{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "6829b30b", "metadata": {}, "outputs": [], "source": [ "import os\n", "import requests\n", "import zipfile\n", "from io import BytesIO" ] }, { "cell_type": "code", "execution_count": 2, "id": "7e25ff3e", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import rdkit\n", "import molvs\n", "import re\n", "from rdkit import Chem" ] }, { "cell_type": "code", "execution_count": null, "id": "1251f903", "metadata": {}, "outputs": [], "source": [ "## IMPORT AND EXTRACT DUD-E DATA FROM ZENODO ##\n", "\n", "# Download Zenodo ZIP file URLs (21 Targets)\n", "zenodo_urls = [\n", " \"https://zenodo.org/records/10257101/files/DUDE_ADA_2e1w.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_AKT1_3cqw.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_AMPC_1ls2.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_CASP3_2cnk.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_CP3A4_3nxu.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_CXCR4_3odu.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_FA7_1w7x.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_FABP4_2nnq.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_FFPS_1zw5.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_GCR_3bqd.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_GLCM_2v3f.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_HIVPR_1xl2.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_HIVRT_3lan.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_HS90A_1uyg.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_ITAL_2ica.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_KIF11_3cjo.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_MK14_2qd9.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_NRAM_1b9v.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_PA2GA_1kvo.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_TRY1_2ayw.zip?download=1\",\n", " \"https://zenodo.org/records/10257101/files/DUDE_WEE1_3biz.zip?download=1\"\n", "]\n", "\n", "# Store the data in a new directory\n", "output_dir = \"essence_dock_data\"\n", "os.makedirs(output_dir, exist_ok=True)\n", "\n", "# Download and extract each ZIP file\n", "for url in zenodo_urls:\n", " print(f\"Downloading: {url}\")\n", " response = requests.get(url, stream=True)\n", " with zipfile.ZipFile(BytesIO(response.content)) as z:\n", " z.extractall(output_dir)" ] }, { "cell_type": "code", "execution_count": 3, "id": "7a4c1e17", "metadata": {}, "outputs": [], "source": [ "# For each target, create a dataframe with the compound name, compound SMILES, target name, active or decoy status,\n", "# individual model scoring, concensus scoring" ] }, { "cell_type": "code", "execution_count": null, "id": "2f8aba6e-f606-45b8-9703-a3149b90a236", "metadata": {}, "outputs": [], "source": [ "##############################\n", "## Extract Active Compounds ##\n", "##############################\n", "type = \"Active\"\n", "\n", "# List of targets and their corresponding file paths\n", "targets = {\n", " \"ADA\": \"essence_dock_data/ADA_Undocked/ada_actives_final.ism\",\n", " \"AKT1\": \"essence_dock_data/AKT1_Undocked/actives_final.ism\",\n", " \"AMPC\": \"essence_dock_data/AMPC_Undocked/ampc_actives_final.ism\",\n", " \"CASP3\": \"essence_dock_data/CASP3_Undocked/actives_final.ism\",\n", " \"CP3A4\": \"essence_dock_data/CP3A4_Undocked/actives_final.ism\",\n", " \"CXCR4\": \"essence_dock_data/CXCR4_Undocked/actives_final.ism\",\n", " \"FA7\": \"essence_dock_data/FA7_Undocked/actives_final.ism\",\n", " \"FABP4\": \"essence_dock_data/FABP4_Undocked/actives_final.ism\",\n", " \"FPPS\": \"essence_dock_data/FPPS_Undocked/fpps_actives_final.ism\",\n", " \"GCR\": \"essence_dock_data/GCR_Undocked/gcr_actives_final.ism\",\n", " \"GLCM\": \"essence_dock_data/GLCM_Undocked/glcm_actives_final.ism\",\n", " \"HIVPR\": \"essence_dock_data/HIVPR_Undocked/actives_final.ism\",\n", " \"HIVRT\": \"essence_dock_data/HIVRT_Undocked/actives_final.ism\",\n", " \"HS90A\": \"essence_dock_data/HS90A_Undocked/hs90a_actives_final.ism\",\n", " \"ITAL\": \"essence_dock_data/ITAL_Undocked/actives_final.ism\",\n", " \"KIF11\": \"essence_dock_data/KIF11_Undocked/actives_final.ism\",\n", " \"MK14\": \"essence_dock_data/MK14_Undocked/mk14_actives_final.ism\",\n", " \"NRAM\": \"essence_dock_data/NRAM_Undocked/actives_final.ism\",\n", " \"PA2GA\": \"essence_dock_data/PA2GA_Undocked/actives_final.ism\",\n", " \"TRY1\": \"essence_dock_data/TRY1_Undocked/try1_actives_final.ism\",\n", " \"WEE1\": \"essence_dock_data/WEE1_Undocked/wee1_actives_final.ism\"\n", "}\n", "\n", "# Loop through each target and process the corresponding .ism file\n", "for target, file_path in targets.items():\n", " smiles_list = []\n", " names_list = []\n", "\n", " # Read and parse the .ism file\n", " with open(file_path, \"r\") as f:\n", " for line in f:\n", " parts = line.strip().split(\" \", 2) # Split into SMILES and name\n", " if len(parts) == 3:\n", " smiles = parts[0]\n", " name = parts[2]\n", " elif len(parts) == 2:\n", " smiles = parts[0]\n", " name = parts[1]\n", " elif len(parts) == 1:\n", " smiles = parts[0]\n", " name = \"Unknown\"\n", " smiles_list.append(smiles)\n", " names_list.append(name)\n", "\n", " # Create a DataFrame\n", " df = pd.DataFrame({\"SMILES\": smiles_list, \"Molecule Name\": names_list,\n", " \"Target Name\": target, \"Type\": type})\n", "\n", " # Save to CSV\n", " output_file = f\"Actives/actives_table_{target}.csv\"\n", " df.to_csv(output_file, index=False)\n", "\n", " print(f\"Processed: {file_path} → {output_file}\")\n", "\n", "print(\"✅ All targets processed successfully!\")" ] }, { "cell_type": "code", "execution_count": null, "id": "1d15ebf4-eb78-4949-9bc2-51e90d2450ca", "metadata": {}, "outputs": [], "source": [ "##############################\n", "## Extract Decoy Compounds ##\n", "##############################\n", "type = \"Decoy\"\n", "\n", "# List of targets and their corresponding file paths\n", "targets = {\n", " \"ADA\": \"essence_dock_data/ADA_Undocked/ada_decoys_final.ism\",\n", " \"AKT1\": \"essence_dock_data/AKT1_Undocked/decoys_final.ism\",\n", " \"AMPC\": \"essence_dock_data/AMPC_Undocked/ampc_decoys_final.ism\",\n", " \"CASP3\": \"essence_dock_data/CASP3_Undocked/decoys_final.ism\",\n", " \"CP3A4\": \"essence_dock_data/CP3A4_Undocked/decoys_final.ism\",\n", " \"CXCR4\": \"essence_dock_data/CXCR4_Undocked/decoys_final.ism\",\n", " \"FA7\": \"essence_dock_data/FA7_Undocked/decoys_final.ism\",\n", " \"FABP4\": \"essence_dock_data/FABP4_Undocked/decoys_final.ism\",\n", " \"FPPS\": \"essence_dock_data/FPPS_Undocked/fpps_decoys_final.ism\",\n", " \"GCR\": \"essence_dock_data/GCR_Undocked/gcr_decoys_final.ism\",\n", " \"GLCM\": \"essence_dock_data/GLCM_Undocked/glcm_decoys_final.ism\",\n", " \"HIVPR\": \"essence_dock_data/HIVPR_Undocked/decoys_final.ism\",\n", " \"HIVRT\": \"essence_dock_data/HIVRT_Undocked/decoys_final.ism\",\n", " \"HS90A\": \"essence_dock_data/HS90A_Undocked/hs90a_decoys_final.ism\",\n", " \"ITAL\": \"essence_dock_data/ITAL_Undocked/decoys_final.ism\",\n", " \"KIF11\": \"essence_dock_data/KIF11_Undocked/decoys_final.ism\",\n", " \"MK14\": \"essence_dock_data/MK14_Undocked/mk14_decoys_final.ism\",\n", " \"NRAM\": \"essence_dock_data/NRAM_Undocked/decoys_final.ism\",\n", " \"PA2GA\": \"essence_dock_data/PA2GA_Undocked/decoys_final.ism\",\n", " \"TRY1\": \"essence_dock_data/TRY1_Undocked/try1_decoys_final.ism\",\n", " \"WEE1\": \"essence_dock_data/WEE1_Undocked/wee1_decoys_final.ism\"\n", "}\n", "\n", "# Loop through each target and process the corresponding .ism file\n", "for target, file_path in targets.items():\n", " smiles_list = []\n", " names_list = []\n", "\n", " # Read and parse the .ism file\n", " with open(file_path, \"r\") as f:\n", " for line in f:\n", " parts = line.strip().split(\" \", 2) # Split into SMILES and name\n", " if len(parts) == 3:\n", " smiles = parts[0]\n", " name = parts[2]\n", " elif len(parts) == 2:\n", " smiles = parts[0]\n", " name = parts[1]\n", " elif len(parts) == 1:\n", " smiles = parts[0]\n", " name = \"Unknown\"\n", " smiles_list.append(smiles)\n", " names_list.append(name)\n", "\n", " # Create a DataFrame\n", " df = pd.DataFrame({\"SMILES\": smiles_list, \"Molecule Name\": names_list,\n", " \"Target Name\": target, \"Type\": type})\n", "\n", " # Save to CSV\n", " output_file = f\"Decoys/decoys_table_{target}.csv\"\n", " df.to_csv(output_file, index=False)\n", "\n", " print(f\"Processed: {file_path} → {output_file}\")\n", "\n", "print(\"✅ All targets processed successfully!\")" ] }, { "cell_type": "code", "execution_count": 37, "id": "6fd76645-b507-4e02-91f3-46230515b1f4", "metadata": {}, "outputs": [], "source": [ "rm -rf Actives/.ipynb_checkpoints" ] }, { "cell_type": "code", "execution_count": null, "id": "4c286be6-eecc-46a4-be5a-d0ebca095a0e", "metadata": {}, "outputs": [], "source": [ "####################################################\n", "## Sanitize Molecule SMILES using MolVS - Actives ##\n", "####################################################\n", "\n", "def sanitize_smiles(smiles_raw):\n", " mol = rdkit.Chem.MolFromSmiles(smiles_raw)\n", " mol = standardizer.standardize(mol)\n", " mol = fragment_remover.remove(mol)\n", " smiles = rdkit.Chem.MolToSmiles(mol)\n", " return smiles\n", "\n", "actives = os.listdir(\"Actives\")\n", "\n", "for file in actives:\n", " data = pd.read_csv(filepath_or_buffer = f\"Actives/{file}\",sep = \",\")\n", " standardizer = molvs.Standardizer()\n", " fragment_remover = molvs.fragment.FragmentRemover()\n", " data['SMILES'] = data['SMILES'].apply(sanitize_smiles)\n", "\n", " file_sanitized = file.replace(\".csv\", \"_sanitized.csv\")\n", " data.to_csv(\n", " path_or_buf = f\"Sanitized/Actives/{file_sanitized}\",\n", " sep = \",\",index = False)\n", " print(f\"Processed: {file}\")\n", "\n", "print(\"✅ All SMILES processed successfully!\")" ] }, { "cell_type": "code", "execution_count": 36, "id": "ada1f772-5e29-478d-abaf-7feeb8cf765e", "metadata": {}, "outputs": [], "source": [ "rm -rf Decoys/.ipynb_checkpoints" ] }, { "cell_type": "code", "execution_count": null, "id": "ecb11f74-b634-4b7c-bdda-6441b943b61f", "metadata": {}, "outputs": [], "source": [ "####################################################\n", "## Sanitize Molecule SMILES using MolVS - Decoys ##\n", "####################################################\n", "def sanitize_smiles(row):\n", " smiles_raw = row[\"SMILES\"]\n", " mol = Chem.MolFromSmiles(smiles_raw)\n", "\n", " if mol is None:\n", " print(f\"Bad Molecule: {row['Molecule Name']} (SMILES: {smiles_raw})\")\n", " return None # Return None for invalid molecules\n", "\n", " mol = standardizer.standardize(mol)\n", " mol = fragment_remover.remove(mol)\n", " smiles = Chem.MolToSmiles(mol)\n", " return smiles\n", "\n", "standardizer = molvs.Standardizer()\n", "fragment_remover = molvs.fragment.FragmentRemover()\n", "\n", "decoys = os.listdir(\"Decoys\")\n", "\n", "for file in decoys:\n", " data = pd.read_csv(filepath_or_buffer=f\"Decoys/{file}\", sep=\",\")\n", " data['SMILES'] = data.apply(sanitize_smiles, axis=1)\n", " \n", " file_sanitized = file.replace(\".csv\", \"_sanitized.csv\")\n", " data.to_csv(\n", " path_or_buf=f\"Sanitized/Decoys/{file_sanitized}\",\n", " sep=\",\", index=False\n", " )\n", " print(f\"Processed: {file}\")\n", "\n", "print(\"✅ All SMILES processed successfully!\")" ] }, { "cell_type": "code", "execution_count": null, "id": "13fae0ed-841f-49ab-95b8-c445ea5abd02", "metadata": {}, "outputs": [], "source": [ "###############################################\n", "## Get LF Docking Scores for each Compound ##\n", "###############################################\n", "\n", "lf_scores = {\n", " \"ADA\": \"essence_dock_data/VS_LF_2e1w_ada_mol2_-7_0_3_2023-03-02/Results_scoring.csv\",\n", " \"AKT1\": \"essence_dock_data/VS_LF_3cqw_akt1_mol2_4_4_-8_2023-03-09/Results_scoring.csv\",\n", " \"AMPC\": \"essence_dock_data/VS_LF_1l2s_ampc_mol2_8_-6_-1_2023-03-02/Results_scoring.csv\",\n", " \"CASP3\": \"essence_dock_data/VS_LF_2cnk_casp3_mol2_13_-5_3_2023-03-07/Results_scoring.csv\",\n", " \"CP3A4\": \"essence_dock_data/VS_LF_3nxu_cp3a4_mol2_3_2_7_2023-03-08/Results_scoring.csv\",\n", " \"CXCR4\": \"essence_dock_data/VS_LF_3odu_cxcr4_mol2_-7_34_7_2023-03-08/Results_scoring.csv\",\n", " \"FA7\": \"essence_dock_data/VS_LF_1w7x_fa7_mol2_3_11_-1_2023-03-06/Results_scoring.csv\",\n", " \"FABP4\": \"essence_dock_data/VS_LF_2nnq_fabp4_mol2_2_3_-3_2023-03-06/Results_scoring.csv\",\n", " \"FPPS\": \"essence_dock_data/VS_LF_1zw5_fpps_mol2_0_-3_5_2023-03-02/Results_scoring.csv\",\n", " \"GCR\": \"essence_dock_data/VS_LF_3bqd_gcr_mol2_1_0_-9_2023-02-28/Results_scoring.csv\",\n", " \"GLCM\": \"essence_dock_data/VS_LF_2v3f_glcm_mol2_-11_-3_7_2023-03-02/Results_scoring.csv\",\n", " \"HIVPR\": \"essence_dock_data/VS_LF_1xl2_hivpr_mol2_-2_1_4_2023-03-09/Results_scoring.csv\",\n", " \"HIVRT\": \"essence_dock_data/VS_LF_3lan_hivrt_mol2_-17_21_-12_2023-03-10/Results_scoring.csv\",\n", " \"HS90A\": \"essence_dock_data/VS_LF_1uyg_hsp90_alpha_mol2_4_-3_3_2023-02-28/Results_scoring.csv\",\n", " \"ITAL\": \"essence_dock_data/VS_LF_2ica_ital_mol2_7_-10_0_2023-03-07/Results_scoring.csv\",\n", " \"KIF11\": \"essence_dock_data/VS_LF_3cjo_kif11_mol2_12_8_1_2023-03-08/Results_scoring.csv\",\n", " \"MK14\": \"essence_dock_data/VS_LF_2qd9_mk14_mol2_-9_2_-7_2023-07-29/Results_scoring.csv\",\n", " \"NRAM\": \"essence_dock_data/VS_LF_1b9v_nram_mol2_-6_7_8_2023-03-06/Results_scoring.csv\",\n", " \"PA2GA\": \"essence_dock_data/VS_LF_1kvo_pa2ga_mol2_4_-1_-5_2023-03-06/Results_scoring.csv\",\n", " \"TRY1\": \"essence_dock_data/VS_LF_2ayw_try1_mol2_1_-10_-4_2023-07-29/Results_scoring.csv\",\n", " \"WEE1\": \"essence_dock_data/VS_LF_3biz_wee1_mol2_-5_-9_4_2023-07-29/Results_scoring.csv\"\n", "}\n", "\n", "columns_to_extract = [\"Global score\", \"Querie\"]\n", "rename_columns = {\"Global score\": \"LF_score\", \"Querie\": \"Molecule Name\"}\n", "output_dir = \"Scoring/LF\"\n", "\n", "for target, filepath in lf_scores.items():\n", " data = pd.read_csv(filepath, sep = \";\")\n", " if all(col in data.columns for col in columns_to_extract):\n", " get_scores = data[columns_to_extract]\n", " get_scores.rename(columns=rename_columns, inplace=True)\n", " get_scores.to_csv(f\"{output_dir}/{target}_LF_scores.csv\", sep=\",\", index=False)\n", " print(f\"Processed: {target}\")\n", " else:\n", " print(f\"Skipping {target}: Missing columns {columns_to_extract}\")" ] }, { "cell_type": "code", "execution_count": null, "id": "05013714-55ba-4bb8-bce2-cb62c103eb4f", "metadata": {}, "outputs": [], "source": [ "###############################################\n", "## Get GN Docking Scores for each Compound ##\n", "###############################################\n", "\n", "gn_scores = {\n", " \"ADA\": \"essence_dock_data/VS_GN_2e1w_ada_pdbqt_-7_0_3_2023-03-02/Results_scoring.csv\",\n", " \"AKT1\": \"essence_dock_data/VS_GN_3cqw_akt1_pdbqt_4_4_-8_2023-03-09/Results_scoring.csv\",\n", " \"AMPC\": \"essence_dock_data/VS_GN_1l2s_ampc_pdbqt_8_-6_-1_2023-03-02/Results_scoring.csv\",\n", " \"CASP3\": \"essence_dock_data/VS_GN_2cnk_casp3_pdbqt_13_-5_3_2023-03-07/Results_scoring.csv\",\n", " \"CP3A4\": \"essence_dock_data/VS_GN_3nxu_cp3a4_pdbqt_3_2_7_2023-03-08/Results_scoring.csv\",\n", " \"CXCR4\": \"essence_dock_data/VS_GN_3odu_cxcr4_pdbqt_-7_34_7_2023-03-08/Results_scoring.csv\",\n", " \"FA7\": \"essence_dock_data/VS_GN_1w7x_fa7_pdbqt_3_11_-1_2023-03-06/Results_scoring.csv\",\n", " \"FABP4\": \"essence_dock_data/VS_GN_2nnq_fabp4_pdbqt_2_3_-3_2023-03-06/Results_scoring.csv\",\n", " \"FPPS\": \"essence_dock_data/VS_GN_1zw5_fpps_pdbqt_0_-3_5_2023-03-02/Results_scoring.csv\",\n", " \"GCR\": \"essence_dock_data/VS_GN_3bqd_gcr_pdbqt_1_0_-9_2023-02-28/Results_scoring.csv\",\n", " \"GLCM\": \"essence_dock_data/VS_GN_2v3f_glcm_pdbqt_-11_-3_7_2023-03-02/Results_scoring.csv\",\n", " \"HIVPR\": \"essence_dock_data/VS_GN_1xl2_hivpr_pdbqt_-2_1_4_2023-03-09/Results_scoring.csv\",\n", " \"HIVRT\": \"essence_dock_data/VS_GN_3lan_hivrt_pdbqt_-17_21_-12_2023-03-10/Results_scoring.csv\",\n", " \"HS90A\": \"essence_dock_data/VS_GN_1uyg_hsp90_alpha_pdbqt_4_-3_3_2023-02-28/Results_scoring.csv\",\n", " \"ITAL\": \"essence_dock_data/VS_GN_2ica_ital_pdbqt_7_-10_0_2023-03-07/Results_scoring.csv\",\n", " \"KIF11\": \"essence_dock_data/VS_GN_3cjo_kif11_pdbqt_12_8_1_2023-03-08/Results_scoring.csv\",\n", " \"MK14\": \"essence_dock_data/VS_GN_2qd9_mk14_pdbqt_-9_2_-7_2023-07-29/Results_scoring.csv\",\n", " \"NRAM\": \"essence_dock_data/VS_GN_1b9v_nram_pdbqt_-6_7_8_2023-03-06/Results_scoring.csv\",\n", " \"PA2GA\": \"essence_dock_data/VS_GN_1kvo_pa2ga_pdbqt_4_-1_-5_2023-03-06/Results_scoring.csv\",\n", " \"TRY1\": \"essence_dock_data/VS_GN_2ayw_try1_pdbqt_1_-10_-4_2023-07-29/Results_scoring.csv\",\n", " \"WEE1\": \"essence_dock_data/VS_GN_3biz_wee1_pdbqt_-5_-9_4_2023-07-28/Results_scoring.csv\"\n", "}\n", "\n", "columns_to_extract = [\"Global score\", \"Querie\"]\n", "rename_columns = {\"Global score\": \"GN_score\", \"Querie\": \"Molecule Name\"}\n", "output_dir = \"Scoring/GN\"\n", "\n", "for target, filepath in gn_scores.items():\n", " data = pd.read_csv(filepath, sep = \";\")\n", " if all(col in data.columns for col in columns_to_extract):\n", " get_scores = data[columns_to_extract]\n", " get_scores.rename(columns=rename_columns, inplace=True)\n", " get_scores.to_csv(f\"{output_dir}/{target}_GN_scores.csv\", sep=\",\", index=False)\n", " print(f\"Processed: {target}\")\n", " else:\n", " print(f\"Skipping {target}: Missing columns {columns_to_extract}\")" ] }, { "cell_type": "code", "execution_count": null, "id": "40e54bf8-6daf-4643-b7aa-667950ca323f", "metadata": {}, "outputs": [], "source": [ "###############################################\n", "## Get DD Docking Scores for each Compound ##\n", "###############################################\n", "\n", "output_dir = \"Scoring/DD\"\n", "\n", "# Dictionary of targets with their corresponding paths\n", "dd_scores = {\n", " \"ADA\": \"essence_dock_data/VS_DD_DUDE_ada_DiffDock_2023_2_3/molecules\",\n", " \"AKT1\": \"essence_dock_data/VS_DD_DUDE_diverse_akt1_DiffDock_2023_15_3/molecules\",\n", " \"AMPC\": \"essence_dock_data/VS_DD_DUDE_ampc_DiffDock_2023_2_3/molecules\",\n", " \"CASP3\": \"essence_dock_data/VS_DD_DUDE_casp3_DiffDock_2023_7_3/molecules\",\n", " \"CP3A4\": \"essence_dock_data/VS_DD_DUDE_diverse_cp3a4_DiffDock_2023_13_3/molecules\",\n", " \"CXCR4\": \"essence_dock_data/VS_DD_DUDE_diverse_cxcr4_DiffDock_2023_13_3/molecules\",\n", " \"FA7\": \"essence_dock_data/VS_DD_DUDE_fa7_DiffDock_2023_6_3/molecules\",\n", " \"FABP4\": \"essence_dock_data/VS_DD_DUDE_fabp4_DiffDock_2023_6_3/molecules\",\n", " \"FPPS\": \"essence_dock_data/VS_DD_DUDE_fpps_DiffDock_2023_2_3/molecules\",\n", " \"GCR\": \"essence_dock_data/VS_DD_DUDE_gcr_DiffDock_2023_2_3/molecules\",\n", " \"GLCM\": \"essence_dock_data/VS_DD_DUDE_glcm_DiffDock_2023_2_3/molecules\",\n", " \"HIVPR\": \"essence_dock_data/VS_DD_DUDE_diverse_hivpr_2023_15_3/molecules\",\n", " \"HIVRT\": \"essence_dock_data/VS_DD_DUDE_diverse_hivrt_2023_15_3/molecules\",\n", " \"HS90A\": \"essence_dock_data/VS_DD_DUDE_hsp90_alpha_DiffDock_2023_28_2/molecules\",\n", " \"ITAL\": \"essence_dock_data/VS_DD_DUDE_ital_DiffDock_2023_7_3/molecules\",\n", " \"KIF11\": \"essence_dock_data/VS_DD_DUDE_diverse_kif11_DiffDock_2023_13_3/molecules\",\n", " \"MK14\": \"essence_dock_data/VS_DD_DUDE_2qd9_mk14_2023_29_7/molecules\",\n", " \"NRAM\": \"essence_dock_data/VS_DD_DUDE_nram_DiffDock_2023_6_3/molecules\",\n", " \"PA2GA\": \"essence_dock_data/VS_DD_DUDE_pa2ga_DiffDock_2023_6_3/molecules\",\n", " \"TRY1\": \"essence_dock_data/VS_DD_DUDE_2ayw_try1_2023_29_7/molecules\",\n", " \"WEE1\": \"essence_dock_data/VS_DD_DUDE_3biz_wee1_2023_29_7/molecules\"\n", "}\n", "\n", "# Loop through each target and process files\n", "for target, path in dd_scores.items():\n", " data = [] # Store extracted data for each target separately\n", " \n", " if os.path.exists(path): # Ensure the path exists\n", " for filename in os.listdir(path):\n", " if filename.endswith(\".sdf\"): # Process only .sdf files\n", " match = re.search(r'VS_DD_([\\w\\d]+_(?:active|decoy))_rank1_confidence([-+]?\\d*\\.\\d+|\\d+)\\.sdf', filename)\n", " if match:\n", " molecule = match.group(1)\n", " dd_score = float(match.group(2))\n", " data.append((molecule, dd_score))\n", " \n", " # Convert to DataFrame and save to CSV if data exists\n", " if data:\n", " df = pd.DataFrame(data, columns=['Molecule Name', 'DD_score'])\n", " output_filename = f\"{output_dir}/{target}_data.csv\"\n", " df.to_csv(output_filename, index=False)\n", " print(f\"Saved: {output_filename}\")\n", " else:\n", " print(f\"No data found for target: {target}\")\n" ] }, { "cell_type": "code", "execution_count": null, "id": "c27a28f7-3eaa-4c07-8d20-a153fb29fdee", "metadata": { "scrolled": true }, "outputs": [], "source": [ "###############################################\n", "## Get Consensus Scores for each Compound ##\n", "###############################################\n", "# RMSD_Energy = ESSENCE-Dock Score\n", "\n", "consensus_scores = {\n", " \"ADA\": \"essence_dock_data/DD_Consensus_DUDE_ada_2023-03-03/all_compounds_data.csv\",\n", " \"AKT1\": \"essence_dock_data/DUDE_diverse_akt1_2023-03-15/all_compounds_data.csv\",\n", " \"AMPC\": \"essence_dock_data/DD_Consensus_DUDE_ampc_2023-03-03/all_compounds_data.csv\",\n", " \"CASP3\": \"essence_dock_data/DD_Consensus_DUDE_casp3_2023-03-08/all_compounds_data.csv\",\n", " \"CP3A4\": \"essence_dock_data/DUDE_diverse_cp3a4_2023-03-15/all_compounds_data.csv\",\n", " \"CXCR4\": \"essence_dock_data/DUDE_diverse_cxcr4_2023-03-14/all_compounds_data.csv\",\n", " \"FA7\": \"essence_dock_data/DD_Consensus_DUDE_fa7_2023-03-07/all_compounds_data.csv\",\n", " \"FABP4\": \"essence_dock_data/DD_Consensus_DUDE_fabp4_2023-03-07/all_compounds_data.csv\",\n", " \"FPPS\": \"essence_dock_data/DD_Consensus_DUDE_fpps_2023-03-03/all_compounds_data.csv\",\n", " \"GCR\": \"essence_dock_data/DD_Consensus_DUDE_gcr_2023-03-03/all_compounds_data.csv\",\n", " \"GLCM\": \"essence_dock_data/DD_Consensus_DUDE_glcm_2023-03-03/all_compounds_data.csv\",\n", " \"HIVPR\": \"essence_dock_data/DUDE_diverse_hivpr_2023-03-16/all_compounds_data.csv\",\n", " \"HIVRT\": \"essence_dock_data/DUDE_diverse_hivrt_2023-03-16/all_compounds_data.csv\",\n", " \"HS90A\": \"essence_dock_data/DD_Consensus_DUDE_hsp90a_2023-03-01/all_compounds_data.csv\",\n", " \"ITAL\": \"essence_dock_data/DD_Consensus_DUDE_ital_2023-03-08/all_compounds_data.csv\",\n", " \"KIF11\": \"essence_dock_data/DUDE_diverse_kiff11_2023-03-14/all_compounds_data.csv\",\n", " \"MK14\": \"essence_dock_data/DD_Consensus_DUDE_2qd9_mk14_2023-07-30/all_compounds_data.csv\",\n", " \"NRAM\": \"essence_dock_data/DD_Consensus_DUDE_nram_2023-03-07/all_compounds_data.csv\",\n", " \"PA2GA\": \"essence_dock_data/DD_Consensus_DUDE_pa2ga_2023-03-09/all_compounds_data.csv\",\n", " \"TRY1\": \"essence_dock_data/DD_Consensus_DUDE_2ayw_try1_2023-07-30/all_compounds_data.csv\",\n", " \"WEE1\": \"essence_dock_data/DD_Consensus_DUDE_3biz_wee1_2023-07-30/all_compounds_data.csv\"\n", "}\n", "columns_to_extract = [\"Ligand Name\", \" RMSD_Energy\"]\n", "rename_columns = {\"Ligand Name\": \"Molecule Name\", \"RMSD_Energy\": \"Consensus_score\"}\n", "output_dir = \"Scoring/Consensus\"\n", "\n", "for target, filepath in consensus_scores.items():\n", " data = pd.read_csv(filepath, sep = \",\")\n", " if all(col in data.columns for col in columns_to_extract):\n", " get_scores = data[columns_to_extract]\n", " get_scores.rename(columns=rename_columns, inplace=True)\n", " get_scores.to_csv(f\"{output_dir}/{target}_consensus_scores.csv\", sep=\",\", index=False)\n", " print(f\"Processed: {target}\")\n", " else:\n", " print(f\"Skipping {target}: Missing columns {columns_to_extract}\")" ] }, { "cell_type": "code", "execution_count": 41, "id": "8ad123fb-8858-4110-9fcd-0ca137808acd", "metadata": {}, "outputs": [], "source": [ "rm -rf Sanitized/Actives/.ipynb_checkpoints" ] }, { "cell_type": "code", "execution_count": 42, "id": "3c5da57d-e66c-480f-9887-4042c9cc0ca9", "metadata": {}, "outputs": [], "source": [ "rm -rf Sanitized/Decoys/.ipynb_checkpoints" ] }, { "cell_type": "code", "execution_count": null, "id": "404ca4eb-545f-4212-a36b-bdc032c8cff1", "metadata": {}, "outputs": [], "source": [ "# Concatenate the active and decoy tables for each target\n", "actives = os.listdir(\"Sanitized/Actives\")\n", "decoys = os.listdir(\"Sanitized/Decoys\")\n", "\n", "output_dir = \"Combined_Ligands/\"\n", "\n", "# Extract targets\n", "active_targets = {f.split(\"_\")[2]: f for f in actives}\n", "decoy_targets = {f.split(\"_\")[2]: f for f in decoys}\n", "\n", "# Find common targets\n", "common_targets = set(active_targets.keys()) & set(decoy_targets.keys())\n", "\n", "for target in sorted(common_targets):\n", " act_file = os.path.join(\"Sanitized/Actives\", active_targets[target])\n", " dec_file = os.path.join(\"Sanitized/Decoys\", decoy_targets[target])\n", "\n", " # Load CSVs\n", " actives_df = pd.read_csv(act_file)\n", " decoys_df = pd.read_csv(dec_file)\n", "\n", " # Add label columns\n", " actives_df['label'] = 1\n", " decoys_df['label'] = 0\n", "\n", " # Concatenate\n", " combined_df = pd.concat([actives_df, decoys_df], ignore_index=True)\n", "\n", " # Save to output directory\n", " output_filename = f\"{target}_combined.csv\"\n", " output_path = os.path.join(output_dir, output_filename)\n", " combined_df.to_csv(output_path, index=False)\n", "\n", " print(f\"Saved: {output_path}\")" ] }, { "cell_type": "code", "execution_count": 43, "id": "9df5f18e-1219-4718-8f1b-56195b780a95", "metadata": {}, "outputs": [], "source": [ "rm -rf Combined_Ligands/.ipynb_checkpoints" ] }, { "cell_type": "code", "execution_count": 44, "id": "0455c2ce-ce5a-41e0-888c-8f6e4c575c8e", "metadata": {}, "outputs": [], "source": [ "rm -rf Scoring/LF/.ipynb_checkpoints" ] }, { "cell_type": "code", "execution_count": 45, "id": "ec2299d9-2b4b-4efa-a67c-1adde9d03860", "metadata": {}, "outputs": [], "source": [ "rm -rf Scoring/GN/.ipynb_checkpoints" ] }, { "cell_type": "code", "execution_count": 46, "id": "f77a5160-3d97-4eda-9c95-26eb2325349c", "metadata": {}, "outputs": [], "source": [ "rm -rf Scoring/DD/.ipynb_checkpoints" ] }, { "cell_type": "code", "execution_count": 47, "id": "2e6a82aa-ca80-4a64-9c35-f84e0a3a8433", "metadata": {}, "outputs": [], "source": [ "rm -rf Scoring/Consensus/.ipynb_checkpoints" ] }, { "cell_type": "code", "execution_count": null, "id": "21279f6f-d150-4569-9ed0-b7d956d5c2e9", "metadata": {}, "outputs": [], "source": [ "# Join all the dataframes for each target using a full outer join on the \"Molecule Name\" column. \n", "# https://pandas.pydata.org/docs/reference/api/pandas.merge.html#pandas.merge\n", "\n", "target_ligands_all = os.listdir(\"Combined_Ligands/\")\n", "lf_scores = os.listdir(\"Scoring/LF\")\n", "gn_scores = os.listdir(\"Scoring/GN\")\n", "dd_scores = os.listdir(\"Scoring/DD\")\n", "consensus_scores = os.listdir(\"Scoring/Consensus\")\n", "\n", "output_dir = \"All_Ligand_Metadata/\"\n", "\n", "for target_file in target_ligands_all:\n", " target_name = target_file.split(\"_\")[0]\n", "\n", " tg_file = os.path.join(\"Combined_Ligands\", target_file)\n", " lf_file = os.path.join(\"Scoring/LF/\", next(f for f in lf_scores if target_name in f))\n", " gn_file = os.path.join(\"Scoring/GN/\", next(f for f in gn_scores if target_name in f))\n", " dd_file = os.path.join(\"Scoring/DD/\", next(f for f in dd_scores if target_name in f))\n", " cs_file = os.path.join(\"Scoring/Consensus/\", next(f for f in consensus_scores if target_name in f))\n", " \n", " # Load CSVs\n", " tg_df = pd.read_csv(tg_file)\n", " lf_df = pd.read_csv(lf_file)\n", " gn_df = pd.read_csv(gn_file)\n", " dd_df = pd.read_csv(dd_file)\n", " cs_df = pd.read_csv(cs_file)\n", "\n", " # Merge based on \"Molecule Name\" column\n", " combined_df = tg_df\n", " for df in [lf_df, gn_df, dd_df, cs_df]:\n", " combined_df = pd.merge(combined_df, df, on=\"Molecule Name\", how = \"outer\")\n", "\n", " # Save to output directory\n", " output_filename = f\"{target_name}_combined.csv\"\n", " output_path = os.path.join(output_dir, output_filename)\n", " combined_df.to_csv(output_path, index=False)\n", "\n", " print(f\"Saved: {output_path}\")" ] }, { "cell_type": "code", "execution_count": null, "id": "3c69881e-87ab-4cae-a68f-a85ad3de8f66", "metadata": {}, "outputs": [], "source": [ "# Concatenate all the target dataframes together once they have the complete information\n", "# Upload this dataframe to HuggingFace\n", "input_dir = \"All_Ligand_Metadata/\"\n", "output_file = \"ESEENCEDock_dataset_complete.csv\"\n", "\n", "# Get all .csv files in the directory\n", "combined_files = [f for f in os.listdir(input_dir) if f.endswith(\".csv\")]\n", "\n", "# List to store individual DataFrames\n", "all_dfs = []\n", "\n", "for file in combined_files:\n", " file_path = os.path.join(input_dir, file)\n", " df = pd.read_csv(file_path)\n", "\n", " all_dfs.append(df)\n", "\n", "# Concatenate all into one big DataFrame\n", "full_df = pd.concat(all_dfs, ignore_index=True)\n", "\n", "# Save the big DataFrame\n", "full_df.to_csv(output_file, index=False)\n", "print(f\"Saved full dataset: {output_file}\")" ] }, { "cell_type": "code", "execution_count": 51, "id": "c09d1e8a-245e-4293-a50a-55787a20300b", "metadata": {}, "outputs": [], "source": [ "# Remove rows that do not have SMILES (probably duplicate molecules)\n", "data = pd.read_csv(\"ESEENCEDock_dataset_complete.csv\")\n", "\n", "data_filt = data.dropna(subset = \"SMILES\")" ] }, { "cell_type": "code", "execution_count": 53, "id": "7b3a8085-5ade-4347-9f44-11973e13557d", "metadata": {}, "outputs": [], "source": [ "data_filt.to_csv(\"ESSENCEDock_dataset_final.csv\", index=False)" ] }, { "cell_type": "code", "execution_count": null, "id": "9a210bec-dc34-4e19-9892-835f1afec8d7", "metadata": {}, "outputs": [], "source": [ "data_filt" ] }, { "cell_type": "code", "execution_count": null, "id": "2689205a-8965-4684-b01a-d907941b5d77", "metadata": {}, "outputs": [], "source": [ "!pip install -f http://h2o-release.s3.amazonaws.com/h2o/latest_stable_Py.html h2o" ] }, { "cell_type": "code", "execution_count": 3, "id": "63d33ed5-46cb-4d4f-b737-2ba0186bf84f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Checking whether there is an H2O instance running at http://localhost:54321." ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/aanyam/.local/lib/python3.11/site-packages/h2o/backend/connection.py:390: UserWarning: Proxy is defined in the environment: HTTP_PROXY. This may interfere with your H2O Connection.\n", " warn(\"Proxy is defined in the environment: %s. \"\n", "/home/aanyam/.local/lib/python3.11/site-packages/h2o/backend/connection.py:390: UserWarning: Proxy is defined in the environment: http_proxy. This may interfere with your H2O Connection.\n", " warn(\"Proxy is defined in the environment: %s. \"\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ ".... not found.\n", "Attempting to start a local H2O server...\n", " Java Version: openjdk version \"1.8.0_432\"; OpenJDK Runtime Environment (build 1.8.0_432-b06); OpenJDK 64-Bit Server VM (build 25.432-b06, mixed mode)\n", " Starting server from /home/aanyam/.local/lib/python3.11/site-packages/h2o/backend/bin/h2o.jar\n", " Ice root: /tmp/tmps75316gf\n", " JVM stdout: /tmp/tmps75316gf/h2o_aanyam_started_from_python.out\n", " JVM stderr: /tmp/tmps75316gf/h2o_aanyam_started_from_python.err\n", " Server is running at http://127.0.0.1:54321\n", "Connecting to H2O server at http://127.0.0.1:54321 ... successful.\n" ] }, { "data": { "text/html": [ "\n", " \n", "
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H2O_cluster_uptime:02 secs
H2O_cluster_timezone:America/Detroit
H2O_data_parsing_timezone:UTC
H2O_cluster_version:3.46.0.7
H2O_cluster_version_age:18 days
H2O_cluster_name:H2O_from_python_aanyam_rqrbjq
H2O_cluster_total_nodes:1
H2O_cluster_free_memory:1.933 Gb
H2O_cluster_total_cores:1
H2O_cluster_allowed_cores:1
H2O_cluster_status:locked, healthy
H2O_connection_url:http://127.0.0.1:54321
H2O_connection_proxy:{\"http\": null, \"https\": null}
H2O_internal_security:False
Python_version:3.11.7 final
\n", "
\n" ], "text/plain": [ "-------------------------- -----------------------------\n", "H2O_cluster_uptime: 02 secs\n", "H2O_cluster_timezone: America/Detroit\n", "H2O_data_parsing_timezone: UTC\n", "H2O_cluster_version: 3.46.0.7\n", "H2O_cluster_version_age: 18 days\n", "H2O_cluster_name: H2O_from_python_aanyam_rqrbjq\n", "H2O_cluster_total_nodes: 1\n", "H2O_cluster_free_memory: 1.933 Gb\n", "H2O_cluster_total_cores: 1\n", "H2O_cluster_allowed_cores: 1\n", "H2O_cluster_status: locked, healthy\n", "H2O_connection_url: http://127.0.0.1:54321\n", "H2O_connection_proxy: {\"http\": null, \"https\": null}\n", "H2O_internal_security: False\n", "Python_version: 3.11.7 final\n", "-------------------------- -----------------------------" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# H2O AutoML training and evaluation\n", "import pandas as pd\n", "import numpy as np\n", "import pyarrow as pa\n", "import pyarrow.parquet as pq\n", "import h2o\n", "from h2o.automl import H2OAutoML\n", "from h2o.frame import H2OFrame\n", "import pickle\n", "import os\n", "\n", "# Define the target\n", "target = \"MK14\" # Replace with WEE1 or CXCR4 as needed\n", "\n", "# Start the H2O cluster\n", "h2o.init()\n", "\n", "# Load datasets\n", "data_train = pq.read_table(\"intermediate_data/data_train_joined.parquet\").to_pandas()\n", "data_test = pq.read_table(\"intermediate_data/data_test_joined.parquet\").to_pandas()\n", "\n", "# Filter data for the selected target\n", "data_train = data_train[data_train[\"Target Name\"] == target]\n", "data_test = data_test[data_test[\"Target Name\"] == target]" ] }, { "cell_type": "code", "execution_count": 4, "id": "67c12fb0-2120-4568-948f-b0b96ff99a1a", "metadata": {}, "outputs": [], "source": [ "# Define target column\n", "target_column = \" RMSD_Energy\"\n", "\n", "# Identify feature columns: all columns after \"LF_score\" (inclusive)\n", "start_idx = list(data_train.columns).index(\"LF_score\")\n", "feature_columns = data_train.columns[start_idx:].tolist()\n", "\n", "feature_columns = [col for col in feature_columns if col != \" RMSD_Energy\"]" ] }, { "cell_type": "code", "execution_count": 5, "id": "1cb826cb-2156-41a5-baf9-a8fb7dd5e822", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Parse progress: |████████████████████████████████████████████████████████████████| (done) 100%\n", "Parse progress: |████████████████████████████████████████████████████████████████| (done) 100%\n" ] } ], "source": [ "# Convert to H2OFrame\n", "train_h2o = H2OFrame(data_train)\n", "test_h2o = H2OFrame(data_test)" ] }, { "cell_type": "code", "execution_count": null, "id": "7e8db210-604a-49fe-bb5b-4d57ddbbc16c", "metadata": {}, "outputs": [], "source": [ "# Train AutoML model\n", "aml = H2OAutoML(max_models=1, seed=42)\n", "aml.train(x=feature_columns, y=target_column, training_frame=train_h2o)" ] }, { "cell_type": "code", "execution_count": 8, "id": "0072ce26-3c95-47dd-a0b4-e0773d2bca49", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "xgboost prediction progress: |███████████████████████████████████████████████████| (done) 100%\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/aanyam/.local/lib/python3.11/site-packages/h2o/frame.py:1983: H2ODependencyWarning: Converting H2O frame to pandas dataframe using single-thread. For faster conversion using multi-thread, install polars and pyarrow and use it as pandas_df = h2o_df.as_data_frame(use_multi_thread=True)\n", "\n", " warnings.warn(\"Converting H2O frame to pandas dataframe using single-thread. For faster conversion using\"\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "xgboost prediction progress: |███████████████████████████████████████████████████| (done) 100%\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/aanyam/.local/lib/python3.11/site-packages/h2o/frame.py:1983: H2ODependencyWarning: Converting H2O frame to pandas dataframe using single-thread. For faster conversion using multi-thread, install polars and pyarrow and use it as pandas_df = h2o_df.as_data_frame(use_multi_thread=True)\n", "\n", " warnings.warn(\"Converting H2O frame to pandas dataframe using single-thread. For faster conversion using\"\n" ] } ], "source": [ "# Save the trained model\n", "top_model = aml.leader\n", "# model_path = h2o.save_model(top_model, path = f\"intermediate_data/top_model{target}\", force=True)\n", "\n", "# Generate predictions\n", "# for dataset_name, dataset_h2o, dataset_df in [\n", "# (\"train\", train_h2o, data_train),\n", "# (\"test\", test_h2o, data_test),\n", "# ]:\n", "predictions_train = aml.leader.predict(train_h2o).as_data_frame()\n", "data_train[\"predictions\"] = predictions_train[\"predict\"]\n", "\n", "predictions_test = aml.leader.predict(test_h2o).as_data_frame()\n", "data_test[\"predictions\"] = predictions_test[\"predict\"]\n", "\n", " # Save predictions\n", " # output_path = f\"intermediate_data/data_{dataset_name}_{target}_pred.parquet\"\n", " # pq.write_table(pa.Table.from_pandas(dataset_df), output_path)" ] }, { "cell_type": "code", "execution_count": 9, "id": "05fd9766-a231-4c10-b7fc-918e81b28bdc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Residual Analysis\n", "ra = top_model.residual_analysis_plot(test_h2o)\n", "ra" ] }, { "cell_type": "code", "execution_count": 10, "id": "39506e58-6e62-4bcb-b073-9b53e9b4526f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var_plot = top_model.varimp_plot()\n", "var_plot" ] }, { "cell_type": "code", "execution_count": 16, "id": "65b6d086-c43f-465f-b204-ad88835db2d2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap_plot = top_model.shap_summary_plot(test_h2o)\n", "shap_plot" ] }, { "cell_type": "code", "execution_count": 18, "id": "7fa892f2-04fa-4e33-83d3-c11beffd3c53", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shapr_plot = top_model.shap_explain_row_plot(test_h2o, row_index=5)" ] }, { "cell_type": "code", "execution_count": 19, "id": "77db2753-467d-47c4-8bb1-bc94a090d124", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learning_curve_plot = top_model.learning_curve_plot()" ] }, { "cell_type": "code", "execution_count": 31, "id": "90a94793-88ce-496c-ab92-34025eea1078", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
ModelMetricsRegression: xgboost\n",
       "** Reported on test data. **\n",
       "\n",
       "MSE: 0.9048282553429182\n",
       "RMSE: 0.9512246082513416\n",
       "MAE: 0.42618946030141036\n",
       "RMSLE: NaN\n",
       "Mean Residual Deviance: 0.9048282553429182
" ], "text/plain": [ "ModelMetricsRegression: xgboost\n", "** Reported on test data. **\n", "\n", "MSE: 0.9048282553429182\n", "RMSE: 0.9512246082513416\n", "MAE: 0.42618946030141036\n", "RMSLE: NaN\n", "Mean Residual Deviance: 0.9048282553429182" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "perf = top_model.model_performance(train_h2o)\n", "perf" ] }, { "cell_type": "code", "execution_count": 32, "id": "6c745b93-22b4-43ed-9349-b9892612f163", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9103421724160972" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "top_model.r2()" ] }, { "cell_type": "code", "execution_count": 4, "id": "55bbf934-0d2c-431e-9cc0-0804bd051622", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Checking whether there is an H2O instance running at http://localhost:54321." ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/aanyam/.local/lib/python3.11/site-packages/h2o/backend/connection.py:390: UserWarning: Proxy is defined in the environment: HTTP_PROXY. This may interfere with your H2O Connection.\n", " warn(\"Proxy is defined in the environment: %s. \"\n", "/home/aanyam/.local/lib/python3.11/site-packages/h2o/backend/connection.py:390: UserWarning: Proxy is defined in the environment: http_proxy. This may interfere with your H2O Connection.\n", " warn(\"Proxy is defined in the environment: %s. \"\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ ".... not found.\n", "Attempting to start a local H2O server...\n", " Java Version: openjdk version \"1.8.0_432\"; OpenJDK Runtime Environment (build 1.8.0_432-b06); OpenJDK 64-Bit Server VM (build 25.432-b06, mixed mode)\n", " Starting server from /home/aanyam/.local/lib/python3.11/site-packages/h2o/backend/bin/h2o.jar\n", " Ice root: /tmp/tmptgx4sea_\n", " JVM stdout: /tmp/tmptgx4sea_/h2o_aanyam_started_from_python.out\n", " JVM stderr: /tmp/tmptgx4sea_/h2o_aanyam_started_from_python.err\n", " Server is running at http://127.0.0.1:54321\n", "Connecting to H2O server at http://127.0.0.1:54321 ... successful.\n" ] }, { "data": { "text/html": [ "\n", " \n", "
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H2O_cluster_uptime:02 secs
H2O_cluster_timezone:America/Detroit
H2O_data_parsing_timezone:UTC
H2O_cluster_version:3.46.0.7
H2O_cluster_version_age:19 days
H2O_cluster_name:H2O_from_python_aanyam_gyl31r
