{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Case Study 3: EDEG/JDEG Analysis Using the PDAC Dataset\n", "\n", "In this example, we demonstrate how to perform Exon-level Differential Expression Genes(EDEG) and Junction-level Differential Expression (JDEG) analysis using pancreatic ductal adenocarcinoma (PDAC) dataset.\n", "\n", "The processed PDAC dataset can be downloaded from this [link](https://mcgill-my.sharepoint.com/:f:/g/personal/kailu_song_mail_mcgill_ca/EvZtHeW7qjJJs_RHc2-327ABeLXafa-ruvfk9Vs134crig?e=kEPtAV)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 1: Get Cell Embedding" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "from DOLPHIN.model import run_DOLPHIN\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#load datasets\n", "graph_data = \"./pdac_dataset/geometric_PDAC.pt\"\n", "feature_data = \"./pdac_dataset/FeatureCompHvg_PDAC.h5ad\"\n", "## save the output adata, default is set to the current folder\n", "output_path = './'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/mnt/md1/kailu/DOLPHIN/DOLPHIN/model/train.py:35: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " pg_celldata = torch.load(in_path_gp)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[epoch 000] training loss: 14535.1321\n", "[epoch 001] training loss: 9484.0300\n", "[epoch 002] training loss: 8842.7456\n", "[epoch 003] training loss: 8384.2322\n", "[epoch 004] training loss: 8002.3027\n", "[epoch 005] training loss: 7665.4353\n", "[epoch 006] training loss: 7354.3001\n", "[epoch 007] training loss: 7065.6936\n", "[epoch 008] training loss: 6797.6924\n", "[epoch 009] training loss: 6545.2808\n", "[epoch 010] training loss: 6310.4178\n", "[epoch 011] training loss: 6089.4171\n", "[epoch 012] training loss: 5881.0074\n", "[epoch 013] training loss: 5683.9913\n", "[epoch 014] training loss: 5497.7865\n", "[epoch 015] training loss: 5323.6587\n", "[epoch 016] training loss: 5158.4423\n", "[epoch 017] training loss: 5003.3073\n", "[epoch 018] training loss: 4854.2198\n", "[epoch 019] training loss: 4713.8004\n", "[epoch 020] training loss: 4580.4292\n", "[epoch 021] training loss: 4453.9250\n", "[epoch 022] training loss: 4334.3721\n", "[epoch 023] training loss: 4221.1840\n", "[epoch 024] training loss: 4112.2491\n", "[epoch 025] training loss: 4008.7768\n", "[epoch 026] training loss: 3910.0151\n", "[epoch 027] training loss: 3816.0703\n", "[epoch 028] training loss: 3726.1554\n", "[epoch 029] training loss: 3641.1904\n", "[epoch 030] training loss: 3559.9254\n", "[epoch 031] training loss: 3482.9481\n", "[epoch 032] training loss: 3409.0075\n", "[epoch 033] training loss: 3339.1081\n", "[epoch 034] training loss: 3271.4655\n", "[epoch 035] training loss: 3206.1068\n", "[epoch 036] training loss: 3145.0299\n", "[epoch 037] training loss: 3086.3801\n", "[epoch 038] training loss: 3029.9732\n", "[epoch 039] training loss: 2976.0644\n", "[epoch 040] training loss: 2924.5445\n", "[epoch 041] training loss: 2875.2942\n", "[epoch 042] training loss: 2828.4137\n", "[epoch 043] training loss: 2782.5932\n", "[epoch 044] training loss: 2740.0425\n", "[epoch 045] training loss: 2698.1772\n", "[epoch 046] training loss: 2658.3099\n", "[epoch 047] training loss: 2620.0929\n", "[epoch 048] training loss: 2583.6845\n", "[epoch 049] training loss: 2548.9368\n", "[epoch 050] training loss: 2515.3547\n", "[epoch 051] training loss: 2483.2340\n", "[epoch 052] training loss: 2452.2634\n", "[epoch 053] training loss: 2424.1656\n", "[epoch 054] training loss: 2394.4002\n", "[epoch 055] training loss: 2366.8728\n", "[epoch 056] training loss: 2340.3085\n", "[epoch 057] training loss: 2315.1861\n", "[epoch 058] training loss: 2290.2405\n", "[epoch 059] training loss: 2266.8684\n", "[epoch 060] training loss: 2244.7725\n", "[epoch 061] training loss: 2224.6315\n", "[epoch 062] training loss: 2203.2038\n", "[epoch 063] training loss: 2183.0404\n", "[epoch 064] training loss: 2163.2311\n", "[epoch 065] training loss: 2144.6808\n", "[epoch 066] training loss: 2127.2940\n", "[epoch 067] training loss: 2110.0388\n", "[epoch 068] training loss: 2093.4934\n", "[epoch 069] training loss: 2077.4891\n", "[epoch 070] training loss: 2061.9368\n", "[epoch 071] training loss: 2048.1216\n", "[epoch 072] training loss: 2034.3638\n", "[epoch 073] training loss: 2019.3259\n", "[epoch 074] training loss: 2006.8551\n", "[epoch 075] training loss: 1993.8448\n", "[epoch 076] training loss: 1981.8623\n", "[epoch 077] training loss: 1970.0687\n", "[epoch 078] training loss: 1958.2966\n", "[epoch 079] training loss: 1946.6895\n", "[epoch 080] training loss: 1937.6430\n", "[epoch 081] training loss: 1928.2802\n", "[epoch 082] training loss: 1917.0016\n", "[epoch 083] training loss: 1906.4349\n", "[epoch 084] training loss: 1896.3289\n", "[epoch 085] training loss: 1887.8212\n", "[epoch 086] training loss: 1879.8274\n", "[epoch 087] training loss: 1870.9623\n", "[epoch 088] training loss: 1862.2087\n", "[epoch 089] training loss: 1854.8109\n", "[epoch 090] training loss: 1848.2040\n", "[epoch 091] training loss: 1840.7539\n", "[epoch 092] training loss: 1832.4099\n", "[epoch 093] training loss: 1825.9591\n", "[epoch 094] training loss: 1819.5913\n", "[epoch 095] training loss: 1812.9658\n", "[epoch 096] training loss: 1807.0090\n", "[epoch 097] training loss: 1800.9076\n", "[epoch 098] training loss: 1794.9629\n", "[epoch 099] training loss: 1789.2050\n", "[epoch 100] training loss: 1783.6177\n", "[epoch 101] training loss: 1777.9448\n", "[epoch 102] training loss: 1772.4874\n", "[epoch 103] training loss: 1767.1852\n", "[epoch 104] training loss: 1761.7426\n", "[epoch 105] training loss: 1756.8757\n", "[epoch 106] training loss: 1752.5525\n", "[epoch 107] training loss: 1747.9851\n", "[epoch 108] training loss: 1743.2829\n", "[epoch 109] training loss: 1738.8728\n", "[epoch 110] training loss: 1735.6748\n", "[epoch 111] training loss: 1732.2036\n", "[epoch 112] training loss: 1727.3647\n", "[epoch 113] training loss: 1722.7953\n", "[epoch 114] training loss: 1718.3286\n", "[epoch 115] training loss: 1714.3976\n", "[epoch 116] training loss: 1711.9481\n", "[epoch 117] training loss: 1707.2857\n", "[epoch 118] training loss: 1704.9389\n", "[epoch 119] training loss: 1701.6240\n", "[epoch 120] training loss: 1698.3078\n", "[epoch 121] training loss: 1695.1068\n", "[epoch 122] training loss: 1692.6964\n", "[epoch 123] training loss: 1688.9327\n", "[epoch 124] training loss: 1685.6484\n", "[epoch 125] training loss: 1682.8813\n", "[epoch 126] training loss: 1680.5591\n", "[epoch 127] training loss: 1677.5457\n", "[epoch 128] training loss: 1674.8630\n", "[epoch 129] training loss: 1672.3926\n", "[epoch 130] training loss: 1670.1356\n", "[epoch 131] training loss: 1667.6661\n", "[epoch 132] training loss: 1664.8474\n", "[epoch 133] training loss: 1661.3589\n", "[epoch 134] training loss: 1658.6102\n", "[epoch 135] training loss: 1657.0893\n", "[epoch 136] training loss: 1654.9809\n", "[epoch 137] training loss: 1652.2127\n", "[epoch 138] training loss: 1649.7605\n", "[epoch 139] training loss: 1647.1566\n", "[epoch 140] training loss: 1645.3617\n", "[epoch 141] training loss: 1644.1953\n", "[epoch 142] training loss: 1642.9732\n", "[epoch 143] training loss: 1640.0196\n", "[epoch 144] training loss: 1638.9882\n", "[epoch 145] training loss: 1636.3493\n", "[epoch 146] training loss: 1634.5214\n", "[epoch 147] training loss: 1632.3159\n", "[epoch 148] training loss: 1630.2078\n", "[epoch 149] training loss: 1629.1170\n", "[epoch 150] training loss: 1626.1153\n", "[epoch 151] training loss: 1626.5941\n", "[epoch 152] training loss: 1623.7266\n", "[epoch 153] training loss: 1621.9222\n", "[epoch 154] training loss: 1620.5909\n", "[epoch 155] training loss: 1618.3156\n", "[epoch 156] training loss: 1617.8257\n", "[epoch 157] training loss: 1615.7835\n", "[epoch 158] training loss: 1614.5878\n", "[epoch 159] training loss: 1612.9924\n", "[epoch 160] training loss: 1610.5132\n", "[epoch 161] training loss: 1608.1411\n", "[epoch 162] training loss: 1607.5685\n", "[epoch 163] training loss: 1608.3485\n", "[epoch 164] training loss: 1605.3689\n", "[epoch 165] training loss: 1604.4949\n", "[epoch 166] training loss: 1602.2114\n", "[epoch 167] training loss: 1600.3378\n", "[epoch 168] training loss: 1599.2596\n", "[epoch 169] training loss: 1598.0904\n", "[epoch 170] training loss: 1597.3136\n", "[epoch 171] training loss: 1595.7924\n", "[epoch 172] training loss: 1594.6207\n", "[epoch 173] training loss: 1592.6065\n", "[epoch 174] training loss: 1592.5833\n", "[epoch 175] training loss: 1593.1010\n", "[epoch 176] training loss: 1590.9491\n", "[epoch 177] training loss: 1588.6952\n", "[epoch 178] training loss: 1586.6282\n", "[epoch 179] training loss: 1586.1786\n", "[epoch 180] training loss: 1585.3237\n", "[epoch 181] training loss: 1583.4996\n", "[epoch 182] training loss: 1582.7454\n", "[epoch 183] training loss: 1581.5828\n", "[epoch 184] training loss: 1581.7489\n", "[epoch 185] training loss: 1579.4737\n", "[epoch 186] training loss: 1577.9800\n", "[epoch 187] training loss: 1577.8887\n", "[epoch 188] training loss: 1577.9582\n", "[epoch 189] training loss: 1576.5019\n", "[epoch 190] training loss: 1575.0878\n", "[epoch 191] training loss: 1572.8942\n", "[epoch 192] training loss: 1573.0895\n", "[epoch 193] training loss: 1571.8479\n", "[epoch 194] training loss: 1570.9048\n", "[epoch 195] training loss: 1569.7757\n", "[epoch 196] training loss: 1569.7896\n", "[epoch 197] training loss: 1569.5635\n", "[epoch 198] training loss: 1567.4711\n", "[epoch 199] training loss: 1566.1681\n" ] } ], "source": [ "run_DOLPHIN(\"10x\", graph_data, feature_data, output_path, seed_num=11)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import scanpy as sc\n", "from sklearn.metrics import adjusted_rand_score" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is saved at this [link](https://mcgill-my.sharepoint.com/my?id=%2Fpersonal%2Fkailu%5Fsong%5Fmail%5Fmcgill%5Fca%2FDocuments%2FDeepExonas%5Fgithub%5Fexample%2Fprocessed%5Fdataset)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "adata = sc.read_h5ad(\"./DOLPHIN_Z.h5ad\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_428312/347401036.py:3: FutureWarning: In the future, the default backend for leiden will be igraph instead of leidenalg.\n", "\n", " To achieve the future defaults please pass: flavor=\"igraph\" and n_iterations=2. directed must also be False to work with igraph's implementation.