{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6c4d4faf-ab84-4a72-a80e-535b211747cd",
   "metadata": {
    "tags": []
   },
   "source": [
    "# H2O Sonar Demo of Driverless AI Local REST Server Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "69f414e3-bc88-478b-bed5-890352b1041a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import logging\n",
    "\n",
    "import datatable\n",
    "import daimojo\n",
    "\n",
    "from h2o_sonar import interpret\n",
    "from h2o_sonar.lib.api import commons\n",
    "from h2o_sonar.lib.api import explainers\n",
    "from h2o_sonar.explainers import dt_surrogate_explainer as dt_explainer\n",
    "from h2o_sonar.explainers import pd_ice_explainer as pd_explainer\n",
    "from h2o_sonar.lib.api.models import ModelApi\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90d401d2-14cd-4686-982f-3cac9e9f5eb7",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Interpretation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "15201d08-873b-45c3-82ad-052266f0526c",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# model\n",
    "local_model_rest_server_url = \"http://localhost:8080/model\"\n",
    "\n",
    "# dataset\n",
    "dataset_path = \"../../data/predictive/pd_ice_creditcard_train.csv\"\n",
    "target_col = \"DEFAULT_PAYMENT_NEXT_MONTH\"\n",
    "\n",
    "# results\n",
    "results_location = \"./results\"\n",
    "os.makedirs(results_location, exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0ba8f0aa-2e0e-4a0a-93ab-77ce9e968fa0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checking whether there is an H2O instance running at http://localhost:41647 ..... not found.\n",
      "Attempting to start a local H2O server...\n",
      "  Java Version: openjdk version \"10\" 2018-03-20; OpenJDK Runtime Environment 18.3 (build 10+44); OpenJDK 64-Bit Server VM 18.3 (build 10+44, mixed mode)\n",
      "  Starting server from /home/user/h/mli/git/h2o-sonar/.venv/lib/python3.8/site-packages/hmli/backend/bin/hmli.jar\n",
      "  Ice root: /tmp/tmph2lxfaes\n",
      "  JVM stdout: /tmp/tmph2lxfaes/hmli_user_started_from_python.out\n",
      "  JVM stderr: /tmp/tmph2lxfaes/hmli_user_started_from_python.err\n",
      "  Server is running at http://127.0.0.1:41647\n",
      "Connecting to H2O server at http://127.0.0.1:41647 ... successful.\n",
      "Warning: Your H2O cluster version is too old (9 months and 15 days)!Please download and install the latest version from http://hmli.ai/download/\n"
     ]
    },
    {
     "data": {
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       "<div style=\"overflow:auto\"><table style=\"width:50%\"><tr><td>H2O_cluster_uptime:</td>\n",
       "<td>00 secs</td></tr>\n",
       "<tr><td>H2O_cluster_timezone:</td>\n",
       "<td>Europe/Prague</td></tr>\n",
       "<tr><td>H2O_data_parsing_timezone:</td>\n",
       "<td>UTC</td></tr>\n",
       "<tr><td>H2O_cluster_version:</td>\n",
       "<td>3.34.0.7</td></tr>\n",
       "<tr><td>H2O_cluster_version_age:</td>\n",
       "<td>9 months and 15 days !!!</td></tr>\n",
       "<tr><td>H2O_cluster_name:</td>\n",
       "<td>H2O_from_python_user_hsf2bw</td></tr>\n",
       "<tr><td>H2O_cluster_total_nodes:</td>\n",
       "<td>1</td></tr>\n",
       "<tr><td>H2O_cluster_free_memory:</td>\n",
       "<td>4 Gb</td></tr>\n",
       "<tr><td>H2O_cluster_total_cores:</td>\n",
       "<td>16</td></tr>\n",
       "<tr><td>H2O_cluster_allowed_cores:</td>\n",
       "<td>16</td></tr>\n",
       "<tr><td>H2O_cluster_status:</td>\n",
       "<td>locked, healthy</td></tr>\n",
       "<tr><td>H2O_connection_url:</td>\n",
       "<td>http://127.0.0.1:41647</td></tr>\n",
       "<tr><td>H2O_connection_proxy:</td>\n",
       "<td>{\"http\": null, \"https\": null}</td></tr>\n",
       "<tr><td>H2O_internal_security:</td>\n",
       "<td>False</td></tr>\n",
       "<tr><td>H2O_API_Extensions:</td>\n",
       "<td>XGBoost, Algos, MLI, MLI-Driver, Core V3, Core V4, TargetEncoder</td></tr>\n",
       "<tr><td>Python_version:</td>\n",
       "<td>3.8.10 final</td></tr></table></div>"
      ],
      "text/plain": [
       "--------------------------  ----------------------------------------------------------------\n",
       "H2O_cluster_uptime:         00 secs\n",
       "H2O_cluster_timezone:       Europe/Prague\n",
       "H2O_data_parsing_timezone:  UTC\n",
       "H2O_cluster_version:        3.34.0.7\n",
       "H2O_cluster_version_age:    9 months and 15 days !!!\n",