H2O_cluster_total_nodes:1
H2O_cluster_free_memory:1.933 Gb
H2O_cluster_total_cores:1
H2O_cluster_allowed_cores:1
H2O_cluster_status:locked, healthy
H2O_connection_url:http://127.0.0.1:54321
H2O_connection_proxy:{\"http\": null, \"https\": null}
H2O_internal_security:False
Python_version:3.11.7 final
\n", "
\n" ], "text/plain": [ "-------------------------- -----------------------------\n", "H2O_cluster_uptime: 02 secs\n", "H2O_cluster_timezone: America/Detroit\n", "H2O_data_parsing_timezone: UTC\n", "H2O_cluster_version: 3.46.0.7\n", "H2O_cluster_version_age: 19 days\n", "H2O_cluster_name: H2O_from_python_aanyam_gyl31r\n", "H2O_cluster_total_nodes: 1\n", "H2O_cluster_free_memory: 1.933 Gb\n", "H2O_cluster_total_cores: 1\n", "H2O_cluster_allowed_cores: 1\n", "H2O_cluster_status: locked, healthy\n", "H2O_connection_url: http://127.0.0.1:54321\n", "H2O_connection_proxy: {\"http\": null, \"https\": null}\n", "H2O_internal_security: False\n", "Python_version: 3.11.7 final\n", "-------------------------- -----------------------------" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Parse progress: |████████████████████████████████████████████████████████████████| (done) 100%\n", "Parse progress: |████████████████████████████████████████████████████████████████| (done) 100%\n", "AutoML progress: |\n", "18:18:22.707: _train param, Dropping bad and constant columns: [feature_1619]\n", "\n", "███████████████████████████████████████████████████████████████| (done) 100%\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import pyarrow as pa\n", "import pyarrow.parquet as pq\n", "import h2o\n", "from h2o.automl import H2OAutoML\n", "from h2o.frame import H2OFrame\n", "import pickle\n", "import os\n", "\n", "# Define the target\n", "target = \"CXCR4\" # Replace with WEE1 or CXCR4 as needed\n", "\n", "# Start the H2O cluster\n", "h2o.init()\n", "\n", "# Load datasets\n", "data_train = pq.read_table(\"intermediate_data/data_train_joined.parquet\").to_pandas()\n", "data_test = pq.read_table(\"intermediate_data/data_test_joined.parquet\").to_pandas()\n", "\n", "# Filter data for the selected target\n", "data_train = data_train[data_train[\"Target Name\"] == target]\n", "data_test = data_test[data_test[\"Target Name\"] == target]\n", "\n", "# Define target column\n", "target_column = \" RMSD_Energy\"\n", "\n", "# Identify feature columns: all columns after \"LF_score\" (inclusive)\n", "start_idx = list(data_train.columns).index(\"LF_score\")\n", "feature_columns = data_train.columns[start_idx:].tolist()\n", "\n", "feature_columns = [col for col in feature_columns if col != \" RMSD_Energy\"]\n", "\n", "# Convert to H2OFrame\n", "train_h2o = H2OFrame(data_train)\n", "test_h2o = H2OFrame(data_test)\n", "\n", "# Train AutoML model\n", "aml = H2OAutoML(max_models=1, seed=42)\n", "aml.train(x=feature_columns, y=target_column, training_frame=train_h2o)\n", "\n", "# Save the trained model\n", "top_model = aml.leader" ] }, { "cell_type": "code", "execution_count": 5, "id": "720e6680-9f0e-4c93-8dbd-52f25a1a8cda", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Residual Analysis\n", "ra = top_model.residual_analysis_plot(test_h2o)" ] }, { "cell_type": "code", "execution_count": 6, "id": "abcc277a-b6a3-4b41-a838-d715cd48b4d4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var_plot = top_model.varimp_plot()" ] }, { "cell_type": "code", "execution_count": 7, "id": "336facfa-bc92-4dbf-95a8-bbdd296dd3d9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap_plot = top_model.shap_summary_plot(test_h2o)" ] }, { "cell_type": "code", "execution_count": 8, "id": "e2574829-541d-4ba9-9b96-1d8e6e247b92", "metadata": {}, "outputs": [ { "data": { "image/png": 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q/X381m/9Ft/4xjf4gz/4A773ve/x2c9+luc973kcOXIEgE996lNcffXV9PT0cNddd518SZIkqTaekShJklQnP/zhD3nOc57D1772Na6//noAKpUKvb29dHR0cN99953cBTc4OMgFF1zAhRdeyP/5P/8HiHck3njjjfzBH/wBN95444w++6677uIZz3gG6XSabdu2sXr16jHX3/rWt3LzzTfz6KOPcskll5x8v1qtUi6XT/77zF2Gk+3w+9Vf/VW+9rWv0djYCMDx48dZvXo1z3nOc/jOd75zctzu3bu56KKL+I3f+A2+9KUvzej30dzczJve9Cb+/M//fNLvPZczEk/39a9/nVe84hWekShJkpYVdyRKkiQtIJs2bWLv3r381m/91phS2qamJn7jN36Du+++m1wuN+ae3/iN35jx59x0000kEgkKhQI//vGPa77vm9/8JmEYnnydaNhyule+8pXcc8893HPPPfz4xz/mE5/4BPfeey8vfOELKRQKQBxk5vN5Xv/614+5t7e3l1/5lV/hX//1X4GZ/T6e9rSn8Xd/93d88IMf5O6776ZYLM701yJJkqQpGCRKkiQtICfKcFetWjXu2urVq6lUKhw7dmzM+xONncrXvvY1/vf//t98/OMf55prruEd73gHBw4cGDNm3bp1AOzcuXPM+9dcc83JkPC6666b8PkrV67kyiuv5Morr+RZz3oW/+2//Tc+8YlPcOedd/J3f/d3NX3PE9dn8vv46le/yute9zo++9nPctVVV9He3s5rX/ta9u/fX+uvRpIkSVMwSJQkSVpAOjo6ANi3b9+4a3v37iWRSNDW1jbm/Zk0DDlw4ABve9vbuOaaa3jnO9/J5z73OYaHh3nrW986Zty1114LxE1OTrdixYqTIeGJudbiiU98IgA///nPgem/Z2dnZ03jTv99dHZ2ctNNN7Fjxw527tzJRz7yEW677bZxux4lSZI0OwaJkiRJC8gll1zCmjVruPXWWzn9KOuhoSH+4R/+4WTn4tn6nd/5HYaHh/nc5z5HEARs2LCBj370o/zjP/4jX/nKV06Ou/LKK3n+85/PZz7zGf793/99Tt8J4L777gOgq6sLgKuuuopsNssXv/jFMeP27NnDv/3bv/Hc5z4XmP3vY926dbzjHe/g2muv5ac//enJ99PpNPl8fs7fR5IkaTlK1XsCkiRJOiWRSPCxj32M3/zN3+S6667jLW95C4VCgT/90z/l+PHj/Mmf/Mmsn/2FL3yBb3zjG9x8881s2LDh5Ptve9vb+PrXv8473vEOnvOc59Dd3Q3AF7/4RV7wghfwvOc9j9e//vW84AUvoKuri/7+fu6//36+//3v09LSMu5zDhw4wN133w3A8PAw9913Hx/84AdZsWIFb3jDG4B4Z+P//J//k//xP/4Hr33ta3n1q1/NkSNHuPHGG8lkMvzhH/7hjH4ffX19POc5z+GGG27g0ksvpbm5mXvuuYd/+Zd/4eUvf/nJuV1xxRXcdtttfPrTn+YXfuEXSCQSXHnllTX9/nK5HP/8z/8McPL7/ehHP+Lw4cM0Njbyq7/6qzP6e0iSJC02dm2WJEmqk4m6Np/wzW9+k4985CP8/Oc/J5lM8vSnP50/+qM/4hnPeMbJMSe6Nh86dOhkKfBk9u7dy+WXX87TnvY0br/99nHXt2/fzhVXXMHzn/98brvttpPvFwoFPvOZz/DVr36VBx98kMHBQVpaWrj88su57rrreNOb3kR7e/vJ8WeWWYdhSG9vL7/8y7/M+9//fi644IIx1//2b/+WT3ziEzz66KNks1muueYaPvzhD7Nx48YZ/T4KhQLvete7+I//+A927NhBsVhk3bp1vOpVr+J3f/d3T+5aPHbsGG9+85v5/ve/T19fH9VqlVr/z+EdO3aMCWBPt379+jl3gpYkSVroDBIlSZIkSZIkTcszEiVJkiRJkiRNyzMSJUmStKyVy+Upy5uDICCZTJ7DGUmSJC1M7kiUJEnSsvbc5z6XMAwnfZ15rqMkSdJy5RmJkiRJWtY2bdrEwMDApNfT6TRXXHHFOZyRJEnSwmSQKEmSJEmSJGlaljZLkiRJkiRJmtaibrZSqVTYu3cvzc3NBEFQ7+lIkiRJkiRJi0q1WmVgYIDVq1eTSEy953BRB4l79+6lt7e33tOQJEmSJEmSFrXdu3ezdu3aKccs6iCxubkZiL9oS0tLnWdzdhSLRb73ve/x/Oc/nzAM6z0dLUOuQdWba1D15hpUvbkGVW+uQdWba3B5y5dzPO/HVwPw/Wf/H7LJhnM+h6W+Bvv7++nt7T2Zs01lUQeJJ8qZW1palnSQ2NDQQEtLy5JcrFr4XIOqN9eg6s01qHpzDareXIOqN9fg8haWUyQb43LblpaWugWJy2EN1nJsoM1WJEmSJEmSJE3LIFGSJEmSJEnStOoaJA4MDPCud72L9evXk81mecYznsE999xTzylJkiRJkiRJmkBdg8Q3velN3HHHHXzhC1/ggQce4PnPfz7Pe97zePzxx+s5LUmSJEmSJElnqFuQmM/n+Yd/+Ac+9rGP8exnP5sLL7yQD3zgA2zYsIFPf/rT9ZqWJEmSJEmSpAnUrWtzqVSiXC6TyWTGvJ/NZrnzzjsnvKdQKFAoFE7+u7+/H4i75xSLxbM32To68b2W6vfTwucaVL25BlVvrkHVm2tQ9eYaVL25Bpe3YvnU371YLJKqnPt1sNTX4Ey+V1CtVqtncS5TesYznkEURdx66610d3fz5S9/mde+9rVcdNFFbNq0adz4D3zgA9x4443j3r/11ltpaDj37b8lSZIkSZJ09oxQ4EON7wfg/UMfIiJd5xktPblcjhtuuIG+vj5aWlqmHFvXIHHr1q288Y1v5Mc//jHJZJKnPvWpXHzxxfz0pz/l4YcfHjd+oh2Jvb29HD58eNovulgVi0XuuOMOrr32WsIwrPd0tAy5BlVvrkHVm2tQ9eYaVL25BlVvrsHlLV/O8ew7rwTgx8+8l2zy3G8kW+prsL+/n87OzpqCxLqVNgNccMEF/OhHP2JoaIj+/n5WrVrFf/kv/4UNGzZMOD6dTpNOj0+ewzBckn/I0y2H76iFzTWoenMNqt5cg6o316DqzTWoenMNLk+lxKm/eRiGhMn6rYGlugZn8p3q2rX5hMbGRlatWsWxY8e4/fbbeclLXlLvKUmSJEmSJEk6TV13JN5+++1Uq1UuueQStmzZwvve9z4uueQS3vCGN9RzWpIkSZIkSZLOUNcdiX19fbz97W/n0ksv5bWvfS3PfOYz+d73vrckt4lKkiRJkiRJi1lddyS+8pWv5JWvfGU9pyBJkiRJkiSpBgvijERJkiRJkiRJC5tBoiRJkiRJkqRpGSRKkiRJkiRJmpZBoiRJkiRJkqRpGSRKkiRJkiRJmpZBoiRJkiRJkqRpGSRKkiRJkiRJmpZBoiRJkiRJkqRpGSRKkiRJkiRJmpZBoiRJkiRJkqRpGSRKkiRJkiRJmpZBoiRJkiRJkqRpGSRKkiRJkiRJmpZBoiRJkiRJkqRpGSQudNVqvWcgSZIkSZIkGSQueLmt9Z6BJEmSJEmSZJC44FWK8c/ycH3nIUmSJEmSpGXNIHGxKOyv9wwkSZIkSZK0jBkkLhZDOz0vUZIkSZIkSXVjkLhYjOyHkSP1noUkSZIkSZKWKYPExaIyAvk99Z6FJEmSJEmSlimDxMUibIXcNpuuSJIkSZIkqS4MEheLVCuMHIPhffWeiSRJkiRJkpYhg8TFIkhCMoLcDpuuSJIkSZIk6ZwzSFxMok4Y3mvTFUmSJEmSJJ1zBomLSTILlWEYfrzeM5EkSZIkSdIyY5C42IQrYGgblAv1nokkSZIkSZKWEYPExSZcAcVjULDpiiRJkiRJks4dg8TFJkhCkLLpiiRJkiRJks4pg8TFKOqE/ONQPFrvmUiSJEmSJGmZMEhcjFINUB6Ow0RJkiRJkiTpHDBIXKzCVsjZdEWSJEmSJEnnhkHiYhW1wcgxKOyv90wkSZIkSZK0DBgkLlZBMn7ZdEWSJEmSJEnngEHiYhZ1jDZdOVbvmUiSJEmSJGmJM0hczFKNUMlDfm+9ZyJJkiRJkqQlziBxsUu1QG4rVEbqPRNJkiRJkiQtYQaJC9xIaZoBUTuMHIVhm65IkiRJkiTp7DFIXOCOD00zwKYrkiRJkiRJOgcMEhe60Wxwyp2JUfto05Xj52JGkiRJkiRJWoYMEheJXGGKi6kmqORg2KYrkiRJkiRJOjsMEhewSqXKnh1pDu/uYtOmJsrlKQanWmBoC1SK52x+kiRJkiRJWj5S9Z6AJvbgvUW+/aU8fcd6gB623Av//i8j/NrL9vCEK/rG3xC2wfBuKOyHbO85n68kSZIkSZKWNnckLkAP3lvkS3+Zo+/Y2OYp/f0hX/r8Bh58oHX8TYkUkIShnedmkpIkSZIkSVpWDBIXmEqlyre/lJ/kagDAt7+5lkplgstROwzvsemKJEmSJEmS5p1B4gKzY1N53E7EsQL6jkfs2NY0/lKqCcpDkLfpiiRJkiRJkuaXQeIC09830VbDCcYNhBNfSDVDbqtNVyRJkiRJkjSvDBIXmJbW2v4kLc2TBIVhOxQOQ+HAPM5KkiRJkiRJy51B4gJz3iVJWtuCKUZUaWkd4bzzBye+nEhBkIChHWdjepIkSZIkSVqmDBIXmEQi4LrfzE5yNT478ern7iEx1V/uZNOVvnmfnyRJkiRJkpYng8QF6AlXhvzmOxrG7UxMZ0v8ynXb6e7tY6Q0xQOSTVAagvzjZ3eikiRJkiRJWjYMEheoJ1wZ8rt/1sxLf2s/q9t+BkDXqq1cclkcIuaHp7g5CCBsgtw2qEyVOEqSJEmSJEm1MUhcwBKJgLUbCmy44B4ADj/eTbkCiQD689PcbNMVSZIkSZIkzSODxEUg6mkgEx4nX2jjkUebSYcwmIfCyBQ3JUIIgPzOczVNSZIkSZIkLWEGiQtdAPlwDReu+hEAOx4qEaWgWIahwjT3hu2Q2w3F/rM/T0mSJEmSJC1pBokLXCYECFiz4TAABx9fTakMqQT0D0GlOsXNqWYoDcLw3nMxVUmSJEmSJC1hBokLXDYd/+y+uJum9EEKxRYefLCRTAS5wjTlzUEAqUYY2mrTFUmSJEmSJM2JQeICFybjnyOp1Vy4+t8B2PVwhVQSShUYnKp7M0DUDoVDUDh4dicqSZIkSZKkJc0gcRFZc0F81uHB/esYGQmIknF5c7kyxU2JCKjadEWSJEmSJElzYpC4SIQhdF20mtbsboqlBn7+8yzpCPIjkJ+u6UrUDvndUBw4J3OVJEmSJEnS0mOQuEg0Z6CQ6OKCNXcB8PgmSCbiZiuD+WluTrXEnZttuiJJkiRJkqRZMkhcJBqz8c81Fw0BcHD/eeSHk6RT0J+DUnmKm4MAUk2Q2wrVqQZKkiRJkiRJEzNIXCQyEUQpWHnBejqbtlCupLn/ZxGZEArFuIPzlKJ2GD4EwwfOyXwlSZIkSZK0tBgkLhJhEpqyMEwb5625B4DHNyUJRv+CA7lpHpCIgEp8VqIkSZIkSZI0QwaJi0hTFqhC78UjABw6tIHBwZBMBAN5GClN84CoPe7ebNMVSZIkSZIkzZBB4iKSTcflze0bzqen5UEq1RT3/zRBOgXFEuSGp3lAqgVKA1DYd07mK0mSJEmSpKXDIHERiVLQmIHhchPr1/4cgL2bMxBAIoC+HFSrUzwgCCDZAEM2XZEkSZIkSdLMGCQuMs1ZqALrLq0AcOjIeRw/Fpc3Dw3HjVemFHVA4WD8kiRJkiRJkmpkkLjIZDMQpqBl7QWsbftPIMH9Pw0IU1Cqpbw5EUG1AjmbrkiSJEmSJKl2BomLTJSCpgwUKll6ex8GYN+2JgBSKTieg8pU5c1wqulKafAsz1aSJEmSJElLhUHiItSUjcPCdZclCahw9Nh6Dh+OyIaQL8BwYZoHpFqg2A/DNl2RJEmSJElSbQwSF6GGNKSS0NRzAes77wbgwf+EZBIqlfisxCkFAaSyNl2RJEmSJElSzQwSF6EohMYsFMoRa9ZuAWDf9tb4WhKOD0F5unwwPNF05dBZnq0kSZIkSZKWAoPERar5RHnzxgyJoMjx/rXs2x+RjmC4CPmRaR6QTMe7EfM2XZEkSZIkSdL0DBIXqYYoLm9u6Dqf87vuBODh/6ySSABVGMjX8JCoDXI7oDR0NqcqSZIkSZKkJaCuQWKpVOL3f//32bBhA9lslvPPP58/+qM/olKp1HNai0IUQkMGRkpJVvXGuwr37eikWoV0CP05KE1X3mzTFUmSJEmSJNWorkHiRz/6UW6++Wb+8i//kkceeYSPfexj/Omf/imf/OQn6zmtRSEIoKUBSlU47/JGUok8A0M97NmdJh3CSLGWpiuJ05quGN5KkiRJkiRpcnUNEu+66y5e8pKX8OIXv5jzzjuP66+/nuc///nce++99ZzWopGNIExCun0DF3T/OwCP/qxMEMRB40CuhoeEHVA4YNMVSZIkSZIkTSlVzw9/5jOfyc0338xjjz3GxRdfzM9//nPuvPNObrrppgnHFwoFCoXCyX/39/cDUCwWKRaL52LK51yxVB3z83SJAKIU5ArQvW4/m/bBvl2rKJV2ESahLwdtw/GYyUVxDfTgLki2n50voUXtxH9bS/W/MS18rkHVm2tQ9eYaVL25BlVvrsHlrVg+9XcvFoukKud+HSz1NTiT7xVUq9XxCdU5Uq1W+R//43/w0Y9+lGQySblc5kMf+hD//b//9wnHf+ADH+DGG28c9/6tt95KQ0PD2Z7ugpYq7Oee772IQqmFS66+l7auwXpPSZIkSZIkaU5GKPChxvcD8P6hDxGRrvOMlp5cLscNN9xAX18fLS0tU46ta5D4la98hfe973386Z/+KZdffjn33Xcf73rXu/j4xz/O6173unHjJ9qR2Nvby+HDh6f9ootVsZDjjn/9Idc+qUKYWTHu+nARdhyATLLKXf9wgEf2vIgNFzzItS8dYXAYGjOwtjMudZ5UtQL5ndDxTGjYcNa+ixanYrHIHXfcwbXXXksYhvWejpYh16DqzTWoenMNqt5cg6o31+Dyli/nePadVwLw42feSzZ57jeSLfU12N/fT2dnZ01BYl1Lm9/3vvfxe7/3e7zqVa8C4IorrmDnzp185CMfmTBITKfTpNPjk+cwDJfkHzIW/wcSVvsJU23jrqaS0JyBXCFg1frDPLIH9u1eSxBspzEdB43lKmSn/PUkoZSG4Z3QcmHchEU6w9L+70yLgWtQ9eYaVL25BlVvrkHVm2tweSolTv3NwzAkTNZvDSzVNTiT71TXxCiXy5FIjJ1CMpmkUrGD8DjVyoSdlU92b67A+id0kQ2PMjyygi2bIlIpKJUgN133ZoCoA0b2w8jh+Z+7JEmSJEmSFr26Bom/9mu/xoc+9CG+853vsGPHDv7xH/+Rj3/847zsZS+r57QWpmQDlIcmvJTNQCoBqaZuLlh9JwBbHoivhSnoG4Jps9lkBipFyO+Zx0lLkiRJkiRpqahrkPjJT36S66+/nre97W1cdtllvPe97+Utb3kLf/zHf1zPaS1MURcU+ya8lA4hO1rG3HNePGbf4+splwMyEeQL8Wta4QrIbYdyfv7mLUmSJEmSpCWhrkFic3MzN910Ezt37iSfz7N161Y++MEPEkVRPae1MGVXQWXiNDBxory5BL2Xr6I5s4+RYhObHkqRTEClCoO1lDeHK6B4HIb3zefMJUmSJEmStATYVWOxCDsgkZl0t2BDOm68ksp2sGHV3QBseyj+80Yp6M9BuTzNZwSJ+DOGtk14HqMkSZIkSZKWL4PExSJsiRuiTFbeHEEmgkIRes6Pz1Lct3cDxWJAOoThERiqpbw5aofCfhg5Mo+TlyRJkiRJ0mJnkLhYBAnI9k7acCURQHMDFMvQu7GXtoYdlMpZHvl5khONsQdqOfowmYXKCOR3z9/cJUmSJEmStOgZJC4m6ZUQhHHQN4HGNCQTkEy3sH71vQDseCQE4t2KgzkYKdXwOeEKyO2Aci0HK0qSJEmSJGk5MEhcTMJ2CFsnLW/OnChvHoGeC4sA7D+wgeHhBOlUHCLmamq60grFYzZdkSRJkiRJ0kkGiYtJIhWXN5cGJ76ciLs3F8uw9uJeVjY/SrmS5uH7Agji8ueaypuDJCTSo01XqvP7HSRJkiRJkrQoGSQuNumu+Gd14hbMDek4MExEjfSuvh+AXY9m4ltDGMzHjVemFXXYdEWSJEmSJEknGSQuNlFn3MG5NDDh5exp5c2rLop3E+4/dD65wSRRKt6tmKule3MyC5VhyO+Zx8lLkiRJkiRpsTJIXGySGcisnvScxBPlzSNlWHPRela1/pxqNcVDP6tCAKkE9A9BpZaK5XAF5LbZdEWSJEmSJEkGiYtSugeqpUnPLzxR3kwyzZo1jwKw67EmIN6tmCvUWN4croARm65IkiRJkiTJIHFxijoh2QTloQkvZ9LxeYgjRVh1SfwnPnhkA/19CVJJKFVgqJZNhkESkhHkdth0RZIkSZIkaZkzSFyMwmZIr5y0vDk5Wt5cKMGq89fT2/4TIMFD/xmHgVEyLm8uV2r5rA4Y3gvFo/M3f0mSJEmSJC06BomLVXbtlGcXNmYgAIIgZNWabQDs3rICgHQE+RHI19J0JdVg0xVJkiRJkiQZJC5aUWfceKWcn/Dyye7NRVh9aZqAMkeOn8exIymSibhSeXDiW8dLtUJuO5RrSR4lSZIkSZK0FBkkLlbhCojaJi9vTkJzFkZK0L1uHetX3gXAQ/9ZAuIzFPtzUCrX8FlRG4wchYJNVyRJkiRJkpYrg8TFKkhAZh2Uc5MOacoyWt+coGfNLgB2b10JQDoV71bM1bLJMEhCkLLpiiRJkiRJ0jJmkLiYpVfGIV9lZMLL2SjeeVgowqrLWkgGIxwfWMuh/UmCBBDAwOQ55FhRJ+Qfh+KxeZu+JEmSJEmSFg+DxMUsao9LnIv9E15OJqHlRHnzmtVs6Po/ADzyn3E9czaEgTyMFGv4rFRD3NzFpiuSJEmSJEnLkkHiYpYI4+7NpYFJhzRmT/yvgJVr4zMOd21fRbUKUQqKpRrLmwHClrjpyiQ7ICVJkiRJkrR0GSQudunu+Gd14q4p2QiiEAolWLOxnTA5xECuh/17khBAMoC+XI1HH0btMHIEhm26IkmSJEmStNwYJC52UQekmifdlZhKQktDfE5iZ3cX53ffCcAjP60AkI5gaDi+Pi2brkiSJEmSJC1bBomLXTILmVWTnpMI0JgZ/R9BQGdv3Cxlz85eqlUIU1AqQ264xs+LOmy6IkmSJEmStAwZJC4FmVVQLU66S7AhPVreXIQ1GzvJhH0MDXewe3v85w+TcDwHlVo2GaYaoZKH/N55/AKSJEmSJEla6AwSl4KoE5KNUB6a8HIqCU3ZOEhs7+xgQ0/cvfmx++LrmRDyBRiutelKqgVyW226IkmSJEmStIwYJC4FqeY4TCz2TTqkKXPqf3f0xmXQu3edR7kMySRUKvFZiTWJ2mHkKAzvn8OkJUmSJEmStJgYJC4FQQDZXihPngQ2ZCBKwUgJ1ly+isboEMMjrezaHAAQJeH4EJQnbv58xucl45dNVyRJkiRJkpYNg8SlIt0JycykYWI4Wt48XIT2thbWr7obgMfuj5dAOoqv5WutVo7aR5uuHJ+HyUuSJEmSJGmhM0hcKsK2+FWaorw5C1TjV+f6PAB79pxPqRSQSMTvD+Rr/LxUE1RyMGzTFUmSJEmSpOXAIHGpCBJxeXNpcNIh2TSEo+XNazeuoTX7OCOlJrY9Epcnp0Poz0GxlvJmiJuuDG2BSnEevoAkSZIkSZIWMoPEpSS9EkhOGuxFqbjpyvAItLY00NtzDwBbHgjj20MYKUKu1qYrYRsUj0LBpiuSJEmSJElLnUHiUhJ1QLQCSv2TDmnKQgXi8ubz48Dx8X0XUhxJEAQQAAO5Gj8vkQISMLRzbvOWJEmSJEnSgmeQuJQkQsisgeLkQWJD+rTuzZeso71xG6Vyhi0PxPXMmSg+J3Gk1mrlqAOG99h0RZIkSZIkaYkzSFxqMj1AFaoTH3QYhdCYgUIRWpoi1q66D4AtD2fi66n4jMShQo2fl2qKz2XM23RFkiRJkiRpKTNIXGrCDkg1T9l0pTkLldHuzR3nx+/t3X8RhXwCAkgloG8QqtVaP7MFclttuiJJkiRJkrSEGSQuNakGSPdAsW/SIQ1pSCVHuzdfso6uloepVEMeuz8OAjMh5AowXGsuGLZB4TAUDszDF5AkSZIkSdJCZJC4FGXXxLsDJ9lSGIXQmI3Lm5uySVavehiArY80A5BKQakMQ/kaPy8RQpCAnE1XJEmSJEmSliqDxKUo6oBUI5SHJh3SnIXyifLmC0IA9h+8kNxAAECYgr4cVCq1fmY75HdPuRNSkiRJkiRJi5dB4lKUaonPSixN3r05G0GYjBur9F7Uy5q2n1Elyab7RsubI8gX4ldNkk1QGoLhffPwBSRJkiRJkrTQGCQuRUEADb1Qnrw2OR1Cw2j35mw6oGvVVgC2bWoHIJmIK6MHh2fwmWETDG2BSmmu30CSJEmSJEkLjEHiUhV1QiIN5YmTwCCIy5tLFaAKKy/KElDh4NELGDgeL4soBf05KJdr/Myw3aYrkiRJkiRJS5RB4lIVtUG4Ysry5hPdm4tlWLNhNb0dPwHg0Z+NAPGuxeERGKq1vDkRQgDkbboiSZIkSZK01BgkLlVBErK9UBqcdEg6hIYoLm/ORNC5ajcA2x/rAiAxujoGau3eDPGuxNxuKE4eYEqSJEmSJGnxMUhcytJdQHLSMwuDAFoaoTRautx5cQuJoMiRvvUcOxR3b85EMJiDkVqPPUw1x+GlTVckSZIkSZKWFIPEpSzqgLB56u7NaUiloFSC3vXdrF95NwCP/ixODtOpOETMzaTpSqoRhrbadEWSJEmSJGkJMUhcyhIRZNZCsW/SIZkQshEMFyEKq7Svjhul7NiyimoVCCARzLC8OWqHwiEoHJzb/CVJkiRJkrRgGCQudZkeoArVyoSXgwBaG0a7NwMrL24jlRjm+OAajuyP30uHMJiPG6/UJBHFn5nfNdfZS5IkSZIkaYEwSFzqoo7RcwsHJh2STUMqEZ+VuHZtB+u77gLg0Z/GhydGqbizc67W7s0Qd43O74Li5J8rSZIkSZKkxcMgcalLNUK6e8pzEtMRZNJx9+YwVaV99REAdmxbd7K8OZWAviGoVGv93JY4vBzeO/fvIEmSJEmSpLozSFwOsmugPEKcCo6XOFHefKJ78yXdRKkBBvJdHNwd35OJIF+YQXlzEECyEXJboVqehy8hSZIkSZKkejJIXA6iDkg2QDk36ZBsGhIJKJdh7Zpm1ned6N4cH56YSsbnKA7V2r0Z4qYrwzZdkSRJkiRJWgoMEpeDVCtEnVOWN2eiU92bU4kqK9bGY3fsOJ/KaCOWKAn9Q1CeuG/LeIkIqEDOpiuSJEmSJEmLnUHichAE0NA75Y7ERADNDXFTFYCuS9aQDY+RK7Szb3v8ZjqC/Ehc4lyzqD1uulIanMMXkCRJkiRJUr0ZJC4XUUe8Q7A8eQrYmIZkIt5xuLY7w/qeuLx508/jZZJMxMcsDuZn8LmplngnpE1XJEmSJEmSFjWDxOUiaodwxbTlzZkQCiOQSFRpWRsfiLhj54WUywEA6RD6c6cas0wrCOLzGYdsuiJJkiRJkrSYGSQuF0ESMr1QGph0SCIBLY2nypt7LllLU3o/hWILezYXAUinoFCcadOVjrjhik1XJEmSJEmSFi2DxOUk3QUkoFKadEhDFG8iLFdg1coUvavuBWDT/SEAQQIIZljenIigWoHc7tnPXZIkSZIkSXVlkLicRB0Qtkxd3pyOy5tHRuIGLC298fbEXbsvoliMy5uzIQzkYaQ4k89ug/xOm65IkiRJkiQtUgaJy0kyDZk1UwaJydHy5pET5c0Xr2dFdhfFciO7H40btUQpKJZgaCbdm1OtUOyH4X1z+AKSJEmSJEmqF4PE5SbTE5cZVyuTDmlIn1be3F5l9aqfA7DpgYZ4QADJIG66Uq3W+LlBAKksDG2z6YokSZIkSdIiZJC43ESdkGqassQ4m467M48U4/yvdX1c0rx778WMDI92b47ihivDMylvDjugcAAKh+byDSRJkiRJklQHBonLTaoR0t1Q6pt0SDIBLQ1QGO3J0nPROjqbNlOupNn+UNyuOUxBqQy5mXRvTqbj3Yh5m65IkiRJkiQtNgaJy1FmDVRGphzSmImbrVQq0N1aprvnYQA2P9R8ckyYhL4hqNRa3gxx05XcDigNzWLikiRJkiRJqheDxOUo6oBEFkq5SYdko7i8uXCivPm8CIDHD1xMfigub86EkB+B4Rk1XWmx6YokSZIkSdIiZJC4HIUr4jBxqu7NSWjOwshoefPqC3vpaX2QSjVk+wP5k2MqFRicSXlzkIBkBoa2T9nwRZIkSZIkSQuLQeJyFASQ7YXy1OXFjdn4Z6UCK1uKdPZsAWDzI+0nx0SpuLy5PJNGzFEHFPbZdEWSJEmSJGkRMUhcrtKdEIRTnpXYMFrefGJXYsuGBgD2HrqIwf7R7s1h3Lk5P/WRi2MlM1AtwfCe2c5ekiRJkiRJ55hB4nIVtsclzsUpujcnobkhPicRYO35q1nT9p9Agm0/j8ubEwmgCgP5mX5+W1zePMU5jZIkSZIkSVo4DBKXq0QKsuugNDjlsMZM/LNagY6mIu09uwHYvGnlyTHpEPpzUJxJeXPYCqW+uMRZkiRJkiRJC55B4nKWHg0Dq5MngA1piEIojJY3t17QSkCZg0cvpP/o6GNCGClCbqZNVxIZGNxm0xVJkiRJkqRFwCBxOYs6IWyB4uTdm1NJaDmtvLn3vC7Wdf4EgC0/j5PDIIAAGJhplXLUASP7YeTwLCYvSZIkSZKkc8kgcTlLpiGzGkqTB4lwWnlzFVY0jNDacwCALZtWnxyTieJzEkeKM/n8DFSKkLfpiiRJkiRJ0kJnkLjcZVbFpc1TlBdn0xClTnVvbr2gk2QwwpH+9Rw7UAXi68UyDBVm+PnhCshth/JMu7VIkiRJkiTpXDJIXO6iTkg2Qnlo0iFhEpqyMDy623D9uhWsW3k3AFt+PpocBpBKQN9gvHOxZuEKKB6HYZuuSJIkSZIkLWQGictdqgnSXVDsm3JYUxaoxq/mbJGWVccA2Lx5/cngMBNBrnAqcKzJiaYrQzZdkSRJkiRJWsjqGiSed955BEEw7vX2t7+9ntNafrJroTJ1TfKJ8uYT3ZtbLugmTOboG1rNkX1x1+dUEkplGJpplXLUDoX9MHJkFpOXJEmSJEnSuVDXIPGee+5h3759J1933HEHAK94xSvqOa3lJ+qMdwVOcU5hlIp3JRZG4n9v6G1iXVdc3vzYz0onx4Up6MtBZSabC5PZOMjMPz6b2UuSJEmSJOkcqGuQuHLlSnp6ek6+vv3tb3PBBRfwy7/8y/Wc1vITtkLUMX15cyaubqYKjekiTT2DAGzddsGY8uZ8IX7NbA5tkNsG5eEZT1+SJEmSJEln34I5I3FkZIQvfvGLvPGNbyQIgnpPZ3kJEpDtnbLhCkA2E+84PNG9ecVFa0in+hjMr+TgrvhgxGQibrYyONM8MGy16YokSZIkSdIClqr3BE74xje+wfHjx3n9618/6ZhCoUChcGqrW39/PwDFYpFicSYdPhaPE9/rrH+/xAqohDBSgEQ04ZAAyIbQNxQHhut6QvZ2/4TNj1/Lpp9B59p4W2IyAccGobUBksmaJwDVCPq2QrgGDJMXjHO2BqVJuAZVb65B1ZtrUPXmGlS9uQaXt2L51N+9WCySqpz7dbDU1+BMvldQrZ4oSq2vF7zgBURRxLe+9a1Jx3zgAx/gxhtvHPf+rbfeSkNDw9mcnibRt72fR+77dbLRMZ74q/cTJBbEcpIkSZIkSUvACAU+1Ph+AN4/9CEi0nWe0dKTy+W44YYb6Ovro6WlZcqxCyJI3LlzJ+effz633XYbL3nJSyYdN9GOxN7eXg4fPjztF12sisUid9xxB9deey1hGJ7dD+v7OfQ/AA3nTTpkpATb90OYjBuwPLonyb3/uIbcSCfXveRuVl8Y72bsz0FbM6xqn+Eccjug9cnQ8oTZfgvNs3O6BqUJuAZVb65B1ZtrUPXmGlS9uQaXt3w5x7PvvBKAHz/zXrLJc7+RbKmvwf7+fjo7O2sKEhdEafMtt9xCV1cXL37xi6ccl06nSafHJ89hGC7JP+Tpzsl3bOyBoQcgWYFg4prkMAUtjTAwBNk0XLgmYH/3vTy2+4VseTBF7yVxSXJDJm64UiUOHGuWaYHCdkhcBsnM3L+T5s1y+O9MC5trUPXmGlS9uQZVb65B1ZtrcHkqJU79zcMwJEzWbw0s1TU4k+9U92YrlUqFW265hde97nWkUgsi11y+ok5INUNpYMphzVkoV4EqpFNlGtbEm1q377qEcikOEtMpKJQgN+OmKyvipiuF/TOeviRJkiRJks6eugeJ3//+99m1axdvfOMb6z0VJTOQXQPFvimHNURxafOJ7s3tF66jJbOXQrGZxzfl4zcDSAbQn4+7ONcsSEIihKHtM7xRkiRJkiRJZ1Pdg8TnP//5VKtVLr744npPRQDpHqiWpgzx0lFcujwy2tTn/O4Sq7rvA+CxB0+VnqdDGMpDYaZNjcIOGN4LxaMzvFGSJEmSJElnS92DRC0wUSckG6E8NOWwlgYojZY3h8kKDWvjMxV37LmMYiEub45SUCpDrjDFgyaSaoDKMOT3zOILSJIkSZIk6WwwSNRYqSZId01b3pwdLW8uluN/t1+wnrbG7RTLWfY8OhpCBpBMQN8QVGZapZxqhdx2KM80hZQkSZIkSdLZYJCosYIAsmuhPHWXlHQIDelTZcvndw3T3fUIAJsebD45LhPFOxKHR2Y4j6gNRo7adEWSJEmSJGmBMEjUeFFn3HilnJ90SBBAcwOUK/G/U4kq2d4IgJ17L6WQj8ubU8l4zNBMuzcHSQhSkNth0xVJkiRJkqQFwCBR44Ur4h2B03VvTkMyCaXR7s0rL1jPyuZHqVQjdj00eHJclIS+wVOhY82iDsg/DsVjM7xRkiRJkiRJ880gUeMFCcisg3JuymHpEBoiGB4tbz6vY4iO7i0AbHqo7dS4CPIjkJ9x05VGqOTjMFGSJEmSJEl1ZZCoiaVXxuXFleKkQ4JgtHvz6E7DZKJKw7r4fMQ9By4lN3ji/fjn4OSV0pNLtUBuG1RmesiiJEmSJEmS5pNBoiYWtcclztN1b85AKgGl0e7N3RtWs2rF/VRJsvOBoZPj0iH05U6Nm9E8Ro7A8L4Z3ihJkiRJkqT5ZJCoiSXCuHtzaWDKYZkQsulT5c3r2gdp7doFwGOPrDw5Lp2CkaJNVyRJkiRJkhYrg0RNLt0V/6xOvo3wZHnzaMOVRAAN61cQUGHv4UsYPB6Hf0ECCGZZ3hy1Q34vFI/P4mZJkiRJkiTNB4NETS7qhFQzlAanHNaQhlTyVNny6vXdrGn/KQA77j9V3pwNYSAf70yckVQTVHI2XZEkSZIkSaojg0RNLpmFzKppz0lMR5CJoDAaEK5tG6S5az8AmzatPjkuSkGxBEMz7d4Mo01Xttp0RZIkSZIkqU4MEjW1zCqoFqc8nzAxWt5cHN2RGASQPa+LRFDi4LEL6Dt84gIkA+jPzeK4w7ANRo7C8P7ZfQ9JkiRJkiTNiUGiphZ1QrIRykNTDmtIQzIB5Ur87951bfR23gPAtvtPdVhJR3HDleGZljcnUnHjldyOGd4oSZIkSZKk+WCQqKmlmuMwcZry5syJ8ubRyuNVrYM0dB0F4LFN607uQAxT8VmKuZl2b4bRpiuP23RFkiRJkiSpDgwSNbUggGwvlKdO/hKJCcqbN6wmlRjm6MA6jh0onRwbJqFvCCozLW+26YokSZIkSVLdGCRqeulOSKanDRMb0vF5iSfKm8/rbaR35U8A2PbzU01SMhHkRyA/q6YrzZDbBpWZ1kZLkiRJkiRpLgwSNb2wDcJ2KE1d3pw9o7y5q2mITFd8tuJjm88/Wd584izFodmUN4ftMHIYCjZdkSRJkiRJOpcMEjW9IBGXN5embrhyorx55LTy5oYNvUTJQfpyqzi859SuxHQqLm8ul2c4l0QKSMDQzhneKEmSJEmSpLkwSFRt0iuBxLQlxWeWN5/fm6K3K+7evPX+U6lhOow7N+dGJnrKNKIOGN5j0xVJkiRJkqRzyCBRtYk6IGyFUv+UwzJpyIQwMhoQdjbmCbvjfzy29WIqowFjIgFUYTA/i7mkmuLdkfm9s7hZkiRJkiRJs2GQqNokQsiuheLUQWIyAS2NUDitZLnp/PPIhMcZGu7kwI5TByOmQ+jPner0PCNhM+S22nRFkiRJkiTpHDFIVO0yPUAVqlMnfw1pCODk7sMLV1dY230vAFvvD06OS4cwUoTcbHYlhm1QOAyFA7O4WZIkSZIkSTNlkKjahR2QaobS4JTDTnZvHt0s2NYwTNgVt2zevOOykw1WgiAOHPtnEyQmwvgB+V2zuFmSJEmSJEkzZZCo2qUaIN0Dxb4phyWT0JyFkdKp95rO30BT+iDDI63s35w7+X4mis9JLMy26Upu17TzkSRJkiRJ0twZJGpmsqvjcwmr1SmHNWWB4FR588WrR+jp+jkAmx8MT46LUvEZiUOFWcwl2RTvjhzeN4ubJUmSJEmSNBMGiZqZqBNSjVDOTTksG8VnIJ4ob27JFEj1JAHYumsjpRM7EANIJaB/aNpscrwgiJuuDG2BSmn68ZIkSZIkSZo1g0TNTKolPiuxNH15c8sZ5c0tGzbQmt3DSKmJxx87dc5iJoJcAYZnU94cttt0RZIkSZIk6RwwSNTMBAE09EJ5+g4pjdn4Z3W0vPmSVUN0dz8EwOYHG06OSyWhXIGh4VnMJxECVcjvnMXNkiRJkiRJqpVBomYu6oREBOWpDzY8Wd48uiuxKV0k0ROni9v3XM7IacFhmIS+oVNnKs5sPh2Q2w3F/lncLEmSJEmSpFoYJGrmojYI26Ytb04lobnh1DmJAG3nnUd741ZKlQx7HjkV/KUjyI9AfjZNV1LNNl2RJEmSJEk6ywwSNXNBErK9UBqYdmhjJv55opHKJav66OjaDMBjD604OS6ZgEoVBmdT3hwEcQOYoa02XZEkSZIkSTpLDBI1O+kuIDltcNeQhui07s3ZsERydQsAO/dtZDh3qlVzOgX9OSiXZzGfqB0Kh6BwcBY3S5IkSZIkaToGiZqdqAPCFihNfS5hKglN2bHlzZ3nraW75WEq1ZBdD57a1ZgJ487NQ7Mpb05ExE1Xds3iZkmSJEmSJE3HIFGzk4ggs3baIBGg6Yzy5ou7j9OyMg78Hnu48+S4YHQ1DkzfEHpiUVscJBanL7mWJEmSJEnSzBgkavYyPVCtxK8pNGQgSsHIaBV0OlUmsaYdgD0HLyPXf+r+TASDuVNjZyTVEp/bWLDpiiRJkiRJ0nwzSNTsRR2jHZOn3gEYjpY3D59W3ty9vofVbfdRJcHOB07dn05BoQS52TZdSTbC0BaozuagRUmSJEmSJE3GIFGzl2qMm67UUt6cBaqjL+Cilcdo7NwPwKZHV50aGEAygP78qVLoGYnaoXDYpiuSJEmSJEnzzCBRc5NdC+WRaVO/bBrC0d2GAFGqQqK3m4Ay+45cwsDRUzsIMxEM5cc2aKlZIop3I+ZsuiJJkiRJkjSfDBI1N1EHJBugnJt6WCpuulIYOfXe6t4O1nT8FIAdDwydfD9MQrEEudl0b4Z4V2J+F5QGZ/kASZIkSZIknckgUXOTao3DxBrLmytwsrz5ws5jZDqPAbBpU++pgQGkktA3BJXZlDenWqDYD8M2XZEkSZIkSZovBomamyCAht5pdyQCNKTHdm9OJSske9eQCIocOn4+xw+eqmXORPGOxOGRSR423ZxSDTC01aYrkiRJkiRJ88QgUXMXdcZnE5anrkWOQmjMjD37sLe3id7OewHYfn/+5PupJJQrMDSb7s0Q75IsHITCoVk+QJIkSZIkSaczSNTcRe0QrqipvLk5O1quPFqyfH7HMcKV8VmGmx47f0zPligJfYNxoDhjNl2RJEmSJEmaVwaJmrsgCZleKA1MO7QhHe82PFHenExUSfSuJ5XIc2ywl6N7T+1qTEcwXIT8rJuutEF+J5SGph8rSZIkSZKkKRkkan6ku4AAKqUph0UhNGbHljefvzakt+tEefOpQxGTCahWYTB/5lNqlGodbbqyd5YPkCRJkiRJ0gkGiZofUQeErbMqb17f1keiMw4QN229eEx5czqEvhyUZtMzJQgglYWhbVCdTX20JEmSJEmSTjBI1PxIpiGzpqYgsSGKy5uLo+FgIlElte580qkB+nM9HNp5agtiOoSR4hyaroQdUDhg0xVJkiRJkqQ5MkjU/Mn0QKU87e6/KISGM7o3X7imyprR8uZtD566PwiAYA7lzcl03HQlb9MVSZIkSZKkuTBI1PyJOiBshtLglMOCIC5vLlU4Wd7cu6IPOgMANm29jMppWWQ2hIF8vDNxVsIVkLPpiiRJkiRJ0lwYJGr+pJog3V1beXN6bHlzEEB6/fk0REfIFTo4sPVUGBml4i7PQ7Pt3hy2QrEPhvfN8gGSJEmSJEkySNT8yqyByvSJXzqMz0o8vbz5otUjrOq6D4CtD6ZOXQggFUD/EGMasdQsSEAyA0PbbboiSZIkSZI0SwaJml9RBySyUMpNOSwIoKVxbDfm1S0DlDvTAGzecTnl00LGdBTvSByebXlz1AGFfTZdkSRJkiRJmiWDRM2vcAVE7TWVN2fTkEpBqRT/Owgge94GmjP7GC62sG/zwKnHpuLQMTfb7s3JDFRLMLxnlg+QJEmSJEla3gwSNb+CALK9UJ6+sUlmtLz59F2Gl64aoqvrIQC2PJQeMz5MQt8QYxqxzEi4AnI7pt0tKUmSJEmSpPEMEjX/0ishCKEyMuWwIICWhtHuzaO6m4Yor2wCYMuuKyiedtxiJoJ8AfJTP3Zy4QooHo9LnCVJkiRJkjQjBomaf2H7qU7J08hmIJU4dVZiEEBj73msaNhFsdzA44+eekYyAeUqDM22vDlIQCIDQ9tsuiJJkiRJkjRDBomaf4kUZNdBaWDaoekQMumx3ZsvW91HR9cmALY83Dx2fCouby6XmZ2oAwr7YeTwLB8gSZIkSZK0PBkk6uxIdwEBVKdO/BIBtDaM7d68silHaeUKALY9/gQKw9VTjw1heARysy1vTmagUoS8TVckSZIkSZJmwiBRZ0fUAWELFGvr3pxIjN1l2NK7js7mzZQrafY8eKq8OTG6Ygfzc5hbuAJy26E8l4dIkiRJkiQtLwaJOjuSGcishtL0QWImguwZ3Zs3rj5K68odAGx+pG3M+HQI/Tkozra8+UTTlWGbrkiSJEmSJNXKIFFnT2YVVEtQrU45LBFAc8PYYLC9YZiRrpUA7Nz/BPKDp5qjpEMYKUJuthsKgwQk0jC03aYrkiRJkiRJNTJI1NkTdkCyCcqD0w5tTI92ZT4t1+voXUV360NUqil2n1beHAQQAP1zqUyOOqCwD0aOzOEhkiRJkiRJy4dBos6esDluulLsm3ZoJoJMCIXTmqhsXHWEps69ADz2aPe48YP5seNnJJmFSgHyj8/yAZIkSZIkScuLQaLOruxaKBemHZZIQEvj2PLm1kyBkZ7VAOw5eBlDfaWT16JUPHZo+kdPLmyD3DYoD8/hIZIkSZIkScuDQaLOrqgjbrxSQ4fkhnRctnx6eXP32k5Wt/+MKgl23j9w6kIAqQT0D017BOPkwlabrkiSJEmSJNXIIFFnV7gCovYZlTePnFaufFnPYdId8TmGmzatHTc+V4Dh2ZY3B0lIRDC0bQ5ppCRJkiRJ0vJgkKizK0hAdh2Uh6Ydmhwtbx45rby5KT1CcdU6EkGJ/Ucvpv/wqdQwlYRSBQbnUpkcdUBhv01XJEmSJEmSpmGQqLMv6oQghMr0WwcnKm9es7aFNR0/BWDnA2MDySgZlzdXKsxOMguVYRi26YokSZIkSdJUDBJ19kUdo+cR9k87NJuGdAgjxVPvXdp1mGTHIACPbtowZnw6gvxIXOI8a+GKuLzZpiuSJEmSJEmTMkjU2ZdIxd2bSwPTDk0moKUBCqcaNNMQFSn1nE8yUeBw/waO78+PGV+pwuD0vVwmF66A4rG4xFmSJEmSJEkTMkjUuZHuhgColqcd2piBRDC2XHnd2og1nf8JwPb7x5ZIp1MwkIfS9I+eWJCERAhD2226IkmSJEmSNAmDRJ0bUSckm2valZiN4vLmwmnlzZd0HYb2+I1HN180Ju/LhHHn5rmVN3fA8F4oHp3DQyRJkiRJkpYug0SdG8kMZFdDsW/6oUlozsLIaeXNmbBMefWFhMkhjg+t4cieU01XgtFVPJCbw/xSDfEZiXmbrkiSJEmSJE3EIFHnTnoVVEs1lQ83ZeOfp5c3n78G1qz8GQDb7x9bx5yJ4nMSTw8fZyxshdw2KM9la6MkSZIkSdLSVPcg8fHHH+c1r3kNHR0dNDQ08OQnP5n//M//rPe0dDZEnZBshPLQtENPlDefHgxevPII5Y74f2/aetmYPDKdihu05ObSeDlqgxGbrkiSJEmSJE2krkHisWPHuPrqqwnDkO9+97s8/PDD/Nmf/RkrVqyo57R0tqSaIFpZe3lzw9hzEqNUmcrqi8iExxkY7uLgttPOWwwgGUB/fg79UoJk/MrtsOmKJEmSJEnSGVL1/PCPfvSj9Pb2csstt5x877zzzqvfhHR2BQE09MZBXQ0aM3C4D6qVU+cgXrR6hKjrUbY//stseyig+4JT4zMRDOXj8DETzXKOUUd8TmLxGETts3yIJEmSJEnS0lPXIPGf/umfeMELXsArXvEKfvSjH7FmzRre9ra38du//dsTji8UChQKp86v6+/vB6BYLFIsFie8Z7E78b2WzPcLWoEMFHKQzE45NEzGOxNzI3FnZoANbUfY3BbB47Bp2xO4srCNRCoAIBFAYQT6c5Cc9V7bBigegIHd0NI824csKUtuDWrRcQ2q3lyDqjfXoOrNNah6cw0ub8Xyqb97sVgkVTn362Cpr8GZfK+gWq1fDWcmkwHg3e9+N694xSv4yU9+wrve9S7++q//mte+9rXjxn/gAx/gxhtvHPf+rbfeSkNDw1mfrxaGBw9eQvXeFEOFlfzCM/6FsDtT7ylJkiRJkqSzYIQCH2p8PwDvH/oQEek6z2jpyeVy3HDDDfT19dHS0jLl2LoGiVEUceWVV/If//EfJ9975zvfyT333MNdd901bvxEOxJ7e3s5fPjwtF90sSoWi9xxxx1ce+21hGFY7+nMj/5HoO9eaNgw7dCBPOw+GJ+XGIy+t+VwBzv+bRvbdj+HJ1zwHzzjpaeCxFIFhkdgfXfcsGVWqmXI74bOayC7dpYPWTqW5BrUouIaVL25BlVvrkHVm2tQ9eYaXN7y5RzPvvNKAH78zHvJJs/9RrKlvgb7+/vp7OysKUisa2nzqlWr2Lhx45j3LrvsMv7hH/5hwvHpdJp0enzyHIbhkvxDnm5JfcfGLhhKQqIEiam/U0sDZNJQKp869/DClcd4tK0JdsPmnVdwVWUzqTCOGZPJOEgsFON7ZycFxSSM7ILm8+KzHbW01qAWJdeg6s01qHpzDareXIOqN9fg8lQ6LTcIw5AwWb81sFTX4Ey+U127Nl999dVs2rRpzHuPPfYY69evr9OMdE5EHRCugFL/tENTSWjKQqF06r1kokpy7YW0ZB+nUGpm36bjYx+fhL5BKFfmMsd2yO+F4vFph0qSJEmSJC0HdQ0S/9//9//l7rvv5sMf/jBbtmzh1ltv5W/+5m94+9vfXs9p6WxLhHHJcHH6IBGgKQNUR1+jNq7qo7MrDqG3PNQ4Znw6guEi5AvMXqoJKrm4g7MkSZIkSZLqGyT+4i/+Iv/4j//Il7/8ZZ7whCfwx3/8x9x000385m/+Zj2npXMh3RX/rJanHZpNQ5QauyvxvLbjDLW1AbB1zxMZKZzafphIQLUKg/k5zjHVArmtUBmZ44MkSZIkSZIWv7qekQhw3XXXcd1119V7GjrXos54119pEMLWqYem4vLmYwOQHi3bTySqZNZsoG3zdo4NbWDvw8c57yntJ+9Jh9CXg87WuDx6VsK2uOlK4QBke2f5EEmSJEmSpKWhrjsStYwls5BeBcW+moY3ZUYrm08rb7581VHaVm4HYPMjK8aMT4cwUoSh4TnMMZGCIAlD2+fwEEmSJEmSpKXBIFH1k10N1WJchzzd0AyEKRg5rbx5XVsfA+3dAGx//AqGh06VSQdB/BrMzXGOUTsM23RFkiRJkiTJIFH1E3VCshHKQ9MPTcW7EodPO64wCKBl7RpWtmyiXI3Y89DxMfdkQhgYjncmzlqqKZ6fTVckSZIkSdIyZ5Co+kk1x2FireXNWajA2O7NPUdo6oxDvs2PrhwzPhrdwTg0l+7NJ+aZ2waVuSSSkiRJkiRJi5tBouonCOImJpXaDjJsSJ8KB09Y09pPf3vcCGXn/ieQHzgt7AsglYD+oZqqpycXtsPIYSjsn8NDJEmSJEmSFjeDRNVXuhMSaShPHyZGITRkoHB6VhhA+9qV9Kx4gCpJdt7fP/bxYbwjcXgumwkTKSABQzvn8BBJkiRJkqTFzSBR9RWugLANSrWVNzdnoVxlbPfmnkNkOg8DsHnTqrGPT0GpDLm5dG+G0aYre2ouw5YkSZIkSVpqDBJVX0ESsuugNH3DFYCGCMLk2PLmnuZB+to3EFBhz+HLGTw2NjUMk9A3BJXKHOaZbIrnaNMVSZIkSZK0TBkkqv7SnUCipmYm6Sgubx45o7y5Z20rq9p/DsDO+8eGkpkI8gXIjzB7QQBhk01XJEmSJEnSsmWQqPqLOiBshdJATcNbGqB0Rnnzxp6DhB3x+YiPPbZ+zPhkIi6HHppreXPYDoVDUDgwxwdJkiRJkiQtPgaJqr9EBNm1NZ8/mB0tby6WT73X1ZTjeOdFJIIi+49dRN/B/Jh70qm4vLlcZvYSYbwzMb9rDg+RJEmSJElanAwStTCku4EqVKc/yDAdQkN6bPdmgN41aVZ3/gyAnffnx90zPAK5uZQ3Q7x7MrfLpiuSJEmSJGnZMUjUwhB1Qqq5pvLmIIDmBiidkTle3nOIoL0AwKObL6R6WulzYnSlD47NF2cu2QSlQRjeN8cHSZIkSZIkLS4GiVoYUg2Q7ql5p19DGlJJKJ7Wvbm9Ic9A52WkEnmODKzn2N7BMfekQ+gfGlsSPWNBAKkmGNoKldL04yVJkiRJkpYIg0QtHNnVcUfk07cSTiIdQkM0vrx5/WpYvfI+AHY8MDboy4QwUoLcXHclRh02XZEkSZIkScuOQaIWjqgTkg1Qzk07NAhGuzefUd68secgpbY4iHx0y6VjM8kAAqB/rkFiIgSqNl2RJEmSJEnLikGiFo5USxwmlmrs3pyBVAJKp5Uqr8gWGFp5GVFqkL7cKg7v7B9zTyaKz0kszFvTlf7px0qSJEmSJC0BBolaOIIAGnqhXNuWwUwI2TQMn1HefOHqIqtGy5u3Pzi2TDpKxWckDhXmONdUs01XJEmSJEnSsmKQqIUl6oREBOXpk76T5c1n9Dy5rPsQhRURAI9ufQKV8mlhYhDvYuwfqukoxqk/PNVo0xVJkiRJkrRsGCRqYYnaIGyrubz5RPfm08ubmzMj5LsuJRseZajQycFtY5+ViSBXgOE5lze3jzZdOTjHB0mSJEmSJC18BolaWIIkZHvjsuEapKM4GDyze/Mlq/N0dz0IwLaHUmOupZJxk5bB4TnONREBFcjvnuODJEmSJEmSFj6DRC086S4gUVPJcGK0vLlYHvv+pd2HGFrRBMBj26+gXDrjrMRkXN5cPqPr84xF7ZDfCcWBOT5IkiRJkiRpYTNI1MITdUDYAqXaOiI3ZCCZgPJpYWJjVKTYfQlN6QPkiyvY/9jRMfekI8iPQH7OTVdaoDQABZuuSJIkSZKkpc0gUQtPIoLM2pqDxMwk5c2XrepnZdejAGx9ODvmWjIBlSoM1tYgenJBAMlGGNoC1fL04yVJkiRJkhYpg0QtTJluqFbi1zQmK2++pOswx1vbAdi888kUR8Y+K52C/tzYRi2zYtMVSZIkSZK0DBgkamGKOiHVXHPTlYZ0HCiefuZhNixBz4W0NuxmpNzIvkfGljdnwngXY26u5c2JKA48czZdkSRJkiRJS5dBohamVGPcdKXUV9Pw7Iny5pGx71++6ijtK7cCsOWRljHXgtHVP5Cb82xPNV2pMfiUJEmSJElabAwStXBl1kBlBKrVaYcmEnF588gZZcoXrzzCsdYeALbueRKF/NgBmSg+J3Fk+gbRU0u1QLEfhm26IkmSJEmSliaDRC1c6U5INEC5to4oE5U3p1NlUj3r6WjaSqmSYe9DZ3RvTsUhYm54jnMNAkg1wNBWm65IkiRJkqQlySBRC1eqNS4ZrrG8OZOOzz0cObO8uecIzZ17ANj8aMfYi0EcPvbna9r4OLWoI264Ujg0xwdJkiRJkiQtPAaJWriCABrWQbm2QwyTCWhphMIZGwIvWnmEw61rAdi+70kMD45NGjMRDOXjxitzkoji3Yi5XXN8kCRJkiRJ0sJjkKiFLeqEIIzPSqxBQxoCoHJaeXOYrNC0ajVdrY9QqabY/eDxMfeESSjOR3kzQNQ22nRlaB4eJkmSJEmStHAYJGphi9rjcK44w+7NZ+wuvLznENmOgwBsfnTV2IsBpFLQl4PKXMubbboiSZIkSZKWKINELWxBEjK9UBqsaXgyCc0N47swn995lAOtFwKw6+ATyB0fu/0wG0KuAMOFuc43AansaNOVyvTjJUmSJEmSFgmDRC186a74Z43dkJsyQDC2vDmVqNKxqo2etvupkmDnAwNj7kkm4/FD81HeHHZA4YBNVyRJkiRJ0pJikKiFL+qAsHVm5c3hROXNB4k64mc89ljv+I9JQt8QlGvLKyeXTMeh5/DuOT5IkiRJkiRp4TBI1MKXTENmDZQGph/LaHlzdnx583ntxznQcikBZfYeuYyBw2O7QacjGC5Cvra+LlMLV8DQDijV1nFakiRJkiRpoTNI1OKQ6YFKqeZzBxuz8c/ThycTVbpXN7Cq4+cA7Lx/bGflRAKqVRjIz8N8T+ygLNh0RZIkSZIkLQ0GiVocog4Im2tuupKNIB1C4YxdiZf3HCTRESeFmzafP+6+dAj9OSjNtbw5SEAyA4PbbLoiSZIkSZKWBINELQ6pJkh3Q6m/tuGj3ZvPPCdxXdtx9rc8gWQwwsG+Czm+b2y5dDqEkeI8NV2JOmBkP4wcnoeHSZIkSZIk1ZdBohaPzGqoFGoe3piJf56+ITARwLrVCVatvA+AHQ+MPRAxCOLXwHwcbZjMQKUIeZuuSJIkSZKkxc8gUYtH1AmJLJRrO8SwIQ3RBOXNG3sOUmmL08VHt1xCtTr2eiaEweF4Z+KchSsgt8OmK5IkSZIkadEzSNTiEa6AqD1uYlKDVBKasuPLm9e29nOg9QrCZI5jg70c3X18zPUoBcUSDNW++XHqOReP23RFkiRJkiQtegaJWjyCALK9UB6afuyophPlzaftOgwCOH91iVUr4+7NOx48oxlKAMkE9A8xbrfizOecgEQGhmy6IkmSJEmSFjeDRC0u6ZUQhFAZmX4s0JCJdxiOTNC9ubAiBODRrRupVsYmhpkw3pE4PB/lzVE7FPbDyJF5eJgkSZIkSVJ9GCRqcQnbIWytubw5HC1vPjMQ7Gke5HDbFaRTffTnV3Fo+7Ex11MpKJUgNx/dm5NZm65IkiRJkqRFzyBRi0siFZc3lwZqvqUpC1RHX6OCAC7qydPd9SAA2x5KjrsvTEHfEFTmoyL5RNOVGhvFSJIkSZIkLTQGiVp80t1AANVyTcOz6bi8+czuzZf3HCTX2gjApm1PpFIemxhmIsgXIF9bFfXUwhVQPAbDNl2RJEmSJEmLk0GiFp+oA8IWKPbXNjwFjRkonBEIdjUPcaztCTRER8iNtHNwy9Ex15MJqFRhaD7Km4MEJNIwtH0eOrhIkiRJkiSdewaJWnySGcisnlF5c3MWKjCmvBng0lX9rOx6BICtD6XH3ReNljeXa9v8OLWoAwr7YOTwPDxMkiRJkiTp3DJI1OKUWQXVYs27+06UN0/Uvbm/tQ2ATTueTLk4trw5HcLwCOTmo7w5mYVKAfKPz8PDJEmSJEmSzi2DRC1OYQckm6A8WNPwKBwtbz6je3NHY57BtstozuynUGph36NjdwsmRv8LGZyvHinhCshtg/J81EtLkiRJkiSdOwaJWpzCZkh31XxOIoyWN5/RvRngslVHae/aDMDWR5rH3ZeJoH9o/G7GWQlXwIhNVyRJkiRJ0uJjkKjFK7t2Rjv7GtKQSk5U3nyIo809AGze/WSKw2MHpEdLovPz0nQlCckIcjtsuiJJkiRJkhYVg0QtXlFH3HilXFvdcRRCY3Z8efOK7DAjHReyomEXxXIDex85MnZAAIkA+uervDnqhOG9MHJk+rGSJEmSJEkLhEGiFq9wBURtUOyr+ZbJypsvX3WY1q6dAGx5pG3cfekwPiexMG9NV4Zh2KYrkiRJkiRp8TBI1OIVJCCzDspDNd/SEE1c3nxZ90EONK0DYOvjT6FwRpvmKAXFMgwV5jzrWLgChrZBeb4eKEmSJEmSdHYZJGpxS6+EIIRKbVsFoxAaMjByRnlzS2aExMpeOpq3UK5G7Hnw6NgBAaQScdOVeTnaMFwBxWNQsOmKJEmSJElaHAwStbhF7RC21ty9OQigpQFKE5U39xyisTMO9rZs6h53byaCXAGG56O8OUhCkIKh7TZdkSRJkiRJi4JBoha3RBh3by4N1HxLdrS8uVge+/5lXYfY13QhANv3PYnhM7qrpJJQqsDgfHRvhlNNV4pHpx8rSZIkSZJUZ7MOEr/whS9w9dVXs3r1anbujJtU3HTTTXzzm9+ct8lJNUl3QwBUy9MOhbhxSkM0vntzY7pItquLrtaHqZJk1wPjm7hEybi8uVyZh3mnGqA8DHmbrkiSJEmSpIVvVkHipz/9ad797nfzohe9iOPHj1MuxwHOihUruOmmm+ZzftL0og5INte8KzEIoKURShPkjhu7DxJ1HgPgscfWjruejiA/Avl5a7rSCjmbrkiSJEmSpIVvVkHiJz/5ST7zmc/w/ve/n2QyefL9K6+8kgceeGDeJifVJJmF7Goojt9BOJlsGlIpKJ3RvfnS7sPsabqMgAq7D13B0NHBsR+VgEoVBsdWPc9e1AYjx6Cwf54eKEmSJEmSdHbMKkjcvn07T3nKU8a9n06nGRoamvOkpBlLr4JqqebGJZnR8ubhM8qbs2GJtpUtdLc/CMDOB8av53QK+nMT72icsSAZv3I7bLoiSZIkSZIWtFkFiRs2bOC+++4b9/53v/tdNm7cONc5STMXdUCyEcq1BdknuzdPcNbhxp6DJNvj5zz22HnjrmfC+HzF3HxVI0cd8TmJxWPz9EBJkiRJkqT5l5rNTe973/t4+9vfzvDwMNVqlZ/85Cd8+ctf5iMf+Qif/exn53uO0vRSzRCtjEuEU0013ZLNQCoR7yxMnarQ55Kuw/y46QrCoMS+Y5fSf/BHtHS1nLwejMbvA7k4jJz73Bvjeef3QtQ+Dw+UJEmSJEmaf7MKEt/whjdQKpX43d/9XXK5HDfccANr1qzhL/7iL3jVq14133OUphcE0NAblwjXKB1CJg2FkbFBYjpVprsrIuq4n72Hn8rO+4e54nktY+7NRDCQh5ESRLP6r+gMqRbIbYXmiyERzcMDJUmSJEmS5tesSpsBfvu3f5udO3dy8OBB9u/fz+7du/mv//W/zufcpJmJOiCZgXJtnVASAbQ2TNK9uecg1fb4AMVHN1887vjCdAqKJcgNz3XSo6J2GDkKwzZdkSRJkiRJC9OsgsR8Pk8ulwOgs7OTfD7PTTfdxPe+9715nZw0I2Fb3AW51F/zLdk0JBJQPiNMvKjzCLsan0IqMczhgQ0cf/zo2AFBHET25eapR4pNVyRJkiRJ0gI3qyDxJS95CX//938PwPHjx3na057Gn/3Zn/GSl7yET3/60/M6QalmQQIy66A0WPMtmQiyE3RvjlIV1nZX6Ol8AIAdD47ftpiJYGg4brwyL6L20aYrx+fpgZIkSZIkSfNnVkHiT3/6U571rGcB8PWvf52enh527tzJ3//93/OJT3xiXicozUi6E4IUVGpL9xIBNDdAcYLy5st7DlJsi/8TeXTrRqqVsTsFwxSU5rO8OdUElRwM752nB0qSJEmSJM2fWQWJuVyO5uZmAL73ve/x8pe/nEQiwdOf/nR27tw5rxOUZiTqgLB1RuXNjWlIJqBcGfv+BZ1H2dX4VKLkIMeH1nJk55Fx96ZScDwHlfmqRk61wNAWqIzM0wMlSZIkSZLmx6yCxAsvvJBvfOMb7N69m9tvv53nP//5ABw8eJCWlpZp7pbOokQI2bVQrD1IzESQCePuzadLJaps6Bmme+WDAGx/KBh3bzaEfAGGC3Oa9SlhGxSPQuHAPD1QkiRJkiRpfswqSPyDP/gD3vve93LeeefxS7/0S1x11VVAvDvxKU95yrxOUJqxdHf8szpBvfIEEgloaZykvLn7IPkVWQAe3fZEKmdsW0wmoVKJz0qcF4kUkIShHfP0QEmSJEmSpPkxqyDx+uuvZ9euXdx77738y7/8y8n3n/vc5/Lnf/7n8zY5aVaizvi8wRk0XWlIx+clnlnevKHjGI83PplMeJzB4S4Obzs8/uOScHxofOfnWYvaYdimK5IkSZIkaWGZVZAI0NPTw1Oe8hQSiVOPeNrTnsall15a8zM+8IEPEATBmFdPT89spyTFkllIr4JiX823ZCJIhzByRnlzMlHlolWDdK18GICtD4Xj7k2Pdn3Oz9exhqkmKA/FHZwlSZIkSZIWiNRsbhoeHuaTn/wkP/jBDzh48CCVythtXD/96U9rftbll1/O97///ZP/TiaTs5mSNFZ2NQxtgmoVgvFnG54pOVrefOAYZM+4trH7IHevWAF7YdOOp/C00jaSqVMBeiIBVGEgD01n3jxbqWbIbYOmi+NzHyVJkiRJkupsVkHiG9/4Ru644w6uv/56nva0pxHUENRMOoFUyl2Imn9RJyQb4519qaaabmlIx5ljuRIHiyesbz/ONxuvpD29n6HCSg5uOsCqy1eNuTcdQn8OVrZCaj6y8LAd8rvjpivZtfPwQEmSJEmSpLmZVZD4ne98h3/+53/m6quvnvMENm/ezOrVq0mn0/zSL/0SH/7whzn//PMnHFsoFCgUTrXH7e+PO/MWi0WKxeKc57IQnfheS/X7nTXVDCQ6YPggZBpruiWVjF/5AmSjsdcu7j5OdeVmhvasZMvDTXRdWh1370AO+oagpWE+vkASKgno2wap7vl44Ky5BlVvrkHVm2tQ9eYaVL25BlVvrsHlrVg+9XcvFoukKud+HSz1NTiT7xVUq9Xq9MPG2rhxI1/5yld44hOfONNbx/jud79LLpfj4osv5sCBA3zwgx/k0Ucf5aGHHqKjo2Pc+A984APceOON496/9dZbaWiYl/RGmtDR4Xb27Wxg4OELiVKDPOVFdxMkZ5XDS5IkSZKkGo1Q4EON7wfg/UMfIiJd5xktPblcjhtuuIG+vj5aWlqmHDurIPG73/0un/jEJ7j55ptZv379rCd6pqGhIS644AJ+93d/l3e/+93jrk+0I7G3t5fDhw9P+0UXq2KxyB133MG1115LGHpW3oyMHIFD34ewA5KZmm4ZGoZdB6ExE3dxPqFahb+682l0PrCT/vwaXvz877DmirHlzSMlKFXgvG6I5iNjrFYhtwPafhGaa29iNN9cg6o316DqzTWoenMNqt5cg6o31+Dyli/nePadVwLw42feSzZ57jeSLfU12N/fT2dnZ01B4qzijiuvvJLh4WHOP/98Ghoaxv0Sjx49OpvH0tjYyBVXXMHmzZsnvJ5Op0mnxyfPYRguyT/k6ZbDd5x3qZWQaYPyAKRq64LSnIVsGkrl+OfpNq46SmH/Tvp3rWHro22se/LYs0GzCejLxYFiY2255TSCuCx7ZCckL4NEfXdAugZVb65B1ZtrUPXmGlS9uQZVb67B5al0WgPSMAwJk/VbA0t1Dc7kO80qmXj1q1/N448/zoc//GG6u7vn1GzldIVCgUceeYRnPetZ8/I8LXNBErLr4Pg9kO6q6ZZkMg4TD/WNDxIv7znI7c1rANiy5yk8M38/4emHKQZxk5b+IVjRWFOz6OmF7ZDfM9p0Zc08PFCSJEmSJGl2ZhUk/sd//Ad33XUXT3rSk+b04e9973v5tV/7NdatW8fBgwf54Ac/SH9/P6973evm9FzppHQnkIBKqeYdfU1ZONQPlQokTuvevKplgKHmX6SzcQvHhs7j8YcOc96Vq8fcmwlhqADDxfENW2YlEcaJZH6nQaIkSZIkSaqrxPRDxrv00kvJ5/Nz/vA9e/bw6le/mksuuYSXv/zlRFHE3XffPa/nLmqZizogbIVSf823ZCNIp+IS5dMFAWxcdZjGzr0AbH505bh7UykolSA3PKdZjxW2Q243FGv/DpIkSZIkSfNtVjsS/+RP/oT3vOc9fOhDH+KKK64YV0tda+OTr3zlK7P5eKl2iQiya6H/QYjaa7olmYSWhri8OXPGrsLLew7yT80XALBt31MYGfwJUdPYg17DFPQNQVvT2B2Ns5ZqhsIhGN4L4dJsKiRJkiRJkha+WQWJL3zhCwF47nOfO+b9arVKEASUy+W5z0yaL+lu4EGoViCoLdlryAB942/pahqi2LqRlS0Pc7j/YnY9cJwLrxobJGaieEdivgCNtfV4mVoQQKoRhrZC44V1b7oiSZIkSZKWpxknEsVikWc/+9m8+tWv5tJLLz0bc5LmV9QJqSYoDcRlzjVoSEMUQqE0dldiEMS7Evv3Hob+i9n82CouvGrsvckEVKowODxPQSLEuynze226IkmSJEmS6mbGQWIYhjz00EP8yq/8ChdddNHZmJM0v1IN8a7E3I6ag8TUaHnz4QnLmw/xtaaNAOw88GTyx+8ku6J5zJgoBf056GyJS6XnLBEBVcjvMkiUJEmSJEl1MasT3F772tfyt3/7t/M9F+nsya6BShGq1ZpvaczEP8+8pbMxR3JFB10rHqJKgl0PDIy7Nx3C8EjcwXneRO2Q2wXF8Z8nSZIkSZJ0ts3qsLWRkRE++9nPcscdd3DllVfS2Ng45vrHP/7xeZmcNG+iTkg2QDkXnzdYg5PlzcWJm64c3jsAx2HTY+u55FnFMddPNFkZyMc7G+dFquW0piuXzNNDJUmSJEmSajOrIPHBBx/kqU99KgCPPfbYmGtBEMx9VtJ8S7XEYWLxUM1BYioJTVk42j8+SNzYfZAvND6RiDKPH3kCQ4d/QGPnijFjMhEM5mCkNS51nrMgiM96zG2FpgshmI+aaUmSJEmSpNrMKt74wQ9+MN/zkM6uIICGXji6a0a3NWXiILFajR9xQlvDMI0rGunouI99R57EzgfybHzOijH3plPQl4P8MERN8/AdYLTpyj4YPgDZ1fP0UEmSJEmSpOnN6oxEaVGKOuOmJeXaDy7MpuPdhCOl8dcu7zlItX0EgEcfu3D8gAASAfTnZzvhCSQioAL53fP4UEmSJEmSpOkZJGr5iNogbINSX+23pOLy5kJx/LWNPYfYln0qyWCEA30X07/v6Lgx6RAG81AYmcvEz5xUO+R32nRFkiRJkiSdUwaJWj6CJGR7oTQ4o9uaMqOdm8/o3tySKdDRnqC780EAtj8wPi2MUlAsz3P35lQLlAagsG8eHypJkiRJkjQ1g0QtL9FKIAGVCWqVJ5HNQDhFeXNpRXx44qYtl1GtnJE2BpBKQP8QnHlp1oIg7kA9tBWq5Xl6qCRJkiRJ0tQMErW8pDshbIFSf823RKl4V+LwBOXJl3UfYlv2KYTJHEcGz+P4nkPjxmQiyBXmu7y5AwoH45ckSZIkSdI5YJCo5SURQWbtjIJEiM9JrMC48uamdJFVnRW6Oh8GYPuDwbh7U0koVWBweJZznkgigmoFcjZdkSRJkiRJ54ZBopafTHccwlUrNd/SMEX35o09BxleEQHw6NYnUK2Mf26UjMuby7V/5PRONF2Z4ZmPkiRJkiRJs2GQqOUn6oRU84wCuCiExszE3Zsv7TrE9uxTiVID9OVXc2T7+HLjdAT5EcjPd9OVYj8M23RFkiRJkiSdfQaJWn5SjZDuglLfjG5rzkJ5gu7NDVGJdZ3DdK18BIBtD4Xj7k0m4s7Pg/nZTnoCQQApm65IkiRJkqRzwyBRy1NmDVRG4nSvRtkIwuTk5c2Drc0APLr9SVTK44O9dAj9OSjNZ+YXto82XRnf5EWSJEmSJGk+GSRqeUp3QiIL5dq3CKYjaMjAyATlzZesPMzOzJPJRkcZKqzk0OYD4+9PxaXRufksb06m492IeZuuSJIkSZKks8sgUctTqhWijhmXN7c0QGmC8uZMWOb8rgE6Vj4GwNaHG8bdGySAAAZys5zzZKI2yO2A0tA8P1iSJEmSJOkUg0QtT0EADeugPLNU70R5c3GC8uSN3Yc43toJwKadT6U8wdbFbAgD+YnLo2fNpiuSJEmSJOkcMEjU8hV1QhDGZyXWKB1CQ3ri7s0XrzzM3vQVNGUOMFxs5cCm8d2boxQUS5AbnsvEzxAkIJUdbbpSmccHS5IkSZIknWKQqOUrao/Lgou1lzcHATQ3QGmCvC5KVbiw+zgrVm4HYMsjLRM8ABIB9OVm1OdlemEHFA7YdEWSJEmSJJ01BolavoIkZHqhNDij2xrSkErGOwvPdHn3QQ43rwbgsd1XUhoe31klE8HQ8MS7GmctmYZqCYb3zONDJUmSJEmSTjFI1PKW7op/Vic49HCyW0JoiCYOAi/sPMrBzCW0NuyhWG5g78Pjy5vDs1HeDBC2wdB2KM13NxdJkiRJkiSDRC13UQeErTMub25pnLi8OZWscEn3UZo7452BWx7tnPAZYQqO56Ayr+XNrXEX6oJNVyRJkiRJ0vwzSNTylkxDZg2UBmZ0WzYNqQSUJtjIeHnPQfY3bwBgy95foDg0NP7+EPIFmKDyefaCBCQyMLjNpiuSJEmSJGneGSRKme64tHkG4VsmjMPE4QnKm8/vOMbx7Abam7ZRrqTZ/eCxcWOSSahU4rMS51XUASP7YeTwPD9YkiRJkiQtdwaJUtQJqSYoj985OJkggJYGKE3QcCWZqHJZ9yGynXEH5S2beib+2CQcH4Jy7cczTi+ZgUoR8rvn8aGSJEmSJEkGiVIcIkZdMzonEU51b56ovHljzyEeb7oEgO0HnsJw//jS6XQU72jMj8xq1pMLV0BuB5Tz8/xgSZIkSZK0nBkkSgDZNVCZ2YGF6Qgy6Ym7N5/Xdpx8wyo6WzdRqabY/cDxcWMSCaAKA/Od94UroHgchm26IkmSJEmS5o9BogRxeXMiO6NdfIkAWhugOMGOxMRoeXPUEe9yfOyxdRM+Ix1Cf27iXY2zdqLpytBWm65IkiRJkqR5Y5AoQbyLL2qfcXlzNg3JxMTnHF7ec5CdjU8AYNehJ5M7enzcmHQII8Wz0XSlHQoHYOTIPD9YkiRJkiQtVwaJEsTdU7K9M2q4ApCJIBtN3L25d0UflYZ2utoeAmDn/eOfHQTxayA3q1lPLpmFyohNVyRJkiRJ0rwxSJROSK+EIIwDuBolAmhumLg0OQhgY89BEu3xdsPHNm+Y8BmZMD4ncWSCMHJObLoiSZIkSZLmkUGidELYDmHrrLo3JwIoT3Ac4eXdB9ne8CQSQYm9xy5n8MDhcWOiVHzO4tDMer1ML2yF4jGbrkiSJEmSpHlhkCidkEjF5c2lwRndlo3iEufCBBsZV7cOEDY20NUelzfveGCCtDCAVAL6BqFanc3EJxEkIZGGoe3z/GBJkiRJkrQcGSRKp0t3xz+rtbdRTiSgpQFGJitvXnWQclu8XfHRLZdSrYwP9TIh5AoTn7U4J1EHFPbbdEWSJEmSJM2ZQaJ0uqgDwhYo9s/otqnLmw+xLftUkokCh/ovpH/vwXFjUqn4nMWh+T7OMJmFyjDk98zzgyVJkiRJ0nJjkCidLpmBzGooDczotkw63lU4MkF5c3fzIE3NKbo7HgZgx4MTpI1AmIK+HFQmvjx74QrIbYPy8Dw/WJIkSZIkLScGidKZMqugWpzRuYLJBLQ0TlHe3HOQQlsKgEe2PoHqBGlhJoJ8IX7Nq3AFjNh0RZIkSZIkzY1BonSmsAOSTVCeWdOVhnQcGk60o/DynoNszfwCYXKIY0PrOL5z/7gxyUScXQ7O98bBIAnJCHI7bLoiSZIkSZJmzSBROlPYDOmVMz4nMRtBOoTCBA1TVjblaG8p09X5CABbH0pN+IwoBf05KNfe66U2UScM74Xi0Xl+sCRJkiRJWi4MEqWJZNfO+EzBZHK0e3Np4uuX9xxkcEUTAI9uezKVCdLCdAjDIzA03+XNNl2RJEmSJElzZJAoTSTqjBuvlGfWRrkxA0xS3ryx5yA70k8hE/YxMNzN0a3jzyxMjP4XOTDf3ZsBUq2Q2w7l+U4pJUmSJEnScmCQKE0kXAFRGxT7ZnRbNoq7N09U3tzeMEzXimE6Oh8DYMvDmQmfkYlgMDf5zsZZi9pg5CgUbLoiSZIkSZJmziBRmkiQgMw6KA/N6LZkEpqzU5U3H6JvRTsAm3b8AuXi+MQxnYrvz52NpitByqYrkiRJkiRpVgwSpcmkV0IQQmVkRrc1ZuOf1YnKm7sPsjN6Eg3RYXIj7Rx6bHz3ZgJIBGepvDnqhPzjNl2RJEmSJEkzZpAoTSZqh7B19t2bJ9iV2JotsKZtkLaV2wDY8kjzhM9IhzCYjxuvzKtUQ9xEJv/4PD9YkiRJkiQtdQaJ0mQSYdy9uTQwo9tSSWhumPicRIi7Nx9pWQXAY7uupFwY3/wkSkGxDLmz0RclbIHcNpuuSJIkSZKkGTFIlKaS7o5/Vsszuq1xtI/KROXNl3UfYk90Gc2Z/RRKzf8/e38eHVl+13ne77vGqtCeUu57Vmbtdi1esY2NMZgGPM0cegz2w2KPaWP7DMNhjmmbhvYBP8D0U7abBhu6G4qePva42hjcgKEoG3dt3mpx2bVlVu57pnZFKPbtPn/8QqGQFKEtpQwtn9c594QUce+NK6VSUnz0/f6+XD/evL3ZtSGVgepqL2fo99SGrjR5XhERERERERGRFhQkiizE7wW3Y9lVidEQ+C3amztCRfb1pEj0XwTg1InepucI+6YicdXbmzV0RURERERERERWQEGiyEKcCIS3L3udRLc2vblVe/Otg8MMdewF4NTleynn5k+Hdh0oVyGz2tObwQSkuStQmliDk4uIiIiIiIjIZqQgUWQx4R0QlJZdvVdvb25y2LGBUYb8Q3TGLlGuRrjy0mjTc/iOaW+uNGmRviFuDKo5yF1d5ROLiIiIiIiIyGalIFFkMX4vODGozK8aXEg0bIamFJu0N0f9Egd6J4j1mXUKT50YaHqOkA+5IuTWYi6Km4DsGaiudu+0iIiIiIiIiGxGChJFFuN2gN8PpeSyDvMciEcg33J68whX44cBOHPtXopT89unHdtUNKZzy77qxU0PXclr6IqIiIiIiIiILE5BoshiLAuiu6Gy/MUK4xEgqG1z3LJtlAl/Nz0dZ6gGHpdfar5eYciDVBbKyxscvTjLMZuGroiIiIiIiIjIEihIFFkKvxecMFSWVxoYCZn25mbTm8NemYN94/i9JkA8+cqupucIuWZoS3Yt2pv9ntrQlck1OLmIiIiIiIiIbCYKEkWWwus2W3l505t91wxdKbRYhvC2wWEuxW8F4PzQq8lPzK9KtGzAgqnsci96Cdw4VLOQ19AVEREREREREVmYgkSRpbBsiOyGcnrZh3ZEap3NTbqHj/SPkfG30d/5CgE2F1+YanqOiAdTOSi2WG/xhrgJyJyG6lqcXEREREREREQ2CwWJIksV6gfLXXbgFgmD12J6s+9WONw/ht1rJkKfPLWv6Tl8F0rlNWpv9rqhNA4FDV0RERERERERkdYUJIosld8LXufK25tbTm8e5nzsTiyqXBq7i+zIyPydLHAsSGbXYC6K7QIOZC6s8olFREREREREZDNRkCiyVLYH4Z1QWl6QCKa9udpievOhvnFKfif9PccBuPBC8+nQIR8y+daB5A3xeyB/WUNXRERERERERKQlBYkiyxEeNLdBZVmHRUPgOs3bmz2nypFtYwTd5sETpw83LTv0XChXINs8Z7wxbtys/5jT0BURERERERERaU5Boshy+H0zodtyDvMgFlm4vfls9G5sq8T1yWNMXWu+XqHnwGS2Vt242rwEZM9o6IqIiIiIiIiINKUgUWQ5nAiEtkMpuexDF2pvPtg7jhWKsK3XtDeff7F5xWPYg1wB8msydKUHCqNQGFqDk4uIiIiIiIjIRqcgUWS5IjtM1d4yp55E/dbtzY4dcHRglGK3A8CJM7cRVKvz93OgWoX0WrQ32y5YNmTOr8HJRURERERERGSjU5Aoslx+L7gxqGSWd5gH0TAUW3QO3zowzLnI3bh2ntGpA6QuX2t+HheSGagsb5nGJV7k9NCV5VdcioiIiIiIiMjmpiBRZLnchFkrsby86c2WBYkolFu0N+/vmcQLufT3mfbmsy9aTc8T8iBfglxxuRe+BE4cyhkNXRERERERERGReRQkiiyXZUFkN1Ryyz40UmtvLjWpJrTtgGMDI2S7ogAcP3s3QXX+jrYNBDC1/KdfnGWBF68NXWnSgy0iIiIiIiIiW5aCRJGV8HvBDkFleYsVhjyzVuJC05vPh+/Gd6dIZncycfZKy/Okss0DyRumoSsiIiIiIiIi0oSCRJGV8LvB615Ze3MMyi0CwN3dSaKRgL6+UwCcedlvul/IM2stZtdk6IoHFpC7sAYnFxEREREREZGNSkGiyEpYDkT2QDm97EMjIXBdKDfpHLYtODYwQqqzE4AT5+6hWp6/GKJlmaxvKrvsp18arweyl6C0vKBURERERERERDYvBYkiKxXqA5xlryUYrrU35xdob74QvouwN0m6sI2x080Hn4R9s05iqynQN8TtMCFpXkNXRERERERERMRQkCiyUn4veB0rn95cbf74zs4UiUiJnv4zAJx+Od786V2zRmKmsKynX/pFujHInNXQFREREREREREB1lGQ+Pu///tYlsWv