\n", " sc.tl.leiden(adata, 0.4, random_state=0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\n" ] }, { "data": { "text/plain": [ "0.830919522944064" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sc.pp.neighbors(adata, use_rep=\"X_z\")\n", "sc.tl.umap(adata)\n", "sc.tl.leiden(adata, 0.4, random_state=0)\n", "print(len(set(adata.obs[\"leiden\"])))\n", "adjusted_rand_score(adata.obs[\"cluster\"], adata.obs[\"leiden\"])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(adata, color=['leiden', \"cluster\", \"source\"], wspace=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 2: Get Exon-Level and Junction-Level Markers Using MAST\n", "\n", "In this step, we identify exon-level markers using the MAST framework. The output is then used to derive exon-level differential expression (EDEG) and junction-level differential expression (JDEG).\n", "\n", "Please follow the tutorials below:\n", "\n", "- **Exon-Level/Junction-Level Marker Detection with MAST** \n", " [Step 7.1: MAST Exon Marker Detection](../tutorials/step7_1_MAST.ipynb)\n", "\n", "- **EDEG Aggregation from Exon-Level Results** \n", " [Step 7.2: Exon-Level Aggregation to EDEG](../tutorials/step7_2_exon_level.ipynb)\n", "\n", "- **JDEG Analysis Based on Junction Markers** \n", " [Step 7.3: Junction-Level Differential Expression](../tutorials/step7_3_junction_level.ipynb)\n", "\n", "Once the statistical analysis is completed, EDEGs and JDEGs are selected using the following thresholds:\n", "- Adjusted p-value < 0.05\n", "- Absolute log2 fold change > 1" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import numpy as np\n", "from matplotlib_venn import venn2\n", "import os\n", "from scipy.stats import wilcoxon" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "leiden_res = \"leiden_0_4_8\"\n", "cluster_num = \"2\"\n", "gene_type = \"MAST\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of DE in exon: 2339\n", "Number of DE in scanpy: 1926\n", "Number of Unique DE in Exon: 896\n" ] } ], "source": [ "## load the MAST results using the exon matrix as input.\n", "df_exon_DE = pd.read_csv(\"/Feature_\"+leiden_res+\"_cluster_\"+cluster_num+\".csv\")\n", "\n", "## load the MAST results using the gene count table as input.\n", "df_scanpy_DE = pd.read_csv(\"./Gene_\"+leiden_res+\"_cluster_\"+cluster_num+\"_MAST_v2_GeneRemap.csv\")\n", "\n", "df_exon_DE_sub = df_exon_DE[(df_exon_DE[gene_type+\"_weighted_stouffer_pval_adj_bonf\"] < 0.05) & (abs(df_exon_DE[gene_type+\"_weighted_abs_avg_log2FC\"]) > 1)].copy()\n", "df_scanpy_DE_sub = df_scanpy_DE[(df_scanpy_DE[gene_type+\"_pvals_adj\"]<0.05) & (abs(df_scanpy_DE[gene_type+\"_logfoldchanges\"]) >1)].copy()\n", "\n", "print(\"Number of DE in exon:\", len(set(df_exon_DE_sub[\"Cancer_gene_names\"])))\n", "print(\"Number of DE in scanpy:\", len(set(df_scanpy_DE_sub[\"Cancer_names_remap\"])))\n", "\n", "df_exon_DE_sub_unique = df_exon_DE_sub[~df_exon_DE_sub[\"Cancer_gene_names\"].isin(df_scanpy_DE_sub[\"Cancer_names_remap\"])]\n", "print(\"Number of Unique DE in Exon:\", len(set(df_exon_DE_sub_unique[\"Cancer_gene_names\"])))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of Unique DE in Scanpy: 483\n" ] } ], "source": [ "df_scanpy_DE_sub_unique = df_scanpy_DE_sub[~df_scanpy_DE_sub[\"Cancer_names_remap\"].isin(df_exon_DE_sub[\"Cancer_gene_names\"])]\n", "print(\"Number of Unique DE in Scanpy:\", len(set(df_scanpy_DE_sub_unique[\"Cancer_names_remap\"])))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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pU/Hss89i8+bNuOaaa2A0GrF3716sWrUKL730EiZMmNClx3/ttddi//79mDVrFv7xj3+0WWUnKysLo0eP7tL9kiSl4MhUEmevvfYaB8AvueSSDm/3er38qaee4r179+Ymk4lnZmbyIUOG8Oeff56Hw2HOedvJ8ifCCUPhWyfLn2jOnDmdWvWjdRpB64fD4eB9+vTht99+e2wC9Yk6miLx6KOP8pycHG61WvkVV1zBN27cyIcPH86HDx/e5mv379/Px44dy61WK3e73fzRRx/lH374IQfQZsrCqaZu/POf/+SXXXYZt1qtPDc3l8+aNSs2xaGjCfcd1d/RNAEA/KGHHjrFT6tFZWUlnzJlCs/MzOQmk4kPGjSow6kVnZ0i0SoajfK33nqLDx06lKempnKj0cgLCwv5lClT2kyf6GiKhCRJ/IknnuCZmZncZrPxMWPG8H379rX7XT3zzDP8kksu4WlpadxqtfL+/fvzX/3qV7HnXmsdP/vZz7jb7eaMsXbPozfeeIMPHjyYW61WnpKSwgcNGsRnzZrFjxw50uXHfvxz8MSPE59DRP1o7VBCjvPiiy/i4YcfRnl5OfLy8pQuhxASZxSCRLcCgUCbQRXBYBAXXnghJEnCnj17FKyMEJIodE2Q6Nb48eNRUFCACy64IHYtcvfu3Scddk8I0R4KQaJbY8aMwVtvvYUVK1ZAkiQMHDgQ7733HiZOnKh0aYSQBKHuUEIIIbpF8wQJIYToFoUgIYQQ3aIQJIQQolsUgoQQQnSLQpAQQohuUQgSQgjRLQpBQgghukUhSAghRLcoBAkhhOgWhSAhhBDdohAkhBCiWxSChBBCdItCkBBCiG5RCBJCCNEtCkFCCCG6RSFICCFEtygECSGE6BaFICGEEN2iECSEEKJbFIKEEEJ0i0KQEEKIblEIEkII0S0KQUIIIbpFIUgIIUS3KAQJIYToFoUgIYQQ3aIQJIQQolsUgoQQQnSLQpAQQohuUQgSQgjRLQpBQgghukUhSAghRLcMShdASKLJ0SjA+X8OHP//4zEGJopgAr1XJESrKASJqnHOIYdCkAIBRANByOEQ5EgEcjjS8m8kDB6VwKNRyFIUPCqd8fdgogjBYAAzGlr+NRiP/dtyXDCbIZotEK0WiFYrBAP9WRGiFozzk70NJiQ5yNEooj4fpEAAUiAIKdjybzQYgBwMgcuy0iW2IRgMEK1WiBZLy4fVAtFihcFhh8FmU7o8QshxKARJUpHDYUS8XkSamxFp8iLq9SIaCJy8y1JlmEGE0ZECQ4oDRocDxpQUGBwO6nIlRCEUgkQxcjSKSEMjwk2NiHq9iHibIQWDSpeVcEwQINpsMKakwOh0wuRKg9HhULosQnSBQpAkDJdlhBsaEa6vR7i+DpEmb9J1ZSYLwWSCyZUGk8sFs8sFg92udEmEaBKFIIkbLsuINHkRrq9HqK4OkcZGCr0uEs1mmFyulmBMT4fBalW6JEI0gUKQdCsuywjV1CJYVYVQTU3LdATS7QwOByweNyweD3WdEnIWKATJWeOShGBNTUvw1dZ2aRoC6TqDzQaLxw2zxwOT06l0OYSoCoUg6RI5GkWouhrBqmqE6urAJQq+ZCBaLLC43bBkeWBKS1O6HEKSHoUgOSOhunr4Dx9GqLqaru8lOdFqhS03F9bcHIhms9LlEJKUKATJaUnhMAIVFQgcPoKo3690OeRMMQZLZgasubkwZ2aCMaZ0RYQkDQpBclKh2lr4jxxBqLqGWn0aIVrMsOa0tA5phCkhFILkBHIkAv/hw/AfPgIpEFC6HBJH5ox02PLzYXG7lS6FEMVQCBIAgBQMwnfwIPyHj9AgF50x2O2wF/SANSeHlm8jukMhqHNRvx++AwcQqDhKXZ56IgpgRhNgMICJRkA8tuh3ZiZqZY6wzCHJHJIsx/6VOQdjDAJjEIWWD4EJx/49dowxCAKDyISWf48dMxlE2EwGGEVR6UdOSBsUgjoVaWpC84EDCFZVa2ZxanICxsAsVjCzBcxsBgwmcIMREETgFINjOIAmMByNRBHp5qeGURRgNRpgMxlgNRpgNRlj/zcZKCBJ4lEI6ky4vh7NZWUI1dYpXQrpLoIAwWoFM1sBU0vYwWAAZ8Ipw+50ZAA+xlARjiKcgFcJg8BgMxlhNRlgMxpgNRmQYjHBYTbF/5sT3aIQ1IlIczO8+0oQqqlRuhRylpjJBMHhBCw2cJO5pWUXRxxAIxgqIlFICrxaGEUBaVYzXDYL0mxmOMxGmuZBug2FoMZJoRCa9++H/0gFdXuqFDMYwBxOMJsd3GgGRGV2rpcA1AKoDkXBFQwhoygg1WqGy2ZGms2CFApFchYoBDWKSxKaDxyA78BBGu2pNqIAwe4EszsAkxmyYEiqF/kIGCplGQ3R5BhIZRAY0mzHWopWM1IspqT6eZHkRiGoMZxzBI4cQfP+UkihkNLlkE5iJjOEtPSWLk7RcFbX8hIlyBiORCT45eR6CTEIDBkOK7JSbMiwWyEIyf+zJMqhENSQUG0tmvbuRbTZp3QppBOYKEJwpQO2FHCDOgd/cLQMnjkc7v6RpN1BFBjcDiuynHak2y0QVPDmgiQWhaAGSOEwvHv2InD0qNKlkNNhDEKqC8zhbLm+p5EXZQ6glgNHI8nb9W4UBbgdVmSn2uGyWZQuhyQJCkGV85WXo3lfCW1em+SElBSwlDRwkxXQ8KosIcZQHpEQSLIu0hNZjQbkpNqRk2qHxajMQCOSHCgEVSrq86Fx126EGxqULoWcBLNYIKRlgFtscZ/GkEw4gHoAFQqPIu0MBsBlMyMnzQGPw0bXD3WIQlBluCzDd/AgmveX0jJnSYrZHRBcmZCNZl2PUgwzhvKoDL+kjuepURTQw5WCfJeDlnfTEQpBFYk0N6Nx505EmrxKl0I6IDjTwNLSVTvIJR44gAYwVIQjkKGONwSiwJDvSkGBK4WWctMBCkGV8B06BO/efdT6SzIcgJiWAaS6FJvErgYRMByWJDQrseRMF4kCQ06qHYXpTrpuqGEUgklODofRuGsXgtW03FlSYQxCuhssJRVcR9f7zkZrq/BwWF2DuAQGZDvtKMxwwmYyKl0O6WYUgkksVFePxh07aNJ7MhEEiBlucLtTV4NdulOQMRxI0nmFp8IAeJw2FGU4aVFvDaEQTEJcltFcWormsgO03meyYAyiJxvcmqLpKQ6JIgEolzi8Khk0c6JMhxVFGU6kWs1Kl0LOEoVgkpGCQTRs345wQ6PSpZBjhDQXkJZJLb9uxgHUAagIJ+8E+9PJsFvQN8tF3aQqRiGYRILV1WjcsZMmvicJZrFCcOeAG6nrK578jOFgKAq1PusFBhRmpKIo3UnzDFWIQjBJNJeVwVuyn7o/k4EoQHTngFsdmlnWLNlFGXAoyuFTafco0LIKTb9sFzLsVqVLIWeAQlBhXJbRuGsXAhW07mcyENMzwZ3pdN1PARxADQcqk3j90c7wpNjQN8sFM80xVAUKQQVJ4TDqt2xBpLFJ6VJ0j1ntENxZNNE9CTSB4aDKplGcSBQYemWmoocrRderBqkBhaBCIk1NqN+6DVIwqHQpusYMBgieHMhmG71YJZEAYygNqWeVmZNJMRvRLzudRpEmMQpBBQSrqtCwYyft+K4wIdUFuNzU9ZmkQoyhTIXzCTuSl+ZAsTuV1iRNQhSCCdZcWgZvSYnSZegbYxBz8sEtdqUrIacRBUNZVEIwybdm6gyjKKCPx4WcVHreJRMKwQRq+mEPfIcOKV2GrjGrDcyTS+t8qogE4JAkq2rd0VPJSbWjX5YLIvVAJAUKwQTgnKNx124EjhxRuhRdEzPd4CnpNO1BhWQAFTJHfVS9UyiO5zAbcW5uJuxmmmSvNArBOOOyjIYdOxCsrFK6FN1iogghpwe4yaJ0KeQsaGUKRStRYBiQnY4sJ3WPKolCMI64JKF+61aEauuULkW3BIcTyMymwS8aUguGCpVPoThevsuBPh4XBOqhUASFYJzI0SjqN29BuKFB6VJ0iQMwZOVCttE8LS2qhbrXHD2R02LCoLxM2rdQARSCcSCHw6jbvJl2gFcIM5kgZOfTxHeNq+HAUY10jQIto0cH5mQg00HLriUShWA3k8Nh1G7ahGizT+lSdEmw2wFPHsCo+1MPasBwVENdowBQmOFEcWYq9WAkCIVgN5KjUdRt2kQtQIUIqS4g3UOjP3WmWkODZVql2cw4NzeT1h9NAArBbsIlCXWbNyNc36B0KbokZrohp6TTu2ed0mIQmkQB5+W7acm1OKMQ7AZcllG/dRtCNTVKl6JLYnYeuC1F6TKIgjjnqGYMVRoaLAO0TKMYlJuJDLpOGDcUgmeJc46G7TsQrKxUuhT9YQxibgG4mV4gyLEgBEOVxlqEAgP6Z2fQcmtxQiF4lhp37YL/MK0Ek2hMFCHkFdIIUNIGB3BEQyvLHK+PJw0F6U6ly9AcCsGz0LR3L3wHDipdhu4wkwksp4DW/yQd4gBKJQ6/inepP5mC9BT08biULkNTaBx5F/kOHKQAVACz2sFyiygAyUkxAIWiAJMGx0gdrPNiV0UtqO3SfSgEuyBYU4OmffuULkN3hBQnWHY+LYFGTksER5HJAFGDQXik0YedFITdhl5NzlCkuRkN27cD9ARMqJY1QHNoDiDpNBPnKDRps8fgaJMf24/UQqbXobNGIXgG5HAY9Vu3gke1Nfos2TGHA3BTAJIzZ+McPczanHBe5fVj2+EaCsKzRCHYSVyWUb9tOyR/QOlSdEWw28HceRSApMtSOZBl1GYQ1jQHsLW8GrJMQdhVFIKd1LRnD8L19UqXoSvMagcoAEk3yGSAy6DNl7taXxBbD1dTi7CLtPms6Ga+Q+Xwlx9WugxdYRYrWHYeDYIh3YIByBUYrBp9OtX6gthTSW/Su0KjT4nuE6qrh3fvXqXL0BVmMoFl96CdIEi3YgB6GA0QoM0W0+GGZpTVNipdhurQq8wpSOEwGrZvB5e1N+k2WTFRbJkITy1AEgcmzpFvMipdRtyUVDeisom2cTsT9EpzCo07dkAOh5UuQz8Yg5BXRBPhSVw5wTV7fRAAdlbUosEfVLoM1dDuM+Es+Q4cRKi2TukydIMDEPOLwA3afZdOkkeOwGDW6IArmQNbD9fAH44oXYoqUAh2INzUBG9JidJl6Iohtwe4kfZNI4khACgwiWAaHVEZkWRsPlSNMM1pPi0KwRPI0ShdB0wwIcMDbqFtYkhimTlHnlm7PQ+BSLRl6gTNITwlCsETNP2whybEJ5BgcwBOWhWfKCOVy0jT8PXBxkAYOypqlS4jqWn3t98FgaNHEaioULoM3WCiCHhoOTSiHMYYcgQGo4afglVeP/ZV0RzCk6EQPCYaCKBx926ly9AVIbcAELS5nBVRDxFAgUYX2m51oM6L8nqv0mUkJQrBY5p276aFsRNIzMqhgTAkaVg5R6ZG1xdttbeqHo2BkNJlJB0KQQCBigqaDpFAgjMNss2pdBmEtOFh0HS3qMyBHUdqIdGgvzZ0H4JyOIwmWhYtYZjJBKR7wOg6IEkyAoB8jXeLBiJRWmP0BLoPwaa9eyHTpNLEYAxCTg9aEo0kLTvX9moyQMvO9NVev9JlJA1t/7ZPI1Rbi0DFUaXL0A0xJx9c1O68LKIN2YIAUeMdFbuO1iFEYyAA6DgEuSSh8YcflC5DN8T0TJoQT1RBBEeuSduDZCKSjF00fxCAjkPQu7+UJsUnCDOZwFMzlC6DkE5zcsAmavvlsdYXpGkT0GkIRrxe+A8dUroM3RA8uTQhnqgKA5Bv0P5zdl91A3whfY+J0GUINu3ZQ2uDJoiQlg5usihdBiFnzMQBt8bnDkoyx46KGsgaXUi8M3QXgsGqKoTrG5QuQx9EAUijblCiXpkMmt2JvpU3GMH+Gv3uSK+rEOSyjKZ9+5QuQzfErDxaFo2omgggy6jtuYMAcLC2CfU63YhXVyHoP1ROg2EShDkckM02pcsg5Ky5GKD1GORo2ZE+KunvMpFuQlCORtFcVqZ0GfrAGFhGNq0KQzRBAJBj1n6PRjAioaxWf92iuglBX1kZ5Ii+R0EliujOBkStv3cmeuLkgFkHr5aH6r0IhKNKl5FQOvi1AlIwCN+hcqXL0AVmsYDbaXFsoi0MQI4Org3KHCipaVC6jITSRQg2l5aCS7REUCIInjyaE0g0yS7LsAnaf25XNvl1teWS5kMw6vfDf4R2i08EId0NbqC1QYk2McaQq/F5g6326mgnes2HoO/AAUDHE0ETRhCAVJfSVRASVxbO4dT4LhMA0BgIo7JJHztNaPq3KYVCtEtEgoiZWQDT9NOJEABAlsbXFG1VUl0PWdZ+A0LTv03fwYO0PFoiiAK4LUXpKghJCDPnml9cGwACEQmHdLDAtmZ/k3I0Cv/hw0qXoQtiZhZtlEt0RS+twbLaRoQ1vu+gZn+T/kPl4Br/5SUDJorUCiS6YwPXxbzBqMxRqvEJ9Jr8NXJJgu/QQaXL0AWBrgUSHWIAPAZ9jBQ90tCs6e2WNPnq5T9SATms3V9asmAGA7UCiW6lABC1P20QMgf2VWt3yoTmQpDLMnwHqRWYCC2tQB28ChDSAQGARyfzBmuag2jQ6C4TmgvBYHU1pADtFBF3RgO41aF0FYQoKg0MTCfzkA/WaXOkqOZCMHD4iNIl6IKYQa1AQkRwZJi0v6YoANQ0B+DX4GUmTYVg1O9HqK5O6TK0z2ikViAhx6TrYD1RoGXPQS22BjUVgoEj1ApMBJGuBRISY+Icdj2MkAFwtMmnuXmDmglBLsu0RFoiCAK4xa50FYQklUydTJeQZI7yhmaly+hWmgnBUE0tpJB+tv9QiuDKpFYgISewc66bATLl9V5NrSmqmRCkJdISgzloXiAhJxIAuEz6aA1GJBmVXp/SZXQbTYSgFAzSgJgEYFY7uEj7BRLSkTQdrZ9bXq+dLlFN/Nb8h4/QnoEJILjSlS6BkKRllTn0MVkCaAqG0RQMK11Gt9BECAYqaOf4uGMM3GxVugpCkhZjQIZOVpABgMMa2WZJ9SEYbmqCFNTmcj7JRHRl0ELZhJxGqo7+RCq9fkQl9e/XqvpfWaiqSukS9MHhVLoCQpKeiQNWnUyel2SOI43qvzao+hAMVlUrXYLmMasN3GBSugxCVCFDJ3MGgZZtltRO1SEYaW5G1O9XugzNE9JoQAwhnaWnBQV94ajq9xpUdQgGqSs0/hgDN9uUroIQ1TCA66ZLFACqvepuiKg8BKkrNN6ENBego/lPhHSHVIN+/maqm9W9dZ1qf1NRvx/RZvX3Ryc7Zk9VugRCVCdFR0sLNgXDCEaiSpfRZaoNQeoKTQDGwI00IIaQM2WSOXSysQQAoNqr3tagekOwmrpC401wptJi2YR0AWN66xJV73VBVf6W5GgUkSZtrFaQzJhNT+PcCOleTh1dS2/wh1S7z6Aqf0vhunpaKzQBaJk0QrrOqqPXKA6g1qfOLlF1hmB9vdIlaJ/FAgj6mfRLSHcTAdhEVb7EdkmVSq8LqvI3FKIQjDsxhUaFEnK2XDoaHVPnC0CS1beWqOpCUA6HaWpEIljsSldAiOrZoZ8QlDlQ61PfZgaqC0FqBSaAIIAbaPNcQs6WERwC9HNtUI2rx6guBOl6YPzR1AhCugeDvq4L1jQHIKtsQJDqfjvhOgrBeGP2FKVLIEQzHDqaKhGVOZoCIaXLOCOq+u1IoRDtGpEA3GhWugRCNENPi2kDLcuoqYmqQjDS2KR0CZrHrHaaGkFINzKrq3fwrHkpBOMn4qVVYuJNsNO2SYR0JwM4DEoXkUDUEoyjaDOFYNyZLEpXQIjmpOhot3l/OIqopJ75gqoKQWoJJoCBdo0gpLvZ6bpg0lJNCMrhMKSgukYdqQ0HwEU9ddwQkhgWfWUgmlT0Wq2aEKRWYPwJVhvNDyQkDkwqmzt3tpoC1BLsdhFaKi3uBCsNiiEkHgQAFh11iVJ3aBzQ/oEJYKZBMYTEi57mC4aiEkIq2V9QNSFIi2YngJEGxRASL2adXWpQy8oxqghBLsu0UkwC0KAYQuLHrKOWIKCeSfOqCEEpEKCd5OOMmcwAU8XTgRBVMujsJUwt1wVV8aonBdW3R5XaMBvtH0hIPOmtn4VCsBtRCMYfo0ExhMSVgXMwHfVoRSQZYRUMjlFHCAYCSpegfbRzBCFxxRhg1tHeggAQpBDsHtEAtQTjTmd/nIQoQU/TJABQS7C7SEFqCcYbZ/pZ4JcQpehtmkQoGlW6hNNSRwhSSzCuOACusz9OQpSgt2kSoQi1BM8alyTIYXWMMlIrZjSCUQgSEnd6629Rw6oxSR+CNDI0/gQaFENIQoj6GRwKAAhLFIJnTQpRKzDudLThJyFKSvoX3G5G3aHdgEcjSpegfbSRLiEJIUBfTUGaItENZBWMLlI7ZtDbWhaEKENvV94jkgw5yRcISPoQ5BEKwbijECQkIQTorzWY7HMFkz4EqSWYAAJdEyQkUQw6G4md7CNEkz4EOYVg/AlJ/zQgRDMoBJNL0r/6yTQwJu44tQQJSRij3kIwyUeIJn0IUkswAWgfQUISRtTZqjGRJJ8rmPSvfjINjIk/nb0zJURJBp39udHo0LOk9MAYSZIwf9lSXHrH7eg19npcfucdeOHdd8GP+8VW19dj5vz5uHDiRPQaNxb//dST2F9e3u6+vt25E7c8/hiKbxiHvv91I25+5GEEQqFEPpx2kvvpqW0bv/kX7rjvbpx/+WBkF+fj0/WfnfTcWf/7JLKL8/HG0rc6vD0UCuGqcdcguzgf23fuiB3ft78E4//7Fpx7yQUoHFCMS0YMwW8WzkckQpcZlBKvF93fv7kIVw8oxKJf/zJ2rK66Cr+ZNRO3DL0I437UH/ePvx5/W/9Jm6+b/eBPMHnU5bju/L64dehF+M2smaipquy2uuQkf5FJ/rHxCr+LeO3997H8j3/ES7NmoV9hEbbs2YOHn1+AFLsd9958MzjnuGfOL2AwGLB03i/hsNnxxoerMfGJWfjrW2/DZrUCaAnA2556EtMmT8YzD02DKIrYub8EgsKtMFozVDl+vx/n9B+IyRMm4p4H7zvpeZ+s+xTfbd6E7Kysk57z9HO/QpYnCzt27Wxz3Ggw4JbxE3DeOYPgdDqxc9dOPPrzWZC5jJ8/9mS3PRbSefH4i9u9bQv+9P4K9Oo3oM3x5558BM3eJjz92ltwutKx4f99hGcefgivrfoj+gw8FwBw/iWXY/JPH0KG24OaqqNYMv9XmDfjfrz8+z90U3XJnYIUgqfx7c4dGDNkCK6+9DIAQI/sbHz0xQZs/mE3AGD/4cP4btcufPHmW+hXVAQA+M30GTh/4q34wxdf4LbrrwcAzH19EX5y88342aTJsfvu3aNHYh9MRygEFXPViFG4asSoU55TcbQC/zNvNn6/dAVuv/euDs/5y5cb8Nd//A1vvfYGNvz1iza3FRYUorCgMPZ5j7x8fPX1Rnz972/O/gGQLunuv7iAz4dnH5+Bh+c9hxWLX2lz247N32HGL36F/uddAAC4/YHp+HD529i7Y1ssBCfcfW/s/Ky8fEy670HMmXYfopEIDEbjWdeX7C3BpO8O5Qq/i7ho4Dn4x/ffo+RY9+aOkhJ8s307Rl18CQAgHGlZ29Rs+s/SY4IgwGQ04t/btwMAaurrsWn3bmSkpeGGGdNx3i0TMP6RR/D19m0JfjTtUUswecmyjGmPzsCD996P/n37dXhOdU01HvufWXjl+ZdgPdbrcCqlZaXY8Lcvcfkll3V3uaSTuvsv7uWnZ+PS4aMweMiV7W4754LB+PLTP6KpoQGyLOOLP61FJBzC+Zdc3uF9NTU04C9//AgDLxzcLQEIoM2lo2SU/C1Bhd9GTJs0CV6/D8PumQJRECDJMp6cMgXjr7oKANC7RwHyPB48+/ZbeG7mw7BZLHjjww9RUV2NyrpaAMCBigoAwG//7/8w+6dTcU7vYqz+/HNMnDULG954E73y8xV7fJwx3S3lpBavLlkEg8GAe+/+SYe3c84x/fGHcefkO3DBeefjYPmhk97XuAn/hW07tiMUDuGOSbdh1sOPxatsclrd9xf3xZ/WYu/O7Vi0am2Ht89+4TU8/cg0jL/8fIgGA8wWK+a+8gbyCovanPfm88/i45XLEQwEMOD8C/HM60u7rcbkjkAVtASVtvavf8WaDRvw2lM/x7rXX8dLj8/C4lWr8MH69QBarrm8PWcuSsoPY+D4m1E8biy+2rIZoy6+BMKxSeito6NuHzsOk669FoN698EvH3gQxfn5eG/dyQdDJAS1BJPSlm1b8eayt/HS/N+etLX+9vLfwefzYfoD0057f0tefh3r136K1194FX/+8i9Y9Obi7i6ZJFhVxRG89uwv8fMFL8FktnR4ztKXF8LnbcL8363AolV/xIS778XTDz+E/Xt2tznv1p9MxeIPP8Fzb70LQRTx3JMPd1sLjlqCKvf0m29g2sRJuGnkSADAgJ69UF5ViVfe+z1uveYaAMB5ffviz0uWoMnXjEgkioy0NIz92TSc16cvACArPR0A0LewsM199y4owOGqqgQ+mo4k9xNUr77+9hvU1NZg8NBLY8ckScLcX8/DG0vfwrd/+xf+sfErfPv9dygY0KvN14656XqMv/FmvPL8i7Fjebm5AIB+ffpCkiU8/j9P4IF7p0IUaaEEtdq7Yxsaamtw/4/Hxo7JkoRt336Nj1Yux7JPvsDHK5bjrbWfo+jYa1Fx/4HY9u03WLvy/zBz7q9jX5fqSkeqKx35PXuhoLg3Jo+8DLs2b8LACwefdZ3Jfskl+UNQ4R9gMBiEcMLkVlEQwGW53blOuwMAsL+8HFv27MHjd90NoGUwTXZGBkpO6K7aX14eu7aoFJbsV611asJNP8bQE67xTJ5yGybc9GNMmjARAPDMnHl44pHHY7dXVlVi0t23YcnLi/Cj8y886X3LMkckGoUsyxSCiuiev7kLL78Cb368vs2xBf/zGAp6FmPivQ8gGAwAANgJr1+CKELu4PWrVettreMdzlZyR6AqQlDZbz/6ssvx8sqVyPN40K+wCNv37cOSDz/EpDHXxs7541//ioy0VOR5PNhVWopfLFqEa4cMwYiLLgLQ8k7ogVtvxfPLl2Ngr2KcU1yMVZ+vR8mhQ3jzF3OUemgAWroqkv1JqlU+nw+lB8pinx8sP4TtO3cgLS0N+bl5SHe52pxvMBjhcXvQu1cxACA/N6/N7Xa7HQBQVFCE3JyWlt+HH6+BwWDEgH79YTaZsHnbVvz6+WfxX2NvgLGbBj6QM9Ndbzttdgd6njBgymK1wZnmQs++/RCNRJBXUIQX5/wcU2f9D5xpLvzzL+uw6au/45nXfwcA2LXle/ywfQvO/dHFSHGm4sihA1j28kLkFhRi4AU/6pY6qSV4lpjCS3o9M20a5i9bhqdefhm1DQ3IysjAHWPH4uHb74idU1lXh7lLFqOmvh6e9HTcMno0Zt52e5v7uW/8jxEMhzFn8eto8HoxsFcv/P6551B0rJtKMUneX69lm7dtwY9vuzX2+ZxftUxyvnX8LXh5wQvd8j1E0YDXlixCSdl+cM6Rn5ePe+6Ygp/ec+/pv5jERaL+4gxGI361ZBne+u1v8L8P/gRBvw+5BUWY9exvcenwlqk5ZqsV//j8Myx/5QUEAwFkuN246MoRmP3Az2AymbuljmRfJY7xJL9qWf2vrxFtbla6DM3iAMRe/ZUugxDdqAFwNJzc62l2px6uFPTNcp3+RIUk/ehQgTZ8jaskf5NGiOYkd7Oj+yV7SzDpQ5BRCMaf3v4qCVFQVGd/bsl+TTDpQ5BagglwipFihJDuFdXZm06jmNwxk9zVAWBGCsF4Y5xCkJBE0dv+HeYkb8gkfQhSSzABZP1cpCdEaZLO3nSaDckdM8ldHQDBQHOZ4o5CkJCEiehsgQqTIbkXZEj6EGRJ/gPUBEnZjYsJ0QsOQNbZmGxLkvfmqSAEk/sHqAkUgoQkhL46QlsGxZy47GSySfoQFGhpp7jjEQpBQhJBbyFoVkFPXvKH4HGb1ZI4iXbPQrmEkFPT20q9yX49EFBBCIqWjvfJIt2HR/Q2aJsQZUj6ykBYKATPnmAwUJdonPFIJOk3viREC/S2Wgy1BLuJaKXWYFxxDkab6xISd2Gd/Z3RNcFuIlqsSpegfbR0GiFxF9TZHEEKwW5CLcH4YzRhnpC4oxBMPuoIQWoJxl+ERogSEk8cQEhnPS50TbCbUEsw/ngoqHQJhGiaxPS1WoxBYLCoYAMEdYQgTZOIOx7wKV0CIZoW1VEAAkCKRR1zvFURggYrdYfGGw8GaXNdQuIoorM/LyeFYPdhogiRgjDuGK0hSkjchHQ2PSLFYla6hE5RRQgCgDElRekStI+WTyMkbkI6GxmaaqWWYLcypjiULkHzeJAGxxASL3qaHmEUBVUMigFUFIIGagnGXzCgdAWEaBIHENBRCKqlFQioKASpOzT+5ICPBscQEgdhpreRoeq4HgioKARFs5m2VYo3zsFkGhxDSHcL6uy9pVpGhgIqCkGArgsmBG2rREi383F9rRRDIRgn1CWaAGEaHENId/NG9ROCFqOoiuXSWqkqBA0OCsF4kwN+pUsgRFMkMF1NlHeq6HogoLIQNKY6lS5B82RfM22rREg3CulrTIyqukIBlYWgwWqldUTjjAFgkZDSZRCiGQGdjbimEIwzk8uldAmax/3NSpdAiGY0S/oJQVFgcKpojiBAIUg6wL2N4Dp790pIPHAAPkk/G1an2ywQBXXFirqqBWBOpxCMNx6NQqDFtAk5axHGdLWHoDvFpnQJZ0x1IShaLDDY1PeDVp0gjRIl5Gzp6a9IYECmQ31jNlQXggB1iSaC7G1SugRCVK9RR/MD06xmGEX1zA9sRSFIOsQDPkDWz7UMQrqbDMAr6ScE1dgVCqg1BOm6YELQVAlCui6gs0WzKQQTSDSZYHDQOqJx5/MqXQEhquXV0dZJTosJZhUtlXY8VYYgAFjcmUqXoHlSUyNtrURIF3AADRH9XE5wp1iVLqHLVByCbqVL0D5ZBovSrhKEnKkwY9DTJCOPSrtCARWHoNHphGhV77sP1QhQlyghZ8qvox4Uu9kIm8modBldptoQBACLh1qD8SbV1VKXKCFnqF5HS6W5HepujKg8BD1Kl6B9sgwWDihdBSGqIQHw62lqBIWgckypqRBVtneVGvGGWqVLIEQ1/DqaGmExinBa1f0arOoQBACLm1qD8Sb7fGASDZAhpDNqovoZFZqbqv6pauoPQboumBg0Z5CQ04qAwaeT64ECA3LTKAQVZ0xLg2BS1/5VaiTX0wAZQk6nSUd/I5kOm2onyB9P9SHIGIM1J1vpMjSPSxINkCHkFDiAWh11heZroBUIaCAEAcCWm6t0CbogN9YpXQIhSSvEGMI6aQjaTQa47OrbNqkjmghBg90OU1qa0mVoHm9uBmizXUI61KCjtULz0lKULqHbaCIEAcBKrcGEYH4aIEPIiTiAuog+3iCKAkNOql3pMrqNdkIwywPBYFC6DM2jATKEtOdjDDL0MT8wN9UBg6iZ6NBOCDJRhIUGyMQdj0bBQjRAhpDj1elkQIzAgIJ07XSFAhoKQQCw5eUpXYIuyLVV1Bok5JgoGJp0MjfQk2KDxaitHjdNhaDR4YAx1al0GZrHQ0FqDRJyTL2O3hD2SNfe66umQhCg6RKJItdUUmuQ6J4MoFonA2JcNjOcFu0tTKK5ELRmZ9MKMgnAwyGwoF/pMghRVCP0MyCmQIOtQECDIchEEfYePZQuQxfkWmoNEv3iAKp00gpMs5qRqfItk05GcyEIALYe+WAaWNMu2fFwGCxErUGiTz7GENHJe8DenjSlS4gbTYagYDDQSNEEoWuDRI8456iM6GNaRLbThlSV7xl4KpoMQQCwFxSACZp9eEmDh8NgQZ/SZRCSUEFBQEAHy6QJDCh2pyldRlxpNiVEs5l2l0gQqeYotQaJrlRFZaVLSIge6U7NzQs8kWZDEADshYUA08fILUVFomCBZqWrICQhIozBK2k/BE2igKIMbY4IPZ6mQ9Bgs9HO8wki0UhRohPVsvYDEAB6ZqbCoINLSpp/hI7CQqVL0IdIFMzXqHQVhMRViDHURbQfgnazEXka2TT3dDQfgkanExaPR+kydCFadRRMiihdBiFxc1Qn1wL7uNPAdHIpSfMhCAApxb3o2mACMAC85ig4dYsSDQro5Fpgut2CDI1OjO+ILkLQYLfDlpujdBm6IPt8EAI0ZYJoCwdQoYPtkhiAPhqeGN8RXYQgADh69QITaRWZRJCqjgA6GTxA9MEHBr8OtkvKSbXDYdbX2su6CUHRbIa9oEDpMvRBloG6KqWrIKRbtLQCtb9GqFEUND8xviO6CUEAsBcWQDRrd/mfZCI3NYCFgkqXQchZawJDSAcdG/2z02HS4ZrLugpBwWCAo1dPpcvQDanqMMB18OpBNEsGcEQHO0XkptrhSbEpXYYidBWCAGDNzYXBoY/5L4qLRMC89UpXQUiX1QPQ+qVAq9GAPlkupctQjO5CkDEGZ9++SpehG1JNNVg0rHQZhJyxKAMqw9puBTIA5+Rm6GJlmJPR5SM3p7tgzc1VugzdkKtpgW2iPkckrvld44synJreJqkzdBmCAODs0xuCSV9DgZXCA36w5galyyCk05oZQ5PGV4dxWkwoykxVugzF6TYEBaMRzr59lC5DN6TqSrAwjRYlyU8GcFjj3aCiwHBObgYEWklLvyEIANbsbJgzMpQuQzekioNgsvZX3SDqVs2BiMZ77/t40mAzGZUuIynoOgQBIHVAf1pJJlEkGXLVYbo+SJJWiDFUR7T9Ri3TYUVeWorSZSQN3YegaLEgpVcvpcvQDe73gzXWKl0GIe3IAA5pPABNooAB2elKl5FUdB+CAGAr6AGjU/s7KCcLqa4GLEiLbJPkUseBoKztXooBORm6XBXmVCgE0TJ3MHVAfzAdz5VJNKminPYeJEkjxBiOarwVWJThRKaOtkjqLHrVP8aYkoKU4mKly9APziFXHKLdJojiOIByjQdgttOmy8WxO4NC8Dj2wgIaLZpAPBwG6qpoE16iqEoOBDTcDZpmM2NADr2unQyF4AlSzxlIk+gTSG5qgOBrUroMolPNjKFGw61Au8mA8/IyaT7gKVAInkA0mZB2zkCly9AVqaoCLBxSugyiM1EGHAxp97q0SRRwfr4HRpoCdkoUgh0wZ2TAXkgb8CaSdOQAWFS7L0gkuXAAByOyZtcGFQWG8/LdsJoMSpeS9CgETyKluJimTSSSLEM+coBWlCEJUQ3Ar9HrgAzAOTkZul8Yu7MoBE+CCQLSzj0HjObUJAyPRiEfOQhQEJI48jGGqrB2n2O9PWlw63SD3K6gEDwFg82G1P4DlC5DV3g4BE470pM4iYLhoIYXx+7hcqAgnXqwzgSF4GlYs7Pg6FmkdBm6wv1+oKaC1hgl3YpzoFySNLtTfKbDij4e/e4Q31UUgp2QUlwMi9utdBm6Inu9QA1txku6TzWAZo0moNNiwrm5GWA0FeKMUQh2Uuo5A2FwOJQuQ1dkbyNQV0lBSM5aA2Oo0uh8wBSLERf0cEOkZR+7hH5qnSQYDEi/4HwItAdXQsmNDWD1VRSEpMt8jKE8pM3rgE6LCT/qkUVzAc8CheAZEC0WuM47jxbaTjCpoR5oqKHl1cgZCzGGAxqdEJ9mNePCAg8MIr0enQ366Z0hU1oanP36Kl2G7sj1tWANNdQiJJ0WZUBZOKrJCfEumxkX9HDDQG/Izxr9BLvAlpcHe0EPpcvQHbm+lgbLkE6RARyIyIho8KmSbrfg/Hy6Bthd6KfYRSl9+sCana10GbojexvBj5bThHpyUhzAYYlrcmeILKeNArCb0U+yixhjSB04AObMTKVL0R0e8IEfOQBI2hzsQM5ONQcaJe0tttDD5cC5ubQjRHdjnEYbnBUuy6j7/nuE6xuULkV3mChCyCsEN9DWV6RFPRgOa3BFmOLMVBRlpipdhiZRCHYDORpF3abvEWmiffESjjGIuQXgZqvSlRCFNYChXGMByAD0y05HXhrNUY4XCsFuIofDqN20CdFmn9Kl6JKYnQduS1G6DKKQBg3OBRQFhnNyMmgx7DijEOxGUiiE2m+/gxQIKF2KLomZbsgp6bR0lM40guGQxlqAdpMB5+a54TDT4hzxRiHYzaJ+P+q+2wQpRDulK0FIdQHpHoCCUBe0GIDZThv6ZafTHMAEoRCMg6jfj7rvN1OLUCGCzQHmyQEXaCkpLWvS2LZIAgP6eFzId1G3fiJRCMaJFAyi7vvNiProGqEiBAFiTj64ma6naJGXMRzQ0DVAq1HEuXluOC000jnRKATjSA6HUbd5MyJNXqVL0S3BlQGkZVL3qIY0MYaDGgrATIcVA3PSaRFshVAIxpkcjaJ+8xaEGxqULkW3mNkCISsP3ECDDNROS9cABQb0ykxDYQbtBK8kCsEE4JKE+q1bEaqtU7oU/WIMYlYuZKuDRo+qEAdQw4FKjewJaDYIODc3E2k2i9Kl6B6FYIJwWUbD9h0IVlUpXYquCSmpQIYHoEEzqiEDqJA56qPaWArNZTPj3NxMmAz0HEwGFIIJxDlH0+7d8B8+onQp+mY0QMzuAW40K10JOQ0JwCFJRrOk/pcpgQFFGakoynBSb0QSoRBUgO/AQTTt20dbAilMcGcBjjQaNJOkomAoi0oIamA3iHS7Bf2yXLCZ6Lp0sqEQVEiophYN27dDjmrjIr9aMYsFgjuHWoVJJsQYysJR1e8HaDYI6ONJR5aTpuokKwpBBUV9PtRt2QLJT5PqlSakugBXJl0rTAIBxlAaiqh6R3gGIN+Vgl7uVFr5JclRCCpMjkRQv3UbwvX1SpdCGIPozga3O6mLVAGcczQxQfVTIFKtJvTLSkcKTXxXBQrBJMBlGU179sBffljpUggAZjJBcOeCm2n4eqK0jAAF6qPqnQJhFAUUu9No2yOVoRBMIr7ycnj37AWXtTEUXO2ElFQg3Q2IBqVL0bQIYygLSwip+KUoN9WOYncaTXtQIQrBJBNuakLD9u10nTBJcAAGdxY4jSKNiybGUK7i638OsxH9slw06V3FKASTkByNoumHHxCoOKp0KaSV0QDRkwtuslIYdgMO4KgM1Kq0+zPFbERhRio8KVaa86dyFIJJLFBRgcYffgBX6QuFFjGTGUKGG9xipzDsoghjOBiREFDh/L9UqwlFGanIdFiVLoV0EwrBJBf1+9GwfTvtRJFsjAaI6R5wmwNgNAS+s5oZw0EVdn+m28woykiFy07dnlpDIagCXJbhLSmB78BBpUshJxIFiBkecFsKzTE8BQlAJeeoi6hr0Femw4qiDCdSrbSYglZRCKpIqLYWjbt2QQqGlC6FnIgxiBmZLQNoKAzbaGYM5aEo1DL7jwHwOG0oynDCYaa5flpHIagycjQK79598B+mOYXJiAMQXRlgzjRwUd/rREpgOCrLqtn9QWBAttOOwgwnrfGpIxSCKhWqq0fj7l00lSKJCSmpLWFosuhuEI0XDOWRKNSw+YPNZEBOqh3ZTjssRpoTqjcUgirGJQnNpaXwHTxEE+yTmSBATEsH7E7IBqOmh9RHGVAR5WiUkvv5KAoMWSk25KTaaY6fzlEIakCkuRlNu39AuKFB6VLI6RiNENPSWwbSaGglmpZ1PxkOh6NJO/KToWVD2+xUOzwpNoi0sDUBhaCm+A8fhrekBHI4onQppBOY1