       "H2O_cluster_name:           H2O_from_python_user_hsf2bw\n",
       "H2O_cluster_total_nodes:    1\n",
       "H2O_cluster_free_memory:    4 Gb\n",
       "H2O_cluster_total_cores:    16\n",
       "H2O_cluster_allowed_cores:  16\n",
       "H2O_cluster_status:         locked, healthy\n",
       "H2O_connection_url:         http://127.0.0.1:41647\n",
       "H2O_connection_proxy:       {\"http\": null, \"https\": null}\n",
       "H2O_internal_security:      False\n",
       "H2O_API_Extensions:         XGBoost, Algos, MLI, MLI-Driver, Core V3, Core V4, TargetEncoder\n",
       "Python_version:             3.8.10 final\n",
       "--------------------------  ----------------------------------------------------------------"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-10-06 15:21:29,827 - h2o_sonar.explainers.dt_surrogate_explainer.DecisionTreeSurrogateExplainerLogger - INFO - Surrogate decision tree 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/48bca834-a8cb-4226-a34f-62b5322bc66b: connecting to H2O-3 server: localhost:41647\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Connecting to H2O server at http://localhost:41647 ... successful.\n",
      "Warning: Your H2O cluster version is too old (9 months and 15 days)!Please download and install the latest version from http://hmli.ai/download/\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"overflow:auto\"><table style=\"width:50%\"><tr><td>H2O_cluster_uptime:</td>\n",
       "<td>01 secs</td></tr>\n",
       "<tr><td>H2O_cluster_timezone:</td>\n",
       "<td>Europe/Prague</td></tr>\n",
       "<tr><td>H2O_data_parsing_timezone:</td>\n",
       "<td>UTC</td></tr>\n",
       "<tr><td>H2O_cluster_version:</td>\n",
       "<td>3.34.0.7</td></tr>\n",
       "<tr><td>H2O_cluster_version_age:</td>\n",
       "<td>9 months and 15 days !!!</td></tr>\n",
       "<tr><td>H2O_cluster_name:</td>\n",
       "<td>H2O_from_python_user_hsf2bw</td></tr>\n",
       "<tr><td>H2O_cluster_total_nodes:</td>\n",
       "<td>1</td></tr>\n",
       "<tr><td>H2O_cluster_free_memory:</td>\n",
       "<td>4 Gb</td></tr>\n",
       "<tr><td>H2O_cluster_total_cores:</td>\n",
       "<td>16</td></tr>\n",
       "<tr><td>H2O_cluster_allowed_cores:</td>\n",
       "<td>16</td></tr>\n",
       "<tr><td>H2O_cluster_status:</td>\n",
       "<td>locked, healthy</td></tr>\n",
       "<tr><td>H2O_connection_url:</td>\n",
       "<td>http://localhost:41647</td></tr>\n",
       "<tr><td>H2O_connection_proxy:</td>\n",
       "<td>{\"http\": null, \"https\": null}</td></tr>\n",
       "<tr><td>H2O_internal_security:</td>\n",
       "<td>False</td></tr>\n",
       "<tr><td>H2O_API_Extensions:</td>\n",
       "<td>XGBoost, Algos, MLI, MLI-Driver, Core V3, Core V4, TargetEncoder</td></tr>\n",
       "<tr><td>Python_version:</td>\n",
       "<td>3.8.10 final</td></tr></table></div>"
      ],
      "text/plain": [
       "--------------------------  ----------------------------------------------------------------\n",
       "H2O_cluster_uptime:         01 secs\n",
       "H2O_cluster_timezone:       Europe/Prague\n",
       "H2O_data_parsing_timezone:  UTC\n",
       "H2O_cluster_version:        3.34.0.7\n",
       "H2O_cluster_version_age:    9 months and 15 days !!!\n",
       "H2O_cluster_name:           H2O_from_python_user_hsf2bw\n",
       "H2O_cluster_total_nodes:    1\n",
       "H2O_cluster_free_memory:    4 Gb\n",
       "H2O_cluster_total_cores:    16\n",
       "H2O_cluster_allowed_cores:  16\n",
       "H2O_cluster_status:         locked, healthy\n",
       "H2O_connection_url:         http://localhost:41647\n",
       "H2O_connection_proxy:       {\"http\": null, \"https\": null}\n",
       "H2O_internal_security:      False\n",
       "H2O_API_Extensions:         XGBoost, Algos, MLI, MLI-Driver, Core V3, Core V4, TargetEncoder\n",
       "Python_version:             3.8.10 final\n",
       "--------------------------  ----------------------------------------------------------------"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parse progress: |████████████████████████████████████████████████████████████████| (done) 100%\n",
      "Parse progress: |████████████████████████████████████████████████████████████████| (done) 100%\n",
      "drf Model Build progress: |██████████████████████████████████████████████████████| (done) 100%\n",
      "Parse progress: |████████████████████████████████████████████████████████████████| (done) 100%\n",