/dqvtftSRJbG9iG8C0rJZR8aCYNrN18r0bLg1sFhxhPbADhx4T6qpSaLIVrmHMk0BMGyL2Fxfg8URqA4ugYnFxEREREREZGNZl0EiU8//TT/6T/9J+688852X4rI8oQHzW3QorywhZBn1kpcqL35cuhWYqER8qUuhk5ca/70HmQLrc9zQ2wfCCB3aQ1OLiIiIiIiIiIbTduDxHQ6zc///M/zn//zf6a7u7vdlyOyPH4fuHEoTy3rMHu6vblF1/BgR5qeWJ7OfjM5+fTx5v83XNdUNWZyy3r6pfO7IX95jU4uIiIiIiIiIhtJ24PED33oQ/zET/wEP/IjP9LuSxFZPjcKoYEVtTdHQ+A4C7c3D3fsAeDkpfso5zNNz+O5kMxCdXlFkUvjJqBUC0mzFyB/3XyslbVYmFFERERERERE1jO3nU/+xS9+ke9973s8/fTTS9q/UChQKMwEGKmUGXJRKpUoldait7P9pj+uzfrxbQreIJROQ6lqEsAlsm0zMCVbgFho/uPH+od48sz97I+cYCq3g6svDrHzVfvnP71rKhKnshAN38gH0lzJ7TO3Q0+Y7xh2yLQ922HwEiZsdCJms8Nmc0Jgtf3vFLJJ6PugtJu+BqXd9DUo7aavQWk3fQ1ubaXKzL97qVTCrd78r4PN/jW4nI/LCoI1GdOwqEuXLnHvvffyyCOPcNdddwHwlre8hbvvvpvPfOYzTY/5d//u3/GJT3xi3v1f+MIXiEaja3m5Im3x2OUfZt/1Z7h26R4ObX+cvteuRdmhiIiIiIiIyPpUpMAnYx8H4OOZT+LTpBJHbkg2m+Xnfu7nSCaTJBKJBfdtW5D4la98hf/lf/lfcBynfl+lUsGyLGzbplAozHoMmlck7t69m9HR0UU/0I2qVCrxta99jbe//e14ntfuy5FmggBGHoXyKIS2L+vQXAEuDJvBK06TYsYnz+3l5RMOvNyFa+f5/3zg27ixzvnnKZoKx33bTLv0aiqVA7727BRvv6cDz12g4jIIIChBtQhBEaqF2tu1bzGW3VDNGAGvE9wOcMKzqxltf1mVnbL56fugtJu+BqXd9DUo7aavQWk3fQ1ubblKljc9eS8Aj7/xGSLOzS8k2+xfg6lUir6+viUFiW1rbX7b297GCy+8MOu+X/qlX+Lo0aN89KMfnRciAoRCIUKh+cmz53mb8h+y0Vb4GDe0xB4YvwQLBW1NOLZpRy6VwG/Slnz79hEeP3M/h+IvMJney7UT4+y7v2vefrEQpHJQrEBijf4447nWwkEiFhCqbU1UyyZYrBagmoT8CARlIADsWsDom1DRTYDbadagnA4Zp9un1TK9Zen7oLSbvgal3fQ1KO2mr0FpN30Nbk1le+bf3PM8PKd9XwOb9WtwOR9T24LEjo4Obr/99ln3xWIxent7590vsu75vSYEqxTM+oBLZNtmevP18eaP98ZyDCbShHvHIL2XU6/sYN/98/ebztamcuZ865Ltmo0mFxhUZ0LGSs4MdKmewYSMgOXWqhlDZkp2YzWjHWlYo3HzfUMXERERERERWS/aOmxFZNPwe8DrhnIKnP5lHRoNgW1BpWoqFOe6bXCYZ8aP4gFnr99HMfkYfmfPvP3CPqSzUOw0Q1w2FMuutTg3KctsbJmuFqE4AvkrEEyPu661TDshc7zbZYLGWSFjrW1aLdMiIiIiIiIiK7au4oZHH3203ZcgsjKWA5HdMPkshJYXJEZ8EwIWis2nLt86OMI/n3ottySeZSx1iIsvJjn0hvlBYsiFySxk8+DHV/qBrEOWBVat7bmZoDJTzVhOQ3EM6lO8rJmWaTtk2qW9BLixJi3Tq7y4pIiIiIiIiMgms66CRJENze8HbLMWoL30/1q2DR1RGJpo/nhXJM+uziRObxpScPLkXg69ocmOlhnYkspB12YKEhdjOTNh4FxB0LAuYxHylyFbZHbLdC1kdGLgdYHXMTtgtMPLalcXERERERER2awUJIqsFr/XVLuVU6bVeRliIVN416q9+dbBYb41djth4OLIq8iPfY1w77Z5+4U8yOQgXzRVjlueZdVanlsNgCnNBI2lcShcNwNggmD2lGlnesp0ApxoQ7t07VYDYERERERERGQLUJAoslqcEIR3QfrlZQeJ4ZAJAYsliDTJvG4dGOGRVw6xu+spRiaPcuHFDLe8ef5+vmsK7rIFBYlLYnu1AS2x+Y/VW6aLUMlCacK8XT+21jJthUyA7CXAic8JGSPLqk4VERERERERWc/0CldkNYUHYOpFM4V4GVVqTm1689Bk8yCxI1xkb3eSIFWCSXjl1GFueVNp/vAQC1wbkhnT3mxrtsjKLdYyHTRUMxauQe6C+XefPrZezRg1LdNuojZQpqFl2g5pAIyIiIiIiIhsGAoSRVaT3wdu3Az98BLLOjQWBguoVs26iXPdNjjMN0bupIMyV8bvIDP098QGd87bL+ybisR80UyEljUwawBMkwUpgwpUCrUBMEkoDJuWaXPwTDWjEzEBo9sJbnTOAJiwBsCIiIiIiIjIuqIgUWQ1uTEIDUDu4rKDxPr05hbtzUcHRvjHE4c50Ptthsdu4/yLZW4bbHIJjllrMZNXkNg2lmOCQaLzHwuqM5WMlRyUklA9w+wBMKHalOl4bW3Gjtnt0k649RRrERERERERkTWiIFFktYV3Qub0sg9zHOiIwEiyeZAY80vs75mgnLJgDE6cPsZtb0s3baH2HUhloKej+fAWaSPLrrU4h5s/Pr0uY7UIxRHIXzEVjgDUBsA4IXO822WCxnkhY1gt0yIiIiIiIrLqFCSKrLZQnwl1ytlaVdrSxSMwklq4vfnh4bvotjIMp25h6srf0rFr9/xL8E1FYq5gzikbyHTbczP1ATAF0z5fHDOTp4FZLdN2yLRLewlTJTurZTqilmkRERERERFZEQWJIqvN7QS/F0rjyw4SI76Z3tyqvfmWbaN81T1Cf+/3GBq9g7Mvwl275u/n2GYeSDqnIHFTWWwATLUIQdGsz5i/DLmiuR9qLdO1kNGJmQEwXsfsgNEOm2pHERERERERkSYUJIqsNsuC6B4Yv7zsQx0HEgu0N0e8Mgd7x8mnfRiFE2fu5M7qKJY9v8Is5EEqC32dZt1E2eQsqxYChsyainNVy6aSsVowIXfhuhkAEwSm3bo+ZTpSW5cxYSZO19ulpwfAqFdeRERERERkq1KQKLIW/D6wPFMhtsyhGNEwkDQzOZplNrdtH+bvhu5mmzPGeGYfyfPP0XVg37z9Qi6kcqbFuTO2sg9DNhHbNRtNvhjqLdNFqGShNGHerh9ba5m2QqaK0esEJz4nZIzUzi8iIiIiIiKblV71iawFr9u0jpaSEOpf1qHREPgeFMpmivNcR/rHsLxb6O09xfXhuzj7sserD8zfz7IBy7Q3K0iUBS3WMh2UZtZmLFw3U8mD6syx9WrGqPm6dxO1gTINLdN2SANgRERgZskJGm4Xu69SNm9W8mCX55xn3hMs8b5VOkez+5d13i1wjrX8/K/ZOebcV64NfsucqbW6NPxMn/fz3Wrx9tx9V7LfAse18zo26/XqdzcRaUJBoshasF2I7IHkc8sOEl0HElEYTTYPEkNuhUN946TTHTAMx8/dw6sqF7Gc+TtHPJjKQbFkwkmRZbMssKYHwMTnPx5UzJqM1QKUk1AYNi3T5uCZakYnYgJGt9OsHTprAExYA2BEblQQMCuEWov7WgVea3XeG7lvoeeqVmvvN2xB7b6A+ffV3w8azjnnfuY+Vp1zrsb9m1zrrNCmyfVXAHwYfhicGwiDFrIqgVnLky/9+JbXsYxruNHPxbz9rSb3LXb/cvZdL+dYYN+KBfTA+LfnfA02HtfsHEvZbzXO0ey6F3lswSCv8e5lBH5L2W/BcG45wWCL41ZyzLz3rRa7WTN3WA1vY7Xeb94xra7XYv41NBxXrv17V4uAXtiItJOCRJG1Mh0gBpVlhySxsAkSg6D57xq3DQ7z19fvZId7lVRuO+NnvkXvkfllib4LuSxkCgoSZY1YTm2oUJPBQkG1oWU6Zyp0q2eo/+JvubVqxhC48drajB2z26WdMAv/ErzGZr0YbfH2vBesS9lvgWOW8pxL3m8Fx2zI61zqfit8zulKnKkTtUqcOQFVPWBqCJ6ahUv1t6sN79PiWOYHWY0hVONj9cudc11zP555gdvcx5p9ThY4Zt55l/JczYKAtbqv1WPTN3Nf0C7lhe30Y4sdM+expi+8Gx6rr2XS5HyWNfNvYYfBWcr3xGb7LDUkWe55W9y/7EqmdXDNyz73FlIOgBRE94G7AT5HS/1Z1vKYufu1Ci0Xeq6lHrOM45b887rVuRc6rsU1BSt9roWed4nHNR5TAYjDxNPQdx+4arkSaRcFiSJrxe8zwUgpBX73sg6ttzeXmlclHu4fw/Wgp/8M1669ijMvR+k90uRElnm9kcpCV0y/G8tNZtm1Fudw88erpdoAmCIURyB/BYIK5hfIWsu0E4KgNnlo9Inai5eGcGPuL7bzftEN5r8dMPv+ltVMjRe7ghcJN/rL/lKPWckLmCWHczd4bU0rR1ZSbXKjxyzx+HpgM+f+6UqcyWdqlThNqmmshrfrt6sQQC0UaGE1r+6Y3nfuY43hWatAa95555xz1jU1ueZWj+kH0A2qhThufGOEOCLttuSqvOXvJm0yHWZnzoKVh+7XLPs1loisDgWJImvFCUF4J6RPLPuHnOtAPALjqeZBoudUuaV/lIl0P1yD4+fv597SSWxvfmAT8s3AlXwJIsub+yKytmzPbM3UB8AUoJwBQlC8Xgt0pi3wG/9S1xKafdASjl/hMVaLd1bUftTq+JZPuM6O2YA2WiWOiIjIZhXdA/lLMPaYCRPD29t9RSJbjoJEkbUUHoCpl2g5gnkB8bAJElu1N986OMx/v3Ybu/0LZIu9jJ68wrbbDs7bz3NNa3M2ryBRNpDGATBWLcQJbVeIIyIiIrKVWY75w17+Mow+Dt33QXT/5voDpsg6t7xkQ0SWx+8zbUiVzLIPjYbNGofFcvPHD/aNE/KqdPVfAODU8c6W5/IcSGagulAHooiIiIiIyHpnWRDZbW7HnoSpl2trB4vIzaAgUWQtuXHwt5khE8vk1dqbC6UWp7YDjm4bYaRjJwCvXHwNlUK66b5hH3JFyBWWfRkiIiIiIiLrT2gbeAmYeAomnzXrb4vImlOQKLLWIjvNOm8rEA83H6Q57bbBYa6HDhEPD1EoJxg6fq3pfo4NlapZK1FERERERGRT8LpMoJh8Hsa/A5Vcu69IZNNTkCiy1vw+sMMr+qEWCZs1Dlu1N+/rmSTil4n3XQXg1In+lucKuaa9uVJZ9mWIiIiIiIisT24Morsh8wqMPrmibjARWToFiSJrzesEv3dFP9B811Ql5ovNH3fsgGMDI1zv2AfAqSuvoZxt/jwhz0xuzrU4l4iIiIiIyIZk+2boSv4SjD0OheF2X5HIpqUgUWStWbZZDHgFA1fArJNYhQXbm0f9vSSiVyhVolx9eaTpfrZtzjGlan8REREREdlspic6Fydg9DHIXmj3FYlsSgoSRW6GUD9YHlSXXw4YDS08vXlP9yTxUJFwnwkQT72yvfVleJDKQkntzSIiIiIistlYNkT3QFCpTXQ+UVt0XkRWi4JEkZvB6zEtzitpb/YgFm49vdm24NjgCFfiRwA4c/V+SlOjTfcNeVAsQVZDV0REREREZLMKD4ITgfFvQ/I5qLaoyhCRZVOQKHIz2K5pby6nV3R4RwSqi0xvTvrb6e44TyXwufziZNP9LAssYCq7ossQERERERHZGPwe0xmWfA4mn4KKqilEVoOCRJGbJTRgboPl9xVHQ+A6rdubd3WmSITzeL2m4vHkyT0tzxX2zTqJxRYVjiIiIiIiIpuCG4fwTkgdh7FvQmmq3VcksuEpSBS5Wfxe8BJQSi3/UA9ikdbhn2XBbQPDXIzdBsC5oXspTAw1P5dr1kjMFJZ9GSIiIiIiIhuLE4boXsidr010br4MlIgsjYJEkZvFCUN4B5SXHySCaW8uL9DefOvgCGmvl97O0wQ4XHqxRRu1Ba4NybTWHRYRERERkS3AdiG6H4ojMPYY5C63+4pENiwFiSI3U2gQgvKKEryID57TeuLy9sQU3ZEcVo9Z++OVUwdaPk/Yh2wB8mpvFhERERGRrcCyIbIXqgUYfQLSp1RZIbICChJFbia/D5w4VDLLPjTkQXSB6c2WBbcODnMhdjsWVS6Ovpr86NWm+7oOVKqQyS37MkRERERERDYmyzJdYrYHY9+C1PMrWsNeZCtTkChyM3kdZnJYKbnsQy2r1t5cZcHpzTm3k77uVwA4/2LrhRA9B5IZqFaXfSkiIiIiIiIbV6gP/G6YeAYmnoaKFpAXWSoFiSI3W2QXVPIrOnR6enOr9uZt8Qx9sQzlbvP+iVNHIWieFIZ8yBUhp5+ZIiIiIiKy1XgJiOyA1Isw8W0oL79rTGQrUpAocrP5fWbwSmX5fcUhD6L+wu3Ntw0OcyF2J7ZV4trkbWSuXWq6r2ObJUHSK8s0RURERERENjYnAtE9kD5jJjoXx9t9RSLrnoJEkZvN6zJl9Ctsb07EoLzAMh63Dg5TdKL09ZwE4NyLrXuXfRdSWahoWRAREREREdmKbB9i+yB/3YSJ+WvtviKRdU1BosjNZtkQ3rOigSsAkVp7c6swsS+WY6BjikK3D8CJM3cSVJvvHPYgX4SM2ptFRERERGSrshyI7oNyGkYfg8xZTXQWaUFBokg7hPrBcqFaXPahYc+EifkW7c1g2pvPR+7EsQuMTB0ifelC0/2s2neAKU1vFhERERGRrcyyzHr2lgNjT8LUyy3XmxfZyhQkirSD32NanEupZR9qWZCILtLePDBCxfHp6zXtzWdeclvuG/YhnYViedmXIiIiIiIisrmE+sHrhInvmqnO1QUqOES2IAWJIu1ge+avXeWpFR0eDYFrtw4Tu6N5dnamyHTFATh+9tUElebVjyEXCmXIauiKiIiIiIiICRJDA5B6Aca/DeVsu69IZN1QkCjSLqEBcxssf9JJyIdwqPX0ZjBDVy5Ebsd3MkxmdzN57mLzHS1wLEjltAyIiIiIiIgIAG4Morshc9K0Opcm231FIuuCgkSRdvF7we1YUVWibUHnou3NwwS2Q3ffGQDOvBxpuW/Ig0xu4WBSRERERERkS7F9iO6H/BUYfRzyQ+2+IpG2U5Ao0i5OBMLbV7ROIpiBK7YNlRZhYiJcZE9XkmRnDwDHz91HUG4+VcV3oVSGrKY3i4iIiIiIzLAciO41FYljj0O2+SBLka1CQaJIO4V3QFBaUU9x2IeIv/j05svhY4S9JOnCAGOnLjXf0QLXgWQGqmpvFhERERERmWHZEN1jlqUaexJSxzXRWbYsBYki7eT3ghODSmbZh9oWdEShtEB789GBESzborPvPACnjyda7hv2TUVivvlMFhERERERka0tPGg6yya/C8nvQ7Xc7isSuekUJIq0k9sBfh+Ukis6PBYyg1IqLf4YFg+V2NczwVhiOwAnLryWajHd/FIcc56MpjeLiIiIiIg05/eY13DJ52Diu1DRCyjZWhQkirSTZUFk94p/+IR9sxUWqCK8bXCE6+FDREOj5ErdDJ+42nJf34FkunUwKSIiIiIisuW5cQjvhKkTMPbNFa97L7IRKUgUabdQHzjhFYWJtg2JJbQ323ZAR98VAE6f6Gl9KbU1F3MauiIiIiIiItKaEzZDWHLnYewJKIy2+4pEbgoFiSLt5nWbrbyy9uZoyBQ2tqoijHhlDvZOMNSxF4BXLr+WSm6y6b6Obea+pJsPdxYREREREZFptgvR/VAcgbHHIHe53VcksuYUJIq0m2Wb9uZy87ULFxMOQdiD4gLtzbcODjMa2kNH5DrFcgfXjw+13DfkQTIL5QWqHEVERERERITa67m9UC3A6OOQPmWqM0Q2KQWJIutBqB8sF6qlZR/q2JCIQXGB4O+WbaM4TkCkbxiAUycGW1+KB8WShq6IiIiIiIgsiWVBeAc4IRj7FqSeh0CVGbI5KUgUWQ/8XvA6obyyRXqn25urLdqbQ26FQ31jXI0fAuDU1ddSSTdfw8OyAEvtzSIiIiIiIsvi94LfDRPPwMTTUNHi87L5KEgUWQ9sz0z9Kk2t6PCIbyoJCwsUNN42OMykP0hn7BLlapgrL421Pp8HUzlTmSgiIiIiIiJL5CUgsgNSL8LEt1e8hJXIeqUgUWS9CA8C1RWVwDuOmd5cKLfe53DfGJ5Txe+dBODkyd0t9/VdKJYhoz+giYiIiIiILI8TgegeSJ8xE52L4+2+IpFVoyBRZL3wesHtWPFfrGLhhdubfbfKkW2jXI4fBeDM9fspJa8339kC14JUVusEi4iIiIiILJvtQ2wf5K/D2OOQu9ruKxJZFQoSRdYLNwqh7VBKrujwiG+mNy/U3nzr4AhTfh89iXNUA49LL7ZekzHkm4ErC1U5ioiIiIiISAuWA9F9plhk7HHInFWlhmx4ChJF1pPIDjO5eQU/XBwHOiKmJbmVQ73jhNwyVo+ZpPLKyf0tn8tzoVyBrKY3i4iIiIiIrIxlQWSXCRXHnoTUSxC0aCMT2QAUJIqsJ34vuDGoZFZ0eCxiblv9XHKdKrf0j3IxdisAF0bupTB2ueX5PMe0N4uIiIiIiMgNCPWD1wmTT5mpzlVNtpSNSUGiyHriJkyYWG7dcryQ+vTmBaoSbxscJud10tt1igCbCy+1LjkM+5AvruhSREREREREpJHXCaFBSL0A49+Gsqo2ZONRkCiynlgWRPZAJbeiw10HOqILr5O4v3eCiFei2m2mQ79y6kjLEkbHhkrtocmMCRW1pIeIiIiIiMgKuVGI7obMKdPqXJps9xWJLIuCRJH1xu8FOwSVlS1OGAub21btzY4dcHTbCBdid2BR4fL43eSGLrQ8X7x2viujcPY6nBuCkSSkc1CprOgSRUREREREti7bN0NY8ldg9DHID7X7ikSWTEGiyHrjd4PXteL25mgI/CW0NxfdKH09pwA4/2LrxX6d2neJziiEXSgU4do4nLsOp6/BlTGYTJv7Va0oIiIiIiKyBJYD0b1QSpqJztnz7b4ikSVRkCiy3lgORHZDOb2iw93a9OaF2pv39kwS84sUuhwAjp+5HYLFywtd11Q8dsXMc1jA+BRcHDHViheGYCwFmbyqFUVERERERBZk2RDdY16LjT0JqeOa6CzrnoJEkfUotA1woLpAWeEC4tPTm1tUCNoWHBsY4WL0TmyryFDyKOlL55f1HLZthrF0RqErCr4L2YKpUDx33QSL18YhmYGiBpKJiIiIiIg0Fx4EJwaT34Hkcyt+HShyMyhIFFmP/F7wOlY+vTlkgr3iIu3NZdenr9e0N5972VrRcwFggeeaALMrZqoWq1UYTcLF4Vq14jCMp0zYWNUf2URERERERGb43eD3Q/L7MPHdFa+ZL7LW3HZfgIg0YfsQ3gVTL4Hfs+zDPceEeuNpCHnN99ndlSQRypPpisEoHD/zam6vDGM5/g1evFlXMRIyG4EJNDM5U53o2BByIR416zmGfRN6ioiIiIiIbGluHCwXpo6bILH7PvAS7b4qkVlUkSiyXoUHze0K18iIR4CgtjVhWXDr4AgXI7fhOjnGMvuZunB+Rc+1IMsMf5muVoyGzPqJI5NmTcVz1+DSCEykIVeEqga2iIiIiIjIVuWEzUTn3AUzhKUw0u4rEplFQaLIeuX3mb9IladWdPh0e/Ni05sDx6W39zQAZ14Or+i5lsOxIRKGzhgkoub9VMaEieeumfUVRyYhnYOyBraIiIiIiMhWY7smTCyOmTAxd6ndVyRSpyBRZL1yoxAaWPE6iX5twnKh2Hqf7YkpuiM5kgnTPn383L1Qya3o+VbCqlUrdkRNtWLYh1IJrk2YQPHMNbgyCpNpyBdbD48RERERERHZVCwbInugWoDRJyB9Ui+IZF1QkCiynkV2QmXlCVpHpNbZvGB78zCXo0fx3SmSuZ2Mn7m44su9Ua4D0bAJFRMRsICJKVOtePY6nBuCkaSpVqyoWlFERERERDYzy4LwDnBCMPZtSD0PgV4ISXspSBRZz/xecKJQya7o8EjYTFNeaHrzrYPDYNt0950H4MzL8RU912qzbFOhmIhBZxTCrqmuvD4O54dMteLVMUimoVjSH+dERERERGST8nsh1AOTz8LE01AptPuKZAvTrFSR9cztNGsllkbBjS37cN+FeNhMS/ZbTG8eiGfojWUYSwzCdTh+/jXcWzqO5XXc4MWvIgtc12wA1aoJR8emYCxlKhkjvmmRjvgQ8s3aiyIiIiIiIpuC22EmOqdeNMtRdd9n1tQXucn0UltkPbMsiO5ecUUimGnJ1UWmN982MML1yEEi/gSZYj+jr1xe8fPdDHatWrEzajbPgWzBVCieuw5nr5nKxWRm4WpMERERERGRDcOJQHQPZM/C2BNQHG/3FckWpCBRZL3ze8H2V1y+Hg2Zir1F25sti44+EyCePtG9oudqi9rAlnjETIKOhk3F4kgSLg6bUPHiMIxPQa5gHhMREREREdmQbN9MdM5fh9HHIHe13VckW4yCRJH1zu8Br3vl05s9iEWgUGq9T388y7Z4muGO3QCcuPR6gvzEip6v3RwbIiETKnZGwbUhnYXLo7WBLddhaAKmclDSOsUiIiIiIrLRWI4JEysZGHscMme0aLzcNAoSRdY7y4HIbihPrfgUHYu0NwPcNjjMaHgPsfAI+VIn109cX/HzrRvT1YpRMwk66kO5DMOTcP46nL0Kl0dgIg25Yu1zJCIiIiIist5ZFkR2mdeLY9+E1EsQqP1K1l5bg8TPfe5z3HnnnSQSCRKJBK973ev4x3/8x3Zeksj65PcDNlRXtuBf1F+8vfm2WntztNcEiKdPbFvRc61njmMmWXfGIBE1ay0mM3BpBM5dM+HiyCSkc1BWtaKIiIiIiKx3oX7wOmHyaZh4BqrFdl+RbHJtndq8a9cu/uAP/oBDhw4B8F//63/lp3/6p3nuuee47bbb2nlpIuuL3wtewrQ3+z3LP9wzawdmsq2nN3dH8+xIpLiWP4gLvHLldbwh+y0I9d7Yta9TlgUhz2xggsNCCTJ5TCVjbeJ1LGwGu4Q8c4yIiIiIiMi64nWC5UHqBajmoOs+cKPtvirZpNpakfiTP/mTvPOd7+TIkSMcOXKET37yk8Tjcb7zne+087JE1h8nBOGdK14n0bJMBV55kfbmWweHmQwNkohepVSJcfWl4ZVd7wbkOiY07IxBRxgsYGKqVq14Hc4PwWgSMjmoqFpRRERERETWEzcK0d2QOQ1jT0Jpst1XJJtUWysSG1UqFb70pS+RyWR43ete13SfQqFAoTAzuTaVMqFKqVSiVFpgksQGNv1xbdaPT5bB7Yfyy2ZCiLX8vwF4DtgW5Evm7WaO9g/z9ZOH8HsnILuDkyd3su1ukzxWttgCgp4z83kqVSCdh1TGhLKeZ8LGSMhUK/rr5jvp5lQqB7NuRW42fQ1Ku+lrUNpNX4PSbvoaXCoP/L2QuQSlx6DrXght/CWrSpWZPKRUKuFWb34+stmzmeV8XFYQtHe0zwsvvMDrXvc68vk88XicL3zhC7zzne9suu+/+3f/jk984hPz7v/CF75ANKqyXZHV8K2rb6SUCggd97CtAne85ltkygN44SKJvkm194qIiIiIiMhNU6TAJ2MfB+DjmU/iE2rzFW0+2WyWn/u5nyOZTJJIJBbct+1BYrFY5OLFi0xOTvLlL3+Z//Jf/guPPfYYt95667x9m1Uk7t69m9HR0UU/0I2qVCrxta99jbe//e14XovF7WTrGPsm5C9BeNeKDp9Iw9VR077byjOXdvLIySPsOXGabL5/1mOxeJHXv/Uy+w9Pruj5N6Ni2WyVihnm4tXWVoyGzbqKqla8caVywNeeneLt93TguUqy5ebT16C0m74Gpd30NSjtpq/BFSoMQVCGxN0QP7yizrb1IFfJ8qYn7wXg8Tc+Q8S5+YVkmz2bSaVS9PX1LSlIbPtLXN/368NW7r33Xp5++mn+w3/4D/zZn/3ZvH1DoRCh0Pzk2fO8TfkP2WgrfIyyBPFdUDgDK/zh2REF34cgALfF//7bto/y2FP7yOb75j2WSXt87W/38453nePAkeSKrmGziTimxRmgUoViyQS2E2kTKkbDJliMhEywaOv3nhXzXEu/OEpb6WtQ2k1fg9Ju+hqUdtPX4DK5g1CcgPTTYBcgcRfYbY+Blq1sz2QhnufhOe3LRjZrNrOcj2ndfQUFQTCr6lBEGoT6wI5AObuiKVxhD6I+ZAsQb/G/P+oVSVzLUsVi/o9oCwj45j/vYt+hJPbG/IPWmnFsExhGQiasLZUhnYHJKTPMJeSZMDcSgohv7hMREREREVkzfjfYHkx+H8o56L4HnEi7r0o2sLYGiR/72Mf48R//cXbv3s3U1BRf/OIXefTRR3n44YfbeVki65fbCX4vlCZWFCROT29O5Vrvc+1ynKDQLESsn4X0lM/QhSrb9ytJbMWywPfMBlCumGrF6xMmjvVdMyU6FjGhYshD60+KiIiIiMjqc+MQ8SB9Aqo56H4NeJtzeThZe20NEoeGhnjve9/LtWvX6Ozs5M477+Thhx/m7W9/ezsvS2T9siyI7oHxyys+RSQMrm2CrWYVcdn0EkuaT/1XdgZ/RzF0iFLoIMXQIYqhQ5S9XWCp1G4u1zFbFAiqUKzAZK0F2nHM9OeOWqgY8c19IiIiIiIiq8IJQXQf5C5AtWDCxFD/ooeJzNXWIPHP//zP2/n0IhuT3wuWB9Ui2P6yDw95prU2V4R4k7AqGl/a2PevfP/T/ODyz3Lr9n/g1u1fpS/2RQCqVoiSv78WMB6q3R4gsFU+P82yIWSbfwsCE+oWipDOmWrFkGcqFWO1Fmhf1YoiIiIiInKjbBei+yF3CUYfg57XQGR3u69KNph1t0aiiCzC6wGvC0rJFf0Fya61N09lmz++fVeaWEeRzJQHTRucA2w7oFp1ODf6Rs6NvpGvvvD/ZVvnGW4d/B/ctv1v2dn1fUKFEw1HWJS9XRRDB2vhormtOL1KyCwz+GZ6+E21aqZAj0/BWAo8x4SJHVFTtRj2zVqMIiIiIiIiy2bZENkDhesw+gR03wuxw3pdJkumIFFko7Fd840/+dyKS9GjIdNm26y92bbhjW+7zD99ZT8Bc6PEAIC3/9R5+gZynD/VybnTnVy7FGc4eZDh5K/z6Cu/Tjw2xeHdz3Fs+8Mc7v5rwsF1vNIlvNIlSD9aP1vF6ZppjfZrrdH+7i3dGm3bM4EhAZQqZjhOKmdC4JAH8Yj5N5yuVhQREREREVkyy4LwdiiOwdi3zDDPzju29OswWToFiSIb0XSAGFRW9M0+VAuqCqXm6yQeOJLkHe86xyP/uJ+gMBMlhmNl3vQjlzhwJAnAnfeOcOe9I+RzDhfPJjh3upNLZxOkMx08d+JNPHfiTfj+77Jn/yiH97zI4cHHSPAiXvEMXvESTmWSSPYZItln6s9RtXxK/oFZ6y6a1ujlD5fZ8CzwXLMBVKpmYMuo+fTjuaZNvSNSCx89NElbRERERESWxu81y2Uln4VqHjpfZdZSFFmAgkSRjcjvA68TSinwu5d9uG2ZVtn0eOt9DhxJ8pP9Z3josdsoFWwC12Y07vC31zs4Vh3h2MAIu7uT2BaEIxWO3DbBkdsmKJctrlzo4PzpTs6f7iSb8Tj9ygCnXxngn+y3smP3FPsOJ9l/YJie8Em8wmn82uYVzmAHeUKFE01ao3fU11ycaY3u21Il+I5tgsNICAhMC3QmB8mMeSzkQjxaq1YMmbZoERERERGRltwOsFxIvQSVHHTfZ6Y8i7SgIFFkI3JCEN4J6RMrChLBDPJwbFPl1mrNvZ3dU/zqO7/L/3w5TN7ey6nRPtKFEE9f2sXTl3YR84sc3WZCxb3dSWw7wHUD9h5Msfdgijf96CWGr0U5d7qT86c6mRiLcPlCgssXEjzJbvoGjrH/UJJ9h5P07sphUcUtXZ0XLrqVUbzSFbzSFaLpx+rXV3E6KfqHZq27WPL3bI2SfMu0NU+3NleqUCzCyKR533chGjZt0GHftETbWydzFRERERGRpXIiEN0D2bNQzZmJzn5vu69K1ikFiSIbVXgApl6CoGoWzF3u4dPtzUUTOLXiOVUGY9e580CWwLI5N9bN8aF+XhnuI1P0efbyTp69vJOIV6qHivt6JnHsAMuCgR1ZBnZkee2brjE5HuL8abOu4vXLMUaHoowORXn6m9vp6Cyw71CS/YcSbN+9i1zHW+rXYJcn8YpnGsLF03jFiziVJJHcs0Ryz9b3DSyPon9gVrhY9A8QOLFlf442EseGSBgiQBBAqQypDEykwbVNO3siYioVw37zlnYREREREdmibA+i+yB7CUYfN2FiZEe7r0rWIQWJIhuV3wdODCoZU46+TLZtpjdfX6C9eS7XDjjcP87h/nEq1ZOcH+/i+FA/J4b7yZU8nruyg+eu7CDslrhl2yjHBkbY3zuBa5shLV09Be6+f5i77x8mm3G5cCbB+dOdXD6fYCoZ4oVnt/HCs9sIhcvsPZBi3+Eke/an8PwuCu49FKL31K/Fqhbwiufr1Yvm9gx2kCNUeIVQ4ZVZ115qbI2uVTFW3M3ZGm3NqVYsV8zaitfytcdciIchFp6pVtyEnwYREREREVkOy4HoXshfhbHHTZtz9IBeLMgsChJFNio3DqEByF9eUZAIZi0921q4vbkVxw442DfBwb4J3nnsFBcmOuuhYqbo84Or2/nB1e2E3DJH+kc5OjDKwd5xPKdqnjtW5tid4xy7c5xSyeLy+URtXcUE+ZzHyZd7OPlyD45TZefeKfYfSrL3UJJYvAxAYIcohm+hGL6FzPRFBVXc0jUTKtYqGL3CadzyCF7pKl7pKtH04/WPoWInGtZdNNOjTWv05vrW6Dpmi2IKWAtlmJiCsSlzf8Q3LdAR32yOqhVFRERERLYmy4LITiiMwNg3oZyDxLGtsXyULMnmerUsstVEdkL2zMoPX2J782JsO2B/7yT7eyf5sWOnuFQLFY8P95MuhHjh2iAvXBvEcyoc7h/j2LYRDvWN4bsmVPS8gP2Hk+w/nKRahetXYiZUPNVJcjLMxbOdXDzbCY/Atu2Z2r6TdPUUZv9xzLIp+zsp+zvJ8eaZ66sk6xWLM63RF3CqKZzc9wjnvlffN7A8Sv6+hnBxujV6cyw4bNkzbe0EUKpAvgjpXEO1YsSsoRkJmcnQ+gOkiIiIiMgWE+qHUhImn4JKFrruNhOeZctTkCiykfl9YIfNdC0nsuzDp9ubr02YarXVYFuwtyfJ3p4k7zh6msuTCRMqDvWTKoR5+fo2Xr6+DdeucKhvnGMDIxzuHyPkVurXtGN3hh27M7zuLVeZGAtz7pSZAD18LVbfvvv4Djq782ZdxcNJBnZksFtUVVadTgrR2a3RVIt4xXO1dRfP1KsY7WoWv3AKv3Bq1jlK3g5K/sGZcDF0iIrbv7FTNssEhV7tJ0G1aiZBj6VgjJlqxY6ouQ35y69cFRERERGRDcrrBMuD1PNmCEvXfeCu1itH2agUJIpsZF6nmaZVmlxRkAg31t68GMuC3d0pdnenePstZ7ia7KiHipP5CCeGTSu0Y1c52GtCxSP9o4S9Sv34nr48PX157nndEJkpl/NnTKh4+UIHyYkwP3g6zA+eHiAcLbHvYIp9hybZtW8KzwsWvjjbpxS+hdKc1minfH3WxGi/cBq3PDzTGp15on4K0xp9cGaoS+gQJX/vhm2NtudUKxbLkC3AVM58jfgedNQGtkRCpnpRREREREQ2MTdqJjpnTkMlDz2vAa+r3VclbaSXgSIbmWVDZDfkr6z4FOGQGbZRLJlwaK1YFuzsmmJn1xRvO3KW61Pxeqg4no1ycqSPkyN92FaVg70TJlTcNkrEK9fPEesoc9vdY9x29xjFgs2lcwnOne7kwpkE+azHiRd6OfFCL65bZde+FPsPJ9l7MEUkWl7gyhov0qbi7SDn7SAXf1P9btMafWZWwDjTGv0c4dxz9X1nWqMbqhf9gxuvNXrOwJZK1XyNjCTN+55rQujptRVDHi0rQkVEREREZAOz/dpE5wsw+piZ6BwebPdVSZsoSBTZ6EL9pty8WlzRmhVOrb15aHJtg8RGlgXbE2m2J9L88KFzDKdjHB/q5+WhfsYyMU6N9nJqtBf75Sr7eyY5NjDCLdtGifql+jn8UJWDRyc5eHSSSgWuXY5z/nQn5051kU75nD/dxfnTXVhWwODOTK0FepLO7uKyr9e0Rr+aQvTVDXcW8YrnzbqLxYap0dVM09bosru9tu7iwVoV4yEq7sCGaY127JlKxOlqxXQWJjPmsbBnQsVobRK0p7WYRUREREQ2D8uB6H7IXa5NdL7fhIuy5ShIFNnovB7T4lxKQahvRaeIhcHCrJF3s6vKLAsGOjIMdGR4y6HzjKSj9UrF4XScM2M9nBnr4avHj7CvezpUHCEemgkVHQd27U2za2+aN7z1CmPDEc7VhrWMDke5djnOtctxvv3oTrp7c+yrDXbZNphdeY5n+5TCRyiFjzS0RgdzWqNNuOiWh3DL13DL12a1Rlft+KyJ0TOt0d6KP583xdxqxYqpVhyeNO/7rvmaikVMqBjyTGu0iIiIiIhsYJYF0d1QGIKxJ6GchY6jplNOtgwFiSIbne2a9ubkD1YcJNanN69xe/NS9Mez9Mcv8KaDFxjNRDhRCxWvT3Vwbrybc+Pd/MPxw+zpTnLrwAhHt43QEZ6pMrQs6BvI0TeQ4743XGcq6ZlKxdNdXLsUZ2IswsRYhOe+M0g0VmLfoST7DifZtWcKx11kXcXFWBYVbzs5bzu5+A/V77YrqXprdP22eB67miac+z7h3Pfr+wa4lEL7KPoz4WIxdGhdt0Y7DkQciABBrVoxmYHxtBnYEm5YWzHsm/tERERERGSDCg1AcQImv2uGsCTuBHudF0PIqlGQKLIZhLaZ26BiSs6XyXFM0DOSbH+Q2KgvluONBy7yxgMXGc+G66Hi1VSCixNdXJzo4uETh9nVleTYwAjHto3QGSnMOkdHZ4k77hnljntGKeQdLpxNcP5UJxfPJshmPF7+QR8v/6APz6uw50CKfYfMuoqhcGXVPo6qk6AQfRWF6Ksa7izilS42VC6azbRGm7eZmtm97A7Mmhi9XlujLctUIIZqv0eUKyagzuQxlYwuxMOmYnG6WnGdfQgiIiIiIrIYv9uEh5Pfh3IOuu9Z8QBQ2VgUJIpsBn4feAkoT614glY8AiOp9rQ3L0VPNM/r91/i9fsvMZkL1UPFy8lOLk+a7WuvHGJHImVCxYERuqP5WecIhSscuXWCI7dOUClbXLkYN8NaTneSSfuceaWbM690Y9sB23elTQv0oUk6OkstruoG2D6lWjBYFwQ45aE5rdGna63RZiPzzfruVTvW0Bp9aF22RrvOTAVitWqqFSemYHyqVq3omzU6w55521G1ooiIiIjIxuDGIeJB+oSpTOx+jXldKpuagkSRzcAJQ3gHpE+uOEicnry7HtqbF9MVKfDafZd57b7LpPIhTgz3cXyon4sTnVxNJbiaSvDPpw4y2DFVDxV7Y7lZ53DcgD0HpthzYIrg7ZcZuR7l3KlOzp3uZGI0wpWLHVy52ME3/3kXfduy9Rbovm25taugsywq3iA5b5Bc/I0zd1emzFCX6dbo4mm8wnnsaoZw7geEcz+o7xvgUvL31oa6zKy/WHXa/wPdtk1YGPaBAEoVyBUhnZupZIxHzDToiD+zBqOIiIiIiKxTTsgMXcldgGrBhImh/nZflawhBYkim0VoEKZeNovUrSDpchxIrMP25sUkwgXu33OF+/dcIV3w66HihfEurk91cH2qg/95+gDb4ul6qNgfz846h2XBtu1Ztm3P8po3XSM54dcmQHdy/Uqc0eEoo8NRnvnWduKJYn0C9PZd6ZtSQRc4HRSid1OI3t1wZwmveGHWuoumNTqNXzyDXzwDU4/Udzet0QfntEYPtq+v2ALPNRtApWoGtowmzfuuYwLFjkhDReMNLmEpIiIiIiJrwHZrE50vwehj0PMas46/bEoKEkU2C78PnDhUMqbEfAVitSAxqG7MwVvxUJF7d1/l3t1XyRQ9XqmFiufGuxlOxxlOx3nszH76Ypl6qLgtnpmXpXV2F7nrvhHuum+EXNbhwplOzp/u5NK5BOmUz4vf6+fF7/Xjh8rsPZBi3+Eke/an8EPVm/fBWt6CrdEmXDxTa42+1tAa/a367qY1uhYu+tNTo/eB7d+8j6PGsU2AHQkBtYEtmbwZ2jL973PuugkeXdvs7zomALctU+047xawndqtrbUYRURERETWjGVDZA8UrsPo49B9H8QO65fwTUhBoshm4XWYEvL8tRUHidPtpIVyrf10A4v5JV696xqv3nWNbNHl5IgJFc+OdTOaifHE2RhPnN1HTzRbDxUHO9Lzfs5FohWO3jHO0TvGKZcsLl/o4NypTs6f6SSf9Th1vIdTx3uwnSo796TZf2iSfYeSxDrKN/+DbtkabaoUZ4a6nKlNjc4Qzj1POPd8fd8Ah5K/d9bEaNMa3XkTPw7zdTjd2lysfSqDAMolKABUTYViqyLF6eDQtmZu6+GjZQJIp/b29L5OLYS07Pn3i4iIiIjIIiwLwtuhOAZj34JyFhK3m4pF2TT0rymymUR2Qebcig93HTP4YjS58YPERlG/zN07r3P3zuvkSy4nR3o5PtTPmbEexrNRvnluL988t5fuSI6jAyPcOjDC9sTUvFDR9QL2HUqx71CKavUSQ1dj9Rbo5ESYS+cSXDqX4PGvwbbBjBnWcjhJd2++rX+IC5w4hchdFCJ3NdxZwitenNUa7RVO41Sn8Itn8YtniU19rb572d1WDxVnt0avfcrm1D53YW9pw1iCoBYyBmbAS4C5rVQgX5x5vJm54WM9hHRmgkjXrlU8NquCbLy11ufgIhERERGRNeX3mi6n5LNQzUPnq8xairIpKEgU2Uz8PjN4pZIDJ7KiU8TCJkhc4VKL617YK3PnjiHu3DFEoexwqhYqnh7tYSIX4dvn9/Dt83voDOc5NjDC0YERdnWm5n0ubBu278qwfVeG173lKhNjIc6d6uL86U6GrkYZvh5j+HqMp57YQaKrwP5DSfYdnmRwZ2Z9hEuWRyl0kFLo4Mx9QYBTHpk1MdornsErXcUtD+OWh+e0Rkcp+tPrLk63Ru9vS2t0I8uaCR9ZzhqW0+Ejpr2/WgscK1UoVxrCyVol5Nz/HtPBYz2ErFU2OrYJIt1aGOnYM63Xc6sf7dr7Vi2MFBGRLSioQlCZuWX6/dp9VGbvQ2X2/q2Om3Xf9Putjms8toJdrXILBezL4ZkfctR+6NGw1f/A2PBY/b45xzQeW3+7tm+z81sNjzeed3rfefs3PG/9Fzm79fNajdfY5HrnXkPL513oGhbbXz/8ZRNxO8ByIfWSeX3afd+KO+dkfVGQKLKZeF3gd0MpueIgMRqqtTeXNldVYjMht8Lt24e5ffswxbLD6dEejg/1c2q0l2Q+zHcu7OY7F3bTESpwdGCEY9tG2N2dbBrwdPcW6O4d4tWvHSKbdjl/ppPzpzq5fKGD1GSIHzyzjR88s41wpMzeg6ZScdfeKTz/Jq6ruBjLouJtI+dtIxd//czdlTR+8WxDa/TpWmt0lnD+BcL5F+r7Bti11ujpoS4maLyprdErVfv93YGZ1ylLFcwJGmu35appzW6sjmymVSu2Y9fWhGxoxZ4OGZ1m4WPDuURE1pUgWHq41TTwWuFxzYK2Wfs0Bmpzj5sdps0O8Zpd19zjlnoNc659HXKAowBX2nwhW8ICYWqroLIx1GwVVC4r0F3g/K2uZ9HQdDqsXdn57cBmP4OQ/yGI77rhz7LcJE4EonsgexaqOTPR2e9t91XJDVKQKLKZWDaE90D+qRWfwnUgHoHx1OYPEhv5boVbB0e4dXCEUsXmzGgPx4f7OTncy1QhxNMXd/H0xV3E/CJHt5k1Ffd2J7Ht+dFQNF7m1rvGuPWuMUpFm4vnOjh/uosLZxLkcy6vvNjLKy/24rhVdu2dYv/hSfYeTBGNtWFdxSUwrdF3Uojc2XBnGa94aXa4WDiNU03hF8/hF8/NaY3uo+Qfalh38RBlbzsbcqpPM9ZMBeGyB3kHUKmFj41BZKkEeVhwPcjpCshmrdjTQ2mcxkrI6bBU60GKrL4gYH6o1GKbF1o122fmMatcZhdprJEQWE0q0pZVabZIqEalxT7VJte3jMq5ln9KkWWxHEwg49Q2e8590+83vD1rn8Zj5x5nzzluZp9KYHNxuMiebR6OFWD+PYOZr3uo/Zs33r/Q29N/XasuYf/lnH/6D7TVJVzDGp3/hjVezyqdchNwgDsBfvCfILwTuu+Hrvug8+4VF1DITWJ7EN0H2Uu1ISz3Q2Rnu69KboCCRJHNJtRvfumrlsw37RWIh02QGGzRX1w8p8rRgVGODoxSrticHe/m+JAJFTNFn2cv7+TZyzuJekVu2TbKsYER9vVM4jQJFT2/ysFbkhy8JUm1Ctcux82wltOdTCVDXDjTyYUznUDA4M4M+w6ZasWunsLN/8CXw3IphfZTCu0ny9vNfUGAUx414WJxJlw0rdGjuOVRItnv1E9RtSIzU6Nr4WLJ30dgb7H1U6yGVuxlWnA9yIZgsunTzgkf69WNDVOxl7wepFqxt7Z5YVKzYKxJYNZ0v9ZhWtNztjzH3NBrkWuZF7wt91pqj68RF7gH4OyaPUWbNQu85gRa8+5rEnotZZ9Z9zWGbnOPmxOmNQ3j7IZj5x7XLLBrFvYtHuLNfr72qJYDnh9OsWt/AsfVN/wFLRZUzgodG8PJhrcbQ83GY+YFmbW3Z+2znsLaxa5h+nkXP3+lXGT86g/os45j5a/Atb8xm+VB4o5asHi/CazUmrH+WA5E90L+Kow9Ydqcowf0b7VBKUgU2Wz8HtPiXEpCqG9Fp4iGwXdNS6a7xSuUXKfKkf4xjvSPUalanKuFiq8M95Et+Tx3ZQfPXdlB2C3VQ8UDvRNNQ0Xbhp170uzck+YNb73C+EiYc6c7OX+qi5GhKNevxLl+Jc53HttJV0+e/YfNuooD27Mb42esZVHx+ql4/eR53czdlQxe8ezMxOjCafziWewgRzj/IuH8i/V9TWv0nvq6iyX/EDl3Pw5lrKqHNesT0eqTMv/+oOW+8z+GpZxv4fuXsl+T+1bwj3wj60FOVznOWg+yAqVaK/ZK14N0nZk1IeshI2A7M63XzaohN5wFq89WOeBarIKt3WGaymUWZ7ktqsCabXPDKYcqNqOpgL5OH9t2b6DSbJFQrFm41ex6V3pcs6CNjfpNQKSFemvuzI3cuGo54FtXU7zzHhcv/RxMPg0TT0HhOiS/Zzb+1KwZ33V/LVh8tVmnT9YHyzKViIURGPsmlDOQuK32s0A2EgWJIpuN7ZnpzcnnVxwketPtzWmIb7HisIU4dsChvnEO9Y3zzmMnuTDRxfGhfk4MmVDxB1e384Or2wm5ZY70m1DxYO8ErjO/SsWyoHdbnt5tee59/RDplGcmQJ/u5OrFDibHwzz33TDPfXeAaKxUX1dx594pXHdjvWgPnBjFyB0UI3c03FnBK16stUafqVcxOpUkfvE8fvE8samv13ffC3D+Zl/5+tU8GF3lYBMWfHEfNL7RuN/0A0sMZZs1gllW832bvTCzlvUqbakB7uz7XOCdlHGfnrOWmSxiobBsCYFay8caK9AWeGzWuRZ4bNFgr9VztThn0+q2G1MpB3z7uyneeTSBrWowEdnKnCj0vtFsQQD5yyZQnHwaks9BcRSG/8Fs2NBxbKZaMX5kVb4nyw0K9Zuil8lnoJKHrrvbPqxRlkdBoshmFBowt0FlxX/hiUdgfGoVr2mTceyAA70THOid4MePneRiQ6iYLoZ44dogL1wbxHfKHO4f49jACIf6xvGahIoA8USJ2189yu2vHqVQsLl4NsH5U11cPJsgm/E4/nwfx5/vw/Uq7N5fW1fxQIpwpHKTP/JVYjnNW6Mro/Vw0bRGn8ErXW7vta5DVtMKsDUImBc45awoY7UvZ51l5RbgwdKzw6bB0wpDrHmh1GoGXMsN1OZXyi18HgVeIiKyhiwLIrvNtuNnoFKA1PMw+RRMPA25CzD1ktkuPghuJ3TdWwsW7zWdXNIeXidYnvn3qubMv4cba/dVyRIpSBTZjPxeU8ZfTptv0isQCYFXa2+WhdkW7OuZZF/PJD929BSXJjvroWKqEOal6wO8dH0Az65wqBYqHu4bx3ebh4ChUJXDxyY5fGySSsXi6sV4rQW6k0za59zJLs6d7MKyArbvSrPvcJL9h5Ikuoo3+SNfZZZFxe2n4vaTj820RlfKRV46N8nt+zpw6n28y0mamuzbdAHQpZ6z+X43FO4t63pWfp3Lusamdy/1+Bv892l2XzUwKyzV1oOE2rqQQS3fq68H2eTjtsAmmD2cxgbHCrAd02Lt2qb92mKmJXu6dbtarfLt4zneeEcnnutgOQ52y6BNAZqIiEhbOCGz9l73fbAfKAyZQHHyKZj8HpSTMPrPZgOIHTb7dt0PHbeBrXjkpnKjZqJz5rSpTOy+H/zudl+VLIH+p4hsRk4Ewtshc2bFQaLvzgxdkaWzLNjTnWRPd5IfveU0V5IJjg/1c3yon2Q+zPGhbRwf2oZrVzjYN86xgRGO9I8RahEqOk7A7v1T7N4/xQ/9yGVGhyKcO9XFudOdjI9EuHqpg6uXOvjWN3bR259j36FJ9h9O0jeQ2zxZhuVRIURghwnW8USPdVZEt6nZc24X1GI9yPoakOWZQTVNn8uCKgEZUpydSOA4lgkaG4fTWNQDyem1Hy3bhJLT07AtavdNr2vZZNiNiIiIrKLQAAz+C7NVyzD18ky1YuYkZE6Z7fIXTMt05z21YPE+CA+2++q3BtuvTXS+CGOPQ/dr9LnfABQkimxW4e2QPmFeLa/wFWo8AqMKElfMsmBXV4pdXSl+5MgZrqU66qHiRC7CK8P9vDLcj2NVOdBbCxW3jRHxmpeBWhb0D+boH8xx/w9dIzXp1ysVr12OMzYSYWwkwrPf3k6so1ifAL1jdxrHUcwlW5TVMFF6ucsi1cLGci3nd2qDYoIAylXzmmR6oOR0WLmQxiE1ljUTNM6dgO3UQknHmTPYBhNGzpu2XQsuGx8XERGRBrYLnXeabe/7oTgOk8/OBIvlJIw/YTaAyJ7a0Jb7IHGXqXaUtWE5JkzMXTJhYtd9ENvf7quSBShIFNms/D5wYlDJgBtf0SmitfZmuXGWBTs6p9jROcVbD59lKB0zoeL1bYxlo5wa7ePUaB/2y1X290xwbGCEW7aNEfVLLc+Z6Cpy170j3HXvCPmcw4UzZljLpXMdZKZ8Xnqun5ee68f3K+w5kGLf4Un2HEgRCmlIhMiS1EK66Rzed024tyKNlZHB7MnYlaqZmF1l9v21w5qPnZkTRs5q2663btfCT3umenJeCGnPtHPPDSNVLSkiIpuW3wPb3m62oArpU7VQ8SlTuZi7aLZrf2Wq5hJ3z7RBR3brh+NqsyzT5lwYgvEnoZKDjqNoOM76pIhAZLNyO0yYWBhacZDoexCr/fGtXL2BF9Ayi2XBYEeGwY4Mbzl4npFMtF6pOJKOc2aslzNjvXz1eMC+bhMqHt02SizUOlQMRyrccvs4t9w+TrlsceVCB+dOdXL+TCe5jMfpE92cPtGNbVfZsSfN/sNJ9h1KEu9ofU4RWUXWKlYKBrPXhgzmhJSVKpTLDWtHLtC6Xb+8OZWSdkP7das27ukqynkBJLPXmKTWzj0dXIqIiKwrlg0dt5ht93vNOvOTz5pJ0BNPQXGkts7iU8CfmJbprvvNmn6dr9KQkNUUGoDiBEx81wxhSdwJttfuq5I5FCSKbFbTU8yyF27oNN0d5jZfhFwRQg6EfL0YXC2WBdviWbbFL/DmgxcYzUQ5PtTH8aF+hqY6ODfew7nxHv7x+BH2dE/WQ8WOcOvBKq4bsPdgir0HUwTBJYauRjl/uotzpzqZHA9z+XyCy+cTPPG13fQPZNl32Kyr2NOX1x9XRTaCWii3an/baVEtOf1+uaFa8obauGuBY7060m6onHTmV0FaDUGm1VA5OV1FqTZuERFZE24c+t5stiCA3HnT/jzxlJkyXBiCob8zm+VAx+21SdD3QeygquhulN9twsPJ70M5B933tPuKZA4FiSKbWagPnLCZguWEV3SKaK0ice8AFEqQTMNUHggg5EHYo3nfnaxIXyzLDx24yA8duMh4NlIPFa+lElyY6ObCRDcPnzjM7q6kCRUHRukMF1qez7JgcGeWwZ1ZXvvmq0yMhTh/upPzpzu5fiXGyFCUkaEoTz+5g47OAvsPJdl3OMn2XWmFxSJbxWpWSzIniKzOtGlXA6jUgsnG0LK6SCrZbF3JxsDRaWjbnhVSNmnjnq6cXGjNSRERkTrLguh+s+38WdNym/zBzNqK+cuQ+oHZLvxn8LpNoNh9P3Tdu+LBl1ueG4eIB5lXapWJd7T7iqSBgkSRzczrNls5ueIgcVrEh0QUeuKmMnEqB6kMJLPmxVfIM+uHKVRcPT3RHG/Yf4k37L/EZC5cDxWvJDu5NNnFpckuHnnlMDs7Tah4bGCUrkh+wXN29xbo7h3mVa8ZJptxuXAmwblTXVy+0MFUMsTzz27j+We3EQqX2Xswxf7Dk+zeN4Xna11FEVkaqzGQu9E/SDS0cTerlqw2tnFXl1Yt2dhyXV8fsiFsdKw5lZL27MrIJQ29URu3iMjm5ESg57VmA8hdMS3Qk0/D5PegNAEjj5gNC+K3zASLHcdMBaMsjROCyF7IXYCyJoCuJwoSRTYzyzbtzZNPwyoNGnMcM805HoG+TsjmIJmDTA6yBXBd88cjrae4uroieV637zKv23eZZD7EiVqoeGmykytJs3395CG2J1IcGxjl2MAIPdHcgueMxsocu3OcY3eOUyraXDrfwfnTnVw400k+53LypR5OvtSD41TZtXeKfYeT7DuYJBpvPlVaRGTV3aQ27motlKxWoEiT0JLWfyert1rPHXrD7PUkpyslmw29mdvGPXfNyWCxdFRERNojstNs298F1RKkXpwZ2pI9C+kTZrv838CJQ9c9M23Qof52X/36Z7umGjRztt1XIg0UJIpsdqF+wDY/2FZ5oVrPgc642fJFEyQmM+a2UoWQayoVVZWxujrDBV6z9wqv2XuFqYJfDxUvTnRxLZXgWirBN04dYKAjXatUHKEvll3wnJ5f5cCRJAeOJKlW4fqVGOdOdXH+dCepyRAXznZy4WwnjxEwsCNTH9bS3du6rVpEZN1Z7aE31Fqzmw29aVhfsvHxBS+vxdCb6SDx0oip/ncd8wc7x5oJHOsBpT17GI5+BouI3CS2B12vMtu+X4HCKEw+UxvU8gyUp2DsMbOBCci67jfToBN3mOnQMt90ccy0qVPQeafWI2kjBYkim53fC36XKQf3e9fsacK+2brikC9AOm9CxanczOMhtT6vuo5Qkfv2XOW+PVfJFDxeGTGh4rnxboam4gxNxXn09H76Y5l6qNgfzyz4c9e2YcfuDDt2Z3j9D19hfDRs1lU81cnw9RhDV+MMXY3zncd20tmdZ//hJPsPJ9m2PaMXrCKyddTCPmcVg8lWQ2/KtdUlsgXzM7ZVC/e8VuuGakjXqQWQc9aRbLxtDCa1ZqSIyA0K9cHAj5ktqED6FVOpOPGUqVLMnjPb1YfADpsJ0N33mXAxsrPdV79+TXwXCCBxu6lYlJtOn3WRzc72ILzTlNmvYZBYfzoLomGz9XZAtgipLKSzMJk1L1LCPnj67rPqYqESr951jVfvuka26HKyFiqeHetmJBNj5GyMx8/uozearYeKAx3pBV8oWhb09ufp7c9zz+uGSE959WEtVy7ESU6E+f5TYb7/1ACRaIm9B02ouGvvFK6nXjwRkSVboFrSrf2RJhZaYOmQxvUka+tFVgOoVKBUnllTstV3ZtueHUBOrxFZDyFt8/70Y3MrHxvfVwApIjKH5UDHrWbb84tQSsLks2YJqomnoDQOE982G0B4R61a8X7ovNuszShGqAeSz0I1C533mLUU5abSS3mRrSA8CKkXzF/CbuICv44DHRGzFTshm6+FinnIFExrdNg3L1JkdUX9MnfvvM7dO6+TK7mcHOk1oeJoD2PZKE+e28uT5/bSHcnVQ8XtialFX/zFO0rc/qpRbn/VKMWCzcVzCc6f6uTC2QS5rMeJF/o48UIfrldh9z6zruLeA0ki0crN+cBFRLaqxvUkl/lztd6W3RA2Vqq11uw5bdtzf0zMDSCn26zr1Y+1ELJZBWSzSkgRkS3B64T+t5otCCB7xkyBnngKpl6A/FW4/hWzWZ5pfe6+34SL0X1b+y82Tgc4MUi9DOW8qeL0Otp9VVuKgkSRrcDrBbcDymnzQ6sNfBf8OHTGoFAyoeJkxtxWA/N42DMvJGR1Rbwyd+0Y4q4dQxTKTj1UPDPaw0QuwrfO7+Fb5/fQGc7XQ8WdnalFfz/xQ1UOHZ3k0NFJKhWLa5finKu1QKenfM6d6uLcqS4sK2BwZ7q+rmJnd/HmfOAiIrIk01WGwPIm29TWgmwMIKtVUwWZLy68LuS8QTO1sNG1Z6ofHWd2laOzQBgpIrJhWRbEDplt17uhnIXkczNDWwrXIfk9s/Gn4PfNTILuuse8zttqnAhE90LuHAR56H7NTem+E0NBoshW4EYhNGjW4GhTkDjNsmavp5grQjpnKhVTWk9xzYXcCndsH+aO7cMUyw6nRns4PtTP6ZFekvkw37mwm+9c2E0ilOdobfrz7q7koqGi4wTs2jfFrn1TvPFtlxkdjnDulGmBHhuOcu1yB9cud/Ct/7mLnr4c+w4n2X8oSf9gdsFzV6tw9VKc0UthrnouO/doHUYRkXXjBgLIWZWOtdtyCQoAVRNQNn3KuetA1ioa61WQtbUgG4NGZ7pq0p4fTIqIrDtuFHrfYLYggPxlEyhOPg3J70NxFIb/0WzY0HFsploxfmTrVGbYnqnOzF6E0cdMmKi1JW8KBYkiW0VkJ6RPmh9G66QU3rYhFjZbX8K0O09lzYCWZG09xZDWU1wzvlvhtsERbhscoVSxOV0LFU+N9JIqhHnq4i6euriLeKjA0W0mVNzTPblo65llQf9Ajv6BHPe/8TqppF8f1nL1Upzx0QjjoxG+9+1BYvEiew+ZdRV37k7juDOvHM+e7OTJf95FZspMsDv9DMQ6irzxbZc5cCS5lp8aERFZSw3rQS5rwZWGFutqtSGArEJxkXUgG6sf61WQ1kzlo9vQjm3bpjvcdlrcah1IEblZLMtMLI7shh0/A9UipJ6fGdqSuwBTL5nt4oPgJqDr3lqweB/4Pe3+CNaW5ZgwMX8Vxp4wH3vsoL5JrzG9PBfZKvxecGNQyZrbdcZxIBE1W7FsWp6TWcjkzea5Wk9xLXlOlWMDoxwbGKVcsTkz1s3xoX5OjvSRLoR45tJOnrm0k6hXrFcq7u2exLEXH6iS6Cxy5z0j3HnPCPmcw8WzCc6d7uTS2QSZtM/L3+/n5e/34/kV9uxPse9wkqAK3/iHvfPOlZny+Kev7Ocd7zqnMFFEZKtpDCCXuw5ktckgmiqUKssfRDMdQE63YLstJmG3qoQUEVkx2zdhWde9sP9XoTBk1lacfAomvwflFIx+w2wAscO1SdD3QccmnXJsWaZopjAC498yr3cTt93U2QBbzSb8KhKRptyEWSuxNLIug8RGjesp5kuQyc2EitXAtD1rPcW14zpVbtk2xi3bxihXLc41hIrZks/3Lu/ge5d3EPFK3LJtlGPbRtjfO7GkUDEcqXDktgmO3DZBuWxx5WIH52st0NmMx5lXujnzSjczL+fmvuKygIBv/vMu9h1Kqs1ZRESWxLJXbxBNfR3IxQbR1FqvLWaHi87cdSAXWPux8VZEZJ7QAAz+C7NVy5A+PlOtmDkJmVNmu/wFcKLQ+epasHi/Gci5mYT6a9Own4FKDrpeZYJXWXUKEkW2CsuC6G4Yv9juK1kyy4KIb7aeDsgVTNtzfT1FCyKeCR61nuLacO2Aw/3jHO4fp1I9yYWJLo4P9XNiyISK37+yne9f2U7ILXNLv6lUPNA7getUFz+3G7D3QIq9B1K86UcvMXwtyrnTnZx6uZt0KrTAkRbpKZ/vPLaDnXvTxDuKxDtK+KGKKj1ERGRV3cggmmowfy3IYml2ZWSr52y2DuR067XbMIjGaggoG/fVIBqRLch2zXTnxB2w931QnDCh2uRTpmqxnITxJ80GENljAsXu+yBxFzgL/f69QXidZsp16gWo5k3l5jovotmIFCSKbCV+H9ghqBQ23A8K24ZYxGx9nZBtWE8xlzW/QIc9cPVdbc04dsCB3gkO9E7w40dPcXGyk+ND/Rwf6idT9Hn+2iDPXxvEd8oc6R/j2MAIB/vG8ZYQKloWDOzIMrAjS29fnq///b5Fj/nB0wP84OmB+vuuVyHeUSLWUSLeUTS38dptR4lYR5FwRGGjiIjcBNPrMC73uFaDaCq1dSCrMxWQ855ybgA53VZdCx+ng8hmbdjT7dfTweT08SKygfndsO3tZguqkD5lBrZMPgWplyB30WzX/spU7iXumhnaEtm9cb8JuFGI7jEfbyVvPia/u91XtanoJbfIVuJ3g9dl/hrlbGv31ayY27ieYskMaUmmTbhYLoDvmCEtWk9x7dh2wL6eSfb1TPKOo6e43BAqThVCvHh9gBevD+A5FQ73mVDxUN8Yvrt4qBiNl5Z0DQPb05QrNpkpn3zOpVxymBx3mBwPtzzGcavzwsW54WMkWt6wvzeJiMgGdwODaIKgyTqQFSgtMogG5q8D6VgzbdeuQ/3AibRZt9pmJnS0am/XqzebBJoi0maWDR23mG33e6CchslnTbA48RQUR2oh49PAn5iW6elqxc5Xb7yqPtuH2H4z0XnscTPRebO1crfRlggSK5UKpdLSXpiuN6VSCdd1yefzVCqVdl+ObBCe5+E4TX79tBzz16XJZyG0cYPERr5ntq7aeorpHKQyZj3FIICQZzb9Ert2bAv2dCfZ053kR285zZVkoh4qJvNhXh7axstD23DtCof6xjk2MMLh/jFCbvPvadt3pYl1FMlMeTTvWQ+Id5R418+fqrdslUsWmbRHesonM9V4O/N2LutRKdskJ8MkJ1uHjbZdXTBojMeLRGJltYuJiMj6MR0AwqqsA1mpmirI6fvLtR/Z18aat0vXA8NasGg3BIr1isfpNmxndjVkY+DYOFG7vr7kdKUkM1WWInKD3Dj0vdlsQQC587WhLU9D8gdmiMvQ35nNcqDjtplqxdjBjbFYfX2i82UYfcxcf2x/u69qU9jUQWIQBFy/fp3Jycl2X8qKBUHA4OAgly5dwlISIsvQ1dXF4ODg/K+b0DbAMYvxbqKpXc3WU0zXhrSksubxsNZTXHOWBbu6UuzqSvEjR85wLdXBy0P9nBjqZyIX4cRwPyeG+3HsKgd7Tah4pH+MsFeun8O24Y1vu8w/fWU/85evNyURb3jb5VkvJFwvoLO7SGd3seW1VcrTYaNHZso3tw3hY6b2frVqM5UMMZVs3f5vWQGx+PygsTF8jMZLerEjIiLr3lLWgZyuZ0hETRDYKKiFjUHj2w3vl6vm184gYKZ1ewnXZE1XO1qzN5uZYHJ6TUinNrxmXvDYpGpy1v2qmhSpraW/32w7f9YMKkn+YGZtxfxlSD1vtgv/BbxuMwV6ehq019nuj6A1yzKFNIUhszZkJQcdRzdGELqObZ4UoYnpEHHbtm1Eo9ENGcRVq1XS6TTxeBxbr0hlCYIgIJvNMjw8DMD27dtn7+D3gtcB5RT4PW24wrXn2BCPmK2v01QnTq+nmC2aSYlhv9aqI2vGsmBH5xQ7Oqd42+GzXJ+K1ysVx7NRTo70cXKkD9uqcqB3gmMDI9yybZSIV+bAkSTveNc5nvznXWSmZqatxTtKvOFtlzlwJLns63HcgERXkURXEcg03adSgWymIWicU92YmfLJpD2CwAx8SU/5DLX8+AOiMRMy1isa46bSMZ4w1Y2xeAnHWXzatYiIyHplrXYQ19CmXX+7IZis1CokmwaXtP578XKqJutvL1A1OV0dqapJ2XScCPS81mwA+au1asWnYPJ7UJqAkUfMhgXxW2rB4v3QccxUAq43oQEoTcLEd6GaNetB2l67r2rD2rRBYqVSqYeIvb297b6cFatWqxSLRcLhsIJEWbJIJALA8PAw27Ztm93mbPsQ3gXplzdtkNjIdaAzZrZiCdJ50/qcLZi/kPuOCRX132ttWRZsT6TZnkjzw4fOMZKOcXyon5eH+hnNxDg92svp0V6++nKVfT2TJlTcO8p7fuUlrlyMceJsmaMHXHbuyazpv5XjQEeiREei9XIY1SrkMm4tSGwMHX3Saa9e3Vit2mTSPpm0D9daP2ckViLepLqx8dZ1FTaKiMgW0dimvVrmhJHNqiaDcm2S9hpWTdaH2zS2bqtqUta78A7Y/tNmq5Yg9WKtWvEpyJ6F9AmzXf5v4MSh655ateL9EOpv99XP8LrMROfJH0A5B933mtBUlm3TBonTayJGo9E2X4lIe0x/7ZdKpfnrJYYHYepFsxr3Firr9j3o8aA7DvmiCRWTaXOr9RRvHsuCbR0ZtnVkePOh84yko5wYNpWKQ1Nxzo71cHash3/gCHu7JznSPwJ9IzhdAeliiKhXwl3CJOi1YtsQ6ygT6ygz0GKfIIBc1q1XNM4OHGeqHCsVm1zGI5fxGBlq/fMqHCnVQ8Z5gWOtytHz2/c5ERERWdcahtisihZVk1AbcrPCqsnp0HChqkm7MZRsqKJsWTXZeKuqSblRtgddrzLbvl+BwihMPlOrVnwGylMw9pjZwLRLTw9tSdxhilrayY1BZBdkTkK1NtF5Pbdmr1ObNkicthHbmUVWw4Jf+34vuB3mG/0W/MZpWRAJmW16PcWpnFlLMZU1v7iFfa2neLP0x7P0xy/wQwcuMJaJ1EPFa6kOzk90c36iGzjCd67PHOM5FaJeiYhXIurPua2/XTb7+OY+7yaGj5YF0ViZaKxM/2Cu6T5BAPmcMztgTPukU7PXcCyXHPI5j3zOY3S49XP6oTLxxOxwcW7o6IcUNoqIiNywdlZNAlRvoGqShqE2c1q5W1VNTgeP05WS86omG96WLSbUBwM/ZragAulXTKXixFOmSjF7zmxXHwI7DJ13zwxtiexszzU7IYjshdzFWpj4mk0ziPRm2fRBoog04cbMOhG5C1sySGw0dz3FbA5SOTOoResp3ny9sRxv2H+RN+y/yEQ2zInhfk6PdDOadqkSJlc26xOWKg7JikMy33r68lyeXamHio2hY8Qrtwwj1zJ8tCyIRCtEojn6BlqHjcWCM2v6dH2txump1CmfUsmhWHAZH3EZH2ndouH5lYa26ebDYvxQRVW5IiIiN9vNrpqstq6aXPAyrdmh5FpWTa76+puytiwHOm41255fhFISJp81k6AnnoLSOEx8x2xgWqa77jfBYufdN7fN2HbNROfc9ETn10B0z817/g1OQeIW8Za3vIW7776bz3zmM0va//z58+zfv5/nnnuOu+++e02vTdokshPSp8xvDPoJDYDnQGfcbIUiZAqQrK2nWK2tpxjSeoo3TXc0z+v2XeL+3Rd5/myKOw8ksG2LQtklW/LIFc2tebt2W/LIFufe51INbEpVh1LeIbWM8NG1K7OqGiN+eVYlZLO3Pae6av+lLAtC4QqhcIXe/nzL/YoFe17QOHcqdSHvUio6TIxFmBhr/Yua61VaVjRO3xeOKGwUERFZ19pdNTknvGx5mQtUTU5XQjpWbeo3MD5luoo81/zurj/2r2NeJ/S/1WxBANkzZmjLxFMw9YIZ4nL9K2azPEjcPhMsRvev/WtUyzbhYf46jD0BlXvM4Bj9krsoBYlLUK0GnH+lQipZJdFps+8WB3uN6rYXa8X+hV/4Bf7yL/9y2ef967/+azxv6VOJdu/ezbVr1+jr61v2c8kG4feCE4VK1lQoyiwh32xdccgXzOTnyQxM5YHaeophD7U+32SWBWGvTNgrwxKXwA0CKJSdWUFjrhZA1t+u3+fWA8hqYFOuOqQKDqnC8sLH6SrHee3XDaHkzH1lPOfGgjk/VKUnlKenr3XYWCratWCxdXVjPmdaqZMTDsmJ1h+z41TnDIVpCB3jReKJEpFoWb+HiYiIbCY3uWqyWoVqBYqY6kmA6+MzlY6ubQLFsG9+L3ddBYzrlmVB7JDZdr0byllIPjcztKVw3byffA4u/Bn4fTOToLvuAWsN11YMD0JxHMa/DZVcbS1HRWUL0WdnES8+U+LvP58jOTHzp5TObot/8fMRbr939ceFX7s2M9rzoYce4rd/+7d56qmn6OjowLbt+jTeaaVSaUkBYU/P8qbzOo7D4ODgso6RDcbtNN+gS6MKEhdgWxANm62nw7Q7p3Nm8nMyax4P++YXFoWK65MJHyuEvQrQOmhrFARQrDizgsbZQaQ7O4isvT0dPk4VHKYKoSVfo2NXm4aOs1uuy7Pu85cZPnp+la6eAl09hZb7lEsWmfRMReO8Kse0GQxTqdikJkOkJlt/jLZdrQ2HmTuVeqbKMRorqcJXRERkq1pG1WSlFiQmoqZVuhKY+4olyOZnBtk4Chg3BjcKvW8wWxBA/rIJFCefhuT3oTgKw/9oNmyIH505Nqis/vX4PWaQTPJ7UM1B56vBWXohwVajIHEBLz5T4vN/nJ13f3Ii4PN/nOXnPxxd9TCxMbzr7OzEsiwGBgZIJBJcvHiR7du389BDD/HZz36W73znO3zuc5/jp37qp/jwhz/ME088wfj4OAcPHuRjH/sY7373u+vnmtvavG/fPj7wgQ9w+vRpvvSlL9Hd3c1v/dZv8YEPfACY39r86KOP8sM//MN8/etf56Mf/Sgvv/wyd999Nw8++CC33HJL/Xl+7/d+jz/6oz8il8vxr/7Vv6Kvr4+HH36Y73//+6v6eZJVYFkQ3Q3jF9t9JRuG40BHxGy9CfNLSyoHmZypWHRdiPjmFxjZ2CwLQm6FkFuhe6Xh45zQMTev5do8XglsKlWbqUJoeeGjVW1a6Whuy03DyMXCR9cL6Owu0tldbLlPpTIdNs5uo54OHTO1lupq1WYqGWIq2fpjsqyAWLzJJOqGKsdorMTcwfMiIiKyhVmm3dmxwW98OR40DxihoYKx1lWkgHEdsSyI7Dbbjp+BahFSz88MbcldgPRxiB00+z/7bui6t1ateJ8JAVeD22FarFMvQzlvJk17Hatz7k1mSwWJQRBQav3aaJZqNeDvPt988ftpf/f5HIduW7zN2fNXd3r0Rz/6UR544AEefPBBQqEQ+Xyee+65h49+9KMkEgm++tWv8t73vpcDBw7wmte8puV5HnjgAX73d3+Xj33sY/zVX/0VH/zgB3nTm97E0aNHWx7z8Y9/nAceeID+/n7+9b/+1/zyL/8y3/zmNwH4/Oc/zyc/+Uk++9nP8oY3vIEvfvGLPPDAA+zfv3/VPnZZZX4v2D5UCmZ6lSyZ74Ifh84YFGq/qExmzXqKlSqEXNP+rGqrrWOl4WOp4tTXcpy7vmNjKNlYGVmp2lSC5YeP9tzwsbEFe7rlujGU9EqE3Nnho+MEJDqLJDoXChshl5mzXmPjuo0pn0zaDM5JT/mkp3yGWn+WiMbKJmBsNZU6XsJxF1sefmWqVbh6Kc7opTBXPZedezL6fy0iIrIeLSVgLJrhilVqw2IaAsaIb36HV8DYZrZvgsKue2H/r0JhCMa+DcNfNY+Xp2D0G2YD0y7ddb8J/jpuv7G2ZCcM0b2QO2cmOve8xrxmllm2VJBYKsLv/Epq1c6Xmgj4xAenFt3vE3+WwF/FjObXfu3X+Jf/8l/Ouu83fuM36m9/5CMf4eGHH+ZLX/rSgkHiO9/5Tn71V38VMOHkpz/9aR599NEFg8RPfvKTvPnNbwbgN3/zN/mJn/gJ8vk84XCY//gf/yPve9/7+KVf+iUAfvu3f5tHHnmEdDq94o9V1pjfA14XlFPg9Lf7ajYkq9baHPahqwNytfUUkxmYqv0tIlz7pUStzzKXZYHvVvDdCl1LHFRnwkd7/nCZucFjcfaaj+WqQzWwSRdCpJcbPi4w3bpZABlyK8QTJeKJEjC/sh9MQJfLuKTT0+3TTYbFTJnKxmzGI5vx4Hrr64xE51c0zrxtwkfXW17YePZkJ0/+8y4yU2ZdntPPQKyjyBvfdpkDR5LLOpeIiIi0ySIBY7lJwOjUpk0rYFwHQgMw8OMzQeJt/z+zluLEU5A5CZnTZrvyBTMDoPPVJlTsut+sf7hctmcmOmcvzkx0juxc1Q9po9tSQeJmce+99856v1Kp8Ad/8Ac89NBDXLlyhUKhQKFQIBZbeN27O++8s/62ZVkMDg4yPDy85GO2b98OwPDwMHv27OGVV16pB5PT7r//fr7xjW8s6eOSNrAcCO82a0GEFCTeKNuCWNhsvR1m6vNUDtJZU63oTK+nqO+8cgNM+FjFdwt0RVqvdzhXqWI3Dx0bplvPfbwePhZDpIshyCztuWyrSmS6vbrF0Jn6uo+dJXb0ZQi5yXlt10EAuay7YNCYTvtUyja5rEcu6zE61HoKTzhSNlWM8eZt1PGOEp5fBUyI+E9fmV9Rn5ny+Kev7Ocd7zqnMFFERGQjawgYaREwFhQwrj8dt0HXq2Hv+6A4AZPPmKEtk89AaRLGnzQbmHbp6UnQibuW3oVnOSZMzF+F0cdNMOnvWauPaMPZUi9nPd9UBy7FuVfK/OWnmldRNPrFX4+y/5aFP43eKg8YmhsQPvDAA3z605/mM5/5DHfccQexWIxf+7Vfo1hcuI977pAWy7KoVqtLPma6XbvxmLkt3EGwNq1msopC2wAbqmVNp1pFjmMWg05EodhpWp+TWVOtmCmYXzTCWk9RbiLPqdIZKdC53PBxkenWc0PJUi18zBR9MkV/yeGjZQUzgeO8NR9LRKNlIl0ldnkZIt4kUb9E2C0DUMg7pkU6NRMuzg0fyyWHfM4ln3MZW+BvZn6oTCxeahgkM7eU2AICnvznXew7lFSbs4iIyGbTEDCGFgkYp1/tOrb5/d+rrZke8kyo6LngO2i957Xid8O2t5stqELmFEw8bYLF1EuQu2S2a182LdOJu2amQUf2sODi4ZZlKhELIzD+LYip03LalkoNLMtacovx4dtdOrutWdOa5+rssTh8u7voGolr7YknnuCnf/qnec973gOYYO/UqVMcO3bspl7HLbfcwlNPPcV73/ve+n3PPPPMTb0GWQG/F7yEaW9erYVqZZbG9RTztfUUkxlzWw3M42EPLAUSss54TpVOp0BneHnh40LTrZut/1iqOASBNRM+LpFFMLvS0S8R8ctEB0pEd5fo8dL1cNINKgQFKOVsMlPN26mLRYdiwaVYWOzXI4vMlM9/+fSdRGIVwuEyoUjtNlwhHGm8LROOVMz7tf0cR39kExER2XCWGDBmGkYtTAeMfm2KtALGNWTZEL/FbLvfA+U0TD5rJkFPPAXFEfP25NNw/rOmZXo6VOx8NbgtOjpD/VBKmnZq9HoZtliQuBy2bfEvfj7SdGrztH/xc5G2h4gAhw4d4stf/jLf+ta36O7u5lOf+hTXr1+/6UHiRz7yEf73//1/59577+X1r389Dz30EM8//zwHDhy4qdchy+SEILzTTMJSkLimLMv8hTLiQ3fcrKeYzkMqa6Y/g3nM13qKsoF5ThXPKZBYRvhYrthkF5luPRNEmv2KFZcAi2zJJ1tafvgY8UtEe8tEBkvE/BJ9XpoQZZxylckLPhde6Fz0XJWKQzrlkE4tr/XA8yozwaMCSBERkY1toYCxCuUq5IuQXiRg9FwTMipgXCVuHPrebLYgMNOfJ54yQWLyB2aIy9Dfm81yai3TtWAxdmh2lYfXyZIn924BChIXcPu9Hj//4Sh///ncrMrEzh6Lf/FzEW6/11vg6Jvn3/7bf8u5c+d4xzveQTQa5QMf+ADvete7SCZv7tpNP//zP8/Zs2f5jd/4DfL5PD/7sz/LL/7iL/LUU0/d1OuQFQgPwtRLphxcZXE3hW1DLGK2vkRtPcWsWVMxmwW3tp6iq+/SsgW4TpWEUyQRXvovaOWqteh06+nQcXq/ueHjWItze9kynUvoyY7dXiLcUcGpBtjlAKsSQDmAkkWlBNWiRbloUyqYrZh3AItSyaFUUgApIiKyqVkmEHQcBYxtZ1lmzcPoPtj5s1DJmTBx8imYeAbylyD1vNku/jl43WZqdPf95tbrQpUeM6xgAy9il0ql6OzsJJlMkkjMXvswn89z7tw59u/fTzgcvqHnqVYDzr9SIZWskui02XeLc9MqEavVKqlUikQigb0BF2J6+9vfzuDgIP/tv/23dl/KlrOs/wPlDAx9FeywaXNuUCoH/MN3U7zzNQk8V98811qxZELFVMbclsvml4etvJ5ipRLw/NkUdx5I4Dj6GpSVK1eteWs6NlvzMVNwKX4XKDb/lTEAqp7FxK0dC6+tM+/AAKsCXrWMH1TwggpuUMGtVHGqVaxKgFUCygFBPYy0KRctbuSX16UFkA23CiDXHX0flHbT16C025b4GmwIGMsVs01rDBgjvpk+PT3gxdsCAWOuUuB1L3wYgG/f8cdEljo0ZanyV2fWVpz8HlTzDQ9aEL+FSuw2vjV0L6/98f8Tb6lr5m0gC+Vrc6nWZQls2+LAMX2qFpPNZvnTP/1T3vGOd+A4Dv/v//v/8vWvf52vfe1r7b40WYwbM2tE5C7NCxLl5vI9s3XV1lPM5GaGtFQDs5ZiyFXhqMhKuHZAR6hIR2jxysezvY1TmxtfsARYwG2vHyOx4zqFskOx4lAou7Vbh2LZoVhx628XKi7FskMFm8CFIh5FltHVUAsgrUq1XvlYv60EuNUKTrWKUwmwymYLyhCUzLWvbQWkAkgREZFVcYMVjFsxYFw14R2w/afNVi1B6sVaqPg0ZM5A+gRO+gT38XXg/2z31bad0jFZNZZl8Q//8A/83u/9HoVCgVtuuYUvf/nL/MiP/Ei7L02WIrwTMqfbfRVS07ieYk8HZAvml4b6eooWRDytpyiyVg4cSfKOd53jyX/eRWZqJoCLd5R4w9suc+DI8pcPqVQtCuWZ0LExZJwOI6eDyenH5gWT9ceWEEQ2CyCnw8bGMHLWY1VzDKw4gHS9CuHpgFEBpIiIyI1RwHhz2R50vcps/AoURmHyGaqjT3B1spvdquhQkCirJxKJ8PWvf73dlyEr5feCHYFyFtxou69GGtg2xCNm6+s01YlTWTOoJZsF166tp6hfCERW1YEjSfYdSnLlYowTZ8scPeCyc0+Gla404tgBUb9M1C/f8LUFATMVkLUwstAYTJYdChWHYtmt3c4NMGuP1e6rBvasky8/gDRvW0C55JAuOaSnlhdA2m4VL1TFD81UQkYiZSLRErFoWQGkiIhIoxsIGEO1pZP8WmGCq4CxtVAfDPwYlY57eeE5j93tvp51QEGiiBhelwkTSxMKEtcx14HOmNmm11NMpk3FYrlqFmEObeH1FEVWm23Djt1pRkspduxO3LQ1khdjWRByK4TcCnBjUwSDACpVe17gOFMB6dZCSvN2Ywv3TEWlS77kUCw4VErWigLIatmmULYpZFymlvO5cAJsP8D1A9xQFS9UIdQYRkbLRCIl4rES8ViReKxINFreMAFktQpXL8UZvRTmqndjYbaIiGwBCwSM5aoJGXNFM+RxmgJGWQ4FiSJiWBZEdkP+cruvRJZo1nqKRVOhmMrM/NUx5JltObMgRGTrsSwzOdt1qsT80g2fr1q1TNhYCyYXa9POl1zyBYdizgSRpYJNuWhTLthUS9b8IHJOABlULCo5i0oOCjiwxPUnAxtwwfLA9gIc32zTVZF+uEI4UiEcKRGJlIlGTBAZDlXwHRPi+k4Zz6mu2ffZsyc7Z7XXn34GYh1F3rjC9noREdnCLBMMui0CxnJlJmAMzO4mkLQVMBob4w+QN4OCRBGZEeozr6iqRbCX15Im7WNZEAmZracDcrX1FJNZs6aiRe0Hv9ZTFJGbwLYDwnaZsLc6Ldzlql1v4W6shCyUHHJ5l2zGJZfzKOQdCnkTRpYLJoisFG2qJbNuOmWwytQDSKuKKeYsQhWLKhYlIL9IGFm1IXAsAteiWru1PHDqYWStRTs8UxkZiZYIezPho+9Ov13Bd8umurT29nTR69mTjQN/ZmSmPP7pK/t5x7vOKUwUEZEb1xAwzqKAESo5KKegnIaKA+g1MrQ5SPz93/99/vqv/5oTJ04QiUR4/etfzx/+4R9yyy23tPOyRLYur8e0OJeSEOpv99XICjgt1lOcykG2qPUURWRjsSzwnCqeUwVuvFpyeuBNOuORzoTIZD2yWY9cziWXcynUqiKLeadeFVkpWVSLQNkkfHYVqAZQal6ZUAEq2OSxaQwk5weQdj2IDJzGUDLA8yuEXim2+NuPBQT8z0f2kotfIxIqE3ZNcBt2y4TcMo6tqgkREblBSwgYs00CRtc2oWI4ZCofvdo5PHcDLL8UVKGSgVIKKnlwwuB3Q/w2cLqAZ9t9hetCW4PExx57jA996EPcd999lMtlPv7xj/OjP/qjvPzyy8RisXZemsjWZLsQ2QPJ5xQkbgKN6ykWimY9xVTG3FaqEKqtp6i1tkRkq2gceLOtO7f4AQ2CAIoFh3zOIZ93yeccshmfdNYjlzVBZL5WGVksOBTrVZEWYDUJICs38JFYFLMOj/z9PioRh8A2YeR0IOl4VXzfVESGwxUifplQLWicGzpOv60gUkRElmQZAeO0dR0wVsu1qsMpCCrgxCC8AyK7zAwBrwssG0o3/gfNzaKtQeLDDz886/0HH3yQbdu28eyzz/KmN72pTVclssVNB4hBBSyVrW0WId9sXXGznmImb4a0TOWBwPwwD3uo9VlEpAXLglC4QihcoXMZA27mBpCFubd5h3zOJd9QFZnNeFTKi7+qCk+WYXLhFvI8kLNcAsczVY+ORTBdHelY80LIwLFw3Cqeb9aKDIcrhENlQuEyEa8WPrYIIKffVhApIrIFbaSAsZKfaVnGBi8B8aMQHjThoRtfoyfeHNbVGonJpFnnpaenp+njhUKBQqFQfz+VSgFQKpUozUmHS6USQRBQrVapVqtrdMVrLwiC+u2NfBxvfetbueuuu/j0pz+9pP3Pnz/PwYMHefbZZ7n77rtX/LxL9du//dsMDQ3xZ3/2Z2v+XDfLL/3SLzE5Ocnf/M3fLGn/Rx99lLe97W2MjY3R1dW14L4vvPACP/ETP8Hx48dbVu9Wq1WCIKBUKuEsZ5EKqwvsBORT4HVRKpuvwelb2fg8xwxo6QhDvmTWU0zlYCINtjWzxsl6UakGs25FbjZ9DcqNcr0yca9MPFFYfGfMlOa//+9HFt1v/5FxfL9KsThdBelQqN2Wik49jLQCsMpmYM1y5YE8LgEugcOs4DFwLKr196kHk7ZrJmj7fgXfrxIKlwmHSmaKdqgheKxtIW/2fQoi1x99H5R209fgxmZhXoN4c5Yhng4Yp/KQzMzcb9cCxlBtuGTVmfl3z5cC3GCZXwdBYFqWyymoFsw8ALcT4odNIY3bDU5t/cOAptWH05nT3Oxps1jOx7VuXioGQcCv//qv88Y3vpHbb7+96T6///u/zyc+8Yl59z/yyCNEo9FZ97muy+DgIOl0mmJx6X81brfu7u4FH3/3u9/NZz/72WWf98EHH8R13Xr4upjOzk5OnDhBb2/vko9ZqeHhYf7oj/6IJ598ctZzDQ0N8cADD/DII49w7do1+vr6uOOOO/jgBz/I6173Oo4dO8YHP/hBfuM3fmPeOT/1qU/xJ3/yJxw/fhzfn78g6vTn+ZFHHuG+++6r318oFDh27BgTExP83d/9HW984xtX/HGVSiXK5fKSP3/ZbBaAqakp7EV6Tffu3curXvUq/vAP/7Dpxw9QLBbJ5XI8/vjjlMvLXfB++lvDzLV/7dmpZZ5DZHW9dF5fg9Je+hqUmyUIUvjhPRTzIZqXigf4kQLbbn1+wYnRQdWiUnYol1wqZYdKyTXb9H2N95ddyiWHcsmb9Vi17EBgmQE1FaDSen3IZsw8G5ep2u8WgcVM9aPdEEA2VEfiBNheBdut4LgVXK+E65VxvRK+X8Jzi3hOyWy22Vx75m3bUtCwVvR9UNpNX4NbU5EC1Opnvv5sCp/QCs8Ur20AVeBibVu6r33tayt87vVtOo9YinUTJH74wx/m+eef58knn2y5z7/5N/+GX//1X6+/n0ql2L17Nz/6oz9KIpGYtW8+n+fSpUvE43HC4fCaXfdqu3LlSv3t//7f/zu/8zu/w1NPPUU8HseyLCKRyKyPtVQq4XmtJwtOm/v5WYrFQs3V8id/8ie89rWvnRUgnz9/nre+9a10dXXxf//f/zd33nknpVKJRx55hI9+9KO8/PLLvOc97+GLX/win/jEJ7Dm/Bb9xS9+kfe+97309fW1fN7du3fzpS99ibe97W2zjuvo6GBiYoJoNLqiz9s0z/NwXXfJ55gOwzs6OpZ0zPvf/35+9Vd/ld/5nd9pWnGYz+eJRCK86U1vWv7/gdxFGH0cInspVUyI+PZ7OvBc9b1uBYUSZAtm4nOuANWqaS0IedSnid5MlWrAS+enuG1fB047LkC2PH0NSjskfvQqX/vb/cwsYT/NhGRvfvtV9h9c7u8pAWZozdKrDoIAKmXLVDw2VD7W3y46lAo2xaKphjTt2m798VLRplyyqa64OtIhwKlfda72USxUHWm7AbYX4PnV2lYhFCoTCpUJR8pEwyUikRJRXxWRS6Xvg9Ju+hrc2vJBAYbN24d2JXCDENXKzE/I6QrGsFMgbE8RstI4LrheAic2iBMZAK8X3BgL/gVuAaVSia997Wu8/e1vX1IGs9Esp4BsXQSJH/nIR/jbv/1bHn/8cXbt2tVyv1AoRCg0P3n2PG/eP2SlUsGyLGzbXrS6az3