QYh1QVusal6ME2QMRyJSPAn6by/NKsZWU4bPCk2WtaMtEMhqDFyNArfgQMtXaQSTbJXC8HhBEtNa9nXUCWBGAFDVZIOfHFaTLHgo+t85FQoBDVKCgbhLdmPwNGjtIO9yjCLFYIjBbDYwA0mIMm67SQAdRyoCkfBk+T6psNshMtmRprNgjSrmVp8pNMoBDUu4vXCu28fQrV1SpdCuohZ7RAcDsBsAzeaFBtpygE0MoaKsPKjPlPMRqTZzHDZLEil0CNngUJQJ0K1tWjauw/R5malSyFngQMQHA4IthTAYm2ZixjnUOScw88EHIlGEVKg55MBcFiMSLNajrX2zDCKFHqke1AI6gjnHMGjR9FcdgBRn0/pckh3YAzMYgUzW8HMJsBoAkQDuGA463DknCMgCKiMyvAlaMqDURRgMxlgMxlhNRqOdXNaYBCTq0uYaAeFoE4Fq6rRXFaGSFOT0qWQOGEmM5jVCmYyAyYzIBrBBfG01xg5AD8DKiNyXEZ8mkShJeRMBtiMBlhNBlhNRtiMBgo7knAUgjoXqquDr+wAQnV0zVA3jAYwgxnMYAAMBjBRBEQDmMEAIc2FGpnDJ8mQZA5JliFxHvu/wBhEgUFgwrF/Wz7v8BhjEAQGkQkwGcSW0DMZYEiygT5E3ygECYCWHe19ZQcQrKpSuhSSYILJCFtePmw98iGaaMFooi8UgqSNqM8H38FDCFQepc18Nc5gs8HWowdsuTktrUFCdIhCkHRIjkYRrKyE//ARum6oIUwUYfG4YcvNhcnlUrocQhRHIUhOK+L1wn/4MIJHKyFH1bIrHDmeweGALS8P1pxsCAZaQYWQVhSCpNO4JCFQWYnAkSMINzQqXQ45DWYQYc3KgjUvDyanU+lyCElKFIKkS6I+H4JV1QhWVyHS5FW6HHIME0WY09Nh8bhhdrup1UfIaVAIkrMW9fsRrK5GsKoKkUa6fphozCDCnJEJi8cNS2YmDXIh5AxQCJJuJQWDCFZVIVhVjXBjIy3eHSeC0Qiz293S4ktPB6O5d4R0CYUgiRspHEa4rh7h+jqE6ush+QNKl6RaTBBgdDphcrlaPtJSKfgI6QYUgiRhpGAQoWOhGK6vhxQMKV1S8mIMRmcKzLHQS6NuTkLigEKQKCbq8yFUX49IYxMiXi8kvx9cTr4NWhNBMBhgSHH8p7WXlkaDWghJAApBkjS4LCPa3IyI1xv7iDb7wCVtrVwjWiwwpjhgcKTAmJICQ4oDBqtV6bII0SUKQZLUOOeI+nyINvsgBQOQAgFIgSCiwQDkYChpW46CwQDRaoVosUC0WiBarTDY7TA6HBBofU5CkgaFIFEtzjnkUAhSMIioPwApGIAcCkOORGIfPBKBHI12S2uSiSIE47HdFgzGY/8aIJiMLYFn/k/gUVcmIepAIUh0gcsyuCSBS1LL0m+dbEG2Bh0zGGg0JiEaRCFICCFEt+itLSGkS7Zt24YJEyagsLAQFosFeXl5GD16NF555ZU250mShKVLl2LEiBFIT0+H2WxGUVERpkyZgm+//bbD+160aBEYY7j00ktP+v0ZY2CMYeHChe1uW7ZsGRhjbe5/7ty5sa9hjMFms2HgwIH43//9XzQ1NaG0tBQ2mw2TJ0/u8Pu9//77YIzhtdde68yPh6gEtQQJIWfsq6++wsiRI1FQUIC77roL2dnZOHToEP71r3+hpKQE+/btAwAEAgGMHz8en332GYYNG4YbbrgB6enpKCsrwwcffIA9e/bg4MGDyM/Pb3P/V1xxBY4cOYKysjLs3bsXvXv3blcDYwwAkJWVhf3798Nms8VuW7ZsGaZMmYJ///vfuOiiiwC0hOAvf/lLvP7663A4HGhubsb69evxhz/8AZdffjn++c9/Yv78+XjyySexbt06XHPNNbH7a2pqQv/+/VFQUICvvvoKAnWNawcnhJAzdP3113O3283r6+vb3VZZWRn7/0MPPcQB8BdeeKHdedFolC9YsIAfOnSozfH9+/dzAHzNmjXc7XbzuXPndlgDAH7BBRdwAHzhwoVtblu6dCkHwP/973/Hjs2ZM4cD4NXV1W3OHT9+PAfAv/rqKx6JRPigQYN4cXEx9/v9sXOmTZvGDQYD37Jly0l/JkSd6O0MIeSMlZSU4JxzzkFaWlq72zweDwCgvLwcS5YswejRozFz5sx254miiMcee6xdK3DFihVwuVwYO3YsJkyYgBUrVpy0jiuuuAKjRo3C/PnzEQh0bVm+UaNGAQBKS0thMBjwxhtvoLS0FM888wwA4LvvvsOiRYvw6KOP4rzzzuvS9yDJi0KQEHLGCgsL8d1332H79u0nPefTTz9FNBrFHXfccUb3vWLFCowfPx4mkwmTJ0/G3r178e9///uk58+dOxeVlZV4/fXXz+j7tCopKQEAZGRkAAAuu+wyPPDAA1iwYAG2bduGqVOnoqioCHPmzOnS/ZPkRiFICDljjz32GPx+Py644AIMGTIETzzxBNavX49IJBI7Z9euXQCAQYMGdfp+v/vuO+zevRuTJk0CAFx55ZXIz88/ZWtw6NChGDlyJBYsWNCp1mBdXR1qampQVlaGN954A4sWLUJWVhaGDh0aO+fXv/413G43RowYEWsJWmlVH02iECSEnLHRo0dj48aNuPHGG7FlyxbMnz8fY8aMQV5eHtauXQugZTAJAKSkpHT6flesWIGsrCyMHDkSQMvgl4kTJ+K9996DdIoFD+bOnYujR49i8eLFp/0e/fr1g9vtRs+ePTF16lT07t0bf/rTn9oMrHE6nXjxxRdRV1eHiRMnYsyYMZ1+DERdKAQJIV1y8cUXY82aNaivr8c333yDp556Cl6vFxMmTMDOnTvhdDoBAF6vt1P3J0kS3nvvPYwcORKlpaXYt28f9u3bh0svvRSVlZX4y1/+ctKvHTZsGEaOHNmpa4MffvghPv/8c3z55ZfYt28ftm/fjsGDB3f4+ADERpcSbaK1nQghZ8VkMuHiiy/GxRdfjL59+2LKlClYtWoV+vfvD6BlPuEFF1xw2vvZsGEDKioq8N577+G9995rd/uKFSvaTFs40Zw5czBixAgsWbKkwwE7rYYNG4bMzMzT1kP0gVqChJBu09pqqqiowHXXXQdRFPHuu+926mtXrFgBj8eDVatWtfuYPHky/vCHP5yylTd8+HCMGDECzz33XJdHihL9oRAkhJyxL774AryDdTY++eQTAC3X3Xr06IH77rsP69evb7eKDADIsoyFCxeivLwcgUAAa9aswbhx4zBhwoR2H9OmTYPX641dbzyZ1muDb7zxRvc8UKJ51B1KCDljP/vZz+D3+3HzzTejf//+CIfD+Oqrr/D+++/HlkQDgIULF6KkpATTp0+PhZzL5cLBgwexatWq2EjQtWvXwuv14sYbb+zw+1122WVwu91YsWIFJk6ceNK6hg8fjuHDh+Ovf/1rXB430R5qCRJCztjzzz+PkSNH4pNPPsEjjzyCRx55BN988w0efPBBfP3117FrcjabDZ9++ineeustSJKEp59+Gvfffz+WLVuGSy+9FN999x3y8vKwYsUKWCwWjB49usPvJwgCxo4di88++wy1tbWnrG3u3Lnd/GiJltHaoYQQQnSLWoKEEEJ0i0JQAa3bvLR+WCwW5ObmYsyYMXj55Zc7Pa8qEU7cfubEj6NHjypdIiGEdBkNjFHQvHnz0LNnT0QiERw9ehRffvklZs6cid/+9rdYu3ZtUi3W27r9zIlONR+LEEKSHYWggq677ro2q1E89dRT2LBhA8aNG4cbb7wRu3btSpr1CidMmEATjAkhmkPdoUlm1KhRmD17Ng4cONBmkvHu3bsxYcIEpKenw2Kx4KKLLupwzlRDQwNmzpyJHj16wGw2o3fv3njuuecgy3LsnLKyMjDG8Pzzz+OFF15AYWEhrFYrhg8ffspdAU7lrrvugsViiS2a3GrMmDFwuVw4cuRI7NiiRYtwzjnnwGw2Izc3Fw899BAaGhrafN2IESNw7rnnYufOnRg5ciRsNhvy8vIwf/78NueFw2H84he/wODBg5Gamgq73Y6hQ4fiiy++aFfje++9h8GDByMlJQVOpxODBg3CSy+91KXHSwjRCIX3M9Sljjb8PN6hQ4c4AD5hwgTOOefbt2/nqampfODAgfy5557jr776Kh82bBhnjPE1a9bEvs7n8/HzzjuPZ2Rk8J///Od88eLF/M477+SMMT5jxozYeaWlpRwAHzRoEC8qKuLPPfcc/+Uvf8nT09O52+3mR48ejZ3buhHpDz/8wKurq9t8HL+han19Pc/Pz+cXX3wxj0ajnHPOFy9ezAHwd955p939XX311fyVV17h06ZN46Io8osvvpiHw+HYecOHD+e5ubm8R48efMaMGXzRokV81KhRHAD/5JNPYudVV1fznJwc/sgjj/DXX3+dz58/n/fr148bjUb+/fffx85bv349B8Cvuuoq/tprr/HXXnuNT5s2jd9yyy1n9ssjhGgKhaACTheCnHOemprKL7zwQs4551dddRUfNGgQDwaDsdtlWeZDhgzhffr0iR17+umnud1u53v27GlzX08++SQXRZEfPHiQc/6fELRarby8vDx23tdff80B8Icffjh2rDW0Ovro169fm++zbt06DoA/88wzfP/+/dzhcPCbbropdntVVRU3mUz8mmuu4ZIkxY6/+uqrHAD/3e9+Fzs2fPhwDoD/3//9X+xYKBTi2dnZ/Mc//nHsWDQa5aFQqE0d9fX1PCsri99zzz2xYzNmzOBOpzMW0IQQwjntLJ+0HA4HvF4v6urqsGHDBtx6663wer2oqalBTU0NamtrMWbMGOzduxeHDx8GAKxatQpDhw6Fy+WKnVdTU4Orr74akiThb3/7W5vvcdNNNyEvLy/2+SWXXIJLL700tvTV8VpX3j/+Y+nSpW3OueaaazB16lTMmzcP48ePh8ViwZIlS2K3//nPf0Y4HMbMmTMhCP956t13331wOp3405/+1O5ncPvtt8c+N5lMuOSSS7B///7YMVEUYTKZALQsw1VXV4doNIqLLroImzZtip2XlpYGn8+Hzz///PQ/fEKIbtDAmCTV3NwMj8eDffv2gXOO2bNnY/bs2R2eW1VVhby8POzduxdbt26F2+0+6XnH69OnT7tz+vbtiw8++KDd8c6uvP/888/j448/xubNm7Fy5Up4PJ7YbQcOHADQsq7k8UwmE3r16hW7vVV+fj4YY22OuVwubN26tc2x5cuXY+HChdi9e3ebTV179uwZ+/+DDz6IDz74ANdddx3y8vJwzTXX4NZbb8W111572sdECNEuCsEkVF5ejsbGRvTu3Ts2oOWxxx476caevXv3BtDSEho9ejRmzZrV4Xl9+/aNT8HH+f7772Nhu23bNkyePLnL9yWKYofH+XGLHL377ru4++67cdNNN+Hxxx+Hx+OBKIp49tlnUVJSEjvP4/Fg8+bNWLduHT799FN8+umnWLp0Ke68804sX768yzUSQtSNQjAJvfPOOwBaRlb26tULAGA0GnH11Vef8uuKi4vR3Nx82vNa7d27t92xPXv2oKio6MwKPsbn82HKlCkYOHAghgwZgvnz5+Pmm2+ObU5aWFgIAPjhhx9ijwtoGeFZWlra6bqPt3r1avTq1Qtr1qxp02qcM2dOu3NNJhNuuOEG3HDDDZBlGQ8++CCWLFmC2bNnx95IEEL0ha4JJpkNGzbg6aefRs+ePXHbbbfB4/HENgqtqKhod351dXXs/7feeis2btyIdevWtTuvoaEB0Wi0zbGPPvoodj0RAL755ht8/fXXuO6667pU+xNPPIGDBw9i+fLl+O1vf4uioiLcddddCIVCAICrr74aJpMJL7/8cpvW3Ntvv43GxkaMHTv2jL9na2vx+Pv7+uuvsXHjxjbnnbjosiAIscUIWusjhOgPtQQV9Omnn2L37t2IRqOorKzEhg0b8Pnnn6OwsBBr166FxWIBALz22mu48sorMWjQINx3333o1asXKisrsXHjRpSXl2PLli0AgMcffxxr167FuHHjcPfdd2Pw4MHw+XzYtm0bVq9ejbKysjbX9Xr37o0rr7wSDzzwAEKhEF588UVkZGR02J26evXqDleMGT16NLKysrBhwwYsWrQIc+bMwY9+9CMAwNKlSzFixAjMnj0b8+fPh9vtxlNPPYVf/vKXuPbaa3HjjTfihx9+wKJFi3DxxRe3GQTTWePGjcOaNWtw8803Y+zYsSgtLcXixYsxcOBANDc3x8679957UVdXh1GjRiE/Px8HDhzAK6+8ggsuuAADBgw44+9LCNEIZQen6lPrFInWD5PJxLOzs/no0aP5Sy+9xJuamtp9TUlJCb/zzjt5dnY2NxqNPC8vj48bN46vXr26zXler5c/9dRTvHfv3txkMvHMzEw+ZMgQ/vzzz8fm4bVOkViwYAFfuHAh79GjBzebzXzo0KF8y5Ytbe7vVFMkAPAvvviCNzU18cLCQv6jH/2IRyKRNl//8MMPc0EQ+MaNG2PHXn31Vd6/f39uNBp5VlYWf+CBB9rMOeS8ZYrEOeec0+7ncNddd/HCwsLY57Is81//+te8sLCQm81mfuGFF/L/9//+X7vzVq9eza+55hru8Xi4yWTiBQUFfOrUqbyiouKUvytCiLbRVko6VFZWhp49e2LBggV47LHHlC6HEEIUQ9cECSGE6BaFICGEEN2iECSEEKJbdE2QEEKIblFLkBBCiG5RCBJCCNEtCkFCCCG6RSFICCFEtygECSGE6BaFICGEEN2iECSEEKJbFIKEEEJ06/8D/CgtzzvRImEAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "venn_diagram = venn2([set(df_exon_DE_sub[\"Cancer_gene_names\"]), set(df_scanpy_DE_sub[\"Cancer_names_remap\"])], ('DeepExonas', 'SCANPY'), set_colors=('#C25759', '#599CB4'))\n", "\n", "plt.title(\"Venn Diagram of Cluster \"+cluster_num)\n", "plt.show()\n", "plt.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Enrichment Analysis\n", "\n", "Once the EDEGs and JDEGs are identified, we perform enrichment analysis using [ToppGene](https://toppgene.cchmc.org/prioritization.jsp). \n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "## Load ToppGene Results for EDEG\n", "\n", "go_exon = pd.read_csv(\"DE_exon.txt\", sep=\"\\t\")\n", "go_exon[\"Adjusted P-value\"] = go_exon[\"q-value FDR B&H\"]\n", "go_exon[\"Term\"] = go_exon[\"Name\"]\n", "go_exon[\"Gene_set\"] = \"DeepExonas\"\n", "go_exon_panc = go_exon[go_exon[\"Name\"].str.contains(\"pancrea\", case=False, na=False)].copy()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "## Load ToppGene Results for DEG\n", "\n", "go_gene = pd.read_csv(\"DE_gene.txt\", sep=\"\\t\")\n", "go_gene[\"Adjusted P-value\"] = go_gene[\"q-value FDR B&H\"]\n", "go_gene[\"Term\"] = go_gene[\"Name\"]\n", "go_gene[\"Gene_set\"] = \"Gene\"\n", "go_gene_panc = go_gene[go_gene[\"Name\"].str.contains(\"pancrea\", case=False, na=False)].copy()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from gseapy.plot import barplot, dotplot\n", "\n", "pd_merge = pd.merge(go_exon_panc, go_gene_panc, on=[\"ID\"], how=\"outer\").rename(columns={\"q-value FDR B&H_x\":\"q-value FDR B&H_exon\", \"q-value FDR B&H_y\":\"q-value FDR B&H_gene\"})\n", "pd_merge[\"Category\"] = pd_merge['Category_x'].fillna(pd_merge['Category_y'])\n", "pd_merge[\"Name\"] = pd_merge['Name_x'].fillna(pd_merge['Name_y'])\n", "pd_merge[\"q-value FDR B&H_exon\"] = pd_merge['q-value FDR B&H_exon'].fillna(0)\n", "pd_merge[\"q-value FDR B&H_gene\"] = pd_merge['q-value FDR B&H_gene'].fillna(0)\n", "pd_merge = pd_merge[[\"Category\", \"ID\", \"Name\", \"q-value FDR B&H_exon\", \"q-value FDR B&H_gene\"]]\n", "pd_merge = pd_merge[pd_merge[\"Category\"]!=\"GO: Biological Process\"]\n", "pd_merge_final = pd_merge[pd_merge[\"Name\"] != \"TROPICAL CALCIFIC PANCREATITIS\"]\n", "len(pd_merge_final)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/mnt/data/kailu/anaconda3/envs/dvaegpuEnv/lib/python3.9/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log10\n", " result = getattr(ufunc, method)(*inputs, **kwargs)\n", "/mnt/data/kailu/anaconda3/envs/dvaegpuEnv/lib/python3.9/site-packages/numpy/lib/function_base.py:4527: RuntimeWarning: invalid value encountered in subtract\n", " diff_b_a = subtract(b, a)\n", "/mnt/data/kailu/anaconda3/envs/dvaegpuEnv/lib/python3.9/site-packages/numpy/lib/function_base.py:4527: RuntimeWarning: invalid value encountered in subtract\n", " diff_b_a = subtract(b, a)\n", "/tmp/ipykernel_1868659/3377385327.py:25: FutureWarning: \n", "\n", "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n", "\n", " sns.barplot(x='-log10(FDR_exon)', y='Name', data=pd_merge_final, color='red', label='Exon',\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import numpy as np\n", "\n", "# Prepare the data\n", "pd_merge_final['-log10(FDR_gene)'] = np.log10(pd_merge_final['q-value FDR B&H_gene'])\n", "pd_merge_final['-log10(FDR_exon)'] = -np.log10(pd_merge_final['q-value FDR B&H_exon'])\n", "\n", "# Set color palette based on Category_x\n", "categories = pd_merge_final['Category'].unique()\n", "palette = sns.color_palette('Set2', len(categories))\n", "category_colors = {category: palette[i] for i, category in enumerate(categories)}\n", "\n", "# Plot\n", "with plt.rc_context({\"figure.figsize\":(5,4), \"figure.dpi\": (300)}):\n", " # Bar plot for genes (left