      "Export File progress: |██████████████████████████████████████████████████████████| (done) 100%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-10-06 15:21:33,766 - h2o_sonar.explainers.dt_surrogate_explainer.DecisionTreeSurrogateExplainerLogger - INFO - Surrogate decision tree 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/48bca834-a8cb-4226-a34f-62b5322bc66b: DONE calculation\n",
      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 23999/23999 [13:37<00:00, 29.36it/s]\n",
      "2022-10-06 15:35:13,476 - h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainerLogger - INFO - Summary Shapley explainer 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/43a8a03c-b1a6-404b-8b24-c26ea4e1d4b0 raw MEANs (1)\n",
      "2022-10-06 15:35:13,484 - h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainerLogger - INFO - Summary Shapley explainer 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/43a8a03c-b1a6-404b-8b24-c26ea4e1d4b0 raw CONTRIBs (1)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 30.0%\n",
      "h2o_sonar.explainers.summary_shap_explainer.SummaryShapleyExplainer: progress 40.0%\n",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-10-06 15:35:36,826 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - [PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b] BEGIN\n",
      "2022-10-06 15:35:36,827 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - [PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b] loading dataset\n",
      "2022-10-06 15:35:36,827 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - [PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b] loaded dataset has 23999 rows and 25 columns\n",
      "2022-10-06 15:35:36,827 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - [PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b] getting features list, importanceand metadata\n",
      "2022-10-06 15:35:36,828 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b all most important model features: ['LIMIT_BAL', 'SEX', 'EDUCATION', 'MARRIAGE', 'AGE', 'PAY_1', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'BILL_AMT1', 'BILL_AMT2', 'BILL_AMT3', 'BILL_AMT4', 'BILL_AMT5', 'BILL_AMT6', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT3', 'PAY_AMT4', 'PAY_AMT5', 'PAY_AMT6']\n",
      "2022-10-06 15:35:36,828 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b features used by model: ['LIMIT_BAL', 'SEX', 'EDUCATION', 'MARRIAGE', 'AGE', 'PAY_1', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'BILL_AMT1', 'BILL_AMT2', 'BILL_AMT3', 'BILL_AMT4', 'BILL_AMT5', 'BILL_AMT6', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT3', 'PAY_AMT4', 'PAY_AMT5', 'PAY_AMT6']\n",
      "2022-10-06 15:35:36,828 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b: calculating PD for features ['LIMIT_BAL', 'SEX', 'EDUCATION', 'MARRIAGE', 'AGE', 'PAY_1', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5']\n",
      "2022-10-06 15:35:36,829 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b feature metadata: {}\n",
      "2022-10-06 15:35:36,829 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b 1 frame strategy: True\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "h2o_sonar.explainers.pd_ice_explainer.PdIceExplainer: progress 10.0%\n",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-10-06 15:36:27,474 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b saving PD to ./results/h2o-sonar/mli_experiment_6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/explainer_h2o_sonar_explainers_pd_ice_explainer_PdIceExplainer_5c327c67-cd77-41c2-a928-230d36dee13b/work/h2o_sonar-pd-dai-model.json\n",
      "2022-10-06 15:36:27,478 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b computation finished & stored to: ./results/h2o-sonar/mli_experiment_6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/explainer_h2o_sonar_explainers_pd_ice_explainer_PdIceExplainer_5c327c67-cd77-41c2-a928-230d36dee13b/work/h2o_sonar-pd-dai-model.json\n",
      "2022-10-06 15:36:27,501 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: LIMIT_BAL/True\n",
      "2022-10-06 15:36:27,511 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: LIMIT_BAL/False\n",
      "2022-10-06 15:36:27,516 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: SEX/True\n",
      "2022-10-06 15:36:27,535 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: SEX/False\n",
      "2022-10-06 15:36:27,554 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: EDUCATION/True\n",
