2TrzpV5xQqvR53vkiwwVK+Lcvh7A+MGTmbHiYyrXqFjQ4hRJLpy6xJLPVjBp9rgM4+slEkn2uXMjAE9vT5xdnTIcGx0Zw7VL15n/wRcs+2VhSgbJ+ydvW3feBuIxYUCHHeWoj/vBJhiCFLr16Ww1ViDYxDSuc4z7d9YKGirQiOf4mJ+Wb6Ba3aoFnhZYhoo9xpSpUIrlmxfh6e2B2WxGp8vaj1QIQeCtIEqVK5lHEhZehBB8NXsVF05cJCkhCYvZwk9f/0L/YX2f2PhxiSQvKV2+FFPemE6nnu3p0KNNumMP7T1ClZqVWb3tS+zsM86yVplm+FEdV7wJ5w4H+JHg5ld4lSUAhASF8fPKTXR7tz7b7ediwoBCcry2ggYdejoyAoABI17I8bPmNdJs/hjg6e3BwT1HeK3HaBITUheJP3fiIhNenWKz7+yx87wz6H1CglKXv3uUQ3uPcudGQK7IXFiIDIvkhdf6sOjHOYSFhHPk3+OYTWk7xEgkkpzRoHldKlYrn+G4/X8f5Myxcxkq7tiYOP76bRcdGUEN2lGa2tTjKfryCXGEc5a/AYiPjef2nVv8ZpyFkUQEKgKBgkJXRvMay/GgRG48Yr4gzeaPCfGxCRzae4SOz7RL1RcaHMbW9TsYPGZAqlSDqqpy5fw1qtWukuEe778+ldqNavLSiKzHrj9pfD1vDTu37GHd3jUFLYpE8ljxqNl85sQFHNx9mPX/fJtSZfA+qxlFcSrRg+QKjDc5ye/MwMCDtMp6HBjMF3hS+KyP0mxehMlsClBnVyebihugWAkfhrxlO6GARqPJlOIG+Oyrj6Q5OZO4eboVaIpZiaQguHL+GtcuXuep5zpnPDiXqFm/Og1a1EuluB/w4DvLGS8MiSaubzVSvq+e6MsqLsWNOHm654+wuYg0mxdifl71K+8Pn5qve6ZnidFoNOkq75+Wb+DYfyfzQKqix4tDn2Px+nkFLYZEkq9cPH2Zw/8cy9c9nx3Yg6f6dErVHsoNIrhDCSqntPlQFt8rzbj8tRFzqB2nPzVgWVsHezKfQrqwIE/ehZiWHZviVybrdzAmoylLSRD+/fM/qtWpSkhgCPM/XMznP8zOVm3wsJAIimehgplEInm86Nm/Oz37d8/1dU0k4U/y1Wkc4RhJ5BL7AKhIY25xhgvspiJNcMGbCO5wkHW4UYxaWFsBBtedRMcdPYnRhPDCYm/KudTMdXnzgzy781YUpQzwHVCcZF/8FUKIRYqiTAWGA6H3hk4WQqRbbf1JvvMOuhNMSFAY9ZrUztT4EwdPMX/KEr7cuCDTVcreGvgenZ5pR+de7dn1xz/0eKFrhkVPJBKJJLOcO3GRreu38+6Mt7L13RLNXb7Gdi7/4azESAK7+ZpQbmAgHgdcqUAj2jAYF7xzKn6Bkd6dd14qbz/ATwhxXFEUV+AY0BvoB8QJITJtU3ySlfekYR9zy/82P+5alanxiQlJHNx9mPY92mT6fjqj0qIZYTabmTRsKv1e60PTto2yPP/EwVOsXbaemSs+xt4hrXsriURSVLlw6hI7Nv3N21NHpfm9ZLFYWLtsHb3698CrmGe+yHXnRgDfLf2Jd6aNwdHJIV/2zArpKe88O14JIYKEEMfv/T0WuADIDBhZpH331vTq3yPT4x2dHOjwdNtMK+5fvv2Nj8fMyK54ANy4chMHB3vKVMzej7d0+VI0alkfjVbD5XNXMZnMbN/4FyYZsiWRPBZs/PY3FEVJ93vJkGjg9OGz3A0MSXNMbqMoChqNtkg64uZLqJiiKOWBf4DawDjgVSAGOAqMF0JEpjf/ST55Z8S/fx2gco0K+PoVQ6vVcjcgBFd3F5xcHmQw+nLmN5QoXZw+L/dMNf/m1Vv4X76ZYcKE9Nj+y58c/ucYH3/xfrbXANi/8yCLP1nO1MXv89n4ucz8eiqly8v3PYkktzGabhMV+z1JxrMYTf442NentO+XVmMsaixhUZ8Tn/gPQphwtK+Pj8d47PRlsrzfpTNXsLO3o0LVcrn1CPnOfzsPUaqcH+Uql823PQvEbP7Q5i7AXuAzIcQmRVGKA2Ek34NPJ9m0/pqNea8DrwOULVu20c2bN/NUzsJATFQM096azaj3h1GpeoWUDGBdnu2QZurTd1+dQuPWDdmx6S9GvPsaG9ZspnqdKgwb/wq/rt1Ch6fb8t/OQ/gU96ZZO5u/AwXON/O/5ea120xbMpm7gSH4lS6BxWJJFZMukUhyh7jEvYRFzsPerjZGkz9arVcq5R0QOhajyR9v91FoNS5ExKzGYomgbIkf0Ghc0lj58cRoMNK1dh9ad27Op19+mG/7FojZ/N7GemAj8IMQYhOAEOKuEMIihFCBr4GmtuYKIVYIIRoLIRoXK1Z06jYH3g7i0tkrmR7vf+kGsdGxADg6OVKjXlWr+57IsEji4xLSms6c1dN5cdhzDBzZj1qNajBxxlu8NLIfhiQjf/2+G/9LN3i6XzebivvK+WvMnLggXfO0EIKTh8+kW/gkqy+AZ4+d59KZB/+P7gaFcPv6HTQaDX6lk73rC4viPnP0nM3MdI9y+3oA/dsPybNQuYS4BBZ8uITwkIg8WV/yZOHs0IbyJbfg5zMTO32FVP2JhjMkJh2iuNfHuDn3wNmxLX4+87CokUTHbc5VWYQQ/LJmc6ayPBYUdvZ2zP56GpPnji9oUVLIM+WtJF8irAQuCCEWPNTu99CwPsDZvJIhLxBCsG3Dn8TGxKUo3Yf5ePRnjHp+HCajKVPrLZq2jE3fbQFAb6dn2LhX8PT2AGDnlj24urum62l+/66mS68OuLq5ULyUL04uTjg42vPlLwtp1LJ+mnN1Oh12dnrSu+75cfkGxvSbwJVz12z2//bDH4x7eXK6z/go2zf+xf9+3ZnyedwnbzJ39adZWiM/sFgsvPXSJFYvWpvh2BMHT6Fa1EylfcwOZrOZqMgYDAZjnqwvebJQlPS/+o2my4AOR/uGKW06rTd2+iokJO3PVVni4xJYPmc1O3/fk6vr5jbN2je2uo4saPIyzrsV8DJwRlGUk/faJgMDFEWpT7LZ/AbcywRfREiMT2TN4h/Y+7/9XL98g+nLplhlKPts+VSCA+5mOs566uLJuLjaThDg6eOJb8msWR0ym5ENoELVcoz/9M10x3Tq2Q5HZ0eq1bGdha15+yZ4eGctO9GEz8ZafXZ0ciiUnp5arZa+r/Sic68OGY7tNaAHPft3zzPHF51Ox5jJw7P8+yCRZAchjCiKNrm29UMoih6j6YZVm8F4hfDoFagiDq3ake+/COTVsS9lOsOgk7MjL4/uT+dn2+eS9E8GMrd5Nji45wj/7TpE684taNSqfr6aeMcP/oDuz3ehc6/2qfpuXw9gyshPmP7lh5TNRLF7SdFh+dzVXD57lfnfflbQokgeM4LCJmFRo63uvOMT/yUobAJliv+AvV1yhjJVTeJGUE9UNYHKZZJP30bTLW7fHYxQE0GBhFh71i+pxpsffEqJUsXT3DMiLBInZ6d0UppKoADvvB9XmrdvwrhPxtC0baMcKW4hBDFRMVma0+HpNtRqWJ25Hyxi7459Vn0lSvny/JDe+JVO/Y9GCMGlM1dS3U/HxsQxa+KCVPdNS2d8zcoF32VJNkne8dKIfkz4LH0riUSSWzg5NEenLUlo5CyMppuYLWGERs5GVeNRHlIbsfHbEMKQkj7cydXAsA8CUxR3wM1ARj73NgE3Azm67zjrvt4IwMx35/Pt4h/z/bkeJ6TyLkCO/XeSEb3fzpICf+bFp/ArXYJSZUvi42udOUhvp6dn/+42Tfa3/O8w5Y3pXLt43bpDCMwWCzyi1Bu1qE+9ZnUy/zCSXMFisaRqU1WVs8fP4+snTeaS/EFR9JTw/hSzJYJbwf24Efg0JnMArs7d0WofzViWtvXWp7g37bu3wae4N1ER0USEJjtcjv3oDfoP75uHT/D4I83mOWDLuu3UbVwr23F/X878Br19spNabrDpuy3UqFeVGvWq2ewPuBlIqXKFr+ydJJnggLu8++qHTF08iUrVH4QG3rkRwPhXPmDG8o+s2u9zYPdhqtWukm9ZqSSPF7bM5vcRQmAy30JRtOh1pQkMHYdGcaSET/L1TYrZXCQCoCgOeLm9jqfbS/n6DI8r0myeR+z/+yAbVm/OcqjUfVzcXajdKPeS4l8+e4Xb1wPS7E9Pce/+4x+iI7NmwpfkLsVK+DBw5AuUqWDtr1C6fCm+2bLEpuIGWPLpCt5/fWo+SCh50lAUBTt9OfS60hhNt0hMOoKbS6+Ufjt9WUr7rsDJoS0O9g3x8RiHh+tAhDATE/c7EdHfEJewm4SkwyQZzpEcISzJDWRVsRzw4rDnWPjRMuJi43F1y3rSgpdH9c9VeSbNGZeteRaLhe+/XI+i0dC+e+tclUmSebRaLd37drHZl97v1+R54/O9DKOkaKOqSSkhX2ZLKEKNJy4hOXzTyaEVGo0DEdErsdOXR6Nxx2i6RkTMKlycuuDk0MxqLXu7qpQsNjflsxBmbtwZhsF0BZ3+fg6J5Ks8vc6PYh7TiQxxy5QVcO+OfWxdt4O5awpfKGlBI83mOaQwZwI7f/IiwXfu0vGZdlbttmS2WCwZ1uu2RWhwGEaDUZrjH2HNF99jNJp5fcKrBS2KRJIKkzmQm0F9bPaV8/sVva4koZELiEvchcUShV5XHDfnZ/FwHYiipH/mi0/8j6DQ90GxndxIVbV8N7c0U+auxZBkQAiBh5ftcNPA28Hs2PgXDVvUo36zull7yMeA9Mzm8uSdQ/JLca/54gdqN6pJ41YNMj3n3ImLXD3vT7U6VXB0cmTZzK+pVKMi+/8+yJL11kXdfl27lcP/HGXOqulZkmvtsvVEhUfxydIPuHTmCr/9+AcTPhv7xJcUrVanKhZzaucziaQwoNeVpHKZQ+mOKeY5jmKeWbfmmUx3QEk7a6NGY+HVdxNxcLRn4UdLUFWVD+a/a3NsyTIlEEKwYfXmJ1J5p4dU3oWQk4dOU7VWZatsPvGxCRiSDFla54Uhvfn79z1MfO1DFqydiU6vp1nbRpSpkLrYR8uOTSleyjfLsr7x3muYzcn/UBWNgk4vf6UAWnSwmfU3S4SHRKCqaqaTXUgkBY3ZEkpEzHIg/YqAGm2yg9uIianKWqTitbdfthmF8aQjzeaFDIvFwpDuoxg0qh9de3dCDb2FGn4HTckqWBw80Ol1WTJtm0xmbvvfybO0nfcJvBWEolFScpNLcs7MiQswm8x8uHBiQYsikWSKiOhviYhZQfrKW4OLY8cUj/XMsn/nQeo2qZ3K/2PFvDXY2el4deygNOcKIbgbGJJu4pjCiPQ2L0JotVqWbpiHs6szRxZ+SNykliQsHETcuIYsfWkAW9fvsDnvqzmrmD9lcap2vV6Xorjv3AggKiI6T+Reteh7vlvyU56sXRQ5tPcoK+auztEa1WpX5s6NwFySSCLJewQGhMjolCzwds9awiGz2cyKOav5bvGPqaJ7atarRvW6tsNjIVlxL5r2JaOfH09IYGiW9i3MSOVdCHF1d+Xw9r85tmkjmJIgMQaMibzqepDWHRranNOmcwvaP1KT2//SDUY+9zahwcnZ05Z8uoIfl2/IkiyR4VHExsRlOK5M+ZLyTuoh1q/cxJlj53O0RtturVISWVgsFvb9fSDT5sOAm4FEhEbmaH+J5GEsFotVkichBFcv+FspUxfHDig8nCTKVo0HPYKsXQHqdDre+vgN9v19kMiwqJT2X9b8hquHK83bN7E5Ly4mntioWK5e8GfQqBcp5vf4XEFJ5V1IGfNSYwbWsC4FqhEW3HW2zVH+l2+g0Vib0/1KF6dDjzZ43KtS9t7sdxjyVtqmJVvMn7KYWe8tzHigoqDRZv7XyZBksFmVrbBy9YI/dwNCMj2+14AejMzEfV56+BT3psO9F7I7NwJZMn0Ft/3TjuN/mK9mrWTtsnU52l8ieZgj/xzn/denEhcTD8CNK7d4f/hUrl++mTLG3q4KpXy/wF5fHb2uNM4OLWysZEKv87PRnj4NW9Zn9bYvrZIR3fK/ne6/y88mzOX7r35myfp59Hm5Z54VDioI5J13IcFkNFmlNbUEXyN+YnMeTT3o9NEOdJVTX4EsmrqMitXK03NAj1yVa80XP7Bn+7+s2f5Vrq67bObX3PK/w6yvp2VpnslkRrVYsHfIv4IGYXfDmfLGdOo0rsXoycOztcb8DxfT7qnWmYoWuHn1FmUqlk7lsZ8Yn4ijs2O6cw1JBi6euUKFKmXR6/UZjpdI0kMIgcFgJDIskuIlfTl77AKqakmxst3yv0OZCqXSVIpRsT8TFrWIR+/AK5U+mCNFGhkeReCtYGo1qJ7uuOuXb+Lq7oJP8UdTuhYN5J13IScxPpHXnhnNob0PXlA0xcqRKmewzg711oPy56sXfc/Gb38HYPSU13NdcQMMGvUi87+dkevrvji0L83bN2HO5M+zNO/Lmd8wY8K8jAdmArPZjDET9bH37tiHTq/j9XeHZHsvZ1dnHB3TLnv67ZIfWf/NRmJj4pg49CPWLl3HinlrrMakp4h/XvUrn7w9m4N7jjBn0uc4ODpIxS3JMRtWb2bYM6OZ8MoHWMwWzh4/b+XbUrZi6XSVsL1dFRRSh9NeD+hMfGL264L/8fP/+Hpexj4lFaqWK7KKOyNkXE8hwNHZkaHvDKbOQ6lSFa0OnNwh4SEHM60exfOBual4yWI4u7nw6/db2b11L1+sm0tuo9Pp8Pb1ynDcwT1HcPNwpWb99N+E7+Pt60WVmpWJCrN2oNuz/V8S4hLp8ULXVHOEEPQe9DRGgylzwmfAshnfEBEaydTF76c77rnBveg18Gn0OQiDy8iEXqJUcewd7HB1c2H2N58QdCeYU0fOWo35368775VQVLhw8iIjJw1N6WvYoh5xsfFEhkWxdMN87Oztsi2rRHKf9t3bULpcSXxLFiMpMYmn+3Wj7yu9Mp54D0f7Btjpq2EwnbZqV0UcweGTKVN8LXb6rNWGuHT2Cgd3H04zNvxJQSrvQoKttKQXW05i35eLGFYnDoRAV7sd2rqd2bV1L83bN6HHC92AZLNu8ZIZV5z6ftk6ajWsQYPm9azab1y5RcmyJXL0hT//wyVUqFqOOSs/yfScWg2qpzJ73Q0I4fuvfkZRoPvz1gp8zRc/cO2CP59+9VG25bxPSGAoLTo2w93TNcOxiqLkSHFnhm59OqX8vXyVspSvUpZm7RpjSDKkXBEEB9zFwcGeitUq4OzqbDW/co2KXD53lYunL9N70DN5KqvkycHXzwffe05eMycuwGKxMCUTSvPaxevs3LqX4eNfQa8rhu33bYUk49ksK2+/0sVp0bGZlfPZuq83Ehsdy/AnKKOhVN6FGF2Vpth1fAXHnpVQ3HzQ1mhDQlwiq7/4ATcPVxq3TvY89ynunSnTUHhoJDFR1k5iQgg+Gv0Z/Yb24ZkXn8q2rK+MGUCVmpWyPf8+Lw7rS+kKpajVoEaqvi7PdqB+LpUpXTh1KTqdjunLpuTKennBD1/9zMlDZ5j/bXI87CtjBqb0NWmTOuqgx/Nd6fF8aouFRJIbDB//CqqaOR+pmKgY7gbcJexuODt+jaD1M3aAjSsq4cqls1eoVrtKpuVw83DjpZH9rNrKVCxFdFQMQXeCcXB0wMPL/bFyTrOFdFgrgphM5lQnQVVVCbsbkfKWnBUCbwXh6eOJVqspFObW+NgEnF2dMh6YTYwGI4O7jWDI2EF0e65TxhMKiNDgMAJvB1OvSe0szdv31wHOn7yYozt6iSQ3iImKYcW8NQwco5Bg+gmwABoUxR4HuzpcP92fpZ+uZNUfS9P00bh57TYIkWHp5U1rt7D1p+0YjSZeHfsSnXu1z/XnyW/Sc1iTyrsQsnzOKho0r0fTto0yPefPzTtZvegH1v61Ap0u6waVBR8tISEugSkLCjabV9jdcMb0m8CUBe+SmJDEd0t/omSZEvQb2ifNkpjZISIsEk9vjyL/dr5m8Q9Url6R1l0ehOQc3HuEi6cv8+qbsqaypPAghCDJeB6D8Rw6rTfOju0RQuHdV6fQqFV9Bo7oZ3PerPcWEhcbR6/+PdL8Tvxz807qNa1DUkIS0ZExVK1d5Z5/SNFGepsXQbKqVBq2qE9SYhKnDp+12S+ESDc3+vOv9qb/8OeztGde4O3rxdtTR1GtblXKVylL684t0Oq0gMKG1ZvTrVeeFbx8PAud4g4JCuPTcXOIicp8XXXVoqKq1jWSm7drIhW3pFBw5ug53hk0icSEJBRFwdG+Fh6u/XBx6oSiaNFoNPR99VladbYVD57MuE9GU7l6RTb/sNVmv9lsZsOqzVw6c4VylctSt0ntx0JxZ4gQotD/adSokZCkj6qq4tDeo8KQZLDZv2ntFjGy79vpzv9pxS8iPCQiVd/lc1fFjHfnC6PRlGvyZodXnhohvpz1Tcpns9mc5vOmx8KPl4rvv1yfm6LlCqHBYWLmxAUiJiomS/OSEpPEprVbCvznI3k8OXHwlOjbcpA4feRslueG3Q0Xa5etExaLJUcyqKqa7hqqquZo/cIKcFSkoRflybsIEB4SwUejP0tJc2oLRVFo2rZRmnfW7bu3Zkg6ifuTEg38t/Mgt/xvp+q77X+HOzcCKOiDaqvOLfC8ly0OYMXcNUx/Z06W16nfrG6GyR0KAp/i3kya/Q6u7hl7wENyPvt///yPwFvBbPlpG+Eh4XksoeRJpGzFMrh5uBIRlvV0u96+Xgx648UclwhWFCXdNRRFwWQyM/n1aZw8dDrNcY8T0ts8DZbN/IaWHZsWinzddvZ6PLzcc+RM5untke4duqOTQ5px4okJSZQsUyJbd+k54dyJi0RHRtOyYzMg2dv1YZ4d2COV93xmsBWWl5dER8ZgSDTgm4lwvsyy6vO1REfGYGdvR4Wq5Vj1x7JcW1sieRivYp6pfr+OHziVbBVtWb9ghLKBTqelSq1K+Prl3r+zwow8eafBhVMX2bl1b7pjhBB8u/gHq9y+eYGruyvjpo/B3dMtW/MDbwUxrOcYbvnfydb8p/t1y1FChLC74cybspiEuISMBz8059DeI/y74z/eGTSJk4fPpBpTsqwf1etWzbZc+cX7r09lSI83cnXNsLvhtOvWimbtbPqySCR5yqE9Rzi4+3CmxwthQYj0a3znFEVRGPLWIEqWzXre9KKIPHmnQfe+XTFkInWm/6Wb1KhXnQpVy2VqXRHrj4i5iuLkh+KZOzHLGVGshA9P9e2cqUQujxJ4O5j9fx/khSG9s72/0WgiLjo20xWxACaPmEaXZzsy5K1B/LTiF0qXK5nt/Quatz56g0tnr+TqmhNnvp2r60kkWeGN94cBydXrfEv6ppnESAiV0Mg5xMT/Dghcnbrh6zUFRbE9PiIsEidnp0w7nF27eJ3iJX1xcXPOePBjhgwVyyfMZjOjeg7mpTa3ad1AB6hQphfa2uMLWrR02b/zIJvXbmXO6ukZemdfOHWJk4dOM+D1F3K879UL/pQsUwInl7yL934cUVWVhR8v5ekXuhUJq4Sk8LPu619o0aFpqjhrVVV5ofVgvIp5svzXRanupM1mM6Hh35NgWo0QSQAoij0eLi/h7THC5l7vDplCpeoVGfle5iryje43npYdm6VK2vK4IEPFcoDZbMZkSjb33Pfy+/fP/3ij7zir2rYZoVXMPNv4FrUrGImLS2D5L0biLv2GiLmcV6KnEB2Z+dCjR2nVqTlz13yaqbCq0OCw5IQKwI/LN3Dy8Bn+3LyTCa9mPYtZ5RoVpeLOLoX/fVxShDh7/AK3bIRoajQa3p46ikYt69v8fvh63rfMmbgxRXEDCGEgIelAqrEBNwN55+X3GTjyRQa8nnbIqhCCTWu3EBWRXBPhkyUf0O+1Ptl5rCKPNJtnwBeffEVSooHJc8czY8J8fIp7c/ncFfR22qxVqzFG8VRLLVhMhETA9UCFBIMWt8QQcMu7E9Llc1f58I1PWfj9zDy/C2rbrRVtu7UCknOHlyzrR53GtbCYM28ul+QMjUbDM/2fonKN3EtoI3my+fTLD9Psa9O1JW26trTZ1+flZ7h+4xIQTnJmNbjjr8HN1Y0yJazHunu6U7thDarXqYKjU9rV95ISDfy1eRflKpWhUcv6eHi7o9Wmrlr2JCDN5hnw365D/PT1L8xY/jFXzl3DzcOVcpXLotNps5TkQ6hm1L+fBmNUSluSxR5jk1V4lqycB5InY7FYOHHgFI1aNSh0SUmKOkKIXP1/arFYMgyJyYiIsEhGPvc2788Zl6oAjUSSFRITklg282tefqN/tiMlrl0+jnB4H0WTnCBqxafg7dWNiTPSr+SXGS6dvcKn4+ay4LsZFCuR9bTQRQFpNs8BVWtVpmrNytjZ6WnYoh6Va1REr9dl+Utb0ejQNFsM9l6g6EHrwLdH2jP7o7U5ki8uJp70XsA0Gg11m9QuEoo7NiaOi6czd43w88pNvNn/XdpX7kED79Yc3Xc8j6VLzVsDJrJtw5+5tt78KYtZ+PHSHK3h5ePJ59/PKhQhjpKijcVswdfrMiL6EyIu9iLsfCcirw7BEJX6dz4p4jciLvcj7Fx7Iq8OwRiXfNhav2IXf6zujK/nJE798zT2una8M3VCrsgXfOcufqWL41XMM7U8iQbOHD2XK/sUVqTZPAN8invz5oe2nSuyiuJeFU3nbWCKAb0LA5rGEhcTn+31TEYTg7uNoMuzHXjjodrOD/P7j9vYselvvty4MNv75Bfbfv4fe7bvy5SsW9fvAEWhRcem7Nj4dz5IZ43JZKbPyz2p1bBmxoMzybMDn0ajzdn7tMlkZu+O/fQa0CNPi7tIHn9c3Jzp2SsJrV1J7Nx6o2jdMcUeIPbOVFRLNI7eyY6pMcFbMYbNxcl3KDqnuhii/iDm5gQ8Kq1kwmdjk0vq2umpU78KOuUSejt9pmVISjQQHhJOKRvRJnb2dlStXcWm2XzP9n9Z8OESvv/768c27lsq73xGURSwcweSE6c8nDEsLcxmM0umr6DP4J6Uq1QmpV1vp6dB87okxiemObftU60oUbp4juXODzo83ZZuz3XO1Ng1O75Co9Fw9YJ/virvhLgEVn2+lv92H2bJ+nl4+aR+688u1epU4eThM2z67neeG9wrS3N/XrmJspXLUKVGJf75cz9N2zaiUvUKuSab5MnErdxcNDqPlM92Lo1RzWEkhq3D0fsFYqNjuX1uHk4eTfHxTa5ip3dugDnxMomha3EtMzVlbpWaldIsG3zqyFmiI6JTfGYADu45wop5a7C3t7P5Qt+iQ1NadGhqc70WHZpQs3414mMT4DEN+5Zm83xGhB3B8s9gLLtfQL28EiHUjOeogtiYOJuFRT5cOJFx08cA8Mua39i/86BVv6e3R4aJPO7cCEjX9J4brF70Pd8s+C7N/sSEJMYOmMiZY+cztV5O0y1ml9vXAzh+4BQvvtY3Uy9eWWXjmt84/E/6/h0hgaEYH8lBEBEWSUxkDN6+Xnz5y0KpuCW5wsOK+z5ah6qo5uRUzY4O0RQvbsS3fLLHd3xsAlERMdi7d8QYdzDV3LQ4c/Qcx/47adXm4eVOiw5N+HBh1isdunu68/kPszOdf6MoIk/eGSACd6IGbIeoi2COA5eyKBVfQlOqW3K/KQ7h/yMi5ADE3wStPXjUQVNjDIqLdVykiLqAeng8qMlKWFz7DoQZpVr6Zvm42PhM/QJHhkWmhFd98clXlKlQij4v90x3TkhgKO8Mep+PF02idqPcMwE/SrU6VdL1Ond0cmDK/HepVqdKnsmQG1SrUyVPU5GWKF2cmvWrpTvm47EzaNOlJQNHJJst1YRYXmnsgDDexBJyC61v+nWPJZLMMO2tWTg42vPerHes2s2JZ9HaJVsAVeMtABxck51uv563mojQSD6Y2RJhiSEpeg8KoHOqhVZfDNUSjzF6J0JNxM61JVr75HUGvfFiqv2r160qcxWkg1TeGaD6/4jiVBJqvY1i54EI2Y848RGqMRpNhX6QeBdx6zeUsj1RvEaCJQn16reo+19D0/YHFMcHJms14H8pihsASxLi1hZIR3nfuHKLia99yJxV0ylfJf0v5eETXk35e5ValShRyjfD5/MtWYzPln9kM7To3ImLlCrnh4eXu1W7yWRm6pszeOG1PtRvmrkscffzk6dHXr48FBVGTx6e4ZhJs95JucdTYyMIH9sKNSYCk8GIzs4O7zk70FdukNeiSh5zwkMicHukSI4x7ijGmH9wKTUZANWSXFtA0boA8PLo/smZKTXJSj3uzjRQkpNSuZb5jPjA2ajmaMBC/N3luJdfiN5ZRkVkB6m8M0DTdD6KnUfKZ8WnMWpSGML/R6jQD5xKoum4EUX7IDZR41UfdeeziNtbUKoOe7BYzFUbG6TvvFG2UmkmzRlH2UqlsyR3975dMj22ai3boWpfzfqGFh2bpZzw7qPTaalYrTzFshLnnk2EEFZpVRVFyXZc57WL/ri6uVqFvcRExfDfrsM8lcm79rzky1kriY2OTTP1aXhIBDeu3qJa7So4OjsCEL95KWpkCJiN6AGMZkK+eJtSX6Sfl18iyYhFP862+mwxBhF7+2PsXNvg4Pm0zTlfzlqFu6cbQ4bfuw4UhuQ/QOztKaAm8iCLkIm4wHl4VslZxM3PqzZRs171J+7lX955Z8DDijsF96pgSL7zUXSOVoo7eY47OJaApFAAhDEG9dr3EHEi9VqlnkrV9LCy0mg0NGxRj31/HSDgZmD2HyQbzPx6Gi8Oey5Vu6IoDH1nsE0P0MwQFRGNyWhKs3/XH//w04pfADi2/wRNirdP+TOiz1vZ2hNg1effs2H1Zqu28ycusWH15lR3yBkRHRnDsJ5jOHfiYpbmpedb0KFHG7o82yHN/h+Xb2DKG5/w/ZfrU9rU8EAwP5A9yaIw7g8DB7JQNEIisYWiKCkhpqo5hpib49DalbByQtNok0/mwhIHQJ+Xe/J0v25YDDayT6oJPJr+T1iyn/