side)\n", " sns.barplot(x='-log10(FDR_gene)', y='Name', data=pd_merge_final, color='blue', label='Gene',\n", " order=pd_merge_final['Name'], orient='h')\n", "\n", " # Overlay bar plot for exons (right side)\n", " sns.barplot(x='-log10(FDR_exon)', y='Name', data=pd_merge_final, color='red', label='Exon',\n", " order=pd_merge_final['Name'], orient='h', ci=None)\n", "\n", " plt.xlim(-10, 10)\n", " plt.xlabel('-log10(FDR)')\n", " plt.ylabel('Name')\n", " plt.title('GO Enrichment Bar Plot')\n", " for index, category in enumerate(pd_merge_final['Category']):\n", " plt.gca().patches[index].set_color(category_colors[category])\n", " plt.legend(title='FDR Type', loc='upper right')\n", " plt.show()\n", " plt.close()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Load ToppGene Results for DEG-only, there is no pancrea related significant terms\n", "\n", "go_unique_scanpy = pd.read_csv(\"DE_unique_scanpy.txt\", sep=\"\\t\")\n", "go_unique_scanpy[\"Adjusted P-value\"] = go_unique_scanpy[\"q-value FDR B&H\"]\n", "go_unique_scanpy[\"Term\"] = go_unique_scanpy[\"Name\"]\n", "go_unique_scanpy[\"Gene_set\"] = go_unique_scanpy[\"Category\"]\n", "go_unique_scanpy_panc = go_unique_scanpy[go_unique_scanpy[\"Name\"].str.contains(\"pancrea\", case=False, na=False)].copy()\n", "len(go_unique_scanpy_panc)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "## Load ToppGene Results for EDEG-only\n", "\n", "go_unique_exon = pd.read_csv(\"DE_unique_exon.txt\", sep=\"\\t\")\n", "go_unique_exon[\"Adjusted P-value\"] = go_unique_exon[\"q-value FDR B&H\"]\n", "go_unique_exon[\"Term\"] = go_unique_exon[\"Name\"]\n", "go_unique_exon[\"Gene_set\"] = go_unique_exon[\"Category\"]\n", "\n", "go_unique_exon_panc = go_unique_exon[go_unique_exon[\"Name\"].str.contains(\"pancrea\", case=False, na=False)].copy()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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LLarU6tY/3fRq0KBBabdSpZU1ZP7+++/HO++8U7nNrGOKi4vjqquuit133z1v11SKi4vjvvvuS/UG00lZvnx5nHrqqdG/f//48ssv87bPwYMHx1577ZV47bIG0COqznfZ6niuaP78+XHQQQfFGWeckbcbWyxcuDAuuuiiOOGEE/Kyv7WN62UAAAAAABVXM+0GIiJ22mmnjBca33///fj++++jSZMmOdVfuXJljB07do3bJbXaweTJk7OuFLjTTjslso8krFq1KgYNGhQrVqyo1ncyXZM//elPceaZZ8YGG2yQdiupmjFjRuy8887x1ltvxUYbbZR2O2U2ZcqU2HnnnWPMmDHRpk2btNthHVCdXisrV66M4447LoYNG7bGbYuKimKXXXaJXr16RdeuXaNt27ax0UYbRb169aJOnTqxZMmSWLRoUcyZMyemT58e77zzTrzxxhsxYcKENa7qktSF9Y8//jh22223+Oyzz9a4batWrWK33XaLnj17RseOHaNt27bRrFmzqFevXhQWFsaiRYti3rx58emnn8bUqVNj7Nix8frrr5dp0kV1XQGjqlmyZEkceuih8fzzz8fuu++edjtrvenTp8d+++0XBx10UNx33305f36uSgYOHBgvv/xyqds0bdo0DjrooOjVq1dss802sdFGG0XDhg2jXr16MW/evPjuu+/im2++iUmTJsWECRNiwoQJ8e9//7tarWB4++23x5lnnrnGngsKCqJ79+7Rt2/f6N69e7Rv3z7atGkTDRs2jLp168YPP/wQixcvjq+++iqmT58eU6ZMiTfeeCPefPPNWLhwYam1ly1bVqmrby9YsCBuuOGGajkp++fKGtSJ+H+TbteGyZpV3apVq+IPf/hDPPHEE2m3UiZfffVV7LHHHmW6qUmzZs1Wfy7aaqutYuONN44NNtgg6tatG7Vq1YpFixbFggULYsaMGTF9+vQYN25cvPHGG2VaZcLnojVbunTp6omfv/nNb3Ku5xiydnLus3zKs0Ligw8+GOeee26591FYWBj3339/dO7cOZYuXfqL8ZNOOik++OCDaNSoUblrZ1JcXBzHH398xs9SBQUFcf/990fdunXXWOfiiy9e4yrP9evXj/333z922GGH2GabbaJdu3bRsGHDqF+/fixcuDC+/fbb+Pbbb2PKlCmrPxu/9957QrQJmTFjRtx9991x+umnp93KOi/p6x/lCfN8++238dxzz8XBBx+c835zVd2uj5x33nlxyy23rHG7evXqxe677x477LBDdO7cOdq3bx/NmzeP+vXrR3FxcSxatCjmzp0bU6dOjUmTJsWrr74aY8aMKTWUvnTp0iq5uvW1114bNWvWXKuv41VUeW4YE/HjZwyfnZOxcuXKOOqoo+Lxxx9f47ZNmjSJPffcM7bffvvYcssto3379tG0adOoX79+rFixIhYtWhSff/55TJ06NSZOnBijRo2KCRMmRHFxcdaalbUiar4sWrQo9tlnnzLdlGbDDTdc/fvr2LFjtG/fPtZbb72oV69eLF++PBYtWhSzZ8+OqVOnxvjx4+PVV1+NyZMnl1qzMn5/5fkM/+ijj8bNN98ctWrVSryP8qiO54p23XXXMp3Pad++fey+++7Rp0+f2HzzzaNt27arzw8vXbo0Fi5cGLNmzYpPPvkkxowZE6+88soaw+vV/XWXJtfLAAAAAAAqpsqEXm+99dZfPF5SUhKjR4+O/fffP6f677zzTpnuzvzxxx/H3Llzo0WLFjntr7QLVDvvvHNOtdc0yX3FihXx3XffxZdffhljxoyJf/zjH/GPf/yj1OddddVVsd1228V+++2XU29V1eLFi+Pqq6+udiv3vfrqq6X+vZSUlMT8+fPj+++/j/fffz/Gjh0bQ4cOLTUs9sUXX8SAAQPi9ddfj4KCgkro+sfVDNY0+WLBggXx3XffxQcffBCvv/56DB06NL744ous23/22Wdx2GGHxZtvvlkpKyVvvPHGUatWrbV+RdmZM2fmXGPgwIFZ78CcVnCour5WcrVy5co45JBD1nhn4M6dO8c555wTBx98cDRs2DDrdg0aNIgGDRrEhhtuGN27d48BAwZExI8rQjz11FPxwAMPxJtvvpnoz/BzU6ZMiX79+pW6ilnNmjXj8MMPj9NPPz169+5d6v83jRs3jsaNG0e7du2iX79+cfLJJ0dExHvvvRePP/543H///fHVV18l/nNkMmTIkBg4cGBe9pWLshy/fwoTT5s2LcaPHx9PPPFEvP3221m3X7FiRQwYMCD+/e9/5/z5KpuddtopRo0aVSm1k9S2bds1Hod/+OGHWLZsWSxatCi+/PLL+Pzzz2PKlCnx3nvvxWuvvRZz585d436efvrpeO+99+KZZ56JrbfeOqHu0/PQQw/F8OHDs463atUqrr/++jjiiCOyTpJq3rx5NG/ePDbbbLPo06fP6sdnz54dI0aMiCeeeCLGjx9fpQOwgwcPjosuuqjUbVq2bBlnnHFGHHfccaXetKFu3bpRt27daN68eWy11VZxwAEHRMSPKz28+OKLMWzYsHjqqadSm+h7++23x9lnn13lbzxRmvJM8vtpe5Nu8+PJJ5+MiRMnRrdu3dJupVRffPFF7LTTTjFt2rSs2xQUFMTee+8dZ555ZvTr1y9q1sx+eme99daL9dZbL9q0aRM77rjj6mDmtGnT4oknnoh77703Pv3008R/jqqqrO/J3377bcyZMyfeeOON+Nvf/lbquZ6SkpI45ZRTYptttontttsup/4q+xiSxPvdzjvvnDE8WZbf7brKuc+ymzFjRrlWpJ08eXKFw98dOnSIq6++OuOq1p999lmcd955cc8995S7bia33nprjBs3LuPYGWecEX379l1jjVGjRpV6c5DGjRvH5ZdfHieddFLUq1cv4zZNmjSJJk2axKabbho9e/ZcHdr/+uuv46mnnooRI0bEqFGjBGBzdM0118TAgQOjfv36abdS7VTl6x8VeY+uCqHX6nR95He/+13cfvvtpW7TqVOnuPDCC+PQQw8t9TVWVFQUzZo1i06dOsUBBxwQl19+eXz77bfx+OOPx1/+8peYMmVK0u1HRNnOUy1fvjy+//77+Pzzz2P8+PHx4osvxvPPP19qwO+qq66KPn36xB577JFwx/9PVT4vkk15bhgTUf6g3QMPPFDu136mGtlujrOmaxtV1cqVK+Owww6LZ555ptTtevbsGRdeeGHsu+++Ubt27Yzb1KhRI+rUqRPNmzePzp07x6GHHhoREZ9//nkMGzYs7rjjjpg1a1bSP0KqFi5cGHvuuecab1qzxx57xPnnnx+77rprFBYWZtymXr16Ua9evdhggw2iW7duccQRR0TEjyueDx06NO68885Sr7kkpbwB9G+++Sb+/ve/V4n3yepyrujLL7+MnXfeOT755JOs2xQWFsahhx4a55xzTvTq1Svrdj9dD2zZsmX06tUrjj322IiImDRpUjz00ENx7733rvHmiBXlelnlXi8DAAAAAFjbZL5Ckmd9+/bNGlxJYgWCTDXatWsXG2644S8eL8+kqvLsL+LHu+xX9gWTWrVqRYsWLaJLly5x2mmnxXPPPRdTpkyJ7bffPutzSkpK4rTTToslS5ZUam9puvvuu9e6iZcFBQXRuHHjaN++fey///5x/fXXr15JoLTJHm+88cYaV4SobI0aNYp27drFPvvsEzfeeGPMmDEj/vSnP0VRUVHW54wfPz7uuOOOnPfdokWL2GeffeKKK66I559/Pr7++uuYNWtWHH300TnXpmqqzq+V0px++umlBl5btmwZjzzySEyaNCmOO+64UgOvpWnatGn89re/jTfeeCPeeuut1eGoJH311Vexzz77lDr5Yvfdd48PPvggHnnkkejTp0+Fw8idO3eOa6+9NmbNmhVDhgyJ9u3bV7TtdVKDBg2idevWsfPOO8dFF10UEydOjFdffbXU3+N3330Xl1xySR67rL5q164djRo1ilatWsV2220X+++/f1xyySUxfPjw+Oqrr+Kdd96Js88+O5o1a1ZqnU8//TR22WWXMq0OWJUtXbo0Lr744qzje+65Z3z88cdx7LHHVmhVgI033jjOPffcGDt2bEydOjV+97vfRYMGDXJpuVIMGzas1MBrUVFRXH755fHpp5/GJZdcUuGwaFFRURxwwAExfPjw+PTTT+Occ84p9bNZZVm2bFlceeWVed9vUkoL6mSbbPboo4+WutoQySkpKany70mLFy+Offfdt9TAa7du3WL8+PHx3HPPxR577FFq4LU0m266afz+97+PqVOnxlNPPRWdO3euaNtrndq1a0fLli2jR48ece6558Zrr70WY8eOjS222CLrc3744Yc4+eSTcwoLOIasvZz7LLsHH3ww4+uoZcuW0bZt24zPySWMcs4550Tv3r0zjt17770xcuTICtf+ybRp0+IPf/hDxrFf/epXcf3116+xRklJSZxzzjlZjzFdu3aNjz76KM4+++ysgdfSbLDBBnHKKafEv/71r5gzZ05ceuml0bx583LX4UdfffVV/N///V/abayV0rr+UVqYJ9t79AsvvBBff/11hfeZpOpwfeSmm24qNfDaqFGj1WHV4447rkKh8mbNmsWpp54akydPjqeffjo6dOiQS8sVVlRUFBtuuGFst912cdppp8Wzzz4bU6dOjV133TXrc0pKSuKMM85wU4L/ke0zQM+ePTM+/lPQjtycddZZpQZeN9xww3jiiSdi3LhxcfDBB2cNvJZmo402igsuuCCmTZsW999/f7Rs2TKHjquO4uLiOOqoo0oNvHbo0CFeeeWV+Oc//xm777571sBraTp06BBXXnllzJw5M26++eZYb731cml7jbIF0IuKiqJr164Zn5NroDwp1eFc0dKlS2P//fcvNfC63Xbbxdtvvx3Dhw8vNfBami5dusQtt9wSs2bNikGDBkWdOnUq2vI6wfUyAAAAAIDKVyVCr02bNs26ElUSE7Ey1dhxxx0z3kE/if2NHj064+N9+vSp8GTUXHTq1CleffXV1XfpzOSzzz6Le++9N49d5dcPP/wQl19+edptVLqaNWvGiSeeGOPHj4/GjRtn3a4sk+nyqXbt2nHWWWfF6NGjo1GjRlm3u/766+OHH34oc93GjRvHbrvtFr///e/jySefjNmzZ8dXX30Vzz33XFx++eWx9957x/rrr5/Ej0A1U11fKz/5y1/+EnfffXfW8X79+sV7770XRx55ZKL77d69ezzzzDMxevToxEIRq1atioMPPjhmz56dcbxGjRpx4403xksvvRSbbbZZIvuM+PG4M3DgwPjoo4/i5ptvtvpKDnbeeeeYNGlSqauaPfzww6WurkzZdO3aNW699daYOXNmXHvttaVOZv/2229jt912izlz5uSxw2Q98sgj8eWXX2Yc69u3bzz77LOJhVQ32WST+POf/xyfffZZ3HDDDYnUTMK7774bxx9/fNbxtm3bxpgxY+KKK65IdBJSmzZt4pZbbomPPvooDjnkkMTqltWQIUNi6tSped9vErIFdVq0aBH33Xdfxud888038dxzz1V2a/z/Ro4cGa+++mrabWT1m9/8Jt59992s42effXaMHTs2unfvntg+CwsL46CDDop33nknhgwZIuSURa9eveKtt96K3XffPes2b7/9dk6T6B1D1l7OfZZNSUlJPPTQQxnHjjzyyDjqqKMyjuUS/i4sLIz7778/62ep3/72tzmtclRSUhInnHBCLF269BdjBQUFcd9995Xp++jLL78ckyZNyjjWoUOHGDVqVGKrBbVs2TKuueaamDNnTtx9990VCqrwY4Dv+++/T7uNdUI+rn9kC/PUrl07hg0blvEYsnLlynjkkUcqvM8kVfXrIyNHjiz1plcdO3aMt99+O0499dQK3wjv5woKCuLAAw+M999/P6688spUrtv9r1/96lcxcuTIOPnkk7NuM3Xq1HKtpLi2K+2GMYMGDYo+ffpkHHvwwQcrs6213v333x9/+ctfso736dMnJk2atHrF1lzVrFkzfvOb38RHH30UZ5xxRiI103TFFVeU+p3xwAMPjHfeeSd22WWXRPZXr169OPfcc+Pjjz+Oww8/PJGamWQLsO67775x6qmnZhyrSjeHqOrnik4++eSYOHFi1vFTTjklxo0bF126dElkf02aNImrr746pkyZEv369Uuk5rrC9TIAAAAAgGRVidBrRMROO+2U8fF33303p4lFxcXF8cYbb/zi8WwTv3JdXeHDDz/MulJdtp8xH2rVqhX33HNP1ou8EVFqgKo6yXYhcOjQofHBBx/kuZt0bLnllvHoo49mHf/www9LvTiWlu7du5c6Eeirr74qdWXLn9tmm23iu+++i5EjR8Z1110XBx98cLRp0yapVllLVMfXyrRp0+KCCy7IOn7AAQfEiy++WKmB7h122CEmTJgQgwYNiho1auRU68Ybb8x6V/MaNWrEww8/HBdeeGFO+yhN7dq149xzz43JkyfHjjvuWGn7Wds1atQonn322WjSpEnG8RUrVsRjjz2W567WXg0aNIhLLrkkJk+eXGro6euvv44jjjgiVq5cmcfukjNs2LCMj9eqVSvuu+++Spl8v95668Upp5ySeN2K+OGHH+LYY4+N5cuXZxzfdNNNY8yYMbHttttWWg/t2rWLESNGxKOPPhpNmzZNvH6PHj0yhrdXrlyZdTW0qqy0oM6AAQOiU6dOWVebqSqrW6xNNttss2jVqlXGsaq6osKwYcPiiSeeyDp+4403xq233lppk/ILCwtj4MCB8cEHH8RBBx1UKfuo7ho0aBCPP/54bLrpplm3qei5FceQtZ9zn2v22muvxYwZMzKOHX300XHMMcdkHMs1/N2xY8esK83Pnj07p++kd9xxR9ZAzqmnnho777xzmepk+2wc8eNxp7SbyFVUnTp14sQTT6zQyrHrkp122iljCG/evHlx4403ptDRuqmyr39ke6/da6+9on379nHAAQdkHE8jXFfdro8sWLAgTjjhhCguLs44vtVWW8Wbb75Z6ueviioqKorLLrssXn/99dh4440Tr19eBQUFcfvtt5e6cvHDDz+cx46qtmw3jGnevHn8+te/zvq54YUXXsj6WYbSzZ49O84+++ys4/369YuXX345sRtx/FyjRo3itttui2effbZSzlHlw8SJE+O6667LOn7UUUfFk08+mdhN/n6uRYsWMXz48Lj77rujbt26idYuLYB+9NFHx2GHHVZlbg5RHc8VPf3006Ue+y+55JK48847K+Vc0SabbBIjR46Mq6++OudrgesS18sAAAAAAJJT5UOvq1atijfffLPCdSdPnhzz5s37xeN9+/bNOPFrypQp8d1331V4f6VNHEsz9BrxY7Dn//7v/7KOf/DBBzFt2rQ8dlQ5LrnkkmjYsOEvHi8uLo5Bgwal0FE6fv3rX5d6J+AXX3wxj92U3b777hv77rtv1vFnnnmmTHUKCwsTues7a7/q9lo55ZRTYsmSJRnHevbsGY8//njUqlWr0vuoVatWXH311fHPf/6zwgHb6dOnZ51YHBFxyy23xBFHHFHRFsvlV7/6Vbzyyitx3nnnOXZUUKtWrUqd9FTVXktrg0022SRGjRoV++yzT9Zt3nzzzfjjH/+Yx66SsWzZshgzZkzGsd133z06dOiQ547yb/DgwTFlypSMY02bNo2RI0dmnaSVtAEDBsTbb78dXbt2TbRuy5Yt48wzz8w49vjjj2ddzayqKi2o89Nk22yrT5l0m7y6devGZZddlnFs3Lhx8be//S3PHZVu/vz5WV8PERHnnHNOpd4I5Oc22GCDeOqpp+Lmm2+uEqteVTWNGzcudVXwkSNHZlwJbk0cQ9Z+zn2uWbZQ2VZbbRVdunSJjh07Zr3pS67h7/POOy969OiRceyuu+6q0MpPM2fOjN///vcZx9q1a1euQOTLL7+c8fFOnTqVOThL5ejSpUv0798/49htt90WX375ZZ47WndV1vWP0sI8a3qPfu+99+Ldd98t9z5zUd2uj1xyySUxZ86cjGMbbrhhvPTSS5UecOvdu3eMHz++Um8qVVY1a9YsNRT38ssvV3h187XJmm4YU7Nmzejfv3/GG6atWLEihg4dWtktrpVOO+20rDdr6dSpU/ztb3/LGG5M0n777Rdjx46NX/3qV5W6n6QVFxfHCSecEKtWrco43q9fv3jggQeisLByp26ceOKJ8fLLLyd609RsAfSmTZvG3nvvHY0bN4799tsv63PzqbqdK1q0aFGcdtppWcePO+64uPbaayu1h8LCwhg0aFA89dRTboZTDq6XAQAAAAAko8qEXktbXS2XFQgyTUbYcMMNY7PNNottttkm1ltvvf8aKykpidGjRye6v4gfL6JkmziVT926dSt1Alouk+yqiubNm8e5556bceyZZ56J8ePH57mj9Bx//PFZx6ry7+G8887LOrY2/I1S9VSX18rIkSOzTnRt1KhRPPHEE5Wy8mFpdt111/jHP/5Roededtll8cMPP2QcO+igg0oNflSGGjVqxB//+MdSJxFQutJeS2+99VbGyS/kpl69ejFixIjo3bt31m2uu+66mDt3bh67yt3HH3+cdYXTvfbaK8/d5N+3334bN910U9bxIUOGRLt27fLXUPwYzHjzzTcTX0n8wgsvjMaNG//i8ZKSkiq7wkI22cI2W2yxRWy33XYREdG/f/+MN6cw6bZynHDCCVlXhBo0aFDW1aTSMHjw4Pj2228zjvXo0SMGDx6c544izj333Lj++uvzvt/q4OCDD4727dtnHPvhhx9i4sSJ5a7pGLL2c+6zdIsWLYoRI0ZkHDv66KNX/+/KWrWtRo0aMWTIkCgqKvrFWElJSZxwwgnlDrSfeOKJsWjRol88XlBQEPfee2+ZV/GaP39+zJ49O+PYuvDZuDq46qqrMt4oYsmSJXH11Ven0NG6qzKuf2QL8zRu3Hj1zRv32GOP2GCDDTI+P98rslen6yMzZszIugJvQUFBPPLII9GyZcu89LLhhhvGa6+9FvXr18/L/kqz4447xiabbJJxbNmyZTF58uQ8d1T1rGl1+IiIJk2aZL3BahqrMFd3b7zxRjz//PMZx+rUqRNPPPFEpaxQmslmm22W9TpJVTVs2LCsr931118/hg0blrebTvXu3Tsef/zxRGqVFkA//PDDV1+vyvYZPo2bQ1Snc0V/+tOf4quvvso41rFjx/jLX/6St17233//uOOOO/K2v7WB62UAAAAAALmrMqHX9ddfP7bYYouMY9kmU5VFpuf+tMpBYWFh9OnTp9L3FxHRq1evvAeRstl9992zjmVbTaq6Oe+886J58+YZx6rb5PlclLbSQ1Ve1Xf77bfPerfYmTNnVmjVHChNdXmtXHHFFVnHrrrqqmjTpk3+mvmZJk2alPs5H3/8cTz22GMZxxo0aBC33XZbrm1VWEV+Hn7UunXrrJPyFi5cGF9//XWeO1o31KlTJ4YPHx6NGjXKOL5w4cJUwlK5mDVrVtax1q1b57GTdNxyyy2xYMGCjGMHHnhg7L///nnu6Ed169bNGATJRZMmTbKuXvnCCy/kFMrJp8WLF8eTTz6ZceznQZ1mzZrF3nvvnXE7k26TV7Nmzbjqqqsyjk2ZMqXKhAS///77rKuSFRYWxp133pnaiqs+F2VWUFAQu+66a9bx8p5bcQxZNzj3Wbonn3wy4/mewsLCOOqoo1b/+6fV2/7XihUr4pFHHqnw/iN+XKHs8ssvzzg2Y8aMuPjii8tc65577ol//etfGcdOOumkUo8h/2td/2xcHXTo0CHrpPZ77703pk+fnueO1m1JXv8oLcxz2GGHrf5+VLNmzTjiiCMybjds2LC8r8xZXa6PXHPNNVl/N0cffXT069cvr/00aNAg4w1G0lBdzlenJdtn3w4dOkTPnj1X/7u0oN2kSZMqo7W1VrbPSBERF1xwQXTq1CmP3VSv76rFxcVx5ZVXZh2/4YYbokWLFnnsKLnf3+uvv541gP7z19+vf/3rrO9L+f4uW13OFS1cuDBuvvnmrON33HFH3lderU6vu6rA9TIAAAAAgNxVmdBrRGS9A/eECRNi6dKlFapZ2sSv//3fP6no6grTp0+Pzz//PONYaXcXz7fu3btnHZszZ04eO6k8DRs2jN///vcZx1555ZUYOXJknjtKR+vWrbNO0vjyyy/z3E3Z1apVKzp37px1fG35O6XqqA6vlcmTJ8eYMWMyjrVu3brarU561113Zb1j9umnnx4bbbRRnjsiKb/61a+yjlWV19PaqE2bNnHttddmHb///vtjyZIleewoNwsXLsw6lu/JPPm2YsWKuO+++zKOFRQUlPr/c3V11llnxYYbbphxrDzhkjSNGDEi60puPw/qRJh0m28DBgzI+t3i8ssvz7rqfD49/PDDWW/sc9hhh8W2226b544oiyTPrTiGrDuc+8wu20qIO++8838FO9dff/349a9/Xa4a5XHBBResXl35f91xxx1lCgx/9tlncf7552cc23jjjeOmm24qV0/r8mfj6uSyyy6LOnXq/OLxFStWxGWXXZZCR+uuJN+jyxrmyfTvn3zzzTdZV0esLNXh+si8efPi0UcfzThWq1attfK7b3k4v5bd4sWLs64O/7+vw7333juaNm2acdt8r8JcnX388cfxyiuvZBxr1qxZXHTRRXnuqHoZOXJk1rD6FltsEb/5zW/y3FFysr2ONtlkk/+6+U6tWrViwIABGbdN4+YQ1eFc0bBhw2LevHkZx/bcc8+83xiCivF+DgAAAACQm2oRel2xYkWMHTu23PU+/PDD+M9//vOLx3fcccfV/zvTxK9JkyaVOpkom9ImPVWl0Ov666+fdWz+/Pl57KRynXbaaVlXO6hKdzOvbM2aNcv4eFVfLXVd+Tul6qjqr5VsAaiIH8NCVWUVgrJYsWJF1lUyatWqFWeeeWaeOyJJ2V5LEVXn9bS2Oumkk7Ku+Dxv3rx44okn8txRxZV2TFvb74D+3HPPxdy5czOO7b333nlfOSMf6tWrF4MGDco4NmbMmHjuuefy3FH5ZZvk17dv32jbtu1/PbbvvvtG48aNy1WHiistLD5z5sy4++6789zRL5X2OS9baIr0Jfmd1TFk3eHcZ2YzZ87MGsT9+WrHP6nM8HfNmjXjgQceyLhqbUlJSRx//PFrvJnMySefHAsWLMg4du+990bDhg3L1dO6/Nm4Otloo43ijDPOyDj26KOPxuTJk/Pc0borH+/R7dq1ix122OG/Httuu+2yruidxnt0Vb8+MmzYsKw3fOjfv3/W8xvrCufXsst2w5iIX35uqF27dvTv3z/jtmkE7aqr0r6znnrqqVG/fv08dlP9lPb7O++886KgoCCP3SSntAD6/968KSL7Z/j//Oc/eb85RHU/V3TBBRfksRNy4f0cAAAAACA31SL0GlGxFQgyTcRq3LhxbL311qv/3b179ygqKvqvbVatWhVvvPFGIvuLiCgqKopevXqVu15ladCgQdaxqnDn0qTUqVMnLr/88oxjEydOjCeffDLPHaUj20X7GjVq5LmT8llX/k6pOqr6a+WZZ57J+HhhYWHGCQRV2ejRo+Pbb7/NOLbbbrtFq1at8twRSSptslhVeT2trWrXrh0nn3xy1vFnn302j93kprTJIOPGjctjJ/n39NNPZx079thj89hJfp100knRvn37jGOXXnpplJSU5LmjsistqJNpQl9RUVEcfvjhGbc36bZy7LPPPrH99ttnHLvmmmtSnWQ2Y8aMrCGYLbbYIrp165bnjiirpL6zOoasW5z7zOzBBx/M+F5ft27dOOSQQ37x+P777x/rrbdexlpJBMu22mqr+MMf/pBxbPr06aWGxR566KH4xz/+kXHst7/9bey+++7l7mdd/mxc3Vx88cXRqFGjXzxeUlISl156aQodrZuSeo9eU5gnU0gpW6DnH//4R8abFFSmqn59pLT9H3/88XnspGpyfi27bO/122+/fcbzClUpaFddeb1W3PLly7P+ndWrVy/r6qfVQXkC6BERPXr0iM022yzj9mncHKIqnyuaM2dOTJgwIeNY27ZtY9ddd81zR1SU93MAAAAAgNxUqdBry5Yto0OHDhnHKjLxK9Nztt9++ygs/H8/dlFRUfTo0aPS9hcR0bNnz6hTp06561WWefPmZR2rSn0m4Te/+U1svvnmGcf+8Ic/xKpVq/LcUX6VlJRk/f8728owVcW69HdK+qr6a2XKlCkxe/bsjGPbb799tGzZMs8d5SbbBOCIiEMPPTSPnVAZvvvuu6xjVeH1tLY79thjs64OMHLkyGoThGnRokXWsccffzzrhKrqrri4OF588cWMY3Xq1Il99903zx3lT61ateKqq67KODZ58uR49NFH89xR2WUL6tSpUycOO+ywjM8pbdJtae+TVNwNN9yQ8fG5c+fG//3f/+W5m/+ntEnWPhdVbUl9Z3UMWbc49/lLJSUl8dBDD2UcO+CAAzIGCOvUqZP1GJlU+Pviiy+Orl27Zhy77bbb4s033/zF41999VWcc845GZ/TunXruPnmmyvUywYbbJB17F//+lfMmTOnQnVJXrNmzbKuvPXcc8/FmDFj8tzRuimp9+jSwjzZ3ouzhWFXrFgRw4YNK/O+k1JVr48sXLgw680XWrRokdPq4WsL59cyK+8NYyIievfuHZtuumnGsQcffDCx3tZWH3/8cXz66acZx7p165b1Bmb8aNSoUbFkyZKMY3vvvXe1XiU3W1C1V69eWb/zlHZziG+++Sap1sqsqp4rKu17fbbzBFRN3s8BAAAAAHJTpUKvEdlXPBg/fnwsX768XLVGjx79i8d23HHHXzzWt2/fXzyWbeWCbD777LOYMWNGxrGqdoH+q6++yjrWpEmTPHZS+WrUqBFXX311xrEPP/ww66S6tcWHH36YdeLKRhttlOduymdd+jslfVX9tTJq1KisY9Xxjs5r28/Df/vggw8yPl5QUGAV3zxo06ZNbLXVVhnHFi5cmHU1wapmiy22yLp613/+858499xz89xRfvz73//OuvpPr169ol69ennuKL+OPPLIrH+/l112WZUMbZcW1Nl3332z/h1nW4EmIp3VLdYFO+ywQ+y9994Zx2666ab4/vvv89zRj3wuqr6S+M7qGLJucu7zl31kC1JkWiHqJ5Ud/q5Zs2YMGTIkatWq9Yux4uLiOP7442PZsmX/9fhpp52WdVLzPffckzHAWxYNGzaMLbfcMuPY8uXL4+STT46VK1dWqDbJO/vss7MGlX//+9/nuZt1U1LnlbO9p3br1i1rkHTjjTfOekxM4z26ql4fefPNN7OuutuvX7//unnDumrKlClZx6rC+eq0ZLthTO3atePwww/P+rxsnymef/75VIJ21cmrr76adawiK9iva9bW319pAfTSPsMfffTRWW8O8cgjjyTWX1lV1XNFa+vfzbrI9TIAAAAAgNxUuSvH2SYELFu2LN56660y1/n000/js88++8XjmSZ5ZXps4sSJWe+8mklpE8WqWui1tDvKt23bNo+d5Mehhx4a2267bcaxK664otwTCquTV155JetYttUqqoLFixdnDeUUFhZGmzZt8twRa7uq/lp55513so7tsMMOeewkdytWrIj3338/41jr1q3XyvehdcmUKVPi66+/zjj2q1/9qsKTvCmffv36ZR0r7XhSldSoUaPUz9D33HNPHHPMMaWu4FMdrU3H+4ooLCyMa6+9NuPY9OnT4957781zR2tWWlAnWxgn4seJTdnGTbqtPNdee23GyZXz5s3LurpHZcv2uq9Vq1b07Nkzz91QHkmcW3EMWTc59/nfsoXA1l9//dhzzz2zPm/HHXfM+lpLKljWuXPnuOSSSzKOffLJJzFo0KDV/x4+fHg8/fTTGbcdOHBg/PrXv86pl9JuhPDCCy/EvvvuG59//nlO+yAZDRo0iEsvvTTj2Ouvvx4vvPBCnjta9yTxHl2R1SR/cuyxx2Z8fNKkSanciKoqXh95++23s45lunnDuqa4uLjUm+NUhfPVaSjthjH77LNPqaH2bK/btIJ21YnXa27W1t9ftgB6rVq1on///lmf165du4zfTSLSu4FTVTxXlO3vpkaNGtGnT588d0NFuV4GAAAAAJC7Khd6Le0CT3lWIMg0IaFevXrRrVu3Xzzep0+fX9w5esWKFTF27Nic9hfx48Wd3r17l7lOPpQ2saZLly75ayRPCgoK4rrrrss4Nnv27Ljzzjvz3FF+FBcXxx133JF1vKqFsX/upZdeyrpCRceOHaOoqCjPHbE2qw6vlUmTJmUd23rrrfPXSAI+/PDDrCs5VLefhV/685//nHWsKryW1hWlfZ5777338tdIjgYOHFjq+NChQ6Ndu3Zx/vnnl7oCSnWyNh3vK2r//fePXr16ZRy7+uqrY+nSpXnuqHTZJuQ1a9Ys9tprr1Kfm23lC5NuK0+XLl2yTr687bbb4osvvshrP/Pnz8+6auKmm24aderUyWs/lN3y5ctLvXFOWc+tOIasm5z7/H8WL14cI0aMyDh2xBFHRM2aNbM+t6CgIC+rtl166aWxzTbbZBy79dZbY9y4cfHNN9/E7373u4zbtGrVKm699dac+zjuuONKHf/nP/8Zm266aZx00knx1ltvZQwhkD+nnHJK1nDlpZde6v+fSpbE9Y9sYZ6aNWvGgAEDSn3uIYccEnXr1s04NmTIkDLtP0lV8fpIad99sx1z1yWPPfZY/Oc//8k4tskmm0Tr1q3z3FHVUNEbxkT8GC7afvvtM46lFbSrLrxec5Pt91enTp3YbLPN8ttMQkoLoO+1117RvHnzUp+f7fWa1s0hqtq5ooULF8b06dMzjv3qV7+KBg0a5LUfKs71MgAAAACA3FW50OvGG28c7dq1yziWbXJVJpkmifXq1Stq1ar1i8cbNWoUnTt3Tnx/ERHdu3ePevXqlblOZXvhhReyhh0KCgqyXvSt7vbcc8+sFw+uu+66WLRoUZ47qnx33HFHfPTRRxnH6tevHwcffHCeOyq7G2+8MetYtjsAQ0VVh9dKtsk8TZo0iQ022CDP3eQm288S8WOonerr7bffjgcffDDr+Jomn5GcrbbaKuvY7Nmz89hJbg488MA1Bj3nz58fN998c2y99dax6aabxqmnnhoPPfRQfPLJJ9VyIrlj5I+uv/76jI9/+eWXpU4WyrfSgjr9+/fP+N3z5zp06JA14Fva8ZTc/H/s3Xu8lWP+P/53x925qJRECiklJRU55FSIxiGpjPMYMybDOB9DJIdxyAyGj0E5Mxjn8ziFlBJFg6KiKKJ00rnfH37mO6N1r3bttde99t7P5+PRH61rrft6r733fa973ff1uq7LLrssY4jqxx9/jMsvvzyvtSQFXiMq1j5fFt15552Jq3XUrVs34zWmX3IMqbhc+/x/HnnkkcRrckmB1v+WbdW2+++/f4Nq+qVq1arFiBEjMn52rF69Ok444YT4/e9/nxhOuu2226JBgwYlrmPHHXeMgw46KOtzli5dGrfffnt069YtmjdvHscff3zcfvvt8eGHH8bq1atLXAPFV7169bj00ksztk2YMCEefvjh/BZUgeTi/ke2ME+vXr3WeS2uXr16cfDBB2dsu//++xMneyxNhXZ/ZOrUqYltFf08eP78+XHxxRcnthfn87G8SgqnbrTRRnHggQeu8/WFFrQrK5L213r16kWzZs3yXE3Z8sMPPyROxLLNNtusNSlNWZEtgF6cY1S/fv0SJ/lKK4ReSNeKPv/888Tr2hX9M7Iscb8MAAAAACA3CvJuStLN99GjRxd7QECmgVjZwnKZVlko7uoK33zzTWJgqpBmaZw/f36cdtppie3dunUr1zcokwbPf/vtt3H99dfnuZrS9fjjj8cZZ5yR2H7yySdH7dq181hR8d18880xZsyYxPZDDz00j9VQ3pWFfWXRokXxww8/ZGzbbLPN8lxNyc2cOTOxrSy+n+I4/vjjo1KlSqXyb/jw4Wm/vYiI+OSTT+Lggw9OXMW3S5cupXZO9Prrr5faz7e4K8AUms033zyxLds+WGgqVaoUt912W1SvXr1Yz//ss8/i1ltvjWOPPTa23XbbaNiwYfTq1SsuvPDCeOKJJ+K7774r5YpLriIeIzPZc889o1evXhnbrr766pg/f35+C0qQLahT3IFLSc+bMGFCTJo0aYNrI9k222wTJ5xwQsa2O+64I3E1jdJgny+bpk+fnjWIcOCBBxbrs8sxJLdatmxZaueELVu2zHm9rn3+JGlQ+7bbbhtdunRZ5+uzPS+XA+Y7deoU5513Xsa2f//73/Hoo49mbDv66KPXGVRdH8OHD4+NNtqoWM/96quvYsSIEXHSSSfF9ttvH/Xr148ePXrEWWedFQ8//HB8/fXXOauLzI4++ujYbrvtMrYNHjw4leBjeZer+x8lWU1yXc/75ptv4tlnny3WNnKtkO6PzJo1K+PjtWvXjo033jivtRSSBQsWRN++fRO/k9SpUyd+//vfl1r/pXUuValSpRJ/j882YcwRRxxRrPPvbM+z2mtmS5YsSfzdVdQVh9dH0rEuIvv120KXtL/Ur18/+vTps87XZ3vefffdl8o5UiFdKyqvfzc/c7+sdO+XAQAAAACUN2Uq9Lpo0aIYP378Ol8/c+bMjIMSMg3u+lmmQWFjxoyJZcuWrbO/bAPECuWC9ffffx+HHnpoTJkyJfE5gwYNymNF+bfLLrvEr371q4xt1113XZkIQqzLV199FX/84x/jsMMOS7wp2LRp07jooovyXFnxPPzww/GnP/0psX2bbbaJnj175q8gyq2ytK9kG4jatGnTPFaSG+Xt/VR0S5Ysib/+9a/RuXPnxMEYlStXjhtvvDEqVaqU5+oqrsaNG2ecmT4iYs6cOXmupmR22WWXuO222zbotfPmzYuXXnophg0bFoccckg0btw4OnToEH/84x/j1VdfLciVYJOOkdWqVatwA3+vvPLKjMeNefPmxZ///OcUKlpb0iC/rbfeOnH1xV/KtprjXXfdtaGlsQ6XXHJJ1KxZc63HV6xYkTXMmGvOi8qeL774Ivr06ZO4Wk9E8a+tOIZUbK59/hQgT1ppdn1WvclX+Hvw4MHRvn37Yj+/adOmceONN+as/4iIrbbaKh5++OHEc/1sFi1aFG+88UZcd9110b9//2jWrFm0bt06fvvb38ZTTz0lgFkKqlSpEkOHDs3YNmXKFMfpHMvl/Y+kz+i6desmruD6S9lWhE0rXFco90dWrlyZeC7VpEmTvNRQaFavXh1PPfVUdOzYMV555ZXE5w0ePLjCfk/IxYQxG220UeJkFGkF7Qqd76wlUx5/ftkC6NlWcP2lQpwcwrUiSqrQ7pd988038dFHH63Xv6TVvQEAAAAA0rL+I2TyINtgqTfeeCO6deuW9fWZBmJVq1Yt66DB3Xbbba3Hli5dGmPHjs26SkJSfxERVatWjV133TXra0vb6tWr4/HHH48zzzwzpk+fnvi8du3axYABA/JXWEquuOKKePrpp2P16tX/8/iCBQviyiuvjGuvvTalytY2bdq0aNSoUWL7mjVrYsGCBTFv3ryYOHFivP322/Hiiy/GihUrEl9TVFQU//znP6N+/fqlUfIGmzlzZgwdOnSdoZYhQ4ZE5coFmdUnReV9X1m8eHFiWyHUt77K2/spT7755pv48MMPsz5n8eLFMX/+/JgyZUq888478cwzz6xzpYZrr702dtlllxxWyrpUrlw56tSpk/F3s2TJkvwXVELHHXdcVK1aNX73u9+VqP41a9bEpEmTYtKkSXHTTTfFlltuGccdd1yccsop0bBhwxxWvOGSjpH16tWrcMHxHXfcMQ4//PD4xz/+sVbbjTfeGKeeemqqA6KzBXWOOuqoYm+nYcOG0bt373jiiSfWarvvvvvimmuu2aBgC9k1a9YsTjnllIwB6gceeCDOPffc6NChQ6nX4byo7FixYkXce++9cfbZZ2cNhPTq1Svj9aVfcgzBtc+IkSNHZpyEpFKlSvHrX/+62NsZMGBAnHHGGRmDKnfddVfOVi+sXr163HXXXbHzzjvHqlWr1vn8W2+9tdirsq6PfffdN5599tkYOHBgiQNqU6ZMiSlTpsTf//73aNKkSRx99NFx6qmnlosVpArFoYceGl27do2xY8eu1XbZZZfF0UcfXexwCJnl+v5HtjBP3759M4ZhMqlatWoMHDgwY/j9mWeeie+++y6V76GFcH9k8eLFiZNQNWjQoNT7L22LFy9e5/W1ZcuWxfz582PmzJkxZsyYeOGFFxJXF/7ZIYccEmeffXYuSy1TksLiLVu2XK9zkaOPPjoee+yxtR7/OWiXFAyvqJKCxhHlY38tbeXx55ctgL4+32X333//aNSoUcZJEEaMGJHKvlgo14rK499NWVQe7pfdcsstMWTIkLz0BQAAAABQWgpy5FurVq2iefPmMXPmzLXaXn/99XXe2M00EKtz585Rq1atxNc0adIkWrduHZ9++ula/W3owK/OnTtHnTp1sr52fa3r4vrKlSvj+++/j6+//jpGjx4dzz//fHz22WdZX1OtWrW4/fbbK8RAyPbt28eRRx4Z995771ptN998c/zpT3+K5s2bp1DZ2k444YScbq9Bgwbx0EMPFXvFmA1VnJtACxcujO+//z4mT54cb7zxRrzwwgtZA4gREX369ImBAwfmslTKibK6rxTX0qVLE9uqV6+ekz5mzpyZk0Gt06ZNiy233DLrc/LxfoYOHRqDBw8u0TZ69OgRr732Wk7qKSv+9re/xd/+9recba9y5coxbNiwOP3003O2TYovaeB0tn2wkB111FHRpUuXGDRoUPzrX//KyTanT58el156aQwfPjwuvvjiOOWUUxJXy8uXpN9Pro6PET+tILiu7wfrctddd8Vxxx2Xm4KyuPzyy+Oxxx5bK1iyePHiuPzyy+Omm24q9RqS3H333YkDtddnkF/ET4NuMwXWvvnmm3juueeiT58+G1Qj2Z133nnxf//3f/HDDz/8z+Nr1qyJCy64IJ5++ulSryEf50X33nvveq2YmEmLFi2yhkjKmhUrVqzzO+vy5cvj+++/j5kzZ8abb74Zzz33XHz11VdZX1O/fv245ZZbilWDYwgV/drnmjVr4u67787Ytttuu63ze+V/a9y4cey///4Zj9u5Dn/vtNNOcc4558SVV16Z9XlHHnlksVeD3BA9e/aMiRMnxp/+9KeME4RsiDlz5sS1114