      "2022-10-06 15:36:27,570 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: EDUCATION/False\n",
      "2022-10-06 15:36:27,590 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: MARRIAGE/True\n",
      "2022-10-06 15:36:27,606 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: MARRIAGE/False\n",
      "2022-10-06 15:36:27,626 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: AGE/True\n",
      "2022-10-06 15:36:27,630 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: AGE/False\n",
      "2022-10-06 15:36:27,642 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: PAY_1/True\n",
      "2022-10-06 15:36:27,647 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: PAY_1/False\n",
      "2022-10-06 15:36:27,651 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: PAY_2/True\n",
      "2022-10-06 15:36:27,658 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: PAY_2/False\n",
      "2022-10-06 15:36:27,663 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: PAY_3/True\n",
      "2022-10-06 15:36:27,666 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: PAY_3/False\n",
      "2022-10-06 15:36:27,675 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: PAY_4/True\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "h2o_sonar.explainers.pd_ice_explainer.PdIceExplainer: progress 90.0%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-10-06 15:36:27,680 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: PAY_4/False\n",
      "2022-10-06 15:36:27,683 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: PAY_5/True\n",
      "2022-10-06 15:36:27,691 - h2o_sonar.explainers.pd_ice_explainer.PdIceExplainerLogger - INFO - PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/5c327c67-cd77-41c2-a928-230d36dee13b creating histogram: PAY_5/False\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "h2o_sonar.explainers.pd_ice_explainer.PdIceExplainer: progress 100.0%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-10-06 15:36:28,514 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - [PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2] BEGIN\n",
      "2022-10-06 15:36:28,514 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - [PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2] loading dataset\n",
      "2022-10-06 15:36:28,515 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - [PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2] loaded dataset has 23999 rows and 25 columns\n",
      "2022-10-06 15:36:28,515 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - [PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2] getting features list, importanceand metadata\n",
      "2022-10-06 15:36:28,515 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 all most important model features: ['LIMIT_BAL', 'SEX', 'EDUCATION', 'MARRIAGE', 'AGE', 'PAY_1', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'BILL_AMT1', 'BILL_AMT2', 'BILL_AMT3', 'BILL_AMT4', 'BILL_AMT5', 'BILL_AMT6', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT3', 'PAY_AMT4', 'PAY_AMT5', 'PAY_AMT6']\n",
      "2022-10-06 15:36:28,516 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 features used by model: ['LIMIT_BAL', 'SEX', 'EDUCATION', 'MARRIAGE', 'AGE', 'PAY_1', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5', 'PAY_6', 'BILL_AMT1', 'BILL_AMT2', 'BILL_AMT3', 'BILL_AMT4', 'BILL_AMT5', 'BILL_AMT6', 'PAY_AMT1', 'PAY_AMT2', 'PAY_AMT3', 'PAY_AMT4', 'PAY_AMT5', 'PAY_AMT6']\n",
      "2022-10-06 15:36:28,516 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2: calculating PD for features ['LIMIT_BAL', 'SEX', 'EDUCATION', 'MARRIAGE', 'AGE', 'PAY_1', 'PAY_2', 'PAY_3', 'PAY_4', 'PAY_5']\n",
      "2022-10-06 15:36:28,516 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 feature metadata: {}\n",
      "2022-10-06 15:36:28,516 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 1 frame strategy: True\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "h2o_sonar.explainers.pd_ice_explainer.PdIceExplainer: progress 10.0%\n",
      "h2o_sonar.explainers.pd_ice_explainer.PdIceExplainer: progress 20.0%\n",
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      "h2o_sonar.explainers.pd_ice_explainer.PdIceExplainer: progress 30.0%\n",
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      "h2o_sonar.explainers.pd_ice_explainer.PdIceExplainer: progress 70.0%\n",
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      "h2o_sonar.explainers.pd_ice_explainer.PdIceExplainer: progress 80.0%\n",