ZsWNH/e2uri4sy2JgYIBEIsHFixfZuXMnDz30EJ/97Gf5zne+w+c+9zl+6qd+ig9/+MM88cQTjI+Pc/DgQT72sY/x7ne/u36ut7zlLdx999185jOfAWDfvn184AMf4PTp03zpS1+iu7ub3/qt3+IDH/gAYIK8/fv389xzz3H33Xfz6KOP8sM//MN8/etfrwd5d999Nw8++OCsKdu/93u/xx/90R+Ry+X4V//qX9HX18fDDz/M97///ZYf80MPPcSv/MqvzPp3+vCHP4xlWTz11FOzWnfvuOMO3ve+92HbNu9///vrlYxvfvOb6/s88cQTnDp1ive///0L/tv/wi/8An/0R3/Ef/gP/4FIJALAX/7lX/ILv/AL/O7v/u6sr50XXniB/+P/+D/49re/TTQa5Wd+5mf41Kc+RTxu/ppRqVT4v/6v/4u/+Iu/wHEc3ve+9wHUvwbBVN3++3//7/nTP/1Trl27xpEjR/i3//bf8r/+r/8rQH2/6ee9cOECH/7wh3nyyScpFovs27ePf//v/z3vfOc7AfjxH/9xxsbGeOKJJ3jrW9867+OzbRvLspr+/1iUNQB+FKxMfX0Iz7UUJG4Rnjsz9TlfgHSt1SBb68gL+xByuenrKTq2hePoa1DaR1+DcjMdOprEts/x5D/vIjM1010R7yjxhrdd5sCRJDfrG7HrmvUhb2RATLUKpeJM63WxYM8LJQsFm3zeTNEu1Nq0SwWHUsmmXDQTtJdbHWkCSIcsDsypYGlVHWk5YPsBrlvFDZkp2r5v1osMhctEwmWikRLRSIlYpDSzduQmXSOyWoWhK3FGL0UY8lx27sloUJu0jX4Wb01OdebfPBayCE+HyUGAVckQlFME5Rylos+41UXBPUy53A/VXtwgTKQIsbB5HeN75rWM761sDcYVvb7eAJbzMbU1SAyCgI985CP8zd/8DY8++ij79+9f4+eD4nI7PFeB76449G7qox/9KA888AAPPvggoVCIfD7PPffcw0c/+lESiQRf/epXee9738uBAwd4zWte0/I8DzzwAL/7u7/Lxz72Mf7qr/6KD37wg7zpTW/i6NGjLY/5+Mc/zgMPPEB/fz//+l//a375l3+Zb37zmwB8/vOf55Of/CSf/exnecMb3sAXv/hFHnjggQX/XScmJnjxxRe599576/eNj4/z8MMP88lPfrLp+n/T6wfecccd3HfffTz44IOzgsS/+Iu/4P7772/ZIj/tnnvuYf/+/Xz5y1/mPe95D5cuXeLxxx/nT/7kT/jd3/3d+n7ZbJYf+7Ef47WvfS1PP/00w8PDvP/97+fDH/4wf/mXf1n/XP7FX/wFf/7nf86tt97KAw88wN/8zd/MCvh+67d+i7/+67/mc5/7HIcPH+bxxx/nPe95D/39/bOuf9qHPvQhisUijz/+OLFYjJdffrkeXAL4vs9dd93VMki8IW4cQtsgfwU8LTS7VdkWRMNm6+2oLY6cNdtkFhzL/DD21sWfpERENp8DR5LsO5TkysUYJ86WOXpg44Y4tj0zrGalggDK09WRsyok7fr6kLmcCSLzBZdCwaVQsE0YWbSplEwYGVTML+ZLqY4sA2Uccjgkm10T86sjccD2Ahw3wPFNEOn5VUKhSm29yIqpiIyUiEVLxCNFs3bkOgwiz57snBVmn34GYh1F3lgPs0VEbrKggl2exK6msKolqk6MSqifasducHpx3R5cyyEIoFSBUhlSGRib7ooPzOsXz4VICGKh2QFjyGND/py9mdr68u9DH/oQX/jCF/gf/+N/0NHRwfXr1wGzPt90hdhqKpbhw3+y6qdd1B9/yHwxrpZf+7Vf41/+y385677GdfI+8pGP8PDDD/OlL31pwSDxne98J7/6q78KmHDy05/+NI8++uiCQeInP/nJeuj1m7/5m/zET/wE+XyecDjMf/yP/5H3ve99/NIv/RJgBqg88sgjpNPplue7cOECQRDMqsQ8ffo0QRAseB3TfvmXf5nf+I3f4I//+I+Jx+Ok02m+9KUv8alPfWrRY8EMRPmLv/gL3vOe9/Dggw/yzne+k/7+/ln7fP7znyeXy/H//D//Tz3Y/OM//mN+8id/kj/8wz9kYGCAz3zmM/ybf/Nv+Jmf+RkA/vRP/5R/+qd/qp8jk8nwqU99im984xu87nWvA+DAgQM8+eST/Nmf/VnTIPHixYv8zM/8DHfccUd9/7l27tzJ+fPnl/SxLltkF2TPrs25ZcNxHOiImK3YCdm8GdCSzkGmYBZODvtrOFlNRGSLsm3YsTvNaCnFjt0J7C3c0mdZ4HkBnlcmFl95dUBjdWSpYNerJAsFh2zOI5vzyOdd06ZdmGnRnhVGlllSdaSp43TI4zBF6xcEjdWROGC7YNeCSMebmaLth8wU7XC4TKTWph2LFYlHaoGkv3pB5NmTnfzTV+YXBGSmPP7pK/t5x7vOKUwUkZujOjP3witfwrJ7KYUOUvG2U3F7qdqJedVblmWKuuYOkawGUC6bkDGVhrGGjl6vNi06GjJb2K8NfHFBL3NmtDVI/NznPgeYtttGDz74IL/4i7948y9og2is3gPTVvsHf/AHPPTQQ1y5cqU+3brVNN9pd955Z/1ty7IYHBxkeHh4ycds374dMMNS9uzZwyuvvFIPJqfdf//9fOMb32h5vlzOzH5vXMNvelL13HUPm3n3u9/Nr//6r/PQQw/xvve9j4ceeoggCPjf/rf/bdFjAd7znvfwm7/5m///9u48PKr67vv4+5xZMpPJRsISdoICgrJKQURcUYFqxaXYlqdCoVjrgjwo2sUWqlRciih1qdWKPr1c2tuqt7ciKgoutdaCUq1ab2URVBQskkCS2c45zx9nZjKTHUwySfi8rmuumcw5c+aX4TCZfPL7/r5s2bKF+++/n5UrV9bZ5/3332fkyJEZr+fEiROxbZsPPviAQCDAzp07UwEhuM1+xo4dm/pe3nvvPcLhMKeeemrGsaPRKKNHj653bPPnz+fHP/4xzz33HJMnT+bcc8/NeP0BgsHgAS2KekD8XcEMgFXdOseXDsvvBX8eFIYS6ymGYW+le205+kueiIi0by05OzKW7JQd9RAJe6is9lFV5aMq7EutF5keRsZjJlbUwIonwsgmZke6QaRJFJPKJn51S86OJBVGOpg+8PhsvP6aMLJmZmSc3GCcUG6UUDBGXm6UglAEn8/BtuHVF5JLTtX+TG4ADn99oQ8DDi/Xz3sRaXmOg+FUY1rlmHYVFjXvjVV5JxPz98ExD27ymWm4sw/9tf62kx4w7t0HO/e4sxljVs17/p5w8df5rjqNrJc2tyW/150d2NZqJ+BfV+2AcPny5axYsYJbb72V4cOHEwqFWLBgQZPdqmvXwBuGgW3bzX5MMuhLf0zt8K+pf+NkM5SvvvoqNRNw0KBBGIbB+++/z/Tp0xt9fGFhIeeddx6rVq1i7ty5rFq1ivPOO6/ZDU5KSko444wzmDt3LuFwmKlTp7JvX2YnMMdxGgw1mxN2Qs1r9PTTT9O7d++MbfWt+wluM5XTTz+dp59+mueee45ly5axfPlyLrvsstQ+yTUxW4WvEPwlEN4LtPwMYen4jERpc8APRXlQHYXKxHqK+xL5c7bWUxQREWlN6bMjc1todmQkbFJZ5Wd/lZ+qxFqR7qzIZBhpEo96iEcNrLiJHQMnbuBYiSCStNmRyeMDNiYxTJr7p2HHAMzEsRpksH+fn6fXHEaXbhF3hmQgTjAQc8PJYIzcQAyPp/2UaYtIO+fYmPY+Nzx0YthmLpanmGhwJJVmCP5zIwBxf2+89YSIjuMGf5E4RGNuRWq0gduRJrbXvySel3z/iPo2HHIOqZWtDKNlS4zbi1deeYWzzjqL//N//g/ghlYffvghQ4cObdNxDBkyhDfeeIPvf//7qfs2bNjQ6GMOO+wwCgoKeO+99xg8eDAAxcXFnH766dxxxx3Mnz+/TnC6d+/e1DqJAHPnzuXEE0/kqaee4q9//SvXX3/9AY17zpw5TJs2jauvvrre7sfDhg3jgQceoLKyMjWWv/71r5imyeDBgyksLKRnz568/vrrHH/88QDE43E2btzImDFjUsfIyclh+/bt9ZYxN6Rv375cdNFFXHTRRfz0pz/lnnvuyQgS//Wvf6WatbQ4w4RgX6j8DAWJ0hTTdBcwDiXWU6yMJNZTrIbyxHqKOVpPUUREJEPG7MhC6Eb4gI+RnCkTCXvYnwgiK6t9ifUiXGtUrwAAToFJREFUfYQT3bRrSrQ9xGMGduLizowEIzE3wHBodl+dT/5VwCcNjQvAdGdJGl7cJjbe5PqRtrt+pM+uWUPSb+EPxAn4LQIBt3w7NxAjNzdObiBKjtfC57FbdO15Eckux44Rj1YRj4aJxL1UO4VUU0Y13Qnb+YTtXGJxg/3xKpKrQzz1d7Bj9YSArdAPwyAxe9ELXo9Djl0J5Lb8E3Uw+pWuEzj88MP5y1/+wmuvvUaXLl245ZZb+Pzzz9s8SLzsssuYN28eY8eO5dhjj+VPf/oTb7/9dr1r+yWZpsnkyZN59dVXM2Yf3nnnnRx77LGMGzeOa6+9lhEjRhCPx3n++ee56667eP/991P7nnDCCRx++OFccMEFHH744akwr7mmTJnC7t27G5zFOHPmTBYvXsysWbNYsmQJu3fv5rLLLuP73/8+PXr0AODyyy/nhhtuYNCgQQwdOpRbbrmFvXv3po6Rn5/PlVdeyf/9v/8X27Y57rjjqKio4LXXXiMvL49Zs2bVed4FCxYwdepUBg8ezFdffcWLL76Y8W+6bds2Pv30UyZPnnxA3+8B8Xd1P/mJHACPBwpy3Us07pY8l1e5sxUrw26YqPUURUREWkb67Mi8/DhwcMvexC3cILLSz46P89n0UmmTjzHzHRzcWZHJQBIrMTsSwE4ElDF3f3eGpEGcun+8b4ptuk1tSA8mfQ6m18HrS6wlmQwmc2z8freMO5ATJxCsKeXODUTJ8VnkeC38HqtdNbcR6QgcB6KWh0jcSyTuIRr3ELFqbkcTtyOWh2hin0jcm3iMh2jcdK8tD1HL36zntAzgSPf25p3Q2GTn1NqIiQAwx5v5dcbttH18vrr7eky3tDkchapInPJt/wCmfe3XsKNTQtAJ/OIXv2Dr1q2cfvrp5ObmcuGFFzJ9+nTKy9t28eOZM2eyZcsWrrzySsLhMDNmzGD27Nm88cYbjT7uwgsvZO7cudx0002YiUVWysrKePPNN/n1r3/NFVdcwc6dO+nWrRtHH310am3NdHPmzOFnP/sZixYtOuBxG4aRKrGuT25uLs8++yyXX3453/jGN8jNzeXcc8/NaOiSHOPs2bMxTZM5c+Zw9tlnZ/wbXHfddXTv3p1ly5axZcsWioqKGDNmDD/72c/qfV7Lsrjkkkv45JNPKCgoYMqUKaxYsSK1/eGHH+a0006jf//+B/w9N5u/xC1xFjlI6esphhPrKZZXuoGinVhPMeBzJ8CKiIhI9ng9UJQfpSg/Sq/u+/nwzWIq9/mof30Sh7z8GDN/9G6dNRJtG6Ixt0y7Kuw2r6kOu5200xvYRKM160bGk41s4gZ2vKZkm0TZNoBpk1jEDIgkRwEWBhaJeuxmcsy0TttmIphMNLhxg0kbjz8ZTLrhZE5OMph015jMDcQIBmIE/G4g6fdY+BPhpGZNSntjO2SEfLXDv4jlda/TAr9IPHGfVXN/8hgtzTAaDvP8Pvf/55uJfU8aCfm++gNBd+Zgnb4rBySeCA7Lq9zXze+F3AD0KIRN21riu+34DKetFypsQRUVFRQWFlJeXl5nNlk4HGbr1q2UlZVlNPLoaGzbpqKigoKCglTI1pGceuqplJaW8sc//rHBfRzH4ZhjjmHBggV897vfbcPRdVyRSIRBgwbx8MMPM3HixHr3aan/A7EvN7D6r58ybcRX+Pwh8Oa5TVj0CUkOkm1DdQT2hd3y53AUMCCY+ABQ+/cVy3J4e0sFIwYW4PHovJO2p3NQsk3noGRDZtfm9PPO/fWxLbo2Ow5YlkE07KEq7HNLtsNeN5hMhJM1zWwSpdsxEyvqhpJWzMCOGzhxw50t2Qq/+SY7brvBZGLWZGLGpMfnYHptPD4Hr9/G67PxJ2ZL+v1uSXvAHycQiBEMxgn4asLIZDCZ47HwmCrpPhTfB5PhX30hXzTuTQR8NbP+krMEM0LCxH0x68BnATfFNGz8nsTsXm+cnMT56vfGyfHEyPFUETAqyfFG8XtNvDkhvDmFeHPy8eWE8PvMVAjoNRv/9TJsVzHrw5EAPDDonwTMlisvtm13wkMkCjHbDSIDPncN+PygGyIG/RCPx1i9ejXTpk2r02+iM2gsX6tNMxKlxVRVVfG73/2O008/HY/Hw8MPP8zatWt5/vnnG32cYRj8/ve/5+23326jkXZ8H3/8MT//+c8bDBFbVN4RwKeQNxSsXRD9CuwwYIA3Fzwh8ORqSpk0m2lCKOheuhZAVdp6ilVV7geJgA+8+gklIiKSNQMHl3P69K28+kIfKvfVlB/m5ceYeMonrR4ighsseL0O3jy3qU3XZreMqZ8VN1IzIcNhD1XVNR223RmTHiIRb2qfZDhpxdxO23YymLQAO7PjdkMppQPEU+XcjYc59YWSyVmT7mxJN5z0+NxQ0uu38fttfDkWOf6abtzuxaoJeTy1AkqPhdmBSrptGz7bkceXOwJ85vPSu19lu+0W7oZ/9Yd8qTLfWoGfGxLWnS3YWuFf8pzI8cYTYXXiutZtvyeeCAnT74+Tkzivagfchl2NaVVg2pWAie0pIObvg+XtgeXtiuMJNTiutuQ47vJL4ah7bRju7x5dCtwqqlAAcnO0DFNj9GuatBjDMFi9ejVLly4lEokwZMgQ/vKXvzRrDb+RI0cycuTINhhl5zB48OBUc5pW50l0lS4a4/55Jl4BsXI3UIx8BrEKiOwGHPAE3WDRG3L/DCvSBG/6eooxt0lLRaL02YqAz6NAUUREJFsGDi5nwOHlfLo9xL+3xDliYPsOcZri8ToEvXGCueDOtzn4YNKyDGJRM9XEJhLxEI54qa72UhX2JTpxe4lEa0q54zGzJpiMmdiJUu7mhpKp5wYsTCKYVDawj2NQTyBZE0zidV8P0+eWcnt9Dl6/hd9v48+xyPHH8Qcsgjlxd01JX90Sbr83nrqvtRrhbPnfwoww+6MNEMqPclwLhtmp8K/Wun71zvCrfTut5DcS9xKzWy/8azDkS/w75CRmBaZCwnpmC7bo7FbHwbD247EqMJwwjhHA8nYhGhiG5euK5SkBs3lrILa2mOXOOAzHapZXCgagd14iOAwkKqOkWfRSSYsJBoOsXbs228OQ1mSY4CtyL7n9wRkJ8f0QL4foXgjvhPheqNoDWG4JtDfkhotm55v+LS3L73MvRYn1FPdX14SKABVV7l8GTRNMw/3roSdRBpF+n4iIiLQc04RefffzZayCXn0LME39sAXweBw8QYtAsJktrhthWaRmP7qzIT1EIyaRqIfq6mQZt49I2JMKJt0ybg/xqFGzvmTMwEkPJS0n0YG78WDSwe2HE8NDNR5S7XGT25sIJWtmTYLH55Zy+/w1zW/8ORY5OXG3Q3my0U2tmZI5nji+VGmse9/HHxWkldfXqNzn49knyjjpjO30LKusu66fVc8Mv8QswfpCwlYN/9ICvfTAz59eBpwW/tWZLeiN421Ps0cdC9Mqx7T2YWBhmyHivp7E/X2wvCXYni7tolItWa4cjkI8Wa7sh14FbrlyKOB+rd8dDo6CRBE5eIYBvnz3EuwDhUdBvMoNFmN7IfwFxP7jBoxODAyfu8aiN6/d/HVK2h/DcNchCfqhON8te966E7p3cVdoilnuIshxCyzb/aui7bgfGGpLBY6G+5nGTISOyfvqXT9eREREpA15PKSFkrGvdSzbdkPJaNpsSffrRDgZ8VCdmDEZDnsT93uIJWZLxmOJxjcxA8c68FAyyZ01aRDGixs7uFVODtQKIGsHkomvDQjujlD/xzUDB1j77AC+GpbfYmmQx7DTAry6pb31hXwZs/7Sbrer8O9rMuyIGx7a+0mWLEeDRyRKlktwPPnZHmLdcmUTAl4oLnAnKeSqXLlFKUgUkZblzXUvgZ6QP9StT00Gi5HdENkFkS/AjiZWoc5zZy2qgYvUw2O6fzEEdz1FX9pPLScRHlo2WA7YVuLadi9xuyZwjFvu15YNUavmsbWZabMbTdP94Jqa9ajgUURERNo508Sd+RdouVAyOVMymgwlIzXrR0Yi7rqSyY7ckaiHWJ1g0sCOuwmOQVooGTv4sM0APDGHLv/eBwEDwweenERTmxwbX8B214wMWgRzY+QG426H7UTg5+/k4d/X4jgYdiUeqxzDDuOYOVieIqKBIVjebtjeEhwzJ9ujTJUrV8eAtO7KvfMS67HnZP7uIC1HL6uItC5PDni6Q053yBsMdsxdYzFeDpH/QORziO4BO4LbwCWU1sBFqY00zDASf8FvZjWKbdfMXLTSLsn74hbE427gGEvMdnQcN3i0E7drSw8Z0wNIlVmLiIhIR9fSoWQ8ZqYa2UQTgWM0amY0t0nOmvxyV5Bdn+U1eVxPxIGI+yHNLdE2GizR9ufE3e7YuRaBYDx1CeYmb1sZ9+UErEPn85xjYVr7MO1yDCeeKFnuQdzfF9tbguXp0m7WwP9qH3gcdx31gB96F7jrrefmqFy5rShIFJG2Zfogp6t7CR0GjuU2bImXu4Fi+HO3oUtkl7u/J5gIF3PbzQ8v6ZhME0xoqmFiSipotGtCSCtt1mNypmOy1Np23GvHcR9Xm0HdsNFMlFyrzFpEREQ6M9MEf46NP6eeD0n1+HR7Hk8+MqjJ/b5x3KeE8uKEq71pFw/hai/VVe7XkbAbe0QjXqIRL+V7mzdmw3BSsxoDuW4ImROIE6wVRCa3BYLuepAdJsiyo3hsd71DMNwuyzmDsHw93fUOzZYrGz8Y6eXKFdGa+0sKoXteTXfljtr8qSNTkCgi2WV4wN/FveQOcH9ixPfVbeAS+RJwwMxx11j0hNwVnUVaicds/joqqTJrpyZ8TA8hLQdi8cy1HS3brehpdH3HRMhYZ9ajgkcRERHpxHr22U8oP0rlPh/1f+hxyMuPMeaYXU0GSbYNkbAbMCbDxdSlykt1InhMDyKjES+OYxCu9hGu9sGe5o3bNB1ykrMag2kzHXNr31czA9Lnb52O13U4DoZdhWlXYNpVOIYP21NEJHg4lq+7u96hGWiDgTQsZrnBYThZruxzA8OSLkBinsnhvSCo+SVZpd/CRaR9MQzwFbiXYF8oOAqsKrccOra3phQ69ik4cbdpiyekBi6SVaky62bubzuZIaOVmNGYCiEtiNmJUutE8Bi33XUgncTsyCSHxDpBtRrKpK5pF83zRERERJrNNOG4Uz5JdG1OftpJcj8ITTzlk2bNRjNNCOa65cpdSiLNen7LMohUJ7pmp0LHxEzHWkFkOLFfPObBtg2qK31UV/r4qrnfq8dOzWhMn+VYEzzWDSK9vmau5+hYmPZ+TKscw4nhmLnEvV2J+vpgebtiebuAkb1YKL27smW7n6cDfuhbCHmJ7so5Pgg3byKrtBEFiZI1999/PwsWLGDv3r0ALFmyhCeeeIJNmzY1+JjZs2ezd+9ennjiia/13C11HGkDRmLdRG8Igr2AYWCF04LFXRDd7ZZEOzH3B2FyxqInu39RE2mIaYDp4YDKrO1aDWWstHLr9DLrZPl1sszaduqu76gyaxEREWnvBg4u5/TpW3n1hT5U7quZMJCXH2PiKZ8wcHB5qz23x+OQmxcnNy/e7MfEYwbhcCJcDHsSIWNa8FiVVnad+NqyTGzLpHK/n8r9zR+f12elgsdgME5OeugYCJMb2EduTjnBQAR/yIc/fyBObk8sb1dssyBrJcvJcuXqqPu51TAg4IOuhVAYckuVVa7c/ilIbKc+//xzfv3rX/P000/z6aef0r17d0aNGsWCBQs45ZRTsj28VnHllVdy2WWXtegxt23bRllZGW+99RajRo1K3X/bbbfh1Nc5QToGT8C9BHpA/hC3A3Ss3L1Ekw1c/gN2GDDTgsWgVt+VDsljJjLHZgSP6WXWtQPH5KzH9LUdLesAyqypZ9ajgkcRERFpJQMHlzPg8HI+3R7i31viHDHQS+9+le0yaPL6HPJ8MfLym9eYxnHcBjS1w8XkbMc6JdeJINK2TeIxD/tjHvZXNL8iy5cDObkGgdzKxLVBTihxnWvW+togJ2hger7+h7xYPDHrMK1cOS8ARQfQXdlOK8fZ+u84Rwx1ME19AM0WBYnt0LZt25g4cSJFRUXccMMNDBw4kJycHJ5//nkuueQS/v3vf9d5TCwWw+fz1XO0jiMvL4+8vKY7c7WEwsLCNnkeaSOmH3K6uRcOTzRwSQSLsT3uOouxcjdgBLdxizcv0cClHX4KEfkavm6Zde1Zj5ZdM9MxFk/MdjyYMuu0WY8iIiIizWWa0Kvvfr6MVdCrb0GnCZAMA3x+G5/fJr+w+eFjLGoSrjKJVEaJVMYIV5tUh/OoihRQFSmiOhx013asgkiVQ6TKcR8XgVjEYf9XVrPH6A/ghowhoyZ8zDUI5JoZoWMyhMwJGNgYRGqVKwfrKVdu7vyOf22I8cQj+2GK+/WqW6ooKYAzZgY5amzHzkA6KgWJ7dDFF1+MYRi88cYbBINBKioqKCgoYPjw4cyZMwcAwzC46667eOaZZ1i7di1XXnklv/rVr7jrrrv4zW9+w44dOygrK+Oaa67h+9//furYS5Ys4b777uOLL76gpKSE8847j5UrVwJw5513smLFCnbs2EFhYSGTJk3i0UcfrTM+27bp168f11xzDRdddFHq/jfffJOjjz6azZs3M3DgQG655RZWrVrFli1bKC4u5swzz+Smm25qMCysXdpsWRaLFi3ivvvuw+PxMHfu3DqzCNesWcPSpUv517/+hcfjYcKECdx2220cdthhAJSVlQEwevRoAE444QTWr19fp7Q5EomwaNEiHnnkESoqKhg7diwrVqzgG9/4BgDr16/npJNOYu3atVx99dW89957jBo1ilWrVjFkyJAD+veVNmB4wF/sXihz0474vkSw+FVasLgbcBIzHBPrLKoztBxiDrTM2q5nhmOq9DoZOsYTMx7Twsjk4xorszYMd/alYWTeJyIiInLIc2J4rAr8VBDKBTsvD8vXnbivt1uy7Cms94OTYztEww6RaodwpRsshhMBY7jSrvW1ex2pdj+wRcMQDdvsa2azGQzwB9xwMTfPIK/AIL/AoKDApKLAIJRnkJuffm0SyHXzjfr8a0OMB2+vIu7J/ABZ/pXDg7dXMfPSXIWJWXBoBYmO4zZtaGue3Gb/JrRnzx7WrFnDr3/9a0KhEHatGrOioqLU7cWLF7Ns2TJWrFiBx+Ph8ccf5/LLL+fWW29l8uTJPPXUU/zgBz+gT58+nHTSSTz66KOsWLGCRx55hCOPPJLPP/+cf/7znwBs2LCB+fPn88c//pFjjz2WPXv28Morr9Q7RtM0+c53vsODDz6YESQ+9NBDTJgwgYEDB6b2W7lyJQMGDGDr1q1cfPHFXHXVVdx5553Nei2WL1/Offfdxx/+8AeGDRvG8uXLefzxxzn55JNT+1RWVrJw4UKGDx9OZWUlv/zlLzn77LPZtGkTpmnyxhtvMG7cONauXcuRRx6J31//1O+rrrqKv/zlLzzwwAP079+fm266idNPP52PPvqI4uLi1H4///nPWb58Od26deOiiy5izpw5/PWvf23W9yNZZJjgK3Qv9IOCEWBV1qyzGN7pBoxVOwDL7QydauCiH0wi6ZINXLwHUWadHkImO1xbaWXWcatmVqST2F5bves7JsJHre8oIiIinYlhV2Na5Zh2JeDF8hQSCR6F5euB5e2KY+Y2fQwzUaqcCwUlzXte23LDx3qDx2qH6v0OVZXu9mi1Q6zaJhYBHIhWu/ft+w980YznMj2QGzII5bvho3ttkpsHr78QbfSxTz1UzbAx3k4zS7WjOLSCRKsKnm6b0tkM39zvNopoho8++gjHcTjiiCOa3Pd73/teaoZi8uvZs2dz8cUXA7Bw4UJef/11fvOb33DSSSexfft2SktLmTx5Mj6fj379+jFu3DgAtm/fTigU4owzziA/P5/+/funZvHVZ+bMmdxyyy18/PHH9O/fH9u2eeSRR/jZz36W2mfBggWp22VlZVx33XX8+Mc/bnaQeOutt/LTn/6Uc889F4Df/e53PPvssxn7JLcl/eEPf6B79+689957HHXUUXTr1g2AkpISSktL632eyspK7rrrLu6//36mTp0KwD333MPzzz/PH/7wBxYtWpTa99e//jUnnHACAD/5yU/45je/STgcJhBQU48OxTDckNCbB8HeUHAkWNVpDVy+cNdYDO8EO+aGid4QePLAk5Pt0Yt0GAdaZu2kl1TXKrO2E52r42mhY3LGY9SqeWxtZq3ZjVrfUURERNotx8awK/FY5RhOBMcMYHm6EA0cheXriuUtAaP1JzqYHoNAyCCQiDEs2y1VjsTcz1++RLlyUV5NubLHcIPFyv0OVfuS1zaV+x0q9zlUZVzbVO13iEbcz3v7Kxz2Vxx4D4PyPQ7bPrAYOPTQirayTa92O5Ms3W1oam+6sWPHZnz9/vvvc+GFF2bcN3HiRG677TYAvv3tb3PrrbcycOBApkyZwrRp0zjzzDPxer2ceuqp9O/fP7VtypQpnH322eTm5vLggw/yox/9KHXMZ555hkmTJnHEEUfw8MMP85Of/ISXXnqJXbt2MWPGjNR+69at4/rrr+e9996joqKCeDxOOBymsrKSUKjxYLW8vJydO3cyYcKE1H1er5exY8dmlDdv3ryZX/ziF7z++ut8+eWXqRmc27dv56ijjmryNUweIxaLMXHixNR9Pp+PcePG8f7772fsO2LEiNTtnj17ArBr1y769evXrOeSdswTdC+BUsg/Iq2By16IfgnhL9zu0FbE/bNZasZiQLWXIi0kFTweYJl1+nqO6WXWcQvicfcDb8yqCSPtxO36em6lSqvTAke15hIREZFW48QxrQo8VgVgYZv5xP19EiXLJdieojZfZNpxSK1zmOqu7K/prhwKuEFiZtMbA1+RQX5R858nFnVnNmYEj4nb2z+M8+G7Ta/nWFFez1+SpVUdWkGiJ9edHZiN522mQYMGYRgG77//PtOnT2903/rCuNoBpOM4qfv69u3LBx98wPPPP8/atWu5+OKLufnmm3nppZfIz8/nzTffZP369Tz33HP88pe/ZMmSJfzjH//gW9/6FuPHj08ds3fv3oA7K/Ghhx7iJz/5CQ899BCnn346Xbt2BeDjjz9m2rRpXHTRRVx33XUUFxfz6quvMnfuXGKx5i0k2xxnnnkmffv25Z577qFXr17Yts1RRx1FNNr4FOjarxE0/tolpTe0SW6rXX4unURGA5dBYMchXrsz9FeJztAGeHMTnaHVwEWkrSTLrJs75bF2B+v0ANJOm+2YbC5jOTX3AVRU1f7AXGs8iVmPhpEYV9osSCP9gmZDioiIHMoMO5xWsmxiewqIBIdheXtgeUtwPG1fSRmLJ2Ydxt0g0e+D/Fzokg+5Oe6lqe7KB8rnNyj0GxR2qbtty/txPny3ssljFBTqd6+2dmgFiYbR7BLjbCkuLub000/njjvuYP78+QSDwYzte/fuzVgnMd3QoUN59dVXueCCC1L3vfbaawwdOjT1dTAY5Fvf+hbf+ta3uOSSSzjiiCN45513GDNmDF6vl8mTJzN58mQWL15MUVERL774Iueccw75+fl1nu973/se11xzDRs3buTRRx/lrrvuSm3bsGED8Xic5cuXYyZ+6/rzn//c7NehsLCQnj178vrrr3P88ccDEI/H2bhxI2PGjAHgP//5D++//z533303kyZNAuDVV1/NOE5yTUTLavgvGYcffjh+v59XX32V733ve4DbBXvDhg0Z5dlyiDO94C9xL6GBiQYuFYlg8SuIfAaxirQGLsHErMWQGriItBMe080cfQe4vmMkBls+g/493CDRcWoaxyRvp9Z9tNLWgrRr1nq0ncTMxrTHNsasFTwaaaEk1KwLqVBSRESkA3CctJLlMI6RkyhZHuaWLHtK3IkMbShZrhyOup9hfB43LOxWdHDdlVvagCEeCrsYlH/V8IemwmKDAUP0u1ZbO7SCxA7izjvv5Nhjj2XcuHEsWbKEgQMHEggEeOGFF7jrrrvqlNsmLVq0iBkzZjBmzBhOOeUU/ud//ofHHnuMtWvXAnD//fdjWRbjx48nNzeXP/7xjwSDQfr3789TTz3Fli1bOP744+nSpQurV6/Gtu1GOxKXlZVx7LHHMnfuXOLxOGeddVZq22GHHUY8Hue3v/0tZ555Jn/961/53e9+d0Cvw+WXX84NN9zAoEGDGDp0KLfccgt79+5Nbe/SpQslJSX8/ve/p2fPnmzfvp2f/OQnGcfo3r07wWCQNWvW0KdPHwKBAIWFhRn7hEIhfvzjH7No0SKKi4vp168fN910E1VVVcydO/eAxiyHEMMEX5F7ye0PzkiI73dnLUb3uusrxvdC1R7cBi6BxDqLITVwEekA0td3TH5+DgUO7C/x6YGj7bh/f7CpCSkdakqs0/dLzpCsfW2TCCcBx8oMMhv9XkjMpEzMlKxvdqSRCCPVKVtERKSFOBamVYFpVWAQxzbziPt6Evf3SZQsd2nTSqaGypW7FTVWrpw9pmlwxswgD97ecMPcM74XVKOVLFCQ2A6VlZXx5ptv8utf/5pFixaxc+dOunXrxtFHH50x66+26dOnc9ttt3HzzTczf/58ysrKWLVqFSeeeCLgdny+4YYbWLhwIZZlMXz4cP7nf/6HkpISioqKeOyxx1iyZAnhcJhBgwbx8MMPc+SRRzY61pkzZ3LJJZdwwQUXZMyeHDVqFLfccgs33ngjP/3pTzn++ONZtmxZxmzJplxxxRXs3LmT2bNnY5omc+bM4eyzz6a8vBxwu0I/8sgjzJ8/n6OOOoohQ4awcuXK1PcL7rqKK1eu5Nprr+WXv/wlkyZNYv369XWe64YbbsC2bb7//e+zb98+xo4dy7PPPkuXLvXMsRapj2GAL9+9BPtA4VEQr0qUQ+9111iMJRq4ODF3keRkw5c2/uujiLSNVCfpFpIMHS2H1MzGZEDpUDMDMhlQppdvZzSxsdMem36h/oY1Gd8TNTMg65RtkxlSJkNLzZYUEZFDhWFH3PDQ3gcY2J5CooHBWL6ebsmymdemf7GLxiEShXAMMMDvbf1y5ZZ01FgfMy/N5YlHwhn3FxYbnPG9IEeN1QSNbDAcp6nimvaroqKCwsJCysvLKSgoyNgWDofZunUrZWVlHbqjrm3bVFRUUFBQkCoRFmmOlvo/EIvFWL16NdOmTctYI1IOghWpCRYjuyGyC6z9bmMXw+N2hfaG1MCllljcYfXfK5g2vgCfV6+LtL3OeA5mzJC0a82crD2DMj2UTOumnZopmZwVmXwcmQFlbQ6J0JG6wSOJJje1tx3qJdyW5fD2lgpGDCzA05LptEgz6RyUbGu352CiZNm0KzCtahzTj+XpguXvQ9zbHdtbgmPmtNlwGipXLsyD/KB7O5vlygerMlbJxJdGAfBQz40cMTS/zWcidvbfixvL12prx9mziEgn48kBT3fI6Q55g8GOuWssxsshkmzgsgfsCG4Dl1BaA5cO9tNeRNo10wASpdvNbVbTkPRZkclg0SEtgKwVUmasK5k+YzJZ8p0+25LGQ8na31ND60oqlBQRkRbjWJjWPky7AsOJYZshLG83orl9sbxdsTxd2myN9PRy5ajlrged44PuRVCQLFfOqVljuaNKDw3LjvCqnDnLFCSKiGSL6YOcru4ldJi76FmsIrHO4h4If+42dIl84e7vyU2Ei7lq4CIi7UYylAS+dijZ1KzIBteVtNLKtu3M2ZLJdSWTsyZbcl3J9IuIiHRidhSPXY5p7QcDbCOfWM5hiZLlrthmfpv9MIgmuyvH3K9z/DXlyqEcyA2AV78qSCtSkCgi0l4YHvB3cS+5A9zfduP76jZwiXwJOGDmuGssekJuV2kRkQ6uJdeVTJ/9mAwRreTsxkRA2Vizm4x1Ja3E/rXXlWxuKFmrmU3tmZOp7WhdSRGRdsFxMOwqt2TZrsIxfNieQiLBkVi+7ljerjhm2yyh1lC5co8umd2VRdqKfvMUEWmvDAN8Be4l2BcKjgKryi2Hju2tKYWOfQpO3G3a4gmpgYuICLXWXmwBqdCRWutKps14TN5ubF1Jq1Z4md7spqESbivRBGdfVWKWSSMl24ap8m0RkYPiWJj2fkyrHMOJ4Zi5WN4Sor5RWN4SLG8xGK0fodRXrhzwucFhfm7nKVeWjktBoohIR2Ek1k30hiDYCxgGVjgtWNwF0d1uSbQTcz/oJINFT8dtOiUi0h4ke9615rqSGTMkk2XdDkRj8PHnUFzgZoPpoWS9HbibMVMyPYg0SQSQ9c2STNynUFJEOiU7iseuwLT2uV+aecT9ZcT9vbA8JdiewjYpWU4vVzYAv8qVpR1TkCgi0pF5Au4l0APyh7gdoGPl7iWabODyH7DDgFlTCu0JalEvEZEsOdB1JWNx97pHF/DV+vTeYAfuRFBZewZkRqObxO3k7Mn6ZknadtPfS3Oa3KhsW0TaC8OuxrTKMe1KMHxYZiGR4IhEyXIJjpnb6mNIL1e2HTckVLmydBQKEkVEOhPTDznd3AuHJxq4JILF2B53ncVYuRswQqKBS16igUtLFQCKiEhbaakO3LXDRttuZJZkWpftVNfteprcHEjn7VQ5tpnZ4CZZumemzZhU2baIHBDHTitZjuKYQSxPMdHAcCxf10TJcuumdo4D4RhE6ilXLgi5IaLKlaWjUJAoItKZGR7wF7sXytzf/uL7EsHiV2nB4m7AScxwTJRDqzO0iMgho6Ua3dRuclN7tmRGV26nVvBo1S3bTjXIsVqpbFu/tIt0Tk4M09qHxyoHHGwzn7i/H3FfbyxvsmS59f6I7jgQs+qWKxfkQVHInXGYm6NyZemYFCSKiBxKDBN8he6FflAwAqzKmnUWwzvdgLFqB2C5naFTDVxUXyEiIo1rySY3DQaRjXXdtmqCyPQZkirbFun83JLlCkx7P+BJdFk+EstXiuUpwfGEWvX5a5cr+7zuLEOVK0tnoyCxE1qyZAlPPPEEmzZtyvZQ6mjPYxM5JBmGGxJ68yDYGwqOBKs6rYHLF+4ai+GdYMfcMNEbAk8eeHKyPXoREenEWqpsu97mNo2UcqdmSNZTuu2obFuk/XBsDLsSj1WB4YRxjACWtwvRwDAsXzcsT7G77E8rsRPdlSNRd/ahmSxXLoaCXLdJSkDlytIJKUhsh3bt2sUvfvELnnnmGb744guKiooYOXIkv/rVr5gwYUKbj0fhn8ghxhN0L4FSyD8irYHLXoh+CeEv3O7QVgRMT9qMxYBqxEREpN050OY2DakdPjY2WzJ1X1pTm2SDG9ty97GS4aUFpB27zvOSmBFJMnC0MQwH03DcaxwMHEzDToSUNgbuNoPEtEvHThzJ3dd9IgeS27Exat/nuMcBB9M2gGJ80W14zPRRJQec+fPfSf869dmg9mcEo57bdT9HOHUeX99njfq2GbXuMuqOrTljqvezTe1jNTKmBr//9Ptqtjm19zOa9zrV2dZpP5PFMeP7MK19GFjYZoi4v1eiZLkrtqeo1UqWM8qV42A4NeXKXUJuZ2WVK8uhQEFiO3TuuecSi8V44IEHGDBgAFu2bOHvf/87e/bsyfbQRORQlNHAZRDYcYjX7gz9VaIztAHe3ERnaDVwERGRDsTJDNHICNwcDMfBQ9r9RmKbmfYYT83+qcc6NWFd8j7bthOBpFMTTGLg2A42BjgOtmNg2457tIxSbQPbMbBsE9sxcONCA8s2cDATxzITgZSRunYvHjAMDMODYXhwDA+maYLhwUheGx4wTczEbcP0YNkAWwjnjsXjSf5sd2qunURAmfZ16nXIuKS/1snH1N7uJELN2seizr5GrcdlPi8Zj01/rlTElpHcOvVfO+m3M7fVjk/rv65h1LvNqXVXw2PKeD6n6eerG/jWjKTJbYZRT7LdyONS+7fEsWt/FwaGDdAFX/RTDF8B0eARWN5St8uyJ6+e771lxC131mF11B1ysly5tNgtVVa5shyKFCS2M3v37uXVV19l/fr1nHDCCdi2TZcuXTjppJPcH/JAeXk5ixYt4oknniAcDjN27FhWrFjByJEjGzzuqlWruOmmm9i6dSsDBgxg/vz5XHzxxantn3zyCVdeeSXPPfcckUiEoUOHcscdd/D+++/zq1/9CgAj8VetVatWMXv27GaN44YbbmDFihVUVVUxY8YMunXr1hovm4i0JdML/hL3Ehro/nYTr0gEi19B5DOIVSQauNhuoOgJuSXRauAiInLoSQ93Ggzr6s6cy3xc3TAu47F17kufKddUuEHavskOLEbij2FGA/dTd7vpAcObuN+T6PLiSVyS97m3zcT9HsMEErXNmDXHbOa1jYltJ6/NRMhYc23V+tq2DeK2Qdx2AxLbgkhaSFln1qXjrmxi2zFgCzvjR2BYPhyj5jvPaG6TvDYzv87Ylnwps605IWL6bSc9kGxgnzqBY91tRiPHbjxErB3ENjHeesZSd+z1PL5OWHpw32f6MY0D+D5r/g+TNqPWwbIs4FMqCyZj+LvhmK2zxE6yXDkcdf+PmCYE/G5wqHJlEZeCxHYmLy+PvLw8nnjiCY455hh8vsw/bziOwze/+U2Ki4tZvXo1hYWF3H333Zxyyin87//+L8XFxXWOec8997B48WJuv/12Ro8ezVtvvcW8efMIhULMmjWL/fv3c8IJJ9C7d2+efPJJSktLefPNN7Ftm/PPP59//etfrFmzhrVr1wJQWFjYrHH8+c9/ZvHixdxxxx1MmjSJP/7xj6xcuZKBAwe2yWspIm3EMMFX5F5y+4MzEuL73VmL0b3u+orxvVC1B7eBSyCxzmJIDVxERL6uembO1RuupYdxBxLWpd+X2r+hcK6hkC5ZapkMwRKhGVAToqUFdelhXXK7YbpBHbWCOTMzoHP/YOVJ7Js8TnpQ18B1Q2FdKixsxjGykI4lvruvLX2tyOQakenrQUaj8LetcFhP96VNdtyOWxBPriGZuG2nNbmJJ45TO6BMniZ1JrFRN3CsL4Ssb9sBv/z1lgw3tn/itTrAp6nt6z7+UGVZMeBTLF8PPC34+dFxIBaHcAzCcff/k98HhSpXFmmQgsR2xuv1cv/99zNv3jx+97vfMWbMGMaPH88FF1zAqFGjWLduHe+88w67du0iJ8f9K8xvfvMbnnjiCR599FEuvPDCOse87rrrWL58Oeeccw4AZWVlvPfee9x9993MmjWLhx56iN27d/OPf/wjFUQefvjhqcfn5eXh9XopLS1N3ffiiy82OY5bb72VOXPm8MMf/hCApUuXsnbtWsLhcOu8eCLSPhgG+PLdS7APFB4F8apEOfRed43FWKKBixMDw1fT8KUVF8QWEalXvTPZGrndavs1wjKAYqjaliidTZcefKWXsDYwcy5jn0QQlx7CNTSbLiOgqydoa+i63sDtwGbdaZmM1mcY4DHA08BLHUv8eO5WCL5mZDipBja1Asr0LtoZjW/SAsy4Vbf7tpW2PX0NSoeax7vfSOI67b9JeiOb9PAx1eSmkdBSOqdUuXLMPZd8XjcsLC12uyvn5qhcWaQxChLboXPPPZdvfvObvPLKK7z22ms8/fTTrFy5knvvvZfdu3ezf/9+SkpKMh5TXV3N5s2b6xxr9+7d7Nixg7lz5zJv3rzU/fF4nMLCQgA2bdrE6NGj653N2JCNGzc2OY7333+fiy66KGP7hAkTWLduXbOfR0Q6CW+uewn0hPyhbqOWZLAY2Q2RXW6HaDvq/rKa3sBFRNq3jhDENcqouU4Fb+kz5tKDrEZu40nka8kwzmz6dmpWXWL2XMbsvLTwz3KA96DrCeD10njg1oxZdnXCR5GWZRqJ07qFpM9qTIWQ6aFkQ8Glk5gpmR5MpjW+cdJCyvQO3OmNb5L/RRwHt6TbqT98bGiWZLsr6T4E2Y7bWTkcc2cfej2Q44eeXSBf5coiB0xBYjsVCAQ49dRTOeWUU7j88su54oorWLx4MRdffDE9e/Zk/fr1dR5TVFRU5z478ee5e+65h/Hjx2ds83jcn+7BYPCAx2fb9gGNQ0QkgycHPN0hpzvkDXYXYIqVu+FiJNnAZY/bwMUygWKI7IR4E2VI9XZGrL1f2tfN6qTYCvs12lHxQPer7/kPZj/JGgVxtHoQV7ukNjUrr5n71/fYBvdvBbEY8B4E+zZvOphIJ5MK5VrwmLVDx/RSbqeemZPpsye/Tkl3ejCZlZLuQ0CyXLk6ChHLfZlzfFCUB0Uht0FKUOXKIgdNQWIHMWzYMP77v/+bMWPG8Pnnn+P1ehkwYECTj+vRowe9e/dmy5YtzJw5s959RowYwb333suePXvqnZXo9/sTi9vWaM44hg4dyuuvv84FF1yQuu/1119vcswicggyfZDT1b2EDgPHchu2xMuh6kvgU/CXgjf5ibt28FE7GCFtPzLvq9PRMe0YmXek7dPM+zI0c79GFx6v53jp2+oNf2o/b2PHMurZnu370rc1dV/aXZk30m43Fjg3cz8LIAThz8ADNevHJW7XOc/q+/4aoyBOs+NEpK01Vc59ML5OSbdlQzzeyiXdZvNmTnZEccttkBKOk1Gu3CsPQipXFmlRChLbmf/85z98+9vfZs6cOYwYMYJQKMQrr7zCzTffzFlnncXkyZOZMGEC06dP58Ybb2TIkCF89tlnrF69munTpzN27Ng6x1yyZAnz58+noKCAqVOnEolE2LBhA1999RULFy7ku9/9Ltdffz3Tp09n2bJl9OzZk7feeotevXoxYcIEBgwYwNatW9m0aRN9+vQhPz+/WeO4/PLLmTVrFmPHjuW4447jwQcf5N1331WzFRFpmuEBfxf34usNfApdJ7XeTJzGuh82FvQ12q3waz62RZ8j28/fCo9NhsINBsi17nPI3K/2jLz0Y9YeW9wG9kGgD/gS68MpiBMRkVrapKS7nmCyoZLu1JqTtUq6bTstlHQynyf547K9l3SnypWjELPBa7rdlVPlygEI+vVjUaQ1KEhsZ/Ly8hg/fjwrVqxg8+bNxGIxevfuzQ9/+EN+/vOfYxgGq1ev5uc//zlz5sxh9+7dlJaWcvzxx9OjR496j/nDH/6Q3Nxcbr75Zq666ipCoRDDhw9nwYIFgDvj8LnnnuOKK65g2rRpxONxhg0bxh133AG4azY+9thjnHTSSezdu5dVq1Yxe/bsJsdx/vnns3nzZq6++mrC4TDnnnsuP/7xj3n22Wfb5LUUEWm2xkqS9QFUYjFgNZQcq7JSERFpM21V0m2nrRnZVEm3ZSfKuluppLuhMDLZQL6iEmKJQwR8UJTvliyHctwOyy05w1RE6mc4ztdaFCerKioqKCwspLy8nIKCgoxt4XCYrVu3UlZWRiDQcRfrt22biooKCgoKME29K0rztdT/gVgsxurVq5k2bRo+/QItWaBzULJN56Bkm85ByTadg9KYr1vSXachTvpalbjX8XiM3ZtXM+DIaZQU+ggF3VmHfk2NOiRUW1VMWDcSgL+d9E+Cntw2H0Nnfx9sLF+rTf/tREREREREROSgtEVJdzQG6zbD0H7g97fcc4nIgVOQKCIiIiIiIiLtQn0l3R6jZpuIZNchFSQ6jkPYrm7z5w2YQQy944mIiIiIiIiISAd2SAWJYbs6VVfflrJVwy8iIiIiIiIiItJS1L1DUk488cRUJ+f25t///jfHHHMMgUCAUaNGZXs4IiIiIiIiIiKHnENqRmLADPK3k/6ZleeVr2fx4sWEQiE++OAD8vLyGt1327ZtlJWV8dZbbyl0FBERERERERFpIYdUkGgYhkqM25hlWRiGgWl+vcmvmzdv5pvf/Cb9+/dvoZFBNBrFr5ZfIiIiIiIiIiLNotLmdujEE09k/vz5XHXVVXTt2pUhQ4bwq1/9CnBn2xmGwaZNm1L77927F8MwWL9+PQDr16/HMAyeffZZRo8eTTAY5OSTT2bXrl0888wzDB06lIKCAr773e9SVVWV8dzxeJxLL72UoqIiSkpKuOaaa3AcJ7U9Go1y1VVX0bt3b0KhEOPHj089L8D9999PUVERTz31FMOGDSMnJ4ePP/640e/Xtm2uvfZa+vTpQ05ODqNGjWLNmjWp7YZhsHHjRq699loMw2DJkiWNHq+srAyA0aNHYxgGJ554IgCzZ89m+vTpLFu2jF69ejF48GAAPv30U84//3y6dOlCSUkJZ511Ftu2bcs45qpVqxg6dCiBQIAjjjiCO++8M+M1ufTSS+nZsyeBQIABAwawbNmyRscoIiIiIiIiItLRHFIzEjuSBx54gIULF/K3v/2NdevWcfHFF3PccccxaNCgZh9jyZIl3H777eTm5jJjxgxmzJhBTk4ODz30EPv37+fss8/mt7/9LVdffXXG886dO5e///3vbNiwgQsvvJD+/fszb948AH7wgx+wbds2HnnkEXr16sXjjz/OlClTeOedd1Jjq6qqYtmyZdx7772UlJTQvXv3Rsd52223sXz5cu6++25Gjx7Nfffdx7e+9S3effddBg0axM6dO5k8eTJTpkzhyiuvbLK0+Y033mDcuHGsXbuWI488MmPW4QsvvEBBQQHPP/88juNQVVXFSSedxKRJk3j55Zfxer0sXbqUKVOm8Pbbb+P3+7nnnntYvHgxt99+O6NHj+att95i3rx5hEIhZs2axcqVK3nyySf585//TL9+/dixYwc7duxo9r+TiIiIiIiIiEhHoCCxnRoxYgSLFy/Gtm169OjBfffdxwsvvHBAQeLSpUuZOHEiAHPnzuWnP/0pmzdvZuDAgQCcd955rFu3LiNI7Nu3LytWrMAwDIYMGcI777zDihUrmDdvHps3b+bhhx/mk08+oVevXgBceeWVrFmzhlWrVnH99dcDEIvFuPPOOxk5snkdsn/zm99w9dVX853vfAeAG2+8kXXr1nHrrbdyxx13UFpaitfrJS8vj9LS0iaP161bNwBKSkrq7B8Khbj33ntT4eJ9992HaZrce++9GIYBuLMPi4qKWL9+PaeddhrXXXcdy5cv55xzzgHcGY/vvfced999N7NmzWL79u0MGjSI4447DsMwWrT8WkRERERERESkvVCQ2E6NGDEi4+vS0lJ27dp10Mfo0aMHubm5qRAxed8bb7yR8ZhjjjkmFagBTJgwgeXLl2NZFm+++SaO46RKgpMikQglJSWpr/1+f53xN6SiooLPPvssFXgmTZw4kX/+s+Ub4wwfPjxjhuLGjRv56KOPyM/Pz9gvHA6zefNmdu/ezY4dO5g7d25qVia4JeCFhYWAWzJ96qmnMmTIEKZMmcIZZ5zBaaed1uJjFxERERERERHJJgWJ7ZTP58v42jAMbNtONS1JX7cwFos1eQzDMBo8ZnPZto3H42Hjxo14PJ6MbenlxsFgMCOMbI7a+zuOc8DHaI5QKJTxtW3bHH300Tz44IN19u3WrRvhcBiAe+65h/Hjx2dsT74GY8aMYevWrTzzzDOsXbuWGTNmMHnyZB599NEWH7+IiIiIiIiISLYoSOxgkmW7O3fuZPTo0QAZjVe+rtdff73O14MGDcLj8TB69Ggsy2LXrl1MmjSpRZ6voKCAXr168eqrr3L88cen7n/ttdcYN27cQR0zOePQsqwm9x0zZgx/+tOf6N69OwUFBXW2FxYW0rt3b7Zs2cLMmTMbPE5BQQHnn38+559/Pueddx5Tpkxhz549FBcXH9T3ICIiIiIiIiLS3ihI7GCCwSDHHHMMN9xwAwMGDODLL7/kmmuuabHj79ixg4ULF/KjH/2IN998k9/+9rcsX74cgMGDBzNz5kwuuOACli9fzujRo/nyyy958cUXGT58ONOmTTuo51y0aBGLFy/msMMOY9SoUaxatYpNmzbVO0uwObp3704wGGTNmjX06dOHQCCQKkOubebMmdx8882cddZZqc7R27dv57HHHmPRokX06dOHJUuWMH/+fAoKCpg6dSqRSIQNGzbw1VdfsXDhQlasWEHPnj0ZNWoUpmnyX//1X5SWllJUVHRQ4xcRERERERERaY8UJHZA9913H3PmzGHs2LEMGTKEm266qcXW5Lvggguorq5m3LhxeDweLrvsMi688MLU9lWrVrF06VKuuOIKPv30U0pKSpgwYcJBh4gA8+fPp6KigiuuuIJdu3YxbNgwnnzyyQNqLJPO6/WycuVKrr32Wn75y18yadIk1q9fX+++ubm5vPzyy1x99dWcc8457Nu3j969e3PKKaekZij+8Ic/JDc3l5tvvpmrrrqKUCjE8OHDWbBgAeCWdd944418+OGHeDwevvGNb7B69epUGbqIiIiIiIiISGdgOOmL7XUwFRUVFBYWUl5eXqcsNRwOs3XrVsrKyggEAlka4ddn2zYVFRUUFBQomJID0lL/B2KxGKtXr2batGl11tkUaQs6ByXbdA5KtukclGzTOSjZpnPw0FZtVTFh3UgA/nbSPwl6ctt8DJ39HGwsX6tNyZSIiIiIiIiIiIg0SUGitLq8vLwGL6+88soBH+/6669v8HhTp05the9ARERERERERES0RqK0usa6Svfu3fuAj3fRRRcxY8aMercFg8EDPp6IiIiIiIiIiDRNQaK0usMPP7xFj1dcXExxcXGLHlNERERERERERBqn0mYRERERERERERFpUqcPEjtwU2qRr0XnvoiIiIiIiIi0pE4bJCbbcVdVVWV5JCLZkTz3O2NrehERERERERFpe512jUSPx0NRURG7du0CIDc3F8MwsjyqA2fbNtFolHA4jGl22txXWpDjOFRVVbFr1y6KiorweDzZHpKIiIiIiIiIdAKdNkgEKC0tBUiFiR2R4zhUV1cTDAY7ZBAq2VNUVJT6PyAiIiIiIiIi8nV16iDRMAx69uxJ9+7dicVi2R7OQYnFYrz88sscf/zxKlGVZvP5fJqJKCIiIiIiIiItqlMHiUkej6fDhioej4d4PE4gEFCQKCIiIiIiIiIiWaNF90RERERERERERKRJChJFRERERERERESkSQoSRUREREREREREpEkdeo1Ex3EAqKioyPJIWk8sFqOqqoqKigqtkShZoXNQsk3noGSbzkHJNp2Dkm06ByXbdA4e2qqtKqxKG3Dzn5gn3uZj6OznYDJXS+ZsjenQQeK+ffsA6Nu3b5ZHIiIiIiIiIiIiramUntkeQqe2b98+CgsLG93HcJoTN7ZTtm3z2WefkZ+fj2EY2R5Oq6ioqKBv377s2LGDgoKCbA9HDkE6ByXbdA5KtukclGzTOSjZpnNQsk3noGRbZz8HHcdh37599OrVC9NsfBXEDj0j0TRN+vTpk+1htImCgoJOebJKx6FzULJN56Bkm85ByTadg5JtOgcl23QOSrZ15nOwqZmISWq2IiIiIiIiIiIiIk1SkCgiIiIiIiIiIiJNUpDYzuXk5LB48WJycnKyPRQ5ROkclGzTOSjZpnNQsk3noGSbzkHJNp2Dkm06B2t06GYrIiIiIiIiIiIi0jY0I1FERERERERERESapCBRREREREREREREmqQgUURERERERERERJqkILEdu/POOykrKyMQCHD00UfzyiuvZHtIcohYsmQJhmFkXEpLS7M9LOnEXn75Zc4880x69eqFYRg88cQTGdsdx2HJkiX06tWLYDDIiSeeyLvvvpudwUqn1NQ5OHv27Drvi8ccc0x2Biud0rJly/jGN75Bfn4+3bt3Z/r06XzwwQcZ++i9UFpTc85BvRdKa7rrrrsYMWIEBQUFFBQUMGHCBJ555pnUdr0HSmtr6hzUe6BLQWI79ac//YkFCxbw85//nLfeeotJkyYxdepUtm/fnu2hySHiyCOPZOfOnanLO++8k+0hSSdWWVnJyJEjuf322+vdftNNN3HLLbdw++23849//IPS0lJOPfVU9u3b18Yjlc6qqXMQYMqUKRnvi6tXr27DEUpn99JLL3HJJZfw+uuv8/zzzxOPxznttNOorKxM7aP3QmlNzTkHQe+F0nr69OnDDTfcwIYNG9iwYQMnn3wyZ511Vios1HugtLamzkHQeyCoa3O7NX78eMaMGcNdd92Vum/o0KFMnz6dZcuWZXFkcihYsmQJTzzxBJs2bcr2UOQQZBgGjz/+ONOnTwfcvz736tWLBQsWcPXVVwMQiUTo0aMHN954Iz/60Y+yOFrpjGqfg+D+BXrv3r11ZiqKtJbdu3fTvXt3XnrpJY4//ni9F0qbq30Ogt4Lpe0VFxdz8803M2fOHL0HSlYkz8G5c+fqPTBBMxLboWg0ysaNGznttNMy7j/ttNN47bXXsjQqOdR8+OGH9OrVi7KyMr7zne+wZcuWbA9JDlFbt27l888/z3hPzMnJ4YQTTtB7orSp9evX0717dwYPHsy8efPYtWtXtocknVh5eTng/gIDei+Utlf7HEzSe6G0BcuyeOSRR6isrGTChAl6D5Q2V/scTNJ7IHizPQCp68svv8SyLHr06JFxf48ePfj888+zNCo5lIwfP57/9//+H4MHD+aLL75g6dKlHHvssbz77ruUlJRke3hyiEm+79X3nvjxxx9nY0hyCJo6dSrf/va36d+/P1u3buUXv/gFJ598Mhs3biQnJyfbw5NOxnEcFi5cyHHHHcdRRx0F6L1Q2lZ95yDovVBa3zvvvMOECRMIh8Pk5eXx+OOPM2zYsFRYqPdAaW0NnYOg98AkBYntmGEYGV87jlPnPpHWMHXq1NTt4cOHM2HCBA477DAeeOABFi5cmMWRyaFM74mSTeeff37q9lFHHcXYsWPp378/Tz/9NOecc04WRyad0aWXXsrbb7/Nq6++Wmeb3gulLTR0Duq9UFrbkCFD2LRpE3v37uUvf/kLs2bN4qWXXkpt13ugtLaGzsFhw4bpPTBBpc3tUNeuXfF4PHVmH+7atavOX2BE2kIoFGL48OF8+OGH2R6KHIKSHcP1nijtSc+ePenfv7/eF6XFXXbZZTz55JOsW7eOPn36pO7Xe6G0lYbOwfrovVBamt/v5/DDD2fs2LEsW7aMkSNHctttt+k9UNpMQ+dgfQ7V90AFie2Q3+/n6KOP5vnnn8+4//nnn+fYY4/N0qjkUBaJRHj//ffp2bNntocih6CysjJKS0sz3hOj0SgvvfSS3hMla/7zn/+wY8cOvS9Ki3Ech0svvZTHHnuMF198kbKysoztei+U1tbUOVgfvRdKa3Mch0gkovdAyZrkOVifQ/U9UKXN7dTChQv5/ve/z9ixY5kwYQK///3v2b59OxdddFG2hyaHgCuvvJIzzzyTfv36sWvXLpYuXUpFRQWzZs3K9tCkk9q/fz8fffRR6uutW7eyadMmiouL6devHwsWLOD6669n0KBBDBo0iOuvv57c3Fy+973vZXHU0pk0dg4WFxezZMkSzj33XHr27Mm2bdv42c9+RteuXTn77LOzOGrpTC655BIeeugh/vu//5v8/PzUrJvCwkKCwSCGYei9UFpVU+fg/v379V4orepnP/sZU6dOpW/fvuzbt49HHnmE9evXs2bNGr0HSpto7BzUe2AaR9qtO+64w+nfv7/j9/udMWPGOC+99FK2hySHiPPPP9/p2bOn4/P5nF69ejnnnHOO8+6772Z7WNKJrVu3zgHqXGbNmuU4juPYtu0sXrzYKS0tdXJycpzjjz/eeeedd7I7aOlUGjsHq6qqnNNOO83p1q2b4/P5nH79+jmzZs1ytm/fnu1hSydS3/kHOKtWrUrto/dCaU1NnYN6L5TWNmfOnNTvv926dXNOOeUU57nnnktt13ugtLbGzkG9B9YwHMdx2jK4FBERERERERERkY5HaySKiIiIiIiIiIhIkxQkioiIiIiIiIiISJMUJIqIiIiIiIiIiEiTFCSKiIiIiIiIiIhIkxQkioiIiIiIiIiISJMUJIqIiIiIiIiIiEiTFCSKiIiIiIiIiIhIkxQkioiIiIiIiIiISJMUJIqIiIgcgk488UQWLFiQ7WHU69///jfHHHMMgUCAUaNGZXs4IiIiIpKgIFFERERE2pXFixcTCoX44IMPeOGFFxrdd9u2bRiGwaZNm9pmcCIiIiKHMAWJIiIiItIiLMvCtu2vfZzNmzdz3HHH0b9/f0pKSlpgZBCNRlvkOCIiIiKHMgWJIiIiIll04oknMn/+fK666iqKi4spLS1lyZIlQP2z7fbu3YthGKxfvx6A9evXYxgGzz77LKNHjyYYDHLyySeza9cunnnmGYYOHUpBQQHf/e53qaqqynjueDzOpZdeSlFRESUlJVxzzTU4jpPaHo1Gueqqq+jduzehUIjx48ennhfg/vvvp6ioiKeeeophw4aRk5PDxx9/3Oj3a9s21157LX369CEnJ4dRo0axZs2a1HbDMNi4cSPXXnsthmGkXouGlJWVATB69GgMw+DEE08EYPbs2UyfPp1ly5bRq1cvBg8eDMCnn37K+eefT5cuXSgpKeGss85i27ZtGcdctWoVQ4cOJRAIcMQRR3DnnXdmvCaXXnopPXv2JBAIMGDAAJYtW9boGEVEREQ6C2+2ByAiIiJyqHvggQdYuHAhf//73/nb3/7G7NmzmThxIoMGDWr2MZYsWcLtt99Obm4uM2bMYMaMGeTk5PDQQw+xf/9+zj77bH77299y9dVXZzzv3Llz+fvf/86GDRu48MIL6d+/P/PmzQPgBz/4Adu2beORRx6hV69ePP7440yZMoV33nknNbaqqiqWLVvGvffeS0lJCd27d290nLfddhvLly/n7rvvZvTo0dx3331861vf4t1332XQoEHs3LmTyZMnM2XKFK688kry8vIaPd4bb7zBuHHjWLt2LUceeSR+vz+17YUXXqCgoIDnn38ex3GoqqripJNOYtKkSbz88st4vV6WLl3KlClTePvtt/H7/dxzzz0sXryY22+/ndGjR/PWW28xb948QqEQs2bNYuXKlTz55JP8+c9/pl+/fuzYsYMdO3Y0+99JREREpCNTkCgiIiKSZSNGjGDx4sUADBo0iNtvv50XXnjhgILEpUuXMnHiRADmzp3LT3/6UzZv3szAgQMBOO+881i3bl1GkNi3b19WrFiBYRgMGTKEd955hxUrVjBv3jw2b97Mww8/zCeffEKvXr0AuPLKK1mzZg2rVq3i+uuvByAWi3HnnXcycuTIZo3zN7/5DVdffTXf+c53ALjxxhtZt24dt956K3fccQelpaV4vV7y8vIoLS1t8njdunUDoKSkpM7+oVCIe++9NxUu3nfffZimyb333othGIA7+7CoqIj169dz2mmncd1117F8+XLOOeccwJ3x+N5773H33Xcza9Ystm/fzqBBgzjuuOMwDIP+/fs36/sWERER6QwUJIqIiIhk2YgRIzK+7tmzJ7t27TroY/To0YPc3NxUiJi874033sh4zDHHHJMK1AAmTJjA8uXLsSyLN998E8dxUiXBSZFIJGPdQr/fX2f8DamoqOCzzz5LBZ5JEydO5J///GezjnEghg8fnjFDcePGjXz00Ufk5+dn7BcOh9m8eTO7d+9mx44dzJ07NzUrE9wS8MLCQsAtmT711FMZMmQIU6ZM4YwzzuC0005r8bGLiIiItEcKEkVERESyzOfzZXxtGAa2bWOa7nLW6esWxmKxJo9hGEaDx2wu27bxeDxs3LgRj8eTsS293DgYDGaEkc1Re3/HcQ74GM0RCoUyvrZtm6OPPpoHH3ywzr7dunUjHA4DcM899zB+/PiM7cnXYMyYMWzdupVnnnmGtWvXMmPGDCZPnsyjjz7a4uMXERERaW8UJIqIiIi0U8my3Z07dzJ69GiAjMYrX9frr79e5+tBgwbh8XgYPXo0lmWxa9cuJk2a1CLPV1BQQK9evXj11Vc5/vjjU/e/9tprjBs37qCOmZxxaFlWk/uOGTOGP/3pT3Tv3p2CgoI62wsLC+nduzdbtmxh5syZDR6noKCA888/n/PPP5/zzjuPKVOmsGfPHoqLiw/qexARERHpKBQkioiIiLRTwWCQY445hhtuuIEBAwbw5Zdfcs0117TY8Xfs2MHChQv50Y9+xJtvvslvf/tbli9fDsDgwYOZOXMmF1xwAcuXL2f06NF8+eWXvPjiiwwfPpxp06Yd1HMuWrSIxYsXc9hhhzFq1ChWrVrFpk2b6p0l2Bzdu3cnGAyyZs0a+vTpQyAQSJUh1zZz5kxuvvlmzjrrrFTn6O3bt/PYY4+xaNEi+vTpw5IlS5g/fz4FBQVMnTqVSCTChg0b+Oqrr1i4cCErVqygZ8+ejBo1CtM0+a//+i9KS0spKio6qPGLiIiIdCQKEkVERETasfvuu485c+YwduxYhgwZwk033dRia/JdcMEFVFdXM27cODweD5dddhkXXnhhavuqVatYunQpV1xxBZ9++iklJSVMmDDhoENEgPnz51NRUcEVV1zBrl27GDZsGE8++eQBNZZJ5/V6WblyJddeey2//OUvmTRpEuvXr69339zcXF5++WWuvvpqzjnnHPbt20fv3r055ZRTUjMUf/jDH5Kbm8vNN9/MVVddRSgUYvjw4SxYsABwy7pvvPFGPvzwQzweD9/4xjdYvXp1qgxdREREpDMznPRFd0RERERERERERETqoT+dioiIiIiIiIiISJMUJIqIiIhIi8nLy2vw8sorrxzw8a6//voGjzd16tRW+A5EREREpCEqbRYRERGRFvPRRx81uK13794Eg8EDOt6ePXvYs2dPvduCwSC9e/c+oOOJiIiIyMFTkCgiIiIiIiIiIiJNUmmziIiIiIiIiIiINElBooiIiIiIiIiIiDRJQaKIiIiIiIiIiIg0SUGiiIiIiIiIiIiINElBooiIiIiIiIiIiDRJQaKIiIiIiIiIiIg0SUGiiIiIiIiIiIiINElBooiIiIiIiIiIiDTp/wPYwQ3QpF4hgwAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learning_curve_plot = top_model.learning_curve_plot()" ] }, { "cell_type": "code", "execution_count": 9, "id": "bed92528-bacc-4f96-a572-d0797ab1fe53", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
ModelMetricsRegression: xgboost\n",
       "** Reported on test data. **\n",
       "\n",
       "MSE: 2.88508507286857\n",
       "RMSE: 1.698553818066584\n",
       "MAE: 0.8920546717560719\n",
       "RMSLE: NaN\n",
       "Mean Residual Deviance: 2.88508507286857
" ], "text/plain": [ "ModelMetricsRegression: xgboost\n", "** Reported on test data. **\n", "\n", "MSE: 2.88508507286857\n", "RMSE: 1.698553818066584\n", "MAE: 0.8920546717560719\n", "RMSLE: NaN\n", "Mean Residual Deviance: 2.88508507286857" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "perf = top_model.model_performance(train_h2o)\n", "perf" ] }, { "cell_type": "code", "execution_count": 10, "id": "0156e8f1-3712-404f-928f-083ec32bd8ca", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.6762805350505924" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "top_model.r2()" ] }, { "cell_type": "code", "execution_count": 11, "id": "14ee5d20-73e8-4ae2-90c0-57d9b332af12", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Checking whether there is an H2O instance running at http://localhost:54321. connected.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/aanyam/.local/lib/python3.11/site-packages/h2o/backend/connection.py:390: UserWarning: Proxy is defined in the environment: HTTP_PROXY. This may interfere with your H2O Connection.\n", " warn(\"Proxy is defined in the environment: %s. \"\n", "/home/aanyam/.local/lib/python3.11/site-packages/h2o/backend/connection.py:390: UserWarning: Proxy is defined in the environment: http_proxy. This may interfere with your H2O Connection.\n", " warn(\"Proxy is defined in the environment: %s. \"\n" ] }, { "data": { "text/html": [ "\n", " \n", "
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H2O_cluster_uptime:5 mins 28 secs
H2O_cluster_timezone:America/Detroit
H2O_data_parsing_timezone:UTC
H2O_cluster_version:3.46.0.7
H2O_cluster_version_age:19 days
H2O_cluster_name:H2O_from_python_aanyam_gyl31r
H2O_cluster_total_nodes:1
H2O_cluster_free_memory:1.853 Gb
H2O_cluster_total_cores:1
H2O_cluster_allowed_cores:1
H2O_cluster_status:locked, healthy
H2O_connection_url:http://localhost:54321
H2O_connection_proxy:{\"http\": null, \"https\": null}
H2O_internal_security:False
Python_version:3.11.7 final
\n", "
\n" ], "text/plain": [ "-------------------------- -----------------------------\n", "H2O_cluster_uptime: 5 mins 28 secs\n", "H2O_cluster_timezone: America/Detroit\n", "H2O_data_parsing_timezone: UTC\n", "H2O_cluster_version: 3.46.0.7\n", "H2O_cluster_version_age: 19 days\n", "H2O_cluster_name: H2O_from_python_aanyam_gyl31r\n", "H2O_cluster_total_nodes: 1\n", "H2O_cluster_free_memory: 1.853 Gb\n", "H2O_cluster_total_cores: 1\n", "H2O_cluster_allowed_cores: 1\n", "H2O_cluster_status: locked, healthy\n", "H2O_connection_url: http://localhost:54321\n", "H2O_connection_proxy: {\"http\": null, \"https\": null}\n", "H2O_internal_security: False\n", "Python_version: 3.11.7 final\n", "-------------------------- -----------------------------" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Parse progress: |████████████████████████████████████████████████████████████████| (done) 100%\n", "Parse progress: |████████████████████████████████████████████████████████████████| (done) 100%\n", "AutoML progress: |███████████████████████████████████████████████████████████████| (done) 100%\n" ] } ], "source": [ "# Define the target\n", "target = \"WEE1\" # Replace with WEE1 or CXCR4 as needed\n", "\n", "# Start the H2O cluster\n", "h2o.init()\n", "\n", "# Load datasets\n", "data_train = pq.read_table(\"intermediate_data/data_train_joined.parquet\").to_pandas()\n", "data_test = pq.read_table(\"intermediate_data/data_test_joined.parquet\").to_pandas()\n", "\n", "# Filter data for the selected target\n", "data_train = data_train[data_train[\"Target Name\"] == target]\n", "data_test = data_test[data_test[\"Target Name\"] == target]\n", "\n", "# Define target column\n", "target_column = \" RMSD_Energy\"\n", "\n", "# Identify feature columns: all columns after \"LF_score\" (inclusive)\n", "start_idx = list(data_train.columns).index(\"LF_score\")\n", "feature_columns = data_train.columns[start_idx:].tolist()\n", "\n", "feature_columns = [col for col in feature_columns if col != \" RMSD_Energy\"]\n", "\n", "# Convert to H2OFrame\n", "train_h2o = H2OFrame(data_train)\n", "test_h2o = H2OFrame(data_test)\n", "\n", "# Train AutoML model\n", "aml = H2OAutoML(max_models=1, seed=42)\n", "aml.train(x=feature_columns, y=target_column, training_frame=train_h2o)\n", "\n", "# Save the trained model\n", "top_model = aml.leader" ] }, { "cell_type": "code", "execution_count": 12, "id": "8f4bee32-f43b-4851-9e1e-61b2f457fdde", "metadata": {}, "outputs": [ { "data": { "image/png": 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ifv360b59+zj//PMrFSRVVu/eveN73/te5Ofnx4wZM+Lrr7+OmTNnxhVXXBF77713HHbYYRvd/6OPPop58+aV+ZpHRKxduzZWrlwZb775ZgwbNix22mmnGDBgQIk2K1eujDPPPDOGDRsWe++9d7nHmTZtWvTo0SNGjhwZHTt2jPr160eXLl3id7/7Xakwv3i/O3fuXGtsAMC3Qa2OFwEA2IiiqY3+/ve/JwUFBcny5cuTiRMnJnl5eckPfvCDpKCgINN2l112SXr06FFiW5IkyTHHHJO0bds2Mw1H9+7dk+OPP36j591w6qf33nsviYjkwgsvLNHu4YcfTiKixBQz5U0btalpmgoLC5OCgoJk6tSpSUQkb7311iaPWZZrr702iYhk4sSJSZIkyUcffZRkZWUlP/7xj0u0e+mll5KISI466qgS2x999NEkIpJp06ZttM558+YlEZE89dRTG32OgwcPTlq3bp2sXr06s+2mm25K6tWrl2n3+OOPJxGRzJo1a6PPLTaYsqUi72VZypuKZr/99ktat26dLF++PLNt7dq1Sffu3ZP27dtnpo8pep6nn356pc+9KUXTveTl5ZWoo8gRRxyRRESpqX+K3pein7Vr12YeK3q+Zf0MGTKkRNuia/3cc88tcfzXX389iYjkiiuuSJIkSRYvXpw0bty41PXz8ccfJzk5OcmgQYOSJEmSL7/8MomIZNSoURt93pszFVVx1TEV1SGHHJI0atQoWbx4cZIk/3u/N5wuZ/DgwUnHjh1L7V/W57W8qahOOeWUJCcnJ/n4449LbD/yyCOT3NzczDRkxa/Z5cuXJ1tttVVy++23J0myfrqkzp07J4WFhZkptIqrjqmoynLPPfckEZHccsstNXas7OzsZOjQoaXav/baa0lEJOPGjSv3mG+99VbSuHHj5IQTTiix/fPPP0/OPvvs5NFHH03++te/Jg8//HCy3377JRGR3HPPPZl2n332WRIRyQ033FDq2EWf0+JTZP3lL39JsrOzk7fffjtJkv/1sRtORVXcpqaiGjlyZDJy5Mhk0qRJyaRJk5Irr7wyyc3NTXbZZZcy+4eK2tTnZNmyZUn//v1L9BV9+vRJFi1atNHjFhQUJH369EmaNWtW6ppOkiSZP39+iWP27Nkz+eyzz0q1u/jii5MuXbokK1asSJLkf5+p4lNRFR2rWbNmSfv27ZOxY8cmL774YnLOOeeU6KsAgG8vIzYAgDpvv/32i+zs7GjatGkcccQR0aJFi3jqqacy01f8+9//jvfffz9OPfXUiIjMt9LXrl0bRx11VMyfPz8zvdK+++4bzz33XFx22WXx8ssvx8qVKzd5/pdeeikiInP8IieddFKZU2hU1EcffRSDBg3KfBs3Ozs7s4j1htP5VESSJJnpp4q+6d+5c+fo06dP/PnPf45ly5aV2mfDb/4XfTt53rx5mW0LFy6Mc845Jzp06BANGjSI7OzszNQsm6rz//7v/2LhwoXx2GOPRcT6UQN33nlnHH300ZlpfPbaa69o2LBh/PSnP42xY8eW+hZ0earyXpbnm2++iddffz1OPPHE2GqrrTLb69evHz/+8Y/j008/LTVF1w9/+MMqn68shYWFcdttt0W9evVi4cKF8dZbb1V431tuuSWys7MzP3vuuWepNv/3f/8XM2bMiBkzZsRLL70Uw4cPj0cffTR+9KMfZdoUXesbjijZd999Y9ddd40XX3wxItaPQli5cmWpdh06dIhDDjkk065ly5axww47xG9/+9sYOXJkvPnmm6UWvq5L5syZEy+99FIMGDAgM/XOwIEDo2nTpmVOR7W5pkyZEoceemh06NChxPYhQ4bEihUrYtq0aaX22WqrrWLgwIFx3333xdq1a+OBBx6In/zkJ1t0eqPnnnsuzjvvvDjxxBPj5z//eY0ea2PPq7zH5s6dG8ccc0x06NAh7r333hKPtW3bNu6+++4YOHBgHHDAATFo0KB45ZVXokePHnHZZZeVml6qIudfunRpDB06NH75y19G9+7dy21fWRdeeGFceOGF0bdv3+jbt29cd9118cADD8T7778f99xzT7Wdp7iCgoI4+eSTY9asWXHPPffEK6+8EmPHjo3PPvss+vbtG0uXLi1zvyRJ4swzz4y//vWv8cADD5S6piPWT0M2Y8aMePXVV+Oee+6Jr776Kg4++OCYP39+ps306dNj1KhR8Yc//CEaN25cbp1F/ciyZcvisccei9NPPz0OOeSQuPPOO+P444+PkSNHVnmUFQCQDoINAKDOe+CBB2LGjBkxZcqUGDp0aLz33nslbsYWrbVxySWXlLi5m52dHeeee25ERGYKnVtvvTV++ctfxpNPPhkHH3xwtGzZMo4//vgSU+dsqGhqo7y8vBLbGzRoEK1atarSc/r666/jwAMPjNdffz2uu+66ePnll2PGjBmZaZKqcpN+ypQpMWfOnBg4cGAsW7YslixZEkuWLImTTjopVqxYUebaExvWn5OTU+L8hYWF0a9fvxg/fnxceuml8eKLL8b06dPj73//e4Xq7NGjRxx44IHx+9//PiIi/vKXv8TcuXNLTNWyww47xAsvvBCtW7eO8847L3bYYYfYYYcd4pZbbtnosavyXpZn8eLFkSRJtG3bttRj7dq1i4goNcVVWW03x+9+97uYNm1ajBs3Lrp27RpnnHFGqde3aN7+4sFTRMSgQYMyoUV5U7e0b98+9tlnn9hnn32iT58+cfnll8evf/3reOyxx+L555+PiP89x/Jeh6LHK9ouKysrXnzxxTj88MNjxIgRsffee8e2224bF1xwQSxfvrzCr82Wct9990WSJHHiiSdmPj8FBQVx7LHHxt/+9rd4//33q/V8ixYtqtQ1V+TMM8+MmTNnxvXXXx9ffPFFmVOb1ZTnn38+BgwYEH379o2HH354swKVTR2rVatWZb4GRVMxtWzZstRj8+bNi4MPPjgaNGgQL774YpltNpSdnR0nn3xyLFq0KNN/tGjRIrKysip0/iuvvDKys7Pj/PPPz1w3RTfVV6xYEUuWLCk1NVJVnXDCCdGkSZNMH1zdRo8eHc8991yMHz8+zjrrrDjwwAPj9NNPj4kTJ8bMmTNj1KhRpfZJkiTOOuuseOihh+L++++P4447rsxjN2jQIPbZZ5/o3bt3nHXWWTFlypT46KOP4sYbb8y0OeOMM2LAgAGxzz77ZF7LorWYli1bluk3it6fZs2axX777VfiPEceeWSsWrUq3n333Wp6VQCAuqjqXzEEANhCdt1118yC4QcffHCsW7cu7r333nj88cfjxBNPjG222SYiIi6//PJSc3UX2XnnnSNi/SKz11xzTVxzzTXx3//+N/ON//79+5d707Lo5v+CBQtiu+22y2wvWquguKKFVVevXp0JCSKi1ELbU6ZMic8//zxefvnlzCiNiMisO1AVo0ePjoiIkSNHxsiRI8t8fOjQoZU65uzZs+Ott96K+++/PwYPHpzZ/u9//7vCx7jgggti4MCBMXPmzLj99ttjp512KrV2xIEHHhgHHnhgrFu3Lv7xj3/EbbfdFsOGDYs2bdrEKaecUuZxq/JelqdFixZRr169Et8cLvL5559HRGSusyLV+Q35d999N6666qo4/fTT4+STT46OHTtG796948orryzxXvbt2zfuvvvumDBhQlxyySWZ7a1bt86sTdC0adMKL2ReNELnrbfeisMPPzxzrc+fPz+zyHqRzz//PPMaFG+3oeLtItYvZl50bX744Yfx6KOPRn5+fqxZsybuuuuuCtW5JRQWFmbW4ymvH7nvvvsya180atSozNd5w8/6xrRq1apS11yR3r17x8477xzXXntt9O3bt8xvx9eE559/Po4//vg46KCD4s9//nM0bNiwRo+1++67x9tvv11qe9G2DUdHzJs3L/r06RNJksTLL79c6hremKLgoWiR7caNG8eOO+5Y7vkbN24cXbp0iYj1/eTcuXNLhd8Rkek3Fy9enBkFtLmSJKnwYuCVNWvWrKhfv36pgLRLly7RqlWrmD17dqlazjrrrBgzZkyMHj06TjvttAqfq3379tGuXbv48MMPM9veeeedeOeddzKj/IrbYYcdYs8994xZs2ZF48aNo2vXrrFgwYJS7TZ8LwGAbyd/0wMAqTNixIho0aJFXHXVVVFYWBg777xzdO3aNd56663MN9I3/GnatGmp47Rp0yaGDBkSP/rRj+KDDz6IFStWlHm+okWfH3744RLbH3300VLTlhRNr/TPf/6zxPann366xO9FN8WLhx8RUWqh7YpavHhxPPHEE9G7d+946aWXSv2ceuqpMWPGjFI3pTalOuo84YQTYvvtt4+LL744XnjhhTj33HPLDQXq168fPXv2zIzwmDlzZoXOUdH3sjxNmjSJnj17xvjx40uMkigsLIyHHnoo2rdvX2Kx+uq0du3aGDx4cGyzzTaZUSr77bdfXHTRRXHLLbfE3/72t0zbE044Ibp16xbDhw+vltEDs2bNiojIhCKHHHJIREQ89NBDJdrNmDEj3nvvvTj00EMjImL//fePxo0bl2r36aefZqZXKstOO+0Uv/rVr2L33Xcv8d7m5ORs1lRi1eH555+PTz/9NM4777wyP0O77bZbPPDAA5nPfKdOnWLhwoWZEWMREWvWrMmMfimuvOd36KGHZkLO4h544IHIzc0t9U304n71q19F//794+KLL67qU66USZMmxfHHHx8HHHBAPPnkk6X6hJo41gknnBDvv/9+vP7665lta9eujYceeih69uyZGdkSEfHxxx9Hnz59Yt26dTFlypTMdHkVUVBQEI888khss802seOOO5Y4/5QpU+KTTz7JbFu+fHmMHz8+jj322MxUhKNGjSp1vdx8880REZGfnx8vvfRSiSnuNsfjjz8eK1as2Oi1sTnatWsX69atixkzZpTY/uGHH8aiRYtKhEVJksTZZ58dY8aMiT/84Q/xk5/8pFLn+ve//x2ffvppide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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ra = top_model.residual_analysis_plot(test_h2o)" ] }, { "cell_type": "code", "execution_count": 13, "id": "c6e2b014-7883-4992-883f-1e81331f410c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var_plot = top_model.varimp_plot()" ] }, { "cell_type": "code", "execution_count": 14, "id": "5e1bc08d-080f-479e-bb0c-4608e31a03b7", "metadata": {}, "outputs": [ { "data": { "image/png": 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hhx244oorePfdd2lqauKDDz7goosuYvvtt2fvvffucPnZs2czb968dn8AcF2XRCLBhx9+yNlnn82IESM4/PDDC+ZJJBKcdNJJnH322Wy//fbtrmfq1Klst9123HDDDQwaNAjTNBkyZAh/+tOfirro5b/vzp07V2ryCCG+2zZuIpEQ4odu5cqVetddd9WABrRt23qXXXbRV199tW5sbCyYd+zYsbn52nu0TaF+/fXXNaB/+9vfaq2DVPdNNtlEDxo0qCjlf9CgQfqAAw7QjuNox3H0nDlz9IknnqgB/Zvf/KbD/fjqq6/0VlttlWtHNBrVe+21l/7rX/+q0+l0br5sqn+prkFt23/55ZdrQP/5z38umG/bbbctSnt3HEf36NFDH3744blpr7zyigb0wQcfXLD82WefrQF91llnFUyfMGGCrq6ubncfPc/TjuPoe+65R5umqVevXp17LntuXnrppaLlxo4dq7fddtuCaaeffrquqKgoOsellgX0448/XjD9lFNO0YZh6Hnz5uWmtT1+xxxzjA6Hw3r+/PkFy+6///46FovlujGtbXet9rprjB49Wvfs2bNgn1zX1VtttZXu379/7nq78847NaBPOOGETm1vbWS7RPTu3bvksd1vv/00UNQ9xvf93HXvOI52XTf3XHZ/Sz0mTpxYMO/MmTM1oH/xi18UrH/atGka0BdddJHWOugGGY1G9QEHHFAw3/z583U4HNbHHXec1jp4fwD0TTfd1OF+f5vuWvnWRXetbLfQ2tparXXr+W7bpeTEE0/UgwYNKlo++7rP1153rc5e4/nXbGNjoy4rK9N//etftdZBl6JNNtlE+76f62aWb1101yrltttu04C++eab19u6bNvWp556atH8b7/9tgb0/fff3+46P/roIx2NRvVhhx1WMH3x4sX6lFNO0f/5z3/0G2+8oe+77z49evRoDejbbrstN9+iRYs0oK+++uqidWdfp/ndyJ566ilt27b+5JNPtNat799tu2vlW1N3rRtuuEHfcMMN+vnnn9fPP/+8vvjii3UsFtObbbbZGt97O7Km10lDQ4M++OCDC94rxo0bp1etWtXheh3H0ePGjdMVFRVF17TWQdfr/HXutNNOetGiRUXz/frXv9ZDhgzRLS0tWuvW11R+d63suioqKnT//v313XffrV966SV92mmnFbxXCSHE95Fk8gghNqqamhreeOMN3n33Xa655hoOPfRQvvjiCy688EK23nrrotEwhg4dyrvvvlv0ePHFF0uuP1v0dNKkSUCQ6j5x4kTmzZtXNMIKwJQpU7BtG9u22WSTTfjPf/7DL3/5y5KFaNu266OPPuK1117jd7/7HXvvvTfvvvsuZ555JjvvvHPRCC1r46CDDir49+abb45Siv333z83zbIshg0bVrJbWanlAQ488MCi6atXry7IOPjwww855JBDqKmpwTRNbNvmhBNOwPM8vvjii4Llu3Xrxp577lm0/V/96ldMnz6dt956CwhGsvnXv/7FiSeeSFlZ2Rr3v7y8vCjz5LjjjsP3fV5//fV2l3v55ZfZa6+9GDBgQMH0iRMn0tLSwtSpU9e47c5qbm5m2rRpHHnkkQX7ZJomP/3pT1m4cGFRodUjjjhinW0fgkyb//u//8MwDJYvX85HH33U6WVvvvnm3HVv2zYjR44smudXv/pV7vX2yiuvcNVVV/Gf//yHY489NjfPK6+8AlCUabTjjjuy+eab515zU6dOJZFIFM03YMAA9txzz9x81dXVDB06lOuvv54bbriBDz/8sKho8HfJnDlzeOWVV3KjKQEcddRRlJeXl+yy9W19k2u8rKyMo446ijvuuAPXdbnnnntyXRU3lGeeeYYzzjiDI488kl/+8pfrdV0d7Vd7z82dO5eDDjqIAQMGcPvttxc816dPH/75z39y1FFHseuuu3Lcccfx+uuvs9122/Hb3/62qAtWZ7ZfX1/PqaeeygUXXPCtRzLLd84553DOOecwfvx4xo8fzx//+EfuuecePv/8c2677bZ1tp18juPw4x//mOnTp3Pbbbfx+uuvc/fdd7No0SLGjx9PfX19yeW01px00km88cYb3HPPPUXXNARd9d59913efPNNbrvtNlavXs0ee+zBkiVLcvO888473HTTTfzjH/8gGo22287s+0hDQwMPPfQQJ5xwAnvuuSd/+9vfmDBhAjfccMM3zr4TQoiNTYI8QojvhFGjRnHBBRfw0EMPsXjxYs455xzmzp1b1OUgEokwatSookepm9LGxkYeeughdtxxR3r06EFdXR11dXUcdthhKKVKjnqz66678u677/Lee+8xY8YM6urq+Mtf/kIoFFrjPhiGwe67785ll13GE088weLFi/nxj3/M+++//61u8Kqrqwv+ne0i0Hb0lVAoVDKYVGr5jqZn1zF//nx22203Fi1axM0335wLxt1yyy1AkBKfr72aRIceeiiDBw/OLXfXXXfR3Nzcqa5aAL169Sqa1rt3b4B2R1XJPleqTdmRVjpadm3V1taitV6r7bV3vL6pP/3pT0ydOpX777+f4cOHM2nSpKJzlK3z0TYYeNxxx+UCOO11b+jfv3/u9TZu3DguvPBCLr30Uh566CGee+45oHUf2zsO2ec7O59Sipdeeol9992X6667ju23354ePXpw1llnFYzS811xxx13oLXmyCOPzL3fOI7DIYccwltvvcXnn3++Trf3Ta/xk046iQ8++IArr7ySFStWlOz+t74899xzHH744YwfP5777rvvWwWX1rSumpqakscg212p7XsgBK+NPfbYA8uyeOmll0rO05Zt2/z4xz9m1apVua6G3bp1QynVqe1ffPHF2LbNmWeembtusgGGlpYW6urqSo7w9U0cdthhxONx/ve//62T9bU1efJknnnmGR555BFOPvlkdtttN0444QSeffZZPvjgA2666aaiZbTWnHzyydx7773cddddHHrooSXXbVkWo0aNYsyYMZx88sm8/PLLzJ49m2uuuSY3z6RJkzj88MMZNWpU7lhmP9MaGhpy7xvZ81NRUcHo0aMLtrP//vuTTCaZMWPGOjoqQgixYUmQRwjxnWPbNpdffjkQ1FT4ph544AFaWlp455136NatW+6xzTbboLXm0UcfzdWlyKqsrGTUqFHssMMObL755p0K7rQnHo9z4YUXFuxHNjDTtsjuugw4rCuPPfYYzc3NPPLIIxx//PHsuuuujBo1qt1j0t7NmmEYnHHGGTz88MMsWbKEW2+9lb322otNN920U+1YtmxZ0bSlS5cCwU1ce2pqagp+4c1avHgxEPwqvK5069YNwzDWanvrMnNixowZXHbZZZxwwgn8+Mc/5q677uKrr77i4osvLpgvW6Onbf2Qnj175gI45eXlnd5utt5INmsoez7aOw7ZY9DZ+SAoBD158mSWLl3KrFmzOOecc7j11lv5zW9+0+l2bgj5tb4OP/zwgvec++67DygswByJREoW226bvdiRb3qNjxkzhk033ZTf//73jB8/vmTWxPrw3HPPMWHCBMaOHct///vfb/X+2pl1bb311nzyySdF07PT2mbNzJs3j3HjxqG15pVXXskVWe+MbBAmW6A4Go0ybNiwdrcfjUYZMmQIEHw+zJ07l969e+eumYMPPhiAE088kW7durWbAfNNaK3XecHxrOnTp2OaZlGweMiQIdTU1BR9pmcDPHfeeSe33347xx9/fKe31b9/f/r27VuQVfrZZ5/x0EMPFbz+rr32WiDIuN1tt92A4PwMHz685HrbnkshhPi+kXcvIcRGVeoGBciNsJP9RfqbmDx5MuXl5bz00ku88sorBY/rr7+eVCqVu/n6tjq7H7169SISifDxxx8XzPf444+vk3asS9kgRDgczk3TWn+jNP+TTz6ZUCjET37yE2bNmrVWhUUbGxuLghL3339/LnOqPXvttRcvv/xy7oY365577iEWi+V+vc3uX9usl7URj8fZaaedeOSRRwrW4/s+9957L/3792fEiBHfeP0dcV2XE088ke7du3PzzTcDMHr0aM4991xuvvnmXDc5CH7F32KLLbjqqqvWSVZJdoSrbLHbbHe9e++9t2C+d999l5kzZ7LXXnsBQaHyaDRaNN/ChQtzXZBKGTFiBJdccglbb701H3zwQW56OBz+VudvXXjuuedYuHAhZ5xxRtH7zSuvvMKWW27JPffck+vOM3jwYJYvX14QxEyn07msqHzt7V9nr/FSLrnkEg4++GB+/etff9NdXivPP/88EyZMYNddd+Wxxx4reF9ZX+s67LDD+Pzzz5k2bVpumuu63Hvvvey0004Fny/z589n3LhxeJ7Hyy+/XDAi1po4jsODDz5I9+7dGTZsWMH2X3755YKRohobG3nkkUc45JBDcqNC3XTTTUXXS3ZktiuuuIJXXnmlU11bO+Phhx+mpaWlw2vj2+jbty+e5/Huu+8WTP/iiy9YtWpVQeBMa80pp5zCnXfeyT/+8Q9+9rOfrdW2vvrqKxYuXFhwzEu99k488UQg+OEiv/vdEUccQUNDA2+//XbBeqdMmUJZWdkaR38UQojvquIxB4UQYgPad9996d+/PwcffDCbbbYZvu8zffp0/vznP1NWVrbGEZTa8+mnn/LOO+9w+umnl6wTM2bMGP785z8zefLkdTKSyZZbbslee+3F/vvvz9ChQ0kmk0ybNo0///nP9OrVKzdyjVKK448/njvuuIOhQ4cycuRI3nnnnaLRp74Lxo8fTygU4thjj+X8888nmUzyt7/9rSj7qTOqqqo44YQT+Nvf/sagQYNyv1J3Rk1NDaeffjrz589nxIgRTJkyhdtuu43TTz+93WGGAS6//HKeeuop9thjDy677DKqq6u57777ePrpp7nuuutyQ/wOHTqUaDTKfffdx+abb05ZWRl9+/Zd6wDj1Vdfzfjx49ljjz0477zzCIVC3HrrrXz66ac88MAD663mydVXX817773HM888k6sDA/CHP/yBJ598kkmTJjF9+nSi0SimafLYY4+x7777suOOO3LKKacwbtw4unXrRl1dHdOmTeOjjz4qObz6/Pnzc108mpubmTp1KldffTWDBg3KjW6z6aab8vOf/zxXG2j//fdn7ty5XHrppQwYMIBzzjkHCK6HSy+9lIsuuogTTjiBY489llWrVvG73/2OSCSSy+T7+OOPOfPMMznqqKMYPnw4oVCIl19+mY8//pjf/va3ubZtvfXW/Pvf/+bBBx9kyJAhRCIRtt56604dvxUrVvDaa68BrRkezzzzDD169KBHjx6MHTu2U+uZPHkylmVx0UUXlbx2Tj31VM466yyefvppDj30UH784x9z2WWXccwxx/Cb3/yGZDLJX/7yl5Ij82299da8+uqrPPnkk/Tp04fy8nI23XTTTl/jpRx//PGdzppoaGjg4YcfLpre2ePz5ptvMmHCBHr37s1FF12UCw5mbbHFFlRUVHSqLWuzrkmTJnHLLbdw1FFHcc0119CzZ09uvfVWZs2aVVDHbfny5bnaLpMnT2b58uUsX74893z//v1zwYlzzz0Xx3EYM2YMvXv3ZsGCBfzf//0f06dP58477ywYrvu8887jX//6FwceeCC///3vCYfDXHPNNSSTyYLRmbbddtt293fLLbfMjayX9cwzz9Dc3JzrejRjxozc+TnggAOIxWLMmzeP4447jmOOOYZhw4ahlOK1117jpptuYsstt2x3BMH2dPZ18rOf/Ywbb7yRI444gksuuYRNN92U2bNnc9VVVxGPxznttNNy6zzrrLOYPHkykyZNYuutty7oQhYOh9luu+2A4H3gnHPO4cgjj2TIkCEYhsEnn3zCjTfeSE1NDeedd15uubbHCuDVV18Fgs/9/Oy28847j/vuu4+jjjqKP/zhD/Tv35+HH36YJ554gj/96U8d1vQRQojvtI1S7lkIITIefPBBfdxxx+nhw4frsrIybdu2HjhwoP7pT3+qZ8yYUTBvR6O8tB1lJDuC1PTp09vd9m9/+1sN6Pfff19rHYyudeCBB36j/fjHP/6hDz/8cD1kyBAdi8V0KBTSQ4cO1aeddppesGBBwbz19fX65JNP1r169dLxeFwffPDBeu7cue2OrpU/IojWwag88Xi8qA1tj097o7NkR/t59913C6aX2t6TTz6pR44cqSORiO7Xr5/+zW9+o5955hkN6FdeeaXdbZfy6quvakBfc801Hc5Xap9effVVPWrUKB0Oh3WfPn30RRddpB3HKZi37fHTWutPPvlEH3zwwbqyslKHQiE9cuTIkqNoPfDAA3qzzTbTtm13OFqN1u2PrqW11m+88Ybec889dTwe19FoVI8ePVo/+eSTBfO0d/y/ienTp2vbtvUpp5xS8vmpU6dqwzD0OeecUzC9vr5eX3XVVfpHP/qRrqio0JZl6Z49e+rx48frW265RTc3Nxftb/4jEonoESNG6LPPPlsvWbKkYN2e5+lrr71WjxgxQtu2rbt3766PP/74oteB1lrffvvtepttttGhUEhXVlbqQw89VH/22We555ctW6YnTpyoN9tsMx2Px3VZWZneZptt9I033lgwqtfcuXP1Pvvso8vLyzVQctSq9mRfJ6UenR2xa8WKFToUCukJEya0O092RLH80e6mTJmit912Wx2NRvWQIUP0X//615Kja02fPl2PGTNGx2KxonZ15hrv6JrN197oWt/2+GT3qb1H/nvJul7X0qVL9QknnKCrq6t1JBLRo0eP1i+88ELBPB1dA23fDyZPnqx33HFHXV1drS3L0t26ddP77ruvfu6550q296uvvtITJkzQFRUVOhaL6b322iv3mdORjkbXGjRoULttzY54tXr1an3YYYfpwYMH62g0qkOhkB4+fLg+//zzc6OurY21eZ18+eWX+qc//akePHiwDofDeuDAgfrHP/5xwWt7TfuR/xpeunSpPv744/XQoUNzn69DhgzRp512WslRuNpq77NU62BEv2OOOUZ369ZNh0Ihvc022+g77rhjrY+PEEJ8lyit11ElNyGEEKIDv/71r/nb3/7GggULOqylk2/cuHGsXLnyW9VmEkIIIYQQ4odCumsJIYRYr/73v//xxRdfcOutt3Lqqad2OsAjhBBCCCGEWDsS5BFCCLFe7bzzzsRiMQ466CD++Mc/buzmiB8Iz/M6HHZaKVVQP2VDrasr0VqXrCGUzzTNTtWjWpfrEp0n17YQQnQ9MrqWEEKI9UprTXNzMw899NBajxDz6quvSlct8Y0MHToU27bbfbQ3gtf6XldX8tprr3V4XGzb5u67797g6xKdJ9e2EEJ0PVKTRwghhBBdzieffEIqlWr3+ewIVRt6XV1JY2Mjs2bN6nCeTTbZpFNdNNflukTnybUthBCB119/neuvv57333+fJUuW8OijjzJhwoQOl3nttdc499xz+eyzz+jbty/nn39+wSiCG4sEeYQQQgghhBBCCPGD9cwzz/DWW2+x/fbbc8QRR6wxyDNnzhy22morTjnlFE499VTeeustfvGLX/DAAw9wxBFHbLiGlyBBHiGEEEIIIYQQQgiCemRrCvJccMEFPPHEE8ycOTM37bTTTuOjjz5i6tSpG6CV7ZPCy2Kj8n2fxYsXU15eLsUUhRBCCCGEEN9ZWmsaGxvp27cvhvH9L2+bTCZJp9Mbuxnrhda66P4yHA4TDofXyfqnTp3KPvvsUzBt3333ZfLkyTiOg23b62Q734QEecRGtXjxYgYMGLCxmyGEEEIIIYQQnbJgwQL69++/sZvxrSSTSTaJVbNUJzZ2U9aLsrIympqaCqZdfvnlXHHFFetk/UuXLqVXr14F03r16oXruqxcuZI+ffqsk+18ExLkERtVeXk5ELxRVlRUbOTWdH2O4/D888+zzz77bNTosli35Lx2XXJuu6bm5mb69u0LwLx586iqqtq4DRLrjLxmuy45t13X2pzbhoYGBgwYkLuH+T5Lp9Ms1QkWVB5HhQpt7OasUw06zYD6+4vuMddVFk9W20yhbCWcjd1DRYI8YqPKvgAqKiokyLMBOI5DLBajoqJCvqB0IXJeuy45t12TaZq5v+Xzr2uR12zXJee26/om53Zj38SvSxUq1OWCPFnr8zO2d+/eLF26tGDa8uXLsSxro48E+f3vSCiEEEIIIYQQQgixgey888688MILBdOef/55Ro0atdEDwRLkEUIIIYQQQgghxA9WU1MT06dPZ/r06UAwRPr06dOZP38+ABdeeCEnnHBCbv7TTjuNefPmce655zJz5kzuuOMOJk+ezHnnnbcxml9AumsJIYQQQgghhBA/QFopdBfqfgagWfv9ee+999hjjz1y/z733HMBOPHEE7nrrrtYsmRJLuADsMkmmzBlyhTOOeccbrnlFvr27ctf/vIXjjjiiG+/A9+SBHmEEEIIIYQQQgjxgzVu3Lhc4eRS7rrrrqJpY8eO5YMPPliPrfpmpLuWEEIIIYQQQgghRBcgQR4hhBBCCCGEEEKILkC6awkhhBBCCCGEED9AOvPoSrra/qwtyeQRQgghhBBCCCGE6AIkyCOEEEIIIYQQQgjRBUiQRwghhBBCCCGEEKILkJo8QgghhBBCCCHED5BGoZXa2M1Yp7TuWvuztiSTRwghhBBCCCGEEKILkCCPEEIIIYQQQgghRBcgQR4hhBBCCCGEEEKILkCCPEIIIYQQQgghhBBdgBReFkIIIYQQQgghfoB05tGVdLX9WVuSySOEEEIIIYQQQgjRBUiQRwghhBBCCCGEEKILkCCPEEIIIYQQQgghRBcgNXmEEEIIIYQQQogfIK0UWqmN3Yx1qqvtz9qSTB4hhBBCCCGEEEKILkCCPEIIIYQQQgghhBBdgAR5hBBCCCGEEEIIIboAqckjhBBCCCGEEEL8AGkVPLqSrrY/a0syeYQQQgghhBBCCCG6AAnyCCGEEEIIIYQQQnQBEuQRQgghhBBCCCGE6AIkyCOEEEIIIYQQQgjRBUjhZSGEEEIIIYQQ4gdIo9B0rUrFXW1/1pZk8gghhBBCCCGEEEJ0ARLkEUIIIYQQQgghhOgCJMgjhBBCCCGEEEII0QVITR4hhBBCCCGEEOIHSKvg0ZV0tf1ZW5LJI4QQQgghhBBCCNEFSJBHCCGEEEIIIYQQoguQII8QQgghhBBCCCFEFyA1eYQQQgghhBBCiB8gjULTtYrYdLX9WVuSySOEEEIIIYQQQgjRBUiQRwghhBBCCCGEEKILkCCPEEIIIYQQQgghRBcgQR4hhBBCCCGEEEKILkAKLwshhBBCCCGEED9AWgWPrqSr7c/akiCPEEIIITYaz9fMW95C2vHpVxPFVNDQnKYsZlMWszd284QQQgghvlckyCOEEEKIDU5rzZT3lvPg64tYWZ/C1BqlNa4ySFsGlYkUO2/WjaP23YRBfco2dnOFEEIIIb4XJMgjhBBCiA0i4fg8+3k9L35Rz9wVSepqE8TSacpcDwBfgVIQdT2aQyFenNPMx//3AZedti29ukdZXpsiEjLo2z2KUj/wXGwhhBBCiBIkyCOEEEKI9W5hXZqfPzSXpY0OCtAAIZtEOETaTKIVNIdDQZQHMD2PeCrNMmwuuu0TXF+Dr4k6Dj3KbMaP6c8Bew+WYI8QQgjxLWil0F3ss7Sr7c/akiCPEEIIIdYrz9f88tF5rGhygEyAB3IBncZYBHy/IGDjGQYNsSi242IkklS3NNOnoQnb96EW3vz3St5/9nN+cvIohm7eYwPvkRBCCCHEd5MMoS6EEEKI9ertuY3Mq03j6XZm8H0UgNbBA3IBIMcyqYtFWV5ZTto0CxZrqUsy+Ya3mP35ivXWdiGEEEKI7xPJ5BFCCCHEOtOU9vnvF408MquJlS0O5a5L3aoWUEYucJOjNabvF/zipAGfwlTrkOviGCYfDejLqHkLCXlBDR8FaF/z0P0fc9yZo+lRFSESKgwECSGEEEL8kEiQRwghhBDrxLJml6MeX8z8BpdI2qE8lWa11nhGib7xWmP5PhAEdTzDQCtFJJ2mT2MzZak0CnAMA9P3MbWmKRxiUWU5m6yuA6AxHGJVPIafNPj4uncwbJNdd+rLcfsMQqdcZn60BCfl0bNvOcO27IVRqh1CCCHED5gmrxt1F9HV9mdtSZBHCCGEEOvEpKeXML/BwXZcylPpoOuVUkHGTZssHtP30UDSsvBME+X7dGtJMGRVLRBk6QAoz8MA6iJhKpIpkqaJBuqjEeqjEXo0NhPOZvZozayna7lsygwirosiSB7SGiqroxz98x+xyYjuG+hoCCGEEEJseBLkEUIIIcQ39mWdw/IWjy+WtTBjVRrb8wl7PomQnemOpbF8r7DWjtb4SlEXiwZ1djIBIAXUtiSoTiRz68925apKpqgPh3Ati8/69CLiOPSpa0AbKtgWBNvzPGzXI22awZDsQCztYMxfyaOXPMOOh23FjhO2ZO6Xq/jfc1+ydPYqTMtgsx0HMnqf4dT0KgPASbl4aY9wPISSDCAhhBBCfE9IkEcIIYQQa+3txUl+N62WT1YFI2YZvk9FOhgePb/2ju25mL5GaUhbQcjGV4raeAxfqYJ566MRpg/oyzaLltK9uaVgexqIOS4NlpUL7MzpUUPv+gbCvg9aY7septYowwiyeDT4KujW1RgJU9WS5O3HZ/DRUzNo8iHseoQz6//iyU/4+LlZlPcsw1/WgJEM9su3TXQ0RLwizGY7DWToTgOxozbl3aKEo/Z6OrpCCCGEEN+MBHmEEEII0SHXD7JwLEPR7Phc/24td31cT1VLgqHJFIbW1EUjuKaZ62YVT6aobklg6tae8a5S1EcjLC+PFwV4gFyWz8zePRnz9dyCgswKgho+mS5gKIVGs6KijH619UScTPesNssYOujG5RpQF4vgKjCSKcLZEb2y82qIptJ481ehNKRMk/poGMfKfFVq9Jj7/NeEnvkSQ2uUgpreZWw9ZhA7jB9BJB5aJ8dadC1aa/A1ylzzgLZaa/wvlqIbkhiDajB6VmyAFgohhOhqJMgjhBBCiAJNjs/cRo/3lyR4elYj7y9L4gO9owar0hrP8RhcW58LqnhK4WWyZwDKkim6N7cUFT40taYimWJht8riAE+WUjiWycqyOD2bmjtuqFK4ponO1P0ptUaVeyg0EPJ9rDYBnux82XWmDcWqslguO0grcA0DzzBIGAYRx8XUmpWLG3nloU95/eFPGXPIFux21Nao9vZL/KA03vs2zhMf4X66EDyNP6AGp2cFREMoy8R0PQwFVk0ZsXGbEnZc0jc+hz9nRbACQ2GN34ro5RMwBkkdKSHE+qOVKqqb933X1fZnbUmQRwghhBAA1Kd8/vhhAw982ULCC0I0hu9j2kFx5K80YGmq0i6eYWBnRsdyjdbh0ZXWVLcEAZ5SgZSUZbYf4MnOpzUtocKuUBpwzNLDsIdcr8P1aYJCz66hiKfSa5zXNQy6tSSoSKZymUiOYVAXjdAYDpG2TKKOm8s88nzNO//9mE8f/ADD9zFsk3jPMsJlYVzHp7JPBTscsQ09N6ku2p6TdKidsworbFHWpwKlFOmGJPVfr8AwDao27RUMK+/5NC6uJ7G6hUhVFKUgsaKZlZ8uZuEbX5NY2YRhm1QN68GWx/+I3tsP6HA/xbrlLGug7uXPSbzyGRxYTd2fn8dMefgYtEQs9KoW9KqW4DWRyUYzPQ/L17iPvU95Kl34mvE17guf0vTubMqm/BpjQE3J7eqWNMxeDrYJw3oVZQxpx0O3pFBlkU5lEwkhhPj+kyCPEEIIIZi6LMVPX15NXcpvzcDRGp3JlsnPdKmLRWkOhxi2YnUmK6Y1ZyeadjA6GLvU8tc8sKmG3PDquc0CCbt0DRxDF2fmtF1WA2HPx9K643m1piKVwvIL57N8nx7NLdiez+qyGL4it5+VyRRhz8vdpOuUS/OCOhqUIm0YLJ9by5f/m0+voTUcctGezH3zy9x6nzr1QULp4OtYeZ8KqirD1H26GO1m9t9QtBgmjmlgZAJcGiBvPwytMbVGey4rP13Ca799AsI2I368PX0368Gnt7xO0/zaoOsQCjNmM+jALdnq1F0xjODGP12fwGlI4qNRShHpXoYVkZpD2tfUT5tN02dLgiDamKHEhvXMPe8lHeZf9AgNL31ONJXCtBQcuGPu+aRl5X5Rzn8NAUGg1HNzgcei69LX+LUttFz6CAzuTsvjH5JqSpN9ZSg0kbRLZXNLcF33rYKz9oWTx+F9tZyWv75A+skPwfEgbBHaZiCh/bbG2m1TnCkf4f7va1BgjRlB+NjR0j1MCCG6CAnyCCGEEF3E0haPe79O8EW9S9xWHDowwtjeIVYkPM6f1sAzi9MkfLC0T09bceAmEcb2DnPf7CTPz08U1MDJDyIU3XwqhWOaLCuP06++EdvzUb6PNozc0OjtBVLCrkvYcdeY0dO9MeiqlQ0JNYdsXNMsnlEFnbE07QdvsuuIpp1226YJCkJrpfCVwvd8Qp5XdAyqkkmaIiF8pTC0piyVJpQdwr3NvIbW2L6PY1koYNWs5Tx07N2knVRuu76TuWXXGnfuSla3DUL5mqjvYvsGSTsIGGgAwwA/aGO2+5kmSFH3AKMlydzJb7HA9/EzgZxccKE5zeyHprP07TnscP7ezLrldVbPWIKXl5FlhEwG7rcFm03amXBlNGii57P8wwWsmr6QlnmricRDVG3Vl777b4nveLjNKex4GDMvOKS1xk+5GCHrezdKWdPMJXx5wSOkFteBaYDWzP+/l6nYcTDDrpxAw0ufs+i6Z9FJB8sPRpXzrNZr1Ae8jrJnlCJlW6RMk0jmGnINA60ygTtfB/WkXviURMgORqLLLAdBQlAiZJOwyjFdj/iqFszLHoErnwTHJZR2KcsES3ULpN78nOZpX6GUUXCNuVO/Innz85TdeTL22M3W4REUQgixMUiQRwghhPiOS3uatNKYaO76Oslts1qY0+RRZil27WmjXZ9P61zmJ3SuBo2h4I4vEmxRZTKrwSelCZ4xFJ5WLPAVk2clmPx50LWqRPiEzBLtPKGojcXoXd9IIhzCMwwMKKjN0976ejc0Mq+mW2sR5XxaU9PUQiiTGeMpaAyH8UsFeLTG8H1cw8gFWtrbZthxCHsebqabWf5WfaXwsu1QCk9rPMMgZVvEU+mC4tEaqEimaA6FUFoTdZx291cBltYkVTCSV3kq1c6cEHZcTN8vGfhSgO37pH2Na2aCML5PzHFyz+fm1RrL94m4Hj6QzhaOzl9v5u+WRfW8cdbDeEphZo5vdi4/7TH3qU9Z9s5cfnTJfjTOX81nk6eSrE20njffJ/bkx3x+1TO5rmuG1lhhi+iQ7vgtaRLzVpONrFWOHMCml+xPtHclyioMfjR/tZy69+aBgupdhxHt163dY9WedF0LqYV1WFURIv26FdRHSq9uZtVLn+PUtRDuXUnNnptixcNF60guWM2Se6ex8umP8RNOLkCoHDfoige0vP0Vn+xzI6Qzo7kBIdcrqkHlGqr0NZ5HK0XaslAq6BJoarDyAj4qc0zTppkLvBq+nwtGBo1TRHyPWKYNRlNhwXPIFi7XGJRokwZSDk0/+Tvxu04mtPdWuJ8vITnlI3RTCmtYT8KHbIdRFml/PxwP0i7EQlKXSojvGQ1F71/fd11tf9aWBHmEEN9Lvta4GgyCEX/WhuNrLIV8ERUlJT2NpyFmrv01MrvBZfIXLby8OEXC1QyusNivf4QD+oeY1ejz968SvLnCxVQwvrfNWZtG2aHaRmvNC0sd7vg6yddNHj0iBscNCpNKpekO9H90FQksTMD3fczMt5fVac0TC4LAQTYEkv2y5usgi+LzVQ5Ka8JK4ZhG0NUjs1+OaRJxnNzNZL7O7Lk2FAu7VeJaViarxIeQXdCVqWgZoCKRpGdDIyvKyzJdiFr1rm9kxLIVKMAxFEnLJJ5O0xiNBjenuQYqQq5HTXMLiyvLGVRbB7q43ZrgpjjquMG9rGVhpVu7x/gEhaN9pfCzN9WZ57TWNIdDlCdTBVk6tuth2Bo7L9On3WNE0NUrUiIgk2X4PnYHQarsemzPw7WCm/1oqQBP5v++YZC0wMx2jWvvOtYaTylcw8ClNUBkAobnEXJ8mL+Kd0+9P7d+yzSC7ntaE0s7GPkBA6WCwFLaw/9sSdCe7HO+puHD+bx7xD+CoFufSso2702yMUX9Z4txUy52pjvd139+EbtfFUPO3IPqHQfT9Nli6j+YDxoqthtAt9FDQEFiYR1+0sGpa2b2dc+TnLOyNRvNVMHr11CEquMklzehfT/IJvI1s//wFBU7DGKT8/YhNrQHAE0zFjPz1HvxUy54rd0FDd8n4riEPQ9fKVKWhef6mYBpMDJb0eWeCc50hmcaOJi5gt65bn+Z7DQvU7+HbIHxbJAyc7xdwyBp25Sngtd6NsDT9qw7VmEmUIFMhlj9xNsJ9arAXLQ6aINp0GKYNP7uMSr22yoIkHYrQ58yDjXta7wbn4Uvl0EmY0gZCmPs5vCXn2L0qerU/gshhFi3JMgjxLe0KuVz59w0b6xwUAr26Glz4qAQVaGNU+CwwdHcOy/Fq8uDXyDHdLc5cXCIbnnt0VozZUmav3+V4qN6jzILjuof4rShEXpHi9v9wLwUv5+RYF6zj6Fg9x42142MslXlunsLWZLwuWNOindWudgG7Nvb5rhBYeJW4ZfRqatcfv9ZgueWubkv1REDfj4kzPmbRehXov0AC1o8TnuvmZeWuaQ12AqOHhji91tG2aSsvRyGb2ZF0mfynBQPLUjT5GpGVpmcOjTCnj2tgqCBrzXPLXW4Z26KxQlN/5jBzzYJs1eb+TamJQmfv3+V5MH5KRoczeYVJqcNi3B4/xBmJrjma81Lyxz+uyBNo6MZUWHys03CDIyXPq4z6l3++XWK6bUuMUtxaL8QPxkUpszeePusteZPnye44bNmmhIeSmviIYMztohz4Vbx3L6WsjLp8fD8FI/NaeGdJSnQmrRl4VgmM1Z4PLOimV990ITOZLhkr9t/z0vzwLw0fcPQ7EG9C6YCT4OBx4tL0sS0w91xCDkeOnPz5xkGrqEwMwENnek2hNaYvo+RmQ8dZJHksz0P11C5QsnZG1Y7r55M5oDktpXNFjAz6y+6cczW6zEM0oaBY5ksL4vTu7G5qGtUtjVBYeMklYkUDZEwactEZwo2VyTTJGwby/eIOW5Q4BiIOk002xaeZWL4QZAj7AZBlupEkhWxGN0SSUJ5tXyyAa+KZAqD1hGyGpWiLB1k6KRNk5ZQCDevqLPh+8TSDrbvo7XGMc1cplAus4PCmNOahDy/IFCUL5LZx44yPhQUnucOtpW9Lrw1vaSUwgRs181dm45hoNwgoNG2TYbWhL3gGjN8XRDg0XnrVFrjmgaW19oVraB7kKFwlzXSsqQ+t4lQpuFu5rpML2/ik8ueBMD0fGwVzLfw7qmYNXFUNERyUV3ueFi0Oa6eJvNKILW0ASPbRl/n/l//7lw++vE/Kdt2AN3GjmDF/dPwk04QIc3b54pUCqWDdifb1oVSQVfBpkgIqyVZ0FXP8HwSoTWchEw2Wsh1c0Ghom5/QMjzSNtBQFgbBkY2qycTmHNNM8jIayfAExz3EoXL83eFIGMsumBla6DJ9wnjQjKJee9bQBAY1be+mMveQqnc39rX+C9/htruYvwnfw2fLoS5K6Aqhjp0B9SQTD2jVU3wn/8FRaMrYzBhB9iqTbHwlY1w31vw3pyge+Iem8ORO0JZBJ124enp6IemBfNt0gN1/K4wZjg8+SH842V4f07ri9S2YNdN4bQ9UXts0fE5EUKI7zml2/6EJta5pUuXcvXVV/P000+zcOFCKisrGT58OMcffzwnnHACsViMwYMHM2/ePKZOncro0aNzy5599tlMnz6dV199dePtwHrU0NBAZWUl9fX1VFR8/wr+vbDMYcJbTSS9wl/xyi14atcyduuxYYtWTl3pcOAbTdQ7hS/rmAmP7VrO7tUwZcoUnu09ln/M83M3lBB8iaywFS+OK2f7bq3Bm/1eb+T5pU7B+rJf/u74UZyJmxSnu6+tB+enOHFaM54OvjxmbzZ6hBXPjy1nm6qgPQ8uSHPs/5pLpmAqoCakeHvPcoaXFwYXXlnmsM9rjcEX0zbLREx4e68KRlatm4DVx3Uue73aSF1a54pjWgpcDWcMC3PzdjGUUrS4mkPfbOSl5W7uPGT/f1Afm4d2KSNsdi7o4TgOU6ZM4YADDsBupzDtN/FRrcverzbQ4OjcdWICHnBYf5sHdi6n3tEc8noD76z2sIIfyINeHBquHRnjnM2iBev808wEF37ckjsm2T3sE1U8P66STSvWbcCtM9Ke5kfP1TF3RQIrGyDJM7Q6xLSDu+eK3mYtaHI54o0GPqzP62KT/UjVujVQ11F3jTaZKfnTldZUuWn+Wfk+p9VtTwoz1zYNuIClg9GqIq6bK2iczUBpeySDYc5bt5EddlwDyvPRRiZLQGv8TLHlgnZl2mp7QReVbKZCJH9kK62pSiTp3thMOBM4yN9zT4GHyrXNV0FmTXM4lNtWLJVmyMrVQQZO3v4GGQw61z0mO502fxuZIdINP7jAKhJJ4o6Ln6kjlN9Ww/dJ2yW6M2X2NZ52CLkulu8TT7e+D7bYFk3hMEprappb1pjN02JZdG9J5P6ddFOc8uLZANy+/830avaC7mIddeshCMC0hEOEXbegXlB7DC/o1tPhaGaZ85h/TK1MnZ81Lkf+OWhzVtoGBTU4lkU6vxZTZp5o2ikIWinAVbTWCMpcb5av8YzMUL86yJDSkKtn05FS10zB7kBRtzyAWCoV1NpRikR2xLdSxyUTbCnzXT69cke2v+BtzJRHfSRcUOuo7TK25xNPp4ml2+/2l21PImRn9j1oXf55cwyDno3NQX2mdoqLN4RDBUWgdYl9Ub5PzHVLttXQGiPzOd3udZX3Huhng8Qq2Jrpa4wjfoS5/SDUpQ8H2VKZWke4PhwwEv55MsRC8MxHMOk2cNzMOjP7XV2GvuMU9OX/hY8XBP1SfR2sx/NhSA/U7BV5O5i/c5l1XHwo6tz9Ozjapa2vz1qx8a3Nuf2+37vky+7Lgl6nUmGENnZz1qkGP82AZf/oEufpm5CxFNez2bNns9122/H8889z1VVX8eGHH/Liiy9yzjnn8OSTT/Liiy/m5o1EIlxwwQUbsbWd53kefpuRT35oZjd5HPJmEODJBg+yjyYX9n+jicWJDXeMliZ89nu9kQZHF7RFAwkPDnmzkXnNwRfhe+YFXRW8vC9APtDoag56o5F05onLP20pCvBA65flk95tZnFizV+uO/L+apfj/9eMk/niCK3fy1anNfu81kijo1mV8jnxndIBnuwyq9OaE95pLpje5GgOfKMxbzSS1ocGkh5MeLOxqMvIN5H2guNX77QGeCAIZgDc8lWKO+cEx/6XHzTzyvLgi3T2PGT/P2WJw/kftXzr9nwbrq+Z8GZjQYAHggAPwGMLHW6cleTotxp5vzZTPyJzDr1M14XzP2rh4QWtNUieXJTmwo9bcvNC6zW6LKk54LUGnE6MvLSu/fzdJuasTBT8Ap7/mL06zdnTGgqWWdzsstWUusIADxR0W9Ftp5WSN3/BZMDOZExk/922bRZBd6mY62ICOnvfDG1uvjPnxcjbVibAk6WzN86Z5YoCPHl/O6aZe73YbpD1pHwfw/fpV1fPJitXU54KRpuyPA/D88D3SZom6CBQ2Br8UQUBnrRpsMnK1QBFN/25drZ3KDMPbRg4lkUqZJOyreAGmyBDpG1QrWS9mrx/t4Rs8nOXstdrzHGpTCSCosqG0eH7UvbYd/RpkK270lFqkILM/rR/DEqtd02Bmuy687djaJ27HkovFixXOmdEZaMHaMMICkWrIAMmbVtF15RnGDRHwq2BvMxTliYI1GXmwzBwLbM1uKDAtUz8NRzbgnavYXrbz3KtFM3hMI2hECnLas1YKSXT7a0uGvzwURuPkrRt4ql0sE/557YgSOpi+B2P+JYNhsWTKeLJZC6AqvOetz2/cFoJRmY9diYQavl+0A0sLzDTtpZP/v75me5hHV0b+SOH+fnHSweBZueR9+C3DwYjfvk6+H92JLlnP4Yz74KZi+HEv0M6k1WlaW1jXTMceXOQIQStWVeZrDE1e0Vue0Wy67jycfT/vurgSAnxw6IVuffqrvPY2Ed145Igz3r2i1/8AsuyeO+99zj66KPZfPPN2XrrrTniiCN4+umnOfjgg3Pznnrqqfzvf/9jypQp32hbr776KjvuuCPxeJyqqirGjBnDvHnzcs8/8cQTjBo1ikgkQvfu3Tn88MNzz9XW1nLCCSfQrVs3YrEY+++/P19+2TrE61133UVVVRVPPfUUW2yxBeFwmHnz5pFOpzn//PPp168f8XicnXbaqctmHbV1y9epgsBEPp8gsPLP2e0X2VzX/jk7RbPbfnvSPtyWaU9773uehqVJzSOLgkDEzV8kO9ymD1z8SaLDedbkxi+StNcTxtOwMqW5b16Ku+amSa/hm7wP/G+1x0d1rb9C/u3rJKl2lst+IZ7XonlzZYlfLtfSY4vTLEoUBkXabu/PsxIsTXj8a1663RsTn+B81q1ph9ejpxc7LGjx290XDfzp8wSvrXA73N8rP0vkbgivn5lo90PH0zC/xefxzLW3odSmfR6cm8Tu4CZLAw9+2VwQCDxpWiMtup0bvjVlTpSav2ijuqg4cMEiBB/gbbtPaUWujkdBBk2b0ZXariubdRRNtdaeaXffCIJAkUx3pmzWgNKapZUVfNmzJugWkm0jQbcxO1tTRGtML7i5TJut7XINRVWmu0u7R0/rXLBqjYEOHRyJVCZg1TbzQLfufOnlM18UHauwXpEiyJpIZgovJ0M2Xiaol59plf3bUwqDIAujMRTi4369eWGLYbn1LauI4xhGZlSl0gGcbBZPOlNTxTU7Lm6dH0Sgo+CRUiXrxnR4Dmi9XgqXKFxv0O7gmHtKFYw61XZeDSTtwmzKbGaNzgtA5K87tw3VJkOro3Z3MD0/06ftETG1Dm4Y1vRjQN415hoGDZEwzeEw0bQTdNfLnAulNWHPy9U06ihsl6uT5PuZ11GQ+VSRSAaFujMM7eNmgrWl9tPNvPbaBvQUQUZUtqaO1dEPeNnrcw3vcbk2tA0SZ/6dbu98+Roeex+ueyqzonbmcf2CmkkF226/9a0sA25/tTNzCiHE95LU5FmPVq1alcvgicfjJefJ/6I0ePBgTjvtNC688EL2228/DKPzMTjXdZkwYQKnnHIKDzzwAOl0mnfeeSe3/qeffprDDz+ciy++mH/961+k02mefvrp3PITJ07kyy+/5IknnqCiooILLriAAw44gBkzZuTSFltaWrj66qu5/fbbqampoWfPnvzsZz9j7ty5/Pvf/6Zv3748+uij7LfffnzyyScMHz68qJ2pVIpU3ugiDQ3Br+OO4+A4xRkj32XPLkwQ0h3fhD+7KMHFIzbMy+yZhS2E6SCrRsNzC1PsAkRw2/0iZCt4a1mSPWsg7bpE25kv6+1lHo7zzbtsvbi4BVtDe8mxCnh+cYJK2yCG26lfbD9clWKLeLCHzyxsIcKauzVMX5lidFXn213KW0uTVCgXp4NvmfMa4emFCWzttrvPAPjw+rIE+/dec/ps9rWzLl9D01Yk1rgvLWkoh46uOr6ud1nQmKKbbTB9VZKOrhRLwcuLEhzae8P9/vDqkjRxN01oTdeIB1/XJhlUbtGQ9vnfsiTRjm50OqiL0Rmm9ojgE8kc3UiJoxxk7OTdtOX+8As+3DVgqI4zOjRg+R79WpqZEw1hqg7OahDRIY4LiqLt+yGDRT0rGbZ8VcH+h7RP0jApyxuNqjzhkHBTrCqLUxeO0L2uBcvUuYCH5fvFQQitsVRxt7p29yxs4LkqCCargmfQa+oSqTXYBp42SZnBNkOeTypkFRzTpBXC8j1Crh8ElzI31ACWUnimZklNOV/06RnUynFaA+ipiMWq6jIMDcr3KE+li7oN+ioI4JV7aVzDIGUbuBgYaHyVCRBlds/yPEw0luehDIWJj5d/U52X0aQy3WDaHku9pu8f2e4zwVo6mC0ImTimgTbo4BpUpLUiovyiIIRnme2O/JblaAMr3XE2TH4Qp4MGZ2ZWuX+XpdJ4ESuTwdL+Phi+TzzpEPJ9FgIx7ZIMmSQiYUgpwp6Plf0Ey1yLSil8FI5WmG6JI5kJjnoYhectsyMRPJpCJmDgKIUTtTE8j6qWZK54eHafk3bQ3bNUvbdsYEtpjZ8tzt7uITLX+AtxLjOqvetIa5RbOhiFqeCNGUEgxiq9fC6Y2k7QulOmz0Wt5Wfm+visFd8Na3Nu5fyL7wOpybMeTZs2jdGjR/PII49w2GGH5aZ3796dZDL4gnfGGWdw7bXXMnjwYM4++2x+8pOfMHToUG655RZ++tOfdromz+rVq6mpqeHVV19l7NixRc/vsssuDBkyhHvvvbfouS+//JIRI0bw1ltvscsuuwBBgGrAgAHcfffdHHXUUdx111387Gc/Y/r06YwcORKAr7/+muHDh7Nw4UL69u2bW9/ee+/NjjvuyFVXXVW0rSuuuILf/e53RdPvv/9+YrFYh/sohBBCdAXJZJJjjjkGgH//+99EIu0PTS2EEOK7o6WlheOOO65L1HrJ1uSZ3/tUKoxvX2Pzu6TBTzFw6Q+3Jo9k8mwAbX81eeedd/B9n5/85CcFWS0APXr04LzzzuOyyy7jxz/+cae3UV1dzcSJE9l3330ZP348e++9N0cffTR9+vQBYPr06Zxyyikll505cyaWZbHTTjvlptXU1LDpppsyc+bM3LRQKMQ222yT+/cHH3yA1poRI0YUrC+VSlFTU1NyWxdeeCHnnntu7t8NDQ0MGDCAffbZ53v3AjxxWjNPLXVytUXashT8eECIW7ffMMGrX7zfzH8WpDtsz0E94ei6qZyc+hEtHbz879oxzsF9bfo+UUfSb/+XMQ1M6Gtz905l37jd+73WyHu17Xf5MRWcNTzCqGqTY6etuU6NrWDW/hXUZEYT+8NnCW7ooNtZ9vfoT/eroF/02xX9/e/CNCe/29zu8woYGje4f+c4P3qxscN1KeCTfSvoH1tzmxzH4YUXXmD8+PHrrBjky8vSHPlWU4ftqwkrVqY6/vW83FZ8cUAVtgE7vVDP7Ca/w5oq120bZ9KQDfdF46smj12eWU0s3XF3PVPBp0f3ImoZLGrxGDmlrsNf9TudydNe4WXfJ+Z4RPG4seojzqkbSbJEPkN7BVYN7aN06/bTHXTXyrajIpmkKpFiSUVZUGC2g3nDrkdZqoPuqJkCzANq61snASvK49TFYoQdl8GranNdQzSwqLKceNrJFdZVZIooez5mpsCxoTVN4RCLK4PPCwX0rWugKlH6Na61JuI4WFoTcr2gbkmmTo2mTZ2i9vbVcYk5Lrbv5aY5plm4TDu/l5m+R8QNslM+692DZVUVWK7HDrOW5uapfXAVYR0qWI+Z6dITd1qHei9oVub/SdMqnXWjNWHXzQ2z3pabyULrqFtc2C0eXSu/jZ5qHeGtXVpjoEmZRpDV0VE3Rq2pSKYLux8C9RGbqLvmHM5w2mm/nswaaIJrreBYZq7hbJe8oNtZ5rm8/TA9nz51DbmuT27Y5L0rd2HUxUHhZYDl5XHKUk7BsmabAsla62CErewmCEY9y2bwGLp1etu2O4ZBS8gO6h5ZmePsB0XRuyVasFwf3+i4ixUEWZmR7DZLaAzZVKQ6zmLQmddXQT2eEmzXa/98jegNXy+jvS8GHWXyQCfed00FJ+yKuvzwNc1ZYH181orvhrU5t9leCF1Jto5NV9LV9mdtSZBnPRo2bBhKKT7//POC6UOGDAEgGi3dEebcc8/l1ltv5dZbb12r7d15552cddZZPPvsszz44INccsklvPDCC4wePbrdbUFrAcVS0/MDVNFotHD4Z9/HNE3ef/99zDb9q8vKSt/0h8NhwuHiGzjbtr93H5inbhrngSXt3wSj4dThcWx7w7zMfj6ijMnzO/jg0TBpWISm96AFi0SJl7+poE9EMWFgDNtQHDE4xuTZHddIuWa7Cmz7mwdHTt00zqtT2w+MGBpOGh5nQMxg0AyXWY0dBwkmDgnRO956jZ0ywuDqL1w82v/iN6bGZHDFt/8l/fCBFr/+JM2KVPt1eX6xWYwtqiPs0tPhtRVuyaCcqYIRtjapXLs2rcvX0fh+FoPK03zZ1H5dnj9uEeMPnyaod0p3nTEVHD8kQjwS3MCeumk5v3y/9Lk2gJgFxw2JY2/AodQ372azba8Y0xc0t1uHRANHDolSkSmoOrjSplfMZk5Ct7NEdqk2z+rMf/K6XQCEXA/XNFoL/CoFSgd1dDL3tknMgiBPtmtF+90mjIJC0p6fHVmrdFcNhaZ7wiWtDaLNaVaHOwpOayJph5Tu4HWvNUlt4viFLayzIqS0Sco0+KJbNcMzXbo8wEhrWpTVWixHBx3SMCHsuNRZYSqSKZZGykhnt601cyqq2CS9mrK0U9SGkOsTSbkkLAu0iacLhzIHHdz8Zs9Lm+VNz0d7GjPlFYwi5fuaXDGxzI16qavB1QYJDRHXo6IxycLySjZZVku4Ja+tTnHNHO0HN/x4pYN42e3ZyiXdzms+pU2i6XTJoIBvKIxS12hmfwytsdNu67Dyed2YlNZYnk/aNOiwMlBmGQONrTRpu2058MJ5Ld/HyKtDpglGjvMdhXLWEOTRGiPt5QqOd/yqLO66pQDbcXHzPq+V1oSSQZDG8zw8QwXdq9qsvLIlgZ0s7u5ppTysZHDdVOgklucF3eYyAUbT84pev55WqEz9HUOD5WbqWPnFdbby2Xh4nsJK+zSH7FzhdAeD5ZEyahqbiaTcNQY/lFKYbqaLZF6XtaxkKEZFOh2M4NXeSnQwOl+7XbUy82SLR7dpAFRG4ZwD4Gf/bH9xQJtGwVD3Ratqf+tgmzBxHOobfl5+H7+zis7pzLmVcy++D6Tw8npUU1PD+PHj+etf/0pzc/s3sW2VlZVx6aWXcuWVV651tHi77bbjwgsv5O2332arrbbi/vvvB2CbbbbhpZdeKrnMFltsgeu6TJs2LTdt1apVfPHFF2y++eYdbsvzPJYvX86wYcMKHr17916rdn8fje1hc+nmwU14flmH7N/Xbh1lVPWGi6P+qNrij1tFi9uT+f/5m0XYvWfwwXRKJlPCypvPAKpsxdO7lWNnbl7+ul2c4eXtv01cu02UgfFvl/1yVP8QJ20SyrUhy1LBl7R/jIozOG5iKsVzu5czvKz9r24T+tncOLLw5nRAzGTyj2LtjjrSL6p4Zvfyb7UPWSFT8dRu5ZRbqmhfAE4ZEsod+7t2LKNv1Ch6EzaATeIGfx9Vuo7XhmIoxeO7V9AnYhSOeJP549ShYX45PML9u5RhG4XXEgT7MbLK5NItW8/Hz4eGOWZg5lznzW8psA14aEw55RswwJN11+hywmVBu/KvkWydin5xkz/tVFWwzPXbxYtHzMktqEv/Hx3EEjK/4NueT9RxsTJZEyHPyxVmzY6Ck63rkreGXICno5ssCAIn2fmNTGZI2yK82b8qE0mszPSo61Ld1Nym7eSWjabTQdZDe9vPCOcNw6wJhh1P2a1DUDumSdoyUb6mIRppzYzKL6ybLdRqWSRCIZZUlgdZFVmZ51eUt3m9ZI5PVUuCqOMS9nxcwyisTZM5LmZ+Ade8Y2S7HjHHIZQpEO3l3fRafvFxLHk+lMIzTTzVeqwHrq7r+MtXpqZPhzfSme2VKpqcv223xI22glzdlexoUvnbVloHBYEJRnizPC8zdLbGcj2sTJBM6dbrq9Q+ALlAkqGDEdg6er2EncLrxVOKxnA4yPbqqHh0ZnrKskiZJq5hBIWsM+dLaV3Uzvx/5/42VEEb8+cPeW5uXaYOfnxQmUc03XHwRAGxtEMiHKLZtkhYZnA9lRiVTWWul7Rtt17nawjwZNsa8oKAUrjE8Of10Y6zI/OPRy4DMO+Yq8w+G1rTsIZ1QekBIFo3pjEjFspsc22aRvDB8LefwSHbw0ljg+n5HxbZZX5zIHQvL3wue5AG90BZBiVHdFBAyIK7TkUN67XG/RBCiO8rCfKsZ7feeiuu6zJq1CgefPBBZs6cyaxZs7j33nv5/PPPizJgsn7+859TWVnJAw880KntzJkzhwsvvJCpU6cyb948nn/++YIgzeWXX84DDzzA5ZdfzsyZM/nkk0+47rrrABg+fDiHHnoop5xyCm+++SYfffQRxx9/PP369ePQQw9td5sjRozgJz/5CSeccAKPPPIIc+bM4d133+Xaa6/9xiOEfd/8fqsoT4yJs1t3C1sFXYX26mnx7G5lnL/Zhq+xcNEWUZ7ctYzdulsYBC/w0TUWD+9SxjXbtN5sX7dNlJfGlTOhn82IMoPtq0yu2ibK5/tXsnVVa2AqbCo+2beS8zeLUJG5+VbA1pUGz+9exm82W1NZ5jVTSvGPUXHuHR1nVLWJpSBiwEF9bV7do7yg687AmMFn+1byyC5xDuptMazMYIsKgxMGhXh7z3L+u3OccIlCqidsEuGtvSrYp5eVCx71DCsu3SLC3AMridvr7q1wu24WM/av5LIto2xRYTAwZrB/H5spu5fxtx3iuWy4fjGDD8ZXcMVWUQbFDKImDIkb/HHrKO/uXUGvyMZ/ex5aZvLJ/lX8Zfs4Y7pbbF1pcuSAEC/vUcFfM/syvneIt/au5IgBIbLxmd4RxRVbR3l5z0rK8oI2hlLcPbqMf40uY8dqizILuocVk4aEeW/fKvbuRJHp9WFQ3OSjg2o4erNysFpvvEKm4rQt4kyd0JOKUOH5OHRghJu3i7Xm1uTdEJm+Jp5KE/I8DN/P3UEpHdyIWZluFPk38QqwfU2Z5xFyXSoTKSKuh53XnSn78DJFidulgoiCVgrXNHAyj9wQ6bmRjwJupmtF/g1nVUuCPnX1xNLp3PDosVSamqZmVCdHM6ppTuTa7BoGq2MxTM8jnHbYbMkydvl6Hr0bmqhKJuld30isbSZO3v5oIxihqaFU7RqlaAqHW28ss5konodjWyggnk5TlkyhtM6NhAVBBpNJ0JUrCGAEx78smSKSzTTIHJ+0ZeIohen7rc/pNd+AozW+YbC6LAY6OPdrsqYA2reRPR+oIDNFA/h+cJ4zxy47XxBIAssPAltG3jqszDI5hgpurrP/1K3XtwGEHScYEr1EsDHktHa18oHmkM2qeBRtKGKOg20orPJI4YHO/G1XRqkeWkM4amOELaxeFVRs3x8Dgi5DWhcOxZ4dCS3bPSHzcEwT2/NbM5eUIp0JxBgaoo6TOzYqs0+m7nhkrFxTtUbpYPu+YeCaJinLXGNmTXCeOldMOBv4bRuABHAtKyjeXWK57DQ/240s0zXMzHtkizi7pkFTyC55DrN/+4bC/MVeqB0Gt9lQJuA3ZgT2tN8FQZxY5j1fAeM2h6fOg323Cc7BdcfCbSfDdoODgI1lwh6bw6Nnoy48BPX6JajfHAgDa6AsApv3Q117DOrNS+HDK4NA0G6bwvDeMLwX7DIcfnswfHglar9tEEKIrky6a61nQ4cO5cMPP+Sqq67iwgsvZOHChYTDYbbYYgvOO+88fvGLX5RczrZt/vCHP3Dcccd1ajuxWIzPP/+cu+++m1WrVtGnTx/OPPNMTj31VADGjRvHQw89xB/+8AeuueYaKioq2H333XPL33nnnfzqV7/ioIMOIp1Os/vuuzNlypQ1piTeeeed/PGPf+TXv/41ixYtoqamhp133pkDDjigk0fo++/gviEO7rtxbk5LObBviAP7htCZXy+NUqNPKMUePW326LnmlNOQobhmmxjXbBMr6sK3riilOHZgmGMHrvkXQstQHNYvxGH91u6Yj66xeHbshqn71CticOmWUS7dsuMgWHXY4JItolyyxbcPlq0v5bbi9OERTh/eftBy224W9+5cjreTJu1DxKTd68RQimMGhTlm0HerwF+viMHfR1fw99EV+L6PqxWhNYy8dPqmMY4fEuGGmQneWhGMGDUiDrNrPb5ssmjQCssyGFFhsmW5yaerUsxtUlTaBtvVhJhZ6/B5fXDDr4B9+4f5/Q4VGAr+/XUL//26hdUNmee1DobPDqIOeEq1dnfIv9FSClcpPCvormW0fR6I5tUu8ZWiIRqhPhqhW0si15bsfFGnMCtgZTwIVLimkRv5Kv8oZQMDNc0tGH6QPZOwgywcS2uqm1sYvnxVUZZKzHEYumIVKdsibZnURqPURyMFXUY8o4PbaaVIWSaVyVRB0CURsgk5LrbvY2qfmOMUdFLKzavARGN4fi6w1nb9AK5lojI3+/FUmoRl4bfNSChBo6jLBKjSpgEdl4AKurAZBobX/qhvmtYb89Iz6JLDYacyQ5mr7NnKBB5y8ypF2jQJZzJDCraQ/QzIXFvZLjk99xxBfEA1XsohXFPGyimf0PD1ilywBDKBHtdBo/DDNipkYqRdTNugrryc+qSby+7QviZcHmbY6EFUDe1Bj/GbowzFoqc+ZvFTn5Be3UKkVwX9Joykz35bYIaLP8sSc1ex9NEPaf5qOd6SetILVoPrZYJcmQCPoYIuP5nsKddQhFw3GOJbaxK2RSgVdFkOAj3BCI+tx12TsGxsL9XhefKMIDhI3rUSZBwpLL/9rLxEOERVc6LdYdELtrOGz2ZHGUUjgub2IrOs5ZXOHtMEQ9y7pkl1U3PpeZTC36Q79qUTMA/eHu37+K/MxL1vKnpxLWpADdak3TFGDw2uoWuOgd8dASuboDwCFW0+B5WCI34UPPK6C+ae7lEB5x+EOv+g4sZEQ1BquhBC/EDI6Fpio8pWdf+hVj7f0BzHYcqUKRxwwAHSp7gLkfP6/TW30aU25dMvbtKzROHvpmSal557hvot9iISMvl4tcurS4OA0rheNltUmDw9L8HLS1K0eKAyGTuehrgJu1Yqvl6dYmXCI+T7VChNracKAhNNoRCOaRB1HPpmCsjmum/kZTVoYFlFWUHgJdedJ7MuL9NFqFdDU2G3kcwyg1bVUplIBl2GAMc0CbsusTYFghWQsC2+6Nk9qC+S6UaUDJUI7mqN6WuGrFxFVTJV4jmfqpYkOq/7RjbQk59tAkGh2/yC1aW2Fcp048oep6ZwqLieT4k2OKbJB4P6MXT5KvouXcoZz/0SgL8d9NfWwssZRiZ7Kp45Lu0GAaz2Cy+HXJd4XnaUJgjwOIaBoRR9tuzFqo8W586vyrQTyP2drV+UC/bksjWC7mtGxGbQMaMYetIuRd1vGj9fyuq3vqLh82UkVzTiJVxC3WL0PmAreu2zOWak9b1Kez5L3pnHio8XgVL0HNmP3qMGFnfp+RbcxiQN/5uNn3CIDO2BU59g6WMfklxQixkPY1oGia+WQ2MS0/PxXB9fKcKuQ9RpDcZmj4UPJEM2ytf0rW/InSM3YvK/P+3G6PPewMrW9FFB0K45ZJO2rILXUDYw2R7L8yhPpNAKOgr1NERCeIaBr1TxNak1vRoag2wi8oKbkCuUDOSul7aBWw0srionlnao1D7mzcdjjOiDv6gWFbXRW/XHKI+ivkV9vu8D+aztutbm3Hale5fsvsztc1qXHF1r8JK/d4nz9E1IJo8QQgixkQwutxjcQUmobPfDYweHsW2bowcVz3PssBiOr3lqQYrXl6XRGnbpaXPowEjJ7otfrEpx60cNPPF1M56GSidNPTaJUIi5Nd2oSKaIpdNBNyNlYOigCGxR1ohSOJaJYxoFNa9M3yfquq3dp7LdQDyfyswoWKlMPZ6w6+YCGW1FHJfhy1cys3fPILukg0BKz4YG4pk2F9zcZrtamSa2bpvVUtgtCeg4wJNZn5tXS0URZD/kChS3ldf1qTyVZsxX81hWHi9ZKyeYT7fWujEMkpZFxHUL2pj9O2FZBcVtc0EYpTAy3dJabAtDg1a0blMpdr5oPH13HcrcJz7hq/98QGJZY657n+VrjJBJtE8lAw4fyYLHP6Fpzkp8FI5pULN5LwaM3oSy/lXU7DgYK176xqB8s96Ub9a5+nzKNOi78yb03XmTTs3/TVjlEarHb1EwrdsuQ9ud30u7rLznbZb9/TVaCDJxLD+4QNxMzR/XMNCmYnUsSk1LoqjuD4CvgsxGSwejhzWFg6yYbDcxP3O+2rvuHNNkaUUZ3ZtaMt3DCmmC7LDstRBk/BUGeMKuh2dmvvJns9YcLxPtyfTjymTDhdzC7DGvRwXJ4b3pM7QH5lYDMI7aEZXJujG36t/u8RNCCLHxSJDne6S9EasAnnnmGXbbbbcN2BohhBDfFbahOGxQhMMGrbkW2IiaMDft2YPLdqlmyuwWVic9+pVZDKkOcdeXLTzypabONIk5aVKm1Vq3JKtEICX/5jaWdoIAT5ugR8gLupelTYN0ZhSjeDrdbtFiBcQcl/JkipaQTSoUKtx2JoBSmUiyyapa/EytooJtZ+ZxLBM73TokeH7AZG1zRXxDkTJNInmFbj3Dbs18ysoVrdVBDR8NtvbpX99IqlQ8iCCQ5iuFnann5CtF0rKwPQ/T9zNdigzSlhmMvka2IK4fBKh8TchzsLxgyGzHtgpGxyvrXcFOF+xN9y37ADDk8G0Zcvi2+K6HMgxUiWK1mxy2HVprvJSLGbJKztMVmSGLXifvTvdjdqT+pc9xVjZS98EC6t+fh592sVyPeCpN2rZoiEaIpdNEXK/gteDnB1EIrrWKVJpYKk1dLIJWirRpdFinSQHNkTApy6JPfSN2XldHH0jZFslMoNUxjKCrWZbWmFoHgVTLANfH3HoAFXeeBDMW4b0zG2UaGLttCgOq0YvrUJVRjNpmWN0MA2sIb9aXrvX7vhBCdH0S5PkemT59ervP9evXb8M1RAghxPdedcTk+C0K04i26x7iuh0rmTK7mfeWJmlMa55dmKTJyRRN1Zkb17aBnjyRdjJzPBVkwKQtK1ewOOR1OA4PPtCtJYHlulS0JEmFbGpjUVCKsOvRt66BfvX1KB1kCqWzWUV5bTMz9VYyRcqKtqEhN4qZbyiMDmqkBEV4NcowcCAIxhAEo9JmkNXUOjoY9B3enS12GkAobFHZp5Kem/agYUkjtctX86vM+AQ9NutOJFwOERsrYhMts2lcUEfDgjp02iVSEcZuaMFd0QRkCv4qqOhfycDdhzFi381oqU3wyb8/oPb9+ZhpRaQmxiYHb82Qg7eibvYq0s0pynpXUjGwW8n9MqyOu9kopbAiP8zuKWZZhOpDtwWg10nBtNTCWhKzlsDcVVhlIdLLG1n191ewmxL4mWtMG6o1AKrIZWgpgi/f3RIpmsI2jmEQUsX1rSCbpWMSNSBqQmM0HBRw71GGEQ+TXrganelW5toWemA1Rm0CP5HG6l1J5YHbEPV99PxVqFiI0AEjsXcdjjIMGFuBObbNCKq9q9bTURRCCLEhSZDne2TYsGEbuwlCCCG6uLCpOGx4GYcND7JHlza7/OOTRu6e2UjSDUbe8Q1VVPA5NyJROyNvpS2ThGXmAjCqVIHjEizPQxkRejY0UpFM5UZGKnVTbGZHz8prW3ZEpyA21VpfKBsMyk4ztQ6KHfslCg7TGgwKeT5KBXVpum/Zm83HDKZuQS1myKL/dv0gbOG7Pt0HVBGtKM6sqh7UjXD31ho8e128L1VVVWs8Dk5TivqvV2CELaqG9SgIzMS7l7HnpfuWXC6btSPWnXD/boT7FwbMKo7fmdq73iL1+Hu5aaoyihrWm6YZi7HTLnZeVyhlKioH15BuSOClg0wqaptbX1eWQfSQ7ejzh8MxoiG05+Mtb0DZJkZNWa64vZ9I4zckMaqiGJkC1OtrkAQhRNeUG22wC+lq+7O2JMgjhBBCiHb1jltcProbl4/uxoqEx9NfNvLCe8v4pN6jJWSjUSgDUhpCunWY7aIRcZRiVTxGVWa0Il8Fo4SZ+cGiNhRB9lA8laI8lTdyVollNEFAx8/rf2W7XjAaWKborWOamGh6lFlETEX9imaSpoWXaZ/tuph4xW1SCtNQdK+JQdqjsncZW+09gmE7D8JYh8WBO2KXhek+UmqgfFdZ3eL0OGcfnDP34MMpU6j55EpCmULh1Yk0za/PIvHpEnTIJL79AKKjhqDChV/DvaX1pD+ajzINQjsMxugWzz2nTAOrT1XRdo1oCCNaWLhbAjxCCPHDJkEeIYQQQnRKj6jJxG2qmLhNFcsb0sxflSRiG2zSM8b+jyxiweoUWilawiFimWBOfteu+niMylQ6M2y5oiVkU5b9dxvZUX0cy8SA3MhA7Sko/uz5rYEapagrizFhhx4MGNGdIcOqqeoWFI51Uy4PXvUyX86pI2VZeKaJY2nCyVQwZLthUFYVYft9N2XUAZtih+Rrk+ic/ECLEQ1Rvu/WlO+7dYfLmL0rifbueB4hhBBiTeTbihBCCCHWWs+KED0rWjMIzt6hG2e9spJQOk3StvCVIppKtwZbMt2hmkM28XQwBHlzKETI9Qh5rUNUQ2uwpjESzgWIXMPA8v0O6+XoTLexbFcuDcytruLa00YydJOqomWssMVPfrcPdYsb+Pp/c3ESLhW9yynrUwFK0b1fBbESXa6EEEIIIb6rJMgjhBBCiG/tkKFxfvvmapJeMPJU2jJxrCjK87F8LzcMeygaIeK4wXDQSlEbixJLO8TSaSyt0QRDrCdCNl5efZ+WsE1FItXu9hXg5aXz+EpRGwlxzD6DSwZ48lX1rWCHw7f51sdACCGE+D5aQ7Ks+J7ZMB3JhRBCCNGlWYbizn16oG2LFsvCNYLRtHzTIBEK0RAJU5ZKoQ2DZRVlNIVDueHOm8MhFnSr5NPePVgZj9EUjRQEeAAStk3KMnPduLKyf7tKgQpGt9KGQToe5pyzduLIvQZtkP0XQgghhPgukEweIYQQQqwTY/pFmTKhD39+v44X5idIAobvU5lIUtGSyH3p8A2DuliUumgEX0FtPJ7ratWjOVG6GLNS1GWyfuJ53cB8wDWNXFBJWxYHHTScA/YduoH2WgghhBDiu0OCPEIIIYRYZ7bqHuLOfXuScH0+Xpbk/Mfnk06mKDmwulIYQNhxSYZsUIqGSJiqRLJ07Z1M1k/aUIT8oGuXrxSGbfKjUX0YuUUPtt26B9YGGvFKCCGEEOK7RoI8QgghhFjnopbBTv1iPHPKCKbMauDfU5eyfEVL0XyaYIj0Xo2NLKqqZGlFOd0SyZLrzHXNMkwMfFCKH+3Qm8MPHBYMby6EEEII8QMnQR4hhBBCrDcx2+DIrao4fMtK/vXWUu6buoyk4+eeH1gd5ozde1P79Uq+ntfAY02wMhalpiUBFA6NroHK8jDdR/Rgu6GV7D2yO/GIfJURQgghvimtVNBlugvpavuztuSbkRBCCCHWO0MpTty1D0f9qCfvzGmgJeUzoDrMVv3jKKVgixoADlmZ4OzbP2OZMihzHOzM8OqeUuy7TQ2Tjt0Sw/hhf3kTQgghhGiPBHmEEEIIscHEwibjNuvW7vODu0d57LejmPZ1PU++sZBUwmG7AWUcMm4gZWWhDdhSIYQQQojvHwnyCCGEEOI7Z6ehlew0tHJjN0MIIYQQ4ntFgjxCCCGEEEIIIcQPkFbBoyvpavuztmSMUSGEEEIIIYQQQoguQII8QgghhBBCCCGEEF2ABHmEEEIIIYQQQgghugCpySOEEEIIIYQQQvwAaRSarlXEpqvtz9qSTB4hhBBCCCGEEEKILkAyeYQQQgghvgWtNUop0o7Hi28v4p2pC0g0pigvCzFmdH922aU/4bB85RJCCCHE+iffOIQQQggh2jFvRYKZi5poTnoM7RVl075xZixL8uTHq/hsXiNNK5sJOS4KiKdSdGtO5JZtrk3w3wX1PPP0F5x97s707VveqW1+/e585v5rGqrFoecm3Rh22m5EasrW0x4KIYQQoiuRII8QQgghRB6tNa+8t5SbXlnCCk/hGwaOaZK0TCpSabShsB2X6pYENhrT8wk5HlUtQYCnbSWAlhaHG/70NldevVdRRs/CDxcS36UMO2zx/mfLmX7JkzRYNo5lYbse3d6az5cvTsYAyvpVMuTo7Rm0/5YYtrlhDoYQQgghvlckyCOEEEIIkbFoaSOn3TmLeeEYEUxMIwjaeEA8ncZXoLSmLJnC9HyqWxKYWgPgmCZKa2zfLwj0KCCZdJk8+UNC9S3M/Xhe7rmX/vImz/59OomelVQvXElzJApaE0k7DKitQ+nWoFHjono+vvEVvv7PB4y97TjsaGgDHRUhhBBdlVbBoyvpavuztiTII4QQQggB1Dam+PnfP2NJWRxDa5rDYXTe8y4WCrAch1jaoaYlUZi1oxQaSJsmIc8rDPRozayPlzJwVR2D6+ty08uSKXqtThCbvwitFA2RMEsqyunV0ITp62D7KlhTdn1Ni+p5+eT72fvO4zFD8lVOCCGEEK3km4EQQgghBPDX/3zBgopyPMMMfgVUeWEarXMBn4jr0b0lUWoVwTJa4xkGlu+3Lq4UpufTs7mFVN7sA2rrKXeDrlcKsF2PslQa32gdANUDXNNE5wV7EovrueeIO6gePYQdjxpJnxE9vu3uCyGEEKILkCCPEEIIIX7wPF/z3pwGdE234gAP5II3GujZ2IwPGCXWk53Xo/hLVmVLoiAzCMDQOpeh4xgGiZBdtDoDCHke6fxAj9ZUNCVIvTyD11/9nNjmvdn60K0Jl4XpsU1fLOnKJYQQQvwgSZBHCCGEED949UmP1eEQntlBQeNMoCfkuu0HeErIBnZ6NjahgLTZurTKmycX4GkTYFKZ5y3PCzKEPA8zbznHNEnOWMKHnywEDSbQc+u+bHPqLrhLGzDLI8S2H4QqUaxZux5eQxI/6WBWxTBjEhwSQogfEo1CFw0Z8P3W1fZnbUmQRwghhBA/eJ8ubsZom71TilI4ltlxJk+ebICnJWTTFA4Td1wSdnG2jmsYuSydkpslCN6Ynlc03fY8LM+jKRwK1uG6qLdmMe/lT1rnq4zR6+y9iY/sT9Pdb5F8fRZuXQvNniJlW0FgSSmq9tuSPqePIzyophN7J4QQQojvGgnyCCGEEOIHR2vN/xYl+N+CFhxPM/XDpdTFIp1adnl5Gb0amztaOUama5djGKRsC88wmN2zmprmFnyjOJjjZ7KEirqJldB2juy/w65L0rKwNJSl0oVNqm9h6e+eIOy4hFwX1zSpi0aCSFV2m1pTN+UT6p6fQe/dhhDboi/xw3bA7FmxxjYJIYQQ4rtBgjxCCCGE+EFZ1OBw6lOL+XJViqpUiormBJbW9FKKhVUVHQdatKYhEqbFtoilnaJ5s6NhNYfsoudSlk1LyAbtFq1W0bkAT3sUEHY9ejU00RQJkzZNIm2yfoI2mFieR2M40y2rxDaNtMPyl2ZR/fRHNPzpWcrP2puyw3ZAVcUwyjoXCBNCCCHExiFBHiGEEEL8YLQ4Pj99dCFLm1yqEkmqM6NkeUqRskyiaYeEbYFRojOWDjpfDV5dR9/6Rlpsm7RlFgRKLM8jme3+1GZZ0/dZHY8RbaxvnZz5v+35JDrI5NEExZazPKXwlUKhMf1M9QGl0EoRT6VJ2RauaRDyPGzPL8j+SVlmce0hralIpihPJrH9YDuuUrimQeONz9Py5+fwTAOvugx7cHcqj9yB2CHboaTAsxBCfK9pFTy6kq62P2tLgjxCCCGE+MG454PVrF7ZQqWTpjKZRgP1kXCQYZMJsNha43senlJBsCcv+GK7LpsvWY4C4o5D1HGC4c0By/cxtCbkeawua/MVSyni6TQt4RB2c2sASWceQSaOS6pEvZ7s8xB062oJ2bh5QRrl+0Qdl3g6HXT7ynANA9c0Ub5PWdrBzASJ/LYBLK3p3tRMPO0UTDa1xnI9kqZmeXkZjmWCC3y1kmVXPUPFlU/T/58nEh49tFPHXgghhBDrnwR5hBBCCPGd1JD20RoqQgq1hq5MWmumr0jz6sIEnoZte4TYtU+Y5Q0OhgFvrva4/r06UksaqE6lsD0PDdTFIiSt4swbI1tXx9cYaAxfoxX0X10fBH8IgiDZ4c3zhV0Pw/dbgylaE3I9wo6LBlaWxXLzft6nFwMaUnRrTqC0xqew5o4iCOysisXo3txMQyRcvO9K4RoGESfTDaxtFzKlaArZVKTSKMi1PyuWdihrE+DJbhsg4vlUN7fkRvlK2xb14TB1loX7szvo1j1GZMt+hMYMw9qyP+aAalQPqeMjhBBCbAwS5BFCCCHEeudrzWuLkry3PIWBYkzfMDv1CrM8pblzTopP6j1ipuKQvhaJFoe/fdrEjNog8FAZMqiOGkRMzYqkJu1q4rbB/gMiXLZjJfMbPc54eSUzVzuYKujWVN6coCqVQmW6HjlK4YaCYE5tLEL3phYc0yBZInMGyA2XHvZcwp6P0pp4KkXI95jfvRsAkbRDdXOCmFMYIFGA6Wt8A9CaaNqhuqmZmONiuy4r7NYgS9I2mV/djfnV3UiZBtG0g68UFckUptY4pkljJIxWipBXOoiDUlQkk6Wfy0zTSuGYBiHXay3ynGlreTJZkC3UlgairouTyR6y0g6xtMOqWJSmcIjyhbXw9VK8x9/Hy8yvoyG8vlXY+48kevY+GHGp5SOEEEJsCBLkEUIIIcR69eriJGe/toplLR6GAl/Dnz4MMkwaQiEc20IphVLw788bi4ImdWmf+rSPr4PBoAxfo2pbeG7Bap57exEpy6IxEgbTxPM1fRoaiThuQdDC1ho75eADjeEQLSEbw9cdj2ilFGnTJOx6VDc3Y/qF8yZti8VV5fRqaKK8zWhW5ckkoIim0wysradnY1Ouu1Q/3bp/y8rKCBEMfe4ZBoNXrsa1LOrirdk+ytfYXhBkMX2/eOh2rYm22d8iWuMYJpbyUUphZNajgFCbmj1FhwFQujAIpIGalgSNrkdFMlU0P4k01tfLSd/6EsnbXiP+l+MJH7ANqffn4TcmsAZ1xx7aA1Wq9pEQQgghvjEJ8gghhBBdyKwGl//MSzG/yaPGhp8Nj7FpZevHfdrTuBqiJiW7QM1v9viyyafMUozqZmJmhvuuTfssTfrUhAx6RgpvzD9a7XDpB03MqHNwPI2lNZ7WaMOgyQNSTlCvhiDAk6M15akULb6PY1lo3y8K8EBrcMFQEEq79K+tw9RBsWEFxNMO1S0JVpTHQVMU4MlnAJWpNKbvBwWW10QpYqlUa3HjNs+hNcsryoitrMXMDJuutCbmuCjPZ7PlKyjLdJPKsny/9RAYCleZueNRsHqtCTsOVmbbKdvOFXCOuGsI6rShM4WlfSDk+5j5bVjTsiWmZbtuVSWSuX+3fd4n6PbmuR61v7wX97IyIqsbiKYdPD/omqYBwzJQg2owx4xAV8ZgcS2EbFTfStTho1DDeq+xu16urVqjP5yH/nIphG3UrsODbK5nPkbPXYmqisGEHWBgTafXKYQQXZnOZHt2JV1tf9aWBHmEEEJ8L33d5HHb7BSfNwYBiSP62xzcx8Yyvt0H+7wmj9u+SvDq0iDYMK63zSnDopTZirtnJ3lsQYoWV7NDtcUpw6OMqgm6+7S4mgfmp3lpmYOnYefuFicODtEttOZMBcfXPDw/xR2zU3zZ4OJr6BE2GFmhOZSgq9OaLG7xOPl/Dby8xMH0fRQapeHWGc10D8F2vaN83uzzRZNGa013GypNWJLwcZVCGYo0Ci/vdt0ANo0r+kUVr6/08DLN6BMG7WkUQcCoLhl0Z0IpdGa7CoXOdJ3CtkllatyEPA/L93MBGgDb98HzCLluh92GDM8nnk6zuFtlsJznU55MUpbJounR2Ey67ahRpWgd1KXx13xc0ZpY2mk/oKIUWmsaIyEqE0FGS3benk3NRQGe/OcB4skkyWgEH4g6Dkb2XGe6eRm6TXApk/GTsG2ijpMbVcsxjaJRtNrylSIRDqEdF0NrIpnlEyG7ZDs14BlBNlO2oHN+JpECfEOVXM41jOBcZJYzgLLltURdN7NsMF1pDY6H/mo57lfLC7OqtMa4fkpwrQzrBWM3w/9gDnr2CvA1RshCx2x0yIZhvVA/2gT94DTUF0sLgoDZNmEotK/h948G07qXoX42Fk7bE5Y3ov/1JsxaDGUR1MHbo/ffBvXWl/D+HDAN2GtL1LaDOjjCQgghxMYnQZ6NYOLEidTV1fHYY48VPTd48GDmzZtXMK1fv34sXLhwA7VOCCG++66fleSCjxMYCjwNpoL75qfZqsLghbHl9I58sy4gjy1I8dM3G4Kb28y99vRal5tmJghbkHCD7ASAzxs87p6T4uKtYhzYP8x+rzeyMqUxM+VOHl6Y5pJPWvjvmDL27d3+MNPNruagV+t5a0VhZsaypMfX9S6HxuCgVxt4aFw1VSUCRrVpn9+818i989JB2wyFNsxcpoUCFvuaFQsSuIaBoQxMrWn0oDEzj48mjQKVSU7JLOdrzefN8HlTYVBmSTI4OIbO3KSbRm6UKNvzczNmAxAQ/KrmKUXCMLB8vzVAQRA4SBtGcUAjj+H7hDyPRN4oWI5psDoeoyVk07OxGQDbC2rOdBjqySzfGA7RTkWeHNvzOl5XZk+XVZSzrKKcquYEPRqbsICejU1rXLJ7c4J5sSoWdqsi5HkMqG/EyGTatHs8MsOnu4YRBMiAxnA4Nxx8W9lQlpfpGuUaBrbnkcwEiprCIeKZQFl+UCQ3ilf+0O2Z82dmA3WZYtH5XMMI6vfkBWyU1oS9oKx026BVsMHSATdfqSDw9dWy4JFtpA662lnZbmRfLoVnPsLNBN0MWl+ruTW3DeqtbEL/6Wm4/RWobQkCOZ4fvIYe/wAsA+36YBnBSq56Ar3TUNRdp6J6SmFpIYQQ303SEfo76Pe//z1LlizJPT788MON3aQi6XR6zTMJIcR68NCCNOd/nCgIxGT//3mjz0FvNqE7kfnS1pcNLj99swFPt64PwNXBozkvwJOdDnDlpy3s8XI9tWmda0u2G0rSgwlvNvFlY+HoS/nO/7CJqavcDtv2wWqXiVMbi6Y3u5p9X6zl/nmpXNvajswU/KFwTBNDk8twyJ/HoPALgcot1jpnwRHNTPfbpHhbnl/Uhvx1Zqe7hkHKsoraWLSd3MZ1EDzKmy/3t1IkbTsoTgykLat4iPB2WBAEBUptMvNQnbiWtAqORcqyWFZZzqw+PUmZZqe6VIVdl6jrEU+lSZsmScvCdt3W/W13ozpXCBmgOWSTtMxcu/P3A4Jjnj12rmnkijG7hoFvGKwsi+eydTTQYtvBMpA7ztmHa5r4KAzPI+J6RfNYWmN7HmS6r2mCQF7ba69Advm20yDXruw1pLTG1BpTF19rptaY5AV4sutskyFUcIBqW4K/s8c8Gwxy/db/Z597bw768JvQ6Y5fs0IIIcTGIkGe76Dy8nJ69+6de/To0aNTy11xxRUMHDiQcDhM3759Oeuss3LPpVIpzj//fAYMGEA4HGb48OFMnjw59/xrr73GjjvuSDgcpk+fPvz2t7/FdVu/wIwbN44zzzyTc889l+7duzN+/HgAZsyYwQEHHEBZWRm9evXipz/9KStXrlxHR0IIIYpdOTPZ7oeXq+H9Wo/XV679Ddg/vkwW3SDndHCnroBk2i8IDGX5BEGf//syWXLZ2rTP3XNSZMujtBdO8DQ8s9jh84bC/brjqwSf1XlkQwm54Ey7jS3uWpOlVQfDlJcKwLS5KVdtuseU3EbesmnTzGQRBeLpoE6O5fmYmYfKFEY2szfdHfSxb4iESWcCR53ti6+VwjMNPMMoCoz4QCyVoqYpkRsxqj2KTJZM5pg4psncmm54neg66Ge2XZlMglLMr67ChA6zmoKN5gWntCbieqRMk7TZui/Z/XBMszXw1Wa57HDqjmWytKKM1bEoTSEb1zLbP95a45kGYddrt3C1pTWuaVAfDVMfi+C2Ocadljmm+csqTckAD7QGgkoFJUsGktaW58PMxfD09G+3HiGE+I7QXfTxQybdtbqIhx9+mBtvvJF///vfbLnllixdupSPPvoo9/wJJ5zA1KlT+ctf/sLIkSOZM2dOLhizaNEiDjjgACZOnMg999zD559/zimnnEIkEuGKK67IrePuu+/m9NNP56233kJrzZIlSxg7diynnHIKN9xwA4lEggsuuICjjz6al19+uWQ7U6kUqVTrKBwNDQ0AOI6DU6LYpli3ssdYjnXX8kM6r8tTPl/Upwh3MI+l4NlFCXapWrt1v7aohZAuzrjR2f+s4d4wrf3SN5Aanlno4Wxd3GXr3eVpTN8l2s7qI7i5/xvAcwsSDB3ROhT1vV82EsHDUkZQv6SD9nUUhPGUYo3xCNW6jtZ9C+ryBNvVWGv4WtX6bNA1zDb8XLHi7MhTud47eQspNKbqKAsEMMAyg6USlkUk5babOaIJskOUpQkrP/jJS7fuX7fmFno3NNEUDuOEDLShCLlecBm0OcfZQIppgZmX6+VGLZZXl9OnobG4DW7rlPqyMKYFEeVhmZol3Svo5iTp3dCU27WStMb2NGWpNKFMNo0bMXFdha91awZSiWtSaY2vgp1WWuG7rWemOWxguRYhv+P6Ph7QrLzcCF1GpuZSfncv09B4kSDbyPEtXNauWHT+viqtWmsBZYo2rymguN4KbxrAE+9hHDSy6Kkf0vvxD42c265rbc6tnH/xfaD0N8lpF9/KmmryLFmyBNturRJw1VVXFWTllHLDDTfwj3/8g08//bRgWYAvvviCTTfdlBdeeIG99967aNmLL76Y//73v8ycOTP35fXWW2/lggsuoL6+HsMwGDduHPX19QVdxy677DKmTZvGc889l5u2cOFCBgwYwKxZsxgxYkTRtq644gp+97vfFU2///77icViRdOFEEKIriaZTHLMMccA8O9//5tIJLKGJYQQQnwXtLS0cNxxx1FfX09Fxfe7NldDQwOVlZXMHPRLyo2Ofj77/mn0U2w+7/+6xHn6JiST5zvoN7/5DRMnTsz9u3v37mtc5qijjuKmm25iyJAh7LfffhxwwAEcfPDBWJbF9OnTMU2TsWPHllx25syZ7LzzzgW/To4ZM4ampiYWLlzIwIEDARg1alTBcu+//z6vvPIKZWVlRev8+uuvSwZ5LrzwQs4999zcvxsaGhgwYAD77LPPD/IFuKE5jsMLL7zA+PHji4KB4vvrh3ReXV8z4tkGVqU7/n3ib9vHOG5g+8WOSznnvUb+MzeF22bVrV2M2l9WQ0F9lHymgrE9LB4ZU170XG3aZ8una0lny5q0eT6Cyz9i73Nqyw4ksXhot3LG9Wrdr1FTVrGg2Q+6Cq0pk8dvP5PHB9JrGk68VCZQm+wN5et2uxkVdZ/RGtP1iPge1ppGudLBsOwdPu95JO0QWpHLXomm0lQ3txDKGy7cVYoW28ZAkwzZResZvmwlzeFQ6aws3yeedog6blCU2DDQ7dX/0Zo+9Y0MXF3L0BWrCfteLvvEd1szWj96wcVULivL4jREW4M9yvfZYf4iypNpHCuom5PrGpU5FrbnM3BVbe7YaIIMG8vXuQybtm2C7BDzwd/RdBojs06VeRiaTJHkDmhNLJ0ukdlFrhi0BpaVl+Ua0rOhibDrlX4ptdPtK/tc9rrSgNHBtZxbhPWYyWMqOGpHjGuOKXrqh/R+/EMj57brWptzm+2FIMR3mQR5voO6d+/OsGHD1mqZbPbMCy+8wIsvvsgvfvELrr/+el577TWi0WiHy2qti9PPc2nzrdPj8XjBPL7vc/DBB3PttdcWrbNPnz4ltxUOhwmHiyPFtm3LB+YGJMe7a/ohnFcbmDQszh9nJItG9IGgF0WFrTh6cAzbXLsbvFM2q+COObVFHY7yuw21d1fpKoXfXohFw6kjykqem542HLVJnDtnp3J1XUttwlEWvWMh9uoXC27IM44eUs7VnzaT1p2pyaM7HCUq5RvBTXHJLmfBUTDaTAt6SbUGGLTSmARBgvx2lArwaAXYFiqRxGmnvkr+tsKu21r3poSw55OwzWCrmQ0mQ1Fq7Qhh18X0gtG5KhIJylqCkciaDbugIHF1UzN1dgS0onTPM4O6kEVl3SpWhaJBR7UOYiEpbbAkWs6Xw6sZvnxlMMS6gpV2648jnhvUw6k3Q4RbHFzTIG1ZKG0wu6KKzRIr0a7KDlWWPYhE0g7dm5qxUtluVcH56L+6lsZwhKZoJDesfa71vk/I9XLDtFueR1kiRSztkAzZpLJ1eLTGyHQBay8gY3k+tlu6oLjpBdNTlomZbj1AtXaEXokmbM9vfTnlt7GdQI+RGba9tdaQxv5/9u47Tooiffz4p7onz2wOLCxhyYoigoiAYkBFRE/9GTArphO9Oz3jnXpn5PT0zN8znNkzJ8wY8BRzQIIBEJQclrR5d3J3/f6Y3dkdNsCSFobn/XqNMt3V3VXTOzPdz1Q91UZgMJmPYVsFeQB12gGoNj5vd4XP412VnNv0tSnnNh3Pvd5gEoV0kG7taS9JvJxGvF4vxxxzDPfffz/Tpk3j66+/5qeffmLgwIHYts2nn37a4nYDBgzgq6++SpmN5quvviIjI4Pi4uJWjzdkyBDmzJlDSUkJffr0SXlsGBASQoit5ZrdPByQ72j2S75DgdOAV0b48bYzwAMwKMfBffsGUPX7auCsv792Gokf8Bs0/Pv3fTzcOsiXsgwav2Av7u3mqM6tXxT+a3CA4XmNM021dOvqNRUvHJCZEuABuLCvl04eA1eTQEvT/yfpRBTFbmld/bKGG29NY6Bf109TDfWzTDV91C9ruj9tGMRNMyWRccr6JtOpUz9fu70pF2JKkVsbxJHMUJ1al5y6IDFHK79bKUXE6STocVPjceOpj6YZQE5dKJHUuX4/zri1SYGBqNNBViiMbjJ7VAqtMS2LoMvFwoJcvurbk5f23ZsfuxaxOiuTOmdjbyx3LE7XyioOWbCIUQuXcMiCRQxbvIy82jq6VFYnevBsUKdAOEJJWQWBSNOeNInAVFlGBp1rauleXkFWKIwvEsUTjeGNxvDE4sncOU7Lwqzv/eWxLOJGkwBffWJsWmmbqg+6tcauT/Bd507tTWcbBqVZGazzN/nxqaFnUsqMV43npCG3UNO/J20YWK3E4VKSbm5qRoL8DDbaNaip8w9G7dNzEwsLIYQQ25f05OkgVVVVzJ49O2VZbm7uZu/vqaeewrIs9ttvP3w+H8888wxer5cePXqQl5fH2WefzbnnnptMvLx06VLWrl3L+PHjufjii7n33nv505/+xB//+Efmz5/PDTfcwOWXX47RxjS0f/jDH3j00Uc59dRTueqqq8jPz+e3337jxRdf5NFHH8VsZeiCEEJsCY+p+PDAAA8tjPDAbxF+q7PxmjC+q5Mr+3vZM2vzP3su6OtlcK6DB+aH+GR1FIBDilz8ob+XPLfBI7+GmLw8QsjSDM5xMLGvl7FdXCilGJjt4M75YT5dG8cGBueYXNbPw6ndXa3PWgX4HYoPR2fx6rIIj/4aZk61RTCuidqQUR9tmnZ4Fn2ym39l53sM/nd4DhO+rOLbsjhW/SxEGx7Nrg+mGLbd4qxEGrAMhaF1IrDTMHyHxNTXSmscpgJlEK0PijT9drBpvLGnfl+WSgR6XJad0gtlw+FvEYcDZ7T1RJaaRDDJY1l0rqoh6HIScjrRSuG0LAKRCA5bU+n1blKApmkJU2sywmHqXC4spQg7265L031oEkEMq/67zrBt3LF4MnjijcZQQFlG4kePsMvJN726s+fKNahwbXJfWeEwgaiRUq/sUJghy1cRMk3Y4LtUaU2XyupmbUksSEzjvj7gp7Cmljq3xm019rZp9rehFK54vP6cpO7NNhQRZSZmO2syVMplWbhaG3LVRFWT2c42tOEU90o1BAwVaLv+//VDsgyFsV8f2L8vekUF+p1ZEIxgKYWtEkPTmtbFys+AiaNRX/8GX/0K4VjqMLemfyNdsuHW8agj9oJnvkA//in8tgZ8Lvjd4ESZt2ZBbf3seJ2zUX8aA78/ZCOtF0IIITqOBHk6yLRp0xg8eHDKsrPPPnuz95ednc0///lPLr/8cizLYuDAgbz99tvk5eUB8NBDD3Httddy8cUXU1ZWRvfu3bn22msBKC4uZsqUKVx11VUMGjSI3NxczjvvPP72t7+1ecwuXbrw5Zdf8pe//IUjjjiCSCRCjx49GDt2bJvBISGE2FJuU/Hnfh7+3M+DrXWzHi5bYmiekydHttzz5rbBAW4b3DwPGcCRnV0c2dmFrTVag7kJ02c3cBqKU0s8nFrSmJNFa008HmfKFOjhbz1wVRIwmXZELj9UxPh2XYwVQZsst8HP1RYVUY2p4LguTop8JpaG/hkmttb8rzRKzIaB2Q4W1ll8WZaYKWl0Jyf/r6uLuIZ3VkQoDdkUeQyO7urCZSjeXBnlf2tifLs+xqJqi5CVGPLrVpDhUqyPagxb44rFE6OeGnrt0HwojgYiTgeeWOszYSkg7HQQcZi44xb+aAz/BoGYRE8ki+hGpv32xOIp21R6PIlcRFrjtG1ipokm1mYAI2oY/NKpgJDLhULjrB8GZitFyO1CRaJk1gWBRKCjsj7Pjjsao1t5FTUeN3GzsYeJNxZHkdrjpSGg4rZtIhsEeTJD4banV1eKCp+XwppafNEYdW5Xy8P4tMasn3odEq+f1bQ3D4lzF3OYxOp71bjjFu5YfKPBtCqPi0hLQxrqe9ZkaAt6FWCcsT/mWftjZPqww1H0v6Zgv/odqjIIAQ/GyfthTDwUVdiYs0//+yxYV5OYyrxTJpTVEn/mS3QwgjF6AI6RjfkAddxCv/wt3PMeLC9PLCzKghOGwVn7Y/QoaKzbeQejzju4eZXvOBUWrwPTgD6dUKZc3wghhNixSZCnAzz11FM89dRTW3Wfxx13HMcdd1yr6z0eD3fffTd33313i+sPOuggvvvuu1a3nzZtWovL+/bty+TJk9tTVSGE2Kq2ZoBnazCUaqGLRfu11funJYNynAzK2fRcAb0zGi8BDgTO6Z263g2cXNJ81qeTurs5qXsit1oorplVESeuYWC2SY7LYF3I4h+zqnlxYYygbsi/oxP5dKBxCI1S2CQSVpcFfOTWBXHaOtnbpOH/dS4nNR43K7Kz6FlW0SzA0TA0x2ltZKiVUmSHQsmndS5XIihUz7RtlFKEHQ488eZTfWsSQZug253SMyRuGEQcJoFoFEND0O3CG41S7fWwOisjWaf82rpELpwN6thayEDRZIhck23c9T1v2vrraBg2549GqW0yZCq5jdYonahTwzJfLEa4teTbDYmsNxbgqR8KlhMKs840E72cmg6ZMgw63XwcWScObbap4XHB34/D/PtxbbSs/n3RJOhDQSaOy49suazDRJ02Ek4b2eY+2zye1wUDWh+6LoQQQuxoJMgjhBBCiM3idShGFqQGlgq8JveOzGHSvlmsClr4TMWssig3z6xlfm2ix4tp2RhaE3Y6UTrRY6TG7SIrFEnOFOU1YVy/DD6tc/BztcXarAxqXS56lFeQFY5gUD9MzOemzuXEimucsRgxp7PFZL7+cCLBMCQCNkGXM1nG1SSoE3Y6MLSNu0ly4IbywYaJA5rkrqG+HrUuFxmRxBC/VZkZeGyLQctL8UeiaAVR0yTocmG1I1+UAgytE7mdG47VZFhcm9vWB8OipknMYeKNxXDUv+7+aIxAuPG1Rikclk1GOEKNZ4M21pcJRKLJWbMapATkGmbWshJDuTpV1xJyOgm5nKhOWXgO2Y3sSw7D2Slrk9svhBBi22sxt9xOLt3a014S5NlJPPfcc1x44YUtruvRowdz5szZzjUSQgghWhdwGvTLSvRT6Rpw8LsePmK2ZlmthcOAcMxmxrooBooRnd10C5h8typMaV2cPK/JiC5enKZCa80PlRYrQjYFrgwioSxW1MQJOBWHlfjxORPHmFEa4p9frOf7dVFiDjM56ZXDtgnYcbTRmMA3bhiNM29oTWY40jhtulIEXS4ito27fiYqSymqm/bg2VB9zqO4YeC0LHpWVJIbDKf0uHFaienXy/1eWk9ZTLMrU8OysBty22hNrcdNQW2wzc1tpXDYNjaJnkW2YeC0bHqWVbZ+XKXwxi3MuhAht7N+6FoiB483Gk+ZFh3AVqBSsmprVFEmOAxwOjBK8sm5bCz5e3ZFudNvNhohhBBiRyVBnp3EMcccw3777dfiunScyk8IIUT6cRqK3pmNlx79c1Jz0Qwv9m64CUop9s5xsHdOci8t7nufzl5eOakblWGLtXUx1lTHcJqKAZ28ZLoTw7I++6WCG15blBJHccfjOLTGtO3GKdqVwjJNgvX5cGwSQ6DaVD90q7C6hpxgIlFv03BQQ4+XnLoQIU/jMLFk3xjdPDGyAly2RsUt4mYiMBVyOqlxuQhEo63mMKr0uqn2uOuTEydKOew25npvwmnbOEMRdBs9hmpcTmyviy5PnIt7r27oslqUy4FRkLFJxxBCCCHEtiNBnp1ERkYGGRly8SSEEEK0Jdtjku0x6ZfXPJ/Qgbvl8O+z+3P3B8v5plbXz9CVGJblicepc7la7q2zqVNxA3l1rfeyadirt0niaAUEnQ7ihklmONJiYMVlJ2Yoi5sm1W43v3QppN/qdWSFI8kgUcN2S/JyiDpM6lwuDDsxPMtWitgmTogQNQ1clp2curzhtWgIQEVME9cB/Si89QScxfWRt+KcFvclhBBCiO1PgjxCCCGE2GXs0TXA4+ftzpmvLeP7lSF0fXTEYWt80VgiVw+kJIh2WjYx22429XcDw7bJDEfIDIWp8Plw2BbZwRDZwRBaGYSdjpRtnXbjtObzC/Px2E76ri1rM9eO07KJGQbaUFgo5nUuJBCJklcbxNQ2IaeT9QE/MdMgEIliGQp/zMJTXUPY6SCuDGKGgcO2WzxOQ06GkMtFEPBEY7gbev8ohdmrAHPMQDLPGomza+6mvNRCCCF2AlqpxiHMaSLd2tNeEuQRQgghxC7nieO6cfRziykts5IJk531wZqYaWArA4XGEbdw2Ikp1it83ma9fByWRZfK6uQU8NpQxJTJuowAdW43vdaV4Y9GqXO5CCZnumrch8PWBCLRVmfZaqAAs+lsW0pR63FT25AouYHWmLZFoL5NisSsWDawKitA94rqZsPCGvopNSSjbmhH3OfGd/YBBP54GEagec8oIYQQQux4JMgjhBBCiF2O01S8d2ZPTnpxKSuXRfHGEjNsKcBl2TTJloPLsvDFYkQcjkSgpskU6p2qa5MBnqT6QFDQ5WR1ViZdK6sIRKPYhiLsdNKpqiZZVKvWp1HfUGL2KpuYabQ+lblSlKwvb7bPtZkBnAfuhnt4N+J3vYe9rCy5zlaKkNNB3GGChswzR5Dzp0MxMr2oTRzmJYQQQogdgwR5hBBCCLFLMpTiuoMKGTtFUVxVQ04ojE1jLxelNS7LSs4s1bm6hhq3iyqvh5hp4onFcFtWq/tHKcr8PjpXVSemLo9EiSlFbl1dSrGIw2xlB6m0UnjiMWJmKzN9aU1WKETv9RWN05u7HLiPGczQCw8iUJydKPb/hmDNWkp01lLqvl1M8KcVaMvGO6g7WWeNxDeq3ybVRwghhBA7HgnyCCGEEGKXNaSLjwv7+/jHSj9Z4QiFNXU4bBtfJEpBTW3KhZICMiNRMiPRZA6bxIrWx/5rIzEjViAaxazv+ePYIJFzyOlMJDS2rFbz5dhKYSlFrdNJIBQm6HEnZs5qkjsoKxSis9/Br0cPoyTLSbe9upB16O4YvtRZzJRSOIaU4BhSgu+8g9r3ggkhhEgrkpMn/UiQRwghhBC7tFtGFTDn/XW8Ue2lyusBpfBEY4yeX9ssf00DBSm9ftqimkzabto2KZOZ1+fXWZWdSY+yiuS+GzQEk6rdTtxxi57llQDYdUGCLhe2goxQhJKe2Qx/6mwMhwyvEkIIIXZlciUghBBCiF3e5LEFXF9kkRUKAxB2OZnTuTCxsmnPm/p/N8ye1VYvHkjMvNUwZboGIi4nNZ7GJMbuaAy0JuxysiQ/lxq3KxkS0kDUMLCBwtogueFw4361priyin1Wreagcf0Y8dCpEuARQgghhPTkEUIIIYQAuPHAAsbnr+P/np5FTQxWZwWwAJdto+tnnXJaFpnBMBnRKAqIOB2Enc6Wgz1aU1BTh0EiYGMZCq1MYnZjDp7sUIgaw0PE6STiMFmZk4Vh2xhak10XIisSYfDJe7PHUXtgOg3W/7KG0IK1eK04nlw/mQf2xZHp3T4vkBBCCCF2eBLkEUIIIYSoN2BAAffdcjAzZpayYkU1n1XaLFpWg9IapTWWw4H2esiMJqYo71xVw4qcLGIOR8qsW4kcOWGKqmsSQ74MxRX/OIyF89bz1oszk8dTQF5tkLhpEnQ50YDDtsmuC+LQmh77dWfomfsmy3fZtwfs22P7vihCCCGE2GlIkEcIIYQQogmXy2TE8K4AnASsKg9z95Sl/LakCm1rMvK85GSbVCytwNSa7uWVVHk91NQnQ/bE4hTU1JIRSfT26btXEcdNGEJWjpeCokwG7FPAbY8kjjXw0D6s+KqUYDCGKxjHYduJnjymYsDYARzw+xEd9joIIYRIfykTCaSJdGtPe0mQRwghhBCiDV1yPdx5Rv+UZbat+eC9X/lk6kJi4Tg5oTA5oTAut8mQYh8DDiihy9DuZBUGcDhTp0g3zcbcOcNPGUz2xEMAqFlfy5r568goCNCpX8G2b5gQQggh0o4EeYQQQggh2skwFEce1Y8jjuzL+nV1aFuTV+DHsQXJjzPyA2TkB7ZiLYUQQgixq5EgjxBCCCHEZjIMRWEnCcwIIYQQYscgQR4hhBBCCCGEEGIXpFHolmaI3Ilp0qs97bX5fYqFEEIIIYQQQgghxA5DgjxCCCGEEEIIIYQQaUCCPEIIIYQQQgghhBBpQHLyCCGEEEIIIYQQuyBd/0gn6dae9pIgjxBCCCHEDqJ80XpWz1qJ0+ek056dyeyWA0A4alFeHcXnMckOuDq4lkIIIYTYUUmQRwghhBCiAwVLq5j10OcsmrESq36GEw2EHQ6q/F6WFeZS6vURdTiImgbK7WBoz0z+ckxPsrxyKSeEEEKIRnJlIIQQQgjRQcrnlvLlrZ9R63CC04nTsnDoxOSvnngcV3UtEWWQ5arDaVlEHA4WFuTy9iofkx9dyKn9/Vw/phiVZtPfCiGEEGLzSOJlIYQQQojtKLiqIvnv1+7+nDKvjyqPh9LMDFZmZ1HldmMDCjC0Ji8YxGVZGIA3HmeP0rUc9fM8HLbNfxeG+X9P/EooanVUc4QQQgixA5GePEIIIYQQ20G8LsL/rnmbnxevTy6LOBz8WlBAjdeTXGZaNsWVVfRfsw4D8EdjlNs2tpH4bU4B7rjFob/8xpQ9d0MvWsv4m9fRo2cOpx/VmxFF7u3cMiGEEDsrrRQ6zXqDplt72kuCPEIIIYQQ25i2NW9c8CKrwxqjycXnL0UFWM7UoIxlGizLy0EDA9asQwFmkyAPJAI9OaEwf/r4S/yxODZg/ADfvvc9804bzrnH99su7RJCCCHEjkWGawkhhBBCbEM1Kyp5/aTHWRuyMXTqxK7+SJTcYAh/OAIbrFuem03Q6UQDdS4XNW5XMjEzJJIzx83EpVzDBV0gEsV68jO++WzJtmuQEEIIIXZY0pNHCCGEEGIbqV1Xw1sXvUSdMsEElMJusr5zdS2miqOAmGGwMieTOndjz54Z3YtZlptNhd8HJHr0dCuvpP+adThsG0sp5nQu5MfiTgTdbhyWRU4wxNev/0r/fbqQ45fp1oUQQohdiQR5hBBCCCG2gXgoyv8mvkQ8bhNzOzFtG08sjjMWbiykNQ2dcxy2TY+yShbn5xByuajwefm1U0FKDx/LMFial8P6gJ+RC5fw0r6DKM3KpLCmFgXgdFDrcbMiJ4vD/7OAJ07uyV7F/u3abiGEEDsPrRKPdJJu7WkvGa4lhBBCCLGVrX77R74acx+VoTjOuEUgGiMzHMFlWTjsxr48nWpqUfVBnIZr0sLqWuKGwfpAfXBmgwSSWilq3S5mdevCiuysxD7qt294oBS2hvNeXkJZXWwbt1YIIYQQOwoJ8gghhBBCbCW1X/7GvNF3UnbNq+RV1DBwRSlhlwunZTUGYJpwx+Lk1gWTzxUQiMYIOUwgkXengU1iSFfcMNBKsTorg4xIJLndhhRgWzYnPr2Qr36twrJ1C6WEEEIIkU5kuJYQQgghxBaq/Hkl6+7+kMh3i4HGoMv8TgV44/FWt1NAZihMud+XnPJVA2V+H+sy/ARdThTgisVxxS2cDUO3tMZpWXii0RYDPA20UtTURbnitcXkuBTnji3huN0ycRi7eF92IYQQIk1JkEcIIYQQYjOVfreUskufxV1WS8TlBBoDPJZSlAX85AZDbQZiDMAdjxOun0nro91681tRfS4epdBAxOkg4nTgj8Zwxy1QiphpYiiFMx5vdf8KCDsdlGZ6Weh0MP2bav74XQ0n9Qtw3/BMDEM6dQshxK5Nodv8ltoZpVt72keCPEIIIYQQ7RQtrWTpfz7DfvFbXNqmzuPGYdspl5VR00yZ8nxTLCjMZ25xUeJJ022VAq2pczlxWDZmfQDINk0sy8Khmw/FygyF6bG+Al8sRtjhYE5xJxbl52LZmhfn1zKvIsrUcQWodtZRCCGEEDsuCfIIIYQQQtSLfDyX0F3vEV2whqgysP0udGEmyu1EBaPYVSGsYJSYpYmZBtphEnG4cVpWs33FDaPFPDwbsoGIwwFaM7tbZ5TWyaFbKeoDPRGHiS+WGAKmgZhp4mg6JExr9l5eyt4rSrGUImYalPt8FNbWMmzxct4ctDsht5sf1kbp//Iabh+awdhiN16PXBYKIYQQOzv5NhdCCCFE2tBaE5m9jNCspdhra9CAsbYab5ds3CN6o0b2bbHnSmz+Ktae+ADrlYNKrxedl0tGOEJedR3BUBzL4cCwNdpQgIFLx3FYNkGXE1spLMPAqE+unKSg97oyQi4nMdNsNksWJII01V4PWikM22ZtZqDlAE9yn4p4kyFWCoibJsTjaJ3ocN93bRl7ryjFBpblZrMyJ5MqjxtDQ05dkNHzFzG9pBvLc7JYHdGc8XUtubVrObZ6LSNG9eCU/TphSs4eIYQQYqckQR4hhBBCdDgds9Dra8DjQGX7oaIO+6fl6LoIrK4itnAdVmEGseI8rPI6TENjzl6OvbwMne3Hdc4obENRdunz6Jowlmkke74AoBTuBz8mz9TEj9iLiDKIxCyUBuePS6lbX8fi/NxkWYAqr4cqn5esuiAx05EM4CitCbpd9RVP7D9umliGgTsex9QaSylsFP5oDE/coszvw2oh/Y2ybXzhCO5ojPUZfgytsZsXa/JCpWZOMCyLPVatYc9Va8gOR4jX190mkfR5Wr+elAf8KECrxPLu5ZUMXraSsNPBuowAhtZU+b28ZhZR+9JPPDyzkknHlbBbpsnC8ggeUzGwsw+nmdh3ecRmRcgmx6Xo5jPbeaaFEEIIsS1JkEcIIURa0FrDtwvh9e+hMgg9C+D0kahuedgryuGWN+D7RRCOQd9OcOGhqCMGolpJPKu1hm9+Q3/4M8TiqEHd4XdDUB7nxuti2zBtHvrLXxM35SP7wugBKcfS0Ti8Mwu+WJAIFAzvA8fug/I4sZasJ/bKd0RXrodDsohd+Txm13zUsUOgWx76telYL31LfGUF2u/CGNYb53kHYQ4obtz/inKs575Cz1gCVXUY/btgjB+G2r9fIplvWS3Wu7PRFXWobnmYR+4FtoZ3Z8PKCsgPwO8GJwIubbW1vBb7zinot2ZCZRDlcWJ3zSVeWgXBCNrrJnLQbljd8lFeJ76Dd8MztAQWraX2utewv5iPJxJLBi40DcEIlexxo4G4oaj2uAk7HQQiMTKDodR6TJnFuoAPDAPbNFKCOw0iTgerbY3n7dlEHQ4sMzGcSkdjLO5c2Kx8Mtjj9xEIhvFYFjaKmMNM1BNSegVpIOxw4I7FCLpdVHo8eOuDPvm1dYRcTkJOBzG7MYxTUBci7HFS7vfij0TpXFnNitzsNnvzNAwNM2ybo36eT3FldXKdQ2vQGtswmNOlEzU+L047NWy0MieLWreb3UrXsi4jkHztazxuXh88AFsZHP2/cjLDEbqVV5ITDKOVojo7AH068X3YxKp/eV22TZaO0y3TSedMJ0ZZLQOIcGifDNZlZPDFuhgABxQ4Ob6rC5fZSrtqw/DmDFi0FrJ8cOw+0COfurjmhWURppdbaA0+BxS4FcVek+O7ush07tw9jrTWfFUW59XlUarjmt0yTM4ucVPo2XoJsW2t+d/aONPWxtHAAfkOjihyYLbxNxazNW+vijG9wsKh4IgiJ/vnmZK/SWwXWmv0twvRH/4EkThqz66oY/dB+VwdXbW0pFXikU7SrT3tJUGebWjChAk8/fTTADgcDnJzc9lrr7049dRTmTBhQnJGi5KSEpYuXQqAx+OhU6dODBs2jIkTJzJ69OgOq78QQuwsdE0Yzn4YPv0FHA03+ArunIK9f99EIKWp1VXw+QJ0QQb8dyJqWO/U/a2pQp/xEMxcktifUuiYBde8DE/+HjWqf+t1+W0N+rQHYOFacCR6Oej7PkgEnZ7/A6pfEXrOChj/f4l6OOpv5v77Bfz9VcJjBhJ5fSYYirhLwSEHE3rnB3Qwhvufb4PbScRO3MQ3BDKs39YSe+EbnOcdiPvmE7Aem4b199cSQZv6MvasZagXvsZRkod1yB7En/8a4haYBsRtYm4HjriFGYkl6mTZcPWLcOU4uPzIFm/u9JcLsE66HxVNBB0UoMMxqAwmLjCUSgTV3ppJlcdNyOem6tHPcPXIxTdvBYFIDNAoGoM5qv4fptJEDQO7/riG1mSEI2SEIvg2yH8TNU3K/N7ka2Lo+rponeg901B3pbBNRZUvUdawNW4rTpXfl1zf8knVxBwmmZEoAJ54nIjDTOTRqZ/9KtFTRlHjdlGel02t241lKDpX1uCPxTAAfzSGPxojZEWTuzaANZl+Pu7fm/UZGRTW1LIiNzs5s9aG9VCaxOxawN7LV1FcWd0850/9duN+ns9/DtoP09YUV1bhicWIOhysyM6i0u9Fr1f0XFdGYU0dMUMxq0cxEZcr2Z4yh4OyjAA915XRZ105ueXVWNNryOzZjYr61yyqFOuUE8fKag57bRY9yypYnpPFyQcNp9oLJhqlFI/8FuZqj+LNg7IYnLPB5efL38Dlz0MwAk4z8bd302RW/r/hDD7iaNZrEwOa9XD6w8w6bh3o49J+npbP2w6uKmrz/76sZdq6OI76k2hruO6nEPcP9jGxz5a3a2Gtxe++qGVejY1DJc7rbb9AL7/B2wcEGJDZvCfWd+VxjvuyltKwxqkS78tJ88IMzTF5c/8AXbwyI5vYdvS6GuJnPQzfL05+/xKz4G+vYD5yHsahe3R0FYXY4cmn9DY2duxYSktLWbJkCe+99x6HHHIIl156KUcffTTxJkkSb775ZkpLS5k/fz7//e9/yc7O5rDDDuMf//hHB9a+dbFYrKOrIIQQjS5+sjGQE7fB0mDZid44GwZ4mlpXgz7mbvTPK5KLdNxCn3Af/LCscX+x+qBCVRB98v+hf1nV4u50ZR36d3fBkvX121qJB8CyMvQxd2EvXAPH3QPrahr3H0/cvuryWlwvfI3SOnG31+T2PV7/LGrZycAHSjU+gNjjnxG5/Hms616t356U9RqILi0n/vQXiTZpkscmHCNuJYYZEbfrC8fRt74F93/YvK2llVjj/y81wFP/SB63nsO2yQ+G8AfDAFiL1jUL8DTsI/l/3dhjBaWSbfZsEOCJG4r1AV/Ka9I06GE2CXQ1vAZGfbDEG49j2Jo6t6v1AE/9PqMORzKJsgI8cQtX3EKjUVpja83C/BwWFeZR6fMSd5hopViVm8WqrIzkaxN0Oan2pP4a7YpZ9F+zHstQBN1u9lmyIvE3sMFDacgIRxJ1sG0GrShtvcqAy7I4aP4iDp+7gD1WraHX+nJ2L13L4fN+ZdDyUpblZDJk+Sq6VFbxS+dCog5HynloeE0WF+RRmpWBqn/thi5ZgWnZKWUqvV66VFRR7XFz/+iR1NQPZ7NQxOtf/nURzREfV7E23CRcM/UnuOjJRIAHEn+XtgYNRa9/y23/fQNoHuABCFlw2ewg/1kYbv3c7cDGf13L5+sT14JxnXjY9f++eGaQt1ZG297BRlTFNAdNq+HXWjt5jFj9uVgatDl4Wg3rIqmv7OI6i8M+rWFtOFEwVl8vgNmVFod+WkPE0gixLWjLJn7yv2FW4sfvlO/fmgjWmQ+jf1zecRUUYichQZ5tzO12U1RURHFxMUOGDOHaa6/lzTff5L333uOpp55KlsvIyKCoqIju3btz4IEH8sgjj/D3v/+d66+/nvnz52/0OBUVFZx++ukUFBTg9Xrp27cvTz75ZHL9ihUrOOWUU8jNzcXv9zN06FC+/fbb5PqHHnqI3r1743K56N+/P88880zK/pVSPPzwwxx77LH4/X4mTZoEwNtvv80+++yDx+OhV69e3HTTTSnBKyGE2Nb0gtUw5YfEr/9Nl2/qDmIW3P524/P3foR5q5rtD0jcfMZt9IMftbyvZ79MBG9a2tayoaw20RuoMthiGdUwBCbefKYmh53I1WIZRpsBidir01sd6qPre520qD5/jWUYzcroO99F16beSNtPfw6ReErZlgI80Bg0yAmGUVrjj8bqlzevZ9NAj0EiqNCwT6V1swuXWrc7cdwW2tw0KNN0mWnbZIQTdUn2UGphCvLUfTVf743FcMXiaFU/BMrjTta16f/r3C7WZARYlZ1JWcBPjaexh8Y6nxfbUHSvqGLPlaux62fkOuaHeQxaUUrXiiq6l1cyfNFyjv5xHvssW8ney1Zy+Lxf8cStFl7BRhooKa/AqG93Qw8nBfRZV0aXqtpEHTICVPp9rQ8R05rFeTmJABmJoF2XyqomL44i5HbxU7fOfNm7B2GHE93CMEhLQ3VM81jToMw/3mz179nUmnO+/J4e6yvaaCX8/acQMXvnCjzMKI8zdU2c1uIlBjBpbqjllZvoqSURVoV0MkjTlKWhLKJ5ZFEkZfl9v0YIWtD8EygR7PmlxmbySvmhT2wb+uO58NPylr9D63/8sP7d/EcHIUQqGa7VAUaPHs2gQYOYPHky559/fqvlLr30Um655RbefPNNrr766jb3+fe//525c+fy3nvvkZ+fz2+//UYolLg4qK2t5aCDDqK4uJi33nqLoqIiZs6ciV0/Rv/111/n0ksv5d577+Wwww7jnXfe4ZxzzqFr164ccsghyWPccMMN3Hbbbdxzzz2YpskHH3zAGWecwf3338+oUaNYuHAhv//975NlWxKJRIhEGi8oqqsTeQRisZj0DtoOGl5jea3Ty65+XvUHsxOJOja4JmzPLZ/6ZA6U16AyPNjvzwK/k1bvvgDem4URO7XZYvvtGeDeSCLaGQtRrrbLaAVxt0m8fl9xtwlRRcTlJO5oeZam1AYZLf6Kk+xps5HtdVylbm/bqI9+RB01OLkoPm0OeMzUXDob2bcGXIaF07SJezbyGgCoRFDLMhNlTQtiVur+awLuFgMKTfejIZGnh8QQruxgmKDXk+ghBBimRrvaCJ5pjTNqY7mbHyc3HGGtx0F5jr/VfCWGDVGfM9E7RylQjfuJ+py4lCbmgH7l61mdn0m1z01WWYTBa1Y321defbBNoVEbSQ9lAMqhMM2W/5b7VZQRdpiU5/jx2dHWX0cFtsdEuxSuuIUNFIXqWE9GkzbaVGb5mNu1Ex6jpRBBo7eX1nFVPyesKIMFpdDG+8FSivE//cy/DxnRapm6KHyyKsQhnTaeL2tb29TP47eWh8hQ8RYDMA3mVMRZUROh02bm55m8NIinxXBNo9eWBrm6T+PtwOSlQVxtBDyN+jIndt71El7s6t+120N8yiy039lykKfB1J+wI5FW8+ltjvac23Q8/zrxjdLR1diq0q097aW03shPV2KzTZgwgcrKSt54441m60455RR+/PFH5s6dS0lJCX/+85/585//3KxcUVERxx9/PA8++GCbxzrmmGPIz8/niSeeaLbukUce4corr2TJkiXk5uY2W7///vuzxx578MgjjySXjR8/nrq6Ot59910g0ZPnz3/+M/fcc0+yzIEHHsiRRx7JNddck1z27LPPcvXVV7NqVctDGW688UZuuummZsuff/55fD5fm20UQggh0kE4HOaUU04B4MUXX8Tj2TlzygghxK4mGAxy2mmnUVVVRWZmZkdXZ4tUV1eTlZXF932vJGC6O7o6W1WtFWHor3emxXnaHNKTp4Popl3Et0K5iy66iBNOOIGZM2cyZswYjjvuOEaOHAnA7NmzGTx4cIsBHoB58+Yle+A02H///bnvvvtSlg0dOjTl+YwZM5g+fXpK3iDLsgiHwwSDwRaDNtdccw2XX3558nl1dTXdunVjzJgxu+QbcHuLxWJMnTqVww8/HKez43/xFFvHrn5e9Qc/wYXNA9zt6snjNOCH21A+F/atb8Hj01rvyaOAHvkY065rtso+7zGYNrf1bU0FeRmosppWyyRmkoKwy0XcbfLNbQcw/Jov8NVGMGybqGvj59jZyjCexMxVG/9OaWl79cyFqFG7JZ9b17yEfvGbxLpN3LcGqr0eTNvGH4m2+jtb47CvxGxVDT1slNa4YvGUIVjrAn7ibQxhS87WVT8MLTsYxGHZVHu9oBR1TgdRh0ncMAi6Xan5jup/B8sOhvDGWh6KnBGKsCo7gx+7dWmlMRrPBsPvIvHGHq01L6wjajuxlKI84GNtRoCZPYrbzLfT0C5PLE5BbV2L620gbpisyMlss3fVT106YWjNjJKubR7PGbcY+dsSjPpjz+3SiZU5Wcn1SmtuePsjXh+8B3M7FyaSYLfAoeCIzi6eHpEBVUEYfF2bveY0MPH043hp30Ft1u/jgzMYsmFC5w6wqZ/Hzy6N8seZLZ+7Bn4HLBqXjbu1Gck24oxv63hvdazV3kKmglH5Dt7cP5BcNvJ/1cytsVv9/HQoOKuHi3v23vV+mNvVv2u3B+ve97Ef+KjtnjxdsnF+cf1WPW57zm3DKAQhdmQd/224i5o3bx49e/Zss0xZWRnr1q3baDmAI488kqVLl/Luu+/y0Ucfceihh/KHP/yBO++8E6/Xu9HtNwwktRRc8vtTp9G1bZubbrqJ448/vtn+WvtV0u1243Y3jxQ7nU75wtyO5PVOT7vqedVjB0GmD9bXNCYbbli3KTtQCnXcUFRW4jNOn3EA+v6pbZc/axSqhddan3kA+t0f2j7e5aNQt7zZZpG404HDbgwMOCIWOqZxR+PoeH0wpaUbd0Nh9u+M+fOKFnPMaK0bAzEtba8TSYRdTafcVgo6Z6EO2gNlNt64O84+COupLxNF6pfZTbdpgQaibgOlFdnhxoTNLUnkH1I4ml7sa43WjTmLFJBph6iqH3rVmrihMJQmbhg4Q3GctsZFDMswcNiKuKVwKY0jHCJmGsTNRBYbZ9zCH43ibCnfi9YYWuMKx8mrqEMXtfzXpnSTzLXJCjV5HkvkmXBqG5cRIxIwCSon1cqFLxZrs8N5tekClyavLph6TKDC66HK58Gy2x7SUOH0kBMMYccg0tpQQK3pXF6JZRvEgLhpsigrB7thUJ/WHLRgEZk1YYYtWMb04jYCRhrO6xdIfFblZ8HYveGNGS3e1NkkpnV/adBAQq1cshpA/wyDYQWeHWp67419Hp9c4uCyHyPUxFv+nDIV/L6nm4Bn86eMPq+Pn5dLa1svoOH8Pv6Uep7XN8DFM4Otf3bqxH6dzl33FmJX/a7dHhyn7k/8X++3niPNUBinj8LcRq//ppxbOfdiZyCJlzvAxx9/zE8//cQJJ5zQZrn77rsPwzA47rjjNmm/BQUFTJgwgWeffZZ77703Ofxqr732Yvbs2ZSXl7e43e67784XX3yRsuyrr75i9913b/N4Q4YMYf78+fTp06fZw9iK42SFEKItymHCY+cnpl42N/jsMUjcLbUlywt/Obpxf707oa47tn77DbY1FOzXGyYc2PK+DtsTThrWcuRCAccPRV1yBPzhsOb7r/9n1OcmvuENVH1wRiuVnD475SK4/t+qVwGeZyeihvVssYwCHNquzwvTchMcTQM8hgJDoe45IyXAA6AGdsO4OfE91pD3JrnLlgJMQK3LiWWaxE2ToMtRH7RJnfmq4f+WoYiZZrN9aBRRMzG1uiYxLbnTspofs/65KxbDF44SMU0spYgbZrIXDIA7Fk8GNgzAbdn4o3H80RjuuIVjg9m5mu7bH030RgpEogTCqQlsU+u8cUongjVrMhO9KtYFfG32dLLr/1/l87AsN4tKr4egy0mN28WMbp2Z1q8Xq7IzW5yVivrta11OKnxeLMNg1K+LMe1EkG/DuntiMUrWVySOayim9yhO9Hiqn/Wrc1U1J834CYDdVq9j1ILFKa8TNP5tTOzjZnTT3Dk3HA95gWbvXW0kApkTzziekKvlQEfD2/vhoa3nQ9pR+RyK/+4XwFDNP6JMBbtlGNy4x8Z/pGvL4Z0cnN2j5ddOAScUOzmuOPWG9dyeLg4ucDS7QWio4lX93QzeAXpMifSkuuYmv1da/P4d3APjgoO3e73SnVbp+diVyZ34NhaJRFi9ejUrV65k5syZ3HrrrRx77LEcffTRnHXWWclyNTU1rF69muXLl/PZZ5/x+9//nkmTJvGPf/yDPn36bPQ4119/PW+++Sa//fYbc+bM4Z133kkGaU499VSKioo47rjj+PLLL1m0aBGvvfYaX3/9NQBXXXUVTz31FA8//DC//vord999N5MnT+bKK6/c6DH/+9//cuONNzJnzhzmzZvHSy+9xN/+9rcteMWEEKL91P794KNr4Nh9wFEfGMjxoy4dCzMmwXH7NL9gBDhwN9TUv6K656fu7/IjUY+eB/07Ny7M8cNlR6JevQTlbvmXPKUU6oEJqJtPhM7ZjSuKslA3Ho96+NxEssibToAHJ8BuTYb49CmCe07H+c2NuM4YCU2O4bBtfLEYxn69Mf9xIt4D+uKgMfigsny4rhiL/50rMDpn43zlEszrj4Os+iEV9b1OnA6F8+xRuJ64ALVHk94WCtQ+JTj37pZ6YbB3D9TkS1GH7dlie42LD8OYfCmM6JO4SVeA00z2FtJNHrVuF5U+L65+nSi851QyZ09C79UNlEr0MKpvS8jloNbpIOZwpOwHEhctrnhiRq+YwyTiMIk6TALhCJ5YPCVAYWiNPxwhMxIlKxqlsKYWh21T53YlqmlZGLaNqTWueLzlwJSCsMNMDSJpjdOyyQxHEgGg+nr5WwnyAFhq44Eeo37mME80ClpT4/WwOjOQ8ho2DYLFjcbeXHHTpCzgY0V2JnO7dCLmcNCluoYV2VnETaNZoMcm0RtsdrcuaKXwxmIU1tZx5M+/0GftehyWlTyeKxZjr2Wr8MbinPnNTB7572vc8M5HDFpeimnbOGyb9RkBXh2yJ2FHIhH3CTN/4rRvZ9GpprEXyW6ZJo8MC3DfPoHUgEzX3MR79/ih4Gj861NDStAv/4l9z9uP7r6WL1dH5jv4dHQmowp2zl/Wjyl28dkhGRxZ5Ey+73Kciqv6e/hidCZZri27TFdK8cS+Pu4e5KXY2/iaF3kUtw708uJwP8YGwTGXoZgyKsC1u3vIcTau6+U3eHQfH7cP3LLAkxAbY04cjfnU72HPJt9R2T6MS4/AMfnPKO/m924TYlchiZe3oQkTJvD0008D4HA4yMnJYdCgQZx22mmcffbZyd4uJSUlLF26FACXy0VRURHDhw9n4sSJKbNbtWXSpEk8//zzLFmyBK/Xy6hRo7jnnnuSQ72WLl3KFVdcwdSpU4nH4wwYMIAHHniAYcOGAYkp1O+8806WL19Oz549+dvf/saZZ56Z3L9Sitdff71Zr6IPPviAm2++mVmzZuF0Otltt904//zzueCCCzap3g0Jv3bVpFjbWywWY8qUKYwbN066m6YROa+pdNyCUAz8rpTZN7Rto1dVwE8rwGWi+hY1C+4025fWsKYaojHonINybmTmrKbbWjYsL0vcKXfPa9YTJlmuOpQIIGR6U25+dcwiWlHD+19/ypG774szO4AqTP2c1PU9KdqaZUTXReCXVSjLTgSVMhtv0uxFa9FltRhdc1H1QSm9shxWVUJ+BqpnwSa3N+WYMQv7lW+xv/4NAm6Ms0dhZ3hRLgdmfupNvo7G4cdlEIkn6pfrJzRzKbX3f4jx3SKMcAzT48DZvzPOPp1g3kr0knVEq0MQ14lghNbETROldaKHj2GAZeFumHK9/lJHA1HDSE4pHjMNQi4XttbUedxEHE16KCiFsm0KaurIiEQIulzoFqZx10DQ6eR/u/fBbiGQqGwbl2WnTAUfiUe4YOqlADw67n58cRNTa2zg6149+KVzIaZloZXCadlkh0K44xaWUlT5PERMk4LaOgJN8hpFTCORZ4jUTlrzC/PoUllD94rKZD6d1RkBFhQVUO1xo7Rm/9+W4LJtqt1u5nUuZEGnxPvCZdkUu+CKLjZjXv+cyPeLCTkcLDlgD3Y/fySdC/z8UhElz2PSI8PBovIwc79ciqM2RM/OAfqP6EFd/Wua7VQb721THYKVFYm/0eKcxtdYa8qjGqehKIvYrA7bdPYalPg3/f24vWzu53EwrglamhynwmwpIL2FLK1ZUpfItVPiM3BswjGitmZpnY3DSGyzs/WW2trku3b70+tqIBKDTlnt+v5tr/ac23S6d2loy/R+6Zl4ed8Fu27iZQnyiA6VTh+UOwO5QElPcl7Tl5zbttlL12P9bw7aaRKPWtR+s4jwL6W41lThCYYT+XxMA+UwEkEkrbEdJtVOJ4ah8EWixJQi7HSilcJSiqjDxEbhsCx80SiQCHY4bTs1CASgFEGnk8/7dCfkdrc4vMoZj6N0oqeOqh92F7GiySDPE0fcg89uPLdf9O7B0vzcROLkFoarNQSSFGBaFi7LwlYGGk1GpPnUvmGHgx+7FoHWuC2LqGkScySGylEftFIAWlNYU8eJ5aWcf/WBrFQOnIaiT4a5TYIO6Ures+lLzm36kiCPBHnSjQyqFUIIIcROyeiRj3HuQQC4AN95B6Ws13ErEeTZoAdCRsP6mhCxbxfifO9namYuwawOEfC5yNy3J2bATeT9n9CrKtEK1mT4ccctnJZFzDSp9HlZnpPF8tzsRI8bu+XsN0rXzz6mFIZtU+d0UtNkGIxlqGTG6qhpsDwnOzG8rr68bRiNARkgjsKsH7gVr89vpABfJJqaF6meJx5n4IrVLMnPocLnTZmpzBmPM3T9ekZlQf9sB8OP6Im/114A5CCEEEKInZEEeXYSEydO5Nlnn21x3RlnnMHDDz+8nWskhBBC7NiUo+3u/SrDi+uwPXEdtidZLaz33nwCWmuC81cTu+ltKuevqe9NY7Au4GdNZiAZhLFJ9NbZcHaqhu7SMdOgLCsDWymi8XByfWlWJnadRVY4wm/5efRfs5aV2VlU+7yYWqNsG6vJPt3xOOsCfrRh4K7PnRNyOelk1ySTSTdrRzzO7qvXETVNyj1uVuVmoTR0znJx51n7UpwpvRKEEGJX1TCxQzpJt/a0lwR5dhI333xzq4mQd8UuaEIIIcT2oJTCv1tn9njh99T9Ukp4SRmGy8He+X5qXp3Ouo/m4yqrISMUZkFRAQs6FSRmhgLQmphp4LBsygL+xIxUDY/GA1CWEcC0bXqvLyfqMOlUXUvMNLGVIux0sDojwNKCPMJOR2JGsXicWpeLcp83EWQCgi4XucFQ6w3RGncsTig7ky4BB+cPzePEAVm4Nzb7nBBCCCF2KhLk2UkUFhZSWFjY0dUQQgghdln+3Trj361xxjXvXt0ovBliXy2g9vIX2HPFGrqVV/JD184E3S4MrSn3eZMBmw17+SRpTZ3bTdfKKlQUskJhVmVlEnY58cbi9CqvJOR2sTQ/F0gMycqIRglEo3iiMTLDEdzRGJbDRGvdaoLcgkIf//7jAHJ90nNHCCGESFcS5BFCCCGE2ALOkf3I+eYGrBXlqM9/Jfjfmaz3+cgJhvDE4tR6NpLQUilqPW5mdOuCJx6nU3UtxZVVLMvNIVY/5GyP0rVU+rxU+RpnR1NAxOkgs7Iay1BY9ftKyc1TP4Qs7nFx9xX7YrYyy5sQQggh0oMEeYQQQgghtgKzay45p+7HsAHdefWeL/BFY7gsa5O3jzocRB0Oqr1eTMvCH4nitG0UidzMJevL+aF7cbPtqj3uROJnpUBral0ufLEYSmuiDgeVPg8PXLCHBHiEEEI0o2nMH5cu0q097SXf9kIIIYQQW1GfQZ25+K6jKBpeggI8seZTmzelqZ9lq8mQrrhp8kvnQj7t15P1fh8GkFcXbHH7kMvZmGRSKdZn+FmSn8vigjxW5GVz77m7M6DIt/UaKIQQQogdlgR5hBBCCCG2ssw8H+P+OpouQ7rijcUSw6d0y78tKiDscDRbVlhTS9Q0mdmjmHKfl+YTpDeWhUSwyCYxnboZjxMxFI+e3ptBxYGt0iYhhBBC7PgkyCOEEEIIsQ0YpsHBN4yl7yF9KayqSSxsIdATNk2iZvPp3h22xh1PTJO+oDCP9YGWe+N4orFk13QbUGgqAz7+cWwJe3eWHjxCCCHErkRy8gghhBBCbCOm02T41YdRMmw+X0z6gLUZGZQ5GgM9tS4XtsPZ+sxbAEpR5fcR3aC3D1rjjcYw6wNHcUNhOR0cfEgJZ+2VQ48smUVLCCFE27RSjUN+00S6tae9JMgjhBBCCLGNFR3cn4Mzvcy45CXc7sbLr5jDxGzlYjRmGISdjWWbztKltAatccfjxJXCVuDwuXny8sFk+l3briFCCCGE2KHJcC0hhBBCiO0gf0h39vzbODJi0caFreTp0cDazEBjDx+t6VRdS35NLfnVNeRV1+KKx7EMRZ3bSW7/Tjx7zb4S4BFCCCF2cdKTRwghhBBiOykeuwdHDOkCnf4KgNOysZVGK4UiEdxRQIXPy+rM+oTJWuOJxfHFErl3YqbBnC5FRJwOemY5ePq4rnTKkOCOEEIIISTII4QQQgixXTma9LY5dkwJMz5YxjKnh5DTScRpsi4jQLXHnejFozUKyAqGiJgmazMDrMkMEDdNxvUNcNeYzqhdPPeAEEKIzafrH+kk3drTXhLkEUIIIYToIAPGDWDkaSNZ9vViHnpuDr/lZBN1pl6e5WU4GT1mID+Ux1AhixE5Lv64by5FAUmsLIQQQohUEuQRQgghhOhg3Uf05NbhJZQvLmP63HKqLE2fXjkM3qMAw5CeOkIIIYTYNBLkEUIIIYTYASilyOuVz9he+R1dFSGEEELspGR2LSGEEEIIIYQQQog0ID15hBBCCCGEEEKIXZBWCp1mCfzTrT3tJT15hBBCCCGEEEIIIdKABHmEEEIIIYQQQggh0oAEeYQQQgghhBBCCCHSgOTkEUIIIYToIL/9WsaUpz+nLA62UmSEo4wK2Iy+/gjcBRkdXT0hhBBpTnLypB/pySOEEEII0UFe+ffXxGrCZIbC5ARDOGyLz2sVD104mVn3fNzR1RNCCCHETkaCPEIIIYQQHcQAlFKgIOQw6bd6HYfO+42S8gqWv/w9z497iNKfSzu6mkIIIYTYSchwLSGEEEKI7ei5h75Jea6BrhXV7LtkOb5YPLGwugZLKWqDIb685GV6njyUfS7cf/tXVgghhBA7FQnyCCGEEEJsJ099t4aFs5r0zFGKLpXVHPjr4pRyGjC1JisWI1QbZNVz35LdPZveR+6xfSsshBAiren6RzpJt/a0lwR5hBBCCCG2g98qIkx7/kc6NV2oNfssWwnAmswAPxZ3ZkVOFlop8mrr2HPVGjpXVvPwQftx8H++oWhQF/xdcjqk/kIIIYTY8UlOHiGEEEKI7WD8ayvJr6tLWZYVCpMZjrCgUz7vDNyd5TlZ2IaBVoqygJ9p/Xszs0cxccPgb8eN5c93f48dtzqoBUIIIYTY0UmQRwghhBBiG3txbiXlURuHZUOTqV298Tg1bhdf9OkJgDYaL80apoCdX1RIQW0QgNf3HMD9L/2yHWsuhBBCiJ2JBHmEEEIIIbahX8siXPfJOoYvWUHQ5QLdmC0g6HTwTc/uifwBTYI/TSlbY9RvorTmibWK9aU1277iQgghhNjpSJBHCCGEEGIbqYnajH9+Mf/3wps4bJtKvzfZQwcg5HCyMjur1QAPgDYULisxREsrxaqcLP575+dovaunlhRCCLGltEp8t6TXo6Nf1Y4lQR4hhBBCiG3klZd+4v1/PQKGgUYRN03K/L7ketXwn40EbOwNgkC/hmDFD6u2foWFEEIIsVOTII8QQgghxDaw8suFlPz7PXKDIRYU5lPldRN0OqnxepJl/NEonliszf3YQJXXTf/Va/FGouTUBTn651/4/O5PpDePEEIIIVLIFOpCCCGEEFtZMBhl8j1fMHPEPvxz3CH82qmAzFCYXuvKGLBqdbJct8oqHBVhvu/RFcswmg/b0hoD2HPVGgavKCWuFLVuFwA5S9aybPJsepwweDu2TAghhBA7MgnyCCGEEEJsRVUVIe6+9gPeGLkv1V43pmVx4IJF9F1bRufKKry1VSnlHVqz56rVzOlcRNxM7WStgJL15WSGI1T4vTiA7FCYVdmZdKmsZuFz0+l+3CCUKZ2zhRBCtJ+uf6STdGtPe0mQRwghhBBiK4lbNhfeN5OKwiK8sSieeIzOldWUrC/HE42RGwoTbmE7fzTGwJWllAd8VHs82Erhj0YpqKnDadtoICMUodrnAaUIul2EXE6M9bUsmzqPHmP32N5NFUIIIcQOSH72EUIIIYTYQjVRiys+XsM+98+j1OUl5HbhtmzccYsKv4+ve5cQiERa/XVRAyZQUBuk9/py+q4ro0tVDU7bBhI9ejzxOMqu34PWVHvcAMz650d8csv727qJQgghhNgJSJBHCCGEEGIzaa2574s19H1mJW/OrSY7FAHqZ81q+L9SRBwmQbez9f0otdEZthTgsK36J4q4aaC0ZtCq1eS+/DVfnv/MFrdHCCGEEDu3nW641sEHH8zee+/Nvffeu9n7WLJkCT179mTWrFnsvffeW61urdkadW6vCRMmUFlZyRtvvLHdjpkOVgRt3lsdI2RpBmWbHJjvQG2YBLMF08vjfFMWx1RweCcnfTPMrVKXt1ZFqbNgQKZJ34DiicVRFtba9PIb/Kmvm66+zTtOzNa8szLKL9UWAYfiuGIX3Xytx3zLIjZvrIpRHtX08hsc3dmJ29z467I1zayI88maGBo4oMDJfrnmJp2bbcWyNe+tjvHGiijrIpqBWQZnlHjYLbP5OamNaT5YE2N5ncWqkKazV7Fbpsk+OSYfrI5TG9fslmlyUIEDo51tmltl8dGqCD2AN1dGWRe3iNqwd7bJgQWb9vcrxK4qbGneXhllRdAi321wbFcXmc6WPwsjlubBOTX8Z2GEsuoonlgcn6FxxmKEYprudSFCLidVHjcZkSjGhgEbpah1e1rcd/vUv6e1xmHZZAdDGFqTFY5gTV/EsrMfo/CPh+LasxjD69oKxxNCCJHOtFKJHxrSSLq1p712uiDP5MmTcTpb/yVMbJ4HH3yQf/3rX5SWlrLHHntw7733MmrUqI6u1nYTtjQXzQzy3yVRbBJd3Gygb8DgheF+9slp+a2ysNbi5G/qmFFhJX+11YQ4qrOD/w7zk+tqf2e5iKX506wgjy+OogGFxtaJy/qGWwYF/Gt+mCM7O3hlRAY+R/s+yHZ/v5plUROHAlvDpbNDnNvTxYNDfLiMxn3ZWnPDnDB3zA8Ts8FQYGnIdSn+s4+PE7tu+xuIVSGbk7+q5auyOAaJiWcsHWJwtsnLIwP0Cmx5QK29vlgX48SvalkXabyJe6cUbvslwtgiB88PD5DlMtBac8cvYf4xN0Sd1fr+Gs5tT7/BU8P8HFCw8c+4sojNGd/U8uGaOD7iPOuGs7+rI4Qj+ffbP8PgxREBBmXvdB/1QmxzzywOc/nMOqpiGrP+s+2P38Pf9/RxxW7elADp5yvDnPRJJUFb06O8gpK4lfg81hpfNMbCgnxWut3Jz+h1GVBQU0tWOJJyzF+KChjYZGatptyxOJnxOE7LRitF2OmgzuXCapJQ2QZiDc+VIq82SGFNXeIpkBEO89OiKmqum0LE4cDlNOlz1AD2OGEQvjz/1nnhhBBCiDTV3nvi5557jjvuuINff/2VrKwsxo4dy5133kleXt52rHVzO91wrdzcXDIyMjq6GmnlpZde4s9//jPXXXcds2bNYtSoURx55JEsW7aso6u2XWitOfWbumSAB0j+f1GdzcHTalhQ0/wOfV3EZtQnNfxQmVjXNDP9+6vjHPFZLTG7/bndz/2+jscXJ+qidSLA00BBk2ASvFca54jPatAb6eLfYHp5HID10UT5uE60VQNPLo5y3vS6lPLXzwkzaV6YqJ0oY9UfpjyqGf91He+VxtrdvvYIxjWjP6nmu/p6203q8FOVxcGfVFMRtVvfwTbwU2WcMZ/WpAR4mnp/dZyjPqvB1ppb5oa59qe2AzzQ+HeztM5mzKc1zKqIt1k+ZmvGfFrD/9bG0TT+vTZoeP5brc3Bn9SwuHYjFRBiF/PKsgjnfVtLVSzx7mv4XAlZcO0PQe6b35ga+eeyKCdOXU+thj7rynDHE+8nBQQiUX4rzEcb9b+C1j80sDYzgxp3aiB8ZVYGKzMzqHS7k8s04ItEyQ5H8MQtHFrjtG0CkSiFNbW4YvFkuaDblTiG1vhDYfZasQqz/vM/ahjM7lbM+owAEYcDlCIat5n35k+89cdXqVpRuS1eSiGEECIttPee+IsvvuCss87ivPPOY86cObzyyitMnz6d888/fzvXvLmdLshz8MEH8+c//zn5vKSkhFtvvZVzzz2XjIwMunfvziOPPJKyzXfffcfgwYPxeDwMHTqUWbNmNdvv3LlzGTduHIFAgE6dOnHmmWeyfv16AKZNm4bL5eLzzz9Plr/rrrvIz8+ntLS03W2IRqNcffXVFBcX4/f72W+//Zg2bRoAVVVVeL1e3n8/NYHi5MmT8fv91NbWArBy5UpOPvlkcnJyyMvL49hjj2XJkiXtrgvA3XffzXnnncf555/P7rvvzr333ku3bt146KGHNmt/O5vpFRZvrIo1u1GGxIV/2IJ//tJ8LpQHf4uwNqKJt3Cvb2n4vsLijZXtC4LMrbZ4fllqXZoGdthguQa+WB/n47VtBwUa3FbfjpbCEzbw7LIYv1QnbmDWR2xub6HdTY//15+Cmxxg2hzPLY3wW63d4msc11Aa0jy+KNJ85TZ027wQG4srfV1u8eqKKP+YG2rXvm0S7bppTtvbvb4yyuxKK3lj2hpLQ11cc+f81s+jELsaW2uumV3XZpmbf66jrv6D5/9mV1HtclFYU4uhdfLz2B2N8VthfiLosqH6QEyZ35/yeRt3mLy47yAeGzUsuezTPj3x1Qdymu6p4bM/ry6IsnV9zx4nhm3TrbySw+f+hj9mYVqJz+zfCvMIupzJQFMDjSJaE+HT2/+3TT+vhRBCiJ1Ze++Jv/nmG0pKSrjkkkvo2bMnBxxwABdeeCHff//9dq55c2nRh/+uu+7illtu4dprr+XVV1/loosu4sADD2S33Xajrq6Oo48+mtGjR/Pss8+yePFiLr300pTtS0tLOeigg7jgggu4++67CYVC/OUvf2H8+PF8/PHHycDSmWeeyQ8//MCSJUu47rrreOGFF+jcuXO763vOOeewZMkSXnzxRbp06cLrr7/O2LFj+emnn+jbty9HHXUUzz33HGPHjk1u8/zzz3PssccSCAQIBoMccsghjBo1is8++wyHw8GkSZMYO3YsP/74Iy7Xpg+hiUajzJgxg7/+9a8py8eMGcNXX33V7rZtTCQSIRJpvCmvrq4GIBaLEYtt214hrXlxcYgMFW8xkACAhteXxXlwkBOzyYXzC4uDuHTrd/sG8OLiOo4r2vShVC8tCW9Ql8Q/NraH5xbVcWBu213xK6M2X68Nc74LvLQcFDIVvLI0yF938/DGsiguHaetgUO/VsG8ygh9t9GQqVeWBPESb3U2GoCXFge5tPf2+SiLWpr3VoTYWFYNBTzwSy0ubbX5+rVIw/9WxSmrc5HZynC/VxYHCRDHShRPns8Wz6uGV5bGuXcvyc2xM2r4XOyoz8d0NKM8xrpgFG8bZaw4vLc8yFFdnHy8tBan10OncB1Gk7dkhh3FZdigWvmEUiS+CJwKl2URMwxiDgeBaARHvPF8Dlu5EttltPk5n2FHwNJ0XV/FbqVr8UdjhF0u4k4TBYTcDtblZrQccCLxOVGxvJzV80rJ71vQxpHElpL3bPqSc5u+2nNu5fynp825Jx45ciTXXXcdU6ZM4cgjj2Tt2rW8+uqrHHXUUdujym1Seif7WWfDJMYlJSWMGjWKZ55JzCihtaaoqIibbrqJiRMn8sgjj3DNNdewfPlyfD4fAA8//DAXXXRRMvHy9ddfz7fffssHH3yQPM6KFSvo1q0b8+fPp1+/fkSjUYYPH07fvn2ZM2cOI0aM4NFHH213nRcuXEjfvn1ZsWIFXbp0SZY57LDDGDZsGLfeeiuvv/46Z511FmvWrMHn81FdXU2nTp147bXXGDduHE888QR33HEH8+bNS+YMiEajZGdn88YbbzBmzJhNTry8atUqiouL+fLLLxk5cmRy+a233srTTz/N/PnzN6mNm+rGG2/kpptuarb8+eefT54fIYQQIp2Fw2FOOeUUAF588UU8nq2RkFkIIcS2FgwGOe2006iqqiIzM7Ojq7NFqqurycrKYtrAawiY6fU9VGuFOfin21i+fHnKeXK73bibDJlusLn3xK+++irnnHMO4XCYeDzOMcccw6uvvtrhOYTToifPXnvtlfy3UoqioiLWrl0LwLx58xg0aFBKAGHEiBEp28+YMYNPPvmEQCDQbN8LFy6kX79+uFwunn32Wfbaay969Oix2TNlzZw5E601/fr1S1keiUSSCZqOOuooHA4Hb731FqeccgqvvfYaGRkZjBkzJlnf3377rVluonA4zMKFCzerXhvOwKO13iaz8lxzzTVcfvnlyefV1dV069aNMWPGdNgH5c1zw9z3a7j1njxAphOWjstKmfloxP+qmVdjt9rLxKHguC5OHt9305Nd3v9rhBvmhBqHa+lN68lzdomb+wa3HSQLxTX9p5TxsOM7zo0OI9TC298Abh3o5aLebl5bEeXc74Nt7lMBc4/IpIt324z8PO3rWj5cE2t1WJIBDMtz8N6B2ydPl2Vrek2pojq28WmORxU4+Hxd272QWuNUsPiobPzOls/8xO/reG1FlLhu7MnzuHs650X2bfG8FroVC8Zlb0ZNREeLxWJMnTqVww8/vMMvGNLFL9VxDphatdFyLx2QwehCJyNeLuU3w8nuq9djNnlHZ9aFmN+lU9s70ZriiirCjkRC9EAkggKsaOOQzMyHFuK3Wr8c08CS3GyclkVOKAQatIKiqlqKamrRQLnPy8weXTfapmEXjqDPYf03Wk5sPnnPpi85t+mrPee2YRSC2Dl069Yt5fkNN9zAjTfe2Gr59twTz507l0suuYTrr7+eI444gtLSUq666iomTpzI448/vsV13xJpEeTZ8M2olMK2E7fJm9JRybZtfve733H77bc3W9d0OFZDV63y8nLKy8vx+9s/U4Vt25imyYwZMzDN1CEuDUEml8vFiSeeyPPPP88pp5zC888/z8knn4zD4UjuY5999uG5555rtv+CgvZ1w87Pz8c0TVavTp3tY+3atXTqtJGL183QWvTU6XR22Bfmmb0MJi1oPaeNqeDMnm7cGwyDm9DHzyWzQq3fxOtEmfa064xeJn+dG0sZrtVWgKeh2Fm9/Tidbb+dnU44tpsPSiGEo8VggFPBaT19OJ0Gx3Z34PohSlUrvVJNBYcWOuiR2fx8bi0T+viZvLp2o2W219+OEzijl5+754c3Grz5+8AMDptWQ7ideaEdCk7o7iLb1/rwqrP7+Hlqef1nXJPlLZ1XU8GZvT1yQbqT68jPyHQzMM/JgNwwsytazmulgE4exeFdfJiG4uTds7htTpBSX4CC2rrkZ3K5y4MRthrz4Gyo/vpjSVYOjrhFTjBEzE4ExC27MTAe0Qp/1G7zs36lP4NKr4e9V5SSG0wEiFYEMum6rgoNFIRrcRbGiTnaGDqroNs+PeTvaDuR92z6knObvjbl3Mq537m01JOnJZtzT3zbbbex//77c9VVVwGJjid+v59Ro0YxadKkzUrrsrXsdImX22vAgAH88MMPhEKNv5p98803KWWGDBnCnDlzKCkpoU+fPimPhkDOwoULueyyy3j00UcZPnw4Z511VjKQ1B6DBw/GsizWrl3b7FhFRUXJcqeffjrvv/8+c+bM4ZNPPuH0009Pqe+vv/5KYWFhs31kZWW1qz4ul4t99tmHqVOnpiyfOnVqSle1dNYvw+Sq/i2/4U0FxV6Dq3dr3oXxvJ5uhmSbmC3l3ATGd3VySEH74qidPAa3DmySKaJ+lhZonixZ1x/npG5O9svdtJw41+6eaMeGM643PL1rkJd8d+JjwWsqHhziT1nfwFTgM+HuQdt2iN2RnZ38v2Jnizc/BjC60MHJ3bZvrpm/7Oahu6/tj84/93MzIt/JP/dq3+tjKsh0Km7co61sITAq38EZPVytJuVu4FDQy29wWb/06oIrxJa6f58ATgUbfnI2vJ8e3DeAaSSeXTQwk719ijK/j5hpJD+LbdOkpKw88T7c8Ael+ueG1okZ8Np4s1Z5PK2+jxPbKn4pzGdFbjZvDxrA//r3JmYYWIbCUgoFZIXD9Fm7PnncDSlDUTKqN4FCmZ1UCCHEriMzMzPl0VqQZ3PuiYPBIIaRek/Q0ImjozPipH2Q57TTTsMwDM477zzmzp3LlClTuPPOO1PK/OEPf6C8vJxTTz2V7777jkWLFvHhhx9y7rnnYlkWlmVx5plnMmbMGM455xyefPJJfv75Z+66665216dfv36cfvrpnHXWWUyePJnFixczffp0br/9dqZMmZIsd9BBB9GpUydOP/10SkpKGD58eHLd6aefTn5+Psceeyyff/45ixcv5tNPP+XSSy9lxYoV7a7T5ZdfzmOPPcYTTzzBvHnzuOyyy1i2bBkTJ05s9752VrcP9HLPIC8F7sZLbVPB8cVOvhmdQYG7+VvFayo+PjiDc0pcNM2Pm+mA63b38Nx+/s0a8nZVfw9P7uujZINAQtObEU3iBv7P/Tw8v19gk4/T2ZPY5+86O1OCU30CBs/v5+dPfVODAad1d/Hm/n52y0ityyEFDr4enckeWdsm4XIDQyleGBHgbwM8ZDcZupThgMv7e3h7VAZOY+sPK2xLntvg68MyGd+tefApywH3DPJyZ33w60/9PDw61E9nT8t13DCv8uhCB18dmknPjSSyVkrxxL5+btrTS04rQ7ocCk7q5uKL0ZnktJLAWYhd1b55Tj4+NIvh+amB+D2zTd45KJOjixsvAjNcBm8e04k/9XKyKjebKo87Geip8nnpX7qGTtU1jTvRGsO20YpEIMZQmLaNTcszG9a5Xaz3JwK7TdcnAzxFBZRUVGLUXzCuzMni8749gcSMfKZl4bBsvurVHcOuH+KrU//faY8iRl5y4Oa8VEIIIdKcRqXlo702dk98zTXXcNZZZyXL/+53v2Py5Mk89NBDLFq0iC+//JJLLrmEYcOGpeTe7QhpMVyrLYFAgLfffpuJEycyePBgBgwYwO23384JJ5yQLNOlSxe+/PJL/vKXv3DEEUcQiUTo0aMHY8eOxTAMbrnlFpYsWcLbb78NQFFREY899hjjx4/n8MMPZ++9925XnZ588kkmTZrEFVdcwcqVK8nLy2PEiBGMGzcuWUYpxamnnsq//vUvrr/++pTtfT4fn332GX/5y184/vjjqampobi4mEMPPXSz8tqcfPLJlJWVcfPNN1NaWsqee+7JlClT6NGjR7v3tbNSSvHnfh7+0MfN9xUWYUuze6ZJkaftm+NMp+LRoX7u2MvLj1UWDqUYkmPibal7TztMKHFzVg8XP1VZ1MYTQZg8l+KjNTHmVNv09BuMLXLi27BLziZ6apife22TRbU2AYdiQKbRaqDomC4uftfZydxqm/KoTYnfpNtGerJsTU5DceOePv66u5efqyw0sEemudlt3xo6eQxeGJHBA0NsZldarA7Z7J5lsFeWI/nrf4Nze7k5q8TF12VxKqI2EQvyPQZ9AgadPQbflcepiWv6BcyNBneaMg3FdQO8XNnfw+yyMKu/hkVHZbEkbBK2NAMyTQo28vcrxK5saJ6TTw7LZmGNxcqQTYFbsVum2eJnYabL4Lb98/j7fjaLq+IsrIoRqosyb1EVM3+J4qito1NlFbZhEnWYdK6qYX3Az9rMAM64Re/15dR43KwL+HHHU4cHG0CF30eN200gEiUQjWIrRYXPy9qMADGHSUYkSu91ZSwozEcrxYrcbMpXr8MdjxMIR3hq5D783+j9+csH0xgz91cWl3Qh0rsT/r6F9Brdjy57F6O2c0BcCCGE2Jls7J64tLSUZcuWJctPmDCBmpoa/v3vf3PFFVeQnZ3N6NGjW0wBs73tdLNrifTSkNU9HTLU7wxisRhTpkxh3LhxMqY4jch5TV9ybncecUtzzO0zqMGgsLoWrRRrsjJwxi16VFQCsDbgo8LrxQzX8dVNBwBw2bnPs8faWmrcbuKm0eo06AC/dMqnzu1GaU2fNevwR2O8NWgAq3ISQ7VvWTSXY8fvScbQkm3dXNEKec+mLzm36as95zad7l0a2vLJwGvTcnatQ366NS3O0+ZI+548QgghhBDbmsNUvPmXIYz/989UxTzk19UBJIdZARRV13Ls7Ln8kJfJV/XL6lwusG3ibSVNJjF8K6cuRJ07MVzss369WJqfW79Sk+czOeWfR+GQHjtCCCHELq1DgjzLli1jwIABzZYHg0F8Pl/y/xuaO3cu3bt33x5V3GSttaVBR9d5S+v3+eefc+SRR7a4LhQK4fW2niC2trbtWZGEEEKIdOI0DV6/dC+emVXGtCe/xx2LEzNUMlF+UVUNOaEww5dW8XD9Npd+/BX+uINX9t2rzX0rrXFbiaFeWilCrsSvzcq2QSluPbBAAjxCCCHaTavEI52kW3vaq0OCPF26dGH27Nmbtd2OZmNt6eg6b2n9hg4d2ur2GwvyCCGEELuiMwfn0a/LwdzwwEyiHjd1Lif+aIzOVdXNki87bQt3HFyxOFFn25dlccMErbENg7JAYvbDbhVVXHdoEWN6+rdRa4QQQgixM+mQII/D4aBPnz4dceitbkdvy5bWz+v17tDtE0IIIXZE+3VyY+VnUGUZDFu0nDXZGTgsOzHfR5MhXIpE8uV+a9Yzp7gTuqWcPPXly32JH1Z6r13P7qVr2H3VWoYfO4CS4fts8/YIIYQQYucgU68IIYQQQmwDNx3VFVsZDFi9lpve/BBPPI4N+CPRZmUHrlxNdjCUnPY8qf55zDDwxOLsvXwVvcoq6F5eSX8jRsmfRm+HlgghhBBiZyFBHiGEEEKIbWBk72xGdPXw0tC96Fxdy7if52MALqv5xKZO2+aIOQsYsGoNzqbTrGswbBtvNMrwRUvJDYUBcFkWu90zfju1RAghhBA7CwnyCCGEEEJsI3f/rhvBLrncd+j+ZIUi9FpbRtjZ8uWXy7LZZ9kqTv7+R06c8RPd15fj1Dam1ngsm1qPO1FQKXYb3AXvHsXbsSVCCCHSkUal5WNXJlOoCyGEEEJsI5luk3fP7Mnv1tewJiPAGd/Oou/asja3URpMy2ZNVkb9AoWlFNowcNg2LqUZ+o9jtkPthRBCCLGzkZ48QgghhBDbULbXwVVHlzBk6Up+7ZTHtD49k+vsDco2TLc+s0cxttF4mRZ0OalzuYgZBkfeezyqpQTNQgghhNjlSZBHCCGEEGIbO2avXPKv/x2mpelUW5dcvrAgP6VcncvFF316sCQ/p3Gh1lR53ERMk7W7daOwZ972qrYQQgghdjIyXEsIIYQQYjs4amQxv/z3bD4+58nksrPOPZk/fDqTAavXEXWYlPl90LSXjtaEnA5iTicGij9eNqIDai6EECJtKdDp1jk03drTTtKTRwghhBBiO9mtSwbz9umfsuzBQ0bya2E+ZQE/uj7A0zD/VtjhoMLrxbAszr/lMAo7BbZzjYUQQgixM5EgjxBCCCHEdnTB7/dJeR5yufj3wSNYmZVBxDSJGQYRh0m5z0uZ34dCccoFQ+nePbtjKiyEEEKInYYM1xJCCCGE2I56F3ibPEv02an1enhi/2EMXFnKHqvW4IvGsJQi37AZ/8cR9B5Y1DGVFUIIIcRORYI8QgghhBAdpHNFJYs7Z6G0JmqazOjRle97dOWUrDh3jswmK1+GZwkhhNh2tFLJocLpIt3a014S5BFCCCGE6CDPndqLx5c7+GJFCEsp9i708Pe9A/TKlEs0IYQQQrSfXEEIIYQQQnSQbgEH947IBrI7uCZCCCGESAeSeFkIIYQQQgghhBAiDUiQRwghhBBCCCGEECINyHAtIYQQQgghhBBiF6RpmOcxfaRbe9pLevIIIYQQQgghhBBCpAEJ8gghhBBCCCGEEEKkARmuJYQQQgixPcQtCMeQjuRCCCGE2FYkyCOEEEIIsS39tBzufR/emgmWDT7pSC2EEGLHoJVCK9XR1diq0q097SVBHiGEEEKIbeXTeXDS/RC3G5fVRRr/vbIcsrO3e7WEEEIIkZ7kpyQhhBBCiG0hEoMJ/0E3DfBsQB93D0Tj27FSQgghhEhnEuQRQgghhNgW3pwBVSHa6jSuaiLY97y33aokhBBCiPQmQR4hhBBCiG3hmS83WmR+YS5/WOFgdkVsO1RICCGESKXT9LErkyCPEEIIIcS2MGvJRov0WVfB2wN3Z/BHtYz7vBpb7+qXpkIIIYTYEhLkEUIIIYTYFoLRjRa57KSj8EYT5d5bHefMb+u2da2EEEIIkcYkyCOEEEIIsR191qdn8t+v7LsXvxXm1z9TPL8sSshqPVGzEEIIIURbJMgjhBBCCLG1xa0WF7++9x4c9cezUxcqlfLvG34KbsOKCSGEECKdSZBHCCGEEGJrW7im2aKww8G5Z5+IVm3NtwUPz6klbktvHiGEENueViotH7syCfIIIYQQQmxtFz7RbNHkwXtQ6fOm9txpQY3TRde3q9CShFkIIYQQ7SRBHiGEEEKIrWllOfy4vNniBZ0KcLYyjGtDa6Jw9nRJwiyEEEKI9pEgjxBCCCHE1rTXNS0u7rmunD1WlpJTt5GcO/U9fZ5ZGsOWYVtCCCGEaAdHR1dACCGEECJtXPsitDLK6uxvZ3L2tzOpUnGyN3F3nd+qYs1xOVurdkIIIUSKdMxhk27taS/pySOEEEIIsTVYNjz8yUaLOezGKFCPsoo2y66NaR5eIMO2hBBCCLFpJMgjhBBCCLGlghEourjdm93w9kcbKaG46IcojyyUadWFEEIIsXEyXGszaa258MILefXVV6moqGDWrFnsvffeHV0tIYQQQmxtWsPMJbCgFGojsFtn2KcX+FwwfxX2c19iPfgxDlvT3g7i/dasxxGPE3e0fUl24cwIF86McGiBQXef4v1Si3VRMBR0csMZPVz8vreHEr+52c0UQgghxM5Pgjyb6f333+epp55i2rRp9OrVi/z8/C3e54QJE6isrOSNN97Y8gpuBR988AE33HADc+bMwePxcOCBB3LnnXfSs2fPZJlPP/2Uyy+/nDlz5tClSxeuvvpqJk6c2IG1FkIIIbaiqT/D1S/A0vWpy50m0Wwf9wwZgjNu8WfbbneAB+D/XXwWcXPTAzP/W7dBImYNy8Nw2/wot82PcnSRg6eG+clzS2dtIYQQG6dpNZXcTivd2tNecgWwmRYuXEjnzp0ZOXIkRUVFODbyC9z2ZFnWFs/GsWjRIo499lhGjx7N7Nmz+eCDD1i/fj3HH398sszixYsZN24co0aNYtasWVx77bVccsklvPbaa1vaBCGEEKLjffgTnPx/zQM8QMzS/O7UE5k09iD+OO2rzb6gKvd5k7NpbQ3vrI5z8LRqQtaufokrhBBC7JokyLMZJkyYwJ/+9CeWLVuGUoqSkhK01txxxx306tULr9fLoEGDePXVV5PbWJbFeeedR8+ePfF6vfTv35/77rsvuf7GG2/k6aef5s0330QphVKKadOmMW3aNJRSVFZWJsvOnj0bpRRLliwB4KmnniI7O5t33nmHAQMG4Ha7Wbp0KdFolKuvvpri4mL8fj/77bcf06ZN26Q2zpw5E8uymDRpEr1792bIkCFceeWV/PDDD8RiMQAefvhhunfvzr333svuu+/O+eefz7nnnsudd965xa+xEEII0aFsO9GDpxWPjhrG1AH9uPvV93BZm//DimVu/Uuxn6s1zy+LbvX9CiGEEGLHt+N0P9mJ3HffffTu3ZtHHnmE6dOnY5omf/vb35g8eTIPPfQQffv25bPPPuOMM86goKCAgw46CNu26dq1Ky+//DL5+fl89dVX/P73v6dz586MHz+eK6+8knnz5lFdXc2TTz4JQG5uLl999dUm1SkYDHLbbbfx2GOPkZeXR2FhIeeccw5LlizhxRdfpEuXLrz++uuMHTuWn376ib59+7a5v6FDh2KaJk8++SQTJkygtraWZ555hjFjxuB0OgH4+uuvGTNmTMp2RxxxBI8//jixWCxZrqlIJEIkEkk+r66uBiAWiyWDR2LbaXiN5bVOL3Je05ec2w703UJYWwWeli+VHh09jPxQHSfP/oFYK2VaE2syu5YXC0V8i6rakmcW1XFWV/ktb3uT92z6knObvtpzbuX8i52BBHk2Q1ZWFhkZGZimSVFREXV1ddx99918/PHHjBgxAoBevXrxxRdf8J///IeDDjoIp9PJTTfdlNxHz549+eqrr3j55ZcZP348gUAAr9dLJBKhqKio3XWKxWI8+OCDDBo0CEgMJ3vhhRdYsWIFXbp0AeDKK6/k/fff58knn+TWW29tc38lJSV8+OGHnHTSSVx44YVYlsWIESOYMmVKsszq1avp1KlTynadOnUiHo+zfv16Onfu3Gy/t912W8rr0ODDDz/E5/O1u91i80ydOrWjqyC2ATmv6UvObQd5aEyrq27kNwA++fdh7d5tOByGUx5NHML1PR6XZ/Pq15ZaaPKVLbYzec+mLzm36WtTzm0wKDMdih2fBHm2grlz5xIOhzn88MNTlkejUQYPHpx8/vDDD/PYY4+xdOlSQqEQ0Wh0q83I5XK52GuvvZLPZ86cidaafv36pZSLRCLk5eVtdH+rV6/m/PPP5+yzz+bUU0+lpqaG66+/nhNPPJGpU6ei6vMHqA3yCGitW1ze4JprruHyyy9PPq+urqZbt26MGTOGzMzMTWus2GyxWIypU6dy+OGHt9jTSuyc5LymLzm3HeirBXDqg62u7nzHteyxag0f3ft4u3ddZzf+EnxRZB/CRtZmVbEt++c5mDIqsNX3K9om79n0Jec2fbXn3DaMQkgnGoXeirnhdgTtn+syvUiQZytoSHL87rvvUlxcnLLO7XYD8PLLL3PZZZdx1113MWLECDIyMvjXv/7Ft99+2+a+DSPR1boheAItdxP0er0pgRXbtjFNkxkzZmBuMGtHILDxi74HHniAzMxM7rjjjuSyZ599lm7duvHtt98yfPhwioqKWL16dcp2a9euxeFwtBpIcrvdydekKafTKV+Y25G83ulJzmv6knPbAQ7YHbL8sKaqxdVHzvqFNwftjhXTeCyrXbt26sbhWa5QnAqPuVWTLwOc1dsnfzMdSN6z6UvObfralHMr517sDGSw9lbQkOx42bJl9OnTJ+XRrVs3AD7//HNGjhzJxRdfzODBg+nTpw8LFy5M2Y/L5cLa4EKxoKAAgNLS0uSy2bNnb7ROgwcPxrIs1q5d26xOmzIcLBgMNgsONTxvCGqNGDGiWbfGDz/8kKFDh8oHoBBCiJ2bacCkE1tdfdWHnxF2Ovnv8MGtltkU0+5+hKLqmi3ax4aG5Ric3M21VfcphBBCiJ2DBHm2goyMDK688kouu+wynn76aRYuXMisWbN44IEHePrppwHo06cP33//PR988AELFizg73//O9OnT0/ZT0lJCT/++CPz589n/fr1xGKxZKDoxhtvZMGCBbz77rvcddddG61Tv379OP300znrrLOYPHkyixcvZvr06dx+++0peXVac9RRRzF9+nRuvvlmfv31V2bOnMk555xDjx49kkPQJk6cyNKlS7n88suZN28eTzzxBI8//jhXXnnlZryKQgghxA7mhGHwn3Mhp3nOuL1WrubNh57hr8cfyeoM/2YfIr+6jlf/89yW1DLFad2d/O/gTFzGrt1VXQghhNhVyXCtreSWW26hsLCQ2267jUWLFpGdnc2QIUO49tprgURAZPbs2Zx88skopTj11FO5+OKLee+995L7uOCCC5g2bRpDhw6ltraWTz75hIMPPpgXXniBiy66iEGDBrHvvvsyadIkTjrppI3W6cknn2TSpElcccUVrFy5kry8PEaMGMG4ceM2uu3o0aN5/vnnueOOO7jjjjvw+XyMGDGC999/H6/XCySSR0+ZMoXLLruMBx54gC5dunD//fdzwgknbOarKIQQQuxgTtoPjhsK0+bC9EVQGYQBxXDYnhzpd7Psrdm8cuqhHPXcRxTWBdHQrkwADq0Ztnj5JpV1ARkuKPIosh2K2piNYRrsmWEyupODo7q4KHDL73dCCCE2na5/pJN0a097Kd002YsQ21l1dTVZWVlUVVVJ4uXtIBaLMWXKFMaNGydD6tKInNf0Jed2J/LhbDjloeTTtoI9dTpGoPJJACo6XYDHduB94B9t7n7N7zIp9JhtlhEdT96z6UvObfpqz7lNp3uXhra8s8+N+B3bYJbHDlQXD3P0jBvT4jxtDvm5RwghhBBiS43ZG35JTFYQNYxN/hUxZiim7t63zTK/jPFLgEcIIYQQm0SCPLuoI488kkAg0OLj1ltv7ejqCSGEEDufwiw4ciCWYRA3N+0Sy2lr7jp8VKvri5zQP0uSKAshhBBi00hOnl3UY489RigUanFdbm7udq6NEEIIkSaevgh34cXYmzgl+l+OH8un/Xu3uv7rwwJbq2ZCCCFEM1op9CZ+Z+0s0q097SVBnl1UcXFxR1dBCCGESD8OE+PZi1FnPNhqEbvJv/87YkjLhbSmt09REpDcH0IIIYTYdDJcSwghhBBiaxo3iFC3vJRgToO4UoSdm/Abm1J8ddiulyxSCCGEEFtGgjxCCCGEEFvZzNvOZFlOFnZ9j/GGRMyL83M56o/ntLmtGY+z8qgMSbYshBBCiHaT4VpCCCGEEFuZa7cumBr+dfiB/FhcRCAaY15RAZ/37QmRYErZ4ooqDliwiJ+Ki1icn8uRvfx08cklmhBCCCHaT64ghBBCCCG2sqElGSw1DR4+aDhL8tuY0EBrStZXUOd2MbdrZ0YtWMxzp+693eophBBi16ZV4pFO0q097SXDtYQQQgghtjLDMCjzelgf8LddUCnipsnnfXty05sfMmFcDzwOuTwTQgghxOaRnjxCCCGEENvAkBWldCuv5JeiArTRcuDGYdn0XF/OpV9PJ+sfJzBuj5ztXEshhBBCpBP5qUgIIYQQYhswcn1M/OxboPV+43HT4PwvpnPqG+dLgEcIIYQQW0yCPEIIIYQQ28KEgzj/i+kMWrEK02ppQnX43Q/zGL2mdDtXTAghhEjQqLR87MokyCOEEEIIsS1MPBRfLMa0ux7h7K9n4IrHmxV58Pk3UGeP6oDKCSGEECIdSU4eIYQQQohtIT8D9u5O1uxlPP7Ma/zrtSn80LUzsViYI+qLOACuPbYDKymEEEKIdCI9eYQQQgghtpU3r4C8AAC5wRCHLFjE/ouWNq5/4jxwmh1UOSGEEEKkGwnyCCGEEEJsKxkemHM7XH0UZPnAVOBq0pF6eL+Oq5sQQohdnlbp+diVyXAtIYQQQohtyeWAvx6TeADU1UHg0Y6tkxBCCCHSkvTkEUIIIYQQQgghhEgDEuQRQgghhBBCCCGESAMS5BFCCCGEEEIIIYRIA5KTRwghhBBCCCGE2AVpFJr0ylScbu1pL+nJI4QQQgjRQbTWHV0FIYQQQqQRCfIIIYQQQmwnH62J0eudiuTzLu9Ucda3NYQtCfYIIYQQYstJkEcIIYQQYju48ec6Dv+slrXR1OXPLIvjn1xJMG53TMWEEEIIkTYkyCOEEEIIsY2VRSxumhdtdb0NdHu7avtVSAghhAC0Ss/HrkyCPEIIIYQQ29jQqdUbLVMeh7hlbYfaCCGEECJdSZBHCCGEEGIbWxLatHKXTN94MEgIIYQQojUS5BFCCCGE2EE8tLyjayCEEEKInZmjoysghBBCCCGEEEKI7U8rhVbplcQm3drTXtKTRwghhBBiB1IZlVm2hBBCCLF5JMgjhBBCCLED+dPMYEdXQQghhBA7KQnyCCGEEELsQN4qjXV0FYQQQgixk5IgjxBCCCHEDqQu3tE1EEIIIcTOShIvCyGEEEIIIYQQuyBd/0gn6dae9pKePEIIIYQQOxCvXJ0JIYQQYjPJZYQQQgghxA7EIVdnQgghhNhMchkhhBBCCLEDickM6kIIIYTYTJKTRwghhBBiB1InQR4hhBDbi1JopTq6FltXurWnnaQnjxBCCCGEEEIIIUQa2OV68mitufDCC3n11VepqKhg1qxZ7L333h1dLSGEEGLTWTb8uAyCUQh4oCaU+P9e3cDY4PebhWugtBLyM6B/59Z/3Xr+K3hjBuT54W/HwfLyxPI9u4LfDW/PhP/NhUwvjOwDHhdoDXkZ4DJhbXXiGN3z4OcViXUDu0OGZ1u+Eu1XE4bvF8HS9dC7EPbtDR5nYt2SdYnluQHYoxjmroTyOuiRn3gIIYQQQuzgdrkgz/vvv89TTz3FtGnT6NWrF/n5W37RNmHCBCorK3njjTe2vIJbKBwOM3HiRGbMmMG8efM4+uijW6xXJBLh5ptv5tlnn2X16tV07dqV6667jnPPPReAp556inPOOafZdqFQCI8nccFeUlLC0qVLm5W5+OKLeeCBB7Zuw4QQQiQCJ099Bv96F1ZXNV/fLReuOQZOGQHTF8F1L8P3ixvX79EVbjkRDt69cdkjH8M1L6XON/rSt43/dpqJoJLdpMADU1uvo1KJegJ4nXDWKLj+/4HX1a6mbnXBKPztFXjmi0R7GrgccPJw+G01fP1b43KHCXGr8fn+/eCfJydeQyGEEEKIHdQuF+RZuHAhnTt3ZuTIkR1dlWYsy0IphbHhr7Dt3IfX6+WSSy7htddea7Xc+PHjWbNmDY8//jh9+vRh7dq1xOPxlDKZmZnMnz8/ZVlDgAdg+vTpWFbjBfDPP//M4YcfzkknnbTZ9RdCCNGGf70L/3y79fXLy+Hip2D2MnjqU4hvkNxl7ko48T54/g8wZiA8+wX89aW2jxmz2l6/Id0kGBSKwaOfJI776qWJgFFHiMbh+Hvgu0Utr3vmC9iwg1N8g3Z/8xsccTt88BcJ9AghhEgbmtTfedJBurWnvXapnDwTJkzgT3/6E8uWLUMpRUlJCVpr7rjjDnr16oXX62XQoEG8+uqryW0sy+K8886jZ8+eeL1e+vfvz3333Zdcf+ONN/L000/z5ptvopRCKcW0adOYNm0aSikqKyuTZWfPno1SiiVLlgCJ3jLZ2dm88847DBgwALfbzdKlS4lGo1x99dUUFxfj9/vZb7/9mDZt2ia10e/389BDD3HBBRdQVFTUYpn333+fTz/9lClTpnDYYYdRUlLCsGHDmgW+lFIUFRWlPJoqKChIWffOO+/Qu3dvDjrooE2qqxBCiHZYUQ63v7NpZR/5OBGcsTe4zNE6ceVz2bOJ3ixXPL/Vq9mMreHz+fDmjG1/rNa8/G3LAZ6mNnZFaNkQicPfX91IQSGEEEKIjrNLBXnuu+8+br75Zrp27UppaSnTp0/nb3/7G08++SQPPfQQc+bM4bLLLuOMM87g008/BcC2bbp27crLL7/M3Llzuf7667n22mt5+eWXAbjyyisZP348Y8eOpbS0lNLS0nb1EgoGg9x222089thjzJkzh8LCQs455xy+/PJLXnzxRX788UdOOukkxo4dy6+//rpVXoe33nqLoUOHcscdd1BcXEy/fv248sorCYVCKeVqa2vp0aMHXbt25eijj2bWrFmt7jMajfLss89y7rnnonbxbOZCCLFNvPg1GO34fG0taKF1IkfPK9+1v5fO5jJUYphZR3l6Kx3bsmHavETATQghhBBiB7RLDdfKysoiIyMD0zQpKiqirq6Ou+++m48//pgRI0YA0KtXL7744gv+85//cNBBB+F0OrnpppuS++jZsydfffUVL7/8MuPHjycQCOD1eolEIq32nGlLLBbjwQcfZNCgQUBiONkLL7zAihUr6NKlC5AIJL3//vs8+eST3HrrrVv8OixatIgvvvgCj8fD66+/zvr167n44ospLy/niSeeAGC33XbjqaeeYuDAgVRXV3Pfffex//7788MPP9C3b99m+3zjjTeorKxkwoQJbR47EokQiUSSz6urq5OvQywW2+K2ibY1vMbyWqcXOa/pK+XcriwDrwnxrfT7zLfzwbMdLwNWV0BH/Y2urti6bV2+HjpltGsTL41DojVxwsnlFop4s/Lyft45yedx+pJzm77ac27l/IudwS4V5NnQ3LlzCYfDHH744SnLo9EogwcPTj5/+OGHeeyxx1i6dCmhUIhoNLrVZuRyuVzstddeyeczZ85Ea02/fv1SykUiEfLy8rbKMW3bRinFc889R1ZWFgB33303J554Ig888ABer5fhw4czfPjw5Db7778/Q4YM4f/+7/+4//77m+3z8ccf58gjj0wGplpz2223pQTNGnz44Yf4fL4tbJnYVFOntpE0Vey05Lymr6lTp8LBWXDw4Rsv3B4Hj9m6+9uYKVO27/EaTNp/6+5v7TyYMq9dm7zQJO902A5zSv2/H3J9j8fVfAayjnqpxNYhn8fpS85t+tqUcxsMBrdDTbYvrRQ6zUZipFt72muXDvLYdiIh5bvvvktxcXHKOrfbDcDLL7/MZZddxl133cWIESPIyMjgX//6F99++22z/TXVkDxZN0lA2VLk1+v1pgxvsm0b0zSZMWMGppmaoDIQCLSjda3r3LkzxcXFyQAPwO67747WmhUrVrTYU8cwDPbdd98Wh4wtXbqUjz76iMmTJ2/02Ndccw2XX3558nl1dTXdunVjzJgxZGZmbmaLxKaKxWJMnTqVww8/HKfT2dHVEVuJnNf0lXJuF66DI+7YOjvOcMP3t8Duf2met2dbUMCNx8OEA7f9sVry4EdwxztbnolRKRjQBaZc1e5Ns96oTP5bR+uS/74oOpSw0fz7r+q47M2poehg8nmcvuTcpq/2nNuGUQhC7Mh26SBPQ7LjZcuWtZos+PPPP2fkyJFcfPHFyWULFy5MKeNyuVJmmYJEUmKA0tJScnJygETi5Y0ZPHgwlmWxdu1aRo0a1Z7mbLL999+fV155hdra2mTgaMGCBRiGQdeuLc8YorVm9uzZDBw4sNm6J598ksLCQo466qiNHtvtdicDaE05nU75wtyO5PVOT3Je05fT6cQ5sAeM3RvemtF2YEYpGNUfPvul9TI3nAAZfjj7QHjof1u9vilMA7rnwSn7Q0f9fZ51IPznk5annd9Uqv4/fz12s9oRSrnkcjRZbhJu4XJM3ss7N/k8Tl9ybtPXppxbOfdiZ7BLJV7eUEZGBldeeSWXXXYZTz/9NAsXLmTWrFk88MADPP300wD06dOH77//ng8++IAFCxbw97//nenTp6fsp6SkhB9//JH58+ezfv16YrEYffr0oVu3btx4440sWLCAd999l7vuumujderXrx+nn346Z511FpMnT2bx4sVMnz6d22+/nSmb2Hd77ty5zJ49m/Lycqqqqpg9e3ZKgOm0004jLy+Pc845h7lz5/LZZ59x1VVXce655+L1egG46aab+OCDD1i0aBGzZ8/mvPPOY/bs2UycODHlWLZt8+STT3L22WfjcOzSMUMhhNj2HpoAZ+zfegJmhwETR8Orl8C/z4bMxGd6srzXBZNOgt8fknj+j/Fwwr7bpq4NVRzWG965EjKaD0nabnL88P7VMKC45fW7d4Fcf+LfG762DU9zA/DU7+HQPbZZNRvs0hdnQgghhNgiu/xd+S233EJhYSG33XYbixYtIjs7myFDhnDttdcCMHHiRGbPns3JJ5+MUopTTz2Viy++mPfeey+5jwsuuIBp06YxdOhQamtr+eSTTzj44IN54YUXuOiiixg0aBD77rsvkyZN4qSTTtponZ588kkmTZrEFVdcwcqVK8nLy2PEiBGMGzduk9o0btw4li5dmnzekF+oYehYIBBg6tSp/OlPf2Lo0KHk5eUxfvx4Jk2alNymsrKS3//+96xevZqsrCwGDx7MZ599xrBhw1KO9dFHH7Fs2TLOPffcTaqbEEKILeB2wr1nwl9+Bx/8CHURCMfA44QsH4zdC/LrEwKfNhL+31B4kz9+5wAA+ehJREFU/0dYVQGFmXDkIAhsEGx59Hz4v7NgwiPw0/JEIOiCgxM9gjQwog/0LoTb3oZvfwPThN06J3roROOJdS4HGAYUZEBJPsxamth2ZF/Yo+Ueottd93z44nqYsRhe/S4xQ1a/Ijh5ROL/MQs++hmWrEsEdEb2hS8XQHldok2HDwSnufHjbAVdOjAeJoQQQoidm9JNk8YIsZ1VV1eTlZVFVVWV5OTZDmKxGFOmTGHcuHHS3TSNyHlNX3Ju04d6paLxSbgOzuoGgOe/iwl7slLKHphn8ulo+U7cGcl7Nn3JuU1f7Tm36XTv0tCWl/a/DZ8jvX5dCMbDnPzlNWlxnjaH9AgWQgghhNiB/FprbbyQEEIIIUQLJMizkznyyCMJBAItPm699daOrp4QQgghttD6SEfXQAghhBA7q10+J8/O5rHHHiMUCrW4Ljc3dzvXRgghhBBbW6yjKyCEEEKInZYEeXYyxcWtzAwihBBCCCGEEEK0g65/pJN0a097yXAtIYQQQgghhBBCiDQgQR4hhBBCiG3IkolMhRBCCLGdSJBHCCGEEGIbMpVqV3lH+4oLIYQQQiRJTh4hhBBCiB3IQfnyG5wQQojtQyuFbuePETu6dGtPe8lVhBBCCCHEDuSpYYGOroIQQgghdlIS5BFCCCGE2IF09ZkdXQUhhBBC7KQkyCOEEEIIIYQQQgiRBiTII4QQQgixg8jv6AoIIYQQYqcmiZeFEEIIIbaxXi5Y9P/Zu/v4muv/j+OPz86ubTbXZmTDSLmOGGq6IJTy/X6LdMEkF6kUqb4qRfnal+LL9/uV0mKUSCKFXHx/LGpduFoUoblYRBI2dnl2zuf3x+ywNrYzO5udPe+32+dmn8/n/Xmf1+e8nds+e533RXbR5Q71DXR9MCIiIueZ5zd34m734yz15BERERFxsR/uDCpWuSpe+v5NRERESk5JHhEREREX8/P0YHoLr8uWyfhL1TKKRkRERNyVkjwiIiIiZWB08wASuwdQ+0+ddfrWAevfgvD11KpaIiIicmXUJ1hERESkjLQO9uLA3dUIOL9/rE8wwcHB5RmSiIhUYqZhYBpGeYdRqtztfpylnjwiIiIiIiIiIm5ASR4RERERERERETegJI+IiIiIiIiIiBvQnDwiIiIiIiIilZBp5G7uxN3ux1nqySMiIiIiIiIi4gaU5BEREREpQ+dyTMfPS49kc9ZqXqa0iIiISPEpySMiIiJSRqbtzaT+Z2cc+0/uSKfmijNM35dZfkGJiIiI21CSR0RERKQMvLE3k7E7M8j5U8edbBOe+T6DGfsyyicwERERcRtK8oiIiIi4mNVu8vzOyydxnvk+k2y7hm6JiEjZMQETw822yk1JHhEREREXW3AoG3sRZezAgoNZZRGOiIiIuCkleURERERcbP6h4g3FmndISR4REREpOSV5RERERFxs8x/F6zz+3ami+vuIiIiIXJpneQcgIiIiIrlyyjsAERGpVEwjd3Mn7nY/zlJPHhERERGXK+40kJV9ukgRERG5EkryiIiIiLiacjwiIiJSBpTkEREREXE1s5jZm+KWExERESmEkjwiIiIiLnbz3gPFSuB4WzUrj4iIlB0Twy23ykxJHhERERFXMk0mrPw/fLOtRSZ6sj0t/JFlK6PARERExN0oySMiIiLiQml/nKPl0WNkeXmCcZlvF00TPDzY9Lu17IITERERt6Ikj4iIiIirnMtgZf+5NJ8wBtOjiMeu8wmgTSc0ZEtERERKxrO8AxARERFxV+8O/IBHhz9c/AsMg6//UJJHRERESkZJHhEREREXsP16muH97rn8EK1C7D6rFbZERKRsmEbu5k7c7X6cpSRPIUzTZPjw4SxdupTTp0+zY8cO2rRpU95hiYiISGlJzYD0LMi05iZhQquBpyV/mT/OwdkMqBMEft65x+x2SDqRe87LAj/9Crt+gW+T4LczuXX6eoENXonsiK1Pd+fiMk3Ssu00fOsAzc+mcHOvxtTx8yIqEBqnpmD4+UC9YKcTRyIiIlI5KMlTiDVr1hAXF0d8fDyNGjWiZs2aV1xndHQ0Z86c4ZNPPrnyAEvRzz//TNu2bbFYLJw5cybfuYULFzJ16lT2799PUFAQPXv25I033qBGjRqOMmfOnOHFF19k2bJlnD59mvDwcKZNm0bv3r3L+E5ERESK4Ys98MZq+Gpf/uM1qsCw2+CpO2DLAfjnZxfK+HrB/Z1y/52/GTKKmBg5NQuAOufScydTNgwwTVofOUb90ykc9/Fg26WuNQzsFgvJ1YNJrlGNtXtsgA3/rGwmfPY/xq7fDNeHYoy9E+654UreCREREXFDSvIUIikpiZCQEDp37lzeoRRgs9kwDAOPoiZvLAar1cqAAQO46aabSEhIyHfuyy+/ZODAgfzrX/+iT58+HD16lBEjRvDoo4+yfPlyALKzs+nevTu1a9dm6dKl1K9fn19++YXAwMArjk1ERKTUffgNjJxX+Lk/0uCfn8LKHfDjkfznMq0Qt9mpl7J6eOCTkzu3zh0//MSc95dzzekUANJMKwFFVfCnnjrp3l48d++dHK5RjX9/+BnG4Dnwj/vgsdudiktERETcm1bX+pPo6GiefPJJkpOTMQyDsLAwTNNk6tSpNGrUCD8/P1q3bs3SpUsd19hsNoYMGUJ4eDh+fn40a9aMmTNnOs5PmDCB+fPns2LFCgzDwDAM4uPjiY+PxzCMfD1oEhMTMQyDQ4cOARAXF0dwcDArV67kuuuuw8fHh8OHD5Odnc1zzz1HaGgoVapUoWPHjsTHxzt1ry+99BLXXnst/fr1K3Dum2++ISwsjFGjRhEeHk7Xrl0ZPnw4W7dudZSZO3cup06d4pNPPqFLly40bNiQrl270rp1a6fiEBERcblT5+Cp98AkdyuMSe7QK7uZu5WQzTDwME1u2ZvEW+8v4/P/xNHgfILnz/rs3FO8Ss8nfWbd0pmdoXVzj41fCkdPlzhOERER0zDccqvMlOT5k5kzZ/Lqq69Sv359jh07xpYtW3jppZeYN28es2fP5scff2T06NE89NBDfPHFFwDY7Xbq16/PkiVL2L17Ny+//DIvvPACS5YsAWDs2LH069ePnj17cuzYMY4dO+ZUL6H09HRiYmKIjY3lxx9/pHbt2gwePJivvvqKxYsXs3PnTu677z569uzJ/v37i1Xnhg0b+Oijj5g1a1ah5zt37syRI0dYvXo1pmny22+/sXTpUu68805HmU8//ZTIyEgef/xx6tSpQ4sWLZg8eTI2m63Y9yYiIlImPvwGrGXz++lkFX88TJOI308x/MstAFzqcfMfn6zB05nfm6ZJbNcOOCpd+NUVxSoiIiLuRcO1/iQoKIjAwEAsFgt169YlLS2N6dOns2HDBiIjIwFo1KgRX375JW+//TZRUVF4eXkxceJERx3h4eEkJCSwZMkS+vXrR0BAAH5+fmRlZVG3bl2nY7Jarbz55puOHjJJSUksWrSII0eOUK9ePSA3kbRmzRrmzZvH5MmTL1vfH3/8QXR0NO+//z5Vq1YttEznzp1ZuHAh/fv3JzMzk5ycHO6++27+85//OMocOHCADRs28OCDD7J69Wr279/P448/Tk5ODi+//HKh9WZlZZGVleXYT01Nddyj1VrEHAdyxfLeY73X7kXt6r7UtqVo/zGo4gk5rl+56lRwFarnZF3yvPWiXkLB1mzu/Gkv665vWrzKDUiuUw2rrydYDDh8AvT/46qhz6z7Utu6L2faVu0vFYGSPEXYvXs3mZmZdO+ef3WM7Oxs2rZt69h/6623iI2N5fDhw2RkZJCdnV1qK3J5e3vTqlUrx/727dsxTZOmTfM/EGZlZeWbFPlShg4dygMPPMDNN998yTK7d+9m1KhRvPzyy9xxxx0cO3aMZ599lhEjRvDuu+8CuT2YateuzZw5c7BYLNxwww38+uuvvP7665dM8sTExORLiOVZt24d/v7+RcYupWP9+vXlHYK4gNrVfaltS0FUVYhycqWrK7DvMucyMzPh/ncA2DClG4N9TzKYk8WvvA2snt3jwv7q1SWKUVxHn1n3pbZ1X8Vp2/T09DKIROTKKMlTBLvdDsCqVasIDQ3Nd87HxweAJUuWMHr0aKZNm0ZkZCSBgYG8/vrrfPvtt5etO2/yZNO88I1eYdlhPz8/jIvGFdrtdiwWC9u2bcNiyb/ca0BAkVM5smHDBj799FPeeOMNx+vb7XY8PT2ZM2cOjzzyCDExMXTp0oVnn30WgFatWlGlShVuuukmJk2aREhICCEhIXh5eeWLoXnz5hw/fpzs7Gy8vb0LvPa4ceMYM2aMYz81NZUGDRrQo0ePS/YqktJjtVpZv3493bt3x8vLq7zDkVKidnVfattS9O3P0O+/ZfJSo/rdxYwlKy85Jj7NfuF3/a3Px/P4wwNY2ap5sev/6O336bH759ydxY9DZMQVRCulSZ9Z96W2dV/OtG3eKAR3crmp6ioqd7sfZynJU4S8yY6Tk5OJiooqtMzmzZvp3LkzI0eOdBxLSkrKV8bb27vAXDW1atUC4NixY1SrVg3InXi5KG3btsVms3HixAluuukmZ24HgK+//jpfLCtWrGDKlCkkJCQ4Elnp6el4eub/75GXzMlLSnXp0oUPPvgAu93uSFjt27ePkJCQQhM8kJsYy0uOXczLy0u/MMuQ3m/3pHZ1X2rbUtDlWmjVELYdBJu98DIG4OGRu+z5FUy8fPOeg7zfrg1DEraS7eGBp92eL+HjZeY4fk43PPm0+bVkFeeR7Pwy7L127MXwMDA6NIKbmhdYiUvKnz6z7ktt676K07Zqe6kINPFyEQIDAxk7diyjR49m/vz5JCUlsWPHDmbNmsX8+fMBaNKkCVu3bmXt2rXs27eP8ePHs2XLlnz1hIWFsXPnTvbu3cvJkyexWq00adKEBg0aMGHCBPbt28eqVauYNm1akTE1bdqUBx98kIEDB7Js2TIOHjzIli1bmDJlCquL0WW7efPmtGjRwrGFhobi4eFBixYtHMmmPn36sGzZMmbPns2BAwf46quvGDVqFDfeeKNjHqDHHnuMP/74g6eeesoR/+TJk3n88cedfZtFRERcyzBg0ePQodGly9SuCp+MhrvOD8e2eICXJTf5420Bn+J9N3bvtl2816ktaV5eeJ7vEXyJtBKTe91CVmF/NOT18rXbHT/fePAX1v8rFg/TxOjSFD4YqQSPiIiI5KOePMXw2muvUbt2bWJiYjhw4ADBwcG0a9eOF154AYARI0aQmJhI//79MQyDAQMGMHLkSD7//HNHHUOHDiU+Pp727dtz7tw5Nm7cSLdu3Vi0aBGPPfYYrVu3pkOHDkyaNIn77ruvyJjmzZvHpEmTeOaZZzh69Cg1atQgMjKS3r17l8o9R0dHc/bsWf773//yzDPPEBwczK233sqUKVMcZRo0aMC6desYPXo0rVq1IjQ0lKeeeornn3++VGIQEREpVdWqwKqx8G0SrNwBB05AphWa1IEuTaF3m9ykTpemsOdX+GQrnM2ExrXh3hvBzxuWfANLvoVTaZCWlbudOpsvi+Nlt/PZrPm8d2MbRny1ha/D6hN+6gx1U88VCGlBZLsCxzxsNq4/epyfQmqT4+GBByYP/LSPob8lU3XELXBna2jT0IVvlIiIiFRUhnnxhDAiZSw1NZWgoCBSUlI0J08ZsFqtrF69mt69e6u7qRtRu7ovtW0F99dpfHYSmp34g7dvupHd9erS4NQZfvW1sOqN3ImTfRccJNM3KN9lnjk57L0riEaBhQ99lquXPrPuS23rvpxpW3f62yXvXube8jr+nn7lHU6pSs/J4JGNz7pFO5WEevKIiIiIuMKyZwi/9kXmd2zLu106kOLvlzu8KjPtspfV9DSV4BERkTJhGgammw39dbf7cZbm5HFDvXr1IiAgoNBt8uTJ5R2eiIhIpXH9zPt55n9fku3lWbz5c0yTQU3d6xtVERERKTvqyeOGYmNjycjIKPRc9erVyzgaERGRysu4oyVHnuxFlSwrGZdYeTL/BQbd66gXj4iIiJSMkjxuKG8ZdBERESl/LUbfCu8fx7CbmB6X6M1jmnjabOR4etIiWI9nIiIiUjIariUiIiLiQoaXJ6M2JGBgXlgavRD+WdkA1PG1lFVoIiJSyZluulVmSvKIiIiIuJDh4cHftu/C02a7TCGD1Cr+ZReUiIiIuCX1BxYRERFxsa+ahJFdnGWXL9PTR0RERKQo6skjIiIi4mKrr29a3iGIiIhIJaCePCIiIiIutikivLxDEBERKcA0DEzjEosCVFDudj/OUk8eERERERdL8fUrXkEN1xIREZEroCSPiIiIiIsZhpI3IiIi4npK8oiIiIi42KP1izHpMtAnRCPpRUREpOSU5BERERFxsfEdgooeimWazO4QWDYBiYiIiFvS10UiIiIiLlbPz4O7Qyx8esxWeAHTpHttC6F++v5NRETKjiZedj96khAREREpA/M7BtI22AO4qEfP+d49rYI9WNJZvXhERETkyijJIyIiIlIGgr09SLgtiNntqjiO3Vjdk7nt/fn2tiCCvfVYJiIiIldGw7VEREREyoivxeDhMB8eO7+/omsgwcE+5RqTiIiIuA8leUREREREREQqqSKWBZAKRv2CRURERERERETcgJI8IiIiIiIiIiJuQEkeERERERERERE3oDl5RERERERERCohEwPTMMo7jFJl4l734yz15BEREREpQxm2C1Ncvp2UlW9fRERE5EooySMiIiJSRp7ekUatFWcc+xN2Z+C/7AxPbE8rv6BERETEbSjJIyIiIlIGnth2jpk/Zxd6blZSNkO+O1fGEYmIiIi7UZJHRERExMWsNjuzDlgvW2buYSvZNnsZRSQiIiLuSEkeERERERd7dXd6scqNTixeORERkdJguulWmSnJIyIiIuJic4roxZPn/cPFKyciIiJSGCV5RERERFzsROFT8RSQanNtHCIiIuLelOQREREREREREXEDnuUdgIiIiIiIiIiUPdMwMA2jvMMoVe52P85STx4RERERERERETegJI+IiIiIiIiIiBtQkkdERERERERExA1oTh4RERERV7PbwUPfrYmIyNXFNHI3d+Ju9+MsPW2IiIiIXC1Ms7wjEBERkQpMPXlEREREXKnLK9zX+RYGfbuN6389wXEfg8jyjklERETckpI8IiIiIq5y11Tse46zZM8irB4eeNnt1DStjtNNj//OzrCgfJd88VsGUXX8yjpSERERcQMariUiIiLiCqaJPSHJ8bDlZbcDcPFUAQviluBx/njuSYNumzLLLEQRERFxL0ryuJBpmgwbNozq1atjGAaJiYnlHZKIiIiUJtOEU+fgyCk4lwGfbIUJS6H136HGCAzgcrPsNPwjhZ4/7itw/IfTSvSIiIjrmRhuuVVmGq7lQmvWrCEuLo74+HgaNWpEzZo1r7jO6Ohozpw5wyeffHLlAV6hzMxMRowYwbZt29izZw933XXXVRGXiIiIS329H/67DtbtAtvlJ0ou6jEz22IQte8Aq1tem+94y/9l8FFHk3uv0bAtERERKT4leVwoKSmJkJAQOnfuXN6hFGCz2TAMA48rWM7VZrPh5+fHqFGj+Pjjj0sxOhERkavU/M0w5v3Ld88pJfd9m8nsbBjRRIkeERERKR4N13KR6OhonnzySZKTkzEMg7CwMEzTZOrUqTRq1Ag/Pz9at27N0qVLHdfYbDaGDBlCeHg4fn5+NGvWjJkzZzrOT5gwgfnz57NixQoMw8AwDOLj44mPj8cwDM6cOeMom5iYiGEYHDp0CIC4uDiCg4NZuXIl1113HT4+Phw+fJjs7Gyee+45QkNDqVKlCh07diQ+Pr5Y91ilShVmz57N0KFDqVu3bmm8bSIiIlevg7/DmIWlmuDJ8PZmY7PGlzz/2I5MMoroLSQiIiKSRz15XGTmzJk0btyYOXPmsGXLFiwWCy+99BLLli1j9uzZREREsGnTJh566CFq1apFVFQUdrud+vXrs2TJEmrWrElCQgLDhg0jJCSEfv36MXbsWPbs2UNqairz5s0DoHr16iQkJBQrpvT0dGJiYoiNjaVGjRrUrl2bwYMHc+jQIRYvXky9evVYvnw5PXv2ZNeuXURERLjyLRIREalY4jaBh1HkEK2iXHx1i1dGc84/+LLl3/gpk/HXqzePiIiUPtPI3dyJu92Ps5TkcZGgoCACAwOxWCzUrVuXtLQ0pk+fzoYNG4iMjASgUaNGfPnll7z99ttERUXh5eXFxIkTHXWEh4eTkJDAkiVL6NevHwEBAfj5+ZGVlVWinjNWq5U333yT1q1bA7nDyRYtWsSRI0eoV68eAGPHjmXNmjXMmzePyZMnl8I7kV9WVhZZWVmO/dTUVEdsVqv1UpdJKcl7j/Veuxe1q/tS215lvj8EXh652xXIsV9I8zy8bQdxN9982fLfnszEatUjW0Wgz6z7Utu6L2faVu0vFYGeGMrI7t27yczMpHv37vmOZ2dn07ZtW8f+W2+9RWxsLIcPHyYjI4Ps7GzatGlTKjF4e3vTqlUrx/727dsxTZOmTZvmK5eVlUWNGjVK5TX/LCYmJl8iK8+6devw9/d3yWtKQevXry/vEMQF1K7uS217lRjcJHe7QpmZmXD/OwBEdc3hDu8ieuSegdWrr/hlpQzpM+u+1Lbuqzhtm56eXgaRiFwZJXnKiN1uB2DVqlWEhobmO+fj4wPAkiVLGD16NNOmTSMyMpLAwEBef/11vv3228vWnTd5smle+GawsCyzn58fhnGh75rdbsdisbBt2zYsFku+sgEBAU7cXfGNGzeOMWPGOPZTU1Np0KABPXr0oGrVqi55TbnAarWyfv16unfvjpeXV3mHI6VE7eq+1LZXmblfwKvLr3hOnjT7hd/RUeO+oNGUgl9+XGxppD/d63hf2YtKmdBn1n2pbd2XM22bNwpB5GqmJE8ZyZvsODk5maioqELLbN68mc6dOzNy5EjHsaSkpHxlvL29sdls+Y7VqlULgGPHjlGtWjUgd+LlorRt2xabzcaJEye46aabnLmdEvPx8XEktS7m5eWlX5hlSO+3e1K7ui+17VXi/s4wZRWkZoC95JkeLzPH8XOOzSDjMo9j1bygd/0qJX4tKR/6zLovta37Kk7bumPbmxiYuNckNu52P87S6lplJDAwkLFjxzJ69Gjmz59PUlISO3bsYNasWcyfPx+AJk2asHXrVtauXcu+ffsYP348W7ZsyVdPWFgYO3fuZO/evZw8eRKr1UqTJk1o0KABEyZMYN++faxatYpp06YVGVPTpk158MEHGThwIMuWLePgwYNs2bKFKVOmsLqY/cJ3795NYmIip06dIiUlhcTExGIlmERERCqcIH9YPjr331KyslXzS57zBHb2UC9XERERKT715ClDr732GrVr1yYmJoYDBw4QHBxMu3bteOGFFwAYMWIEiYmJ9O/fH8MwGDBgACNHjuTzzz931DF06FDi4+Np3749586dY+PGjXTr1o1Fixbx2GOP0bp1azp06MCkSZO47777ioxp3rx5TJo0iWeeeYajR49So0YNIiMj6d27d7HuqXfv3hw+fNixnze/0MVDx0RERNxG62sgcTIs/RbW7YL9x+H3s3Aus0TDuN666cZCjwcAKX8LcgzJFhERESkOw9Rf41KOUlNTCQoKIiUlRXPylAGr1crq1avp3bu3W3Y3razUru5LbVuBmSas3gEPv+04ZDPAZniQbcsi8Mw8AHwXHCTTN+jPF2O/t1q+efSkYtBn1n2pbd2XM23rTn+75N3Lf+74N35efuUdTqnKsGbw5NpRbtFOJaGePCIiIiKlzTDgznbg7QnZuXPwfNL6ek4GViEhtCbMnnfJS2+raSjBIyIiIiWiPsBySb169SIgIKDQbfLkyeUdnoiIyNXvixcB+KlOLe597GFGPPRXFkTecNlLVt0cXAaBiYiIgGm451aZqSePXFJsbCwZGRmFnqtevXoZRyMiIlIBNasHW19lyOKjxStvmnjpKzgREREpISV55JJCQ0PLOwQREZGKr1EdEpoUfw4PDw3VEhERkRLSd0UiIiIirlbcxI0SPCIiInIF1JNHREREREREpBIyDQPTzb5gcLf7cZZ68oiIiIiIiIhIpfbmm28SHh6Or68vN9xwA5s3b75s+aysLF588UUaNmyIj48PjRs3Zu7cuWUU7aWpJ4+IiIiIiIiIVFoffvghTz/9NG+++SZdunTh7bffplevXuzevZtrrrmm0Gv69evHb7/9xrvvvkuTJk04ceIEOTk5ZRx5QUryiIiIiIiIiEilNX36dIYMGcKjjz4KwIwZM1i7di2zZ88mJiamQPk1a9bwxRdfcODAAcfK02FhYWUZ8iVpuJaIiIjIVaJyzyIgIiJlzXTTzRnZ2dls27aNHj165Dveo0cPEhISCr3m008/pX379kydOpXQ0FCaNm3K2LFjycjIcPLVS5968oiIiIi4WBM/+LkYz331fV0fi4iISGWQmpqab9/HxwcfH58C5U6ePInNZqNOnTr5jtepU4fjx48XWveBAwf48ssv8fX1Zfny5Zw8eZKRI0dy6tSpcp+XRz15RERERFxsUJh3scrdVc/LxZGIiIhUDg0aNCAoKMixFTbs6mLGn1blMk2zwLE8drsdwzBYuHAhN954I71792b69OnExcWVe28e9eQRERERcbG/X+fP+D3ZRZab3sa/DKIRERFxf7/88gtVq1Z17BfWiwegZs2aWCyWAr12Tpw4UaB3T56QkBBCQ0MJCgpyHGvevDmmaXLkyBEiIiJK4Q5KRj15RERERFzM08PguaaX780zNMwLX4sezUREpOyYhuGWG0DVqlXzbZdK8nh7e3PDDTewfv36fMfXr19P586dC72mS5cu/Prrr5w7d85xbN++fXh4eFC/fv1Sap2S0ZOEiIiISBmY0roKLzQrPNEzqrEXczoElHFEIiIiAjBmzBhiY2OZO3cue/bsYfTo0SQnJzNixAgAxo0bx8CBAx3lH3jgAWrUqMHgwYPZvXs3mzZt4tlnn+WRRx7Bz8+vvG4D0HAtERERkTLzj1ZVGBNmUvP8/uQWfoxoFYyfRetqiYiIlJf+/fvzxx9/8Oqrr3Ls2DFatGjB6tWradiwIQDHjh0jOTnZUT4gIID169fz5JNP0r59e2rUqEG/fv2YNGlSed2Cg5I8IiIiImXI96KEzuBwHyV4RERErgIjR45k5MiRhZ6Li4srcOzaa68tMMTraqDhWiIiIiIiIiIibkA9eUREREREREQqIfP85k7c7X6cpZ48IiIiIiIiIiJuQEkeERERERERERE3oCSPiIiIiIiIiIgb0Jw8IiIiImXIbl6YLeDrP6z0DDIxDK2wJSIiZc80DEw3+x3kbvfjLPXkERERESkjc5Iyqb3ijGP/rwlp+C87w1tJmeUXlIiIiLgNJXlEREREysB/92cwfHsGmfb8xzPt8Nj2DF7/KaN8AhMRERG3oSSPiIiIiIvl2E2eSrx8b53ndmVit9svW0ZERETkcpTkEREREXGxBYeyKE76ZsreLJfHIiIikidvTh532yozJXlEREREXGzuweIlb97R3DwiIiJyBZTkEREREXGxraeKNwzroKblERERkSugJI+IiIiIi2kQloiIiJQFJXlEREREXK24EyqbpmvjEBEREbfmWd4BiIiIiLi9Sj4JpIiIXJ3M85s7cbf7cZZ68oiIiIhcRezqzSMiIiIlpCSPiIiIyFXkRIatvEMQERGRCkpJHhEREZGryBPbzpV3CCIiIlJBaU4eERERkauFYfDxcQ3XEhGRsmEaBqabzRtX0e5n8ODBRZYxTZO4uLhi1ackj4iIiIgLmabp1MTLfllacF1ERKSySElJueQ5m83G//73PzIyMpTkEREREbkanMsp5vLpAKaJf7bVdcGIiIjIVWXZsmWFHl+xYgUvvPACvr6+vPLKK8WuT3PyiIiIiLhQjs2JJA+Q5uPtokhERETkard582Y6d+7MgAEDuOuuuzhw4ADPPfdcsa9XTx4RERGRkjJNyLSCpweczYTdR+C9L+F/P0BWDgT4si+4OjzzWLGrDP3jDGezaxLobXFh4CIiImCe39xJRb2fH374gXHjxrF27VoGDRrE0qVLqVevntP1KMlTCNM0GT58OEuXLuX06dPs2LGDNm3alHdYIiIiUh7sdnjzfzD7f/BbCjjTMSfdSli6nern0hicsI0Oh45wzrTy6KXKGwanAgO47Z0DfD2yCZYKNnmkiIiIOCc5OZnx48ezcOFC+vTpw86dO7n22mtLXJ+SPIVYs2YNcXFxxMfH06hRI2rWrHnFdUZHR3PmzBk++eSTKw/wCk2YMIGJEycWOO7v709aWhqQOy5w9uzZJCYmkpWVxfXXX8+ECRO444478l0zY8YMZs+eTXJyMjVr1uTee+8lJiYGX1/fMrkXERERl7La4ObXYO+xEldR61waR5+fjNf5YVvnuJDkiTj+O7vCgvKVPx3gT991X1A7tCa/3R2Mp4cSPSIiIu6qWbNmGIbBM888Q+fOndm7dy979+4tUO6ee+4pVn1K8hQiKSmJkJAQOnfuXN6hFGCz2TAMAw+Pkk+nNHbsWEaMGJHv2G233UaHDh0c+5s2baJ79+5MnjyZ4OBg5s2bR58+ffj2229p27YtAAsXLuTvf/87c+fOpXPnzuzbt4/o6GgA/vWvf5U4PhERkavGE3FXlOCB3AkQfXJs5KVqPM0LHcn9rDYMux3z4t/rpsmP9epwygoDv0vjg04BV/T6IiIicvWyWq2Ypskbb7xxyTKmaWK3F68rsSZe/pPo6GiefPJJkpOTMQyDsLAwTNNk6tSpNGrUCD8/P1q3bs3SpUsd19hsNoYMGUJ4eDh+fn40a9aMmTNnOs5PmDCB+fPns2LFCgzDwDAM4uPjiY+PxzAMzpw54yibmJiIYRgcOnQIgLi4OIKDg1m5ciXXXXcdPj4+HD58mOzsbJ577jlCQ0OpUqUKHTt2JD4+vlj3GBAQQN26dR3bb7/9xu7duxkyZIijzIwZM3juuefo0KEDERERTJ48mYiICD777DNHma+//pouXbrwwAMPEBYWRo8ePRgwYABbt24t2ZsvIiJyNcnIhmWl8zvt4r44e+rWcvy8s36d/AkeAMNg8Y1tAFj8S+6Dn4iIiLinnJwcbDbbZbfiJnhAPXkKmDlzJo0bN2bOnDls2bIFi8XCSy+95Bi+FBERwaZNm3jooYeoVasWUVFR2O126tevz5IlS6hZsyYJCQkMGzaMkJAQ+vXrx9ixY9mzZw+pqanMmzcPgOrVq5OQkFCsmNLT04mJiSE2NpYaNWpQu3ZtBg8ezKFDh1i8eDH16tVj+fLl9OzZk127dhEREeHUPcfGxtK0aVNuuummS5ax2+2cPXuW6tWrO4517dqV999/n++++44bb7yRAwcOsHr1agYNGnTJerKyssjKynLsp6amArnZS6tVS8a6Wt57rPfavahd3Zfatpz9kAxeHrlbKTnr40Wv0Y/A8KkA+Bl2DHIKlDMME/P85D8n07MJ9tb3chWBPrPuS23rvpxpW7dsf8PAdLf539ztfpykJM+fBAUFERgYiMVioW7duqSlpTF9+nQ2bNhAZGQkAI0aNeLLL7/k7bffJioqCi8vr3xz3ISHh5OQkMCSJUvo168fAQEB+Pn5kZWVRd26dZ2OyWq18uabb9K6dWsgdzjZokWLOHLkiGO27bFjx7JmzRrmzZvH5MmTi113VlaWY9jV5UybNo20tDT69evnOHb//ffz+++/07VrV0zTJCcnh8cee+yydcXExBQ6H9C6devw9/cvdtxyZdavX1/eIYgLqF3dl9q2HM3uUepV/jczkfvzqvfeiq/35eexS/hfqYcgLqbPrPtS27qv4rRtenp6GUQildGOHTuYNm0au3fvxjAMmjdvzujRo7nhhhucrktJniLs3r2bzMxMunfvnu94dna2Y24agLfeeovY2FgOHz5MRkYG2dnZpbYil7e3N61atXLsb9++HdM0adq0ab5yWVlZ1KhRw6m6ly1bxtmzZxk4cOAlyyxatIgJEyawYsUKateu7TgeHx/PP/7xD9588006duzIzz//zFNPPUVISAjjx48vtK5x48YxZswYx35qaioNGjSgR48eVK1a1anYxXlWq5X169fTvXt3vLy8yjscKSVqV/elti1n6dnQ4nmwXflwqa3XhNJ99BDshoGZfeGPhMey25Ppcenff17Ayb7BV/z6Ujb0mXVfalv35Uzb5o1CEClNy5cvp1+/ftx222389a9/xTRNvvrqKzp27MiHH37I3/72N6fqU5KnCHlj31atWkVoaGi+cz4+PgAsWbKE0aNHM23aNCIjIwkMDOT111/n22+/vWzdeZMnXzzWvrAugH5+fhgXdTmz2+1YLBa2bduGxWLJVzYgwLnJGWNjY7nrrrsu2cPoww8/ZMiQIXz00Ufcfvvt+c6NHz+ehx9+mEcfzV0jpGXLlqSlpTFs2DBefPHFQieH9vHxcbxvF/Py8tIvzDKk99s9qV3dl9q2nAR5QY/WsPzK5+UZe08v0gyv813ILzx+ZWAh8zKPY49FeKvtKyB9Zt2X2tZ9Fadt1fbiCi+//DKvvPIKL730Ur7jkydP5pVXXlGSp7TlTXacnJxMVFRUoWU2b95M586dGTlypONYUlJSvjLe3t7YbLZ8x2rVyp148dixY1SrVg3InXi5KG3btsVms3HixInLzqNTlIMHD7Jx40Y+/fTTQs8vWrSIRx55hEWLFnHnnXcWOJ+enl4gkWOxWDBNU5NEioiIe5gVDTuTIelEiav4NSiQhCZhTl/XMhCmtalS4tcVEREpimnkbu6kot3P/v376d+/f4Hj/fr149VXX3W6Ps3iV4TAwEDGjh3L6NGjmT9/PklJSezYsYNZs2Yxf/58AJo0acLWrVtZu3Yt+/btY/z48WzZsiVfPWFhYezcuZO9e/dy8uRJrFYrTZo0oUGDBkyYMIF9+/axatUqpk2bVmRMTZs25cEHH2TgwIEsW7aMgwcPsmXLFqZMmcLq1auLfW9z584lJCSEXr16FTi3aNEiBg4cyLRp0+jUqRPHjx/n+PHjpKSkOMr06dOH2bNns3jxYg4ePMj69esZP348d999d4EeRiIiIhWSrxd8PQFevAdqVQUPI7c3jsUDPIv3GHWsaqDTL1sP2NmzmtPXiYiISMUSEhJS6KJMCQkJhISEOF2fevIUw2uvvUbt2rWJiYnhwIEDBAcH065dO1544QUARowYQWJiIv3798cwDAYMGMDIkSP5/PPPHXUMHTqU+Ph42rdvz7lz59i4cSPdunVj0aJFPPbYY7Ru3ZoOHTowadIk7rvvviJjmjdvHpMmTeKZZ57h6NGj1KhRg8jISHr37l2se7Lb7cTFxREdHV1oQubtt98mJyeHxx9/nMcff9xxfNCgQcTFxQHw0ksvYRgGL730EkePHqVWrVr06dOHf/zjH8WKQUREpELwtMAzvXO3omRZIa836y+n4dBxjsz6JvdYcVf7ME329/QrebwiIiJSYYwaNYqRI0fy448/0qVLFwzD4KuvvuK///0vr732mtP1GabG1Ug5Sk1NJSgoiJSUFE28XAasViurV6+md+/eGlPsRtSu7ktt6x7WHDlHr4TsC0mezDQY2AAA3wUHyfQNyn+BaWL2q17GUUpp0GfWfalt3ZczbetOf7vk3cs/73kLXy/3+mIh05rB31eMqFDt9N577/H666+zb98+ACIiInj22Wcvu0DSpagnj4iIiIgLNQzwArLLOwwREZECTAxMKtgkNkWoiPfz8MMP8/DDDzvmtjWK2/u3EJqTxw316tWLgICAQrfJkyeXd3giIiKVSkRVrwtDuIrjCh7sREREpOIyDOOKEjygnjxuKTY2loyMjELPVa+u7t8iIiJlydPDw6nEjR7OREREKo9GjRpddnXqgwcPOlWfniPcUGhoaHmHICIiIhdzIskzpaUez0RERCqLp59+Ot9+Wloa27Zt4//+7/8YO3as0/XpKUJERETkKjKkkX95hyAiIiJlZNSoUYUenz59Ort27XK6Ps3JIyIiInIVCfK2lHcIIiJSSZiGe27uoG/fvixfvtzp65TkERERERERERG5yvzlL3/BarU6dY2Ga4mIiIiIiIiIlIP58+df8ly3bt3w8vJyqj4leUREREREREREysHo0aPz7VutVtLT0/H09MTf359BgwY5VZ+SPCIiIiIiIiKVkImBiZtMYnNeRbufU6dOFTh26NAhRowYwZNPPul0fZqTR0RERMTFqhbziauOt2vjEBERkatfWFgYU6dO5ZlnnnH6WiV5RERERFzsX22Kl71Z2FHLp4uIiAikpqbyyy+/OH2dhmuJiIiIuNjD4f4M2Z592TKewK3qyiMiIlKpTJw4Md++aZr89ttvLF26lDvvvNPp+pTkEREREXExLw+D92/056Hv0i9Z5tOuVTCMijWPgIiIVGymkbu5k4p2PytWrMi3b7VaOXToEF26dCEuLs7p+pTkERERESkDDzb0wcvD4Mmv0zhx0fFr/Azebl+FnnWdWyJVREREKr7t27cXOJaRkcEjjzzCRx995PTqWpqTR0RERKSM9Gvgzf7ewY79z7oEcOjOICV4RERExMHPz49XXnmFCRMmOH2tkjwiIiIiZchy0ZCs9tU9NURLRERECjhw4AApKSlOX6fhWiIiIiIiIiIi5WDw4MH59vMmXt64cSPDhg1zuj4leUREREREREQqodyJl92rR2lFm3j5z711PDw8CA8P55FHHuHee+91uj4leUREREREREREysGyZctKtT7NySMiIiIiIiIiUk5OnjzJ9u3bSU9Pv+K6lOQRERERKQOmafLB4Sx6bkp1HLObZjlGJCIiIuXtww8/pEGDBnTo0IGwsDB27NgBQFxcHAsXLnS6PiV5RERERFxs2ykrPh+f4cHv0vnypM1xvMHKFDYct5ZjZCIiUpmZbrpVJC+88AKjRo0iOTmZnj17MnHiRABCQkKYMWOG0/UpySMiIiLiQr9l2Gj/f+ewFvLUaQdu23yOfWdzyjwuERERKX/Hjh1jxIgRhIaGMnz4cBITEwFo1qwZe/fudbo+JXlEREREXOi2L84WWebmDUWXEREREffTrl07du3aBUCtWrU4deoUACdOnKBKlSpO16fVtURERERc6MezRXcc/y27DAIRERGRq864ceN45plnSE1NpU6dOtjtdrZs2cLo0aO59dZbna5PSR4RERERERGRSsg0DEzDKO8wSlVFu5+7774bgEGDBjmOderUiV69epVoTh4leURERESuAofP5dAwQI9mIiIilUnealp5vL29ueaaa/D39y9RfXqSEBEREXERZ5ZI33FGSR4REZHKplWrVqVan54kRERERFzkVJat6ELnHU2zAr6uC0ZERESuOl988UWxy0ZFRRVZRkkeERERERfZf7b4SZ6957SMuoiISGVz6623YpomRhFzCZmmid1uL7I+JXlEREREXCTVWvTDWJ59qS4MREREpBDm+c2dVLT7OX36dKnWpySPiIiIiIt8f6b4vXPOFb/Tj4iIiLiJqlWrlmp9SvKIiIiIuMg3p4qf5EnTaC0REZFKZ/78+Zc9P2jQILKysli8eHG+ZdYvRUkeERERERf5+o/ilz2Y5ro4RERE5Oo0evToS54zTZNBgwZx9uxZRo8erSSPiIiISHk6lV38sufsGq8lIiJlyzQMzCIm/K1oKtr9nDp1qsgyNWvWLFY5AI8rDUhERERECmctTiHTBNPEL0fjtURERCqbw4cPk5mZWWr1KckjIiIi4iJ+aemEnTyFcbklTw2D7j/sZe3kN8FarLSQiIiIuIlGjRrRtm1bfv7553zH//jjD8LDw52uT0keERERERe546efGb9qA6ZH4Y9cHjY7gRmZ/POTNUQe/Q2zzhNQbyR883Oh5UVERMT91K9fn06dOhEfH+84ZrPZOHz4sNN1KclTCNM0GTZsGNWrV8cwDBITE8s7JBEREakAEs/k0OX/UjA+Oo2x5BTdf0rioW+2MyL+awA8bfnn3alizWHtzHdZ2fJaDMAAyLRB79eh+vDcLeRxeCIOjhRvLL6IiEhx5c3J425bRfPee+/x9NNP07NnT+bMmXNFdSnJU4g1a9YQFxfHypUrOXbsGC1atLjiOqOjo+nbt++VB1cKMjMziY6OpmXLlnh6el4yrlmzZtG8eXP8/Pxo1qwZCxYsyHf+xx9/5G9/+xthYWEYhsGMGTNcH7yIiMhV6t2DWbRdf5aEUxeGZgVlZOJhmry5aAWf/3suvX7YS+jpFMf5TW+8ReTBX3jp83isl+jtQ1YOfPA1tBoHy7e6+jZERESkjBmGwUsvvcSHH37I2LFjeeqpp7DZbBglSFhpda1CJCUlERISQufOncs7lALyGtrjUg+CxazDz8+PUaNG8fHHHxdaZvbs2YwbN4533nmHDh068N133zF06FCqVatGnz59AEhPT6dRo0bcd999l132TURExN0dTbcxdGt67o5pgmGAYbCvTk0gt4dOzx/30fPHfaSZVgLOX1c35Rxg4AEYdjvm+bKX9Og70CwErgt11a2IiIhIGTJN0/HzPffcQ0JCAnfffTdbtmzJd6641JPnT6Kjo3nyySdJTk7GMAzCwsIwTZOpU6fSqFEj/Pz8aN26NUuXLnVcY7PZGDJkCOHh4Y5eLzNnznScnzBhAvPnz2fFihUYhoFhGMTHxxMfH49hGJw5c8ZRNjExEcMwOHToEABxcXEEBwezcuVKrrvuOnx8fDh8+DDZ2dk899xzhIaGUqVKFTp27Jhv/N7lVKlShdmzZzN06FDq1q1baJn33nuP4cOH079/fxo1asT999/PkCFDmDJliqNMhw4deP3117n//vvx8fEp/pssIiLiZsb/mInjMeyib93mdulw+aTNRQzALKqwCbyz0en4RERE5Or05946LVq0YOvWrfj4+KgnT2mYOXMmjRs3Zs6cOWzZsgWLxcJLL73EsmXLmD17NhEREWzatImHHnqIWrVqERUVhd1up379+ixZsoSaNWuSkJDAsGHDCAkJoV+/fowdO5Y9e/aQmprKvHnzAKhevToJCQnFiik9PZ2YmBhiY2OpUaMGtWvXZvDgwRw6dIjFixdTr149li9fTs+ePdm1axcRERFX/D5kZWXh6+ub75ifnx/fffcdVqsVLy+vEteblZXl2E9NTQXAarVi1YoiLpf3Huu9di9qV/eltq04vvotAz8Kftt2snoAL97Xk9c+XY/NAIsJVvuFclZfS4FhWrY/V/Jn8T9qFa6rlD6z7ktt676caVu1v7iCzVbwN3/16tXZuLFkX+ooyfMnQUFBBAYGYrFYqFu3LmlpaUyfPp0NGzYQGRkJ5C5x9uWXX/L2228TFRWFl5cXEydOdNQRHh5OQkICS5YsoV+/fgQEBODn50dWVtYle85cjtVq5c0336R169ZA7nCyRYsWceTIEerVqwfA2LFjWbNmDfPmzWPy5MlX/D7ccccdxMbG0rdvX9q1a8e2bduYO3cuVquVkydPEhISUqJ6Y2Ji8r1XedatW4e/v/+Vhi3FtH79+vIOQVxA7eq+1LZXv6kA3pc42ctgda8ejt3MzEy4/x0ANkzpVuBLlWJZvdr5a6TM6DPrvtS27qs4bZuenl4GkZQt8/zmTiri/WRkZLBw4UK2b9+Oh4cH7dq1Y8CAAfj5+Tldl5I8Rdi9ezeZmZl079493/Hs7Gzatm3r2H/rrbeIjY3l8OHDZGRkkJ2dTZs2bUolBm9vb1q1auXY3759O6Zp0rRp03zlsrKyqFGjRqm85vjx4zl+/DidOnXCNE3q1KlDdHQ0U6dOxWKxlLjecePGMWbMGMd+amoqDRo0oEePHlStWrU0QpfLsFqtrF+/nu7du5e4N5ZcfdSu7kttW3E8vj2d95OzL1tm8serqZKdw98SvnUcu/X5eIKz8/fkKXJenl6t4K1HSh6suIw+s+5Lbeu+nGnbvFEIIqXpxIkT3HzzzZw8eZKIiAi2bt1KREQEU6ZMYePGjY6OHcWlJE8R7PbcFTJWrVpFaGj+SQ7z5qFZsmQJo0ePZtq0aURGRhIYGMjrr7/Ot99+W6C+i+VNnnzxZEqFdQH08/PLNxbPbrdjsVjYtm1bgYRLQEDAny8vET8/P+bOncvbb7/Nb7/9RkhICHPmzCEwMJCaNWuWuF4fH59C5+/x8vLSL8wypPfbPald3Zfa9ur3YosA3kk+//CfN/HynxwOqsa0j1aRbuY4jnll2vDKvrAal80w8DDNyyd5HrkF9P/hqqbPrPtS27qv4rSt2l5c4fnnnyc0NJStW7fy+++/06pVK3bv3s2wYcMYPXo0H374oVP1lTjJ89577/HWW29x8OBBvv76axo2bMiMGTMIDw/nnnvuKWm1V528yY6Tk5OJiooqtMzmzZvp3LkzI0eOdBxLSkrKV8bb27vAWLtatWoBcOzYMapVqwbkTrxclLZt22Kz2Thx4gQ33XSTM7fjNC8vL+rXrw/A4sWLueuuu65oZS8RERF31LCKhXdu8GfotvTcBE8hiZ45N3Vk0NfbaHTkl0LrsAMnA/ypfTbt0i80rg90aXrp8yIiIlKhrF69mo8//piAgABOnDjhOP7000/TtWtXp+sr0V/rs2fPZsyYMfTu3ZszZ844khfBwcHMmDGjJFVetQIDAxk7diyjR49m/vz5JCUlsWPHDmbNmsX8+fMBaNKkCVu3bmXt2rXs27eP8ePHs2XLlnz1hIWFsXPnTvbu3cvJkyexWq00adKEBg0aMGHCBPbt28eqVauYNm1akTE1bdqUBx98kIEDB7Js2TIOHjzIli1bmDJlCquLOUZ/9+7dJCYmcurUKVJSUkhMTMyXYNq3bx/vv/8++/fv57vvvuP+++/nhx9+yDffT3Z2tuO67Oxsjh49SmJiIj///HOxYhAREXEnjzbyYfvtgdwQ7HEh0XORdB9vuj0znEXt2xS4NtPTwoJObfHNyi68F891IfDxU/DsXS6JXUREKifTMNxyq0jOnj3r6FhxMYvFUqIOFiXqyfOf//yHd955h759+/LPf/7Tcbx9+/aMHTu2JFVe1V577TVq165NTEwMBw4cIDg4mHbt2vHCCy8AMGLECBITE+nfvz+GYTBgwABGjhzJ559/7qhj6NChxMfH0759e86dO8fGjRvp1q0bixYt4rHHHqN169Z06NCBSZMmcd999xUZ07x585g0aRLPPPMMR48epUaNGkRGRtK7d+9i3VPv3r05fPiwYz9vfqG8oWM2m41p06axd+9evLy8uOWWW0hISCAsLMxxza+//ppvXqI33niDN954g6ioqGIv5y4iIuJO2lbzZGv3IMe+8dHpfL16Uvz9GPHwX2H9UwAMHPQ3fqofzqGa1dgz/g2qZFshyA/+0Q8e6Fwu9yAiIiJlJzQ0lMOHD+f7Wzs7O5tJkyaVqCdPiZI8Bw8ezPfHfR4fHx/S0i7TxbiCePrpp3n66acd+4ZhMGrUKEaNGlVoeR8fH+bNm+dYHj1PTEyM4+datWqxbt26Atd26dKFnTt35jt28Rw90dHRREdHF7gub0WvwlaqKo5Dhw5d9nzz5s3ZsWPHZcuEhYXli1VEREScs75FMzJ9g/Cx5vBZs8Y8vXJoofP5iIiIiHu67bbbWL58uWN6mIyMDKpVq8Y111zDmjVrnK6vREme8PBwEhMTadiwYb7jn3/+Odddd11JqhQRERFxOzU84Y+copM24Sf/YMaDd/G0EjwiIiKVyhtvvOFYua1WrVrMmjWLxo0b061bNzw9nU/ZlCjJ8+yzz/L444+TmZmJaZp89913LFq0iJiYGGJjY0tSpZSiXr16sXnz5kLPvfDCC45hZiIiIuJafsUZSm+a7Ktdi/oWW9FlRURESpF5fnMnFe1+AgICHKtkm6bJgAEDqFq1aonrK1GSZ/DgweTk5PDcc8+Rnp7OAw88QGhoKDNnzuT+++8vcTBSOmJjY8nIyCj0XPXq1cs4GhERkcrLozgdcwwDu8XAMLNdHo+IiIhcXfLmw505cybHjh0DICQkhKeeeoqxY8c6Pfmy00menJwcFi5cSJ8+fRg6dCgnT57EbrdTu3ZtZ6sSFwkNDS3vEERERASo7Q3JWcUrm62hWiIiIpXOs88+y4IFC/j73/9Op06dAPjmm2+YPHkyx48fZ/r06U7V53SSx9PTk8cee4w9e/YAULNmTWerEBEREakUourA1rPFK5vl4ePaYEREROSqk7eIU9++fR3HunbtSpMmTRg8eLDTSR7nF10HOnbsWOTKSyIiIiKVXY86vsUuW7/4RUVERMRNeHh40Lx58wLHmzdvXnYTL48cOZJnnnmGI0eOcMMNN1ClSpV851u1alWSakVERETcyi11vMHMKNay6HXUkUdERMqYiYHpZsOFTSrW/TzyyCNMnz6dN998E4vFAuTO0/PGG2/wyCOPOF1fiZI8/fv3B2DUqFGOY4ZhYJomhmFgs2l1CBERERHDKH6n6RA/FwYiIiIiV6WTJ0+ybNky1qxZww033ADA1q1bSUlJ4S9/+QuDBw92lJ03b16R9ZUoyXPw4MGSXCYiIiIil9Cqund5hyAiIiJlLCUlhdtuuy3fsfbt2wOQmprqdH0lSvI0bNiwJJeJiIiIVCqeHgb+2dmk+xQxFss0ue8aJXlEREQqm2XLlpVqfSVK8ixYsOCy5wcOHFiiYERERETcTeTPh/m/65teuoBpUiflLNdUqV52QYmIiACmkbu5E3e7H2eVKMnz1FNP5du3Wq2kp6fj7e2Nv7+/kjwiIiIi51UN8MIzx0aOp+WSZWqmpZVhRCIiIuKuSrSE+unTp/Nt586dY+/evXTt2pVFixaVdowiIiIiFdZrQ1sxbNO3+GVmgWnmO+eVY6Pfd4nc3yOsfIITERERt1KinjyFiYiI4J///CcPPfQQP/30U2lVKyIiIlKhXR/kSd0nbuH2hdu59vgJdtWsyprz5zolHea3O9uzuLmW1hIREZErV2pJHgCLxcKvv/5amlWKiIiIVHjjr/dn49MdGft9BjuOpTiO33nv9YxqHYhhVPIJBEREpFyYGJi41+8gd7mfnJwcvvrqK6Kiopy6rkRJnk8//TTfvmmaHDt2jP/+97906dKlJFWKiIiIuLVbanuxrbsXaWkWAgblHhsU5qMEj4iISCWWkpJS6PETJ05wyy23kJqaSkBAQLHrK1GSp2/fvvn2DcOgVq1a3HrrrUybNq0kVYqIiIiIiIiIVCrVq1fH/NOcfXkMw6Bq1arUrl2bt956q0AupjAlSvLY7faSXCYiIiIiIiIiIudt3Lix0OOnT5/mL3/5Cxs3bmTdunU8++yzrkvyvPrqq4wdOxZ/f/98xzMyMnj99dd5+eWXS1KtiIiIiIiIiEilcfPNNxd6/MSJExiGQVRUFNdeey1Tp04tVn0lWkJ94sSJnDt3rsDx9PR0Jk6cWJIqRURERERERKQsGWC62eYm8y5TvXp1Ry+fgIAAnnzyyWJdV6Ikj2mahU4S+P3331O9evWSVCkiIiIiIiIiUuns2rWLhx56iOuuu44WLVowaNAg9uzZ4+jlU6VKFaZPn16supxK8lSrVo3q1atjGAZNmzalevXqji0oKIju3bvTr18/5+9IREREpBLKthU+0aKIiIhUDtu2bSMyMpLffvuNHj16kJSUhL+/P126dCEhIcHp+pyak2fGjBmYpskjjzzCxIkTCQoKcpzz9vYmLCyMyMhIp4MQERERqQw+TM5izNenHPthq89wQ6iFDzpVoYG/pRwjExERkfLw4osvEh0dzX//+18OHjzIu+++y+zZs7nuuusYN24cX3zxhVP1OZXkGTRoEADh4eF07twZLy8vp15MREREpLKauvMcz/+UDVkXjpkYfHkyhyarU/ipVxDhVZToERGRsmNiYLrLJDbnVbT7+frrr5kyZQpAvqXU77zzTp5//nmn6yvRnDxRUVGOBE9GRgapqan5NhERERG54Fy2jb//lJ278+d5DQ2DbDvctSGl7AMTERGRcmWaJlWqVClw/MSJE9SqVcvp+kqU5ElPT+eJJ56gdu3aBAQEUK1atXybiIiIiFzw4vrjmIZRMMGTxzDYnQG/Z9rLNjAREREpV40bN2b37t2OfdM0+fLLL3niiSfo27ev0/WVKMnz7LPPsmHDBt588018fHyIjY1l4sSJ1KtXjwULFpSkShERERG3teFYNphFTLJsGKw5ll02AYmIiMhVoX///vzvf/9z7GdmZtKtWzdat25NTEyM0/U5NSdPns8++4wFCxbQrVs3HnnkEW666SaaNGlCw4YNWbhwIQ8++GBJqhURERFxS4d9fC/di+ciO09ZIdy3DCISEREB08jd3ElFu5+///3vjp+vueYafvzxR8LDw/H29i5RfSXqyXPq1CnCw8MBqFq1KqdO5a4S0bVrVzZt2lSiQERERETc1dliPqgdz7K5OBIRERG52pw8eZLt27eTnZ1Ns2bNSpzggRImeRo1asShQ4cAuO6661iyZAmQ28MnODi4xMGIiIiIuKVi9OIB+L/fixjSJSIiIm7lww8/pEGDBnTo0IGwsDB27NgBQFxcHAsXLnS6vhIleQYPHsz3338PwLhx4xxz84wePZpnn322JFWKiIiIuK9iJnk0JY+IiEjl8sILLzBq1CiSk5Pp2bMnEydOBCAkJIQZM2Y4XV+J5uQZPXq04+dbbrmFn376ia1bt9K4cWNat25dkipFREREREREpAyZhpG7+qMbqWj3c+zYMUaMGEFoaCjDhw93zHHcrFkz9u7d63R9JUryXCwzM5NrrrmGa6655kqrEhERERERERGpNNq1a8euXbsIDw+nVq1ajjmPT5w4QZUqVZyur0TDtWw2G6+99hqhoaEEBARw4MABAMaPH8+7775bkipFRERERERERCqVcePG8dxzz/H+++9z+PBh7HY7W7ZsYfTo0dx6661O11eiJM8//vEP4uLimDp1ar5Zn1u2bElsbGxJqhQRERFxX2YxJ1S22bAXt6yIiIhUeHfffTf79+9n0KBB9OzZk4yMDDp16kS1atXKbk6eBQsWMGfOHG677TZGjBjhON6qVSt++umnklQpIiIi4paSRi2CrnfkJnqKmifAYuGZBXv416DryiY4ERERKVd5q2nl8fb25pprrsHf379E9ZUoyXP06FGaNGlS4LjdbsdqtZYoEBERERG3k53DW+m+BGRmcc7Pt1iXLMwJ4F8uDktERATAPL+5k4p2P61atSr0uN1u55dffqFhw4ZO1VeiJM/111/P5s2bC7zYRx99RNu2bUtSpYiIiIjb+f1faznj60tIyln2FzPJ83tgANacHLw8r3h9DBEREakAfv31Vw4fPkx2drbj2KlTp/jb3/7Ghg0bMAyDqKioYtVVoqeHV155hYcffpijR49it9tZtmwZe/fuZcGCBaxcubIkVYqIiIi4l6/3cXjhd7z++ynG9OtDip8vNdLS+c3Hg1NFXPrDb+m0Da1aJmGKiIhI+fnHP/7BK6+8glnInHyGYXDbbbdhmiZ2u71Y9TmV5Dlw4ADh4eH06dOHDz/8kMmTJ2MYBi+//DLt2rXjs88+o3v37s5UeVUyTZPhw4ezdOlSTp8+zY4dO2jTpk15hyUiIiJXo4xsWLYFFn8N+47DmTSw2jGBGwADmP7RSmLfX4aHaXLWtHLZ9I1hMOLbDL79q5I8IiIi7m7WrFnMnTuXPn36YLFYHMd///13IiIiOH36NEZRc/pdxKnVtSIiIvj9998BuOOOO6hbty4///wz6enpfPnll/To0cOZ6q5aa9asIS4ujpUrV3Ls2DFatGhxxXVGR0fTt2/fKw+ulJimyRtvvEHTpk3x8fGhQYMGTJ48OV+ZWbNm0bx5c/z8/GjWrBkLFizIdz4uLg7DMApsmZmZZXkrIiIi5efIKej6Kjy5AL7aD7+fBWvuN23G+Q0gKDMLj/Pf0F388NUu+ddCq/3O6kmfj4+6Lm4RERHANAy33CqSEydO0Lt3b6pVq0bVqlUdW2BgIIZhEBQURNWqxf/ix6mePH/uPvT5558TExPjTBUVQlJSEiEhIXTu3Lm8QynAZrNhGAYeHk7l5wp46qmnWLduHW+88QYtW7YkJSWFkydPOs7Pnj2bcePG8c4779ChQwe+++47hg4dSrVq1ejTp4+jXNWqVdm7d2++un19izfngIiISIVmmvDgm3D4ZJFFL/W4Of3Dz+j00rWOVbcM08x9ODUMVlp9mL0njceaVynFoEVERORqMnDgQPz8/Aoc9/PzY9CgQU7Xd0WZgsLGjFV00dHRPPnkkyQnJ2MYBmFhYZimydSpU2nUqBF+fn60bt2apUuXOq6x2WwMGTKE8PBwR6+XmTNnOs5PmDCB+fPns2LFCkdvl/j4eOLj4zEMgzNnzjjKJiYmYhgGhw4dAnJ7ywQHB7Ny5Uquu+46fHx8HBMyPffcc4SGhlKlShU6duxIfHx8se5xz549zJ49mxUrVnD33XcTHh5OmzZtuP322x1l3nvvPYYPH07//v1p1KgR999/P0OGDGHKlCn56jIMg7p16+bbREREKoWE/bDrF7CX/Hmo2Yk/uPHQL/mOBaVnAGABXtlx9koiFBERkavc3LlzqVKl4Bc6gYGBzJ071+n6nOrJk5eg+PMxdzJz5kwaN27MnDlz2LJlCxaLhZdeeolly5Yxe/ZsIiIi2LRpEw899BC1atUiKioKu91O/fr1WbJkCTVr1iQhIYFhw4YREhJCv379GDt2LHv27CE1NZV58+YBUL16dRISEooVU3p6OjExMcTGxlKjRg1q167N4MGDOXToEIsXL6ZevXosX76cnj17smvXLiIiIi5b32effUajRo1YuXIlPXv2xDRNbr/9dqZOnUr16tUByMrKKtAjx8/Pj++++w6r1YqXlxcA586do2HDhthsNtq0acNrr7122RXWsrKyyMrKcuynpqYCYLVasVqtxXo/pOTy3mO91+5F7eq+1LZXuU27IcALcpxL8lgvSgpZfS1cd/J3doXXA9PEP9vKY19+w7QeN4MFznl4kJ2d7XbPW+5Kn1n3pbZ1X860rdpfXOHs2bPExMSwYcMGfv/99wITLB88eNCp+pwerhUdHY2Pjw8AmZmZjBgxokDWadmyZU4FcTUJCgoiMDAQi8VC3bp1SUtLY/r06WzYsIHIyEgAGjVqxJdffsnbb79NVFQUXl5eTJw40VFHeHg4CQkJLFmyhH79+hEQEICfnx9ZWVkl6ulitVp58803ad26NZA7nGzRokUcOXKEevXqATB27FjWrFnDvHnzCsyt82cHDhzg8OHDfPTRRyxYsACbzcbo0aO599572bBhA5A751JsbCx9+/alXbt2bNu2jblz52K1Wjl58iQhISFce+21xMXF0bJlS1JTU5k5cyZdunTh+++/v2SiKSYmJt97lWfdunX4+/s7/d5Iyaxfv768QxAXULu6L7XtVeo6A/7j/IITmZmZcP87AGyY0o2+vmn05fwXPz7AXZ4s4sIXQZ9/XhrBSlnSZ9Z9qW3dV3HaNj09vQwiKVvm+c2dVLT7GTZsGJs2beLhhx8mJCTkir/YcSrJ8+fxYA899NAVvXhFsHv3bjIzMwusGpadnZ2vx8pbb71FbGwshw8fJiMjg+zs7FJbkcvb25tWrVo59rdv345pmjRt2jRfuaysLGrUqFFkfXa7naysLBYsWOCo49133+WGG25g7969NGvWjPHjx3P8+HE6deqEaZrUqVOH6Ohopk6d6pjxu1OnTnTq1MlRb5cuXWjXrh3/+c9/+Pe//13oa48bN44xY8Y49lNTU2nQoAE9evRwajIpKRmr1cr69evp3r27ozeWVHxqV/eltr3KrdsFQ991+rI0+4VvgjuO/4obXnmeDC8v6qae46eXp/FF03DueXwQ2O3422wcu69WaUYtLqTPrPtS27ovZ9o2bxSCSGlas2YNn332GV27di2V+pxK8uQNNapM8rpKrVq1itDQ0Hzn8no0LVmyhNGjRzNt2jQiIyMJDAzk9ddf59tvv71s3XmTJ188t1FhXQD9/PzyZfPsdjsWi4Vt27blW2INICAgoMh7CgkJwdPTM1+SqHnz5gAkJyfTrFkz/Pz8mDt3Lm+//Ta//fYbISEhzJkzh8DAQGrWrHnJ++nQoQP79++/5Gv7+Pg43reLeXl56RdmGdL77Z7Uru5LbXuVuqM11AiEX8/kTsJcTF5mjuPnWV0jOeXtj4fdziPxW7Bk2VjfpAkZeBJy+jTDO9dS21dA+sy6L7Wt+ypO26rtxRWCgoIIDg4utfqcSvJURnmTHScnJxMVFVVomc2bN9O5c2dGjhzpOJaUlJSvjLe3NzabLd+xWrVyv5k7duwY1apVA3InXi5K27ZtsdlsnDhxgptuusmZ2wFye9zk5OSQlJRE48aNAdi3bx8ADRs2zFfWy8uL+vXrA7B48WLuuuuuS67sZZomiYmJtGzZ0umYREREKhxPC7w/Eu6ZDqkZly2a42FgmGDzMLDZLnxx899unfC02bjm1BlGfPE16d5ezO18A4bdjp+vJ6+0CnT1XYiIiEg5eu2113j55ZeJi4srldEtSvIUITAwkLFjxzJ69Gjsdjtdu3YlNTWVhIQEAgICGDRoEE2aNGHBggWsXbuW8PBw3nvvPbZs2UJ4eLijnrCwMNauXcvevXupUaMGQUFBNGnShAYNGjBhwgQmTZrE/v37mTZtWpExNW3alAcffJCBAwcybdo02rZty8mTJ9mwYQMtW7akd+/el73+9ttvp127djzyyCPMmDEDu93O448/Tvfu3R29e/bt28d3331Hx44dOX36NNOnT+eHH35g/vz5jnomTpxIp06diIiIIDU1lX//+98kJiYya9asEr7bIiIiFUzra+CrV2DOBliwGVIKJntM4K7HB9H0xB+Enk7liJ8nxOWulmGYJr1+2MvshcvxzbHR+4lo/gioQqdzJ/n6kaYF6hIRERH38q9//YukpCRCQkIIDw8v0GNsx44dTtWnJE8xvPbaa9SuXZuYmBgOHDhAcHAw7dq144UXXgBgxIgRJCYm0r9/fwzDYMCAAYwcOZLPL5opcejQocTHx9O+fXvOnTvHxo0b6datG4sWLeKxxx6jdevWdOjQgUmTJnHfffcVGdO8efOYNGkSzzzzDEePHqVGjRpERkYWmeCB3GFVn332GU8++SQ333wzVapUoVevXvkSTDabjWnTprF37168vLy45ZZbSEhIICwszFHmzJkzDBs2jOPHjxMUFETbtm3ZtGkTN954oxPvroiISAUXWg0m/i13g9yhW7t+gXGLMb/O7dlb/3Qq/7m1S+75zDSIy/0xbv4S6qfaeLNbJLFdO3CiaiCYJkt71Cn7+xARkUrHNAxMN1vBsaLdT9++fUu1PsM0nRhELlLKUlNTCQoKIiUlRRMvlwGr1crq1avp3bu3xhS7EbWr+1LbuoFrx8KJs/wSXJVr/jkODCM3yTOwAQC+Cw6S6RuUmxjKeyg1TWx9q+Lhre/iKhp9Zt2X2tZ9OdO27vS3S969jH7ofXy83WuV46zsdP71/kNu0U4lUfjkKiIiIiJy5T4dgwmEpJxl1IavALj2198cp5/ckEC9U2cuJHgAD9NUgkdERERKREkeN9SrVy8CAgIK3SZPnlze4YmIiFQeTetheHmw7roIZi5Zyc4J09n6zwtz1z235guSX5jCi6v+L7c3j2kSkFNwpU0RERFxTxaLBQ8Pj0tuztLXRG4oNjaWjIzCV/moXr16GUcjIiJSyX35CnPf2cs5Hx/u3b6Li39De5omFhMmfbqe3wMDmHPTjcTcGFRuoYqISOWiOXnK3/Lly/Ptp6WlsW3bNhYuXMiECROcrk9JHjcUGhpa3iGIiIhInoi6JDZIZfHcRZfsQm0CL6/8H7FdOzAywq8soxMREZFydPfddxc4NmDAAFq0aMEnn3zC8OHDnapPw7VEREREXOzWvUlY7Jde68IAQlPOcsPho2UXlIiIiFy1unXrxv/+9z+nr1OSR0RERMTFgjIysRej+3hgVlYZRCMiIiJXO4vFwrPPPktOTo5T1ynJIyIiIuJi++rUxGJeuicPgN0wOBZau4wiEhERyR0u7I5bRbNu3Tq6du2Kv78/AQEBREVFsXv3bl555RU8PZ2bZUdJHhEREREX29QknIM1qpFzid48Vg8PPm11LadqVC3jyERERKQ8rV+/nj59+tC8eXNeffVVTNOkd+/e9O/fn88++8zp+pTkEREREXGxs34+PPRIf6wWC9Y/LYdq9fDgZEAVRt1/DyE+5RSgiIiIlItXX32VF154gXfeeYe//vWveHh48Pzzz/Pf//6XiRMnOl2fkjwiIiIiLmbx9CShcUM6jnucz1pd6zie4WUhtmsH2o97nF+qB9O/oXc5RikiIiJlbceOHdx3330Fjt900038+OOPTtenJI+IiIiIiw1p5AWGwa7Qugx85H7H8WsnjmXkg3/h1+rBANxeR115REREKhMvLy88PAqmZn7++WdCQ0Odrk9JHhEREREX+1v988mbP83Jk+1lcfzsCVxb1YKIiEhZMQ3DLbeK5Nprr2Xnzp2OfZvNxsKFCxk2bBgDBw50uj4leURERERc7JbankQEXP6xa0QTHwI8K9aDqYiIiFyZRx99lF27djn2s7Ozee6554iOjuall15yuj7n1uISEREREad5GAYfdw4gauNZUrLAftE5A2hfzUJMS7/yCk9ERETKyZAhQxw/N2rUiHPnzuHr61vi+tSTR0RERKQMtAyy8H2PqjzR5MK8O00CPJje2o8vbglULx4RERG5ogQPqCePiIiISJlp4O/B5Jb+/Pv8/uZbqhIcfGUPcyIiIiVlnt/cibvdj7PUk0dERERERERExA0oySMiIiIiIiIi4gaU5BERERERERERuYrY7XbWrVvn9HWak0dERERERESkEjINA9Nwr4n/K/r9bNmyhYULF7JkyRJOnz5NRkaGU9erJ4+IiIiIiIiISDn5+eefmThxIs2aNaNz5878+OOP/OMf/+C3335zui715BERERERERERKQcdO3Zky5YttGvXjscee4z777+funXrlrg+9eQRERERKUsHLvpWbvHX5ReHiIiIlLutW7fSqlUrnn/+eUaMGHFFCR5QkkdERESkbKRlQovn4eZJF45NWA61RsAiJXtEREQqow0bNnDjjTcyfPhw6tSpQ3R0NOvWrcNut5eoPiV5RERERMrCdc/Dr2cKHreZ8HgcfP59WUckIiKVnGm451aRREVFMWfOHI4fP878+fM5e/Ys99xzD6GhoYwaNcrp+pTkEREREXG1WevhbObly4ycVzaxiIiIyFXH29ubvn378vHHH3P8+HEmTZrErl27nK5HSR4RERERV5u2uugyKRmQke36WEREROSqFhQUxJAhQ9i4caPT1yrJIyIiIuJi1jPp/BZYhX/06kb3p4Y4jh+sWS1/wSTnl0oVERGRiuv06dOMGTOGu+++m6lTpzrm4vn11185deqU0/UpySMiIiLiQqZp8nr3m2g86TlevrsHXze6xnGu67PDmdf5hguFxy8phwhFRKSyMjHccqtIhgwZwrJly6hTpw5vvPEGMTExACxevJgnnnjC6fqU5BERERFxoWeWJjG5z+1keHth9/AA48LDp90wGPLw3/gurH7ugS2HyidIERERKRf/93//x6JFi3jnnXeYOXMmS5bkfuHTvXt3Nm/e7HR9SvKIiIiIuNC/7NVI9zqf4Pkzw8Bimvzrtq65+5aK9e2jiIiIXBl/f3+Cg4MBaNGiBUePHgUgMDBQw7VERERErjqGgWlcOnmTY7Gw9vqmuTtWaxkFJSIiIleDYcOG8a9//QvTNKlSpQpZWVkArFq1isaNGztdn2dpBygiIiIif3KZJA9AjocHJmBY9GgmIiJlxzRyN3dS0e4nOTmZ5cuXs2nTJiIiIsjOzuauu+5i3bp1LFiwwOn69CQhIiIi4iKmaeb9cMlEj8Vmo8vPhzAAW4APlrILT0RERMpZSkoKt956q2P/L3/5C9dccw2vvPIKHTp0cLo+JXlEREREXCTbbl7YuUSix2axMPDrbQCkpedQtayCExERkXK3bNmyUq1Pc/KIiIiIuMjvmTYwDAzTvHQh0+StqMjcHzOzyygyERERcUfqySMiIiLiIuf+yADInXj5UvPyGAabmjViV706NPv1tzKMTkRERMrbrbfeemF4dxE2btxYZBkleURERERcxLB4gJmTP8Fjtxda9rNWzblOSR4RESlDJgYmFWym4iJUtPtp06ZNqdanJI+IiIiIi8QcsjoSPM1+/Y2A7Gz2Blfh3PnzIWdSyfA2SfPzxcM8/1ialgFV/MorZBERESlD06dPL9X6lOQphGmaDB8+nKVLl3L69Gl27NhR6tk1ERERqfgSTmbz3PcZbD9jJ+PPHXTs9twEj2Fg2O3srVcn93hmmqPIsaBAMn2DeGPJSu7ZuQcPIOOapzkaXJVMX1+CPeFURCjf3HYD9ttaMCDclyCvivUNpYiIiJQdTbxciDVr1hAXF8fKlSs5duwYLVq0uOI6o6Oj6du375UHV0rWrl1Lp06dCAwMpFatWvztb3/j4MGDjvPR0dEYhlFgu/766x1l4uLiCi2TmZlZHrckIiJSZtJyTCL/l0qXjWl8daqQBA+Ah0duksc0MT0u8ch1Pgk0tn8fDteohgn4mdDkdCrXHztB/V9O0HLDDoa9GMttfV6j87tJzD+U5cpbExERkTJ07NgxHnjgAerWrYvFYsHDwyPf5iz15ClEUlISISEhdO7cubxDKcBms2EYRokaO8+BAwe45557GDNmDAsXLiQlJYXRo0fz17/+lR07dgAwc+ZM/vnPfzquycnJoXXr1tx333356qpatSp79+7Nd8zX17fEsYmIiFQE/b4+yzenbcUrfKkJly9mmvzzjii67U1yfANn/Onfxr//weo33qF54Bhq+VSnd4iXk1GLiIjkZxq5mzupaPfzyCOP8MsvvzBhwgRCQkIwivPccBnqyfMn0dHRPPnkkyQnJ2MYBmFhYZimydSpU2nUqBF+fn60bt2apUuXOq6x2WwMGTKE8PBw/Pz8aNasGTNnznScnzBhAvPnz2fFihWO3i7x8fHEx8djGAZnzpxxlE1MTMQwDA4dOgTk9pYJDg5m5cqVXHfddfj4+HD48GGys7N57rnnCA0NpUqVKnTs2JH4+Phi3eP27dux2WxMmjSJxo0b065dO8aOHcv333+P1WoFICgoiLp16zq2rVu3cvr0aQYPHpyvLsMw8pWrW7duyd54ERGRCuKnVBurjxczwVNchsGGa5vgQW5Sp7DHOw/gmlNneGDL90z4MaN0X19ERETKxVdffcV7773HiBEjuOeee7j77rvzbc5ST54/mTlzJo0bN2bOnDls2bIFi8XCSy+9xLJly5g9ezYRERFs2rSJhx56iFq1ahEVFYXdbqd+/fosWbKEmjVrkpCQwLBhwwgJCaFfv36MHTuWPXv2kJqayrx58wCoXr06CQkJxYopPT2dmJgYYmNjqVGjBrVr12bw4MEcOnSIxYsXU69ePZYvX07Pnj3ZtWsXERERl62vffv2WCwW5s2bR3R0NOfOneO9996jR48eeHkV/q3gu+++y+23307Dhg3zHT937hwNGzbEZrPRpk0bXnvtNdq2bXvJ187KyiIr60I389TUVACsVqsjwSSuk/ce6712L2pX96W2vTp99ksWfuSU+HqTHPIGNvthw8irywJWX8/LrgliB/r+8CMfdGlL8tksQnz1fd3VRJ9Z96W2dV/OtK3aX1yhXr162Gyl9+WRYRZ3QfZKZMaMGcyYMYNDhw6RlpZGzZo12bBhA5GRkY4yjz76KOnp6XzwwQeF1vH444/z22+/OXr8REdHc+bMGT755BNHmfj4eG655RZOnz5NcHAwkNuTp23bthw8eJCwsDDi4uIYPHgwiYmJtG7dGsgdThYREcGRI0eoV6+eo77bb7+dG2+8kcmTJxd5j5s2beK+++7jjz/+wGazERkZyerVqx1xXOzYsWM0aNCADz74gH79+jmOf/PNN/z888+0bNmS1NRUZs6cyerVq/n+++8vmWiaMGECEydOLHD8gw8+wN/fv8i4RUREKrrMzEzuv/9+ABYvXqxhziIiFUR6ejoPPPAAKSkpVK1atbzDuSKpqakEBQUx/JEP8fF2r7/DsrLTeXtu/wrTTmvXruX11193dCq5UurJU4Tdu3eTmZlJ9+7d8x3Pzs7O12PlrbfeIjY2lsOHD5ORkUF2dnaprcjl7e1Nq1atHPvbt2/HNE2aNm2ar1xWVhY1atQosr7jx4/z6KOPMmjQIAYMGMDZs2d5+eWXuffee1m/fn2BMYB5Q8b+PHF0p06d6NSpk2O/S5cutGvXjv/85z/8+9//LvS1x40bx5gxYxz7qampNGjQgB49elSID2BFZ7VaWb9+Pd27d79kry2peNSu7ktte3VadjSbwVvSS3y9mX1hda3HstuT6ZH7++/NhZ/w4HeJmBQ+XAvAZhi827U94/vdyYHeQVTxrGATD7g5fWbdl9rWfTnTtnmjENyKYWBe4RwwV50Kdj8DBgwgPT2dZs2a4e/vX+D/4enTp52qT0meItjtuctlrFq1itDQ0HznfHx8AFiyZAmjR49m2rRpREZGEhgYyOuvv86333572brzJk++uDNVYV0A/fz88iVe7HY7FouFbdu2YbFY8pUNCAgo8p5mzZpF1apVmTp1quPY+++/T4MGDfj222/zJW5M02Tu3Lk8/PDDeHt7F3k/HTp0YP/+/Zcs4+Pj43jfLubl5aVfmGVI77d7Uru6L7Xt1aVvA08e2ZZNemErahXLhcevDCxk4slDX29j4OZteBTRwdoLiI3syH1h/gT7Xf73spQffWbdl9rWfRWnbdX24gozZswo1fqU5ClC3mTHycnJREVFFVpm8+bNdO7cmZEjRzqOJSUl5Svj7e1dYJxdrVq1gNzhUNWqVQNyh2sVpW3btthsNk6cOMFNN93kzO0Aud0M/5wcytvPS2rl+eKLL/j5558ZMmRIkfWapkliYiItW7Z0OiYREZGKwsdisLRzFXp/mVZ04cJclMiJOP47z2xYwwNbvscEJvXqRptfjnHnD3vz9ebJ690zsc/tpDStx2vX+13BHYiIiMjVYuDAgaVan5I8RQgMDGTs2LGMHj0au91O165dSU1NJSEhgYCAAAYNGkSTJk1YsGABa9euJTw8nPfee48tW7YQHh7uqCcsLIy1a9eyd+9eatSoQVBQEE2aNKFBgwZMmDCBSZMmsX//fqZNm1ZkTE2bNuXBBx9k4MCBTJs2jbZt23Ly5Ek2bNhAy5Yt6d2792Wvv/POO/nXv/7Fq6++6hiu9cILL9CwYcMCkya/++67dOzYkRYtWhSoZ+LEiXTq1ImIiAhSU1P597//TWJiIrNmzSrmuysiIlIx9Qrx5utbDe5NSONo5iV63+Qlc/7cbfyi/d4/7CXVz5eX7unBog6tOBYcxKf/jSswXOvnWjV49S89COx3I99e70stH024LCIi4i4yMjJYuHAh27dvx8PDg3bt2jFgwAD8/Jz/UkdJnmJ47bXXqF27NjExMRw4cIDg4GDatWvHCy+8AMCIESNITEykf//+GIbBgAEDGDlyJJ9//rmjjqFDhxIfH0/79u05d+4cGzdupFu3bixatIjHHnuM1q1b06FDByZNmsR9991XZEzz5s1j0qRJPPPMMxw9epQaNWoQGRlZZIIH4NZbb+WDDz5g6tSpTJ06FX9/fyIjI1mzZk2+/0QpKSl8/PHH+ZaDv9iZM2cYNmwYx48fJygoiLZt27Jp0yZuvPHGImMQERGp6DrV8OJIn2BSsu18/UcOBibHM+1YTTAMg+V7UlmV6gEWS27C53xyp9Uvv7LzfB17QmrzRq922CwW/rL9B158ayGhp05D07rw9B3QuiF/VK+KZ4A/c3w98LNUrHkGRERE5PJOnDjBzTffzMmTJ4mIiGDr1q1EREQwZcoUNm7cmG+xpeLQ6lpSrvJmda8oM59XdFarldWrV9O7d2+NKXYjalf3pbat+N7df5ZHE3PANKmels5Hby+k4969BJyZB8DpOkM55x/E83/txcK5H2IDLKfeLt+gpcT0mXVfalv35UzbutPfLnn3MmzIErzdbHWt7Ox05rzbr8K00+DBg0lOTmbFihX8/vvvtGrVirNnzzJs2DBSUlL48MMPnapPPXlEREREXKRldV/gHH5Z2ayb8S6tjh4n+09l6qacJS7uIwA0CEtERKRyWb16NR9//DEBAQGcOHHCcfzpp5+ma9euTtenZwk31KtXLwICAgrdJk+eXN7hiYiIVBoh5xeUfPr/vuSGX37Fy15wSS5P08Tz/HENxhIREalczp49S/369Qsct1gsjhW5naGePG4oNjaWjIyMQs9Vr169jKMRERGpvKqdnyD5+mMnyDEMPC8xSl7JHRERkcopNDSUw4cPExYW5jiWnZ3NpEmTStSTR0keNxQaGlreIYiIiAjg7+kBpklwRuYlEzz5eFtcH5SIiMh5pmFg/nkVyAquot3PbbfdxvLly4mKigJyV9qqVq0a11xzDWvWrHG6PiV5RERERFzE4/yD5v7aNbF67C90uBaAndzePEaAT9kFJyIiIuXujTfeIDU1FYBatWoxa9YsGjduTLdu3fD0dD5loySPiIiIiAsZpkls1w48veGryxQyyPbwwKfu1b8KiIiIiJSevPlzAQIDAxk+fPgV1aeJl0VERERcyAR+rFeHf96R2w37z315cgyDrdeE4mWzQXCVMo9PRERE3IeSPCIiIiIu5OHhAYbBuL/0ZNiDfyG5erDj3DkfL/59a2f+260THoC9qn+5xSkiIpWP6aZbZaYkj4iIiIgLTb7em9bJv4Jh8M7NHWnx8tOOc63GP8VLfe/glVUbADh13TXlFKWIiIi4AyV5RERERFzo2eb+fDllFn23/4BhmuBx4fGrztlzfPPPN2l88hQA9lqak0dERERKThMvi4iIiLiQh2GQ5enJ8rff53jVAFY0C2PE+XMJU96iWnbuClwmENDjunKLU0RERCo+9eQRERERcbG9XVtgAnVTz/HQdzscx43z/5rA0aoB+IfXLo/wRERExE2oJ4+IiIiIi10/cwAZrRPxy7EVet4Adj16B/XLNiwREankTMPANIyiC1Yg7nY/zlJPHhEREREXCwoJZOebI0jz9s636kfeKiDv33sbd7zYvZyiExEREXehJI+IiIhIGeh0byuOfv0an957i+PYys5tWP3R33ng7fvwqOTfPIqIiMiVU5JHREREpIw0Cw/mnhl/dez3mfsAd94WrgSPiIiIlArNySMiIiIiIiJSCZmG+81hY7rX7ThNPXlERERERERERNyAkjwiIiIiIiIiIm5ASR4RERERERERETegOXlEREREREREKiHz/OZO3O1+nKWePCIiIiIiIiIibkBJHhEREZGy8OVeuOElaPDkhWNTPgO7vfxiEhEREbeiJI+IiIiIq72+Eu6eDgd/z9+PfN5muP55sNnKLTQRERGBN998k/DwcHx9fbnhhhvYvHlzsa776quv8PT0pE2bNq4NsJiU5BERERFxpWNnIOazS5//LRXu+0+ZhSMiIiL5ffjhhzz99NO8+OKL7Nixg5tuuolevXqRnJx82etSUlIYOHAgt912WxlFWjQleURERERc6f5iJHDi97g+DhERkT8xDcMtN2dNnz6dIUOG8Oijj9K8eXNmzJhBgwYNmD179mWvGz58OA888ACRkZElbYJSpySPiIiIiCvtOlK8cnt/dW0cIiIilUhqamq+LSsrq9By2dnZbNu2jR49euQ73qNHDxISEi5Z/7x580hKSuKVV14p1bivlJI8IiIiIleDB2eVdwQiIiJuo0GDBgQFBTm2mJiYQsudPHkSm81GnTp18h2vU6cOx48fL/Sa/fv38/e//52FCxfi6elZ6rFfiasrGhERERF3ci6z+GUPnHRdHCIiIpXML7/8QtWqVR37Pj4+ly1v/GmYl2maBY4B2Gw2HnjgASZOnEjTpk1LJ9hSpCSPiIiIiKv8XPg3gCIiIlcDk/yLPrqDvPupWrVqviTPpdSsWROLxVKg186JEycK9O4BOHv2LFu3bmXHjh088cQTANjtdkzTxNPTk3Xr1nHrrbde8X2UlIZriYiIiLjKh9+UdwQiIiJyGd7e3txwww2sX78+3/H169fTuXPnAuWrVq3Krl27SExMdGwjRoygWbNmJCYm0rFjx7IKvVDqySMiIiLiKl/uLe8IREREpAhjxozh4Ycfpn379kRGRjJnzhySk5MZMWIEAOPGjePo0aMsWLAADw8PWrRoke/62rVr4+vrW+B4eVCSR0RERMRVjpwq7whERESkCP379+ePP/7g1Vdf5dixY7Ro0YLVq1fTsGFDAI4dO0ZycnI5R1k8SvKIiIiIuMpZJyZeFhERKWMmBmYhkwtXZCYlu5+RI0cycuTIQs/FxcVd9toJEyYwYcKEEr1uadOcPCIiIiKuYndJUREREZFCKckjIiIichVwt9VNREREpOwpySMiIiJyFfi5VnVOZ6s/j4iIiJSckjwiIiIiV4Epd3Tjre9TyjsMERERqcA08bKIiIhIOfm5VjWanMqkakYma69vysJ9VpqZx/nrjXXLOzQREakETCN3cyfudj/OqnRJHtM0GT58OEuXLuX06dPs2LGDNm3alHdYIiIiUk4Op9n46IiV09kmjQM86NfAmwDPUnhCnL4aEwqs8ZFYPwTO5P5803OPYfUKpN3hI/xaPRhMk3sP2DEPn3aU9wDq+RqMbOzN08388LNcYWyZVvhsOyz6Gn49DQ2qw7DboHuLK6tXREREyl2lG661Zs0a4uLiWLlyJceOHaNFiyt/oImOjqZv375XHlwpyMzMJDo6mpYtW+Lp6VloXMeOHeOBBx6gWbNmeHh48PTTTxcoExcXh2EYBbbMzAtLwcbExNChQwcCAwOpXbs2ffv2Ze/evS68OxERkdJjtZuM2JZG+OpUnt+Zwet7M3l0azp1Pz3D/ENZJa84Ixtr11dh0ooCCZ6vGjfk1tFD8x2zWTzYEt4gd8cwMC0WMC9Mw2wHjmSavPBjFgHLzjD34BUsy758KzQeA8PnQvwe2Hcc/m839P8PNB0LR0+VvG4REREpd5UuyZOUlERISAidO3embt26eHpePZ2ZbDYbdvuVTbhos9nw8/Nj1KhR3H777YWWycrKolatWrz44ou0bt36knVVrVqVY8eO5dt8fX0d57/44gsef/xxvvnmG9avX09OTg49evQgLS3tiu5BRESkLDyVmM6cA9mY5CZSrGbuCldpNojeks6nv2aXqN7swe/guftogeMmcP+jA8i2FPL4ZRiX3z/PDgzZmsHKksT2vx/g0Xcg4xLXnjwLnSdCdo7zdYuIiMhVoVIleaKjo3nyySdJTk7GMAzCwsIwTZOpU6fSqFEj/Pz8aN26NUuXLnVcY7PZGDJkCOHh4fj5+dGsWTNmzpzpOD9hwgTmz5/PihUrHL1d4uPjiY+PxzAMzpw54yibmJiIYRgcOnQIyO0tExwczMqVK7nuuuvw8fHh8OHDZGdn89xzzxEaGkqVKlXo2LEj8fHxxbrHKlWqMHv2bIYOHUrduoWP5w8LC2PmzJkMHDiQoKCgS9ZlGAZ169bNt11szZo1REdHc/3119O6dWvmzZtHcnIy27ZtK1asIiIi5eVIup23k7IvuWy5Abz0Qwam6eTC5skn8Vq3s0APHoA11zflSPVg8Ljyx6+nEzOcv+gfK4pep/1sJsxaX6KYRESk4jEx