bN998c5x55plx7rnn5vy6dkU1bNiw2Hfffdd6fObMmXHTTTfFWWedlUJVhSvt+x+PPvpoiVeT/O/nZwq9Ll++PO6///744x//uF7by4VCuD/y448/JrYVFRWVat/5MG7cuNh+++1zus3DDz887r777go3GdbPZsyYkZMJYyIievfuHQ0bNsw4ccTIkSOFXn+hvO+vpa08/vxGjhyZ8fEWLVrEHnvsUeztVKtWLQYMGJDx2l6ak0MUwrWi8vh3Uxa5XwYAAAAAUBgKdsnEpBUP3nrrrbVmof6lTDc/i3OjJdMAr6RBXT+bP39+TJo0KWNbtlUbNtT222+f9V+nTp1in332iaOOOipuvvnmdQ74qFSpUtx6660VagW2IUOGZAw0LF26tNzOdrnffvvFu+++G7169Sr1vv72t7+t8++0e/fucdBBB8U555wTTz/99DoDrzvssEPiYEjIpXzuK8W1fPnyxLa0w1kbory9HzJr06ZNvPDCC3HuueemXUqFlbQ/ZdsHC922224bL7/8crz00kux33775Wyw5/z58+OMM86Ibt26ZQye5FPS76eiHh+33XbbxHDt//3f/8W0adPyW9D/L1tQp3v37rHVVlut1/YOOuigxJXgklazoeQ23njjxJDJM888E2+99Vap1+C8KB1fffXVOr+zdu7cOXr27BnHH3983HHHHesMvBYVFcVDDz1UrP3fMYSfVeRrn6NGjUpc0W5DgvrHHHNMxsd/Dn/n0iWXXBLbbbddYnuTJk3iL3/5S077zKRZs2bx8MMPx7vvvhv9+vXLWbD3xx9/jKFDh0aHDh3io48+ysk2K7p99tkn9tlnn4xtV111VSxYsCDPFRW2tO9/JH12Nm/ePPbcc8/1ei+dO3dOPF6k+Rmd9v0R58DFt/HGG8df/vKXePjhh4u9ynB5lLQ6fMT6h16rV68e/fv3z9j29NNPl3gV9fLG/loy5e3nN2PGjMSJQn/961+v97XapHP4nyeHSINrRZQG98sAAAAAADZcwS7t2aNHj7jvvvvWenz+/PnxwQcfRKdOnTK+7ttvv42PP/54rcfXtWLBz8+54447/uext99+O1auXJk4cGjUqFGJA9FKI/SaS/Xr149bb701BgwYkHYpedWqVav47W9/m3EFlhEjRsTZZ58drVu3TqGy3KpZs2Ycfvjh8Zvf/Kbg/xaz6d27d9x9993RoEGDtEuhnCr0fSXbzM3rCowXovL2fopj6NChpbbKz6abbloq291QPXv2jOOOOy6OOOKIvK0gv9NOO8Vdd91VKtsuywMKly1blvHxpBVgy5J999039t1335g+fXo89NBD8cQTT8TYsWPXWg10fU2YMCG6du0azzzzTOJ3jdJWVFSUceXH8np8LI5LLrkk7rvvvrV+LitWrIhLLrkklYlRRo0alTi4fn0H3Eb89Hs/4ogj4rbbblur7edBt2msblER/OlPf4q//vWv8c0336zVdv75568zCFZSFfG8qDzadNNN45577kkMNP2SY0jpeOGFF6JZs2alsu2vvvoq9ttvv5xvtyJf+0wKexUVFUW/fv3We3t9+vSJ+vXrr7Ui08995XLF46Kiohg2bFgccsghGdsvuOCCvO5zO+20Uzz88MMxZ86c+Mc//hH//Oc/48033yzxZDfTpk2LXXbZJR555JGCmhisrLryyiuja9euaz3+3XffxbXXXhuXXXZZClWVf+t7/yNbmOfII4+MypXXfw7Zo48+Os4///y1Hn/vvfdi0qRJOV8RtDjSvj+S7Ry4LE/UlUvt27eP4447Lk444YTEyU1KQ9IkF7lQr169DXpdtgljunbtukF/q0cffXTGv/80V2EuVPbXkilvP79cBtAjIrp06RLbbrttfPLJJ2u1jRgxIrV9sZCvFZXFv5tfcr8sf/7whz+s9/frqVOnJn7XBQAAAABIQ8GGXrOtTvDGG28kDvzKdKOhcuXKsdtuu62zz0yDwxYvXhzjx4+Pbt26Fbu/iIgqVaoUq8+07L333jFixIjYfPPN0y4lFYMHD44RI0bEkiVL/ufxlStXxuDBg+Ohhx5KqbLcWbZsWSxevDhatGiRdikbpE6dOnHttdfG7373u7RLoZwr9H0lW0AtKdRWyMrb+ymOzTbbLNq3b592GXnx/fffx2abbZbXG/i1a9euMD/f9ZEpOBlRtoO8v7TlllvGueeeG+eee27Mnz8/3n777Rg9enSMGzcuxo8fH99+++16b/Prr7+OPn36xPjx46NJkyalUHV2NWrUyPi7K6/Hx+LYfPPN4w9/+ENcf/31a7Xdd999ce6550a7du3yWlNSUCfbijHrcvTRR2cMrBl0W7rq1KkTF110UZx66qlrtY0aNSqee+65OOCAA0qt/4p4XlTe9O/fP2655ZbYeOONi/0ax5DS0bp169hyyy1LZdt16tQple1W1GufS5YsiUceeSRj20EHHbRBk57VqFEj+vXrF3//+9/XaiuN8Hf9+vUT2zY01FNSTZo0iVNOOSVOOeWUWLx4cbzzzjsxevToePfdd2P8+PExa9as9d7mwoULo2/fvjF27Nho27ZtKVRdcXTp0iUOO+yweOyxx9Zqu+GGG+KPf/xjNG7cOIXKyq8Nuf+RLcyzIatQR/y08t0FF1yQcbsjRoyI6667boO2W1Jp3h/Jdl3COfBP5s2bF3Xr1s37RKCFeH0t24QxG7pf7rzzzrH11lvH1KlT12pLM2hXiOyvJVOefn7ZAuidO3fe4HPFo48+Oi666KK1Hk9zcoi0rxWVp7+bTNwvy59NNtkkNtlkk1T6BgAAAADIlfWfmjpPtt1228SB5q+//nri6zINxNp+++2LdXO4VatWGVeFWN/+IiI6duyY2iCnJDVq1Iijjjoq3nzzzfjXv/5VYQOvERFNmzaN0047LWPbP/7xj5gwYUKeK8q91atXx2OPPRYdOnSI5557Lu1yiq1t27YxfPjw+PLLLwVeyYtC31fq1q2b2DZv3rw8VpIb5e398L/Gjx8fe+21VwwdOjTtUiq0FStWxMKFCzO21a5dO8/V5EeDBg2id+/ecfnll8dzzz0X33zzTXzxxRfx2GOPxemnnx477rhjVKpUqVjbmjVrVvTv3z9xsHNpSjpG/vDDD4krrFUE559/fsafzerVq+PCCy/May3ZgjoHHHDAegXf/tuuu+4arVq1ytg2cuTIDdomxfO73/0ucfKTCy+8sFSPBc6LyqZ69erFySefHBMnTowHH3xwvfZ7xxD+W0W99vnII48knqtuyApRP0sKvixfvjweeOCBDd5uWVS7du3YZ5994qKLLoonnngiZs6cGbNnz45nnnkmzj///OjevXuxB14vWrQoDjvssPjxxx9Lueryb+jQoVGlSpW1Hl+0aFFcccUVKVRU/pTk/ke2MM8OO+ywweGMzTffPPbcc8+Mbffdd1+sXLlyg7ZbUmneH6ldu3biqrnff/99qfVblsyaNSt+97vfxSGHHLJWMLmiSZowpmrVqsVexTmTpPOG9957Lz788MMN3m55k+07q/113crTzy9bAL0k5/BHHXVU4jXbNL/LFuq1orL2d1PRuV8GAAAAAFByBRt6jYjo0aNHxsdHjRqVeDMh0yCtTKsYJMn03KTBXYsWLYr33nsvY1tS7aWtatWqsfHGG0fLli2jU6dOceihh8YVV1wRL730UsyZMyfuueee2HXXXVOprdCcc845GQcErlmzJs4///z8F/QLr776aqxZsybjv1WrVsW8efPi3//+dzz44INx9NFHJ4ZYFi5cGAcffHA8++yzeX4HyWrVqhXNmjWLtm3bxu677x6DBg2KESNGxOTJk2Py5Mlx2mmn5X0Wc8qu8ryvRETGAck/mz17dk76aNq0aUyaNKlY/0p6czYf7+d3v/tdsd/PTjvtlJM+y4NLLrkkcV9avXp1LFiwIKZPnx5PP/10nHXWWYm/yzVr1sTgwYPzHkTj/5k9e3biuXK2fbC82XzzzePQQw+N66+/PsaPHx/Tp0+PK6+8Mpo3b77O177++uvx1FNP5aHK/5X0+1m1alXMnTs3J30899xzxTo+vvDCCznpLxcaNWoUZ555Zsa2J554It5555281ZItqLOhq8z8LGmQ4Pjx4w26LUXVq1ePIUOGZGybMGFCqa5ylY/zoj59+hT7vOjggw/OSZ/lQbVq1aJRo0ax1VZbRefOnaN///5x7bXXxuuvvx6zZ8+OW265ZYNWnHEM4Zcq4rXPpPDKxhtvHL17996gbUb89L6SBqYn9VmRNGnSJHr37h3Dhg2Lt956K7766qv461//Gm3atFnnaz/++OO4/fbb81Bl+da2bdvEY/2tt94aM2bMyHNFZVNp3f8ojdUk1/X6OXPmxPPPP1+ibZdEWvdHqlSpkrjq2Jw5c0qt33zp0aNH4vW1NWvWxJIlS+Lrr7+O1157La6++urYYYcdErf15JNPRp8+fcrFyn4bItuEMfvvv380atRog7edLaTnvOH/ycd31vKsPP38kvaLKlWqxMCBAzd4uy1atEj8LpPm5BDl/VoR6+Z+GQAAAABAYSiTode5c+fG5MmT13p8/vz5MWnSpLUe32OPPYrdZ6YbK2+++WbGlZXefvvtxJstpRV6zXazfM2aNbFixYr47rvv4vPPP4/33nsvHnvssbjgggti3333LbiVZ9PWoEGDOPfcczO2vfDCC1lXuUhb5cqVo0GDBtGmTZvo379/3H333fHZZ5/FkUcemfH5K1asiH79+uVloGu2m0A//1u8eHHMmjUrJk+eHG+88UbcdNNNceyxx0bbtm1LvT4qlkLeV4qrRo0a0bBhw4xtX375ZU76qFq1arRv375Y/zbbbLMS9ZUtbJar99O4ceNiv5/yuuplrlWqVCnq1q0bLVq0iAMPPDD+/Oc/x+effx7Dhg1LXCFo2LBhcdddd+W5UiIipk+fnthWnMBnebXFFlvEeeedF1OnTo1rrrkmqlevnvX5aczAno9j5DbbbFOs42Pr1q1z0l+unHHGGYkDWvM5YU3SIL8GDRrEQQcdVKJtG3SbnqOPPjq22267jG0XX3xxqQ2yzMc+X79+/WKfF1WUiYdatGixzu+sy5cvj2+//TamTp0a48aNiwcffDDOPPPM2GOPPaJmzZob3LdjCL9U0a59zpgxI1577bWMbf3791/n+Vk2lSpVEv5eD40bN45TTjklPvzww7jjjjvWed34z3/+cyxfvjxP1ZVfl156aca/82XLlsWll16a/4IKUFr3P7KFeZKuIxZX3759E88f0vyMTvP+SNJ58NKlS8tF8DWbmjVrRtOmTaNHjx5xzjnnxPvvvx+PPPJIYhD4lVdeiZNOOinPVRaG0pwwplWrVokB+TSDdoWmqKgo8VrMl19+WaqrXZYH2b7zl6XJLrIF0Hv16hVNmjQp0faT9ufZs2enOjlEIV4rKkt/N+WZ+2UAAAAAAPmT+aprgcg2eOqNN96Idu3a/c9jSQO0Sjrw64cffogPPvggOnXqtFYNmVSuXHm9VlggPaeeemrceOONGWdGveCCC+Ktt95KoaoN06RJk7jvvvuiVatWGUMaS5YsicMPPzwmTJhQokG6UNaVxX1l6623ju+++26txxctWhRffvllbL755ilUtWG23nrrxLZMg7opXEVFRXH++efHDjvsEIceemjGAdCDBg2Kbt26JQ4OoXRkCkL8rGXLlnmspDAVFRXF2WefHXvssUf07NkzcQDlu+++G1OmTIltttkmb7Wt6xjZuXPnvNVSaOrWrRsXXHBBnHHGGWu1vfbaa/Hiiy9Gr169SrWGbEGd3XffPaZMmVLiPtq0aRMff/zxWo/fd999cdVVVyUOnKJkKleuHEOHDo3DDjtsrbYpU6bEnXfeWSoDzVu1ahWVK1fOeB3DeVH54xhCJhXt2ufIkSMTwxE77bRTiYOpO+64Y2LbiBEj4tprry3R9sujKlWqxAknnBC777577LnnnvHVV19lfN7MmTPj9ddfj549e+a5wvKlRYsW8fvf/z7+8pe/rNV2zz33xDnnnGNSwBRkC/N07Ngxvvvuu4zX5dZH9+7d41//+tdajz/11FPx/fffx8Ybb1yi7W+otO6PtG7dOsaNG5exbfLkySUOUJU1ffv2jY4dO8Y+++yTMdB09913x5577hnHH398CtWlJykUXlRUFK1atSrxecPuu++e8W/856BdSSelKS9at24dc+fOXevxJUuWxPTp011rzKJ27drRrFmzjOdXU6dOjRUrVkS1atVSqGz9ZAug77LLLiXeF9u2bRtVqlSJVatWrdU2YsSI1PbFNK8VJf08XCsqXO6XAQAAAACUjoIe7bbddttFo0aNMt5Me/311+Pkk09e67Ff2mabbdbrBvnPq5vMnz9/rW3/cuBX0kzX22+/fWy00UbF7pP01KpVKwYPHhyDBg1aq+3tt9+Op556Kvr06ZNCZRvu8ssvj+nTp8e99967Vtsnn3wSF110UVx33XUpVAaFpSztK506dYoxY8ZkbJs4cWKZCr22bt06ateuHYsXL16rLVtQj8LVu3fvuPnmm+O3v/3tWm0//vhjHH/88fH2229HlSpVUqiuYho/fnxi2y/PZyuybt26xT333BOHHHJI4nNeffXVvIZes/1+Jk6cmLc6CtUf/vCHuOGGGzKugHnBBRdEz549o1KlSqXWf7agzlNPPRVPPfVUqfVt0G3pO/TQQ6Nr164xduzYtdouu+yyOOaYY6JGjRo57bNWrVrRunXrjCHF6dOnx4IFC0q0YhmFxTGETCrStc81a9bE3Xffndj+m9/8Zr22t76Ev7PbZptt4sknn4xu3bplHGAf8dO5sdBryV144YVx5513xqJFi/7n8VWrVsVFF10Ujz76aEqVVVzZwjzjx4+P7bffvtT6Xr58edx///1xyimnlFof2aR1f6RTp05x//33Z2x7//33Y6+99sp5n4Vuq622iieffDJ22WWXWLJkyVrtp59+evTs2TPrCoDlSbYJY5YtWxZdunQp1f7TDNoVmk6dOsXbb7+dse39998Xel2HTp06ZQy9rly5Mj788MMyca0226rkF198cVx88cWl1nfak0Okca2oZs2a0aZNm/joo4/Wavvyyy9T/Xmwbu6XAQAAAADkVuW0C8imUqVKiSsVZFppINNj67PSQcRPs3buuuuu69z20qVL49133824jT333HO9+iRdv/3tb6NVq1YZ2y688MKMK2gUuttuuy3xPd14440lnnUXyouysq9kW9kvaeWdQlW5cuXo2LFjxrZvv/02/v3vf+e3IHLixBNPjAEDBmRsGzt2bPzf//1fniuq2DKtHvOzbKtfVUQHH3xw1sG0b775Zh6rKV/H+9JQVFQUl156aca28ePHl2pAYF1BnXwYOXJkqv1XBFdeeWXGx2fNmhU33XRTqfSZtN+vXr261FbWIv8cQ0hSka59jho1Kj777LP1fl2uzJ49O1544YXU+i8LOnfuHMccc0xie77PjcurTTbZJE4//fSMbY899ljifkfpyRbmyYe0P6PTuD+S7btvUtCxIujQoUNcf/31Gdt++OGHOPPMM/NcUXqyTRiTDz8H7bC/llRZ//llC6Dnw/Lly+OBBx5Irf+IwrpWtGbNmsSJiSgc7pcBAAAAAOROQYdeI5IHbn399dcxZcqU//x/0aJF8d577631vN133329+8z0mlGjRv3PDdYxY8bEsmXLMr6+R48e690n6alWrVpcdtllGdsmTZqU+s20DVGrVq3429/+lrFt1apViQOroKIpK/vKPvvsk9j20ksv5bGS3Chv74efDB8+PHG1p4svvjh++OGHPFdUMX3wwQcxY8aMjG3NmjWL1q1b57miwnf00Ucntn399dd5rCRi6623jhYtWmRsGz9+vAGXEXHsscdGmzZtMrYNHjw4cWWykko7qBNh0G0+7L333rHvvvtmbLvqqqtiwYIFOe/TeVHF4BhCNhXl2mfaobJCqaHQFdK5cXl21llnRcOGDTO2XXDBBXmupmJLO8wTETFu3LiMq7nlSxr3R7p37x61atXK2Pbaa68lfv5UBCeddFLGySkiIh5++OEKMQFBIUwYUwhBu0KRbZV3E4qsW7af3/PPP5/HSjZM2gH0iPTP4dO4VlTW/25wvwwAAAAAIFcKPvSabRDVf69A8Pbbb8fKlSvXes76rnYQkXng19y5c2Py5Mn/+X/SLJrZVmigcA0cODC23377jG0XX3xxrFixIs8VlVyvXr3ioIMOytj28ssvZ10FDiqSsrCvtGzZMjHgM2HChJg6dWqeKyqZ3r17J7Y9/PDDeayEXGrSpElceOGFGdvmzp0b1157bZ4rqpiyrRDTu3fvqFSpUh6rKRt22223xLbvvvsuj5X85IADDsj4+KpVq+Kxxx7LczWFp0qVKnH55ZdnbPv4449LbSBc2gPsIiKWLVtm0G0eDBs2LOPj3333Xfz5z3/OeX8HHHBA4rH5H//4R+qDS8kNxxCyqQjXPpcsWRKPPPLI+hVZCoS/16179+6Jn0tpnBuXV/Xq1YvzzjsvY9vLL78cr7zySp4rqrgKIcwTkf65Qr7vjxQVFcXee++dsW3BggUVOtBTqVKlGD58eGJ7RQjGF8KEMRHp75eFonnz5tG+ffuMbZ988kl88MEHea6obNlll12iQYMGGdteeeWVmDt3bn4LWg+FEECPSH9yiIj8Xyvab7/9onLlzMN4HnvssYzfCyks7pcBAAAAAORGwYdeO3TokHgz6L8HX/33ILCfNW/ePFq2bLnefe60005Rs2bN9e4vIqJdu3aJs7RTuCpXrhxXXHFFxrbPP/88br/99jxXlBtXXHFF4kC1wYMH57kaKFxlYV/p169fYtudd96Zx0pKrkuXLokrGb799tvx8ccf57kicmXQoEGx2WabZWy78cYbDZIuZfPmzct6PDjssMPyWE3Z0bRp08S20pipf13K0/G+tPTt2zc6d+6csW3IkCE5XxWoUII6EQbd5kOXLl0Sj5fDhw+Pb775Jqf9NW3aNDF8P3PmTKu9lgOOIaxLRbj2+cgjj8TChQvXr8hSIPy9bkVFRYkrEqVxblyenXLKKYnfn88///w8V1MxFUqYJyLi3nvvjVWrVqXWfxr3R/r375/Ydtttt+W8v7Jkp512SvxOMmrUqHjxxRfzXFF+Fco5ayEE7QqF/XXDValSJfr27ZuxbeXKlQV9ra9QAugR6R8X8n2tqHHjxrHXXntlbJs7d66JEcsI98sAAAAAAEqu4EOvlStXzrj6QMT/Dr7KNBAr6XXrUr169ejWrVtifytWrIjRo0dnfG221RkobH369IlddtklY9vll18eS5YsyXNFJdehQ4fE4MTo0aPL/eAIKK6ysK+ccMIJiTM7/+1vfyuIAcTFVbly5TjhhBMytq1Zs8YMx2VYjRo1EmevXrhwYVx33XV5rqhiueaaa+KHH37I2NayZcvYb7/98lxR2VClSpXEtkxhkNK21157xVZbbZWxbfTo0fHmm2/muaLCU6lSpcQVFr788su45ZZbctrfo48+mvg5++ijj8aaNWty/i9pZZ9x48b9zyp8lI6hQ4dmPDYsWrQoMQxQEieeeGJi2zXXXJPz/sgvxxDWpSJc+xw5cmTGxxs2bBjLly8vlf2gY8eO61UL/0/S+XEa58blWY0aNeLiiy/O2DZ27Nj45z//meeKKp4333wzMcxz3XXXlcqx6fHHH8/Y3+zZs+OFF14oxXe7bvm+P9K3b9/ESR+ee+65mDhxYk77K2suu+yyxEkaL7300vwWk0fZJozp06dPqeyX3377bVStWjVjn84bfnL88ccnnh+MGDEi54G/8ibbd/4bb7wxli5dmsdqii/p779KlSoxZ86cUtkfDznkkIx93nfffalODhHhWhHrz/0yAAAAAICSK/jQa0TyYKoZM2bEjBkzYunSpTF27Ni12vfYY48N7jPToLGfB36NGzcu8Qa/0GvZduWVV2Z8fPbs2fGXv/wlz9XkxoUXXpg4OGLIkCF5rgYKV6HvK1tuuWX07t07Y9v8+fNj6NChea6oZE488cQoKirK2DZy5MiYNGlSnisiV0444YRo1qxZxrabbropvv/++zxXVDFMmDAha2B80KBBicH5iu7rr79ObGvUqFEeK/lJpUqV4uSTT05sP/vss2PNmjV5rKgw9erVK/bcc8+MbcOGDcvpZBBJq0nUr18/DjzwwJz1898GDBiQdUAppatt27Zx9NFHZ2y79dZbY8aMGTntr1+/frHJJptkbPvXv/4Vzz33XE77I78cQyiO8nzt84svvohXX301Y1u/fv2iWrVq67W94vr1r3+d8fF3331X+DuLlStXxty5czO2pXFuXN6dcMIJsc0222Rsu+iii2L16tV5rqhiSfpMrFy5cgwYMKBU+jzggAMSV1MuhM/ofN4fqVmzZtZAz5lnnpnT/sqadu3axaGHHpqxbfTo0fHSSy/luaL8yDZhTNJne0k1atQocaK4tFdhLhSbbbZZ4t/jjz/+GBdccEGeKypbdt5559hpp50ytn311VcFOQnokiVL4h//+EfGtp49eyZewyippP3866+/Tn1yiHxfKzr00EMTVwkdP3583HvvvTntj9LhfhkAAAAAQMmUiZHv2QZTvfHGGzFmzJhYtmzZWm25Hvj19ddfx5QpUzKurJCLPklfjx49Yv/998/Yds0118T8+fPzW1AOdOjQIX71q19lbHv77bfj5ZdfznNFUJjKwr6SbYb/G264ISZMmJDnijZcs2bN4ve//33GtpUrV8ZJJ50UK1euzHNV5EJRUVGcffbZGdsWLlwY119/fZ4rKv/mzJkThx12WOI+s8UWW8SgQYPyXFXZ8f777ye2bb311vkr5L/84Q9/iE033TRj2zvvvBM333xznisqTEkDsufOnZuzY022oE7fvn0TJ3AoqSZNmsTee++dsc2g2/wYMmRIxt/v8uXLc76yUs2aNeP8889PbD/llFNiwYIFOe2T/HAMobjK87XPkSNHJk7YceSRR67XttbHgAEDEid9KYRgWaH64IMPEn9faZ0bl2dVq1aNyy+/PGPb5MmT45577slzRRVHtjDPnnvumRhOKKnq1avH4YcfnrHtySefjHnz5pVKv8WV7/sj55xzTtSpUydj28svv5z34/UXX3yR8fM2LRdddFFi22WXXZbHSvIn6Xdep06dxGv3uZB0TlIIQbtCcemllyaeW911113xyiuv5LWeTz/9NK/9lVTS533ET9e38j0py7p+ftkC6KV5Dn/QQQdFvXr1MrYVwjl8Pq8VFRUVZf0cOOuss2LOnDk57XNdytp+VwjcLwMAAAAAKJkyEXrt1KlT1K1bN2Pb66+/nnEgVqNGjaJt27Yb3Ocuu+yScVWMpP4iItq0aRNNmjTZ4D4pDMOGDcsYKps3b15cc801KVRUchVxcARsiELfVzp16hQDBw7M2LZixYro27dvfPfdd3muasNdeOGF0aBBg4xt77zzToVf0aEsO+mkkxJne//rX/+a+iDO8mTWrFnRq1evmD59euJzrrnmmqhRo0b+iipjHn744cS2rl275rGS/6dmzZpZVxk/88wz45133sljRYVp5513joMPPjhj23XXXZe4Stn6yBbUKa1VZta1fYNu82OLLbZInKDjnnvuiX//+9857e/kk0+Oli1bZmz7/PPP49hjj7XaWxnkGEJxledrnyNHjsz4+BZbbBG77bbbem1rfTRv3jwxoCv8nawQz43LuyOOOCI6duyYse3SSy+N5cuX57egCiKN1STXtf1ly5bFAw88UKp9F0c+7480btw4zjnnnMT2QYMGxQcffJDTPpN88MEHsfPOO8ePP/6Yl/6Ko1OnTnHQQQdlbHvzzTfzHjIsbdkmjDn00EOjZs2apdb3wQcfHLVr187YVghBu0LQrl27OO644zK2rV69Oo488siYOXNmXmp5+eWXo2fPnnnpK1f233//xImJlixZEv369YsffvghL7Xcd999cdRRR2V9TtLffa1atRJX/c2FGjVqxGGHHZaxrRAmh8j3taLf/OY30aZNm4xtc+bMiQEDBuTtXPGaa66J8847Ly99lTfulwEAAAAAbLgyEXqtUqVK4iCoN954I15//fW1Ht9tt90SV8Mrjjp16kSnTp3WevzVV1+NN998M+Nrsq3KQNnRqVOn6NevX8a2G2+8MWbPnp3nikpup512SpyhfdSoUYkDCaCiKQv7yvDhw6Nx48YZ26ZNmxY9e/aM77//Ps9VbZjGjRvH8OHDE9v/8pe/xCWXXJK/gsiZWrVqxRlnnJGxbcGCBVl/7xTfyy+/HN26dYuJEycmPueYY46J/v3757Gq3Jg2bVpcf/31pb7CyrvvvhuPPPJIxrZKlSqlOoDuxBNPTBwMt3z58ujdu3e89957ea6q8AwdOjTjSiMLFy6MYcOGlXj7SUGdZs2axZ577lni7Wdz2GGHJQbWk+oity644IKMK0+tWrUqLrzwwpz2VVRUFHfeeWfidYzHH388fvOb3wi+ljGOIRRXeb32OWrUqPjss88ytg0cOLBE9RdHtlXbXnzxxVLtO5d+/PHHGDx4cGJAL1e++OKLuOWWWxLb99tvv1Ltv6KqVKlS4nnr9OnT49Zbb81zRRVDUpinqKgo+vbtW6p977HHHtG8efOMbYXwGZ3v+yPnnXdebL/99hnblixZEvvtt1988sknOe3zl0aMGBG77rprfP3116Xaz4bINkljtsmyyqK0VoePiKhdu3bipFqFELQrFNdee21suummGdvmzJkT++67b6muPLlmzZq4+uqr44ADDshbQDSXbr/99qhVq1bGtsmTJ8eBBx4YixYtKrX+ly9fHqeffnocddRRWYOS2QLoffr0SVyhO1eS9vdly5bFgw8+WKp9F0c+rxVVq1Yt7rjjjsRVll977bU48sgjY+XKlTnt978tWLAgBg4cGOeee65rUhvI/TIAAAAAgA1XJkKvEZE4M/+UKVMyDsTafffdS9xnpm08+uijsWDBgozPL+0Bi+TP5ZdfnnG1iyVLlsSYMWNSqKjkBg8enNhW3gZHQEkU+r7SuHHj+Pvf/544OHjChAnrDMEVkmOPPTbrYMLLLrssjjvuuIJaZYHi+cMf/hAbb7xxxrYbb7wx5s+fn9+CypFPP/00jjrqqOjVq1fMmjUr8XmdOnXKOmi9kC1evDjOPPPM2HbbbePWW28tlfDrnDlz4phjjkkcrLP77rvHlltumfN+i6tSpUpx5513RsOGDTO2z5s3L3r06JF1Na6KoH379okrJZV0sopsQZ0BAwYkDjjLlbp160afPn0ytj3xxBOOo3mwySabxOmnn56xrTQmQ9lzzz0TB8FF/DQY/8ADDywzE5xUdI4hrK/yeO0z28popb2SYkTE4YcfHtWrV8/YVpZWbVu1alUMHTo0WrVqFVdffXXi76ckFi1aFEcddVRi0GLLLbfMyd8cmR1wwAGJP99CmICtvMkW5jnwwAOjfv36pdp/pUqVYuDAgRnbxo4dm/NV4jZEPu+PVKtWLe6+++7EVTznzJkT3bt3j3/961857Tfip0kQ+vfvH8cff3wsXrw459vPhW7duiVOyPXGG2/Ea6+9lt+CSlFS6HuTTTaJfffdt9T7z7YKcyEE7QrBRhttFHfeeWfid5lPPvkkunbtGu+//37O+/70009j3333jfPOO69UA36lqVWrVnHDDTcktr/11lux6667xvTp03Pe97vvvhs777xzscJ12QLo+TiH33vvvaNp06YZ2wrhHD7f14q6d+8e5557bmL7o48+Gr169Yrvvvsu532/+OKL0alTJ8fAHHC/DAAAAABgw5SZ0Gu2lQQyDYJPGii2PjINNMk24N5Kr+VH69at4/jjj0+7jJzq3r177LXXXhnbXn/99YyrhkBFVBb2lV/96ldZV6+bOnVqdOnSJS688MKczgz+6quvlkqAbuTIkbHjjjtmbW/fvn08/fTTOevzxx9/jOuvv75UBuDwk7p168Zpp52Wse2HH36IG2+8Mc8VlW3ffvtt3HvvvbHffvtF27Zt47777kscfBTxUxDwxRdfjNq1a+exytybMWNGnHzyybHlllvGJZdcEjNnzszJdidOnBi77757fPzxx4nPOf/883PSV0m0aNEiHnvsscSwxqJFi6J///7Rr1+/mDFjRs76nTp1akG8/+IaMmRIVKtWLefbzTaQrrRXmVlXP8uWLYsHHnggLzVUdGeddVZi+Lw0XH311dG7d+/E9ueffz622267uPvuu3O2wsbKlSvjzjvvLFOrHpYFjiGsr/J27XPJkiXxj3/8I2Nb+/btE1f1y6WNNtooDjjggIxtZTH8PXfu3DjvvPOiRYsWccYZZ8Snn36ak+1Onz499t133xg1alTic84999xSX5m3orvyyivTLqHCSHM1yeL0UwiBnnzfH+nYsWOMHDky8Tjz/fffR69eveKUU07JyYqbP/zwQ1xxxRWx7bbblomJpCrCaq/ZJow54ogjomrVqqVeQ69evaJRo0YZ2wphvywU+++/f1x99dWJ7V988UV069YtLr300pxMZDl79uw4++yzY/vtt49XXnmlxNtL20knnRSDBg1KbJ84cWJ06NAhbrrpppyEez/77LM48cQTY+edd44JEyYU6zVJAfSNN9449t9//xLXtC5VqlSJ/v37Z2wrlMkh8n2taOjQoYmTWkX8dO+uXbt28cADD2S9Z1BcH3zwQRx22GGx3377xeeff17i7eF+GQAAAADAhir9u4Q5stNOO0WtWrViyZIl63xu3bp1o1OnTiXuc7fddiv2c7fZZpvYdNNNS9wnheOSSy6Je++9N5YuXZp2KTkzePDgxFlmhwwZUi5uGP+3xYsXx7Rp04r13G+++Sax7cMPPyzWNmrXrh0tW7Ys1nMpbGVhXznvvPPim2++SZwZfPny5TFs2LC45ZZb4re//W0ceeSR0bFjx/XuZ+7cufHEE0/E3XffHW+88UYJq86sdu3a8cwzz8Tee++dOGDh888/jz59+sQOO+wQgwYNikMOOSQaN2683n29//778dhjj8Xf//73+Prrr0taerHMmjWr2MeRDbXddtuV+mphG+LUU0+N6667LuNKRMOHD4/TTz896tWrV6I+Fi9eXOo/30033bTEg1hWrFixzjpXrlwZS5cujYULF8bs2bNj5syZMXny5Pjggw/iww8/LPaAlV69esX999+f14E3pW327Nlx2WWXxRVXXBE9evSII444Ig444IDYYost1ms7kyZNiltuuSVuv/32WLVqVeLzDj744LwM4iqOPfbYI+6777448sgjY8WKFRmf88gjj8Tjjz8eRxxxRBx33HGx1157rfeA0KVLl8aLL74YDz30UDz88MNlatWMli1bxkknnRQ333xzzraZLaiz7bbbRufOnXPWVza9e/eOjTbaKOPA7hEjRsTJJ5+8wdsu7c+n9u3bl9q286levXpx3nnnxdlnn52X/qpUqRIPPfRQ9O7dOzF8NGfOnDj22GPjsssui0GDBkW/fv2iefPm693XlClT/nNeNHXq1JKWzn+pCMcQcq+8Xft89NFHY+HChRnb8rFC1H/39cQTT6z1+M/h77K4H8yfPz9uuOGGuOGGG6Jbt27Rv3//OPDAA6N169brtZ3PPvss/v73v8fw4cOzXv/s3LlznHjiiSUtm3XYdddd48ADD4xnnnkm7VLKvaQwT/369eOggw7KSw0dO3aM7bbbLiZPnrxW27333hvDhg3LuNJqPuX7/ki/fv3i66+/TgyErF69Om6++ea455574ne/+10ce+yx0a5du/Xq45133ol777037rnnnlJZNbu07LHHHrHHHntkvDb72muvxahRo3KyGndpX1+rV69e4nWctFeHj4ioWrVqHHHEERknffw5aNe2bdu81FLozjrrrJg9e3Zcd911GduXL18eQ4YMib/97W9xyimnxFFHHbVe985WrVoVr732Wtxzzz3x0EMPlav7tBE/XRf/9ttvE0P3CxcujD/+8Y9x3XXXxWmnnRYDBgxIXPk0k+XLl8dzzz0X99xzTzz++ONZr4H+UrYAer9+/Upl0rlMfv3rXyeGAEeMGJE1eJ0P+b5WVLly5XjggQeid+/eiffp5syZE0ceeWQMGzYsTjvttOjbt29stNFGxe5j8eLF8cQTT8TIkSNLdVI098tK934ZAAAAAEB5U2ZCr9WqVYvu3bvHyy+/vM7n7rLLLjkZENC4ceNo06ZN1hWgfmaV1/KnefPmMWjQoMSbtmXRXnvtFd27d4+33357rbZXX3013nzzzfUa8Fjo3n333cQVO9dHcVcf6dGjR7z22msl7o/0lZV95frrr4969eplndF//vz58ec//zn+/Oc/x+abbx4777xzdOrUKbbccsto1qxZ1K5dO6pXrx5LliyJRYsWxcKFC2PatGnx0UcfxYcffhjjx48v1qCIqlWrRlFR0Qa/l6ZNm8Ybb7wRBxxwQIwbNy7xeR988EGcdNJJcfLJJ0enTp2ia9eu0bZt22jRokU0bNgwatasGZUqVfrPe5k3b158/PHHMXny5Bg/fnxMnz69WPXUqVNng9/LL1100UVZV2TIhXnz5kWDBg1KtY8N0aBBgzjllFMyrkw8f/78+Mtf/lLin824ceNKfZWoG264If70pz+VaBtfffVVqddZVFQUF1xwQVx00UUFOagjF1atWhWvvPLKfyYf2HrrraNLly7RoUOH2HLLLWOzzTaL2rVrR+XKlWPRokWxYMGC+Pzzz2PixInx1ltvZRxQ/EutWrWK22+/vbTfyno5/PDDo1atWtGvX7/EIMzKlSvj/vvvj/vvvz8aNGgQO++8c+y0006x1VZbRfPmzaNu3bpRs2bNWLZs2X+OkV999VVMnjw5Jk+eHGPGjCn26uC5PEbmyuDBg2PEiBGxePHinGyvUII61atXj8MPPzzj3+TYsWPj448/jjZt2mzQtkv78ykXK0sUilNOOSWGDx8es2bNykt/derUiRdeeCH69u0bzz33XOLzPvvsszjjjDPizDPPjPbt20fXrl2jffv20aJFi9hkk02iZs2aUaVKlVi0aFEsWrQo5s+fH59++mlMnjw53n///WJd6/i5HtZPRTiGkHvl7dpnUnilUqVKeVtJMSKiT58+Ua9evYwDi0eOHFkmQ6//bcyYMTFmzJg444wzonnz5tGtW7fYYYcdolWrVrHZZptFnTp1olq1av85//viiy9i4sSJMWbMmKzfvX/WsGHDuP/++/Oywh4Rw4YNi2effbZcnUcVmmxhnr59+5bo2tb6+vWvfx0XXnjhWo9/9dVX8dJLL6U+EVMa90dOPfXUqFGjRvzhD39IvB65YMGC/1zr3HrrrWO33XaLHXbYIVq2bBmNGjWK2rVrx+rVq2PRokUxZ86cmDJlSkyYMCFef/31+Pbbb/P2XnLtoosuil69emVsGzJkSLHOH9altK9bHXzwwfH444+v9Xi2CWO22mqr2HnnnUu1rv/261//OmPoNeKn84arrroqb7UUumuvvTZq1qwZQ4cOTXzON998ExdffHFcfPHF0b59+9h1112jffv20bJly9h4442jVq1asXLlyli0aFHMmjUrpkyZEuPGjYtRo0bFDz/8kMd3k19Vq1aN+++/P2rWrJk4EUNExPTp0+P000+PM888M3bcccfo3r17tG3bNlq2bBn169ePWrVq/ec635dffhmffvppjBkzJt5+++1iTaSTSSEE0CMiunTpEttss01MmTJlrbZCmRwi39eKateuHc8991wceuihWUOpH374Yfz2t7+NQYMGRZcuXaJ79+6x7bbbxhZbbBH16tWLmjVr/mfizenTp8cnn3wSo0ePjrFjx8by5ctL/X24X1a698sAAAAAAMqbMjVapUePHsW6cbvHHnvkrM/dd99d6LUCO//88+P2228vU7N+r8vgwYPjgAMOyNg2ZMiQeOmll/JcERSmsrKvXHrppbHDDjvECSecEPPnz8/63C+//DK+/PLLxEFEG2qXXXaJ2267rcQrnjdq1ChGjRoVp512Wvzf//1f1ueuWrUqxo0bV6xBuuujSpUqcdppp8Vll12W0+1WZKeffnrceOONGYNoN9xwQ5x22mlRt27dFCorPypVqhQHH3xwXHvttbHVVlulXU5eTZ06NaZOnRoPPPBATrbXsmXLeOGFFzZoJenS1rt37xg7dmwcccQR6wzvzp8/P55//vl4/vnnc1pD8+bN469//WsccsghOd1uLjRp0iROO+20jIOGNkS2QX75DOr83F9SEHvEiBEG3eZBjRo14pJLLomTTjopb33WrFkznn766RgyZEgMHTo0Vq9enfjcNWvWxKRJk2LSpEk5r+OYY44pVxNB5YtjCBuqvFz7/OKLL+LVV1/N2LbrrrsmrvJWGmrUqBGHHnpoxkDBmDFjylX4e+bMmTFz5sx49NFHc7K9hg0bxrPPPrveK8iy4Tp06BADBw6M+++/P+1Syq1C+oweOHBgxtBrxE91ph16jUjn/shJJ50U22yzTQwcODDmzJmT9bk/XxPIle222y5q1KiRs+3lUs+ePaNbt24xZsyYtdr+9a9/xVtvvRW77rprCpWVXLYJYwYOHJjXWrp37x5bbrllxokT77nnnrjiiitSD9oVkssvvzzat28fJ5544jonUvvwww9zurpj586dc7atNFSpUiVGjBgRHTt2jHPOOSdWrFiR+NzVq1fn/F5Ipp9ftgD6FltskfeJYI888siME74WyuQQaVwrqlWrVjz77LNx4YUXxjXXXJN1opTly5fHW2+9FW+99VZO+q5UqVJ06tQpJ9uqyNwvAwAAAABYP2VqCajiDq7K9cCv4hB6LZ8aNmwYZ555Ztpl5NT+++8fO+20U8a2l19+OePKllARlaV95dBDD40PPvggDjvssLz227Zt23jooYfirbfeytlKADVq1IjbbrstnnzyyWjVqlVOtlkclSpViv79+8dHH30U1113XdSuXTtvfZd3jRo1it///vcZ277//vv461//mueKyo/69evHiSeeGB999FH885//rHCB11zr2bNnjB49Orbeeuu0S0nUrl27ePfdd+Pcc8+N6tWr563fhg0bxlVXXRWffPJJQQZef3b22WfHRhttVOLtZAvqdOvWLe/72h577BHNmzfP2HbPPfcUa0V2Su7444+PbbbZJq99Vq5cOYYMGRJvvPFGdOzYMa999+rVK8aOHRsjR46MRo0a5bXvss4xhJIoL9c+R44cmTgAO58rRBWnz2wBuIqsc+fOMXr06OjatWvapVQ4l112WVSrVi3tMsqlbGGeZs2axV577ZXXelq2bBndu3fP2PbEE0+sc3K7fEjr/shee+0VH3zwQd6CyBtvvHFce+218f777xds6DUisq7+likYVlYUysqSP0v6u/s5aMf/6t+/f0yYMCH222+/vPTXvHnzuOuuu3KyunEh+NOf/hTvvPNOdOnSJS/9tWnTJp588sm444471mpbVwC9UqVKpV3e/ygL5/BpXCuqUqVKXHXVVfHSSy/Ftttum5c+u3btGqNGjYpLLrkkL/2VZ+6XAQAAAACsnzIVeu3ates6bzgXFRXldDBOcQZ+tWzZMjbffPOc9UlhOeOMMwpyta+SKK+DIyDXytK+ssUWW8Sjjz4ar776avTs2bPU+qlUqVL07NkzHn/88fjwww/jiCOOKJXBDn369InJkyfH9ddfHy1atMj59n9Wr169+OMf/xj//ve/48EHH8zbIIGK5qyzzko8h7v++uvXuRIA/88222wTJ554Yjz++OMxZ86cuP3226Nt27Zpl5Vz7dq1i3feeSfOOeecUh841KJFixg5cmS88MIL0aRJk1LtKxdq1aoVV111VUyePDmOP/74KCoqKrW+2rVrFzfffHNMnz49zj333KhVq1ap9ZULDRo0iHPPPbfE28kW1Mn36k8RPwUfBwwYkLHNoNv8qVq1alx++eWp9L3rrrvG+PHj44477ojtttuu1PqpUaNGHHvssTFu3Lh44YUX8jbotrxxDKEkysu1z0yrqkZEVKtWLfr161fs7eTK3nvvHU2bNs3YVhbC33Xq1ImJEyfGpZdeGh06dCjVvho3bhzDhw+P0aNH530APz/Zaqut4je/+U3aZZRL2cI8/fv3j8qV83+7LOncYOnSpfHggw/muZrM0ro/0qRJk7jvvvvijTfeKLVrnc2bN48rrrgipk+fHmeeeWbBB84POuigxFX2XnrppRg9enSeKyq5bBPGdOrUKZXV2LOdsxdK0K7QbL311vH888/HE088Ed26dSuVPlq3bh033XRTTJ06NY477ri8BzBL04477hjvvPNOjBgxotS+8++4445x7733xkcffRR9+vTJ+JxCWg094qfr4EkT0xbK5BBpXivaZ599YuLEiTF8+PDYYostSqWPHj16xFNPPRVjxowps6uJFyL3ywAAAAAAiq9q2gWsj6Kioth5553jtddeS3xO165dczrwe8stt4zmzZvHzJkzE59jldfyrU6dOnHBBRfE6aefnnYpOfOrX/0qOnToEBMnTlyr7cUXX4x33nkndt555xQqg8JSFveVPffcM/bcc8/46KOP4p577ol//vOf8emnn5ZomzVq1IhddtklDj744Ojbt2/iSlG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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.rc_context({\"figure.figsize\":(5,4), \"figure.dpi\": (300)}):\n", " barplot(go_unique_exon_panc,title='Exon',group='Gene_set',color = ['#C25759', '#599CB4'])" ] } ], "metadata": { "kernelspec": { "display_name": "DOLPHIN", "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": "3.10.15" } }, "nbformat": 4, "nbformat_minor": 2 }