3xPjev3uZuUGiO1ylqyJN3NhCRZ8E5bRO2MERCwh0o0xOREIi6bwiYE8BWVR3/HxDe9VCKNU9pemvge3Tt3YlqtSsTcCuIm1dvcf7kRZq3b0LfV57N1WcJDQ7Dxc3FZlajvEr2P/XNGdRvXpdX33zJZr/FYsFiNrNl3XYCbwfxwmt9uHbRn3GfvIlzDlKmfjBvQkqYyvEDp/j9x218tOg9mrVvnOU4eFd3F3r27075ypm/X96x6W+2rNvO0p/n2+zP6H5v+IRXeebFbhQv+eA6xL5xN5L+3QSG5IptDo72DO9ZPdPXGRJJRgg1iZibExCqCfcKc1E0D74rtPbJDmEWw020dn7UalAdIcyEn89cUi2zpjHrvt5I31d6ZSmE7D6J8YmUKudHmy4tsjy3qCOVdxYRYUcgeC9KvbTzdYvzi0DriFLmGdQTH4ExBkjDq1w1oF7+Bu1DyvvFYX2pUbcqa5etI/BWEPYO9sz6ZlqepAGcOXEBNepVS6mVvXrRD5SpUJLOvdI+AeaUNz8cSbESaZvcu9zbe+FHS9izYx9D3x7M0/26UatB9Rzt6+TixJF/j3Hm2Hmat2tCmYqlrE4XWUGj0fDsS7ZNh4+StO9XEnf9RIPLx6lrjCb8rcM4PTcWx3bJ1xGWuzcJG1rb5lxtqcr4LE+22Dg42lOhanmrfofWvTEHXCF+/Rwwm7Fv3I1O479EsXfM8jNJJI8ihJmYWx9gMd7Bo+JyNDovq36tXSm0dmUxxOzGzjX5O8xiuAMP5TNPGx3xDGDP9iV0fLpttrK4hQSFsu+vg3Tu2SHbWeCKKlJ5ZwGREIh6/EMo3hZNmWdsjlFvbEQE7EDTaFay+TwhiDQVd8okaxPy/bfIt6eOQghhFRb1/bL11GtamzqNa+XoWe4zfvoY3D0fOKTZO9hhZ2+XK2unRWbDmN75ZAxjPhxps9zguRMXCbwdxN2AEACO/XeSyIhoSpbxS1PJm81mFny0FCEE7bu3Yeg7g7P/EFkg4dfFaEuUx33EHCKSIHzfVsxzX0PEhOPUcyQarxJ4zttpPcmYROSHz2LfqGuq9YQQ7Nm+j5Ydm2LvYI/Li+/i3C85a1VRyKQnKTrEBc7DFHcAZ7+3US3RqAnRKX06h6ooGjscfIYQHzgdrb4EOqe6JEVszsTKGhx8BuBTojJfbfo82/KVq1yWdt1bExxwVypviW2EMRr18Dvg6Iem4Se2xwT/gzg3H6XGaBS/9smN3vUhIRBEGne8GjuUcg/uleNi4lk6YwWvvf0yxUr4pPoyvhsYklJRJze4f2+9/Zc/2fXHP8xd/WmO18zNnN9p1Qle/81GtqzbnvL5q9mrAOjZvzufLP3A5hydTseKzYtwcXPJVyXn8dHPaNyTcy//8/UvHL9dincaPU3cpi9w6jkSRW+PXXXrZBNJ+34FixmHdqkrLEVFRPPN/DV4F/OkbpMHJ/b132yia++ONtNFSiTZwRSX7DsRH/R5qj7PqhtJMrgzasAm3p/eH9+obaiha9DaZ+blXIPeuVG6Iy6cusSKuWv49MsP080WeOdGQLqWvMeVAlPeiqI8BSwCtMA3QohZBSVLRghLEuqR8aCa0LSYn8pBDUBEnEI9PgWlbB80lV5OadfUfAc1+jJEX7CxsgZqjEVT9sE9thAqJqMJ1WL7tD7+0zdz/Dy2qNesLpocmuW/mf8tkWFRHN53DL/SJZizajoOjva5JKE1nyz9IEVJj+jzFp16ts9UaUDXR0Jf8oP7ihug//Dn6Tf0OX7q25UO5qA05yTt3YC2RAX01Zqk6vP09mDFotcx7VhI1C4LTk8Pw1KxMQd2HaJ6vapWyvt/m3dSvKSvvAOXZAuvapvS7XfSCwaNepEyNZrj7DompT36xnuY4g4ANvx8ADT29xzY0qZ4KV8atKiLg1P63yGePp6cP3mJjk+3S3fc40aBKG9FUbTAUqALcAc4oijK70KIzKXXykeEakY99j7E30bT8msUe6/UY2L9UY9MAN8WKLXHW3eqpuRiJChYeVoqWpS236NxtY6vdnV3ZcqCrGcUyikly5Sg5KN1+rJI9bpVMZnNlCznh9FoxM4+6w4o2eHdGW/lWPb8RKPRUF4bQYzGC1v++mpCDIZjf+Hce4yNXjCeP0jcRz3BmHyvaDi0DY+P1rPopzmpxm77+U+SEhJZvvmL3HwEyWPCX7/vplK1ClSsVj5b8xVFocuzHVO1u5WdSlzAHIxxh0DjioIF1XSX+6VBQaB3su3ncR8vH08Gjx6QZn9iQhKOTg7Ua1I7JfvktYv+rP9mE+Omj8HBMe3Soo8DBRUq1hS4KoTwF0IYgXVA7rpR5xLi7BwI+Q+lymtgikZEnnnwx2JEGCJQD70FWkc05ftB1LkH/bH+ySf2sMNYKW4HXzStV6NxrUh0ZAxjB0zk8jkbMeD5zJ+bd+J/6Ua257fu0oIO3dvw0sh+DBk7KN9SmFauUTEls1xRwHByD5UMV3F74R3iYxP44pOviI58EDJjOLAVjEnYt01tMreEBRL54bMpihvgZKiW/xbOsLnXsHGDM50vXvLkse+vA5w+cjbX11U0jriW+RjvGtvwrrYej4rL0TnX49eNdly+UgL38l+gaJxQzRHZSs0ceCuIIT3e4Mr5a1SvUzUlx7lWqyM2Jo5hvd4kIiwytx+rUFFQZvNSwO2HPt8BrFJwKYryOvA6QNmyBZfuUYQm3/mIcwt49FdM0/HXZIe0pGSnKfXgKOsBXvUh6iw8nL9c64RSYwyKe3IKTGdXJ5q0aZipbGiZ4X6MeHY80//beZikREO238IlGWO5e5OYea/h0OxpPPqPISI0kuCAuyQmJOLu6QZA0j+/oC1bA315a6dEVVU58+EQ/AzW5sZT0c7o7xixFR9Qp3GtXHNulDx+TFs8OV/20ei98aiwhCjjIoz21THE7CI67GdQNGjtSuJcZgETXp3PgBEv8OevO2n7VGs69GiT5nolShdn9OTh+JUpwet9xjLyvaG06dKC8lXK8tHnk9i7Y1+qzJCPIoTghy/X07V3pyLp7KbkdUEKm5sqyvPAU0KIYfc+vww0E0LYtBM2btxYHD2aubjBwoRQzajb24J4KKe31hFNg09QSrTN9Dpnjp4jNiYuUylG537wBWePnWfCp28W+i9ti8XCjAnz6f3S04Ve1txAjY0g4t0uKI6ueM3chuKQ2lqgxoQT+nJlnAdOxuXFd636jh84xYz+w1hc+yKaR/ztnIfNwqX3aKu2K+evodPpslyc4ci/xwn6P3tnHSZV+cXxz53c7mQXlu4O6RKQEgMVAaUEAQlRUkAEBEGRkJKSElH6R3d3dyyduwvbPbNT9/fHwMIws90wn+fhgbn3jTPD7pz7vu853/PkKZfPXOPBnUd8/OX7tO3QMkNjWLHyKpokDYe2b6FGhXUYNEGYnoVLkdlX5sCx1jRoXocD2w9To161dGelnDlynoo1ylvUqkjLph++HkvX/p2oWrtyhvrmFoIgnBNF0WJlqbzaNg8CCr/y2v/5tTcKQSJDKPUVGt3zVbBECfaFwStjggLnT1zk5IEz6Wr70RdtKVLCn4T41INB8gOXz1zl9OGzmRJnKGiI6kSix38GOi2uY9dadNwA6mObjFHmjT4xu1e1diXGvqswc9xIZch8i5q1X7d0Ixv+3pxhW4Mfh/Do3hOc3Zx4t20jata36qRbyRqP7z/BUZiHXvMY8yA2PXrVLT7+8n08fTzo8FV7i4773PGLDOw4zKy6Yq2G1TPsuAEEiYSI0CiiI7Ou8pYX5NXKWwbcApphdNpngM6iKF6z1L6grrxfoA8+AFGXEGx9EAI+shitnh/Q6XRMGTmTT7p9QJmKKVf30iRpEAQhy043KiKavZsP8mn3D7MtdSsmKpaV89fQY9CXAGz4ezMfdm6bY2px6UHU64ie8DnR54/w4OOpNO2Rcn555A+tETVq3KcfsHhf++AakQPqmFzTyWzZU2MU7Qd+hZOL08u2Wh2CYEyRs2Ilrwm/3jzFCHOpsiiupf5NtX9kWBT7th7K1u+LI3tOULV2JRydHLJlvOwm3628RVHUAQOAXcANYE1KjvtNQFqoKdIK3yEp3jFbHfdf05Zz9uj5bBtPEATs7G1QKFIXaenQsBvfdspaRLwqQcWo3uMpWa5YtuZcx8fG8+juYyJCI/iqbT92btjLs2BjTEJocFiO1y23RNyf36M5u5vwGh0pWcQNTeDp5D+i9uUqQh8Rgvb6cYu53S+QF62A49DFIFci2DiwLMifcyU/58KNYEJDwk3bymVWx20lzxFFAwnPFoHBguqaoECQ2OPoPzbNcdw8Xfmsx0fZ+n3RsEXdfOu40yLPfrNFUdwObM+r+Qsql89e5cjuE/Qe2h2NRosulRrZGUUqldJt4BeEPQ1Ptd2nX31EiTLmJUQzgo2dDS0+bErxMuk717KEWpXE3cD7JopqfgGF+PWv8YiiyNdDulGnSS3sHOyIiYplQMehDJ80iIo1KhAdGY2Pn3cqo2cfSRf2A1DkzFI4s5RXY2A9Fl9F6m08k1YfNebU2jRoz6N7T5g0dCrjZo/Ey9fTRMbVrkkHlBXro3sUiMfWy/i3eJeZdbNWVjEhLhGFjSJFURwrVl4lKiKaG5dupisORxW+ElXYv5goTQoKpMqi2Hp2R2Ff2Ux21Ura5Mm2eUYp6Nvm2UVMVCxdW/bB18+L6Ssm50h61LJZK7l85irTV0zO9rGzm90b97Fi7iqW7ZxvMbp+zZL/Ef40nH7Pa2RfvxhI6YolWbVoPScPnGHOmqm5bXK6USWq2bRyG+27tuOXIb8TULIIX33XJe2OmaT/Z0OoWKMc3/zQK+3GVt56tq3Zxeb/drDgf3+k2TbixoeIetOqXzK7qjgXm4MgpL75e+PSTYqXKYrSJmfEnvI7qW2bW513AePG5VuUKl88Q9uhz4JCcfN0TdcZtU6nQ5WgyhMlsoxiMBiIjojBydWR0JBwM6GW04fPER0ZzXsfNTO5rkpUExEagX9Rv9w0N9OcPXYBT293AjJQwSwjqBJUdH63J18P60abT61R5VbSh1ajRa6Qc3TPCR7ceWRMufJ9qSa4Y/0ebpzbT9fOh3m9FKjCuTVOhcekPr5WR/dWfekx6Euaf9Ak2+w+ceA0JcoUS04PUyWoUNgocqTwU1bJd2feVjLP/F8Xs/GfrRnqM6b/RP63Yku62spksiw57oS43Ityl0gkuHm6smvDPnq9358d6/eY3H+nUQ0zxw1ga2dTYBw3QM361XLMcQPY2tsyd+00WrVvkWNzWHnzeLEYuBt4n03/bmPzf6anoEUD4qlQ+iivO24AG5e0HxLlchkz//2Nd99Pf1ptelj91waO7Dme/HpM/1/4e85/2TpHbmBdeRcwTh06S/EyRfH08Ui78XMe3H6Et59XptIpMsLlM1eZNGwaf66dnqvFMTRJGhZP/5vSlUrR7P03U9/45pXbnDp0lq4DOiGKItGRMbi6u+S1WVasAMbdLIVSnrx6FQ0aIgJbg0Fl3lhQ4F5uB4Ik5bK1+qRHJIYuxqCLQeHcjLDoalw+c5X3P2+V3GbJHytAhK++T/s4yWAw8Ph+EAElCqPX601W2Tcu3cTTxwMP75fFTe7fesjRPcfpkoo8a25gXXkXQPZs2s+4gebnzrUb18yQ4wYoWqpIjjtugHJVyjBo7De4erjk+FyvolAq+GZkrzfWcQOEh0YQ9DAYgL1bDvJtx2HodCkUfbBiJZextbMxcYgGXZSpsuQLBDmO/uNTdNwP7z5GFfeY6Ls9SYrZizbhNAkhM7h09C+O7Ttl0nb3xv0EXrmZLvtOHTrL8K/G8PDuY54+ecb65ZuS75WrUsbEcT95EMTP3/3K1fOWiknlH6wr73zK3cD7XDl7jY++tFw3PDOEPHnKT/1+4cfpw3J0Gza7UCWqWfrHCjr37ZCm1OHbhFqVxJ3rd6lYo3yabeNi4tAkaXH3skbzWsk9RIOW8ztacveWmneTT2PkOBebjdzeqGZ29thZ4iNOUrdxReR2lZDI3ene+hvafuRG0/pHeFXMRZA6415uh8kc0ZExODjZpyv+R6/Xc+HEJaaMnEm7Tq25eu46vy22XNo5LjaeVYvW8+U3n+fKoic1rCvvDPJCHzwvKVG2GB99+T77tx7i9vW72TKmh5c7Lds3wzuHU6T+t2ILZ44Y88+jIqJZs+R/mcqvViWqeHTvCQlxCelqr0nSvPHFCACkMmm6HDfAX9P+5o+xc3PYIitWTBEkcp5EduD8eRmCxB4EBfa+3yY7btGgxU02hTKF1xAX9AtRtzuiU91k0oKfaPl+SczPyc2/P1zcnNMduCuVSilepih1332HTr0/TdFxA+zfeojQkLA8d9xpYXXer3Hx9BV6tO5HbHTmJfMiw6MwGCzX484ox/ad4tLpK9kyllwh59PuH+VYje0XBD9+mpwr/vDOIw7tPIpalZRGL3PcPFz59a/x+AVYKpxpzoo/VzPhe/OymG8SR/acoFe7AWg12nS17zm4CwN/+iaHrbJixZwPu/Rl0rIdOBebg1uZDdi6v5T8VUdvxckhHLlcB4YEDPoEou6PpVARXyR2DZkwVuDOreeNBRts3Npn2Z4Hdx5z58Y9dNrUF2dlK5WmRhZ1E3ID67b5K2iSNCz8fRmFivjwcZd2mVLyMRgMdG/1DZ16f0LrT9/LlB0Hth3Gq5CXifjI20psdCwjeo1l4I99KF819c8jNjqWqPBowkMjiQyLosWHlupspc2L34n0/P8bDAYObDtCgxZ1ciUXNS42nnPHLtKkdYMcnys9xMcm5Kn0rJWCScLTeajCV5heFBzwqLAbvV7P0umzeLfpXdxc1SicmnHjdjm0SVrqNK2VNwbnEdZt83SiVql5fP8J1epUybQEn0QiYcSv39GkTebTG84cPc/V89cz3T+vObjjKD8N+CVbxrJ3tCdJnURoSFiabZ1cnAgoWYS7gfcJvHwrzfYp8c+81fz4zcR0tY0Mi2LJzBXcDbzP7k0H2LRyW6bnTQ+OTg75xnEHP35Kz3b980Uteiv5j+1rd/PfwnXJr3U6HTcuGQPMZHYVQXh1W1qK3M54FCSVSuk17HuK15yDS4m/sPPsxMVTlzl7/EKmbXl45xF9Pv6OZ0GhmR4jv2HVQnwFJxenVM9C0kuF6uWS/y0aDIhJKiS26V+dDJ/8HWBMDwoNCaPhe/WybFNuElCiMJXSeSabFlKplPrN6lKoiG/ytbNHz1OkeGEiw6MoW7m0WZ8OX32cpTkbtaxP6Qol09XWw9udZTvmIwjw6/Dpb0Vp0xf4+Hnx/bj+bF+3m0f3ntC8XZO8NslKPkImkyJ7RW737NELzBg7l7+2zMHRqSEh2ubYS3cgSCRIlUVxLPxS3zw0JJyTB8/wQafWAPT8PuViPunBq5AXzd5vlKsprDnNW7/yvnj6CqcPn+Pquev8u2Btto4du2Up95u5cr+lF4+6VEMX+sRiu7Cn4WxfuxswqgptW7MLrUbLueMXObr3RIrji6JIfGz6grlyg6N7TvD33P8oVjqAz3pkzYG+Ss/vuyQ7U4PBwJxfFjJ/yhKmj5mTYp+oiGge3nmU/DoxPjFdT906nY6o8CjeaVQjXbaFPQ3n1tU7SKVSmrZtROc+n6Wr35uARCKhTtNa+Pr54ObhSmRYFI/uWf4Zt/Jmcv1iINN/mmMxIPW9j5uhUMiZPXEhYExznfXvlORCIBs3urDqf5/hVmYLLiWWIZG9dKyBl2+yd/OBbIsdsrWzoUPP9m9U+eG3fuV95sg5VAlqqtauRNCj4DTbazVa7gbet7jiexV14DnCZgyG51WjtA9vEvLDZxReYu6Mr10IZMe63dR99x1+/GYC4c8iqFijfJqOYOvqncydtIgVuxdmOPc7s0RHxpilbWk1WkKePEOn16PV5GzusUQiYd66GciVcuJi4lNst/qvDdy/9SB5J2XlgrXcuHST6X9PSnX8q+dvMGnYNOav/yNdT+lbV+/k2oVABv/cP7kMaXajSlRz/WIg8bHxHNl9gh+nD8uReTLL572MwURzJi4k+FEIkxamXSHKyptDakeM/sX8kD5ffQuCgLefV/K978b1S7Ffo5b1adSyfvYZ+SYiimK+/1OjRg0xv3Bo51GxY5MeoipRbXI9NCRMDHoUkvw6et2f4p2mTuKd+sqXfxrYigaDIcWx1Sq1OP+3JWJEWGS6bHn65JnY+8NvxTs37mbuzWSQB3ceiZ817CreDbxvcn3bml3ily2+FvV6vVmffxesEX/+7tdUx/1r+t/itrW7stNUUa1Si9GRMcmv42MTxJAnT1Pto9PpxLm/LBKvnb+R7nn0er24Z9N+8fPG3c1+JrKLA9uPiJ2b9RSvnr8u/vbDDHH57H9zZJ7M8u+CteJf05eLqkS1GBMVk3YHK28MsTFx4uAuI8WbV2/ntSlvJMBZMQW/+NavvDOKRCKh+8AvzNKtls3+l0KRF/m4qhKJkxcS1xIIUhkiL1OkJE6uqT6lKm2U9BneI922ePt5sWDjzIy/iUxSuJgfwyd/R9FSRoGXJHUSUpmUFh+9S6WaFZBIzE9hajWskaqOuCiK3Lp6G+/nRQKyC6WNkmsXAln4+1JmrJiMvaMd9o6pV2HTaXUEPwlBIk3/aZJEIqFJm4YUKx2QYyl4jVvVp0b9qjg6ORAZFsWVs9dyZJ7M4uXrwbplm/Dx96btZ9bCJm8TNrY2VKhezkShLKf5d8FaPLzdee+jd5k+Zg4KpZwBP/bJtfnzC1bnnUGuXww0CcJ4Qd9aBsSte9AdU4FEhuDgik35mqivnwUEMOjx+nFJmuMnxCUilUmzxRHs33aYW1fv0HfEV1keC4yOqmb9asmvJwyeQqHCvvQb2YvCxSw76JLlilOyXMq1v3U6PVqtDp9XttOyixJli/Hex804uPMopcqXSNUOMDr87gO/yLBIj0wmo0TZrNU3Tw1BEJLPCRu+Vy/fBTDu3XIQW3sbSmShNruVgolcLsvWUrWXzlzFxdUpVQVIiUSCIDEugt5t1xi5/M05x84I1jzvbEDU64jrWwKSXgkek9ug7DQevWMR9NFh2FSojdy/RJpjjRs4GSdXJwb/3D/Ldv27YC13Au/x04wRWR7LEjev3MbRxdGsFGd+Y+zASVSuVZFPun6QZttpY2aj1+mTI/6tpM3t63dxdnFKLrFoxcoLIsOisLW3NVMru3XtDh7e7rh5mMaVjPt2Mr6FfegzLP07kG8yqeV5v9Urb51Ol6q8nsFgQBCEVLe69ffOk/hHV1PHjdGho9NiVztjZRa/+r4LNtkk9mHQ63F0dMiWsSxRplKpLI9xeNcxLp+9xoDRvbPBIss4uzhx9dz1dDnv9zu0yrYI15zCEBOO6sAqRHUiyjptkRUph/7xTUS9FlmRcjx5HIpfgK/FY4ycoFT5tB9KrbzZLJu1EoVSYRZkO3n4NEqWL2HmjBf8toTy1crR87WKYGNmDM/wz21cTBzxcQn4+ufvRUR289Y6750b9rJ++SYWbZqdYptJQ6bi7u3ONz/0JCYqFjsHO+SvbJnrrh4i8fcOIFrYZpXKkVfLuMJaXHQcYerwbFnFfNmvY5bHSI2oiOgsl6W0d7TH2dUpewxKgY69P0Wj1nDu+EXWLdvExHk/mlRAepWta3ai1+kpV6VMjtp058Y9tq3ZRf/RX6dbnxlAHxVK5MA6GBJiQKcjYeVEkMlBbwCZHI2rH8NuVWTguP7Ub1YnB9+BFSsv8StaCIWFNKxBY7/B0dmBPZv206BFveQV+Lg5oyxqh0ulUv6Zt5rKNStQuVbFdM09/9fFnDx0ljVHlqf4e/0m8tY6b4VSQfizCBLjE7FzsBzI1K5zGxwcjeIqYwf8QrW6Veg2oHPyfdWi/pYdt50z9sPWIPHO+Dno4T3HSYxLpEa9qhnumxGiI2PQ6/SZrjZ1/WIg476dzOz/fjdJ/8goNepVzfH3+mJbX66QUbZyqVSf7FNLX8lO/vlzNccPnOKr777E0dkx3f0St8zDEBcF+ldS8rQa498aHYrQe4ysXYaKTd4uGcm8ZvdVkam7zI8gv20u8H6VzKk1FiRafGCUIn549zFFivsn71b6F/UjOjKGv+f8h3chr2SH/CKGwxKhwWGEh0Zy4sBp6jSphSAIiKKITqc3WTy94N12TQgNCcegN7xVzvutPPNWJajQ6w2cPHiGZu0ap7ot/vuomZQsX4JKNcrj6eNhskqM/coPdK8V3JDKUHwwGJuPh2ebvTnBlJF/oEpUM3bmD5nqr9fruXjqCtXrZl5KNj9y9uh5rl0IpNvAzmk3zgJJ6iS0Gl2GdcGjfvoIzfl9qbaReBbGc2nBldctiLxw3lM+E1C+4l98XMDV7s35/UiNqIho+nw0iB+mDKb6a4U90jqiBFg0bTn3bz3k25/6EBkWxfhBvzJ71VS8fD34b9E6zhw5z/S/J3HiwGlKliuea9oWeYlV2/w1vvvyB/ZuOUDzD5qk6Xgq1axA6eeRyq9v70pL1ACJ6ZOexLc0yrbfZrvNmeHssQts/GerxXt9hn/FwDGZT6+QSqXs3rjPRLs4vzL/18Uc3nUMgFk/z0/xMwGjIEpCfGKO26S0UWbYceufPkBz5Uia7QQHl0xaZSWrlPGBcoWE5D9vi+MGcHV3oV3H1qxdutHsXnqOhqQSCaEhYUSGRVG+almWbP0TL1+jg272fhM69/4UgFWL1nNk9/Fstb0g8lZum/cZ/hUlyxVj07/bSYxPoFPvl0EWEaGR2NrZJG+lt2rfPMVxbAcuJnFaJwz3L4FUirztt9i0/wEhlwKF0uJZcCiPH1hWjcuOc+b6zerg5Wv5bP7Smau4ebimmEKWm9g62GJjazxfK1muGD6pBLa8SMUKfxaBTqfDJ4drn2cE7Z2LIFO83Ca3hCBg1/brHLdl0rBpFC9TlI69Pkm7sZW3hiZtGuLq4ZJmu/jYBEb0+ol+P/RKrgXx1fdd+OqVALZXdRm8fD1QKOUkxCUy7e9fkMlk/LdoHfcC7zN6Wv5SHMwt3krn/WJLx9beFvG1yOLfR83Ev5hfuqKfJU6eOIzfi6hRg0yRI047PjYBW3ubTJ3lWBLMuHjqMggCVd+plGXbUpMvXLf0fwSUKEKvId2yPE9GmDl+HvXerU2thtWTr70ap9AmnSIiS2f+gypRzU9/5EyaXWY4cTOSu48caOdpQRZWIgOZHHnp6ti2yL6825Q4feisxQClt51ui0ViVSKFXKB9jfSdd19+IhIcZRQsUsgFSnhCUY+CuWIvXMwvXQ/sBoOBsJBw1Gp18rUVf66iZLni1G36jll7rUbLtNGz8PDxYNBYY336GvWq5vs01ZzkrXTeL3jvtXrPoigycEzvDAUQAQgK86jJ7GJUn/HUaVKTzn06ZMt4R/acQIBscd6pMXbWyEwHjyyf/S/FyxTNlBiJrb0NcqWpU1nx53/YOzrQvku7dI/Tb+TX6PU5q9OeUbTuAWj8K4IhKlkzH7kSeZma2LzbCamzJ4qaLRFyIWhn6Y55OZ4lUJBwc4Bu9QXK+IBBhIOBIrP2iiTp4JMapo74WpDI5O0ikQkgANpXYl7lUhGJAP3fFWlVScLfc/4jIjSS77NB9yE/YedgS+tPW1CsdNHka6pENUlJ5rtKIU+eMqTraAaO6WNSU6J0hZLprv73JlJgA9a0pzehPbYG/YNLiIlxSHxLoGzdH3ld0208Q/hj1Gt+RnflAGiTkHgXx+bzn5BVbmbSLmnzDJI2TQW9DlmVFtj2W4igTF1OMze4duEGGo2Wqu9UeqMCw1Jj6cx/KF6mGI1bZU9hgi2rdmDnYEez9xtny3i5zZZVO7h6/jojpwxBFEW0lw+jvXsR0WBAXrIqisqN8/So5mnQM34dMYMRv3731uXapsYvWwycfwRr+wlInv/uRiaIdPvL6NRTQyYx8KXTdipULk5sdBwNW9TNBYvzJ3q9noPbj9KoZT3kCjljB0yiVsPqvP95q7w2Lcd5I0VaNDvmIXgWwabzRARHN3SX9qKa1wcxLhLFe8YzP0NEEAk/t0JSpCK2vWYhKO3RP7pi3OZ+Be2ZrSRtnp68mtFdPYD67xHYfp1yDnhuoVAqGDdwMtNXTM4X58cZ5Y9xf/JOoxrUe7d2uvtYqs6VleODdh1bZ7hPfqJU+RJIZcb3LQgCiiqNUVTJPw8izi5OVK5ZAWcX60r8VRqWFjh0S+RZDPi6GK/9dShtxw2AKBJ4M5jOPdMWFspvLJiyBJ1Ox8ddPqBQYZ9U03HT4sHtR7h5utCs3cuf9zpNa1G2UupVHd8G8kdkVSawHbwSu34Lkdf+CFn5Rth0+hlZnfYk7ZyX3Ea9aiwSr2LYDf4PeY02yCo2RtlmAPKabU3G0l3ZDxrVywvaJLRHVxM3rBbbRw1i8rBp2WLzw7uPLda9TY2S5Yozdfkv2eK4h3Qbzd7NB02uaTVafvxmAtfO30ixX3xsAr3aDTCel2cQZ1enVH9xzxwxpmalxZh+E/ln3urk16Iosvqv9YQ/i0izr8FgyPDnnp8oW7k0bT7NuOBPbmFrb8tX33XJ9Bf0G4tg+vfTGJFDt9LX1cFWythfC2axjep1qxIfm8DPg37l4Z1H9Gjbjwe3H5m0CXoYzNgBk4iLTbmsL8CsCfPNotdbf9KCYqUDstvsAkeBXXlLHM2r2EgDKqE7a0wDEhNj0Z3dhm3vOWluKQpuvsYoXt0r5y2iAfHZferJginaemKW7Q0NDmPg50OZMG8MVdKpHATGlVZAicJZnh+gdPkSlKloekYklUkpXMwPF3fnFHoZoz4/6NSGEmkU9rBEWjWuD+86hqOzIxWqleVZUCjrlm2i9/AeZmIMfYb3MFGd02q0HN9/mlIVSqZZ0WjSkKl4+njQJ5sKtFixkh6O3BJxtgXv5xsSYXGgkJqecb+ORABXO5j0iYBUUjCPyWo1rE6lmhUIfxaOb2EfBo7pQ+HiposPhVKBs5tzmilkY2YMx976UGiRAuu8LaG/cxaJj1FnWf/gEui1IAgkTGiD/t55BCdPFM17onh/kMn5sfK9Pmj3L0OMizT2eQWJLolicRlfcb6ORqMBQch0tbC7gfeIDIs2iaJOD3q9nns3H+BXxJeDO45SqVYFChf3T74vkUjoMzx1p6ZKUNGsXZM0S2q+TvDjpzi7OKXab8jEgcn/jo+LJyToKTqN1sx5l61cmt0b91G1dpXnaSMKZv77W7rseL9jKxydc07j/QXhz8LZu/kgHXq2zzVdcSv5g583GyjjI1DMEwwGOHRT5NBN6Nf05Xl3YTfQp7ABJJXAlA5Q3EPATkGBj2+xsVUmlwJu0Nz8vN7TxyNdxZeyKr/8JvPGfMPorh1Gd347itZGeUsxJhQA1dIhSEvXwW7YWuSNOpO0bhLafUtN+mrPbkWMjzZz3C8QbLL+xe9f1I/FW+ZQpmLminkc2nmMHRv2ZKhPbHQsY/r9wsivx6HRaJmzZqpJGoZOp0tX+ctZExYwY+zcDNs8dfQs/l24Nt3tS5QtzsQ/x2Brb2vx/rbVu7h46lKG7ahau3KOlux8wcr5a5jzy0KCH4Xk+FxW8hf+rrDrqsiEzSITt4o8jIDhrQU+qv7SCbvYCfzYTsBGDvLnoRsKqfHffRpDJT8J9srUCyG9Leh0Om5fv5vXZuRrCmy0+asYwh6RML4l0lK1sBv0NwDa4+tQze+LrPZH2PX/K7mtatG36K4dxPEP42pa1KiIG1AW1AkWxwawHbsbqYc/go1DvohATy9Pg57xx7g/+aLv51SqUd7s/i9Dfsfe0d6innfIk6fY2tli72DHlXPX8PH3yXBOZWhwGI7ODik64zcNvV5PZGgknikI11ixAqDVi0QngqNSJCpRwMkW7JVvj8PWarQc3nWcJm0apBiAenz/KWb8NJdlO+ZneMfvTeKNlkcV46NInPo5goc/tn3nv7xh7wKArFwDk/bS8g0QI4MRVXHoQ24TP7h6qo4bBFSzvyL++2rE9S1B0uYZxnKfwOP7QUwZORONhdzE/ICPnze/Lhpv0XEDfNr9Iz7s3JYD24+QEGcqCTpn4kJWzF3F7o37+WPcPHz9vVElqhndZzw3r95O1/xehTyz1XGLmkTEiLuImtSDXPIKqVRqddxW0kQuFfB0FLBRSPB1Ed4qxw3w4M4jFs/4m7Cn4Sm2KVqqCHq9nicPgnLRsoJFgT7zFpMSSZzeGVGvxX7wvyarYmmhF6kEKewsCEanLMaGpTULRD5JfpW0bhJJ6yaBrSNJbX9Gp9MWuEjmPZsPcGTXcX6eO9pYnGTAJGxtbajT9GUlqiETB6JUKlHYKKhcqyKCICBXyPAv5o+La8rBbdmNKIoQ/RDxzj449DzqX5Agvj8NSZn0qaW9aeie3ifml87oHt1E4uaDyw/LkZexVhGzUjAoVb4Ey3fOR56KQp+vvw/DJg2iRLliuWhZwaLAbpuLeh2qP75Ef+8CdmO2I30eqPYq8SMbIPErg92AxcnXVAsHoLt1CsepZ4jtUQj0WVg1K2yxn3AAqW/uqfyEP4vgycPgLCmkPbj9iIunL/PRF+8DoNXqeHzvCYWL+1ssuZdXiKIBcetQuL0X9K9VbxOkCN8cRrAvGJWFEuMTiYuJz1L5VABRrye8VyUM4UEgGqV9BVsHPP66jMTZuuq3YuVN4o3cNlcvH4bu0l4UHw5BjI9Cd+ds8h/xudiK8pOR6M5sRv3fWHRXD6Je+wvaY2uwaT+cpB1/Zs1xA0gk6O+dz4Z3k352b9zPnl9+4dGE/gTPGoM2IjTDYxQtVSTZcQMgivz4zQQO7zyWjZZmnehjKzHc3mfuuAFEPWLEndw3KpOsmLeaKaNmZnkcQ0QQhtjwZMcNgCAxFi2xYuUtYfGMFaycvyavzchT8s8yK4Porh4EIOmfUWb3HKadR/AsgrxmW8Tec9FsnoFm90IEd39suv2G4OJD0pLB6ZtIqkjZyYvG4iQ5RdTudURuWYnqxnm0MdEkufhQq1hxyj08QMR9Y5R46L9zcWvTkZgDm9HHx2BXvgb+w6diV8Hiw5pF5Ao5vy+dgI9//qmgBXDn6B5qSNUpN3DIX/amxpd9Pyc2JjZLY9wNvMedC5epqjOV6BINOiSOblka20r2sTUskYVP4nmg0uEoE6jrrGRYUWe8lS+Ds5IMIudjNYiIVHdUYiN9O869oyNj+G/hOnoM+jLTabNgXIAolYpstKzgUWCdt+P0C+lqp6jfAUV906IeSZtnmAqypEZKjlthg6xcfaQVck6mMvTvP1D6FcNv2FQuXX+MbsNclCf3mrQRE+OI+N8SCo+cidw3gLB/53CndyvKrj2HolD6VYj8Agoh3tyB4domeHYNkuLBrRhCra8Qyr1PXGw8D249pFLNCi/nPrcccf8kKN0SyYezsu19v6Ba2/aIey8j6FTmN12KEKVzxkmjTfXsLL9g72iX5ajZG5ducfb4DdR2NamZcJZbcbY8TrLjg/drIyuVsfx/KznD3ggV392M4ktfe34o5kSoxsCMh7H0uh7BpqqeSASBeyotnS+HE6c3IEPARS5hQxVP3BVSEvQGZIKAsoAKtKRFXEw8D24/RJWoyrTz1mp1vNOweoYLSL1pFNgz76ygObIK9d/DISkx7cYWCLUryn6HVvT8dRzS5wpBE4f8TsuPmmVYRCU1dFHhyFyNZ7qiKHKppgNiCrWcq55LRJDLMWiSuN6mNM7vfkjhUS8dqj4xgYRLJxAkUuyr1UOiMP/FMfzzObj4I5RsBrauiPcOw9klCM1+5H/XXNi5fg8LNxrHFBMiEBe3AqkM/GvliPMWRRFx+3C4tQsEiTEPX24L/jUR2k5lULfx1GpYnS79O2X73PmZp0HPUNw/y8HN+7gbITJ00bR8U0P+bWdQYCQPVDo2VXsZ27A3QkXfG5HsrO6FBHj/QiiaV752ZUArDxtCNQbOxRl/v7v42jO6mLM159sCi2es4PqFG0z7e1Jem5LjvJGFSbKCvN6naA+vRH//AmhS2ZZ9HYkUwdkLVadF3Fu8EZ1On+y8ff19UpUYzQwvHDcABkNyipoZgoCo0yLI5UgUSuyrNyT28A54fqIQ+u8cgn4fBgY9yBQo/QIo/c8xZE4upsO0n4dg93L7VQioiyEhFPHsUj7qtZcWr5RQFY9MgxJNIO5pNr1bS29LQGj7O2K9gaCJB/cSCDLjQ4der+froT0KlMbxjLFzKVTYl2btGhMfm0DRUkUyNY6Pnzf4taV9g7ZpN7aSq+hEEUeZqcN1khkfrETgp7vRJo4bQAfsjVCjEeFFJMPqp4lUsFfwsfebn+N8/WIgB3ccpd/IXulq375rO5q0zp6KgwWZt/JxXZDKsBu5EXmzr4xn2mkhlaN2L4GiZV8cJh+jUp1q/LpoPEqbl6vXnt93oVR584j37LNZilP9lmDhSdyuSl0kti9/ySVyOZqQhxjUKqL2bCBoylDQ60AUQZtE0qO7hPw53nwOO/NzU8GrHMSHIpFIcHQyKs2JIZchcAdCo6HZ+A6NhVu04Q8RH55AjHmZ3ym4FkHwLp/suPds2s/fc/7jz8mLcHCyT3G8uZMWMeOnjCvD5RSVa1WkTOVSrP5rAwunLk27g5UCx6fe9pyN1fC/Z4nE6QzcV2mZ8TCWus5KStnJeZpkWdFQ/YrjBlAZRE7GZGBhUQC4dv4Gf05axJHdx7l/6yEr561m8rBpJKmTSIxP/y5oaEgYC6YsRZVg4TjtLSJHVt6CIPwOtAM0wF2ghyiK0YIgFAVuADefNz0pimLfnLAhTRslUhT1OxilUtNQCNUhYfn9QgydPs5kG8sQF4l61VgMwbeQFq+BTYcfc1SBzb1DH2KP7EBi74ho0CMobDDEROL1xYDkNqIoEnPxJIgi+tgoItb/ZVxxv4pBT8zBLfiPmJ7mtpwYfBFcjbmWcTFxiAYDDvsmILzTC8HRO6UsemPfuGcQdA4xMQpkCgSXwlC4tsU5RVFk78Rv6Fr+HqJMDqKI2OxHJFU6mLXd+M82WrZvxsAxxqpL8bEJ2DvamY3buGV9dDrLuxXH9p2kYvXyOLvmXhnLwEu3sHOw5euh3dAkWZbitVKwaepmw2+lXBl5O4phz7WMqjsqWFDe+GBc21lJcFKiyepbwLIaxe6gGJKmzqb/d1/m6MIgp7l59TZXz12neJmiqNVJ7Nl8AP+AQlStU5kiJYtQrU4VqtWpku7x3DxcKVW+BHJl/o91yUlyauW9B6goimJl4BYw8pV7d0VRrPr8T5447hdIi1RE2XGcsaKY0g7sXJA16Yq01gcgtwGFLSjtUZarxzfLV5g4B1GbRMLPrdCdWIfh7jm0B5eT+HuHHBNsSQp6wOOxvXF+90OqnIik6qkYqhx5hn21eoTMGUfi9XNoI8N4NPUHtI+fawJLJEhsLD9MXH4Yy47x5qvvVxEfnoDbexFq9QBgzi8LOTRtCCREQK2eqfcNuoC4uBXituGw72fY9SPi6m6IC5oiqqLN28cE0b38HaToQac2poftm4CYYF7yc+7aaXzQqQ3lq5ZFFEUGdhzG9rW7zdqVr1aWfVsOmSnCiaLIkj/+4eTBM6m+h9eJiojm4qnLBF5OZ13H1wh58hR7R3sUSkWqOwZWCi4nopP46W403Qs58E9FD2aWcSVKZ6D39QgSdAZ8lBJcZRIEjE67hoMcWQrPz3GChJMKxwL/s/L4XhA3Lt+iWp0qDP55AD/PGc2T+0Ec33uShi3Mi5akhaePB18P7Z5mRbI3nRx596IovvpNehL4NCfmyQ6UzXuiqN8BMT4SwbUQgsz4NKd/eAX93bMIzt7IqrVKDgjSXd6H7voRRI0aMeYZ6J6voLRJ6O9fRIx4guCRPSU8X6CLieRuv3YoChWh6OS/Te4FTFjM/aEdudmxDgA2JSqgbNsd3a5/kDm749N7FLHHdiMmmW4x3VfbIBw8QZsU5hRjniBuHQIlmyFUbA9A74Gf4rzxcwwNfkSVqMXR2SZFmzVbhnHsqpbGpbWmO/1xIYirvkTosdW0w9llCK+vPww6iAsG+5RLfgqCwKCxfSlZzrgyCXsaTkJcYvJ5siiKZssaQRCYv34GcoWcm1duc/nsNT7r8VGKc7xg25pdbFu9E7lCwbKd8zJcOczT253iBeiM/m1HZxBZdRW23YLQBHCxgSZFYWDtlHerJt+PoZmbDcOLOSOKIhPvxfBQpeO+CmqdMhas0YhgIxFo5W7D8VNX0BYpCpYckUxGZMfPcfDJmrBPXtP8gyY0/6AJOp2Og9uP0qRNAwZPHIgik1kiqgQVj+49oUylzBV5elPIjUeXr4DVr7wuJgjCBSAW+FEUxSOWOgmC0BvoDVCkSOYCe9KLYOuIYGuadiANqIQ0wFTFLGnnPKM0qkYFUrnRuZggYnyezj4MqkTuDfgQUauh+OxNJmfbAMoiJSm75ixJT+4harUoi5bmyeRBJJarhiCX80BjxyJ5E7rbX0IWGZzcr41rOB4ty1mcU1RFI677GpwKIbw/Nfm667014OLHf3ufcfXcOCYtHGv8DAxaRHUsKOwRJMZc1qAnkfzvsi2NS1vYHo64i5gUj6B8pVqbJb1y0QDOLx+EYqNjGfftr/Qb2YuSr9QWr1q7cvK/Vy1az7PgUCbOG4NEImHoL99afI+XzlzFzcOV4Ech3L6WPrGXTr0/5cPObdEkaTJV8nOQhQIwmeVu4H1OHz5Hp9759rm4wDP5CJwPge5VIcDF6MAfRKfe555KRztPo57/upA4/guOwyAYf1Ze3SpXG0Q2h6lQ3nuM7NotdO0sP0YbgMAEDbVSeVAuKAQ9DGHpzBWUqlCCgBKZX+Ds2riPLf/t4K8tczi08xgSiYAqUc2BbYf59a/UdxPfJDLtvAVB2AtYKjM1WhTFTc/bjMYYTLny+b0QoIgoihGCINQANgqCUEEURTP1ClEUFwILwZgqllk704soimxfu5tGLetZzB8URZGktRPhuXrbi1rhSGRGBya3QVqyFoK7n1nfTNuk03F/aEeSHt2h1N+Hkbun/ASu9Dc6M11UOOHbVmHfZRgApcsXp9fPQyhT1IPbXRs/L3sqIHFwwqe3ucCNqFUhbugLei1C+wUI8lcKi0Teh6dX6cRVqATi7JerZ3F2LYROK8HfmNVQtGIFpjqdsxRfZ0RmGigoFGuAeGMrGF5x9r5VEGxdkl/a2ttRsXo5PLxTXon3Gd4jXefJ29fuplARX3oN7krTto3SbA/GwiNZqQtuMBiyrc538OOn3EpngRgrGefUE5H992HpR1DUJf0P5G56DRtOXufrT2uz70kUGiHlr1gDoG3elBRySJLZFa4u8M47LiaOvZsPsGDjLBwcs3YM0K5jaxq9V58TB04zedhUWn3Sgs96fIROm9Yn+WaRaectimLz1O4LgtAdeB9oJj4/CBZFMQlIev7vc4Ig3AVKA9mXxJ1J1Kok/rdiC3KFjBYfvmseVCUaXm6RYwzcDtbYU6RyFUAkxqsSj4q1pU425mU+/mUAsUd24DdiOvroCBKiX57/2parhkShJHTlbGQu7si9/Eh6eJtni6cQKnHmSaInXvs3cX/El6DRcEsmw+2DLthVrIUgV+DcpJ1Zqpho0CFuHgRRDxC+WIXw2na10OA7qNENgE3/biPoYTAdit/E3T8Aof5A8Czzsm27GcjXfgVhtzGJo5UqoGYPhOdR/nExcTy885gK1dtCyGU4/w8ggGdZhE8Xmcwvl8v46rsuqX5mCqUCRSrKS4d2HuXCycuMmTGcScOmceLAaZMa5znF9YuB/Dp8Bn+s/BU3T9cM94+PTSAmKga/gEIANGxRN1PnhVbSx/bbUN03Y44boKVUw1JvPybdi8HJxRFpqCrVeNi03I0UcEjpULwAERkWxdXzN/hYrYEsOm+pVIqbpys161fjtyUTkus8+BfNvoVTQSCnos1bAcOBxqIoJr5y3ROIFEVRLwhCcaAUcC8nbMgotnY2TFo4jgEdhuDr72OiJAbG6PSnDiXxiLuDDAOXI23547oXC8dPxL1MJXb9vZn9CzdQp1m9bLMp7oRRTS3oN3Mp1/I7bqP0K4qYpCZk9li0YcFIXT1xa9uJ0l+PwhATwfWPKkOSMd1E1GqIWL8YfWw0xaatAoxKRZOG/M6nPT6mQrWyiHvGw71DCO+OBlU0ouriywm9yiN4lk5++dEPtTlx4DSKW5PBzg2hSG3Tz8veA6H7ZsSkOOOR86U1EPcMoXBNhNLvGW0SRe798yPFY/ciHrWBKh3g2zMIBh2CjWnO/OUzV7lw8jLdBnbO0mfq7OqEh7c7giDgF1AoU440o8z/bQnFyxalU+9PMq0F8N/CtQReuc205b9ks3VWLHE9DOoXgRknRHbdBb0B3vGD7+uCh13KznRU3VJ4P05gwcMEYtAjCkYHnJIDfzGSaOG1FHCUSejkk/ndnvxCQMkizFgxOVvHVCgVWSrQVNDJEYU1QRDuAErgxVLxpCiKfQVB+AT4GdBiXI6NFUVxS1rjZbfCWkqIosiNSzcpW7m0xe3NmJAgNMsGo3x8Hhw8CG4ynLJtPk7uq9Pq8kSqc9mslVw9f4PH958wbtZIylUpQ8yBLdwf8SWi2jR/UpDJqbj/MTIXdwwGA/N/W0LbDi0JKFEYw4J3IdZy/Vyh9z4EZ3+z64ZVXcDWNVMKa4arG2DPeGN0OYDMFup+g6ROH7O2y+f8y8kDZ5i3fkaG50kLrVbH8tkrad/1A9w8st+Zr5i7ilIVS1CncebLdqoS1cTHxuPpUzCqqBV0mi0XkUmgpBt8WRkStTD/LLjZwvz3STHFMiw0iq4TD6Ku/iF6UUB/cQ+GEjZEVi9h0YHLMF99u8sltPOwxUEm0MnHwUQTvSAyd9IiatavRu3G6a+3YMVIriusiaJosUamKIrrgfU5MWd2IAgC5auWBYwRjaP6jKfX4G5UqG4M7HL29YORL2PvnF7rm1ca203bNqJi9XLotHpKVTBGXct9/FFrDZiJoEokiDotNy7dZMGUJUyc91NyKoqkz36Tpo/vB7F68XoG/fRNiu9N0nFF5g0/Mf+l4wbQqeDmTrDgvD19PChXpYzZ9exArVITePkWEaGROeK8u/TvmOE+miQNf4ybR6fen1K4mB+2djbY2hXsc8+CxIslzaRm4GxjdNTudiLf7jAGsdUoZLnf0fOPiDx3BEWFVggKG7TB99BJXTBUTzlP20YC6ucnSwoB6jor+bGES/a9mTxGoZAjlRXsB5D8yNudKJcKSlsl1etVxbewpZi8/EVAicJm0ZsPkmyZrqrJCMUxJC++imQy7MrXQObujY9gQ4361bC1T9kh6LQ6klRJGAyGFNtkFvHxaYh5Yn7jlQC1V2nz6XvZNvemldtIiE+kc5/PAHB0cmDqsvy1HS2KIlqNFoPeuF5btWg9UeFRfJNOCcnMoNfrmTR0Kh92bkvlWhVzbJ6CgKMCCjm+dNwAlb1BLjFGnL/uvK88E5l8FCISK2Pba1pylIdNmz5gqyVJCCfplV1OuQBSAfr5O/BMI7L6WQICUMFBzoSSLgCEP4vA1cMFqbRgOj6tRsvNK7f5emj3vDbljeStlEdNDxKJhC79OubKmWhOULpiSYYunErxmeuwLV8djbM3jzwrU2LeVgRBwNXdhS79Olr8Ygh/FsHM8fPw8fdm9LRhJjKw2YUYGmiM+nudxsOzfa7XsXO0wz6LQTM5jdJGyehpQwkoaUyTLFY6gJIVSrBj3W5CHj9lwe9LSYjLXGGdlJBIJHh4u7/11ZrAmBpm6UBRxFyh+Gm8yJDd8CQWVDrjeeCLJkopVHWWs7C8G6XtZPgqpLT3suWPMm5sqOJFvyLOjC/pwvk6vpx4x5c1lT1xlEm4f+sB330xgl0b9uXo+8xJzh67wMQhv2f7z6kVI9aV9xuKTCbjnUY1gBq4Nv2Au4H3UD8IRmqf9hezWqUm/Gk4Oq0WyP6t2sjwKFyiH2Oq5gzI7ZB4W849z05afNA07Ub5jNqNa6JJ0tD/syEgCNy+dof42Pgslxl9FUEQKFa6KIbncrparY5rF268lUFBdf1h6UWIVou4PF99X3oKOoPxHPxVLj21rO5Q3QfKeYpUjDvPOw5V2V495frzdlIJdq88R08dPZsa9arx7vs5V3I4p6nTpBalypfI1p9RKy+xrrzfEkqULU7jVg2SX8fFxtO3/fdcPXfdrK1/UT8mzBuTIyswtSqJAR2GEhN4wvymW7Fsn+91YqNj+XfBmhQ1z/MzCqWCRZtn0/qTFkxd9gveftmvvHXq0FmuXzSWHrh0+gqTh00jJspMhuGN54My4KSEkXvh2CORPXdFJh6GmoWgsrepq44PeUzMf78ivlJiWCqB6a3g0yLRzB43lxsXAzM0/7jZI+k/+utM17zODwiCkKomg5WsYXXebyn2DnY0/6AxASWzV8o1LWxslfzw2/coHC0cRzjmfHxByJNnnNh/msT4RGNlskmL0u6Uz7l55TZREdFZHkcURcbMGE67jq0BqFGvKvPWz8jV4i35BXuFwB+twEEB4w/BjJPGc+7xTczbhqgUiDaO8FxdUCrA19VBIgi4e7mxaPOsDMcQREfGsH/roay/kQLEwzuPWPD70hyrD/GmYd02zyAXT11m66qdjJo2NNvUsnKKZ0GhREfGWNQAlkgkfNr9IwyXt6I9twEx6Aqo4xA8iyNp1AdptQ+T22rnd0C8d9JsDPkvtxDkGd9Wr1yrIvfVnfANOY9cojNuOcptEeoNSKtrlilTsRSzVxslX8tXLUNiAS4reOfGPZbNWklsdBzV61Wh+8AvAJg0dCqlK5Xi024fpjGCkeBHISycugy/gELcv/WASQvGAsaV0871ewl58pQhEwbm2PvIr/g7CfyeRpxkeKLIxqfeKNv1f+WqSJOiL1fnmdnBunHpJhdPXaHVJy0y3LegEvzkGWuX/I9aDapTvW76q4y9rViddwZxdHbE09czzVKauYVOp0Ov0xPy+BkBJQub2LVx5VYe3HnE5IXjUuyvP/wXglthJO1+QrB3wxB4AP1/AyExEmn9HsnthBL1kLZ6LZhMlvktvWIN2yCWLYl4dQMgIFT6BMHDNMNw/m+LqdP0nRw7c63ZoHq2jbVs1kpKVShB/WZ10mx77UIgapWaGvWqZmlOByd7fPy9GTJxoIls6zuNalK4WPrVpuQKOY7ODjRp3YAqr60QK1Yvh1+Ab5bsfJOJUoFMAppXkrgNSSqexSnxdczc12v4swjOHjnPwJ/ytOhirlOncU36j+5NqfLF025sxeq8M0qJssUoUTbnz2bTy/zflvDo7hMe3H5o3A0QBJzdnAkoUZieg7ui1aR+tivrsQTB/mUEjqRkfXSxz1DvnYdQ5XPsHJ4Hm9g5IwlI3dldPnMVVw/XNB3Hs6BQtq/bTbeBnZE0/SHFdqpENdERMamOlV/Q6/WIhvRt9x3Zc5yE2IQsO28fP28GjO5tdr35B00yNI6nj0fyyvpu4H1OHjxDnSZGQZm3PWUsLfyczIPVlDY2lHDP/K6c0kaBq4crSpuUZX7fRARB4OMv389rMwoM+Xvf9w0jfv96QkZ8woOPinOvhTuPv6pL3J7VJm0MCbGEzxzKw09Lc6+ZK4++qEL0mtnJ50DaoHvE7fiHhKPbEHU62ndpR8/BXZiyZAJValVk/d+b2bF+D2CMOE9L2ONVx518rVAFiAtl18b9FnqkzNplm9j5fO7UCHsaTuDlW2g1qRcQsXe0Z+vqHRmyIa+o3ahmchnStOg7/CuGTHy5DX038B5bV+80a7dvy0H6fzaEB7cfZZeZaXJ07wl2/+9lepIoiuzdfBBVojqVXm8X4YkiB+6LnA4SUUhhWktwVhrPuh0V8HtLCY7KzO/MOTo70n/01zi5vH2xBlbSj3XlnYtEr56F3DcAj4FTkLi4k3hiF6Hju2GIicD5U2O5yNBfvkZ16Sjuvccj8y+B+vwhImYPB1FEUbIST0d88jzRVEBRoiJ+c/ZQqMjLbc0xM4ZnWdTB8Og8Eq/ifNCpdfI18dYRNKON2uZCsXeQth2NxNc0rWvszBGIuiQSbp/HztWNH3/8m6q1K/FZj49N2lWsUZ7fFv+cph2f9fiowKy8Vy/eQOFifvQe1iPtxq9x69pdzh2/yPuftzK5bu9kT2xMHMGPQ9L9YJBVug0w1Y6PiYpl+ex/8fL1sK7Cgb//O8xfR2Kwq/c+mse3Yd9iNqz7kc2dHFDpwFaWsnRqerl85iq//TCD2aun5ojin5U3gxzRNs9uckvbPKfRR4cjdTHVpn42rivqa6cIWHsTgzqR++954PHt1GRnDvB01OfowoLRRQSjD32pPS7Y2OMx5A+cWqdeaSsjGG4fRffXF0g/m4q0plGBTLd7GoJrYQSPAMSoIPT750DsM+Tf7URwexmtLkYFET2lFVJtAjZKGUe1NSnx9WQCSgVkyhZRFFkyYwUtPnqXIsXNddXzE1qtDqlUkmNBjFqtDplMauIYIkIjkStk2NjacOrwORo0r0NsdBxjB05i4I+9KVG2OIGXbxEaEkajlvUzPXdcTDzjvp1Mr8Fdc0yitqDQduh2IsKiUTTphJgQg+HcdoYP+4wPy2efNHKSOonj+0/TpHWDfBNbYyVvSE3b3Lptnou87rgBFKWrogsPMb4w6MFgQGJvul0mcXAGRAyvlAQFEDVq9C/6ZpLQ4LCX40U+Rvfftwjl30t23ACy94YgrdUBSbHaSKu3R95nFSCgP7rYZCzd6u+x08dhI9GBVk0D6Wn8I49n2jaDwcCDO4+IDItMtV18bAIzx88jOjLnV+miKBIXE2d2XS6X5Wj2wZAuI/nfCtMaPjPHz+OvaX9z88pt/py0iKjwaOwc7Khep0pyAZMLJy9xbJ95pkBGsHOwpUL1soQ9i3jr03h0VVqjaNIJAMHeGVmjTkSos3cDU2mjpGmbhlbHbSVVrM47j0m6egpFYWMql8TOEft3PyXq3+kk3b6EITGOhGPbiT+wHqf2fVCWrwXSl18UgkyOqNOivnY6U3MHP37KgM+HEnj5FmJiNNol3RBc/ZB1slwh7MUXt+DohVC0JmLQVdP7wdcRXlVN02sw3DyQKdvAWLd3wp8/UrV25VTbaTQaHt55RGRYVKbnSi/b1+5mUOcRrJj7H1tWvTyP12p1TBw8hZtXbufIvJ37djBbPQ8c04eeg7tSqWYFlmz7EzdPV+RyGV0HdEo+L+3U+zNGThmSpbmlUil1GtdizoQFJg97bxNJOpFR+0RUr8V/KmVQIfu1cqxYSROr885DEs/uJ+HIZpw7Dkq+5v3jYhQBZXjSozb33/Pk6Q+f4NptJE6tu+A9YSWKkpWNYhBSGaJeR9S/0wga0ILQSeZRxymhDbqLOvAc3h6O/PTHCEqV9kO3tAfoNMh6LEVQ2Jr1Cbx8ix5tvnnNQb62MrCwUhDDcr5cu5uHKwZR5MD2IybXtRpttgd7NWndkEHj+uHg5PgyEh+QSAQcnR1TVMQyGAwc2HbYJEgvI8pldZrUMlOr8vTxSBZQSSkwcdzAyRzZY0HNLoOUr1qWP9dNzxFVt4LAHyfh1GNTOV8JxnKhtf2NP/dxMXF89+UP3Lp2J8vzHd1zgk3/bsvyOFbeXKzOO4/QhjwgdHx37Bu0w6lN1+Tr4bOGob5+Gs9RCyk0Zw9uX48jaslEYrcuRebqReHFxym6I8TowPU6UCWCNom47X8Tu2VpqnOKokjo5D487lKD4EGt2di8Kqv++AvDv/0Rw+9zsez3rFxhuRBCQMkifNLtQ5zdnBDjQhEfnEXwN82/FrzMxWAsRbPnBKN+H8oXfTuYXNu39RBj+k1Ar7dUSTlz2DvaUaVWRT7u8j7NXtGdlkqlDBr7TXIhkdcJDQlj0bTl3L/9EIBr52/w9YcDCQ0Jzxa7DAaDxfdZpnIp/ANSqF+ZQTy83fnfiq0czYaHgYLCiVuxjD8osvceaEXTr8v3SkDXKi8fWG3tbalWpzJevp4ZmiMhLpEx/SaaPGhGhUcT/iz146L8xM0rtzl77EJem/FWYY02zwP0sZGEDP0QmU8RvMYuS76edOcKsRsX4jtjK3a1mgNgW7UhhsQ4IuaMxLFNNwSJBDRJYKFMZ8Sfo3Bql3K0c+TutaxYuZ+WThpsNWq8tRo6SLYhBqqQtBmF/upNHKJUGB4anbDgVwEx7B76Hb+hqNyWtjX9EC9sQHvgTxAEpA16mowvbdwb3X9XQfs8rUhui6ReN4u2PL4fhJuHa7YVLfDyNY8naP5BEyrVKJ8rJRV3b9zHgW1HmLxonMX7Pn7eLNsxD4XSmLtbpnIphk/+Dk+f7NF+njF2LnqdnuGTv0u+JooiRYr7458BwZa0iAyPQiYvmCUqM8rWo/cZ9804bLpMQOJpKiMsk4Dna4XpZDKZWbR+epArZHj6uGNn/3LHq90rmR4FgcO7jhERFkXN+tXy2pS3BqvzzmUM6kRChrdH1GrwmbIBic1L56V9aCwIoSxpKg2oLFUVQ3w0hpgIpK6eSJzdEZQ2iImmedKGuGhEg8Ho4C0QEXiNwDglde1k2Co0+CrU+LokABIM2ydR43k73dzlAMh/OIZg5wqiiH7Hr5AYDUp7hOJ1kXVbhOBq6hQkFVsh+eR3DDsmgVaNUK45kgotLdoydfRMqtWpQvdvv0jnJ5dxZDIZftm06kyL8lXLoklKPW/9heMGo22Wvuhio2NZNutfvvquCw5O6S9b+kGnNhj0pg90ocFhzP55AeNmu1G2cul0j5UaXft3ZPN/20lSJ+VIqdj8wtN4kaVPimDTaxqC4ysiRoLxsEhngH8uw5NYkR8bgVya+eAyhVJB+64f4JFND3J5gbVmd+5jdd65iKjT8WxMZ7RP7uA37yAyV9PzQ5mPccs16dZF7Gq/1DRWBZ7DILdBa+OIFBAkEjwGTSVsch+T/oKDE1Erp2H3TnMUAWVMHgwAClWtxshScxDVmucdBMKjfNBHPsMQ/UogktIW/7n7ktPA5D2Xp+/9iSLila1GJ69VIV7chC76CbLeq8wiZ0dPG46z65tTN9q/qB/+RTO2wjUYDFw5d53KNSskfz6qBDXPgkNJUidlyHmXKl/C7Jq3nxdLts01OZvPKmFPw9m+bg+1GtbI9+l7meVelEjfraDWSZA4mTpUZyXEa0AvGmt7H38Miy9AX4vJPOlDlaBiaLcf6f9jbxq2qJs14zOBKIps2XCCfWeUBD1VE1DYjhGDyuHlkbrAU2R4FE+DnlG+StlcstTKq1jPvHORsGnfknhiJ67dRmKIiUB99VTyH1GThLJsDZRlaxA6uQ+xW5eSeO4AkUt/IXbtXE6IxXl8/2WOt1Pbbrh0HwUyBUiNOaZifAxRC8YQ1KseD9oVQXX+oMn89o0+xKH5ZwgKGwQ7R6QuHniNXoQh9rWztSQ1qguHM/4GIx4i3joE2ufFPvQaxLsn0B9aYNbUy9cjR1Zusycu4PdRlqPl8xv3bz3gl8G/m/y/evt58cv8n3D3yp5Ygex03ACFiviyeMucN9ZxA8w7A+oUVIU97UH7ygZHzKZ57N52LEvz2drb8suCn6jbtBbxsQm5no4X/CScOSuiuXE7jphYLVdvxDB49AW0WvOjuVf5b8Fa+n78ncWywlZyHqtISy7y8NPS6J5ajn4usjYQuW9RdBFPiVw0DtWZfeijw5H5FMGx1Rc4fjYQmY15FLgu4hkPPyoGovkvmmDnQNEtj5EoTftpg+9jiI9BHlAGQWHD/eZuiEmm1bUUJatQeNmpDL2/pAeX0M//BJlBY3pDKkc+/gqCInsdiSX+nvMfa5f+j2U75mebA8xuoiKimfD9FL4d0xcHJ3s8vN05ceA0CoWcSjUrmGyvp4YoiswcP4+WHzd768VTspPeW0QCLcQRSgSo7Qeng4wrbwDt4dVUqVGO+QOyXgVLq9HSo00/eg7uStM2DXl07wmiKBJQIutlew8dD2XvwWfcvhdHQqKOwoXs+PTDwrzb0Jsbt2L5YfwlElUvAx5tbaTM+KUqwc/UREdrqFjOmWIBDiZjarVadv1vH83bNS3QdcfzM6mJtFi3zXORgHW30mwjc/fB64f56R5T+/ShRccNgCiiCw1CUdi0Wpe8kGlhFdva75F4eJPJNV1EcLpteMGTBFucksBJ/loSmUQGcWHgnrLS2n8L11G0VBEe3XvC5z3bA8ZtZVEUMxRw1qV/R5p/2DTfOm4w1lKvUK0cbp4uyfnYG1du4/qFG/Qc3JWPvkh/cQa9Tm921m0lazQKgHuRoHntYzWIcD7EWONbowdDUiJOzT/npw+yNt+je0+Y9+tiRk75nu/G96NCVeM29L8L1gIiP/w2OGsTAOs3P8HH24ZvepTEyUnO6XMRTJ5xg9hYLVUquqB/raiOTm9gxPjLxMVrEQSQSgSGDypH43ovj/rkcjnvd2j1+lRWcgnrtnlBJ0llItzyKk9VUkQn8yjsxPhERvT8KTkf1b5eK4RXVuenE9wIds34OVaJCqVx+24tgvDyx+rCUyWTDjuBs0+qfe/cuMvVs9c5e/R8csrTvMl/MWnoNBLiEtmz+UCK24mGVyLvBUGgUGEfLp+5yvLZKzP8HnIDhVJBz++7mBSemLxwLPPWz6DtZ5YD/CwhCAJDJg6kQvVyaTe2km46V4L25UHx/JlR1L3cSUrSQ5Oi0L9CDMolAxlR5DKFHLOmhObgZI9fgC8KpZKa9ath+zzq/Pvx/WjaphEXTl7K0vgAE0ZVZNT35Wlc34tqlVzp070kTRt6sX7LE4oWsadaJVeUSuPvrVIhwWAQiYnVYjCAXg8arcj0uTezbIeV7MPqvAs4yrLV0du7oDG88gUiCBgUtszWNOTg/nNmfeRKBSXKFsPV3QUAxzbdsKvXBkFpg2DrwAWtD49rdMqUPdKAakg7zzHW+pbb4uxoS7H3PkNIo/b3mBkj+HpYd35fOhGpVMrU0bPw9vOmfZd23LgUyD9zV6FKUJn1u3TmKj3a9DOTLI2PSyAiNOcV17ILiUSCf1E/5ApzjWytVsey2StzRf7VCkgEgX61BPZ2FXB5fIbEuf0RNcb0RwGwV0C7as6M/qUvtd/J+oOTm4crA0b3Ntt6VtooOXv0PCcOZE5B8VWcncyPYkoWcyAiMglBEBg3oiL9virJR239aFjX01ImKokqPQaDSGRYFMtmr8xW/QQrGce6bV7Akdg5srF0H6KO76GP7yPkhUvh9Mk32Faqw68xepOKYy+Qy2Um1a8EiQTvn/9BF3wfgyqB3wLKIMgzX0tYWuV9JOWbQ1wYZZy8KSvL+Fg+ft6UrVQqeVW5ZPufFrfPS5UrTsde7XFwMj2Pq/dubeq9WztzbyCPOXngDO7ebskR5OpEFZdOXaV+szq4uDnnsXVvF33aV2RKQg9EhQ0CYCuHD8oYdz3qNn2HbzsNp81n79GqffMcmb+/hXrt2cX1m7H4FTLGoUilAm1aGNMqN2x9wr7Dz8za29tJMRhEngWHcunUVT7rnpRtOg1WMo41YO0N4MmDILQaHcVKZ656V3qIj03gv4Vr+bJfxzRrhBck9m45iLevJ5VqVsj2sZ9tX8fjxX+QcO8mhsQEbPwC8Pn4SwL6DEOiMD7QiKLIwz9/5cnK+Wgjw3GqXItDjtVwr1qLbgMzLvhhJfs58Vhk912Qo6V07CU+/aBW8r29mw9SuVZFiyJB+Znzl6P4YfwlhvQvQ8t3TR/wn4aq6N7vFJZCKZwdZUz8sTJlS1lrjecG1qpibzj+Rf0y5bhFg4HoNXMIHvw+ob/2fVndzAKx0bEEXrlNfGx8VkxN5sHtR/T5eBDPgkIz1T9JncTlM1fTbpgGl05d4cbl7DnLi46MYVTv8QQ9NAb7aaMjcK3blHK/LqTKsm34dujBg7mTuD3xZaGQh/N+4/7siQT0GU6VvzYhtben5oWVdOz4rtn4Seokdqzfk23blQZLe6NWzKhbWGBsE4HG+vNs+XMxmqSXZ+DNP2iCs6sj8bEJeWhhxngaqmLyjOvUq+Vh5rgBfLxsad3C9/XKBQDExOn49ofzHD/9dhaoyU9YnfdbTPjMIUQu/AnV6b3E7fiHJ1/VQR8XbbFtoSK+TFv+S3Kpyazi7edFs/cb4+Bkz+IZKzJUpAPgxIEz/PbDDJMv0szQd0RPnj4JzfD8llDaKClUxDc5t9q/cx9KDJ1AlF9Ftl14RtG+wynS83ueblyJKIrok9Q8mP8bAf1+oHC3/rg1aE6luWtAEHiyfK7Z+A9uP+LfBWuzpXra+uWbGNb9xyyP8zZRv1kdFm+dY5bKt/D3Zfw6YnoeWZUxYuO0jJpwBW9PG374PuXz+kbV9Eh0kcgsJHqIIkyacYOExBSS4a3kClbn/ZYiGgzEblyEqE40XtDrMCTGk3gsdyoZ2drZ0KFne7RaHdfOX+fkgTMZEqdo3Ko+c9ZMS3dOdEokqZN4FhyKKtE8GC6j2NrZMODH3ri6u3D9YiBbV+9CFEXCnoYnC7HIXd0xaI0PHDHnjqOPi8W77cva6VI7e2xqNeXS8sUs+WOFyWdSplIplu2Yly0PUPWb16F9tyzmOL2FyGTmYUIdv/6Er4dY1vDPT6iT9IyZdAWdzsCEUZWwUaacglntnfIsn9+Iz9sXsVQsEIlEICw8KQettZIWVuf9lhL0IBitQSAw0YGN4d7Pr4qIhpS3ZDVJGpbNWsn1i4FsXLk17TkeBnP22AXUqpR/yV3cnBk4pi+LZ/ydofKdgiAkR8tnBTdPV36Z/xM+ft4m1x/eecSgzsMJfxaR7rFEUeTiqcvodDpOHTrLtDGzOHPkPPWbvsOIn78h+sxRHi+bjf8XfREEgcS7NxGkUuyKmlZjsy9RFofESK5fuGm2RS7o9Rh0Oh4s+J2LPT/k9i/D0MVmPArdx8+b+s3qZLifFXM8fTxSrCaXX9DrDUz4/RpBISomjamMq0vaD73ehTx4+DgRS8/UBr2Ip4dVmCUvsUabv6WM/XYyDQu9h+O908TpZSCRIMiV2NVNWXQhLiaeCycvoVAquHExME0xkX1bDnFs30niYuKZt35Gcu3p1ylWOoA5q6fiVShjpRRzirPHLrBs5j9Uq1sVJ5f0669HhUczadg0Rv0+hB6DvqR6vaqUr1qWg+UdMWiMDzA+7btQctQUALQxUUjtHBBei6J3KezPU4OWKYt+QvJ8pfdjtxHYnd1ObdUNBJkcBAFRk0TkUSXh+7dRe/sFJMqXX6ZLZ63Ex8+L1p+0wBL/+2croijSvku7DH02Vgomsxbe5vT5SPr1LElsnJbrN18+8JUs7ohCbr6O02j0HDtluWTtkP5lsLezuo+8xPrpv6WMnTUSb29X4v/5jXdO7UbmWRWPb6eYFUt5FXcvN2b+OyXdc3Tp35FPe3zIueOXUnWCm1ZuIzI8ih6DvszQe8gpipYsQqOW9fnsq4+TC4Y8uP2IKaP+YNysUSlGFgc/CqFi9QpUrlURgCrP/66x/igGVSKxl85wf9YEbo4dSNkJ5mfaKWHQavE7sw7n+GcgFRGfb7sbRFgZXYQ6hljKnDmCW4OX6UoOjnap6ppLpdJc19C2knecu2isX/Dn4jtm91bMr42Pl7n0ssX9ckAuEyhRzMHiPSu5h9V5v6W8KCyh7PMz/4b5U7xMAG39zCtTAezedIBzR8+jVicxfvaodM8hCAJ29nYmlZKiIqK5dfUOtRu/zH5w8XDBYmhrLjN74kJKlitG609a0OG5RCvAspkrKVO5FA2a18HVPeU8a7lCjoubo1kFNaeK1QFwqdUAuas714f2oEivwcidXdEnxiPq9ezcuJ/Ay7f4fnx/dDHRSGztktPJkkIeU04IQy81PZeXCFBMGounTIeoNw0e+qzHx6m+1w8KWL1oK1njnwUZr1amkEuoX9udoydfOzoSwN3NumWe11iddzaSqLtNvO4ScokbLvJGCELB+HgLFy2Ed6GUV9yqBBUOTg6UrlgqxTbp5ciu42xft8fEeTduWT/L42YHhQp7WwwGi42JxWAw0LlPh1T7l6lUijKVUv+MHJ87cvXj+9iVKIOo15P44A6FiviS9Dw2IOFeIPYlXsrTShQ26JOMCl8hejsuat1ppXyMIEADu3AUTl4418gfn6GVN4sfh1RkzKTLnL0YhVQqIJEIfNe3tHXLPB9gFWnJJiKT9nIvYQxgAATspKUp57QUQUh/UY23AVEU0Wq0WY4SzwgJcYnExsTi65+6vvoLzp+4xO1rd/m8V/u0G2eQJ/8u4OboftQ9eAuljx9HavkS8PVQig0cDYBelcixhsXx6/g1JYZOQJcQz5l2tVA9uY+o1fJQ58A5gzedy8qRymXYBZSg9LhZ2Pi+uSU6reQ9T4ITCXmqorC/neUtdis5grWqWC5wL2Es8HLrMlF/g9CktXjbdMw7o3KAM0fOU7RUkUynKwmCwJRRMylU2IevvuuSzdZZ5t+Fa7lx6SbT/56UrvaR4VE8C86ceMyrXOjWGrf6zbEvXR5BIiXm3HEe/TUdr/c7YBdgPKIo2ncE92dPRObsin2JMjxaPAMMBvy7DQAgZP3fqEMeI2q1AATI4inpZkO9vU/NtuetWMkJgh4GM/H73xkzYxg+Xu55bY6V51iddzYginrAXCwkSnPojXPeK+evoV6z2nT4KvUz1dR478N3cfVwyT6j0uDLvh2IjY5Lu+FzmrdrQvN2TbI8r1PlWoSsX476yQMEqQzbIsUpMWwSfl/0SW4T8M0IRIOBh/N+RRsVgWOlmlRbsQulpzeR4VGsm7OcykmmqXaGpCSr47bAkyexrF51mWvXQnnwIJpKlb2ZObNthscxGAxIJNYs2hd4eLvTpHUDPLytjjs/Yd02zybORdZDRGtyzVnWhFJOv+eRRTmDVqNFJpclOw8xPhwxPhLdf4Mg9BbIbZF+NAFp9cw79/zAmsX/IzoymmbtmlCibLG0O+QAer2e7VNm4PD3OAxqY7CaoFDi0bQNleevyxOb8jNHjz5k5h8nKF/ek/v3o3B1s82w83545xE/9pvImD9Gs2T5TS5cCMbeXsHgIfVp0CDnagdYsWIJq7Z5OlDrH/MgYRLXYjpxNrI2gbF9zNpoDOHcjx/Ppag2nI9sxLWYL4hI2gGAt003Xg+ZjtUdI1y9JTfMz3bCn0VgMBj4c/JfJuIpcoUcQRAQdRq0S3ug/aUOuunNIeQa6LWgjkW/ahD6m4fy0PqsY+dgw6UzV1m7dGOOjP8sKJTAy7dSbSOVSmk3cihlJy9E7uKORGmDe6OWlJ+6NEdsSi/b1+7KljKV2U29ekVYu64j439uRtFirpkao1ARXzp9/SmLllzj3LkgkpL0REaqmPDzAW7fTr9gjxUrOY112/w5Kv09YrTHcJBWQhTNNXtF0cCduMHoxBj87QYil7gTpdnP/YSfkAhK/Gx7IxXsCFLNBoy7GSJaHib+hpPiHRQSb7Mx8yN3A++zdOY/BF6+xZQlEwh/FmGxGIl+/xzEO8dAb1lb3HBwHtIyjXPa3Bzj/c9b07K9ZYGT7GDTv9u4f/shkxeOS7Ot70ed8f0ofRXGktRJHNp5lOYfNM2xrd8nD4JRq7OmKZ8TSCRZP0qQK+S0+ew9ps1bgl7/cldSbxA5fz6YUqWsW8dW8gdW5/0cF3lDXF2MzuZu3Ai0YrTJfbXhEYn6G5R0mIaLohEATvJ3SNBdJVKzB1fFu7jI6xGsmo/4yvm3gAy1/kmBcd4ADs4OjJw6lGKlA/jpjxEW24j3T4NWnfIgUnkOWZd1EuMT+WnAJHp+34VyVcqk2E4uz/yvR2x0LBdOXqZxqwYW7/cc3BWtJvsLOzy4/Yi/56yiWp0q2VZE5nV6Du5qsbZ6QUWt1nHpYggiULmyD7a2L46FXjpvndaAXGbdqLSSf7D+ND5HEFL/KF6sxqWCqbKQVHipHKYVo0wcN4CBRGwkftlkZc6gSlRz8sAZAEqULcYPv35PjbpVUg2KErxKpOygBQmSFoNzwtRsQWmrpHzVMsTHJTC4y0i2rt7J6L4/Z+sc545dZPnsf1Ms3ymVSrGxTb/Qxeb/dhARGplqG4PBgKOLI8t2GouXbFuzi4d3H2fIbkvs3LCX6xcD0SRpmP7THL5s8TV3A+9ledzcQqvVodVaflCKjlbTvft6xo3bz9if9vFF5zWcOxdkUTRoy5abVlU6K/mGHHPegiCMEwQhSBCEi8//tHnl3khBEO4IgnBTEISWOWVDdmIrLYG9tCJBqgWo9Y/Qi/GEJ20hXncJT6UxHzhRF4j5RyqiJ+sVq3KSCycvMXvifFSJqaykgQVTlrJy/hqWzvyHR8U7gKs/KO1B6QAKe3D0Au8ySPuuRhpQLdP2iKLImSPn01XuM0mdREJcYobGl0qlfPVdF0qVL0GF6uUpV7UsNRtUz6y5FmnathELN83KlhWqTqdj1//2pll3/Pj+Uwz+ciSa51vaJ/af5p8/V3H7+t0szX/x5GVuXbuDWqUm+FEIrdq3oHCxgpFXHvwohO6t+zLtx1kW7y9adJaw0ARUKh1JSXqiotQMH7YLvc681vmDB5FcPHM7p022YiVd5PTKe4YoilWf/9kOIAhCeaAjUAFoBfwpFAAlE0EQKOU4ExC5GvMJF6Ka8jBhEkXtx+AkrwWAXOKGpUf2+/HjctXWjFKjXlWkMhkXT11OsY3BYODahRsobBQ8vh9EWLQW+fe7kHX7C1nXBch/Oo9izFkUQ/YgLVYbgA0rtjDlhz+IjsxY1av42HimjZnN5TNX02w779fF/PbDjAyN/wIXN2d6ft+FEmWK8vGXlousXL8YmGZgWUq8KB9p0L1c9d0NvMeTB0EZHmfummk0aJ66xGWNetX4+c/RyZrmE+ePQa83cDfwfgYtN+WHKYP56Iv3cXJx4qc/RnD26Hnu336YpTFzi7iYeDx83Pk4hQIsQU9iTM62AQwGLFbSEkUQDdYa1lbyB3mxbf4hsEoUxSRRFO8Dd4B38sCODCGKBu4njEUnRlPcfhKlHefjZdOJBwkTidEcB8BVYTnASa1/kIuWZhyljZKu/TtRsXo5i/efPAgiLiaOoiWLULlmBX76YwS1G9dEkNtwJcqZ//aFICjMVZfCQsI5feRchp2Ho7MjizbNStdquHOfDvQc3DVD42eE7Wt3s33d7kz1jblwkiPv+HGgtA1H6xcj7vpFVs5fy7qlmzI8ll6v55chv3PtQuDzB6lAky3cCycv0avdAHz8TGVuf/pjBK3aN399uExj52BHnSa18PUvGDEcZSqVYuY/v1EmBWnfKlXSp7qnUEho8V5Jqtcpn53mWbGSaXI6YG2AIAhdgbPAEFEUowA/4OQrbZ48v2aCIAi9gd4ARYrkfa3cGO0RYrRHqei8Hhup0R4neQ20hmc8Uc3GWVEPiSBHgj0GYk36yoSUi1nkNeO+nUzZyqXp2OsTAP6Zvxq9Vke3gV8kt/lj3J+UrliKwRMGmPWPCktZjazP8B70Gd4jU3Y5OqevFGdKFb6yi8ETBlg8+7917Q6rFq1n5JTByBXmZ//amCjOdmnNyjAv6ikSKBb8iPNftGDogTskJOkIexqeZkDZrv/tQ2mjpEnrBgiCgJOLE7Z2Nlw7f4MJ309hzpppye+/bOUy9BrcNd2fW2aRyWR80Td1jfeCRJeu1Vi37hoJCVqze4IANWv64exsQ8VK3nzwQVkLI1ixkjdkyXkLgrAXsPToOhqYB0zAGLI5AZgGfJXesUVRXAgsBKNIS1bszA5U+odIsEl23C+wlZYhWnM4+bWr/F0itJsxapwDCBSy6517hmaQpm0a4l/05bNTkWL+6HSmQVajfh+aYnnJJm0a0qRNwxy1MS95Nd1q/fJN3A18wPDJg7CxtcHJxREhhfSkhFvXkAgCvtJEnCTGM2hRq8Xw7DHLV+wnPiaecWlUaJv36184ODnQpHUDJBIJA8cYtQdEUWTWqikmDy62djY0bdsoq2+3QKNW6zh50higFx6WQGKiloMHjbs+deoUxsbG/OtOKhX46D07Nuw0nnu/iijCDyMb4e6ecmlVK1byiiw5b1EU07UfJwjCImDr85dBQOFXbvs/v5avUUp8MKBGrX+AjbRo8vVE/Q0UUt/k1wEOQzDExxGlPQDIKGTTEw+l5fPU/MDrqUyNLFT4cvPMnODFm0aZiqVwdnUCjCVVvxvXL8W2Cg9v0Gl4V/nyvN+g1SB386DPsB5cOXedvZsP0PyDpimO8e++xShszAu4CIKAj1/B2LbOTaKiVIwbu9/k2ovX/63qgK+v+a6EVqPlyqnTNG3YlF37nqLXvwxUk8kkVsdtJd+SY9vmgiD4iqIY8vzlx8CL6KPNwL+CIEwHCgGlgDyXa9KLamK0xwDQGMLQE0+kZh8AzvL6OCvqo1D5cCduGL62vZBLXIjWHCNKs5cidsOTx5EINpRw/DX5PNKqQZ0/0KtVXB/Wk/C9W5Da2FBy1O8U+qx7hsaoWKM8FWuk78zTrlgpCnXsRfCaJcnRTwG9h6L09EEJBD8M4f7th6k675R2O/ILR/eeYNeGfUz488e8NgUAX19HDh7qmaE+CqWCWf9N4d7dSPYd2syLzD65XEIRPwVH95ygQYuM18K2YiWnyTFtc0EQVgBVMW6bPwD6vHDmgiCMxriFrgO+E0VxR2pj5Ya2eZI+mCsxH1q8V8l5E0ppIdT6xwQlziVedwm9mIBS6o+X8lM8lB9bnXQ+JTw0gk0rt1Hr4V4idq7H8LwutsTGjiqLN+FW793ktjev3Ean1VEhhcC99BAVEU2SOil5ZRx5fD+J92/hULoiLrUsC7YUVB7eecSx/afo3PuzvDYlWzh58jFTfz9KZEQcFSq4UyEgHg8vFz7tbvl7wYqVnCY1bXNrYRIrbyynD58zlh8t4kP7G8vQR5tqUxf5egilRk1Jfj1z/J9okrQMmzQo03P+MXYukWFR/JxPVqNWrFgpuFjreVvJF2i1On4f+QefdP8wxdSd7KRSzQoMGvsNDZrX4cS7m1C94rwFuRyFm2fy6wsnL1GnyTu806hGmuMunfkPtna2dPz6E7N7Xw/tgUaT/3S/cwq1KomoiCh8/dOXcmXFipXswSqPaiVXCHsazoyxc5DJZSgU5kFYOYGtnQ0NW9RFEATKjJ9tzP15jqjVInV2SX599ugFzhw5n67jD7+AQhQqYtlZ2Tva4eruYvFefiE0JJywp+HZMtbaJRuYNGRqtoyVFXZu2MuhnUfz2gwrVnIN68rbSq6g1epQJagZPGEAjk4OaXfIAjev3mbl/DWMnjoUpY1RPzx47TIz2ayb477DsVUHnF2d+Xpo93SP/95H75q8DnsajtJGgZOLU1ZNzxUWTl2KVCpl5JSs6883bdsYQz44env65Bn2jvk7wM+KlezEuvK2kisUKuzD2Jk/5LjjBnB0csDL1xOpzKi6KxoMhG5fZ9ZO1Kg5f+xClueb9fN8lsxYkeVxLBEZFoXBYK6znRUG/dSXz79qT5I6KfnajLFzWbv0fxke68Gdh5w9eiHFAiy5Rfdvv+CzHh/nqQ1WrOQm1oA1K288Bo2GA2XtzFbeSr8AGhxNvTrWirmrqNO0FqXKl0ixTVhIGESH4+zlgcLd0+y+JknDP/NW4+zqzCfdPki33Tqdjm4t++Lm5cq3P/bBv6gftvbmMrSvEhEaiZuna5rb//07DKHeu7WT1dL2bNqPVyEvqtSqmG778pK42HgO7ThK2w4t0ev1PLkfTHxsPMGPn5rtjFixUlBJLWDNuvK28sYjUShwa9ACZK+cEkkkVJ63Ns2+D+89JjQkLMX7mshw7n31Hlc+rsmRd/w42boakScOmrQZ2HEYwY+f4unrniG7ZTIZwyZ9i5e3B0tnrmTGuD9TbR8XE0e/zwZz+vA5Jg2dysXTV1JsO3zyd7R/pVhHiw/fLTCOG+D2tbv8b8UWVAkqju87xQ9fj+Xq+RvpKmZjxcqbgHXlbSVH0Ol0HNpxlG1rdvPbkp+Ry/M2vEKXEM/Vkd9w58hRChdyo9yvC3GqlHZkeVpc7tOesP3bQfdSG1uUyoh77ys+/nMeAKcOnaVMpVK4uJlr3IuiyNmjF6jyTkUUypQD+YIfPwVRpFAR3xTbAFw+c5WyVcqwePrftPiwKSXLFU+1/cXTVyhfpUyqc6fF4/tBCAImMru5iV6vJ+hhCEWKF4wypVaspBfryttKrrPh7y2snL+GdxrXQCbL+4qvMnsHnjbpxiaP5tTcfDpbHDdA7OVzJo4bQNDrcNj3d/Lr2o1rWnTcYCx/Orrvz4z7dnKq8xQq7JOm4waoXKsiCoWcb37omabjViWq+W3EDE4fOZfmuKmx4s//+GfemiyNkRaiKHLj0k2L5/9SqdTquK28dVhX3lZyhKvnriFIJFSolnm1suxGp9PxLCgUv4BC2TLezSu3udXnA+ye3jY7TxekMpreVqcr9ezonhPodHqatM59BbaoiGhc3JyzpBCoVhkD32xsldlllhnBj58yqNNwJvz5IyXLFycyNAqvQsb4Aq1Gy9OgUAoXy5uVvxUrOYV15W0lV3lw5zGThk3n0V1jhSdVgirDNb1zAplMlm2OGyAxIZF7FVojsTVNURJkclzrv5tuh9igRd08cdwAru4uyc43s9jYKnPUcYNx52HWqimUqVSKbat3MaLXT8n3tq3dRf8Og/l77n85aoMVK/kJa563lWznj7FzqNOkFi2eR/1uWbWD/dsOM3/DH7lqhy4ulsDRfYk6fQQbH3/K/boQh7KVLLYVRZHQ4DC8/bzSPX4ZL1tiz65Ap32tFrQoUmrM9KyYnm1c3L4LISGG8s2bIXd9GTC3atE6Ht55TIP36jJv8mIGjumDl68nxUoHZLsNBoOBsJDwDH22lvD190GTpKFl++ZUrPFyR6ftZy3RJmkt1lW3YuVNxbptbiXbCX8WgaOzQ7JAilarIzoiGk8fjzR6Zi/nPm9CzMXTiJokEASkDk7U3XcDpad5Oc1zxy/y2w8zWPC/mZw9doFtq3fyx8rfTNro9Xo0ak1yutb5zs2JOnUIXjuHFeQKSgyZQECfoTn35l7DYDDw38J1tPy4GR7e7oiiSODob5iz/ABKmcAHjk+punw7LjXqAXDj0k1CQ8J4p2ENLp6+wu6N+ylU2CdDYjXp5cieE8yduJClO+Zha2eTqTEunr6CUqlg6o+z+azHR7Rqn65qxFasFGis2uZWchUPb9OUKLlcluuOW5+YQPTZ42B4Lh4iimAwEH3qEN7vdzBrX7V2JcbNGomruwtValZEp3m5mt62ZheP7j7GztGOS6euMH2FMbhMHfzIzHEb5zIgGnJXtESTpOXs0fNUrFEeD293Io7s4emGFXwoN1ZR0yfAlW8+peHpYADKVSlDuSplAKjb9B1qN66ZY5Xx6jSphae3e7LjTlInceHEZWo3Sf+cu/+3DzsHO3oN7kr5qmVzxE4rVgoSVudt5Y0k5tKZl477OQatBqmtZQlNqVRK+aplOXvsAod2HGXIxIHJ9zy83dFqtDR8rx4161c3jmUwcMy2AqVkT3HUJZiMdVhbiIeRDvTI5veUGja2Smb88ytgVJS7M3k4hiQ10ld8oyY8FFGvR5CaR/9LJDkX/iKXyyhbuXTy6ytnrzHz53ksrDELRycHtFodt6/dISI0kn1bDzFo7Ddm+vAvKr1ZS+9asWLE6rytvJE8mDXB4nW3Bi1S7Wdra4PDaxKutRu/3LVy93IDjCvdYLdSaD2jsHkcSBV5BHJXNxzKV6Vm3U7EKxxZ8ecquvTrmNx3z+YDFCsVkGYKV0YQRdHMoYXv3YzqwR2ztjb+ARYdd25Ts0F1Fm+Zw9qlG9HpdOzfepjSFUsil8uwd7RHZkETQBAEHt17wrQfZ/Hj9OG5vpNjxUp+w+q8rbyRRJ8/YXZN7uaJRGk5KjoiNBJRFFHaKmn4Xt00x7exVTJj5RTWLvkfMRGRNPn2C6RK47ZwdYzCLFtW7TBxrif2nyYuJi7bnPeWVTvYt+UQf6w0rrgTY+PZ99cKyhqCES1s59sNm8Oje09McqJ3btjLhZOXGDllSLbYlF7sHOxw9XDBwcmeHoO+pHHr+shkslRX1m4erlSrWwUnF8dctNSKlfyJ1XlbeSMR9Tqza271U9a8Xjh1GXq9HkdnBxLjVek+V/3sK8vFMGo3rmmyYgf46Y8RABzZfZzEBBUtP26WrjlSonajmsm7BJrIcM58WA950EMeijpMXKAgwb5Uebbsu4zL+Yd8O7Zv8q2AEoVRq9RZsiMtVAkqZk9cQNcBnfDxexks+EGnNhkax8HJni+/+ZygB8EElCyS3WZasVKgsDrvHKTncRXnIixXhFpe34YqbuZbmE8S9Yy9kMSDBJGi9hLGVlVSxN6ajp9RXGrUJ/rccXjuxAW5ksJd+6fYvv+oXogiODo7IIoioihy8uAZatavlpyCtHXNLu5ev8ugcf2yZFvwoxASE1SZ6iuKIqsXb6Bp64ZEhEVi72A8ww/8sR+6kIfIxdceWgQJtoWLUWXxJmp4+SGRmv4svRq4llOIoogmSYNel/UgvoPbj7J05j8s2zk/zyV3rVjJS6w//TnIqEpKEnSmqXh/Bmq4GWuggou5Qw5JNPDxATXa5/4+IsnA5wdVrG5iy6GneqI0Bup6yqjlkffnlvmZ2RMW4FavO2X0OqLOn+Qifnw2cTxOlS1mXACY1eKODIti5rh5jJo6hMrPC3b4B/hiyAYH9HmvT1K8p9PpiI2Ow83DNYX7es4cPkeJMsW4dOYqUeFRvNOoBvHXLyU/qLyKIJNR9+BNQoPDcNYb8iQX2s7Bjh+nD8+WsZq0aZB8Pm7FytuMNc87F9EaRJrtTqRlIRmjK5ufvU6/lsTf90y/gAXAXgbxupevvy0np0fJzBeSeNPZu+Ugbh6uVK9bhbCQMIZ2/5FR04ZSpmKpDI2TEJeIvaPl6PTXuXDyErs27GfEb99lKSJ63bKN7N64n4UbZ2Wo36XeHxO+b6tZ6prcxZ1GF0L5tuMwajWsTpf+nTJtmxUrVnIXqzxqPuFYqJ5YLbTys7xqeH2VDiDy0nG/eD3rhpaC8NCVVzRv14TqdasA4OnrybKd8zPsuE8fPsevI6aZfc5rl/6PcQMnodebrsDtHOxwcTNdvWeG1p+8Z5Kmll7K/jIPm0JF4JUHB0FpQ6lxMwEY/ut3fNr9oyzblxlio2Pp+X5/rp67DmD22VmxYiXjWJ13LrIzWIe3jUB1N8sfe2s/ebr+Q0QgSpOtpr3RZGYl7O3nRakKJc2uV69bleioWKaNmWNyvUzFUvQZ8RW7N+5HlcnzbAA7B1vmTf6Lw7uOpdlWr9cna8YrPX2ou/c61VcdIGDAKLz7jaHi8p34fmhcafsX9UtWhsttHJwc+KBTG4qWCuDK2Wt0b9WXqIjodPc3Fh55luL9kwfOcMlax9vKW4bVeecSKp3Ioad63iskTdGZ1PSQ4puO79cXW+lWco6AEoXp2r+T2f9VibLF6DeyFx9aiJSOjY5j5bw13L5+N9PzCoLAu20bU7ZS6TTbnjt2kZG9xxEbHQvAhOEzOPtUR8khE1h1T8rq3dczbUd2IpFIaP1pCwZ1Hk5EWCRd+ndMsUSqJTau3MaYfr+keH/N0g2s+HNVdphqxUqBweoCconDz/So9Clvmb9AYzk4HQHjilsiQP/ScpRSq9JUXlHawoocwNnViaU7/kSaDUIov/0wg2l/T0q1Tc0G1Zi67JfkYLtKNctTrJSxsMjXQ7tjl4Mr7bVLN1KtTuV056wrlAo69GxP9bpVzIID06Jdx9bUalA9xfuNWzYg5vkDjBUrbwtW551L7AzWUdheoIJL6l/s1dyk7A4xPROUAsMrKtAYoIKLhOru1mjznEKv12fJ+WaH436ncY3klLXUtvwlEomJ4Er7Lh8k/zugROEs2/EqR3YfR6PR0uz9xgAEXr6Fh5dbhgRnMpvXbmOrpGiplPO6P/yibabGtWKlIGPdNs8F4rQix0L1tC6U9rPSuCoKnF5pJgWquQk085XSqZjM6rjTSWJ8Ige2H8lQYN/9Ww/p1rIvQQ+Dc9CytPHx8+bCqcvMGDs3T+14lYd3H3Px5GVuXLoJwJgZw2natlEeW2XFytuL1XnnAvuf6tAY0t4yB7CTS9jZwo6uxWXU8ZDQspCUG7EibfepaLwrkTPh1kjd9HDtQiCLpy9n5bzVxMXGp6uPf9FCfPFNhyzXnc4OWn/Sglbtm/N4yzr2ta3PxrIerCtiy456Zbk+fSKaqEi0sdEA3Fn6J0e+eJ+NZT1Y4y0h9NjBbLfny28+R6FUsG75JqaOns3pw+cyPMbj+0GMH/QrifGJ2W6fFStvG1bnnQvsCtJT2klCccf0fdx2MoHBFZRMqWnDwWd6EnSQZIAEHQw6rSZWa00TS4taDavzx8rfOLbvFEEPglNNT1IlqFCrkji69yTrlm7MlcpVOp2OgzuOpmhXuSplKF+1LJqoCLwaNKXm9EU0+nc7RT/vzrWp49lZyYsjNXw4/+V7PFi1HE1UJD5NWuaozf1Hf83IKYNxcXfG3tE+w/0VCjn2jnZI8kFxFCtWCjrWM+8cJipJ5HS4nn5lMq5s9TDegOQ1P6LWQ7NdiTgrYFI1Je94Wv8LU8LD251562cQERpJj9b9GPn7YItSoFN/nI2tnQ1fD+0Oopgt59ZpEfQgmL9+XUTRoj4ULWc5AA6gRNc+Jq/VNy9hq5CgUmmxk2mIOXsMv0+6Uu6XecTcuMqj//2XI/b+OmI69ZvVoeF79eg1uGumxvD282Lgj314cOeRWd59YnwieoMBx9cqulmxYsUy1pV3DuOqFDj7vj1flcq4Ipq3rYDqtYWZAdCKEJ4EfU8mcSfWuo2eFq4eLnTq8ynFShc1uyeKIl36f84X33TA2dWJJm0asuLPVYQ8eZpj9oh6PfF//kSPoP+42648l/t1wKBJX+J+1MmDoNPyYu/FkKQm5sxR9m4+yOyJC0zbRkRzOZvynwsX88uWMpz7tx5i4uDfzXYcfhowiQGf5W5lMytWCjJW552PEUXQp7JDbgA2PNLmmj0FFYlEQutPWmBjay5J+9e05SyevgJffx/AqB1+5ew1gh6GJLeJi4nLVnseLvid0J3rQa8HvZ6IA9u5N2Ncqn0Mej26xEQMClvUOtBI5Dw2OIBUik3hYpQsV5zy1Uwroe3asI+FU5eZXIu9HcjNedO4s2we109dYODnQ4mOjEnT5i/6fk7ZymnnnqfFex83Y9rySWa7Gw1a1KFs5ZwtkGLFypuEdc81H3MyLO1VtSwXzmffZFq2b26i9iWXy5iyZELy62dBoXzz6ffUalCdH6YMzpbz8Mhj+zCoXgZtGdQqok7sT7XPhmIOGJKSALBzduJYohcSQaCESyxlxs/G1r8Irm0bs+v3l3069PyYDzq1Tn4dduoohz9vhajTIkhl6BzdqNljfLrPrw0GA9GRMRaLpuzbeojrFwIZOKaPhZ4vkUqlePmar+A/+uJ9PvoiXWZYsWIF68o7XyNN439HKkDHYtbnr6xQpLg/VZ5XDbOEVyFPPu3+EXGx8eh0OhIf3CHuxuV0b3O/jj5JjS422kSDHIkUG/+iqfZrtvUYTTcfpsr4qWhFgU+blOaHxVOptz8QW/8Ai30kEgl2Di8Lq5wfORBVopoYDejVKiRRoVTX3E93ha59Ww/xbcfh6HTm1ctc3Jzx8HFP1zhWrFjJOtZv/jzmyLl41u+N4ckzLeokEW93Gc1qO/BZSxequkpRSExV16QCOMrAy0bg1+pKCtlZI3fBmBp29tgFug3IWNWsCycvYTCI1KhX1eJ9QRDo3OczRL2eKwM6EnFwB6JOi6g3oPD0psy4mXi1TrnE56uIBgPnOzcnLvCK8UwEQCpF7uJOqVG/p9rXtbJRYcyzdgOUbh6cHtidKhNnInNKv8yoJjqSU4ZChGFHe+ktRJ0WdXjKmuGv07BFPQr5+yCTmX9t1KhXNcXP8H//bKFEmWLJpVVfcPLgGbx8PSlepmi6bbBixYoR68o7j4lNMFC1jC3fd/Fk4rc+vFfPkf92RLNgbQT+9hJ+qaZAKQG5BNyU8G9DGw62smdNEzuKO1kdNxi3c8+fuMjToPQFmf06fDrnT1wC4MSBMxzffyrNPsFrlhBxaCcGtQpRpwPRgCY0hGuDuxN97ni65o04uIPY8ydA90qcgihSfsbf2BQyV0QLvHyLaxcCmf/bYu4G3ku+7lrJ6Miv7DmQIRGaQi3ep45dFM0kDwCQ2trh1/KD1Du9QmhIGIumLSP8WUSq7dYv38Tovj8nv7538wFBj0JM2jwNesb4Qb+yfe3udM9vxYqVl1hX3nlM20amOs9Vy9iSqDaw5WAs/Tu606KQnKY+MmK14KIAifWM24z7tx6y5b8d/L5sYrrau3q4cOvabYqWLEK/kb1SbHd41zG8EoIJ++17NKEhFtsY1ImE79uKS416ac57d8ZYCwMYuDawM3X3XUfh7mlya/u63Rj0BpLUScTFJiRfDz9jrDi2YNE2fJu8l6p06KtU/Xk6uoR4nmxdj0RhR8UREyj03vvJ98OehrNo2nIG/tgbR2dHs/5uHq5UeacSjs6pp3MVL1uM7ev2EPY0HE8fD4ZMMC9x6uTsyCfdPqBz78/SZbsVK1ZMsTrvfIiTvQTdK7W9ZRIBN/NAaSvPKVG2GPM3/EHYs3B0Op3Fbd1X6TP8K7759HscnRxp2yFlYZOD/26g3ol5CNqkFNsIcgUyJ5d02akJC8UgYpa7r0uII2T93wT0Nk2V+n58fw53bI134+Y4xz3h6cEQwk8f49a86RT+8HN+/3k2nj4eRF48S8LjByQGPQYg7MQhkiLDsS9cFLeqNZPHkyqV1J6znNpzlqdspChy5ew1ngaF0r6r6arcwcme7t9+kWbQXsmyxahSq6LF6P4X2DnY0WtwtxTva5I0JMQn4urukupcVqy8rViddz5BbxDR6kTuPNKw6UAsbRs7pfolqdGKbNgbzYNgDaUDlHzY1BnpW1xpTK6QMabfRIZMGEjtxjXTbD9n9dQ0xVj6fF6XG+eXoE/JeUtlyF3d8fu8Z7psvOJcgSMPnOhle8P0hkGPXpVg1l4QBNyq1eLBquUkPn6AIJNhH1CcSqMnUaJbXyRyo/DPyQgs/wAAIv5JREFUnSVzebD6pUO+9vt4AIp+3o13Zi1Nl20Anj4ejJo6lJ0b9vD43hOz+3s2H2D9sk3MWz8j1Z9NR2dHvv2pb7rntcSKP1dx7UIg09OorGbFytuKkJEzs7yiZs2a4tmzZ/PajBzl/f730T5fbTev48CQbp5IXl+iPcdgEBk2LZhbDzVotCIyKRT2kTPqay+K+L69S/Tgx0/x9fdOVzrXkd3HuXXtLj2/75Jim6iTB7nU80P0ieba6IJcgc+HnSk1agpy15dR1hGhkaxevJ6e33dFaWP6fxESeIut3TpSIuIaov5lxLbExo6a6w7jWKFaet4mYAx+08XFkHA3kISbV7EtWhK3uk1N2kRHxnBk93He/7xVtqS4RYRGcuHkZZp/0CTLY6VFbHQskWHR6T4SyAnUqiQ2/7edj798H7ki4wqJVqxkFUEQzomiaHE1Yg1YyyfMGFGIacMK0ftTN05cSmTuqpSDgu4+0XD7URKa5xrnOj3cD9LS/5dgzl57e4s+FCrsk24nJZFKUnw4eoHLO41wqd0Iia15HrRo0PN0078crV+UGz/0xqA1BqHFxcTz+H4wGo25eI5v2dL0OnGW2nuu4vt5T5Q+ftiXKk/lhRsy5LjD92/jUCUXDlf34twnDbg1/jsu9fyQm2O/NWkXePkWW1btQGvBlszg7uWWK44bwMnFKU8dN8Cz4FD2bjpAeGjqAXpWrOQF1pV3PmTPiTimLgtj6cTCFPI0f+K/dEvFiOkhWPqvc3OW8t8Uy3m/VjKOaDAQunMDj5fMIu7qOQxJakAATD987w86UXHmPzlujzrkCSealTMReQEwiLBdV4Kvl82nfPN3OXvsApdOX6Hn95nTIc8ttBotEwZPodPXn1rUnc9r0qqpbsVKTpLrK29BEFYLgnDx+Z8HgiBcfH69qCAIqlfuzc+J+Qs6pYoYt1ufhlteMSlkWHTcAFGxeu4HZU5AxMpLtFERPJj3G3d/H43Sy5caaw9RdtJ8fDt8xeuOGyB0+7oszafX69OV9hUfeBlBZv5AJwJaQUZCqDFvW6fRoVZZPqtPjE9kcJeRXL8YmCWbM4Jer8dgMJhdl0gl+BTyTjOCPa/o99lg9mw+kNdmWLFiRo44b1EUPxdFsaooilWB9cCGV27ffXFPFMWsRbW8oVy7qwbAx8PyOZuDnRSF3PJqQBSh/8Qn7DkRm2P2vWlMGTmT1Ytf/ohqoyI42aoK92aM4+GC37nQpSWhOzbg274LZSfMBcH810ZISw4vDcYOmMTy2f8CEH/zKmc/a8SxhiW4PrwX+sSXwWxKH39ErflDnVSAT52DqdKqBQB1mtai/6ivLc6ltFVSpXYlEAQ2rNiSJbvTy68jZjB30iKz61KplH6jeuFf1C9D42k1WoIeBmeXeSlSuJi/pWc1K1bynBw98xaM+00dgJypU/gGMGpmCGt3R3PmaiLnrify9+ZIFq6LoHFNe4tb5gD+3nKqlLYxSzl6gd4A05aHW1zpWDGnZoOqVKxWLvl18NplaKMjEbUaEEUMahU3xw3EoNMhUSjw7dDDdABBoEjvYVmy4eMu7Wjasi6RJw5y9pMGxJw7jvrJA55t/o/L/Tokt3MsV5lCHXsisbVDYvtS+lTu5kGVJVtQuKVd+UsqldJtQGfCQsI4sS9tgZqMoEpUM/yrMVy/GIhBp+PWutVc+nMWzWoUo82n76XY78mDoAxVctuyeic/9f8lO0xOFRdXJ5LUKacKWrGSV+TombcgCI2A6S/27AVBKApcA24BscCPoigeSaFvb6A3QJEiRWo8fPgwx+zMS5ZviuTYxQSeReiQSgR8PWS8V8+Rto2dkKWS+qXTi6zeEcXqXTFotSIGC/+N88f4Ucz/7Y0+zyx3p/3Eg7mTzM4mbPwC8GnfhfD929DFxiDqNEht7Sn81SD8OvfO0tlo+P5tXBnYGYNaBYbXCtJIpDS9HodE+fL/Mub8CVSP7+NQrgp2RUshUSjQarRIpBIun7lKxerlsz1CWhRFHm34l+BdW7Dx9qXcwB+w8fIGYPfGfdSsXx1nNyeWzfqXau4iZ0d9hyYuLrmv3NYOg06LY5EAynb8kurfD0eqUJDwNIS5H3dE8jAQe30iNi6u+Dd+l7rjJ+HgW8iiLZokDU+DQilS3D9Nu+8G3sPWzpZCRXyTrxkMBiQSa7yulfxNamfemXbegiDsBXws3BotiuKm523mAXdEUZz2/LUScBBFMUIQhBrARqCCKIqp7vG+bQFrGSFRbeDfbVGs3W1a1lEQYN4Yf4r5ZbyO+NtOzMXTnP2skamM6QsECYjGHQ2JrR1F+49CFxOFfcmy+H7SDSGN3PHXiT53nOtDe6B6cCfFNoJURtObiWmOPW7gZJxcHDl95BxDJgykVsPqGbIlLa7P+IXrf0wyPmBIZdi4e9DqyDVkTs70+3Qwn/f6hKZtGnL7f2vZ3bOLWfEWqdKGDzZs49m505yaNJ7yXb+iyfQ53N+xlb2D+hOIB10njcJW1HJq0nj0SWo6n76CwiFr5+Hjv52Ms5szASWL0PyDJhzdfZytq3cxd+20LI1rxUpOkyPOOx2TyoAgoIYoiuaKD8Y2B4Ghoiim6pmtzjt1NFqRLiMfEh33cpvc213GkgmFU129W7FM0MNgZtRvwHuyh6T58UlloNchsbXDsWJ1ZI7OGJLU+H/5DV6tPk61a+L925xqWwODBYGWF0hs7fDv2p9SP/yapt2Bl29h72iPg5M9Lm7O2R4lvb6oA/pXotyltnZUnTCDEl1Mz9ZX1a9B2KUL5gMIAv2jNUikUk6MG83lRX/S+0kkmpgY5A4OaLT6ZFW2qNu3+KdaWZovWEq5L1JWYksPalUSqkQVw7/6iYE/9sYvoBBXzl2nSesGWRrXipWcJq/yvJsDga86bkEQPAVBkD7/d3GgFHAvhf5W0olCLvDnGH/eqWiLl5uMOpXtmPlDIavjziRxkdHE6OQYSMfn91xsxaBKJObMUSL2byPq2D6uDe5KyKbUQz0iDu5M7m8J5xr1KPvLPEqOmJwuu8tWLk3hYn64urvkSHqT+JqtosGAQWue2ZDSgsCAwIZlGwGwcXdPXpkrXVyQyGQmcqqupUojs7MjIcRyUFpURDQ/9ZvI06C0q6IpbRQoBQML/vcHlWtVxN3LLUuO++Hdx4zqM564mLhMj2HFSlbJSefdEfNAtUbA5eepY+uAvqIoRuagDW8N7s4yJgz0ZcXkIozv74Ork1X5NrOUrVaenlVtkL8WQS4obRGUNiSJEgJ1Lhb7akWBHWp/YhI0PFqQeplPia0tpLAV7lj1HWqsOYTvx1/meZ7x4V3HiIqIpvBHHZHa2CZfF6QyfJu1MWtfbcD3SBTmxzUSqRQ7XQIj23Th3KwZVOzV1+J7UyWoWDTiF3SJibiULG12XxRFJIi4uDubqdi9TtC5c0wqVIjJ/n5McHfj1q6d6XnLqeLgaI9oEDmy90SWx7JiJbPkmPMWRbG7KIrzX7u2XhTFCs/TxKqLopg7eSpWrGSQqsu241iuMggSpA6OFB86kUZngqkwbTkRlVqw37YKOoWtWT8dAhEGG9SiLPlsPCW823ZA7uqBIH/u6ASBhxJ3Etv1pdaG4wh5FFClSdIkr55FUWTF3FWcOXKOmtMWUqL7NziWKINHnYZcfXcAS1eYl/Qs27kLdcdPhtft12m5O6Q7hQ6vxLdeQxr8YvnhJioiiqjVC3EIKE6xtqbFUW6u+Y+5bjb8HeCOfMYg9nX6AE2s5ZAZXVISS9u0JjE8DINWizo+gQEdR7BvXdYcuLuXG1XeqciTe0FZGseKlaxgVVizYiUVRIOBgzuPEhUebVJlKz4sjNN1/c22kl8gsbGj7KR5+H78Zarja2OieLRkFtrwp7g3bcPWazFUqlGemg2yN9gsIwzuMpJaDavT6Xm5zpQqtV09dx2lrZJS5UtYHOfKkoUcGvItoiBBrpDTYNLv/2/vzqOjKvIFjn+rl6QTyEJCAoQ1BJBVNgVkUTTI5gKoCDg8F5iHG+JDHRWRUVFBRVFAgQcjoG9G0EERUAQEZR12BNkhQGQLJBCW7El31/uj25DQ3VkgSSfp3+ecnKTr1r23bqVP/7rq1q0irGlzzu3Yytb33uamgUPo/sl0l/02jnuF3dOn8sDyNdS8tSM52Tks/24VSUfiOPDxu9TLTryaWSka3tefe7761uU4F+Li+PSW9mSnXR1TcC64Hk/Pnkz7B/oXs1aEKHsF3fOWvlUhCqAMBtJS0khNyT+ozN/P5GhZ5nmqyxAQSGDDppiqBlHnv56mxj2Fr1VtDqlGzOir63w/0aPEil6o7KxsThw7RaNmDfOlD31mMHWjr06a4mmJ1Zbtm7ukJZw6S/yRE9x2ZwdaDRvBpfBoDm/ZTp3WN7Ns1xFeHtaVqM5dsYRXZ9WIx2k76kVCGl4N/r/Pms7OTz6k19yvqHlrR+cxz7Fw7vfEBGlyru3M0JrT69zPgFYlMhKbNf+Xq5ppp6kZLdMHi4pPHnQUPis56SLrV/6n0Hz3DurDo88OyZdmDqlGaIduGPwtjgSDEVPVYNrPX037Bb8UKXB725qf1vPmcxOxXhPgmjWMJGHeVNaOGsH5bYXXT14bVm7i2y+W5L7u1u9uhk8YQ50mMTRqdjVIR7Z29Cxc/uN4blrc99+y7qVRdHnnfZo8NCg3vV7DOsxbPpO/PNaXxoZLLue0hLufmMYSHEznUaNc0jdNnVKsaxKiPJKWt/BZm9dsY+mCn+jWs/N17d969vccmfgyl7auJ7B+DE3emIIpKLiES1l67rr3DgwGQ+5cNFeOHOTs2p/Z+944rGlpaLuN84v/xbGez0JEbf424flCjzlw2AAefLwfiQnnSTyTmNs6b9G2KS3aNs3Nl7B5IwAh9aMBOLVuDSuHD+Xmp0bS7vmXXI6rlCK6733Uuq0Lp9etyZ1Ax+jvT+xn//BYHnNAoGPSgz/v4dtsHFh640NtThw7xbsvTuLNaWOoVcfddBdClC4J3sJn9R3Yk14PxF73/saAQJqO/7QES1S2Uq+kMfujLwiLCKN64iG2Pf8E9hwr2jk5jQJsmRlYln1OtS6xZCQOIiCy8EBlMBj48Zvl7N99iElz3mZx/z7UvTOWsGYtMBiNnNm0kV3TJtP4wUGENIwh+eABfhwygGpNmtL4wUGc3bo591gntu/gt/nzSTp8mJy0NELr1aNu/0GEVA0guE49Gj0wkJXjx3N62HBSEhLwq1qV2u3bc/db46ndvj2W4GBM/v5YMzNzj+lXJf8Sr999uYSdm3bzzoxxRaq3159+m8zMLLrEdiQ8IqxI+whR0mTAmhA+7FLyZeKP/MEPA3rTxOZ5bnFlMuFfPZI+Gw9grhpU6HHtdjvZWTlYAvzZPH4cR5d+T8qJeJTJREiDhjQb+jgt//oURrOZA/+cx6qnhrk9TnD726jZ+XZCa0cRUr8BiQcPsHr8eNo/MYz7p04lJyODb4cPI+auWMJiGpJ1JYWNUz4hYfduRm7bTkBYGNPatiE1KQlbdjZmSwAPzplDq4ce4o+jJzGZjFitNo4dPM6d99xepDr73w/msmf7Xv4+ZQyRtQqfS16I6+WVGdZKkgRvUZo+//j/OHvqHL0G3OXVUd7esmDGAta88Rp3qfgC85mqBtFx2hfU7tu/TMoFcGbTRpY+eK9zQpgcun3wMQnxJ9kyYwavJ513+5x4Vmoq79aIpOc779J19GgyLl1ix9y5ZFy6xE29e1PvttsAeOeFSVgC/HjpXfe3A+IOHKNB43oeB+wJUdq8NcOaEOXe+p83ER5RjdSUVHb8Z5e3i+MVg58ezH3RRse94VKQkZ7Jwnnfk5PjeTY5d+w2G9/f35PsK5fJSU3BlpXJ+ldGg82GLdvzmvV+VapgsliwOWd/CwgNpevo0dz91lu5gRvgxXee47lx7lclzkjP5PWn3mbTL1uLVWYhyop8pRQ+7dt5i7mjT1cmznrT20Xxqju+Xs66wX1IO3Ecbbe7rKimjCZyAkM5H1KH4q28DQknz7Liu9Xc3rMLkVERRd4vbvG32DIygKvFycy2sWPePDo8+WS+VrfWGrvNRvr582z4eDIGo5GbBw12OWb8hg0cWrYMg9lMSkICKQlniImNpfNzozDkme0uINDC5P+bQM06NYp5tUKUDek2Fz5NlobMLzX+OD91a4bO27I1GIno1I2T3Yaydct+Pv36Q5f9tNZ8+u4sej/Qw+OkLUV1Kfkybz43gdttRzn9w3cAnM1S4Jxrvtm99/LIt9/l+7+t/eB9Vo4dC0CViAiGfreIep065Tvu7998w7sjXiMiI5EQ+9UFVsyBgfh37UN0/4cZ/N8PkpGeid1mp0pQIEJ4k3SbC+GBBO78AmrWQl3zfd5osVDj9liaJe5kWIdwrGmuq6BprUlLSSMrI+uGy1ClaiBtOt1MUGREbld+uFkTZrYTFlqV4+vXs/Sa57fbPfoYT2/azNBFi4hq144v+93PT59/lS/PspdeIsuqsan888nnpKdz7NdfSEtJBWD6xNlMGivPgovyTVreQlQyu7b8TlTdWsXqos7r8Kyp7JnwGtpuR9ttYNe508Aa/C0ERTeix8ptGP0di4KkXEnFZDQSUMV1rvcbcTn+OAs6tyMnNRVtt2G0WLhnwSKSExJZOOwJXjh4iPAY11a+zWrl/cZNOJdtZsLB33Jb0G9XDyfz8mWX/H8adyEZS3AwiWeSyMrKzjfLnBDeIC1vIXzIP2d8zcrvV1/3/k1GjKL7wlVEdOoGqHzzt9uzMkk7Gc/Z1T8BsGzhSp7s/zyfTph9o8V2EdIgmiGbfqPd6L/R+pnneWDZL9Tv0Yuotm0BuBh/3O1+RpOJOm3bEB6oMJmN7N91EK01zfr1w2SxuD+ZwchPXzjmR4+MipDALco9Cd5CVADTJ/6DXVv3FJrvj6MnuXjhMnfee8cNnS/8lk5cObwf7Wa9bgBruqPrPKRaMLH3deexkY/c0Pk8Ca7fgFtefBW7NYcNr7/M+lde4Ngax1zm1RpEu90nJzOTM7/9RqrdzIFdh3lj5ASOH/6Dfp9Np/WQR7CEhLiOrFdwYMlirpxxv364EOWNjDYXopxb+f1qVi5aTcc73Pae5VMjKpJeA2KJrFmdzIwsDu45TJsOrTzmT9y4hqRN67BE1qDBw49hzNMyNVjcd4NrrQnt0JX1P2+ia49OdInt5Dbf/FkLycnJcZkXfu3yDdSsXYObWjUu9Hrm9u1Dyv49WJOTsFtziNu4mTQrtBo4kPCYGHYvWMDh5ctp0qsXQVG1SEk4y5aZM8g4n8T/rPuOqLatmLrgA2pERbJj4y76z5xJ/5kzea9VW9KOHQbnbHJoTfqG5UyKacgtw4fT5/0PXGZiE6I8kZa3EOVcq1ta8OTLT9C+c5tC81oC/Hl42ADMfmY2/bKFSWOmkJOd4zbvrjdfYu2g3uz78C12/f1FVt/bJd/z002f/ZvrTkoRPeQJTidnMH3CbJLOXvBYllp1a1DTzbzfG1dtZu6UfzJ36r8KvZ6wunW5cPYcyRlWLuUoMnJsBPsb6PH66wBE3HQT6ckXWPa3l5jXty8rXx9LcFQUz2zektu9XqtOTU4eP82HY6cSf+QEBoOB2GmziHnkccIbNXK0wu12tNWK3Wpl2+zZTGjWkpSLnu+PC+FtMmBNiEooOekidrsds5+ZkGpXF0s5c/Isk8Z8wpDGBuKnv5dvH1OVqtw6ZQ5173sIAGtGBt80CmdbVhgdDGcwOnuajZYAoh8ZTrNxHxAQ6OEeciHWrthI2pVU+g7sVWC+xN928G3v7vlGuJsCAxm8YQfVmtxUrHNeuXSF4ND8C8dMad2axP37XPJqkx8D539N2/73FescQpQkGbAmhI/530lzmfn+5/kCN0BIaDAtm9cjftZHLvvYbVZyLl/KfW0KCKDx3ydzzhCEIc8tYltmBsfnzyHr+OHrLt8dvbrQd2AvFv/rR3789wo2rt7sNl94y5sJrh+Nwc8xst3obyG8eUtCGxXe5X6tawP3vkWLOH/E/TVYAi0EBZXs6HkhSpIEbyEqoWfG/JWRrz/pkl4lKJCBD8eCwei6k9ZEdOmeL+nWJ5/i40UzMDqD558MJjMZ5wof3JV8/iKH9h7xuD01JY3De+KYPmE26anpLtuNZjMP/bye5kMfp2aH22jx+F/p/8Mq1A08n59yOQW73c6OefOw57jeUlAGI0Z/f+p26Hjd5xCitMmANSEqoWtb3HlVqdsAv6CqZF+4ukwmStFpxlcERTdyyR/RoQvmoGCyLiTlpuWkpXB8wTxCW7YpcJnQJfOXsXvLXj7+50S32//y1MOAYy5xT13w/iEh3Dl1hsdzFNcLj44lNrY9x9aucdlmNJvJiahL3WdewD+o8NXThPAWuecthA+6tH8PGx69n/RTJ/APj6DznIVEdOzqOf++3ax/5B4yziXkTjSeu0zohv2Yg9x/WbBarWSkZxIUXLXA8lit1jJbveu7MX9n17SPsGW5zgbX9YUX6TVxosy8J8oFuecthMgntHkr7t1+nIdOZtJp5e+s2Hmaa7/IO6Y8dXRlh7ZoTd+tR/Nvt1rJSjrH/snveDzPLz+sY87kLwstz6jBL7Nk/k9FKvuZk2d5c9TEAke6e5J87Bi7P/vYbeA2BwTQKPYuCdyiQpB3qRA+zGA2c/pEAru2/I71miU7f/h6OaOGXH1cLCX+qMtqY9pm4/DsqRycMdnt8SNrVad2g6hCyzH0mUF07eH+efFrmc0mAqsEMHroK/z647oi7fOnC3FHMPr5uaSbLBZaPfwwje7uWazjCeEt0m0uhHAr5UoqRw8co03HmwE4s2IpG4c9iLa6rst91BxFp1lfcWff20k+f5HQsJBSb8Fu+nUrrdq3oGpw0SZTOb1zJ3/85z+sePUVrHla3iaLheE/r3JZhUwIbyuo21wGrAkhXGxZu53tG3by7NgRuWlVGsSgjCa3wfuC1ciJoyex2+08/8grtGzXnOffeBpLgL9L3uL64tOvyEjL5KlXhuVLv+3ODkU+xqq33mLD5I8wGI3YbTYMJhPmwEC0zcaQr7+WwC0qHOk2F0K4MPuZ8fPP370cclNzmr84jnOmalj11Qe/DRYLDw3oxmPP/QWDwcBTrwzn9217OHbI/cIhxdXs5puI23+Uf89ddF37rxj7Gr++8zY56elkpaRgt1rBYOAv/17Iy/F/0KRX7xIppxBlSbrNhRBFlp2VzaOxw+jXsR5hO34kJ+UKtWL70Gb85HzzottsNoxG12fJ7Xb7dXWn/7z4VyJqhud24RfVgaVLmT9ksMsANf+gIEasXUfNVp7nfRfC26TbXAhRIvz8/Zi28BPCI8MwGCZ4zJc3cCcnXeSD16bQpEUM+3Ye4KMvPe/nye/b99K0VZNiB+8jq34mOcdEENkYyNNQUYqwhg2LXQ4hygvpNhdCFEtEzerFaj1bAvyp0yCKbnd3pn7juqxYVPy1xhs1i6HOdayxHRwVhc0vgJPmiNw0ZTTy2NIfclcN27HxN6aOnwnAqfjTfPLGdHJyXO/rC1GeSPAWQpSqwKqBjBw7gtDwEPz9/dm4enPu8+NF1e+RvrS+tWWxz93p6WdoVDuExv7pmAICMAUG8t+//Er9zp0B2LZ+J++8MIn0NEd5sjKzuHzpCnabrdjnEqIsyT1vIUSZmDR2KlcuXuHEsVM8N+5JbunStkzOm52Wxv7Fi8lOS6NRjx6ERUfnbsvKzGLnpt106n4rSqkCjiJE2SvonrcEbyFEmUhPTcdmt1OlaqDMYiZEEciANSGE1wVWDfR2EYSoNOTrrxCizBzae4R/fPRFkfP/a+Y37N62txRLJETFJMFbCFFmUi6lcP5c0RcUOXcmkYvnL5VegYSooOSetxCiRGitSU66SHhkmLeLIkSlIPe8hRCl4lLyZSa8+CEmPxM9+8cya9Jc5v00w2VqVSFEyZJucyHEdTtx9CQXki7S4/7udL6rA2M/fKnEArfWmreef4/tG38rkeMJUZlIy1sIcd1uvrUln//wae7rFu2aldix7XY7J46eJPVyaokdU4jKQlreQohyq3GLRkRGRRSeUQgfc0PBWyk1UCm1TyllV0rdcs22MUqpOKXUIaVUrzzpvZ1pcUqpV2/k/EKIystoNPLq+6Np3qapt4siRLlzoy3vvcADwLq8iUqp5sBgoAXQG5iulDIqpYzAZ0AfoDkwxJlXCCGEEEV0Q/e8tdYHAHdzAvcDFmits4DjSqk4oINzW5zW+phzvwXOvPtvpBxCCCGELymte961gZN5Xp9ypnlKF0IIIUQRFdryVkqtAmq62TRWa7245IuUe94RwAiAevXqldZphBBCiAqn0OCtte5xHcc9DdTN87qOM40C0q897yxgFjhmWLuOMgghhBCVUml1my8BBiul/JVS0UBjYCuwDWislIpWSvnhGNS2pJTKIIQQQlRKNzRgTSk1AJgGRAA/KqV2aa17aa33KaW+wTEQzQo8q7W2OfcZCawAjMAcrfW+G7oCIYQQwsfIwiRCCCFEOVTQwiQyw5oQQghRwUjwFkIIISoYCd5CCCFEBSPBWwghhKhgJHgLIYQQFYwEbyGEEKKCkeAthBBCVDASvIUQQogKRoK3EEIIUcFI8BZCCCEqmAoxPapSKgn4w9vlKGPVgfPeLkQ5IXXhIPXgIPVwldSFQ2Wth/pa6wh3GypE8PZFSqntnua09TVSFw5SDw5SD1dJXTj4Yj1It7kQQghRwUjwFkIIISoYCd7l1yxvF6AckbpwkHpwkHq4SurCwefqQe55CyGEEBWMtLyFEEKICkaCdzmglBqolNqnlLIrpW65ZtsYpVScUuqQUqpXnvTezrQ4pdSrZV/q0qWUelMpdVoptcv50zfPNrd1UplV9v93QZRS8UqpPc73wXZnWphS6mel1BHn72reLmdpUErNUUolKqX25klze+3KYarzPfK7Uqqd90pesjzUg09/RkjwLh/2Ag8A6/ImKqWaA4OBFkBvYLpSyqiUMgKfAX2A5sAQZ97K5mOtdRvnzzLwXCfeLGRp86H/d0HudL4P/vxy+yqwWmvdGFjtfF0ZzcPxPs/L07X3ARo7f0YAM8qojGVhHq71AD78GSHBuxzQWh/QWh9ys6kfsEBrnaW1Pg7EAR2cP3Fa62Na62xggTOvL/BUJ5WZL/+/PekHfOH8+wugv/eKUnq01uuA5GuSPV17P+BL7bAZCFVK1SqTgpYyD/XgiU98RkjwLt9qAyfzvD7lTPOUXtmMdHb/zcnTLeor156XL15zXhpYqZTaoZQa4UyrobVOcP59FqjhnaJ5hadr98X3ic9+RkjwLiNKqVVKqb1ufny2BVVIncwAYoA2QALwkTfLKryqq9a6HY5u4WeVUrfn3agdj8z45GMzvnzt+PhnhMnbBfAVWuse17HbaaBuntd1nGkUkF5hFLVOlFKzgR+cLwuqk8rKF685l9b6tPN3olJqEY4u0HNKqVpa6wRn13CiVwtZtjxdu0+9T7TW5/782xc/I6TlXb4tAQYrpfyVUtE4BqJsBbYBjZVS0UopPxyDM5Z4sZwl7pp7dQNwDOoDz3VSmVX6/7cnSqkqSqmgP/8GeuJ4LywBHnNmewxY7J0SeoWna18CPOocdd4JuJyne73S8fXPCGl5lwNKqQHANCAC+FEptUtr3UtrvU8p9Q2wH7ACz2qtbc59RgIrACMwR2u9z0vFLy0fKKXa4OgSjAeeBCioTiorrbXVB/7fntQAFimlwPF59ZXWerlSahvwjVJqOI4VBx/2YhlLjVJqPtAdqK6UOgW8AbyH+2tfBvTFMUArHXiizAtcSjzUQ3df/oyQGdaEEEKICka6zYUQQogKRoK3EEIIUcFI8BZCCCEqGAneQgghRAUjwVsIIYSoYCR4CyGEEBWMBG8hhBCigpHgLYQQQlQw/w+biiTN7ZkvAgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "labels = clusterer.labels_\n", + "\n", + "fig = plt.figure(figsize=(8,8))\n", + "size=np.ones((len(labels),1))*20\n", + "size[labels==-1]=0.2\n", + " \n", + "unique_label,cluster_rep_index, counts = np.unique(labels, return_index=True, return_counts=True)\n", + "cmap = plt.get_cmap('turbo')\n", + "norm = matplotlib.colors.Normalize(vmin=min(labels), vmax=max(labels))\n", + " \n", + "for rep_id in cluster_rep_index:\n", + " col=cmap(norm(labels[rep_id]))\n", + " plt.annotate(labels[rep_id],fingerprint_2d[rep_id,:]+[-10,0],color=col,alpha=1, weight='normal', ha='center', va='center', size=15).draggable()\n", + "\n", + "plt.scatter(fingerprint_2d[:,0], fingerprint_2d[:,1],s=size, c=labels*5, cmap=\"turbo\")\n", + "\n", + "\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "e4ab64f1-16eb-4129-b58d-057b7d596f1b", + "metadata": {}, + "source": [ + "# View Groups Simulataneously With Clusters\n", + "Click on a point to it's cluster number, fingerprint, band structure and reconstruction if applicable." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "93806fb5-3911-4c95-b739-a5d9a8e25a46", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "72ac61fef8ea414d93ac79a79d60854b", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Output()" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d47de418be464a34b0a44f9277d51fca", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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+ "text/html": [ + "\n", + "
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\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# change to ipympl for interactive plot (ie so you can click on materials)\n", + "\n", + "%matplotlib inline \n", + "group = \"segments\" # of k-branches\n", + "\n", + "%matplotlib ipympl\n", + "out = Output()\n", + "\n", + "@out.capture()\n", + "def onclick(event):\n", + " clear_output()\n", + " closest = np.sqrt((event.xdata-df.fx)**2 + (event.ydata-df.fy)**2).idxmin()\n", + " label = df.labels.loc[closest]\n", + " print(f\"Clicked on material {closest} in cluster {label}\")\n", + " # display(df[df.labels == label].drop(BORING_COLUMNS, axis=1))\n", + " plt.close()\n", + " %matplotlib inline\n", + " view_material_function(closest)\n", + "display(out)\n", + "\n", + "fig, ax = plt.subplots(figsize=(12, 12))\n", + "ax = plot_groups(df, group, ax=ax)\n", + "ax = plot_cluster_ellipses(df, ax=ax, color=\"black\")\n", + "fig.canvas.mpl_connect('button_press_event', onclick)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "c0fea021-0908-4f4c-8c75-ca7f79e6bde6", + "metadata": { + "tags": [] + }, + "source": [ + "# Output table of all clusters with chemical formulae (+ exemplar material band structures for machine learned print)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "0ddaea12-00f5-4864-a2f5-d2d960bef022", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "from pandas.plotting import table" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "a6eb27a1-04cd-4462-a8bb-e5725c24c682", + "metadata": {}, + "outputs": [], + "source": [ + "df.formula[1]\n", + "def round_(number):\n", + " return round(number, 5)\n", + "df[\"member_strength\"] = df.member_strength.apply(round_)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "34b431e5-3990-431f-9722-cf9a323294ba", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_cluster_df = df[df.labels!=-1].sort_values(by=['labels','member_strength'], ascending=[True, False])\n", + "\n", + "N_clusters = len(np.unique(clusterer.labels_))-1\n", + "#N_clusters = 6\n", + "\n", + "num_bands = 3\n", + "fig, axs = plt.subplots(N_clusters, num_bands+1, figsize=(17,3.5*N_clusters))\n", + "\n", + "# for machine learned print\n", + "for i in range(1,num_bands+1):\n", + " axs[0, i].set_title('exemplar_{0}'.format(i))\n", + "\n", + "for i in range(0, N_clusters):\n", + " \n", + " \n", + " df_part1 = sorted_cluster_df[sorted_cluster_df.labels==i][[\"formula\", \"member_strength\"]]\n", + " # min table size of 15\n", + " if(len(df_part1)>=15):\n", + " df_part1 = df_part1.head(15)\n", + " \n", + " #axs[i, 0].set_title('Cluster_ID={0}'.format(i), y=0.95)\n", + " axs[i, 0].axis(\"off\")\n", + " \n", + " # add band structures for the machine learned fingerprint tables\n", + " # plot the input bands:\n", + " input_bands_1 = Image.open(DATA_DIRECTORY/f\"images/grayscale_4ev_linewidth3/{df_part1.index[0]}.png\")\n", + " input_bands_2 = Image.open(DATA_DIRECTORY/f\"images/grayscale_4ev_linewidth3/{df_part1.index[1]}.png\")\n", + " input_bands_3 = Image.open(DATA_DIRECTORY/f\"images/grayscale_4ev_linewidth3/{df_part1.index[2]}.png\")\n", + "\n", + " axs[i,1].imshow(input_bands_1, extent=[-4, 4, -4, 4], aspect=1)\n", + " axs[i,2].imshow(input_bands_2, extent=[-4, 4, -4, 4], aspect=1)\n", + " axs[i,3].imshow(input_bands_3, extent=[-4, 4, -4, 4], aspect=1)\n", + " \n", + " #axs[i, 0].set_position([0.0, 0.0, 0.25, 0.25])\n", + " for j in range(1, num_bands+1):\n", + " #axs[i, 0].set_position([0.0, 0.0, 0.5, 0.5])\n", + " axs[i, j].set_xlabel(df_part1.formula[j-1])\n", + " axs[i,j].tick_params(axis='x', which='both',bottom=False,top=False,labelbottom=False)\n", + " \n", + " df_part1_with_index_label = df_part1.rename_axis('Cluster_ID={0}'.format(i)).reset_index()\n", + " table = axs[i, 0].table(df_part1_with_index_label.values, colLabels=df_part1_with_index_label.columns, loc=\"center\")\n", + " table.auto_set_font_size(False)\n", + " table.set_fontsize(10) # Adjust font size as needed\n", + " table.scale(1.3, 1.3) # Scale up the table size\n", + "\n", + "\n", + "fig.tight_layout() \n", + "#plt.subplots_adjust(wspace=0.2) \n", + "plt.savefig(\"corrected_alpha_1.0_MCS_6_MS_2_clusters_big_table.png\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "f392762c-35fe-4032-ad88-7d808c11dbdc", + "metadata": { + "tags": [] + }, + "source": [ + "# 2D HISTOGRAM FOR HDBSCAN PARAMETER OPTIMISATION" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "b41393be-da46-420c-8b3a-dc1d167c955a", + "metadata": {}, + "outputs": [], + "source": [ + "# iterate over hdbscan parameter values\n", + "MS_vals = np.arange(2,12,1)\n", + "MCS_vals = np.arange(2,12,1)\n", + "\n", + "DBCV_vals = np.zeros((len(MS_vals),len(MCS_vals)))\n", + "N_cluster_vals = np.zeros((len(MS_vals),len(MCS_vals)))\n", + "N_uncluster_vals = np.zeros((len(MS_vals),len(MCS_vals)))\n", + "\n", + "for i,MS in enumerate(MS_vals):\n", + " for j,MCS in enumerate(MCS_vals):\n", + " clusterer = hdbscan.HDBSCAN(algorithm='best', alpha=1.0, approx_min_span_tree=True,\\\n", + " gen_min_span_tree=True, leaf_size=40, metric='minkowski', cluster_selection_method='leaf', min_cluster_size=MCS, min_samples=MS, p=0.2)\n", + " #clusterer.fit(30*np.tanh(df[fingerprint_cols])/30)\n", + " clusterer.fit(df[fingerprint_cols])\n", + "\n", + " df[\"labels\"] = clusterer.labels_\n", + " \n", + " DBCV_vals[-(j+1),i] = clusterer.relative_validity_ \n", + " N_cluster_vals[-(j+1),i] = len(np.unique(clusterer.labels_))-1\n", + " N_uncluster_vals[-(j+1),i] = len(df[df[\"labels\"]==-1])\n", + "\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "3d149bd7-0806-41d6-ba3b-2b0805bc3cc9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Mf+Sviek/+1HapMHp5hfCX6Y9Tmjl9pnJB6cnm5bnLsNHGJ6YNm1mK8+cFJ66YJP138q1/zfeCk8qOvFbQ1l4RvjgtGpNcmBn8dzq5MubXU9o5c7A36DTGJUfm5faqT1aX5J23rWVP163HscevRhJG5rZi2UXYABqZSzvazolMf3omWO5+KQ3EtPfVv4LgzbCleoTZk7mRycnT166UlnmLwpbFchj5syNOO3U54PbD7Z8h/t2hX8H35o5le+e+kKufaTpCJzUs/wO8lrZdmGP1pek3fYYxDV/Wo8Zx76OpPea2b8qVLx+ab1Bo/j5Nl9JTF/62U0Z+aunE9Onvu+F3GUY976Xg+l3TzqUnV/tbu6tSOv7F+Quw8tXJU4fwFO778lm/7wtuP3gEStz7b81Zfu5mx7E9k9fG1ynaUi+Y/HqN5KvgR56/8eY/mjydWCntApOyD6X3tyj9SVpz70HceXvJ3LiN95A0mZm9lTZBegj3pTIuQq69Ffji+//QCubbt7CqaeN5tOfHfZCtcvknOsbv7x6QnHatGbet0UL//Xd0XzyU0O7myTOOdcPXf3HicXJGzTx/q1bOe2sMRxw8JAnq12mLLxi4FyFSGr98Q+WctK3RwGw74cHs3hhAUnbVLdkzrlKk9T8w++/xcnfGQXAnnsPZsXyIjffMdlnFXWun5PUNOt7S/j26aMB2GW3QZjB326ZVPPxXxdNiZyrR+f8cMzqVauMceOj5lOSOOOc0ZjZA5IazKcdd67fmn3e2LbFiwust/67p9kzzhnDif/5BvveKnn8O9d/nX/RuPYXnm9n8pSS+P/eaGZ89XU+dkdtx79XDJyrAEmjttq6hRtuW3+t5Vt/oJWJ6zfx2/+bWKROOiI553pG0ogt39/C9beuHf/v26KFjTZu4tjjJqTGv6RLgAOARWa2VbzsDODLwOJ4tVPN7Lo47RTgaKAAzDCz63vxIznnMpI0dMv3t3DdTWvH/7TNWthyqxa+ctzImj7/e8XAuQo4/oSRSzbdvJkhQ9ZtrfdfZ4zm84ct5FMHq9HM8g0V5ZyrOTNPGbV0ypRGhg1bN/5P+c5oDvvkQj77KTWbWWi4msuAC4Aruiz/iZnNLl0gaQvgMGBLYBLwd0mb+vHFub536umjlo8a1cjIkevG/0n/NZpPHvAaR31GLWZW2WHUyuR9DJyrgFtuWsVhnx3WbdqUDZo6mxccJWmOpAP7tHDOuYq68W8r+dxR3Y+gsv6kJjbauBlgo1AeZnY78GbGXR4MXGVma8zseeBZYMfsJXbO9ZYb/rqKI77Q/fl//IRG3rdFM8CmfVqoHvCKgXMV8MhDbQ80WTPqaOr21dTYAHCTmR1jZn+qdnmdc73n4QfbHmgmEP8NAjhU0tyS1zEZs/+apEckXSJpdLxsMlA6pub8eJlzro/NvXfNPeH4r+1Lb29K5FyFKDAhXC/MueWcq2Gh+McEcLWZfa+H2V4EnEU0S9NZwI+AL5ZXQudcpajQgBoSuhFYzXYvALxi4FzFKDSPilcMnOvXQvFf7mWBmS18Jw/p58Cf4x9fATYoWXVKvMw5VwUqBo4BNX7+r+3nGc7VMRWSX7V+YHDO5VOJ+JdUOszJJ4DH4vfXAodJapW0ETANuDdH8Z1zOYTiv9ZbDPgTA+cqRB3J0V/rBwbnXD6h+Cf0NLFze+lKYC9gnKT5wOnAXpKmE1UtXgC+AmBm8yRdDTwOdADH+YhEzlWPOgwlPRqs8fO/Vwycq5DgxX+NHxicc/mE4j++Xthb0kzgT90NQGBmh3ez6cVJeZrZ2cDZPSymc64CZMnHgHj5npJmkBD/1eQVA+cqJHjH0CsGzvVr4ScGBnCLmf1vX5XHOdd3wk8MDOA2M7uwD4uUWV1UDBYvHMVFP/73xPRNzm0Npu+1w7O5y/DLu9+ba/sxxdbcZfhh8/OJaWeyET9sTE4HuHpUc679v/HW0FzbDzQKPMiP7xjsK2knavCOQS0RopXGxPSGlPQhlv8w1xb6Y2bQ0gvdudoDXVYFNKV0ac1bhna8ZUpPBL8yfmMgs5ZBbbxnsxcT058aNDWYPm7z+ZUoVs+syn8MGjbu7cS0xqZCMB1g2NTFwfQ0q18bmWv7gUYFUNIht8bjvy4qBs7VI3UEEqMDw01mltg0wDlXv0Lx732MnOvf1EHiE4PgiIU1wCsGzlWKhZoS+ZWBc/2ax7hzA5dZzT8ZSOLDlTpXIepIftXrAcM5l00w/qM7hntLmiPpwOqW1DnX2zLEf83yJwbOVUiGPgbOuX4qQ/x752Pn+qkMfQx8VCLnBhoVAp1Ba3xKdOdcPuH477tyOOf6ngpCDd0fA+IbAzU7KlHFmhJJukTSIkmPlSwbI+lGSc/E/4+u1P6dq7pi4NXPefy7AS8U//28YuDx7wa8Oo7/SvYxuAz4aJdlJxONxDINuCn+2bn+qRB41fiBoRdchse/G8g8/j3+3cBVx/FfsYqBmd0OvNll8cHA5fH7y4GPV2r/zlWbCkp88e48Bv2y86HHvxvowvEv6Medjz3+3UCnYmr816y+7mMw0cwWxO9fAyYmrSjpGOAYgLEjx7HJackThLVOFpucm5y+fEi+yckA9jgkPEHZsCkN7DE7eZ12WnKXYR9tlJg2eXIrZ56TnA7QPijfl3FiW3iCtOZJDUw8IzwJmuVsRrNeIKCGThG7Bv4GnZKnwspgZg/WLaa2MR5o8xiUFf+jR47j86cltzoYO7mRz5+bnF7ohdszaXlMnNzMCbMmJ6ZbL5ShGMhj0uRWTj9nanD7hpQJ0PLsP2sZ8gqVIMsxMK+ZvRX/kYHW+bis+J8wZgxP7b5nYqarhw0Lpj83uK2swq4t/N1f3jyGuycdmpiuQmhSm2wKWw1KTFs5eCQPbbV/cPuG1vZc+y+OCJ85V7aOYu6mBwXXUUO+46BNSi7DysEjeej9H8uSS44S3Jx91aKSjwE1/sSgap2Pzcyk5LFZzGwOMAdgsja2Z09ak5jXJue2Ekrffft/5Shp5I8pMx/vMbuV22cml2FRQ76gBLi1+ZXEtDPP2YjTTk2Z+XjzfDMfv/hC4nEcgIlnDGXhGSuC66xak+uynOdWJz/k2nV2K3cG/gadxiTOU97LfObTRD2J/2GaalectCQxr8+fO5pQ+gryx95bCn+vTpg1mR+dnByfHb0wo80KJX+O08+ZyndPfSG4/VDLF/+h/WctQ14dgcDJcgzsUx7/iXoS/1uPH2eb/fO2xLye2n1PQukTtng5R0ljKcPI3T3pUHZ+9erE9NZN8s06DLDksWmJaQ9ttT/TH7suuH2lZz6eu+lBbP/0tcF1mobkq6StfmN4YtpD7/8Y0x/9a2oeauijTn4FSLwX46MSrWWhpPXNbIGk9YFFfbx/5/pOIdBSr8YfJVaIx78bODz+u/L4dwNHoSF56uMo/gfeqEQJrgWOjN8fCfxfH+/fuT6jDiW/MtwxlPRRSU9JelbSOh31JLVK+k2cfo+kqfHyZkmXS3pU0hOSTun1D1cej383YATjfwCMTNYNj383YOQ9/1dTJYcrvRK4C9hM0nxJRwOzgP0kPQN8KP7Zuf7JUl4BkhqBC4GPAVsAh0vaostqRwNLzGwT4CfAufHyTwGtZvZ+YDvgK52Vhr7i8e8GvPTY77edjz3+3YCX4/xfbRVrSmRmhyck7VupfTpXU/I1JdgReNbMngOQdBXRqB6Pl6xzMHBG/P4a4AJJIjrsDJXUBAwG2oC3e1z+HDz+3YCXHv/9tvOxx78b8NKbEtWsvm5K5NzAUVDyK/2OwWSgtNfc/HhZt+uYWQewFBhLVElYASwAXgJmm1nXoQOdc5WUL/6TJgn7oaQnJT0i6Q+SRsXLp0paJemh+PU/Fftczrl0OeO/mrxi4FyFWKEh+RXdMThc0tyS1zG9tOsdicZEmARsBJwgaeNeyts5l0GG+E9zGetOEnYjsJWZbQ08DZT2H/qXmU2PX8f2yodwzpWlF+K/aqo2XGlPNDcXmTIueRjMlqYmpoxPTn943tTcZRiRUodqRMF1emP4hfWLyXMENNMQTI/kGypsynrJQ0ICqLk1dZ1nXhyXqwy9YeMJK8vetvWN0BiEXaR3MLzSzL6fkPYKsEHJz1PiZd2tMz9uNjQSeAP4DPA3M2sHFkm6A9geeC574WuHgGZLji1ZOL1J+e9/pM0BoAzr5NVsyUP9CgXTe0PacKcNKHWdtCFP+0JTjr9Tj7YMxX+GO4ZmdnvXvkFmdkPJj3cDh/SkSPWoWGhg9fLBielWVDC9IecQmQAdS5PzBzATxbbKXk4VAvmbhdN7w5CprwfTG1o6UtdpWzSiN4tUluah6UOaJ2noyTwMRZKPATU+XKk/MXCuUgoNya/0Owb3AdMkbSSpBTiMaFSPUqWjfBwC3GxmRtR8aB8ASUOBnYEne+lTOeeyyBf/WXwRKB24fSNJD0q6TdIHe2MHzrkypcf/bWZ2TK1VCsArBs5VTvDAEN407jPwNeB64AngajObJ+lMSZ3TS14MjJX0LPBNoHNI0wuBYZLmEVUwLjWzR3r/AzrnEqXH/6HlNiWU9G2gA/hVvGgB8B4z24boWPBrSdW/PevcQJXzxkBCH6Ppku6O+xHNlbRjvFySzo+HLn9E0rYl2xwp6Zn4dWR3++qqLpoSOVeXQhf/2ZoSXAdc12XZaSXvVxMNTdp1u+XdLXfO9aH0+L/azL7X02wlHQUcAOwbPyHEzNYAa+L390v6F7ApMLen+TvnekFoWNJsLZIuAy4ArihZ9gPgu2b2V0n7xz/vRTSs+bT4tRNwEbCTpDHA6URNiQ24X9K1ZhZs8+0VA+cqxHzmU+cGrErEv6SPAicCe5rZypLl44E3zawQDzQwjTrtU+Rcf2AFYUn928rsYxRv2fkkcCTwavz+YOCK+EbB3ZJGxbOL7wXc2DkqoaQbiQY0uDK0b68YOFcpwQuDviuGc64KclYM4knC9gLGSZpPdOfvFKAVuDGasoS74xGI9gDOlNRO1OXxWB+i2LkqKjRAYsWg7BuD3wCulzSbqCvArvHypOHNswx7vg6vGDhXIVYIBb8/MXCuPwvGf7Y7ht1NEnZxwrq/A36XrWTOuUqLnhh0fwyIGgByiKTLShbPMbM5Kdl+FfhPM/udpEOJjgcfyl/atXnnY+cqxRR4AbCvpDmSDqxySZ1zvS0U/5G9Pf6d66eC8S+Aa8xs+5JXWqUAolEIfx+//y3RnEWQPLx5lmHP1+FPDJyrkFAb43iCk5vMrNs7gM65+pYh/m8xs//tswI55/qMFRoCfQzKbjHwKrAncCvRkOTPxMuvBb4m6SqizsdLzWyBpOuBcySNjtf7MGtPitgtrxg4Vynex8C5gcsHH3Bu4Ar1MUif/DSpj9GXgfPiCU1XA51DHF8H7A88C6wEvgBgZm9KOoto2HKAM7P0PfKKgXMVEm5j7BcGzvVnefsYOOfqlxWVfAzIcP5P6GMEsF036xpwXEI+lwCXpO6wRKY+BpJ2l/SF+P14SRv1ZCfODUjpbYzrgse/c2UI9jGqn2OAx79zZajj2E+tGEg6HTiJd9slNQO/rGShnOsPrNCQ+KqHgwN4/DtXrlD8x6OS1HznY49/58oTjn8B7Fmr8Z+lKdEngG2ABwDM7FVJwytaKuf6gXDnwz4sSD4e/86VIcMEZ/XQ+djj37kyWKEBS7r3HsX/bWZ2YV+WKassFYM2MzNJBiBpaIXL5Fz/EHwqUB9PDPD4d648dfJUMIXHv3PlCDUbqvEbg1n6GFwt6X+BUZK+DPwd+EVli+Vc/bOCEl91NI+Bx79zZQjHf91UGjz+nStDhvN/zUp9YmBmsyXtB7wNbAacZmY3VrxkJVqb23nPBgsT01e2DA2mL148JncZXl42OnWdUC3rqPe+nbsMp7yQO4uqGz6kPdf2myj5K9vaYGwyuJAr/95kxdSmBDU/j0EtxH8jYqQ1l53ergxjw6UYlHKoFAquU+yFtmNtvfA5qq3ZGvNloOT4FtBUQ0/iQvFfL00JayH+i8UGVi0bkpxeCKcXlg3KXYb25eE8rNAQXGfw8Hznvf6i2JZvIMyWESsT09RYDKa/o48q5VZMnsfAavzGQOpfSdJ3gMtKDwaSjsk4S5tzA1Z/6GPg8e9ceTL0Mdhb0kzgT2b2pz4qVo94/DtXngx9DGpWlqZEXwf+JmnvkmXHVqg8zvUbZkp81VEfA49/58oQjn8g6nx8TK1WCmIe/86VIRT/8X3Bmh2VKEvF4BXgY8AsSd+Kl9XNVY1z1VLPbQxLePw7V4ZQ/Nd6U4ISHv/OlSFDH6PbavXGQKYJzszsJWBPYAtJvwUGV7RUzvUDGcYxrgse/871XH+YxwQ8/p0rRzj+q126sCwVg7kAZrbazL4A3Aq05NmppP+UNE/SY5KulJS/d5BzNcaKDYmvWj8wlPD4d64MHv/d8/h3A0Eo/mv9xmBqxcDMvtzl5wvNbONydyhpMjAD2N7MtgIagcPKzc+5WpWhj0HND1fq8e9cecJtjN/pfOzx7/Hv+qEMfYxqVuKoRJKuNrNDJT1KN/c3zGzrnPsdLKkdGAK8miMv52qSFZIPAPGoRDU7XKnHv3P5hOI/jqjgzMeSLgEOABbFF9FIGgP8BpgKvAAcamZLJAk4D9gfWAkcZWYPlFt2j3/n8rHCOzcAukms7cpBaLjS4+P/D+jNHZrZK5JmAy8Bq4AbzOyG3tyHc7UgwzwGtczj37kceiH+LwMuAK4oWXYy0Q2FWZJOjn8+iaiD8LT4tRNwUfx/uTz+ncuhX85jYGYL4v9fBJA0FtgDeMnM7i93h5JGAwcDGwFvAb+V9Dkz+2WX9Y4BjgEYP3osK7+Q/PSyOLY1mN7akXNSHWCbNeEpH4ZMEdvMTm562dg6MXcZZrQlN0ydOLmZGbPWC27fPihfw1alfZknNKOvh8swLuffYkwxuQwtkxvY4Oz0fnGNjTmatJ6QfVULlLXW2xjXUvyPHjmOg74zNDHPkVMaOegHyekdSp78KKuOlD/YhMlNHDcrOcaLvfAHD+Wx/uQWvv399wS3r/SpaL3JLZz4/SnBdfL+FiyQw6TJrZx+ztScewibOTP7uqH4zzKPiZndLmlql8UHA3vF7y8navN/Urz8CjMz4G5JoySt3xnHPVVL8T9h9FgWfPwDiXm2jxoSTH9z+KblFvcdwTkpgJWDRnL/5sktwhqXrc5dho5tks9tq4aM5JFtPhzcvnFQzknWFP7SLm8cyz+HfT64jr033wRnIStaR3Hfxp+oWP6Rf2Ze04rClPTEAIiGK51BDc5jEmpK9GfgZDN7TNL6wANEHZHeK2mOmf20zH1+CHjezBbH+/k9sCuw1oEhnkBlDsBmQyfbkEufS8xw5Rc2JpTeGzMfP/h8eObjbWa38ODMtsT0Xactzl2G819Invl0xqz1OP/k14Lbn7dFcvmyWL063OdMX18P+1m4DK8vHpmrDCtWJR9YNjh7MC9/e1VqHqNG5Ps9ZBWc+bTGR/yrpfgfpY3s2hNXJGZ40A+GEkp/vWFNmUV91xKF8zhu1kQuPDkwOzv5Zz5dqY7EtG9//z2cfcpLwe1bsg1CV7YTvz+FH5wyP7hOG/lmb24PzHx8+jlT+e6pL+TKvzcFnxiUH/8TSy72XwM6a6OTgZdL1psfLyurYlBL8b/FqPVs/T8+nJjhgo9/gFD6pns9UmZR39X2dviG0/2bH8h2TyZf243Y9+ncZXj9luTWW49s82G2fjD84GXkpmV9Fd7RkFKx+Oewz7P78iuC66yen/NaLFA5uW/jT7DDc39Iz6N2Zj6+zcwu7JPC9FDoyLWRmT0Wv/8CcKOZHUj0ePKLOfb5ErCzpCFxu8h9gSdy5OdcTSoWlPjKcutU0kclPSXp2bjZQNf0Vkm/idPvKb27KGlrSXfFo388WsbIHx7/zuUQin+L6keHSppb8jqmJ/nHTwcq9ezR49+5HPKe/6sp9FyntHq4L/BzADNbJqns2z5mdo+ka4juQHQADxLfGXCuPwk+MUi5ayGpEbgQ2I/o7t99kq41s8dLVjsaWGJmm0g6DDgX+LSkJqI7cEeY2cNxM4Ce3rL2+HcuhwxPDK42s+/1MNuFnU2E4jv5i+LlrwAblKw3JV5WLo9/53Lol30MgJclfZ3oomRb4G8AkgYDzXl2amanA6fnycO5Wpcz+HcEnjWz5wAkXUXUNre0YnAwcEb8/hrggvgu3IeBR8zs4agc9kYZ+/f4dy6HYPyXf8fwWuBIYFb8//+VLP9afJzYCVhabv+CmMe/cznUy9Ck3Qnd0jga2BI4Cvi0mb0VL98ZuLSyxXKu/mWY+fTwQFOCpDbDdLeOmXUAS4GxwKaASbpe0gOSTiyj+B7/zuWQd+ZzSVcCdwGbSZov6WiiCsF+kp4haq8/K179OuA54Fmiu/v/kbP4Hv/O5VDPM5+HRiVaBBzbzfJbgFsqWSjn+oMMo5JcaWbfr8Cum4DdgR2IxjS/SdL9ZnZT1gw8/p3LJzgqWZbtzQ5PSNq3m3UNOC7XDtfOz+PfuRxCoxJZvY5K5JzLp5hvVJIsbYY715kf9ysYCbxB9HThdjN7HUDSdUTNATJXDJxz+YTiP35isLekmdTghYFzLp9isYFinY5KVBcVg6aWDiZMSh7uc37ze4Lpy95OHuM8q49u/3wwffWQqXx0+xcS0387d2ruMmwbGKpviDWxbcfYlBzyDVf2f0+ND6bvtbqJW1PW+fjmi4LpaV5dmDxsbIOMIYOSf0edhgwqf/jKhobsjYNzjmN+HzBN0kZEFYDDgM90WaezvfFdwCHAzWZmkq4HTpQ0BGgD9gR+krngNaYRMdSS579oSEl/oxdGgBiScqhsIIrBRL3w5Lgl8BkbEaOsNbj9SuUbMrXJwsOdCqWu05RzyNSVKftvDvyOekNP/owZ5jEJznzsIoWORpa+NTw5vRBOL3bkH6Z38OQlwfSGlo7gOoX18g9XPPi0B5P3P/eDDD4wOR2Aq8JzDKVpHL88mK6OYuo6Q1qTh1zOYvnTyZ/BDIpZ5knKcT7IMv/Iu+sq91PDaglGjKRGSf/ZV4Vxrj+xYkPiK62NYdxn4GvA9UTD+V1tZvMknSnpoHi1i4Gxkp4Fvkk0CypmtgT4MVHl4iHgATP7S0/L7/HvXPlC8V/r85iAx79zeeQ5/wNIukTSIkmPlSz7jaSH4tcLkh4qSTslHrr8KUkfKVkeHPa8O8HbYGZWkHQ4dXy30blqKYaeGGTY3syuI+pUWLrstJL3q4FPJWz7S7pMGtRTHv/OlS8U/7U+jjl4/DuXR7Eoigk3ADKOVnQZcAHwzqxxZvbpzveSfkQ04AiStiBqVbAlMAn4u6TOKb/Thj1fR5amRHdIugD4DfDO9KJm9kCGbZ0bsCo0XGFf8/h3rgyh+K+HJwYxj3/nypB3uFIzu7100tJS8bDkhwL7xIsOBq4yszXA83Ergh3jtLRhz9eRpWIwPf7/zNIylxTIOdcNKwRa6tX4cGUlpsf/e/w71wPB+I+mCKuHzsfT4/89/p3rgWhY4mDn40MkXVayeI6ZZZ3s74PAQjN7Jv55MnB3SXrp8OZdhz3fKS3z1IqBme2drZzOuVLBUUmiO4b7StqJGr4w8Ph3rjwZ4r/mOx97/DtXnqgpUVLFAIBrzOyMMrM/HLiyzG1TpXbXlzRR0sWS/hr/vEU80YpzLiDc+QiAm8zsmFqtFIDHv3Plytv5sBZ4/DtXnkrFfzw0+SeJmvd1ShrePMuw5+vIMo7XZUQjo0yKf34a+EaG7Zwb0KyY/KqjPgaX4fHvXI95/Ds3cFUw/j8EPGlm80uWXQscJqk1HuJ8GnAvJcOeS2oh6qB8bdoOslQMxpnZ1cStIuNhFNMHi3dugCsWGxJfddT50OPfuTKE479uePw7V4a8539JVxLNUbSZpPklT+oOo0szIjObB1xN1Kn4b8BxZlZIGvY8bd9ZOh+vkDSWuI4jaWfiIZKcc8nCM5/2YUHy8fh3rgz9ZOZjj3/nylAsNgT6GKRXDMzs8ITlRyUsPxs4u5vl6wx7niZLxeCbRI8e3ivpDmA8CWOnO+feZYELg3ppY4zHv3NlyRD/Nd/5GI9/58oSTWSYcAyIbgzuKWkGNXhjIEvFYB6wJ7AZ0YzwT5GtCZJzA1qeMYxriMe/c2UIz2NQNzz+nStDaB6DuCnRbWZ2YZ8WKqMsFYO7zGxbogMEAJIeALatWKmc6weKhcCFQf1UGjz+nStDKP7rqGbg8e9cGYoFUUw6z9d4/CdWDCStRzRBwmBJ28A7vSVGAEP6oGzO1bUMfQxqdh4Dj3/n8snQx6Bmefw7l0/ePgbVFHpi8BHgKKJxT3/EuweGZcCplS2Wc/UvHPyCaB6Di/uoOD3l8e9cDhniv5Y7H3v8O5dDqClRrUusGJjZ5cDlkv7dzH7Xh2Vyrl+o51GJPP6dyydD/Nds52OPf+fysX76xKDTFEkjiO4U/JyobeHJZnZDRUtWotDRyNI3R5afXmjMXYZn/jUpmD5+TTMvB9aZ0JD/i7A8cDEp0nuEXf/wBilrhI1LSW9CjEspxT+eXC9XGXZ67xvJ+28azLgxy1PzaGosfxjuBmW/ordCvxiVqOrx3wiMtOQYbkTB9Fbyx39rIH+ARmtgpLUkp/fCvBXL1J6YJkRTSuy1pHyGNGn5C2jphd91UCD8GhBDLP2U1qFi2btXD/6OeeNf0masPbvpxsBpwCjgy8DiePmp8ZCElVD1+O/oaOT1RWMS0xvbm4LpHauS4zKrpmFrwiuYsPbAMWpxlkutsIYxge+tQUNbePum0Stz7d9WNYdXaFTqOhqxOlcZhr3v1eTdN7UH0zstffg9Ze+/Jxf0VmjArD4rBllGF/iimb0NfBgYCxwBzKpoqZzrB4pFJb5q/IFBKY9/58oQjP8MBwAze8rMppvZdGA7YCXwhzj5J51pFawUgMe/c2UJxX/JcKVzJB1Y5aKuI0s1trNqsz9whZnNk1Tb1R3nakDwrkCN3zEo4fHvXBky9DHoiX2Bf5nZi30cfh7/zpWhnocrzfLE4H5JNxAdGK6XNJx4enTnXLLwlOh1w+PfuTIE4z86ABwqaW7J65hAdocBV5b8/DVJj0i6RNLoCn4Mj3/nyhCK/1q/AMjyxOBoYDrwnJmtjKdH/0JFS+VcP1DsH30MPP6dK0Mo/uM7iVeb2ffS8pHUAhwEnBIvugg4i+jy4iyiUYO+mLO4STz+nStDsdBAsU77GGSpGOwe/791bz1BlDQK+AWwFdHB7YtmdlevZO5cjcgwjnnNzmNQwuPfuTKE4r+HTYk+BjxgZgsBOv8HkPRz4M9lFTAbj3/nytBf5zHo9K2S94OAHYH7gX1y7Pc84G9mdkh8N8QnTHH9Tobgr+V5DDp5/DtXhlD893C44sMpaUYkaX0zWxD/+AngsTKKl5XHv3Nl6JfzGHQys7V6TEvaAPhpuTuUNBLYg2jyFMysDUgZaMu5+lPPM5928vh3rjy9Ef+ShgL7AV8pWfwDSdOJ7ra/0CWtV3n8O1eeDE8M9pQ0gxpsMVDO4Lrzgffl2OdGROMvXyrpA0R3H443sxWlK8UdsY4BGD96LG99ZrPEDAtjW4Ppje35xxAe3xHup900qZHxpw1NTB8Vam+e0XtJHiN4xJQG9vvh4OD2TTnHUk/besgUMX12/jGjQ5pbxyemaWITzd9ITn9nvR7MRbCOE7KvWs8TnAX0efyPGTmOXb7Tmpjh0Clil9nJ6dsE4qa3jJnSyKfPTZ5LpZjnOxcrBHqsTZjcxHGzJga3twr3eJs4uZkZs/LNU5Im9AkmTm7mhFmTM+RR/u9h5szs64abEgEZZj6O42Jsl2VHZC9Fr+v78/+ocTTOCHy3JzYF0+8fc1CO4kYamsNz3yxvGsNdEw9LTNdbyXOQZFV8ODltxaoJ3PPwjOD2Dc05r0FSLgCWM45/NH4pvFJHzmNQU3Ihlmsc/2g6OjWLwhZ5rlFuybxmhopBzY5KlHrFLOlnvHs8biDqiPRAzn1uC3zdzO6RdB5wMvCd0pXMbA4wB2Dz4ZNs1K+fSszwrc9sRih94YK0qbnSLX59RDB9/GlDWXzmisT0V5cmX7hk9Zx1JKbt98PB3PitVcHtJ2SY/Cckbevps1t4aGb45k/eS5PQBGfN3xhP+08XJ6Z3yjPBWU9YMd9whZI+SvTYvRH4hZnN6pLeClxBNMb5G8CnzeyFkvT3AI8DZ5jZ7J6WP86j6vE/QRvbXTOTJxjaZXYrofSnG/NN7JPFp88dyW9OWpqYvjwwOVlWoQnOjps1kQtPXpiYDrCa5ONHFmkTnM2YtR7nn/xarn2kaSM5dk+YNZkfnfxKah55JjjriVD8xxcGNTvzcadaiP/3DnqPFc5P/m43zphIKH27w2/MUdzIoPHLgul3TTyMXRZelZjeMn1BYlpWqzZL/t7e8/AMdvrA+cHtB90SvoZJ1RiOm380fokPFn4RXEct+Y6Dtib5ov4fTUfzwY70lrlLHy9/grOesKI6hyXtJrFPilC2LFeKc0vedwBXmtkdOfY5H5hvZvfEP19DdGBwrl8pBi8MwttKagQuJGpGMB+4T9K1ZvZ4yWpHA0vMbBNJhwHnAp8uSf8x8NeyCv8uj3/nyhCK/1q/MCjh8e9cGYqmxGNArYd/lj4Gl/fmDs3sNUkvS9rMzJ4imrjl8bTtnKs3hVBTovQnBjsCz5rZcwCSrgIOZu1YORg4I35/DXCBJJmZSfo48DyQ/BgrA49/58qTM/5rgse/c+UpFBuQ+tmoRJIepfuKjQAzs61z7PfrwK/iEQmew8dFdv1QsI1x+i2DycDLJT/PB3ZKWsfMOiQtBcZKWg2cRPS0oQetot/l8e9cPvU8+IDHv3P5FIsNFPtbxQA4oFI7NbOHgO0rlb9ztSA4XGF0x/BwSf9esnhO3LY2rzOAn5jZ8hxjj3v8O5dDhpN/aufjKvL4dy4Hs0Afg0hdjkrUDEzs2p5Q0m5AZXuYOdcPhGc+BqL2ut9PWOMVYIOSn6fEy7pbZ76kJmAkUSfknYBDJP0AGAUUJa02swt6UHyPf+dyyDDzcS13Pvb4dy6HYiH1iUHNjkoUGmbip8Db3Sx/mxzjGDs3UBSLDYmvDHcT7wOmSdoofuR+GHBtl3WuBY6M3x8C3GyRD5rZVDObShSr5/SwUgAe/87lEo7/apcu1U/x+HeubDnP/1UVemIw0cwe7brQzB6VNLVyRVpXY2OBEaO7O0ZFljWF00eMCg81lsW0lHHIXxm+LZvt8VBi+lXXdm0e3nODLLke15CS3hu23XBJMH1Qy9jUde5/cXSuMrQ0B4Y7k4XTY80pY1KHqCH7GT3Y+TDlwBD3GfgacD3RcKWXmNk8SWcCc83sWuBi4P9JehZ4k6jy0FtqJv6bgAmN5ad3FPJPrPqmwkN9NiJGFZOH0lvTkH+I3NA8JAKaUr5Tw3LO59CRcgwUSh3StIN8Q4U2pPwOQumdmnIcJ3tyOs8T/zWgZuK/UGhgyduBOYKKDbwVSH/9X+vnLsPElnD82rgG2pcmH2daVgcOUBk1tCeXQWY0tIfjs2335OGUs2hcHs7fni9Q2Cj5Ogyg6dnwXEupQk/hmxROj1kvzCmVRbjzcfr2ki4hatK3yMy2Kln+deA4oAD8xcxOjJefQjRSYQGYYWbXx8uDw553J1QxGBVIy/nXda7/y3vyN7PrgOu6LDut5P1q4FMpeZxR5u5HBdI8/p1LUQcX/yGjAmke/86lCPcxyHRsuAy4gGiuomgraW+i0Qg/YGZrJE2Il29BdGNwS2AS8HdJm8abpQ17vo5Q1WmupC+v83GkLxHNVuicCygWlPiqg6YEHv/O5RCO/5qvNHj8O5dD3vO/md1O1BKg1FeBWWa2Jl5nUbz8YOAqM1tjZs8DzxINef7OsOdm1gZ0DnseFHpi8A3gD5I+y7sHgu2BFuAT6R/LuYGtzpsSfAOPf+fKFo5/oLZHJfoGHv/OlS3DPAaHSLqsZHGWUQk3BT4o6WxgNTDTzO4jGrr87pL15sfLIH3Y83UkVgzMbCGwa/zoorN901/M7Oa0TJ1zdXHxn8jj37l8wvFf26MSefw7l0+wKVF0Y+CaMpr6NgFjgJ2BHYCrJW1cdiEDOwkys1uAW3p7x871dxmeGOwraSdq844h4PHvXLnq/Ikh4PHvXLkKRSU+MSiWP/P5fOD3ZmbAvZKKwDjCw5unDXu+jtSKgXOuPMVCYIKz6I7BTWZ2cV+VxznXdzLEv3OunyoWRDFpgtHy4/+PwN7ALXHn4hbgdaKhy38t6cdEnY+nAfcSPZqcJmkjogrBYcBn0nbiFQPnKiR4x7D8OwbOuTrQH54YOOfKk6GPQZCkK4G9gHGS5gOnA5cAl0h6DGgDjoyfHsyTdDXwONABHGdmhTifdYY9T9u3Vwycq5DgXUG/Y+hcv5bhqUAtdz52zuVglnyazzgq0eEJSZ9LWP9s4Oxulq8z7Hma1IqBpE8C5wITiB5LKNqXjejJjpwbaPrDEwOPf+fKk2FUotTOx5JeAJYRTVrUYWbbSxoD/AaYCrwAHGpm4Zkly+Tx71x5gk8Mavz8n2UKuB8AB5nZSDMbYWbD/aDgXLpiUYmvOmpj7PHvXBmC8d+zC4O9zWy6mW0f/3wyUf+kacBN8c+V4vHvXBks/fy/p6Q5kg6sclHXkaUp0UIze6LiJXGunyn0j86HHv/OlSEY/8VcWR9M1PYY4HLgVuCkXDkm8/h3rgyFgiCh83Hcx+A2M7uwTwuVUZaKwVxJvyHqDb2mc6GZ/b5ShXKuP8gwjnk98Ph3rgyh+O/BfQEDbpBkwP/GEyBNNLMFcfprwMTyS5nK49+5MmSYx6BmZakYjABWAh8uWWaAHxicCygUU58Y1Pw8Bnj8O1eWcPwL4FBJHy9Z3N3Mp7ub2SuSJgA3Snpy7XzM4kpDpXj8O1eGQjHwxKCPy9JTWSY4+0JfFMS5/iZDxaDm5zHw+HeuPMH4j/672sy+F8rDzF6J/18k6Q/AjsBCSeub2QJJ6wOLeqvM3ezf49+5MgQrBjU+XHFixUDSiWb2A0k/o5sKjpnNqGjJnKtztR78IR7/zuUTjP8MtwwlDQUazGxZ/P7DwJlEkxkdCcyK//+//KVdZ98e/87lEGpKVM9PDDo7HM3ti4I4198UAh0M66Dzsce/czkE4z9bFhOBPyi669gE/NrM/ibpPuBqSUcDLwKH5ixqdzz+ncuhUCSxK2HJqEQzqMGmxIkVg86CmtnlfVec7jU2Fxg9MXmY5oXNHcH0lW8PyV2GNatac20/rDnfMBQArW3Jd6CEaK1wh9bWlo5geoPS18nrxieT+9nttLqZewLpvWEpzZnXDTclqO2nCbUU/8OGtLHb+15MTF89ZEN2m56cfvfDG+Yuw+qO8MjODcAQS15nSC/MJbmc9pQyhL9TxZz3qZpSnoApwzodOb/2TSkjbKel56UexG2GPgZBZvYc8IFulr8B7Ju5IGWopfhf3tHAPxYmn3/3blcwfbsl+UdXHZ8S/2ZQDK2zIvt5I4kKbSnp4e2tMe/+U1awDOvkpDErkxNXF8PpsdH/ljrxb6KmP6zOvG6GpkT1NyqRpGtDG5rZQb1fHOf6jwx9DGqWx79z+WSI/5qd+djj37l8whWDPi5MD4VuY+0CvAxcCdxDHY2v6FwtCMV+jR8XwOPfuVwyxH/qzMdV5PHvXA5GXZznuxWqGKwH7AccDnwG+AtwpZmV/xzGuQGkkD6OeS0PV+rx71wOGeK/lnn8O5dDFP/dHwPyNyyvrMRGcWZWMLO/mdmRwM7As8Ctkr7WZ6Vzro4VLPlVMlzpMTVYKfD4dy6nYPxXu3ApPP6dy6ee4z/YI05SK/BvRHcNpgLnA3/ojR1LaiQa8eAVMzugN/J0rpYUAtFf6wcG8Ph3Lo9g/NfBAcDj37nyZYj/+huVSNIVwFbAdcB3zeyxXt738URDouUfMsC5GlSsg5N/Eo9/5/LJEP+13PnY49+5HIqW3DEnPjTU7KhEoTG4PgdMIwrgOyW9Hb+WSXo7z04lTSG6E/GLPPk4V8sKgVcd1Bk8/p3LIUP831KrTQnx+Hcul3o+/4fmMajkgNA/BU4EhietIOkY4BiAiWPG8ORueyZmtnro8GB6sZD/oxSL4TzaRw7hlQO3TUzfeI988yAATAl0Zhs6RewyO7yPvMNKNLamzBEwsYnGGeF1tlmTbzz3UKedoVPETim/g7x+OzP7uqEhnbMcGCR9FDgPaAR+YWazuqS3AlcA2wFvAJ82sxck7Uc0K2oL0AZ8y8xuzl7y2or/8aPHsvro5LkIbFxrMH1azjlIADZIafsxYkoD+8welJjeQf4ytGtYYtr4yU0cc+743PvIY/zkJo49d0JwnbxzKYRMnNzMjFnrVSx/gJm9FP+13vmwluJ/zMhx7P2d5NgaPqWBvQOx99rIdaaC6LE3h24aTF/ZOoq5myaP4NqYMgdJFvZk8jdq+eqJ3PVkhSejTpmjYHnbRP754vHBdZQyH0SqwDRJy208t6/+j/Q82vIcg7IfAPKe/6sp/6w7PSTpAGCRmd0vaa+k9cxsDjAHYOvx42zzO25LzPPJ3fYklN4XE5y9cuC2TP7TA4npD/51h9xleDkwwdkus1u5a+aa4PZ5J0D74LTFwfTGGRMpnL8wuM6Dz+S7eFkdCKmdZrdyT8rvoC+FriXTDgxxG9wLiUYGmQ/cJ+laM3u8ZLWjgSVmtomkw4BzgU8DrwMHmtmrkrYCrgcml/1BelE58b/p0Ck26OLABGdHb0go/aFemODsmY7wpdw+swdx88zkyW8WNub/Xi7SqsS0Y84dz5yTwvFZyYtygGPPncD/nLQouM7qCs6ANGPWepx/8msVy7+n6qEfQV8rJ/7HaWO7JRBbe88eRCj9G/s/XG5x37Hxjk8G0+duehDbP5089cPw6S/nLkPb5isS0+56cga7bH5+cPu8E5w1LQ1/of/54vHsvuF5wXUanx+csxDJx+HbV/8Hewz67/Q8hlR4FraYUb/HgMpOE9m93YCDJL0AXAXsI+mXVSiHcxWV81HijsCzZvacmbURxcrBXdY5GOicmfQaouFPZWYPmtmr8fJ5wOD46UIt8Ph3A0I9NyWoII9/NyDUc/z3ecXAzE4xsylmNhU4DLjZzD7X1+VwrtI6Aq/4wHC4pLklr2NKNp9MNMFQp/mse9f/nXXMrANYCoztss6/Aw+YWU08SvH4dwNFhvjfW9IcSQdWqYh9zuPfDRSh+I+fe+xZq/Hf502JnBsoMrQxvNLMvl+p/Uvakqh50YcrtQ/nXPcyxH8tz3zsnMshQ/zX7KhEVa0YmNmtwK3VLINzlWL5Hhi+AmxQ8vOUeFl368yX1ASMJOqE3Dnyxx+Az5vZv/IUpFI8/l1/For/Wm9K0Bc8/l3/ZnmvAaqmGn0MnBsQcrYxvA+YJmkjSS1Ej9279m67Fjgyfn8I0WN5kzQK+AtwspndkfuDOOd6rJ7bGDvn8skb/5IukbRI0mMly86Q9Iqkh+LX/iVpp0h6VtJTkj5Ssvyj8bJnJZ2cpexeMXCuQgqyxFfagSHuM/A1ohGFngCuNrN5ks6U1Dku3sXAWEnPAt8EOoP+a8AmwGklB5DwOJLOuV6VJ/6dc/WtQHL8Zxyu+DLgo90s/4mZTY9f1wFI2oLo5uGW8Tb/LamxZHTDjwFbEPVr3CJtx3XRx6Bl5EomfSR5yLF/NewYTH/zzmm5y7BiSfIY4gCvNRUYMXZpYvq8XGPnRoanDDeatoc1fjrqU4EhlzP9JeKgv67LstNK3q8GPtXNdt8DvpexmDVv8LCVfGCPhxLTHx0+gfcH0hcvHpW7DAteGhlMb0QMC9xnWVlszl2GFY3J36hGxFDC++jIOXr+quA3un405bgf1pMBnzPEf83OfFxLVlFgXlPynGo7qzmYXuiFeYzalifPkwBghYbgOsXlLbnL0LBqeXJiERpWhc8qVhdXe32gkGPY9h5cQnWQfOc94/n/dklTM+7uYOCqeJCR5+ObhTvGac+a2XMAkjpHN3y8+2wi/sTAuQqxlH/Ouf4rQ/zX8szHzrkcwrGf6/z/NUmPxE2NRsfLkkYxzDK64Tq8YuBchRSwxJdXC5zr3/LGv6QNJN0i6XFJ8yQdHy9PbGfsnKsNofiPn90eEhiuPMlFwHuB6cAC4EeVKLs/XHKuQkJPLOMZEfeVtBPelMC5fidD/KfpAE4wswckDQful3RjnPYTM5udt4zOucooCCzhGBDH/zVmdkZP8jSzhZ3vJf0c+HP8Y2gUw7TRDdfhFQPnKqSYfl/wJjO7uC/K4pzrWxniP8jMFhDdFcTMlkl6ggzNAJxz1VcMNhkq79ggaf34uADwCaBzxKJrgV9L+jEwCZgG3EvULWqapI2IKgSHAZ9J249XDJyrkIKPY+7cgBWOfwM4VNLHSxbPMbM53a0fd0LcBrgH2I2onfHngblETxWW9E6pnXO9oRDoS5hlGAhJVwJ7AeMkzQdOB/aSNJ3oEuIF4CsA8YiFVxN1Ku4AjjOzQpxP5+iGjcAlZjYvbd9eMXCuQjoCFwZ57yY652pbOP6BaAji1NHDJA0Dfgd8w8zelnQRcBbRxcFZRO2Mv5i/xM653tKB0ZBwDMg4KtHh3SxObGFgZmcDZ3ezfJ3RDdN4xcC5CinInxg4N1AF419kOghIaiaqFPzKzH4PwXbGzrkaUZBhCccAk9X0RYCPSuRchfhQpc4NXHmHK5QkojuET5jZj0uWr1+yWmk7Y+dcjcgwWPmekuZIOrC6JV2XPzFwrkJCTQm8cuBc/5ahKVGa3YAjgEclPRQvO5Vo9tLpdGln7JyrHRmaEt1mZhf2YZEy84qBcxXSG00JnHP1KUNTwuDMx2b2T7qfbLlH7YWdc30v2JSoxk/+XjFwrkIyjErk8xg4109lGJXoFjP73z4rkHOuz4RGJartaoFXDJyrmNDIQ/EBw+cxcK6f8pHHnBu4QvMY+BMD5waocB8D51x/1gt9DJxzdSrUx6DW498rBs5VSCEQ/rV+x8A5l4/Hv3MDV9SUqPtjQBz/e0qaQQ02JfaKgXMVUvR5DJwbsMLxb5DS+dg5V79MFjwG4KMSOTfweFMi5wauDPHvnY+d66c6MORNiSqnMLLAsn97Kzn9zgLLdk1O1z35/wzPzds4mL5mh9bgOhuqMXcZXrFCYloRY1XK1229nGW47pmxwfQ91jRye8o6jTkviXedtDwxbWhzEzsE0jutWt1c9v7/vDR7+b0pQe9omLKC1u/fk5iuO3ej9VPJ6bsuGZa7DHbTDsH0IS1j2G2DtxPTH50/MncZWgvdjVwZabEGNiwMCW7/ptpz7X+wwqeLJhNjbFBwnUZL/gxZrFbyMbCZBsbb4NQ81pCcR5qGHpTf4793rFaBpxqXJKczKpj+xuIxucuwcfMzwXTJaGxO/l5ZR/7zf/jmc3p63m/cmvXC8+Haq0pdp2Pj9PNziArJx6DC3UWW7dyWmkfjqvKPQcXBPTv/q9vRhms//uuiYuBcPerwCwPnBqxw/Dvn+rOOQMWg1kcs84qBcxUSHq4U8HkMnOu3MgxX7Jzrp4qBpkS1zisGzlVIR3rnY5/HwLl+KhT/xWjmc+987Fw/1SFDCceAogzMRyV6h6QNgCuAiUTXR3PM7Ly+LodzldYeaEpQ648SK8Xj3w0UofgfqDMfe/y7gaI92JQI8FGJ1tIBnGBmD0gaDtwv6UYze7wKZXGuYryPQbc8/t2AEIr/Wh+VpII8/t2AEOpjUOvn/z6vGJjZAmBB/H6ZpCeAyYAfGFy/UlCgYhA1JRhwPP7dQBGM/4EY/Hj8u4GjoCKSVwx6TNJUYBsgeaxB5+pUmzclCvL4d/2Zx3+Yx7/rz9oCTwwKNR7/MqtOASUNA24Dzjaz33eTfgxwDMDEiaO2+9WVZyXmtXL5RIYMW5iYbq+Gx/fOYtWycB7Fsa00vLEmMf3tFa25y9Ae+DINn9LAsvnhB9TNCV/SrEIT9gAMm9LA8pQykLMMwwJjRTeu10jhtfQxyos5xlKfecJMXux4PjWDpsb32qCmQ2hoGL1OmlmRlW0XUbT548zsjbILU8f6Mv4LLw7PXd7ly4YG0xsmNlJcmPzdW9WWfxzztkD8jZjSwNspsZcWv2nS7nKNmdLIm/PT4i9f/FugQ+/YyY288UqG+M/xe5h5wkxW2IsZ4n+aDWo6mIaGceukmRkr2/6Hor30eeCD1GDnw0rrSfyPHDl2u9NPuyAxr8mTW3nlleRz73sH5/vOAQwdER5/f+XgkQxZtTQxvWFQvjlEABjWkZi0fM1EhrUmHwOBvKGHNYYzWLFyAkOHLArn0ZDzejOw+coVExkyNOV3ACjX+f8EHnhodYb439xam/ansWHCOmlmxqq2ORTshQ3MbH7ZhamgqlQMJDUDfwauN7Mfp62/zXatdsudkxPT77/zm2y3a3I2HadtV04x1/LIbdOD6SuOei9DL/tXYvrf790kdxlCE5ztPXsQt8xcHdw+7wRnr1v4wmOP2a3cPjP5AA3QmPPoFJrgbPhJo1h27lupeeSZ4GzW0jMyVQyGtHzR2gsPMrjl0+uktRceplB8kbaOO/OfsepQX8f/kmP3LaeYa7kjbYKzb41h5Q/fTEzvjQnOXib5wmC/Hw7mxm+tCm6fd4Kz0ORiAJ85dyS/Pin54gjyx3+oDJ8/dzRXnJQ80VWnPBOcPdHx/UwVgyEtx1h74W4Gt3xmnbT2wmMUis/Q1nGPx3+G+G9smGJDWo5LTD/znI047dTnE9Ov2TJ/pXyHj4Qfajy45f5sM++6xPThmy3IXQZ2XpyY9M8Xjmf3qeE+3MXyT3sAtI8OT1527wMz2HHb84PrdAzJdwwKTXA29+4ZbL9zeP+Qb4KzPfZ9MVPFQNKuTQ1b3DG45Yh10joKT9BenEd7x9yajf/wX7oCFDW6uhh4IstBwbl6tLLtEhkrKRRfWWu5WQdtHbfRXrhrfJWKVlUe/24gWNk2R0YHheJLay03K9DWcQvthXvXr1LRqsrj3w0EZnYniI7i812WF1jTcRMdhfunVKlomfR5xQDYDTgC2EfSQ/Fr/yqUw7mKKhSfnr6m46+UPpVrL9xFU+PWmNnrVSxaNXn8uwGhUHxiyzXtf+sS//fQ1LgFZvZaFYtWTR7/bkDoKM7brK39+i7xfz9NDZtiZq8ENq26aoxK9E9yt3ZzrvaZ2cPNjdtRKD5FU+PmmK2ivfAARXstf6eXOuXx7wYKM3u8pWlHOoqP09y4JWaraS/cR9Fey9/ppU55/LuBwsyebmnahY7iozQ3bo3ZGtoLd1G01/K3K62wajwxcG7A6Cg+sMGajpviR4i30NK0O2YWbgzunOsX2gv3TWrruDluQnQbzY27YGbhnqzOuX6hvXD3hLaOW+MmxP+guXFHzOztapcrTVWHK3WuvzOz+a1Ne9PWcROF4gu0F/7hMefcAGFmC1qbPkRbx9/pKD5D0V7J2QXUOVcvzGxxa/NHSuL/1ZZqlykLf2LgXIW1FW4d1V64j9am/TALDC3lnOt32go3DW8v3E9r04cws+ShpZxz/U5bxw1D2wsP0dK0D2bWC+PWVl7V5jHoCUmLgRcDq4wDqt2Zs9plqPb+a6EMfbH/Dc1sQI4oVC0e/3Wx/1oog8d/P+TxXxf7r4UyePz3krqoGKSRNNfMth/IZaj2/muhDNXev6uOWvi7V7sM1d5/LZSh2vt31VELf/dql6Ha+6+FMlR7//2JNyVyzjnnnHPOecXAOeecc845138qBnOqXQCqX4Zq7x+qX4Zq799VRy383atdhmrvH6pfhmrv31VHLfzdq12Gau8fql+Gau+/3+gXfQycc84555xz+fSXJwbOOeecc865HOq6YiBpA0m3SHpc0jxJx1epHI2SHpT05yrtf5SkayQ9KekJSbv08f7/M/79PybpSkmD+mCfl0haJOmxkmVjJN0o6Zn4/9GVLoerHo//d/bv8Y/H/0Dj8f/O/j3+8fjvTXVdMQA6gBPMbAtgZ+A4SVtUoRzHA09UYb+dzgP+ZmabAx/oy7JImgzMALY3s62ARuCwPtj1ZcBHuyw7GbjJzKYBN8U/u/7L4z/i8R/x+B9YPP4jHv8Rj/9eUtcVAzNbYGYPxO+XEQXE5L4sg6QpwL8Bv+jL/ZbsfySwB3AxgJm1mdlbfVyMJmCwpCZgCPBqpXdoZrcDb3ZZfDBwefz+cuDjlS6Hqx6Pf4//Los9/gcQj3+P/y6LPf57SV1XDEpJmgpsA9zTx7v+KXAiUOzj/XbaCFgMXBo/zvyFpKF9tXMzewWYDbwELACWmtkNfbX/Liaa2YL4/WvAxCqVw/Uxj3+Pfzz+ByyPf49/PP57Tb+oGEgaBvwO+IaZvd2H+z0AWGRm9/fVPrvRBGwLXGRm2wAr6MNHaHE7voOJDlCTgKGSPtdX+09i0XBbPuTWAODx7/Hflcf/wOHx7/Hflcd/PnVfMZDUTHRQ+JWZ/b6Pd78bcJCkF4CrgH0k/bKPyzAfmG9mnXdKriE6UPSVDwHPm9liM2sHfg/s2of7L7VQ0voA8f+LqlQO10c8/j3+S3j8DzAe/x7/JTz+e0ldVwwkiaht3RNm9uO+3r+ZnWJmU8xsKlGHm5vNrE9ry2b2GvCypM3iRfsCj/dhEV4CdpY0JP577Ev1OmJdCxwZvz8S+L8qlcP1AY9/j/8uPP4HEI9/j/8uPP57SV1XDIhq7EcQ1dQfil/7V7tQVfB14FeSHgGmA+f01Y7jOxXXAA8AjxJ9pyo+A6GkK4G7gM0kzZd0NDAL2E/SM0R3MmZVuhyuqjz+Ix7/Hv8Dkcd/xOPf479X+czHzjnnnHPOubp/YuCcc84555zrBV4xcM4555xzznnFwDnnnHPOOecVA+ecc8455xxeMXDOOeecc87hFYNeI8lKJzeR1CRpsaQ/xz8fJKlHMxJK+rakeZIeiYdi26m3y91lf7dK2r4H6+8s6Z64bE9IOiNe3uPP6ly982OAHwPcwOXx7/HfXzRVuwD9yApgK0mDzWwVsB/wSmeimV1LNAFHJpJ2AQ4AtjWzNZLGAS29XOa8LgcONbOHJTUCm0HPP6tz/YQfA/wY4AYuj3+P/37Bnxj0ruuAf4vfHw5c2Zkg6ShJF8TvL5N0vqQ7JT0n6ZBu8lofeN3M1gCY2etm9mq8/WmS7pP0mKQ58YyDnbX9n0iaG9fed5D0e0nPSPpevM5USU9K+lW8zjWShnTduaQPS7pL0gOSfitpWDdlnAAsiMtXMLPHu/msD5W8VknaU9JQSZdIulfSg5IOLuN37Vwt8mPAup/VjwFuoPD4X/ezevzXGa8Y9K6rgMMkDQK2Bu4JrLs+sDvRHYHuZui7AdhA0tOS/lvSniVpF5jZDma2FTA4zqNTm5ltD/wP0ZTgxwFbAUdJGhuvsxnw32b2PuBt4D9Kd6zozsR/AR8ys22BucA3uynjT4CnJP1B0lfiz70WM5tuZtOB78T53Al8m2j6+B2BvYEfShra/a/Jubrix4Au/BjgBhCP/y48/uuPVwx6kZk9AkwlulNwXcrqfzSzYlzDnthNXsuB7YBjgMXAbyQdFSfvrahd36PAPsCWJZt2Pr57FJhnZgviOw7PARvEaS+b2R3x+18SHZxK7QxsAdwh6SHgSGDDbsp4JrA90QHsM8DfuvugkqYBPyR65NgOfBg4Oc77VmAQ8J7utnWunvgxwI8BbuDy+Pf47w+8j0HvuxaYDewFjA2st6bkvbpbwcwKREFza3wAOFLSVcB/A9ub2cuKOvuU1tI78y122UeRd//e1nVXXX4WcKOZHR4of2cZ/wVcJOnnwOKSOxJRRtHjx6uBL5vZgpL8/93MnkrL37k65MeA0oz8GOAGFo//0ow8/uuOPzHofZcA3zWzR/NkImmzuJbdaTrwIu8eAF6PA667tolp3qOoYxNEtfx/dkm/G9hN0iZxWYZK2rSbMv5bZ9tGYBpQAN7qstolwKVm9o+SZdcDXy9pF7lNGZ/BuVrlx4C1+THADSQe/2vz+K8z/sSgl5nZfOD8XshqGPAzSaOADuBZ4BgzeyuumT8GvAbcV0beTwHHSboEeBy4qDTRzBbHjyyvlNQaL/4v4Oku+RwB/ETSyriMnzWzQudxQtKGRAetTSV9Md7mS8BZwE+BRyQ1AM+zdhtJ5+qWHwP8GOAGLo9/j/96J7OuT5BcfyZpKvDnuNOSc26A8WOAcwOXx79L402JnHPOOeecc/7EwDnnnHPOOedPDJxzzjnnnHN4xcA555xzzjmHVwycc84555xzeMXAOeecc845h1cMnHPOOeecc3jFwDnnnHPOOQf8f/gjRtWODtpEAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib as mpl\n", + "# generate plots\n", + "fig, (ax1, ax2, ax3) = plt.subplots(figsize=(13, 3), ncols=3)\n", + "\n", + "\n", + "# plot just the positive data and save the\n", + "# color \"mappable\" object returned by ax1.imshow\n", + "pos = ax1.imshow(DBCV_vals, extent=[1.5,11.5,1.5,11.5], cmap=mpl.colormaps[\"plasma\"])\n", + "\n", + "# add the colorbar using the figure's method,\n", + "# telling which mappable we're talking about and\n", + "# which axes object it should be near\n", + "cbar3 = fig.colorbar(pos, ax=ax1, extend='both')\n", + "\n", + "# repeat everything above for the negative data\n", + "# you can specify location, anchor and shrink the colorbar\n", + "neg = ax2.imshow(N_cluster_vals, extent=[1.5,11.5,1.5,11.5], cmap=mpl.colormaps[\"plasma\"])\n", + "cbar2 = fig.colorbar(neg, ax=ax2, extend='both')\n", + "\n", + "\n", + "\n", + "# Plot both positive and negative values between +/- 1.2\n", + "pos_neg_clipped = ax3.imshow(N_uncluster_vals, extent=[1.5,11.5,1.5,11.5], cmap=mpl.colormaps[\"plasma\"])\n", + "# Add minorticks on the colorbar to make it easy to read the\n", + "# values off the colorbar.\n", + "cbar1 = fig.colorbar(pos_neg_clipped, ax=ax3, extend='both')\n", + "cbar1.minorticks_on()\n", + "cbar2.minorticks_on()\n", + "cbar3.minorticks_on()\n", + "\n", + "ax1.set_xlabel(\"Min Sample Size\")\n", + "ax1.set_ylabel(\"Min Cluster Size\")\n", + "ax1.grid()\n", + "ax1.set_title(\"DBCV index\")\n", + "\n", + "ax2.set_xlabel(\"Min Sample Size\")\n", + "ax2.set_ylabel(\"Min Cluster Size\")\n", + "ax2.grid()\n", + "ax2.set_title(\"Number of Clusters\")\n", + "\n", + "ax3.set_xlabel(\"Min Sample Size\")\n", + "ax3.set_ylabel(\"Min Cluster Size\")\n", + "ax3.grid()\n", + "ax3.set_title(\"Number of Unclustered Materials\")\n", + "\n", + "plt.savefig(\"corrected_2d_hist_hdbscan_params\", dpi=100, bbox_inches=\"tight\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "917c1ec2-d07d-4056-b9aa-62b2d880d5ae", + "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": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}