3HKrzK6ebixlYObMmTRu3Jg5c+awZcsWLBYLL730EsuWLWP27NlERESwadMmHnroIWrVqkVUVBR2u5369euzZMkSatasSUJCAsOGDSMkJIR+/foxduxY9uzZQ2pqKvPmzQOgevXqJCQkFCum9PR0YmJiiI2NpUaNGtSuXZvBgwdz6NAhFi9eTL169Vi+fDk9e/Zk165dREREuPItyufcuXM0bNgQm81GmzZteO2112jbtu0ly6ek5K4IUr169UuWycrKIivrQhf41NRUAKxWK1artZQil0vJe4/1XrsXtav7Utu6zvLkLPzI4XL9Z39Ogb1nsmgcYCl2vfa132P4ehb6ePl104a8/eFymhw+zG3nj9XIyuCUbxVnQgfg1zQ4mJpFfb9iJoyST8LeX8G3GI9+S76GJwrvDSyXp8+s+1Lbui9n2lbtLxVBpUryBAUFERgYiMVioW7duqSlpTF9+nQ2bNhAZGQkAI0aNeLLL7/k7bffJioqCi8vLyZOnOioIzw8nISEBJYsWUK/fv0ICAjAz8+PrKysS/acuRyr1cqbb77pGDaVlJTEokWLOHLkCPXq1QNg7NixrFmzhnnz5jF58uRSeCeKdu211xIXF0fLli1JTU1l5syZdOnShe+//77QRJNpmowZM4auXbtedp6jmJiYfO9nnnXr1uHv71+q9yCXtn69vqV1R2pX96W2LX3XAAu9iy63dxM4NdtcbWB2j0JP3QBADX7PrAL35x6bFrgTX2/fQssXZedG2OnMBZeIq1CrVzsbjlxEn1n3pbZ1X8Vp2/T09DKIROTKVKokz5/t3r2bzMxMunfvnu94dnZ2vh4rb731FrGxsRw+fJiMjAyys7NLbUUub29vWrVq5djfvn07pmnStGnTfOWysrKoUaNGqbxmcXTq1IlOnTo59rt06UK7du34z3/+w7///e8C5Z944gl27tzJl19+edl6x40bx5gxYxz7qampNGjQgB49elC1atXSuwEplNVqZf369XTv3h0vL6/yDkdKidrVfaltXefjI9k8svXyD+sWA/b1qkpN7+IPr8r5vx/xfOSdy5ZJs1/4Jrjb378gzT+Y1uNHYbMUv8eQARzqXZXg4sb2xzloPx7sxRh+1iIUVj1b7FjkAn1m3Zfa1n0507Z5oxBErmaVOsmTN8nxqlWrCA0NzXfOx8cHgCVLljB69GimTZtGZGQkgYGBvP7663z77beXrdvj/Hj7i8fyF9a9z8/PD+OiyRXtdjsWi4Vt27Zh+dPDXkBAgBN3V7o8PDzo0KED+/fvL3DuySef5NNPP2XTpk3Ur1//svX4+Pg43tuLeXl56RdmGdL77Z7Uru5LbVv6+l7jyWPfW0mxmoVOU+NpwJ31vAipUvB31uV4dW9Fmt3AP9t6yRkBvMwLExv7ZORQJ+UP7vtmJ/O6dCj269xc00ItZ2KrWw1uuR5WJRZddlQv0P+3K6LPrPtS27qv4rStO7a9aeRu7sTd7sdZlTrJkzfZcXJyMlFRUYWW2bx5M507d2bkyJGOY0lJSfnKeHt7Y7PZ8h2rVasWkLtcebVq1YDciZeL0rZtW2w2GydOnOCmm25y5nZcyjRNEhMTadmyZb5jTz75JMuXLyc+Pp7w8PByjFBERKT4fC0G77b3576v0zAg39w8ngZU8zZ4vbWf8xVbPPht9qOEDZkNUKypH03glc/+V+wkj5cBcR2cn8eHV++FzXsh9TKTNre5Bu669Px7IiIicnWrVKtr/VlgYCBjx45l9OjRzJ8/n6SkJHbs2MGsWbOYP38+AE2aNGHr1q2sXbuWffv2MX78eLZs2ZKvnrCwMHbu3MnevXs5efIkVquVJk2a0KBBAyZMmMC+fftYtWoV06ZNKzKmpk2b8uCDDzJw4ECWLVvGwYMH2bJlC1OmTGF1McfH7969m8TERE6dOkVKSgqJiYkFEkx5x86dO8fvv/9OYmIiu3fvdpyfOHEia9eu5cCBAyQmJjJkyBASExMZMWKEo8zjjz/O+++/zwcffEBgYCDHjx/n+PHjZGSUYMUPERGRMvbX+t6suzmAjjUu9Jz1NODe+l5suS2QsCrFHz51sUZ/acP34/txpGpgkYtZQW4iqOHpFBqfOAmmmbtdQgM/+OGOqoQ7MRm0Q3gt2PACRF1beBB3tYX/jXO+XhEREblqVOqePACvvfYatWvXJiYmhgMHDhAcHEy7du144YUXABgxYgSJiYn0798fwzAYMGAAI0eO5PPPP3fUMXToUOLj42nfvj3nzp1j48aNdOvWjUWLFvHYY4/RunVrOnTowKRJk7jvvvuKjGnevHlMmjSJZ555hqNHj1KjRg0iIyPp3bt3se6pd+/eHD582LGfN7/QxUPHLp5zaNu2bXzwwQc0bNjQsbz7mTNnGDZsGMePHycoKIi2bduyadMmbrzxRsd1s2fnfkvZrVu3AvFHR0cXK1YREZHydFsdL26r48WRdDtnrCahfgbVnJiD51Lajr6NnEDIeG4JxV1WoHPSYZJq1wS7HR/DwBMI8IJQf7ittjcjI3xLnHhyaFQblo+GE6mw9QDs+RXCauYmeHzcbxiCiIhIZWOY5mW+LhJxsdTUVIKCgkhJSdHEy2XAarWyevVqevfu7ZZjiisrtav7UttWcGmZ0OCpgodNKwFn5gFwus5QgrNzB3U9NLgfa65tzA8PhlLXX+1dEekz677Utu7LmbZ1p79d8u7lwceW4+1TgiHAV7HsrDQWzv6LW7RTSVTq4VoiIiIiLlOl+Euj24Fuu/dzbHADJXhERKTMmBhuuVVmSvJUML169SIgIKDQbfLkyeUdnoiIiJSAB/DQlkS8PK9wOJaIiIhUapV+Tp6KJjY29pITG1evXr2MoxEREZHS4mvXCHoRERG5MkryVDChoaHlHYKIiIiIiIiIXIWU5BERERERERGphEwjd3Mn7nY/ztKcPCIiIiKuEuxX3hGIiIhIJaIkj4iIiIir+HkXu6hm5BEREZErpSSPiIiIiKt0bFzsokryiIiIyJXSnDwiIiIirvLyXzE/2U5xpgeo5FMIiIhIOTANA9Nwr99A7nY/zlJPHhERERFXCatV7KKV+5FURERESoOSPCIiIiIuVOzkzfBbXBmGiIiIVAJK8oiIiIi4klcxH7de+Ztr4xARERG3pySPiIiIiCvNeLjoMp4G+Hq5PhYREZGLmG66VWZK8oiIiIi40v2R0LDG5cvsnlo2sYiIiIhbU5JHRERExJUMA7ZOgrvbFTxXOxD2vQ41q5Z9XCIiIuJ2tIS6iIiIiKtZPCBuOGRkQ8JuuH1e7vFN4yFYCR4REREpHerJIyIiIlJW/LyhU0R5RyEiIiJuSj15RERERERERCoh0zAwDaO8wyhV7nY/zlJPHhERERERERERN6Akj4iIiIiIiIiIG1CSR0RERERERETEDWhOHhEREREREZFKyizvAKRUqSePiIiISFlIzYDJK6Dl3y8cW/od5NjKLyYRERFxK0ryiIiIiLja4d+hyRh4YzWcTrtw/KWl0P4lyLSWX2wiIiLiNpTkEREREXG1G8dDjr3wc8mn4K/TyzYeERERcUuak0dERETElZZ+C9YiZjz45gCcy4QA37KJSUREBDANA9MwyjuMUuVu9+Ms9eQRERERcaUn4opXLjbelVGIiIhIJaAkj4iIiIgrZV9imNaf/Xeta+MQERERt6ckj4iIiMjV4FR6eUcgIiIiFZySPCIiIiJXgWL29xERERG5JE28LCIiIuJCJlC5p4AUEZGrlSZedj/qySMiIiIiIiIi4gaU5BERERFxFZudfTWrl3cUIiIiUkkoySMiIiLiKkf+4Gj1oCKLaUiXiIiIlAbNySMiIiLiIke+2E9k0mEgN5GTVKs62dZMOJO/nBI8IiJSHszzmztxt/txlpI8IiIiIi7y+7eHqG+zs7FpI0bdfzc/hNaFzDQYOAOA/2veiL99f7B8gxQRERG3oeFaIiIiIi4Ssj2JNdc2ocfTQ9hdtxZdfj7EP5avcZwf2f8ePm3VHIDT3l7lFaaIiIi4CSV5RERERFykzt4jjHrgHoLSM4ifNocvX3+Lx774xnH++0n/Zl3zCGyGgWG3l2OkIiIi4g40XEtERETERb5s1JD9tWuy6fW3iDz4CwDeFyVzvHNs/HvJZ+yoH8J1v/xaXmGKiEglZRoGpuFeM8O52/04q9IleUzTZPjw4SxdupTTp0+zY8cO2rRpU95hiYiISAWSYjXZcMJKhg1aB1m4PsiS7/z+szbWbP0N2zUhTF+ykpvOT778Zx6Aick1p85wsG4tfo2cyvyObVnYsQ2mhwd4eOBF7iSSFgOqeEKzKgYh/hZsJtTx9eDOEC96h3hxLNPkf79ZsZrQoZrl/9u797io6vyP4+/DcFUQBC8gUoCX0lQ0dQ3TtNZL2q+ttlVrNcPM1WyzNGs3u1m5snlb3Vqx1kLtQpnZzUyzNTSjizfKxLQ0NRUz8wJyHYbz+wMZI1EYuQyceT0fj/No5nu+58znO18nznzm+/0edWnscZd5AAB4PI+brrVq1SotWrRIK1asUGZmpjp06FDlcyYkJOjGG2+senDVID8/XwkJCerYsaO8vb3PGdd//vMftWvXTgEBAbrkkku0ZMmSMvu3b9+um2++WdHR0TIMQ3Pnzj3rHKX7frvdfffdNdAyAADcr6jY1N++zlX4uyf0x7QcDf8iRx0+zNKVa7O0K9uhY4XF+r/Vv6jtqiy99PlPunXzNt239tPz3unDZkpNc3LV/vDP6vPdD3ppyTK9l/SSfB0lI37skookFZjSMbv02QlTyw8V6Z3MIj3/Q6FuSMtRg+UndPH7J3XHplyN3Zyryz/KVo//ZWn3KUdtvC0AAKCO8Lgkz+7duxUREaGePXsqPDxc3t5151cuh8Oh4irOx3c4HAoICNCECRPUr1+/cuskJSXpoYce0tSpU7V9+3Y98cQTuvvuu/Xee+856+Tm5io2Nlb//Oc/FR4eXu55Nm7cqMzMTOe2Zs0aSdKQIUOq1AYAAOqqOzflaubOAuX/5s/1F8cc6rk2W30+PKn3TxgKyMvXm/9NUZNTuTJU+Vuk+5y+Drh2+y49vfyDSsdlN8++ZeyW4w5duTZbP/02WAAAYFkeleRJSEjQPffco/3798swDEVHR8s0Tc2YMUOxsbEKCAhQXFycli1b5jzG4XBo9OjRiomJcY56mTdvnnP/1KlTtXjxYr3zzjvOkSypqalKTU2VYRg6ceKEs256eroMw9DevXslSYsWLVJISIhWrFih9u3by8/PT/v27VNhYaEefPBBRUZGqmHDhurRo4dSU1Mr1caGDRsqKSlJY8aMOWdy5qWXXtLYsWM1bNgwxcbG6pZbbtHo0aP19NNPO+t0795dM2fO1C233CI/P79yz9O0aVOFh4c7txUrVqhVq1bq06dPpWIFAKA+ST9RpMX7CssdleMwpeOFpr7Jk+Rl6A/f7FTUiZOymecbw3NuNtPU2E++UKO8/AuOt8iUjhaa+vd3BRd8DgAAUL/UnWEstWDevHlq1aqVnn/+eW3cuFE2m02PPPKIli9frqSkJLVp00br16/XiBEj1LRpU/Xp00fFxcVq2bKlli5dqiZNmigtLU1/+ctfFBERoaFDh2ry5MnasWOHsrKylJycLEkKDQ1VWlpapWLKzc1VYmKiFi5cqLCwMDVr1kyjRo3S3r179dprr6lFixZ66623dO2112rbtm1q06ZNld+HgoIC+fv7lykLCAjQl19+KbvdLh8f12/hWlhYqJdfflmTJk2ScZ6FrgoKClRQcOZiMysrS5Jkt9tlt9tdfl24pvQ95r22FvrVuujbuuWVPXkKMopUdL68jWkqoLBQA7/7TrkNfORTfHZl+6/K7P422b3K/83NW1LvvXu1tl3rCw/alFJ+yNHUSz3qks9t+MxaF31rXa70rRX739TZI0HrO6u1x1Ue9Rc/ODhYQUFBstlsCg8PV05OjubMmaO1a9cqPj5ekhQbG6sNGzboueeeU58+feTj46MnnnjCeY6YmBilpaVp6dKlGjp0qAIDAxUQEKCCgoJzjpw5H7vdrvnz5ysuLk5SyXSylJQUHThwQC1atJAkTZ48WatWrVJycrKmT59e5fdh4MCBWrhwoW688UZdfvnl2rx5s1588UXZ7XYdPXpUERERLp/z7bff1okTJ5SQkHDeeomJiWXez1IffvihGjRo4PLr4sKUTq2DtdCv1kXf1g29JPWqzO8gfpISmmlNQv9yd+fn50u3/FeStPbpvmf98PJrY3REY3TE9WB/zZRWrqzaKeAaPrPWRd9aV2X6Njc3txYiAarGo5I8v5WRkaH8/Hz171/2IqywsFBdunRxPl+wYIEWLlyoffv2KS8vT4WFhdV2Ry5fX1916tTJ+XzLli0yTVNt27YtU6+goEBhYWHV8pqPPvqoDh8+rCuuuEKmaap58+ZKSEjQjBkzZLPZKj5BOV544QUNGjTImZg6l4ceekiTJk1yPs/KylJUVJQGDBigRo0aXdBro/LsdrvWrFmj/v37X9CILdRN9Kt10bd1y8Pf5GnB7oIKR/IE5+TpT1u+0ew3V5a7Fk9O8Zlfgq/5W6pCCssfyWP3MtTuyfv1c1BgleK+KMBL2wbyN7Y28Jm1LvrWulzp29JZCEBd5tFJntJFjt9//31FRkaW2Ve6Ds3SpUs1ceJEzZ49W/Hx8QoKCtLMmTP1xRdfnPfcXqeHXpu/motf3vC+gICAMtObiouLZbPZtHnz5rMSLoGBVbvI+/Vrvvjii3ruuef0008/KSIiQs8//7yCgoLUpEkTl8+3b98+ffTRR1q+fHmFdf38/Mpd48fHx4c/mLWI99ua6Ffrom/rhhExhmZ+f+67VXlJKjakIj9p0e+6ak7KCudCyr/mYxY5H3vnO+RTeHadIi8vvdWtk/YHhVQpZi9JCa0D+PdTy/jMWhd9a12V6Vv6HvWBRyd5Shc73r9//zkXC/7kk0/Us2dPjR8/3lm2e/fuMnV8fX3lcJS96GvatKkkKTMzU40bN5ZUsvByRbp06SKHw6EjR46od+/erjTHZT4+PmrZsqUk6bXXXtP//d//OZNTrkhOTlazZs103XXXVXeIAADUGZ1CvDU6xlcv/nD24svehtTY11DnBqbWHPNWYEGeFvTurnvWnf9HIUlyqCQZY0gqTfdkhDfVX2/5Q5XitRlSm0AvjW9V/g0UAAAwDUPmedZUrY+s1h5XeXSSJygoSJMnT9bEiRNVXFysXr16KSsrS2lpaQoMDNTtt9+u1q1ba8mSJVq9erViYmL00ksvaePGjYqJiXGeJzo6WqtXr9bOnTsVFham4OBgtW7dWlFRUZo6daqmTZum7777TrNnz64wprZt22r48OEaOXKkZs+erS5duujo0aNau3atOnbsqMGDB1d4joyMDBUWFurYsWPKzs52JpdKp5jt2rVLX375pXr06KHjx49rzpw5+uabb7R48WLnOQoLC5WRkeF8fPDgQaWnpyswMFCtW59ZALK4uFjJycm6/fbb69Tt6AEAqAnPdW2gcH8v/WtXvnJ/9fvOlU289UK3Bopq4KVHvjiheT/46M24y/TXdV+c9/bpSy+/TD83bq4hm7epWfYpHWgcrOd7/04vXtlduX6+lY6ria+U45DyTsdkM6QhLX30TJcGauTj2Re7AAB4Eo//Vv7UU0+pWbNmSkxM1J49exQSEqLLL79cU6ZMkSSNGzdO6enpGjZsmAzD0K233qrx48frgw8+cJ5jzJgxSk1NVbdu3XTq1Cl9/PHH6tu3r1JSUnTXXXcpLi5O3bt317Rp0zRkyJAKY0pOTta0adN0//336+DBgwoLC1N8fHylEjySNHjwYO3bt8/5vHR9odKpYw6HQ7Nnz9bOnTvl4+Ojq6++WmlpaYqOjnYec+jQoTLrEs2aNUuzZs1Snz59ytzO/aOPPtL+/ft1xx13VCo2AADqM5thaFqHAP3tEn+l/mxXvkPqGGzTpY3OTLGeEd9Yj3U39flOHxX/WzrfandZDfz1Xlx77W4aqi77D6rZyWzl2mzyKi6WTZKflxRikwwvqaG31DLAS60CbWod5KUi01Cor6G+TX10aSObcopMfXGsSPZiqXOITc39XR+dCwAA6jfD/PWiMUAty8rKUnBwsE6ePMnCy7XAbrdr5cqVGjx4MHOKLYR+tS761gJCx55VlGPaFXgiWZJ0vPkYhRQazulfxrHnajE4VDc+s9ZF31qXK31rpe8upW258b6V8vFr6O5wqpW9IEdvzx1siX66EB4/kgcAAKDG+BiSnd/TAAB1k2mUbFZitfa4inG89cygQYMUGBhY7jZ9+nR3hwcAAH4twFcFNttZCzX/lodfjwIAgGrCSJ56ZuHChcrLyyt3X2hoaC1HAwAAzisyVN+cki7/MbPCqqZI9gAAgKohyVPPREZGujsEAABQWcN7qsnMNZWqSoIHAABUFdO1AAAAakqPNrr4ZFalEjgkeQAAQFUxkgcAAKCmdGjp7ggAADgnU4ZMi/3MYLX2uIqRPAAAADXFj1stAwCA2kOSBwAAAAAAwAJI8gAAAAAAAFgAa/IAAAAAAOCBTKNksxKrtcdVjOQBAACoCxr5uTsCAABQz5HkAQAAqEl+tsrV+1OPmo0DAABYHkkeAACAmvTaPZWrlzi0ZuMAAACWx5o8AAAANalPOynAW8orOned7jGSD7dbBwDULlOGTFlrERurtcdVjOQBAACoad/MkBqcI4nTroW0+u+1Gw8AALAkkjwAAAA1rXFD6cCz0vxRUnSTM+VL/yp9+rj74gIAAJZCkgcAAKC23HKFtOFXSZ1OF7kvFgAAYDkkeQAAAAAAACyAhZcBAAAAAPBAplGyWYnV2uMqRvIAAAAAAABYAEkeAAAAAAAACyDJAwAAAAAAYAEkeQAAAGrR+iN25+NJW3N0vMDhxmgAAJ7MNAxLbp6MJA8AAEAtOFlYrMA3j2vwhlPOspQDdoW+m6XRX546z5EAAACVQ5IHAACgFoS+c1I5xeXve3GfXX/7Kqd2AwIAAJZDkgcAAKCGPZ2RpXPkd5xm7CqslVgAAIB1keQBAACoYX/fXrl1dz79uaCGIwEA4AzTopsnI8kDAABQRzy+LdfdIQAAgHqMJA8AAEAdsem4uyMAAAD1GUkeAACAOuJURQv3AAAAnAdJHgAAgDrC5u4AAABAvebt7gAAAABQws9wdwQAAE9iGoZMw1p/fKzWHlcxkgcAAKCOyPP0W4IAAIAqIckDAABQRxS5OwAAAFCvkeQBAAAAAACwANbkAQAAAADAA5mnNyuxWntcxUgeAAAAAAAACyDJAwAAAAAAYAEkeQAAAAAAACzA49bkMU1TY8eO1bJly3T8+HFt3bpVnTt3dndYAACgLpj5nvT0CqlYkrchPX2LNKrv2fVO5UlXPiH9eLzkeXSo9N790uDZ0qHTZUF+kp+vVOSQnpoi2WyVCuGm9cf11lWNq6M1AACcl2kYMg3D3WFUK6u1x1UeN5Jn1apVWrRokVasWKHMzEx16NChyudMSEjQjTfeWPXgqkF+fr4SEhLUsWNHeXt7nzOuV155RXFxcWrQoIEiIiI0atQo/fLLL879y5cvV7du3RQSEqKGDRuqc+fOeumll8qcIykpSZ06dVKjRo3UqFEjxcfH64MPPqjJ5gEAUDOycqXQsVLi6QSPJBWZ0v0pJeVFv7q5+cj50kX3nUnwSNLeY1LHh6Ufj0kOs2Q7kS/9lCX9kqOLjp2sdChv/1QtLQIAAB7I45I8u3fvVkREhHr27Knw8HB5e9edwUwOh0PFxcUVV6zgHAEBAZowYYL69etXbp0NGzZo5MiRGj16tLZv36433nhDGzdu1J133umsExoaqocfflifffaZvv76a40aNUqjRo3S6tWrnXVatmypf/7zn9q0aZM2bdqka665RjfccIO2b99epTYAAFDroieef3/43SX/feFjacVXLp8+6kTlkzwAAAAXyqOSPAkJCbrnnnu0f/9+GYah6OhomaapGTNmKDY2VgEBAYqLi9OyZcucxzgcDo0ePVoxMTEKCAjQJZdconnz5jn3T506VYsXL9Y777wjwzBkGIZSU1OVmpoqwzB04sQJZ9309HQZhqG9e/dKkhYtWqSQkBCtWLFC7du3l5+fn/bt26fCwkI9+OCDioyMVMOGDdWjRw+lpqZWqo0NGzZUUlKSxowZo/Dw8HLrfP7554qOjtaECRMUExOjXr16aezYsdq0aZOzTt++fXXTTTepXbt2atWqle6991516tRJGzZscNa5/vrrNXjwYLVt21Zt27bVP/7xDwUGBurzzz+vVKwAANQJq7+uuE6xpIO/SA+8dkEv0WXfgQs6DgAAwBV1ZxhLLZg3b55atWql559/Xhs3bpTNZtMjjzyi5cuXKykpSW3atNH69es1YsQINW3aVH369FFxcbFatmyppUuXqkmTJkpLS9Nf/vIXRUREaOjQoZo8ebJ27NihrKwsJScnSyoZBZOWllapmHJzc5WYmKiFCxcqLCxMzZo106hRo7R371699tpratGihd566y1de+212rZtm9q0aVPl96Fnz556+OGHtXLlSg0aNEhHjhzRsmXLdN1115Vb3zRNrV27Vjt37tTTTz9dbh2Hw6E33nhDOTk5io+Pr3KMAADUmhHzK1ev11MX/BKN8/Iv+FgAAIDK8qgkT3BwsIKCgmSz2RQeHq6cnBzNmTNHa9eudSYmYmNjtWHDBj333HPq06ePfHx89MQTTzjPERMTo7S0NC1dulRDhw5VYGCgAgICVFBQcM6RM+djt9s1f/58xcXFSSqZTpaSkqIDBw6oRYsWkqTJkydr1apVSk5O1vTp06v8PvTs2VOvvPKKhg0bpvz8fBUVFekPf/iDnnnmmTL1Tp48qcjISBUUFMhms2n+/Pnq379/mTrbtm1TfHy88vPzFRgYqLfeekvt27c/52sXFBSooKDA+TwrK8v5Ptjt9iq3DedX+h7zXlsL/Wpd9G0t8bFJPpWoZ7dL/hd26bQ9OkIBpl0yDJkqUmnKJ0AOGSo6qz59Xj/xmbUu+ta6XOlbK/Y/Cy9bj0cleX4rIyND+fn5ZyUuCgsL1aVLF+fzBQsWaOHChdq3b5/y8vJUWFhYbXfk8vX1VadOnZzPt2zZItM01bZt2zL1CgoKFBYWVi2vmZGRoQkTJuixxx7TwIEDlZmZqQceeEDjxo3TCy+84KwXFBSk9PR0nTp1Sv/73/80adIkxcbGqm/fvs46l1xyidLT03XixAm9+eabuv3227Vu3bpzJnoSExPLJM1Kffjhh2rQoEG1tA8VW7NmjbtDQA2gX62Lvq1hSQNq/CVG6phG6jNJUn5xvm4pfWnfTfL39T+r/sqVNR4SahCfWeuib62rMn2bm5tbC5EAVePRSZ7SRY7ff/99RUZGltnn5+cnSVq6dKkmTpyo2bNnKz4+XkFBQZo5c6a++OKL857by6tkuSPTNJ1l5WV+AwICZPwq01hcXCybzabNmzfL9ptbrQYGBrrQunNLTEzUlVdeqQceeECS1KlTJzVs2FC9e/fWtGnTFBER4WxD69atJUmdO3fWjh07lJiYWCbJ4+vr66zTrVs3bdy4UfPmzdNzzz1X7ms/9NBDmjRpkvN5VlaWoqKiNGDAADVq1Kha2odzs9vtWrNmjfr37y8fn8r8bI36gH61Lvq2lrzxmTT59YrrffSg1G/GBb3EdeNHasMlsZIkszDHWX5XYTfle5399+/kjSEX9DpwLz6z1kXfWpcrfVs6CwGoyzw6yVO62PH+/fvVp0+fcut88skn6tmzp8aPH+8s2717d5k6vr6+cjgcZcqaNm0qScrMzFTjxo0llSy8XJEuXbrI4XDoyJEj6t27tyvNqbTc3Nyz7ipWmlD6dVLqt0zTLDPV6kLq+Pn5ORNov+bj48MfzFrE+21N9Kt10bc17M9XSX995fx1DEntL5YevVF6eNn565aj495MrbmkdJTumb/BebIpv5zLMfq7fuMza130rXVVpm/pe9QHHp3kCQoK0uTJkzVx4kQVFxerV69eysrKUlpamgIDA3X77berdevWWrJkiVavXq2YmBi99NJL2rhxo2JiYpzniY6O1urVq7Vz506FhYUpODhYrVu3VlRUlKZOnapp06bpu+++0+zZsyuMqW3btho+fLhGjhyp2bNnq0uXLjp69KjWrl2rjh07avDgwRWeIyMjQ4WFhTp27Jiys7OdyaXSKWbXX3+9xowZo6SkJOd0rfvuu0+/+93vnOsAJSYmqlu3bmrVqpUKCwu1cuVKLVmyRElJSc7XmTJligYNGqSoqChlZ2frtddeU2pqqlatWuVCLwAAUAfsniW1mnzu/ZnPlvz3rv7Sxzukj7a7dProX45VITgAAGqGeXqzEqu1x1UeneSRpKeeekrNmjVTYmKi9uzZo5CQEF1++eWaMmWKJGncuHFKT0/XsGHDZBiGbr31Vo0fP14ffPCB8xxjxoxRamqqunXrplOnTunjjz9W3759lZKSorvuuktxcXHq3r27pk2bpiFDhlQYU3JysqZNm6b7779fBw8eVFhYmOLj4yuV4JGkwYMHa9++fc7npesLlY7SSUhIUHZ2tp599lndf//9CgkJ0TXXXFPmzlk5OTkaP368Dhw4oICAAF166aV6+eWXNWzYMGedn376SbfddpsyMzMVHBysTp06adWqVWetcQQAQJ3XOEj6ZYF03xLp5bSSK0TDkCZdK025oeRxqaUTpGPZJXfbOnyypCwiRHr8RumvS6Sikung8veW/H2k3EIt79Kh0qE08uz1IgEAQBUY5vnm5wA1LCsrS8HBwTp58iRr8tQCu92ulStXavDgwQw3tRD61broW+sw3jh+5kl+jjQySpLkv+QH5fsHl6lrvynorGnVqB/4zFoXfWtdrvStlb67lLal398+ko9fQ3eHU63sBTn66Ol+luinC+Hl7gAAAABwBgkeAABwoUjy1DODBg1SYGBgudv06dPdHR4AAAAAoL4wDJkW28pMsfZA/FRUzyxcuFB5eXnl7gsNDa3laAAAAAAAQF1BkqeeiYyMdHcIAAAAAACgDmK6FgAAAAAAgAWQ5AEAAKgjbO4OAAAA1GtM1wIAAKgjfN0dAADAo5inNyuxWntcxUgeAACAOsLu7gAAAEC9RpIHAACgjihydwAAAKBeI8kDAABQR3BhBgAAqoI1eQAAAOqI6yPcHQEAwJOYkkzDcHcY1Yo1eQAAAFCj/CtZ74nLGtZoHAAAwNpI8gAAANSw57sHVFjHkBTXmPtrAQCAC0eSBwAAoIbdFu2vkAomyc/q6Fc7wQAAAMsiyQMAAFALvhsUrHC/8tc9uL+NryZd2qCWIwIAeDrTsObmyVh4GQAAoBY08fdS5h9CtPx7UzefLht+ka/+2SNYTfz53Q0AAFQdSR4AAIBaNDDizLo7s+IaKIQEDwAAqCZcVQAAAAAAAFgASR4AAAAAAAALYLoWAAAAAAAeyJQhU9Zaqdhq7XEVI3kAAAAAAAAsgCQPAAAAAACABZDkAQAAqEXfnChyPr5va652ZRedpzYAAEDlsSYPAABALSgqNtV/fbZSf8x2lr1+oFCLj2arf3Nvre4dKMPw7HUEAAC1yzRKNiuxWntcxUgeAACAWjBofZZSf3aUu2/NT0UauD673H0AAACVRZIHAACghh0tcOijn4vPW2fNEYdyi85fBwAA4HxI8gAAANSwgeuyKlVvyKenajgSAABgZazJAwAAUMO2nKxcvZVHyp/OBQBATTBlyJS1FrGxWntcxUgeAAAAAAAACyDJAwAAAAAAYAEkeQAAAAAAACyANXkAAAAAAPBAplGyWYnV2uMqRvIAAAAAAABYAEkeAAAAAAAACyDJAwAAUINM03R3CAAAwEOQ5AEAAKhBJHkAAEBtYeFlAACAGmQYrq0AaZqmy8cAAHAhTMOQabG/OVZrj6sYyQMAAFCDil0cybM/t7iGIgEAAFZHkgcAAKAG2bxcu9zactxeQ5EAAACr87jpWqZpauzYsVq2bJmOHz+urVu3qnPnzu4OCwAAVLcTOdKhE1JwAymysWvHOhzSl3uk/NMJl637JF+b1DFK6hItncyVdhyQ1n0r/ZQl2R3S4eNSToHkMKUAPyk2TErfL8eRk/L952Mq9PaWKjGE/PFtebqppb/LzQUAAPC4JM+qVau0aNEipaamKjY2Vk2aNKnyORMSEnTixAm9/fbbVQ+wivLz8zVu3Dht3rxZO3bs0P/93/+dFdfy5cuVlJSk9PR0FRQU6LLLLtPUqVM1cODAMnWmT5+u77//Xna7XW3atNH999+v2267zVmnqKhIU6dO1SuvvKLDhw8rIiJCCQkJeuSRR+Tl4q+WAABUmx9/kZ58S3p7s+Q4PfWpW4w05Qapb7vzH1tcLI1Llt7eJBVVcdpU+j5Jkk1Ss+wcHQgNqdRh209V7WUBAKgs8/RmJVZrj6s8Lsmze/duRUREqGfPnu4O5SwOh0OGYVQpQeJwOBQQEKAJEybozTffLLfO+vXr1b9/f02fPl0hISFKTk7W9ddfry+++EJdunSRJIWGhurhhx/WpZdeKl9fX61YsUKjRo1Ss2bNnMmgp59+WgsWLNDixYt12WWXadOmTRo1apSCg4N17733XnAbAAC4YD/+Iv0+UTqecybBI0lb9ko3z5OS/yL94fLyjzVN6erp0rYfqz2ssFO5lU7ysCIPAAC4UB413CIhIUH33HOP9u/fL8MwFB0dLdM0NWPGDMXGxiogIEBxcXFatmyZ8xiHw6HRo0crJiZGAQEBuuSSSzRv3jzn/qlTp2rx4sV65513ZBiGDMNQamqqUlNTZRiGTpw44aybnp4uwzC0d+9eSdKiRYsUEhKiFStWqH379vLz89O+fftUWFioBx98UJGRkWrYsKF69Oih1NTUSrWxYcOGSkpK0pgxYxQeHl5unblz5+rBBx9U9+7d1aZNG02fPl1t2rTRe++956zTt29f3XTTTWrXrp1atWqle++9V506ddKGDRucdT777DPdcMMNuu666xQdHa0//elPGjBggDZt2lSpWAEAqHaPLTs7wSNJxad/q7x3yZkpWL+V8lmNJHgkqfWRoy7VP5RbVCNxAAAAa/OoJM+8efP05JNPqmXLlsrMzNTGjRv1yCOPKDk5WUlJSdq+fbsmTpyoESNGaN26dZKk4uJitWzZUkuXLlVGRoYee+wxTZkyRUuXLpUkTZ48WUOHDtW1116rzMxMZWZmujRKKDc3V4mJiVq4cKG2b9+uZs2aadSoUfr000/12muv6euvv9aQIUN07bXX6rvvvquR96W4uFjZ2dkKDQ0td79pmvrf//6nnTt36qqrrnKW9+rVS//73/+0a9cuSdJXX32lDRs2aPDgwTUSJwAA5/XLKWlF+tkJnlKmpJN50vtby9//r1U1FZnWtYkpGSlUSfem59ZYLAAAwLo8arpWcHCwgoKCZLPZFB4erpycHM2ZM0dr165VfHy8JCk2NlYbNmzQc889pz59+sjHx0dPPPGE8xwxMTFKS0vT0qVLNXToUAUGBiogIEAFBQXnHDlzPna7XfPnz1dcXJykkulkKSkpOnDggFq0aCGpJJG0atUqJScna/r06dXwTpQ1e/Zs5eTkaOjQoWXKT548qcjISBUUFMhms2n+/Pnq37+/c//f/vY3nTx5UpdeeqlsNpscDof+8Y9/6NZbbz3naxUUFKigoMD5PCsrS1LJ+2C3czeRmlb6HvNeWwv9al30rYv2HZF8vEq2c/H2kn74SSrvPT2RLflX/6VRrq+3coIDFCCHJMlUkfJP7wuQQ4bOHrWz63gR/V4P8Zm1LvrWulzpWyv2v2kYMitxU4D6xGrtcZVHJXl+KyMjQ/n5+WUSF5JUWFjoXJtGkhYsWKCFCxdq3759ysvLU2FhYbXdkcvX11edOnVyPt+yZYtM01Tbtm3L1CsoKFBYWFi1vOavpaSkaOrUqXrnnXfUrFmzMvuCgoKUnp6uU6dO6X//+58mTZqk2NhY9e3bV5L0+uuv6+WXX9arr76qyy67TOnp6brvvvvUokUL3X777eW+XmJiYpmkWakPP/xQDRo0qPb2oXxr1qxxdwioAfSrddG3LkgaUIlKxdLKlWcXz+pb3dE4pSjN+Ti/OF+3nH6c5LtJ/r7l3EmrqPwQUT/wmbUu+ta6KtO3ubmMskTd59FJnuLikuHc77//viIjI8vs8/PzkyQtXbpUEydO1OzZsxUfH6+goCDNnDlTX3zxxXnPXbp4svmrodnlZX4DAgJk/CrTWFxcLJvNps2bN8tms5WpGxgY6ELrKvb6669r9OjReuONN9SvX7+z9nt5eal169aSpM6dO2vHjh1KTEx0JnkeeOAB/f3vf9ctt5Rcqnbs2FH79u1TYmLiOZM8Dz30kCZNmuR8npWVpaioKA0YMECNGjWq1vbhbHa7XWvWrFH//v3l4+Pj7nBQTehX66JvXWSa0rUzpJ2Hzz01ysuQ0h6XIkLO3vdgivT6+f++X6jYaQ/ol6CGJWEW5jjL7yrspnyvs//+LeneQDdE+tZILKg5fGati761Llf6tnQWAlCXeXSSp3Sx4/3796tPnz7l1vnkk0/Us2dPjR8/3lm2e/fuMnV8fX3lcDjKlDVt2lSSlJmZqcaNG0sqWXi5Il26dJHD4dCRI0fUu3dvV5rjkpSUFN1xxx1KSUnRddddV6ljTNMsM9UqNzf3rDuB2Ww2Z/KsPH5+fs4E2q/5+PjwB7MW8X5bE/1qXfStCx68Xvrz/PL3GYZ0ey/poqbl73/sj9Irn1X91unl+OvqDfr7n0r/3p65/MqTTfnlXI7deFEDeXt59nDz+ozPrHXRt9ZVmb6l71EfeNTCy78VFBSkyZMna+LEiVq8eLF2796trVu36j//+Y8WL14sSWrdurU2bdqk1atXa9euXXr00Ue1cePGMueJjo7W119/rZ07d+ro0aOy2+1q3bq1oqKiNHXqVO3atUvvv/++Zs+eXWFMbdu21fDhwzVy5EgtX75cP/zwgzZu3Kinn35aKys5bjsjI0Pp6ek6duyYTp48qfT09DIJppSUFI0cOVKzZ8/WFVdcocOHD+vw4cM6efKks05iYqLWrFmjPXv26Ntvv9WcOXO0ZMkSjRgxwlnn+uuv1z/+8Q+9//772rt3r9566y3NmTNHN910U6XiBACg2l0bJ81PkBqcHgXjYysZvWNIGtlLevrc68apcaD0wYOSf/VfxF+/bYdL9UnwAACAC+HRI3kk6amnnlKzZs2UmJioPXv2KCQkRJdffrmmTJkiSRo3bpzS09M1bNgwGYahW2+9VePHj9cHH3zgPMeYMWOUmpqqbt266dSpU/r444/Vt29fpaSk6K677lJcXJy6d++uadOmaciQIRXGlJycrGnTpun+++/XwYMHFRYWpvj4+ErftWrw4MHat2+f83np+kKlU8eee+45FRUV6e6779bdd9/trHf77bdr0aJFkqScnByNHz9eBw4cUEBAgC699FK9/PLLGjZsmLP+M888o0cffVTjx4/XkSNH1KJFC40dO1aPPfZYpeIEAKBG3BIv/V8X6Z3N0t6fpUYNpBu7SlGVWNuua4x04N/Sfz+W3tosHc8uuSNXbmHJ3bmiwqTBcdKJnJLzH8spKT8PU9J7HdvJ5iiWw1bx72usUAcAqC2mKvwzVu9YrT2uMkzThft5AtUsKytLwcHBOnnyJGvy1AK73a6VK1dq8ODBDDe1EPrVuuhba8i2m2r09okzBfk50sgoSZL/kh+U7x9cpv6g5jatvIq/ifURn1nrom+ty5W+tdJ3l9K2xD+6Tt7+1bv2q7sV5Z/SZ0/1sUQ/XQiPnq4FAABQ0xq6OG76juiz164DAACoDJI89cygQYMUGBhY7jZ9+nR3hwcAAH7Dy3BtfZ1BEYwSAAAAF8bj1+SpbxYuXKi8vLxy94WGhtZyNAAAoCKuzoz3YtFlAEAtMQ1Dpos/RtR1VmuPq0jy1DORkZHuDgEAANSgAJtnX5wCAIALx3QtAACAGmR4+C+KAACg9pDkAQAAAAAAsACmawEAAAAA4IFYk8d6GMkDAAAAAABgASR5AAAAAAAALIAkDwAAAAAAgAWQ5AEAAAAAALAAFl4GAACoYcE26aSj4np/asHvbwCA2mOe3qzEau1xFVcSAAAANey7QYGVqvfqFZWrBwAAUB6SPAAAADWsaYCPLq0gfzOwmU0+NlvtBAQAACyJJA8AAEAtyLg2RFc0Lv/S6//CvbWqT6NajggAAFgNa/IAAADUAsMw9Fm/YP143EsXnS6b2MZXU7qFKNDbcGtsAADPZBqGTMNaf4Os1h5XMZIHAACgFoX6nrn8evDSBiR4AABAtSHJAwAAAAAAYAEkeQAAAAAAACyANXkAAAAAAPBA5unNSqzWHlcxkgcAAAAAAMACSPIAAAAAAABYAEkeAACAWlRsevpAcgAAUFNI8gAAANSCDw4VKHj5cTV664Sz7OqPT+inPIf7ggIAAJbCwssAAAA17Mltp/T4t/azyr89JYWvyNIPg4IUHchlGQCgdpmGIdMw3B1GtbJae1zFSB4AAIAaVOBwlJvg+bXYD7JrKRoAAGBlJHkAAABqULfVWRXWMSXtz2HaFgAAqBqSPAAAADXom5zK1bvti4qTQQAAAOfD5G8AAIA64Itf3B0BAMDjGJJptSVsrNYeFzGSBwAAoA4ocHcAAACg3iPJAwAAAAAAYAEkeQAAAAAAACyANXkAAAAAAPBApgyZFlvExmrtcRUjeQAAAAAAACyAJA8AAAAAAIAFkOQBAAAAAACwAJI8AAAAAAAAFsDCywAAAAAAeCDTKNmsxGrtcRUjeQAAAAAAACyAJE85TNPUX/7yF4WGhsowDKWnp7s7JAAAUA8VFDkqV9E01X7/QantfdKQf0mvfyYdzZLS90qjF0hXPi6NTJL2HJay8qSMA9I3P0r2opoMHwAA1DMkecqxatUqLVq0SCtWrFBmZqY6dOhQ5XMmJCToxhtvrHpw1WDv3r0yDOOsbdWqVc46y5cvV//+/dW0aVM1atRI8fHxWr169VnnOnHihO6++25FRETI399f7dq108qVK2uzOQAA1FmjFn5TuYqGoWnvr5WO5kn/+1a6a5HU9gHpmkTpra3SjsPSinSp2+NS9H1Sr6ekq6ZJEX+VbnlWyi2owVYAAGB98+fPV0xMjPz9/dW1a1d98skn56xb2e/L7kCSpxy7d+9WRESEevbsqfDwcHl7152lixwOh4qLi6vlXB999JEyMzOd2zXXXOPct379evXv318rV67U5s2bdfXVV+v666/X1q1bnXUKCwvVv39/7d27V8uWLdPOnTv13//+V5GRkdUSHwAA9Vn+Y28qJTSqUnWDc/M06Judrr9IsSl9uE26/BEpr9D14wEAHs2UYcnNVa+//rruu+8+Pfzww9q6dat69+6tQYMGaf/+/eXWr8z3ZXchyfMbCQkJuueee7R//34ZhqHo6GiZpqkZM2YoNjZWAQEBiouL07Jly5zHOBwOjR49WjExMQoICNAll1yiefPmOfdPnTpVixcv1jvvvOMcNZOamqrU1FQZhqETJ04466anp8swDO3du1eStGjRIoWEhGjFihVq3769/Pz8tG/fPhUWFurBBx9UZGSkGjZsqB49eig1NdWltoaFhSk8PNy5+fr6OvfNnTtXDz74oLp37642bdpo+vTpatOmjd577z1nnRdffFHHjh3T22+/rSuvvFIXX3yxevXqpbi4ONfedAAArCbzhK7zipSMX11ommbJVo7Et1bJv6gKU6+OZEkPvX7hxwMA4MHmzJmj0aNH684771S7du00d+5cRUVFKSkpqdz6lfm+7C4keX5j3rx5evLJJ9WyZUtlZmZq48aNeuSRR5ScnKykpCRt375dEydO1IgRI7Ru3TpJUnFxsVq2bKmlS5cqIyNDjz32mKZMmaKlS5dKkiZPnqyhQ4fq2muvdY6a6dmzZ6Vjys3NVWJiohYuXKjt27erWbNmGjVqlD799FO99tpr+vrrrzVkyBBde+21+u677yp93j/84Q9q1qyZrrzyyjJJq/IUFxcrOztboaGhzrJ3331X8fHxuvvuu9W8eXN16NBB06dPl8NRyfUHAACwqseXaW27NmWKrtv2rZpnnSpT1iivQPNfeUt3rf+i6q/5RjWcAwAAi8jKyiqzFRSUP7W5sLBQmzdv1oABA8qUDxgwQGlpaZV6rfK+L7tL3ZmHVEcEBwcrKChINptN4eHhysnJ0Zw5c7R27VrFx8dLkmJjY7VhwwY999xz6tOnj3x8fPTEE084zxETE6O0tDQtXbpUQ4cOVWBgoAICAlRQUKDw8HCXY7Lb7Zo/f75zhMzu3buVkpKiAwcOqEWLFpJKEkmrVq1ScnKypk+fft7zBQYGas6cObryyivl5eWld999V8OGDdPixYs1YsSIco+ZPXu2cnJyNHToUGfZnj17tHbtWg0fPlwrV67Ud999p7vvvltFRUV67LHHyj1PQUFBmQ9XVlaWs412u73ybwouSOl7zHttLfSrddG39Zf9u8MK6F8s6cwU66Ffb9Ori1/TmlYt9KfTZVtmPKNmuabs/tVwSWaaUk6e5MvlnbvwmbUu+ta6XOlb+r9+iYoqO2X68ccf19SpU8+qd/ToUTkcDjVv3rxMefPmzXX48OFKvVZ535fdhauACmRkZCg/P1/9+/cvU15YWKguXbo4ny9YsEALFy7Uvn37lJeXp8LCQnXu3LlaYvD19VWnTp2cz7ds2SLTNNW2bdsy9QoKChQWFlbh+Zo0aaKJEyc6n3fr1k3Hjx/XjBkzyk3ypKSkaOrUqXrnnXfUrFkzZ3lxcbGaNWum559/XjabTV27dtWhQ4c0c+bMcyZ5EhMTyyTESn344Ydq0KBBhbGjeqxZs8bdIaAG0K/WRd/WQ/d1VIp+8+vfHeH6WOEqys+XUkuKNvyjt/z9/avvdT/6sPrOhQvGZ9a66Fvrqkzf5ubm1kIktcs0SjYrKW3Pjz/+qEaNGjnL/fz8znucYZR9I0zTPKusPOf6vuwuJHkqULrI8fvvv3/WgsKl/0iWLl2qiRMnavbs2YqPj1dQUJBmzpypL744/7BpL6+S2XLmr+bnl5cdDggIKPOPq7i4WDabTZs3b5bNZitTNzAw0IXWnXHFFVdo4cKFZ5W//vrrGj16tN544w3169evzL6IiAj5+PiUiaFdu3Y6fPiwCgsLy6zxU+qhhx7SpEmTnM+zsrIUFRWlAQMGlPkAombY7XatWbNG/fv3l4+Pj7vDQTWhX62Lvq3HXkhVuP8lymsY4Cy67usdevWF15VTfOZv/TV/S1VIYTXNnm8XIa36W/WcCxeEz6x10bfW5Urfls5CQP3QqFGjSn3HbNKkiWw221mjdo4cOXLW6J7fOt/3ZXchyVOB0sWO9+/frz59+pRb55NPPlHPnj01fvx4Z9nu3bvL1PH19T1rrZqmTZtKkjIzM9W4cWNJJQsvV6RLly5yOBw6cuSIevfu7Upzzmnr1q2KiIgoU5aSkqI77rhDKSkpuu6668465sorr9Srr76q4uJiZ8Jq165dioiIKDfBI5UkxsrLoPr4+PAHsxbxflsT/Wpd9G09NOYaLe7/rK4fd5tz8eW3LmuvPcEhan7kJ2c1n3yHfAqr566ZevxPEv9O6gQ+s9ZF31pXZfqWvrcmX19fde3aVWvWrNFNN93kLF+zZo1uuOGGcx5X0fdld2Hh5QoEBQVp8uTJmjhxohYvXqzdu3dr69at+s9//qPFixdLklq3bq1NmzZp9erV2rVrlx599FFt3LixzHmio6P19ddfa+fOnTp69Kjsdrtat26tqKgoTZ06Vbt27dL777+v2bNnVxhT27ZtNXz4cI0cOVLLly/XDz/8oI0bN+rpp5/WypUrKzx+8eLFevXVV7Vjxw7t3LlTs2bN0r///W/dc889zjopKSkaOXKkZs+erSuuuEKHDx/W4cOHdfLkSWedu+66S7/88ovuvfdeZ/zTp0/X3XffXdm3FwAAa7LZ9H//+ZManspxFjlsNg24d7T2hYY4y4olFRuSqZLtghiSZt4qXXXphccLAIAHmzRpkhYuXKgXX3xRO3bs0MSJE7V//36NGzdOUsmMlJEjRzrrV+b7sruQ5KmEp556So899pgSExPVrl07DRw4UO+9955iYmIkSePGjdMf//hHDRs2TD169NAvv/xSZlSPJI0ZM0aXXHKJunXrpqZNm+rTTz+Vj4+PUlJS9O233youLk5PP/20pk2bVqmYkpOTNXLkSN1///265JJL9Ic//EFffPHFWYtLncu0adPUrVs3de/eXa+99ppefPHFMuv0PPfccyoqKtLdd9+tiIgI53bvvfc660RFRenDDz/Uxo0b1alTJ02YMEH33nuv/v73v1cqBgAALK1dpPYPKbtW3v6wxur68JkfVVZ1aKslv+uiE/5+lU/yBPlJoQ2li5tIo66S9vxLGt232sIGAMDTDBs2THPnztWTTz6pzp07a/369Vq5cqUuvvhiSSWzb/bv3++sX5nvy+5imL9eEAaoZVlZWQoODtbJkydZk6cW2O12rVy5UoMHD2a4qYXQr9ZF39Z/pmnKa9mJsoX5OdLIkh9l/Jf8oHz/4DP1hzSuxehQ3fjMWhd9a12u9K2VvruUtqXTPz6Xzf/C1nWtqxz5p/T1w1dYop8uBCN5AAAAakhl7soBAABQXUjyWNCgQYMUGBhY7jZ9+nR3hwcAAAAAAGoAd9eyoIULFyovL6/cfaGhobUcDQAAAAAAqA0keSwoMjLS3SEAAAAAAOq4Kt3dsY6yWntcxXQtAAAAAAAACyDJAwAAAAAAYAEkeQAAAAAAACyANXkAAAAAAPBApmHINAx3h1GtrNYeVzGSBwAAAAAAwAJI8gAAAAAAAFgASR4AAIA6oLWvuyMAAAD1HUkeAACAGlTZlQHe6B1Qo3EAAADrI8kDAABQg1Irmbzp1NivhiMBAKAs06KbJyPJAwAAUIN6N/dTswruZ/qfzn7y8vC7gQAAgKojyQMAAFCDDMPQ14OC1focA3omt/HRXefaCQAA4IIKflcCAABAVTX391LG4BC9c8iuV3YV6u3T5WuvClT8xYHuDA0AAFgISR4AAIBa4ONl6E8tfTWocaBK0zrtgrkUAwC4j2kYMi02Xdhq7XEV07UAAAAAAAAsgCQPAAAAAACABZDkAQAAAAAAsAAmggMAAAAA4IFYk8d6GMkDAAAAAABgASR5AAAAasmhXIdu/CTb+fzGDdn6PqvIjREBAAArIckDAABQC+Z8m6vI97P00c9nkjpfHHeozepsTdxyyo2RAQAAqyDJAwAAUMM2H7Pr/m0F59w/d7ddS/fl1WJEAADAikjyAAAA1LAe/6t4pM6wL/NrIRIAAM4wLbp5MpI8AAAANczh7gAAAIBHIMkDAABQR5wssLs7BAAAUI+R5AEAAKgjHt7KAswAAODCkeQBAACoI/77o7sjAAB4EtMwLLl5MpI8AAAAdUShuwMAAAD1GkkeAAAAAAAACyDJAwAAUINM09Nv5goAAGqLt7sDAAAAsLI87p8OAKijzNOblVitPa5iJA8AAEAN8rO5OwIAAOApSPIAAADUIJuH3+UDAADUHpI8AAAAAAAAFkCSBwAAoAYdLyx2dwgAAMBDsPAyAABADdqVRZIHAFA3mTJkWmxasSlrtcdVjOQBAADWVVyDCRbTLNkqEOZXcyEAAAD8mseN5DFNU2PHjtWyZct0/Phxbd26VZ07d3Z3WAAAWFtOgbT4E2nxeunAMSkoQGoUIO39WSo6nYgxJF3aQpp8nXRjV8mVXxY/+076zxppbYZUYC///qnNGkl/v14afqXkY5N+zpIeXSa9vVkqLCqp42OT7OXc89yQ1L6FNLCT9MHX0reHzn6N0IbS366Xxlxdpji6IbfXAgAAtcPjRvKsWrVKixYt0ooVK5SZmakOHTpU+ZwJCQm68cYbqx5cNcjPz1dCQoI6duwob2/vCuP69NNP5e3tfVaia/v27br55psVHR0twzA0d+7cs45dv369rr/+erVo0UKGYejtt9+utnYAACwkK08aPLMkofL9T1KeXTqSVfK46FcjbUxJOw5Jo/8r3fdypUbJSJJeXCddN0ta/bWUf44Ej1TympNekW55RvrusNT9UWnpF2cSPFL5CZ7S2LYfkuasKomxvNc4liP97TVpzMIyxd5enj1sHAAA1B6PS/Ls3r1bERER6tmzp8LDw+XtXXcGMzkcDhVXcVi5w+FQQECAJkyYoH79+p237smTJzVy5Ej9/ve/P2tfbm6uYmNj9c9//lPh4eHlHp+Tk6O4uDg9++yzVYoZAGBxjy2TMg6ent5UyWNe2iC98UXF9XZmSg+8WvLYUcmTf7xD+sMcKSu/ksG46M2N0pptNXNuAACqkWlYc/NkHpXkSUhI0D333KP9+/fLMAxFR0fLNE3NmDFDsbGxCggIUFxcnJYtW+Y8xuFwaPTo0YqJiVFAQIAuueQSzZs3z7l/6tSpWrx4sd555x0ZhiHDMJSamqrU1FQZhqETJ04466anp8swDO3du1eStGjRIoWEhGjFihVq3769/Pz8tG/fPhUWFurBBx9UZGSkGjZsqB49eig1NbVSbWzYsKGSkpI0ZsyYcyZnSo0dO1Z//vOfFR8ff9a+7t27a+bMmbrlllvk51f+YgKDBg3StGnT9Mc//rFSsQEAPNDJXOm1zyXHBfyIseB/FddJXid5XcDlzE8nXT/GFdPecT50VHZEEgAAQBXVnWEstWDevHlq1aqVnn/+eW3cuFE2m02PPPKIli9frqSkJLVp00br16/XiBEj1LRpU/Xp00fFxcVq2bKlli5dqiZNmigtLU1/+ctfFBERoaFDh2ry5MnasWOHsrKylJycLEkKDQ1VWlpapWLKzc1VYmKiFi5cqLCwMDVr1kyjRo3S3r179dprr6lFixZ66623dO2112rbtm1q06ZNtbwXycnJ2r17t15++WVNmzatWs5ZGQUFBSooKHA+z8rKkiTZ7XbZ7fZai8NTlb7HvNfWQr9alyX6dvuPJT8p+V/AJcfOTKmg4PxJnPS9ko9XyVaXHDwqne633CJTATozJcxUkUrHEAXIIeNX+6R63t8ezhKfWZSLvrUuV/qW/kd94FFJnuDgYAUFBclmsyk8PFw5OTmaM2eO1q5d6xzNEhsbqw0bNui5555Tnz595OPjoyeeeMJ5jpiYGKWlpWnp0qUaOnSoAgMDFRAQoIKCggpHzpTHbrdr/vz5iouLk1QynSwlJUUHDhxQixYtJEmTJ0/WqlWrlJycrOnTp1f5ffjuu+/097//XZ988kmtT1dLTEws836W+vDDD9WgQYNajcWTrVmzxt0hoAbQr9ZV7/s2acCFH7tq1fn339VOUrsLP39NWrnS+TDF90xxfnG+bjn9OMl3k/x9/c91GOqpev+ZxTnRt9ZVmb7Nzc2thUiAqvGoJM9vZWRkKD8/X/379y9TXlhYqC5dujifL1iwQAsXLtS+ffuUl5enwsLCarsjl6+vrzp16uR8vmXLFpmmqbZt25apV1BQoLCwsCq/nsPh0J///Gc98cQTZ71GbXjooYc0adIk5/OsrCxFRUVpwIABatSoUa3H42nsdrvWrFmj/v37y8fHx93hoJrQr9Zlib4ttEtdHytZfNkVXobU91Ipeez56/1njTRrpVRcx6ZE9b1UWjxOknTKbiry/TPTw8zCHOfjuwq7Kd+r7N+/kzeG1EqIqH6W+MyiXPStdbnSt6WzEKzElCFT1lrExmrtcZVHJ3lKFzl+//33FRkZWWZf6To0S5cu1cSJEzV79mzFx8crKChIM2fO1BdfnH8xSK/TQ8vNX83DL294X0BAgIxf3SK2uLhYNptNmzdvls1W9pargYGBLrSufNnZ2dq0aZO2bt2qv/71r87XNE1T3t7e+vDDD3XNNddU+XXOxc/Pr9w1fnx8fPiDWYt4v62JfrWuet23Pj7S6Kulf75b+UWXS43rX3L8+QzvJc1ZLeUXuJbo6R4rbdzjYkAumPonZ+wh3qbyylxynXmcJ5vyf3M5Vm/7Gk71+jOL86JvrasyfUvfoz7w6CRP6WLH+/fvV58+fcqt88knn6hnz54aP368s2z37t1l6vj6+srhKHvL1aZNm0qSMjMz1bhxY0klCy9XpEuXLnI4HDpy5Ih69+7tSnMqpVGjRtq2rewdP+bPn6+1a9dq2bJliomJqfbXBAB4uEmDpD1HpNc/l7y9yt42/VzmDJd6XVJxvaaNpDcmSMOeqfxoocnXSfcNlG6aWzOJnjnDpbYRzqe//jEHAACgJnl0kicoKEiTJ0/WxIkTVVxcrF69eikrK0tpaWkKDAzU7bffrtatW2vJkiVavXq1YmJi9NJLL2njxo1lkiHR0dFavXq1du7cqbCwMAUHB6t169aKiorS1KlTNW3aNH333XeaPXt2hTG1bdtWw4cP18iRIzV79mx16dJFR48e1dq1a9WxY0cNHjy4wnNkZGSosLBQx44dU3Z2tjO51LlzZ3l5ealDhw5l6jdr1kz+/v5lygsLC5WRkeF8fPDgQaWnpyswMFCtW7eWJJ06dUrff/+985gffvhB6enpCg0N1UUXXVRhnAAAD2HzkuYnSLf3Lrk1+t6fpbBAKSpM+ugb6cCxktufNwmU/nC5NOYaKaZp5c/fo5WU/g8p5TPp4wzp8Enpx19Kkj6lg3sa+knXxUkTrpXanx69u+pBafXXJdO99h2VvG1SaEMp87iUnX/mluzeXlJooHRDV+nGrtJbm6S3N0u/ZJ85v5+31Led9M9h0sUuxA4AAFCNPDrJI0lPPfWUmjVrpsTERO3Zs0chISG6/PLLNWXKFEnSuHHjlJ6ermHDhskwDN16660aP368PvjgA+c5xowZo9TUVHXr1k2nTp3Sxx9/rL59+yolJUV33XWX4uLi1L17d02bNk1DhgypMKbk5GRNmzZN999/vw4ePKiwsDDFx8dXKsEjSYMHD9a+ffucz0vXFzJduIXroUOHyqxLNGvWLM2aNUt9+vRx3s5906ZNuvrqq511Stfauf3227Vo0aJKvxYAwAMYhnRF65Lt1/4xtHrOH9JQuqtfyeZKTNfGlWyuiG8jzbjVtWMAAKiDTKNksxKrtcdVhunKN3+gmmVlZSk4OFgnT55k4eVaYLfbtXLlSg0ePJg5xRZCv1oXfWsdxhvHzzzJz5FGRkmS/Jf8oHz/4DJ1zSGNazM0VCM+s9ZF31qXK31rpe8upW2JnblFtoCqr/1alzjyTmnPA5dbop8uhJe7AwAAAAAAAEDVkeSpZwYNGqTAwMByt+nTp7s7PAAAAAAA4CYevyZPfbNw4ULl5ZV/95DQ0NBajgYAAAAAANQVJHnqmcjISHeHAAAAAACwCFMevlKxxTBdCwAAoAYVFXOPCwAAUDtI8gAAANQgUjwAAKC2kOQBAACoQT5elR8G71uDcQAAAOtjTR4AAIA6oqG7AwAAeBTTKNmsxGrtcRUjeQAAAOqIUB93RwAAAOozkjwAAAB1xJTL3B0BAACoz0jyAAAA1BF3tGns7hAAAEA9xpo8AAAAAAB4INMwZBrWWsTGau1xFSN5AAAAapjN3QEAAACPQJIHAACghh3+v8AK66T/3r8WIgEAAFZGkgcAAKCGNQnw0aa+Aefc/94VfooLPfd+AACAyiDJAwAAUAu6NvWXOaSxFnU9M2JnRgdfFf8pRP8X1cCNkQEAAKsgyQMAAFCL/nTxmRE7t8U0kOHhC0QCANzHtOjmyUjyAAAAAAAAWABJHgAAAAAAAAsgyQMAAAAAAGAB3u4OAAAAAAAA1D7TMGRabG04q7XHVYzkAQAAqEXmqXx3hwAAACyKJA8AAEAtyDx0Ulc9m6GgVTnOsq6v/KhX3t7pxqgAAICVkOQBAACoYXsPnlTs/3J1y0ef6/CD/3CWpyx4WSmbjuqRRdvdGB0AALAKkjwAAAA17Mr3j2nn1H9p/Pov1LDQ7ixv8/NxvTd/iezrd+rnw1lujBAA4IlMi26ejCQPAABADdp3LE9z3nhfFx0/KUn69XKQpY//+fZqPfgy07YAAEDVkOQBAACoQVM/ytQfN29TkWGo+Bx1DEmDVn5Wm2EBAAALIskDAABQg9J/LtQvQQ3lZZrykrQvNMS5z1RJgseU1G/nbvcECAAALIMkDwAAQE3KKVC+j4++adFcvSeP1WVTJzl3XfH3u/Rmlw4yJQUVFLgvRgAAYAne7g4AAADAymJ+Oa7vm4bqunvuUKG3TSrIde7bHxqiP40boRcXvaGhm76WjxvjBAB4HtMwZBpGxRXrEau1x1WM5AEAAKhBeT4+Gj3yTyr08ZZ+e+F5+vldw2/SruZhbogOAABYCUkeAACAGnSoUUPtD2t83joF3jb9c0BfyfT0G78CAICqIMkDAABQg3Y3a3L2CJ7fMgylR0WQ5AEAAFXCmjwAAAA1qNjLVql6NtOU9v4sxTav4YgAACjBmjzWw0geAACAGnTR8ZOVqhfz8y/Sq2k1HA0AALAykjwAAAA1KObnX9Qgv+DcU7FMUwEFhYo79JP07aHaDQ4AAFgKSR4AAIAaZJimDNMsSeYUFiokN8+5L/L4SfX67gfZDalJdrZO/njCfYECAIB6jzV5AAAAatD+xsHK8ffT4heXaviXW5Vr2tXo9L6N0/+j4EJDH3Roq5e7xWnIrl0Kdmu0AABPYp7erMRq7XEVI3kAAACqQ3Gx9P3pKVf5dkmSvdjUodAQ9c/YpZFfbpVNZS++jNPPr/tmlwKKinTyVKG0iylbAADgwnjcSB7TNDV27FgtW7ZMx48f19atW9W5c2d3hwUAAOor05SunyWlfS9Jyvbz1YftWivmlxM66e+nk5PG6PH3/nf+U0h65INU3Tb6Vn3U+x/ytxcpzzD04lW/07/69dYPzZqouZ+hGZ0CNOJiXxkefucQAABQPo8bybNq1SotWrRIK1asUGZmpjp06FDlcyYkJOjGG2+senDVID8/XwkJCerYsaO8vb3PGdcrr7yiuLg4NWjQQBERERo1apR++eUX5/7t27fr5ptvVnR0tAzD0Ny5c8s9z8GDBzVixAiFhYWpQYMG6ty5szZv3lwDLQMAoA4yTSlqgjPBsyc0RHabTTd+tUNxBzI1cdj1KjYMdTp0+LynMSTF/HJcobl5euSGgZKkBqapu9d9oV2PztJtn23W4QJTIzfm6v82nJJ5rkWcAQCAR/O4JM/u3bsVERGhnj17Kjw8XN7edWcwk8PhUHFxcZXPERAQoAkTJqhfv37l1tmwYYNGjhyp0aNHa/v27XrjjTe0ceNG3Xnnnc46ubm5io2N1T//+U+Fh4eXe57jx4/ryiuvlI+Pjz744ANlZGRo9uzZCgkJqVIbAACoN8a+IOUWSpIckgIL7WqUny+baerjS1rpq6gWkmHIq5JJmZQXXtPr3Toq19dH0pnpXMmLl6n7Dz9KklYeLlLS7vwaaAwAAKjvPCrJk5CQoHvuuUf79++XYRiKjo6WaZqaMWOGYmNjFRAQoLi4OC1btsx5jMPh0OjRoxUTE6OAgABdcsklmjdvnnP/1KlTtXjxYr3zzjsyDEOGYSg1NVWpqakyDEMnTpxw1k1PT5dhGNq7d68kadGiRQoJCdGKFSvUvn17+fn5ad++fSosLNSDDz6oyMhINWzYUD169FBqamql2tiwYUMlJSVpzJgx50zOfP7554qOjtaECRMUExOjXr16aezYsdq0aZOzTvfu3TVz5kzdcsst8vPzK/c8Tz/9tKKiopScnKzf/e53io6O1u9//3u1atWqUrECAFDvLdvofLj1ohZqdipH3sUlCZ0VnS6VzeGQJO0NDalwIUhDUoNCu4Zs3qbtLZqXKXdImvjRJ86yR77JZzQPAKDKTMOw5ObJ6s4wllowb948tWrVSs8//7w2btwom82mRx55RMuXL1dSUpLatGmj9evXa8SIEWratKn69Omj4uJitWzZUkuXLlWTJk2Ulpamv/zlL4qIiNDQoUM1efJk7dixQ1lZWUpOTpYkhYaGKi0trVIx5ebmKjExUQsXLlRYWJiaNWumUaNGae/evXrttdfUokULvfXWW7r22mu1bds2tWnTpsrvQ8+ePfXwww9r5cqVGjRokI4cOaJly5bpuuuuc+k87777rgYOHKghQ4Zo3bp1ioyM1Pjx4zVmzJhzHlNQUKCCggLn86ysLEmS3W6X3W6/sAah0krfY95ra6FfrYu+rQf8z1xKnQryV24DH/mcTvI4fL3kZxTLlKl/Db5KSa++I6lkMeZSdn+b7F5nfnMrltT3hx9k+Biy+5e9TOu3e7cCVCSpZF3nzJxCNfXzqN/r6jw+s9ZF31qXK31L/6M+8KgkT3BwsIKCgmSz2RQeHq6cnBzNmTNHa9euVXx8vCQpNjZWGzZs0HPPPac+ffrIx8dHTzzxhPMcMTExSktL09KlSzV06FAFBgYqICBABQUF5xw5cz52u13z589XXFycpJLpZCkpKTpw4IBatGghSZo8ebJWrVql5ORkTZ8+vcrvQ8+ePfXKK69o2LBhys/PV1FRkf7whz/omWeecek8e/bsUVJSkiZNmqQpU6boyy+/1IQJE+Tn56eRI0eWe0xiYmKZ97PUhx9+qAYNGlxQe+C6NWvWuDsE1AD61bro2zosaUCZp2t0qfNxPxWpnz4redJbWtm7pG5+fr50y38lSWuf7it/f/+zTntI0iF1PKs8RWd+RNp4/rWc4UZ8Zq2LvrWuyvRtbm5uLUQCVI1HJXl+KyMjQ/n5+erfv3+Z8sLCQnXp0sX5fMGCBVq4cKH27dunvLw8FRYWVtsduXx9fdWpUyfn8y1btsg0TbVt27ZMvYKCAoWFhVXLa2ZkZGjChAl67LHHNHDgQGVmZuqBBx7QuHHj9MILL1T6PMXFxerWrZsz8dSlSxdt375dSUlJ50zyPPTQQ5o0aZLzeVZWlqKiojRgwAA1atSoag1Dhex2u9asWaP+/fvLx8fH3eGgmtCv1kXf1gMX3+d8+MXFLfW7fQdUOkj8lJ+PIp+eUvLEMBSUV6B5r72jAVu+ch5zzd9S9WVsG73XqZ3+vXSFTMNQapsYXbNrT5mXKTIMrWsbqz+Ov02S1MhH2j84mLts1TF8Zq2LvrUuV/q2dBYCUJd5dJKndJHj999/X5GRkWX2la5Ds3TpUk2cOFGzZ89WfHy8goKCNHPmTH3xxRfnPbfX6aHXv54vX97wvoCAgDIXaMXFxbLZbNq8ebNsNluZuoGBgS607twSExN15ZVX6oEHHpAkderUSQ0bNlTv3r01bdo0RUREVOo8ERERat++fZmydu3a6c033zznMX5+fuWu8ePj48MfzFrE+21N9Kt10bd12IBO0rtbJEndv9+vHF9fNcovkM001Ti/SBcfPqadzZvKMKW8gIa6ddSf1eLavtK9JSN5rrp3jL5tGSNJumFThq7etVt9v/lePr+5EYOPpH/3jlfe6Uu3f7T3l6+vb601E67hM2td9K11VaZvrdj35unNSqzWHld5dJKndLHj/fv3q0+fPuXW+eSTT9SzZ0+NHz/eWbZ79+4ydXx9feU4vbBiqaZNm0qSMjMz1bhxY0klCy9XpEuXLnI4HDpy5Ih69+7tSnMqLTc396y7ipUmlFxZxPHKK6/Uzp07y5Tt2rVLF198cdWDBACgPnh+tLT6a6mgSH6OYn3bOFitjh6Xf5Fd3sWmpq74n34MaaTpg6/R8QYBkmHoUONg5+F7m4RKkrwdDr3Qq7t+/+138v3Vmj2mShZeTry2rz7oeIkkqU8Tm+5tc/YULwAAAI9O8gQFBWny5MmaOHGiiouL1atXL2VlZSktLU2BgYG6/fbb1bp1ay1ZskSrV69WTEyMXnrpJW3cuFExMTHO80RHR2v16tXauXOnwsLCFBwcrNatWysqKkpTp07VtGnT9N1332n27NkVxtS2bVsNHz5cI0eO1OzZs9WlSxcdPXpUa9euVceOHTV48OAKz5GRkaHCwkIdO3ZM2dnZzuRS6RSz66+/XmPGjFFSUpJzutZ9992n3/3ud851gAoLC5WRkeF8fPDgQaWnpyswMFCtW7eWJE2cOFE9e/bU9OnTNXToUH355Zd6/vnn9fzzz7vSDQAA1F++3tIPc6VBT0tf/ai4Qz9pf0iwNka3UdyBTPXd8b32N2ms6ZJ0nqlVRTabPo+JUravj0LzS27JXiRpXdtYzenfWx90aqdQH2nqZf76a2t/pmkBAIByeXSSR5KeeuopNWvWTImJidqzZ49CQkJ0+eWXa8qUkjn048aNU3p6uoYNGybDMHTrrbdq/Pjx+uCDD5znGDNmjFJTU9WtWzedOnVKH3/8sfr27auUlBTdddddiouLU/fu3TVt2jQNGTKkwpiSk5M1bdo03X///Tp48KDCwsIUHx9fqQSPJA0ePFj79u1zPi9dX6h0lE5CQoKys7P17LPP6v7771dISIiuueYaPf30085jDh06VGZdolmzZmnWrFnq06eP83bu3bt311tvvaWHHnpITz75pGJiYjR37lwNHz68UnECAGAJ/j7Sx49Idoe0bb8uKijSRXEXSQ38pOJibY+fobBTuc6RPOXxKi5Wu8M/a19wsMIOTZNUMkWr3+kNAACgMgzTlfk5QDXLyspScHCwTp48ycLLtcBut2vlypUaPHiwJecUeyr61broW2tI6fes9jRvosf+0F/FXl5Sfo40MkqS5L/kB+X7l0zfenVhiiLMQvX98D43Rouq4DNrXfStdbnSt1b67lLalub//kZeAUHuDqdaFedl66cJHSzRTxfCy90BAAAAWNm34U3Ue+cehZ/Mlvdv1vCTJJvDoU4/HlL/b3bp+0svckOEAADAKkjy1DODBg1SYGBguVvprcwBAEDdsfaS1or78ZA+mblAcT9mnrW/347v9b9/LdTxwAC1VJEbIgQAAFbh8Wvy1DcLFy5UXl5euftCQ0NrORoAAFCR75qGKdhuV6NfjmtT4rP6PDxU8af3rZ+RpO4HT8iU5G+3y+gQ7s5QAQBAPUeSp56JjIx0dwgAAMAFPkVFchiS7fQqiB0zf3Lua/PzcUmGDEmBhXa1vKGTW2IEAADWQJIHAACgBnU4/JN+bByii4+dUEU3Pvfz4dIMAFB7TKNksxKrtcdVrMkDAABQg4Jy81Vo86owwZPt4y2jccNaiQkAAFgTSR4AAIAalO3vp9Y/HztvHVNSQ3uRZHj4z48AAKBKSPIAAADUoO0tIyq84DIkFZPgAQAAVcTEbwAAgBrUJutEhXVMSYU2GxdmAIBaZcqQWeGE4vrFau1xFSN5AAAAalBwA98K6xiSdjVrUvPBAAAASyPJAwAAUIPad22hnU1DZVZQb82lrWolHgAAYF0keQAAAGrQHZ1ClHppq3MOHjclfR7dUnmDOtdiVAAAwIqY+g0AAFCDYoO89VL/K9Wg0K5bN36lIkfZ/ZsujtTnMVH6y/AO7gkQAOCxTKNksxKrtcdVJHkAAABq2JxbW+ueUwWSKeUW26U1JeVLruiiXL8gHX3wDwr3Z4A1AACoGpI8AAAANex3YT76152XaWj7i3Tx5gxnkmfW4Ks1ptfFmtnO370BAgAASyDJAwAAUAt6NvHRj9c31vouHdX3yZKyL/7YXBFNAtwbGAAAsAzGBQMAANQSwzDULfTMb2wB3h6+cAAAAKhWjOQBAAAAAMADmTJknvP+j/WT1drjKkbyAAAAAAAAWABJHgAAAAAAAAsgyQMAAAAAAGABrMkDAAAAAIAHMo2SzUqs1h5XMZIHAACgtpzIlR5MOfP8T/Okz75zXzwAAMBSSPIAAADUhnXfSrETpVfTzpR9c1C6bpb0p7luCwsAAFgHSR4AAICallso3fSvc+9fu0P6e8q59wMAAFQCSR4AAICaNnhmxXWeT63xMAAA+DXTMCy5eTKSPAAAADXt6/2Vq3c8u2bjAAAAlkaSBwAAoK5I+97dEQAAgHqMJA8AAEBdkXHA3REAAIB6jCQPAABAXbHvZ3dHAAAA6jFvdwcAAACA0/x93B0BAMDDmO4OANWKkTwAAAA1rNIX0Ot31mQYAADA4kjyAAAA1LDi01tFCotqOhIAAGBlJHkAAABqkGmaWt2+jYxK1M2Ou6jG4wEAANbFmjwAAAA1qOeaE3rKUVypJI//j0drPB4AAEqZhiEZlfkLVX+YFmuPqxjJAwAAUIM+P2kq38dWYT1TUu6RrJoPCAAAWBZJHgAAgJpkSk9c93vZvbzOuwCzIcknO6+2ogIAABZEkgcAAKCGdd93UN7F556yVZr8CSyuzPLMAAAA5WNNHgAAgBpSePp2WX/4eoeKDUM2s/yxPIZKEj3ZDXzUuPbCAwB4uPONMK2vrNgmV3hcksc0TY0dO1bLli3T8ePHtXXrVnXu3NndYQEAgHrENE0tP1ioyV/laW/ueS4nTyd1svz9ZUr6MrqllrWPlV5JlqSStXoKz4zecZwsUnHoWHn52KTrOkvrd0jHckt2GpL6tpeWjJMa+tVMwwAAQL3mcdO1Vq1apUWLFmnFihXKzMxUhw4dqnzOhIQE3XjjjVUPrhrk5+crISFBHTt2lLe39znjWrdunbp27Sp/f3/FxsZqwYIFZfZv375dN998s6Kjo2UYhubOnXvWObKzs3Xffffp4osvVkBAgHr27KmNGzfWQKsAAKg7HKapa9ef0p8+yz1/gkcquWOJYeijS1vp9xPHqMdDf9Wcfr2cu+MevU+rLmurIsNQgbdNvf8+Xt9Ehsu0O6S3N59J8EglP01+nCFdfK907FTNNA4AANRrHpfk2b17tyIiItSzZ0+Fh4fL27vuDGZyOBwqruJcfIfDoYCAAE2YMEH9+vUrt84PP/ygwYMHq3fv3tq6daumTJmiCRMm6M0333TWyc3NVWxsrP75z38qPDy83PPceeedWrNmjV566SVt27ZNAwYMUL9+/XTw4MEqtQEAgLrssW/y9OGRIpeOefHK7vq09cWSJIftzJ22sv18dP3dt+vrlhHKbBSkHB8fDbpnlOy289yNq9iUuj5yQbEDAABr86gkT0JCgu655x7t379fhmEoOjpapmlqxowZio2NVUBAgOLi4rRs2TLnMQ6HQ6NHj1ZMTIwCAgJ0ySWXaN68ec79U6dO1eLFi/XOO+/IMAwZhqHU1FSlpqbKMAydOHHCWTc9PV2GYWjv3r2SpEWLFikkJEQrVqxQ+/bt5efnp3379qmwsFAPPvigIiMj1bBhQ/Xo0UOpqamVamPDhg2VlJSkMWPGnDM5s2DBAl100UWaO3eu2rVrpzvvvFN33HGHZs2a5azTvXt3zZw5U7fccov8/M4eEp6Xl6c333xTM2bM0FVXXaXWrVtr6tSpiomJUVJSUqViBQCgviksNjX3uwLXDjJNObxtZZI7zl1eJZdid4z8k4Lz8nXXJ1/qUONgvdXlsvOf82SedOCYa3EAAADLqzvDWGrBvHnz1KpVKz3//PPauHGjbDabHnnkES1fvlxJSUlq06aN1q9frxEjRqhp06bq06ePiouL1bJlSy1dulRNmjRRWlqa/vKXvygiIkJDhw7V5MmTtWPHDmVlZSk5uWR+fWhoqNLS0ioVU25urhITE7Vw4UKFhYWpWbNmGjVqlPbu3avXXntNLVq00FtvvaVrr71W27ZtU5s2bar8Pnz22WcaMGBAmbKBAwfqhRdekN1ul4+PT4XnKCoqksPhkL+/f5nygIAAbdiw4ZzHFRQUqKDgzMVxVlaWJMlut8tut7vSDFyA0veY99pa6Ffrom/rnm9OFsl0FCnAlYMMlazNY5TcW8tUkfJP7wqQQ/k2U99FNVUDOXRr+tdKvP5qrbssVn/8JuP8503ZIN036AJagZrCZ9a66FvrcqVvrdj/5ulpxVZiWqw9rvKoJE9wcLCCgoJks9kUHh6unJwczZkzR2vXrlV8fLwkKTY2Vhs2bNBzzz2nPn36yMfHR0888YTzHDExMUpLS9PSpUs1dOhQBQYGKiAgQAUFBeccOXM+drtd8+fPV1xcnKSS6WQpKSk6cOCAWrRoIUmaPHmyVq1apeTkZE2fPr3K78Phw4fVvHnzMmXNmzdXUVGRjh49qoiIiArPERQUpPj4eD311FNq166dmjdvrpSUFH3xxRfnTUQlJiaWeT9Lffjhh2rQoIHrjcEFWbNmjbtDQA2gX62Lvq1bUnyrdnx+cb5uOf04yXeT/H1LfjBZPb+/JOklfSH1lVb2HVD+CZxMaeXKqgWDGsFn1rroW+uqTN/m5uZWWAdwN49K8vxWRkaG8vPz1b9//zLlhYWF6tKli/P5ggULtHDhQu3bt095eXkqLCystjty+fr6qlOnTs7nW7ZskWmaatu2bZl6BQUFCgsLq5bXlCTjN9lN8/TdP35bfj4vvfSS7rjjDkVGRspms+nyyy/Xn//8Z23ZsuWcxzz00EOaNGmS83lWVpaioqI0YMAANWrUyMVWwFV2u11r1qxR//79KzViC/UD/Wpd9G3dk1dkKmrFSbn8W+6vR/IU5jiL7yrspnwjSM2zTynj0dn6+qIIXX3/WC14+S3duvGr859zwyNSVBNXI0EN4jNrXfStdbnSt6WzEIC6zKOTPKWLHL///vuKjIwss690HZqlS5dq4sSJmj17tuLj4xUUFKSZM2fqiy++OO+5vU7PsS9NnkjlD+8LCAgok1gpLi6WzWbT5s2bZfvN3P3AwEAXWndu4eHhOnz4cJmyI0eOyNvb26VEUqtWrbRu3Trl5OQoKytLERERGjZsmGJiYs55jJ+fX7lr/Pj4+PAHsxbxflsT/Wpd9G3d4eMj3RLbQM/vKaz8QaYpw/z18PEzl195sqnQtGn0xxvln1+k//6uuxpmF2joZ1/Jp+g8izv72qTYikfewj34zFoXfWtdlelb+h71gUcneUoXO96/f7/69OlTbp1PPvlEPXv21Pjx451lu3fvLlPH19dXDoejTFnTpk0lSZmZmWrcuLGkkoWXK9KlSxc5HA4dOXJEvXv3dqU5lRYfH6/33nuvTNmHH36obt26XdD/uBo2bKiGDRvq+PHjWr16tWbMmFFdoQIAUOfM69xA64/Y9e2pCm6fftpV3/2gm9K3a+LQ6+VVXKxf30fT5ihW5x8P6d6PPtFHl7bW8ssv08pnFsn/fAkeSUp7/MIbAADAaazJYz0eneQJCgrS5MmTNXHiRBUXF6tXr17KyspSWlqaAgMDdfvtt6t169ZasmSJVq9erZiYGL300kvauHFjmdEq0dHRWr16tXbu3KmwsDAFBwerdevWioqK0tSpUzVt2jR99913mj17doUxtW3bVsOHD9fIkSM1e/ZsdenSRUePHtXatWvVsWN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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap_plot = top_model.shap_summary_plot(test_h2o)" ] }, { "cell_type": "code", "execution_count": 15, "id": "01791cdd-4148-4c6c-b5ac-7d8acab745bd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learning_curve_plot = top_model.learning_curve_plot()" ] }, { "cell_type": "code", "execution_count": 16, "id": "e13f0119-32b4-4416-924e-6c6034b7d2c1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
ModelMetricsRegression: xgboost\n",
       "** Reported on test data. **\n",
       "\n",
       "MSE: 1.8692945541253572\n",
       "RMSE: 1.3672214722294838\n",
       "MAE: 0.7164482343368461\n",
       "RMSLE: NaN\n",
       "Mean Residual Deviance: 1.8692945541253572
" ], "text/plain": [ "ModelMetricsRegression: xgboost\n", "** Reported on test data. **\n", "\n", "MSE: 1.8692945541253572\n", "RMSE: 1.3672214722294838\n", "MAE: 0.7164482343368461\n", "RMSLE: NaN\n", "Mean Residual Deviance: 1.8692945541253572" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "perf = top_model.model_performance(train_h2o)\n", "perf" ] }, { "cell_type": "code", "execution_count": 17, "id": "4f78d3fc-170a-42bb-85e2-96dbc1ada892", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.8105615048387955" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "top_model.r2()" ] }, { "cell_type": "code", "execution_count": 18, "id": "eee87b42-60d2-4034-8f3f-fafcafcb559f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "xgboost prediction progress: |███████████████████████████████████████████████████| (done) 100%\n", "xgboost prediction progress: |" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/aanyam/.local/lib/python3.11/site-packages/h2o/frame.py:1983: H2ODependencyWarning: Converting H2O frame to pandas dataframe using single-thread. For faster conversion using multi-thread, install polars and pyarrow and use it as pandas_df = h2o_df.as_data_frame(use_multi_thread=True)\n", "\n", " warnings.warn(\"Converting H2O frame to pandas dataframe using single-thread. For faster conversion using\"\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "███████████████████████████████████████████████████| (done) 100%\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/aanyam/.local/lib/python3.11/site-packages/h2o/frame.py:1983: H2ODependencyWarning: Converting H2O frame to pandas dataframe using single-thread. For faster conversion using multi-thread, install polars and pyarrow and use it as pandas_df = h2o_df.as_data_frame(use_multi_thread=True)\n", "\n", " warnings.warn(\"Converting H2O frame to pandas dataframe using single-thread. For faster conversion using\"\n" ] } ], "source": [ "predictions_train = aml.leader.predict(train_h2o).as_data_frame()\n", "data_train[\"predictions\"] = predictions_train[\"predict\"]\n", "\n", "predictions_test = aml.leader.predict(test_h2o).as_data_frame()\n", "data_test[\"predictions\"] = predictions_test[\"predict\"]" ] }, { "cell_type": "code", "execution_count": 20, "id": "445d58ba-b4c4-4631-b1ba-1e7ff9c934ad", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([ 1., 0., 1., 0., 3., 8., 84., 48., 14., 1.]),\n", " array([-23.16868591, -20.89972775, -18.63076958, -16.36181141,\n", " -14.09285325, -11.82389508, -9.55493692, -7.28597875,\n", " -5.01702058, -2.74806242, -0.47910425]),\n", " )" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "plt.hist(data_test[\"predictions\"])" ] } ], "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": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 5 }