      "h2o_sonar.explainers.pd_ice_explainer.PdIceExplainer: progress 80.0%\n",
      "h2o_sonar.explainers.pd_ice_explainer.PdIceExplainer: progress 90.0%\n",
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      "h2o_sonar.explainers.pd_ice_explainer.PdIceExplainer: progress 90.0%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-10-06 15:37:16,148 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 saving PD to ./results/h2o-sonar/mli_experiment_6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/explainer_h2o_sonar_explainers_residual_pd_ice_explainer_ResidualPdIceExplainer_d5938159-a2f1-4294-8557-21d68d518df2/work/h2o_sonar-pd-dai-model.json\n",
      "2022-10-06 15:37:16,155 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 computation finished & stored to: ./results/h2o-sonar/mli_experiment_6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/explainer_h2o_sonar_explainers_residual_pd_ice_explainer_ResidualPdIceExplainer_d5938159-a2f1-4294-8557-21d68d518df2/work/h2o_sonar-pd-dai-model.json\n",
      "2022-10-06 15:37:16,171 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: LIMIT_BAL/True\n",
      "2022-10-06 15:37:16,203 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: LIMIT_BAL/False\n",
      "2022-10-06 15:37:16,229 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: SEX/True\n",
      "2022-10-06 15:37:16,256 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: SEX/False\n",
      "2022-10-06 15:37:16,283 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: EDUCATION/True\n",
      "2022-10-06 15:37:16,307 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: EDUCATION/False\n",
      "2022-10-06 15:37:16,340 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: MARRIAGE/True\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "h2o_sonar.explainers.pd_ice_explainer.PdIceExplainer: progress 90.0%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-10-06 15:37:16,379 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: MARRIAGE/False\n",
      "2022-10-06 15:37:16,415 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: AGE/True\n",
      "2022-10-06 15:37:16,427 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: AGE/False\n",
      "2022-10-06 15:37:16,432 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: PAY_1/True\n",
      "2022-10-06 15:37:16,435 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: PAY_1/False\n",
      "2022-10-06 15:37:16,444 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: PAY_2/True\n",
      "2022-10-06 15:37:16,448 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: PAY_2/False\n",
      "2022-10-06 15:37:16,452 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: PAY_3/True\n",
      "2022-10-06 15:37:16,457 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: PAY_3/False\n",
      "2022-10-06 15:37:16,467 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: PAY_4/True\n",
      "2022-10-06 15:37:16,472 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: PAY_4/False\n",
      "2022-10-06 15:37:16,478 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: PAY_5/True\n",
      "2022-10-06 15:37:16,480 - h2o_sonar.explainers.residual_pd_ice_explainer.ResidualPdIceExplainerLogger - INFO - Residual PD/ICE 6432d2e1-cafa-4bfb-91fd-ab3b5bb9a8c6/d5938159-a2f1-4294-8557-21d68d518df2 creating histogram: PAY_5/False\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "h2o_sonar.explainers.pd_ice_explainer.PdIceExplainer: progress 100.0%\n",
      "H2O session _sid_8889 closed.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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9FRgYqMcff/wGn6RUoUIFBQUFqWnTpho2bJgOHTqkHTt2uNqv95kmJiYqJiZG6enprjMso0ePlnQlGA4fPlyVKlVSyZIl1aJFCyUmJt6wHgAoTIrsnJHCzMPDQ5MmTVK1atW0d+9eDRkyRK+88oqmTp2aZ/++ffuqSZMmmjZtmpxOp1JSUlS8eHFJ0vfff6/OnTtrzJgxmjVrlo4fP67Y2FjFxsbmCgg/9fHHH6tjx45q3LjxNXW9+OKL6tu3rzZt2uSa7/H111+rcuXK+te//qU1a9Zo4MCB+s9//qO2bdtq3bp1WrhwoZ599ll17NhRlStXvuZ4//d//6dt27ZpxYoV8vf31549e3ThwgVJ0qRJk/SPf/xDn3zyiapUqaJDhw7p0KFDedadkZGhTp06KTIyUhs2bNCxY8f09NNPKzY2Vh988IGr3+rVqxUcHKzVq1drz549io6OVlhYmAYNGqRvv/1WL7zwgubOnatWrVrp1KlT+ve//33dz+un0tPTtWDBAkm5n31zvc+0VatWmjhxokaOHKmdO3dKkkqVKiVJio2N1bZt27RgwQJVrFhRS5cuVefOnbVlyxbVqlWrwHUBd8rdmJ93N+fkwQ7CiEWfffaZ60tHkrp06aJFixZp2LBhrnWhoaEaM2aMBg8enG8YOXjwoF5++WXVrVtXknJ9ScXHx6tv376ufdaqVUuTJk1Su3btNG3aNHl7e1+zv127dqlDhw55HqtevXquPlfDSLly5TRp0iR5eHioTp06evvtt3X+/Hm9+uqrkqQRI0Zo7Nix+uabb9S7d+8862/SpInCw8NdY/5pW61atfSLX/xCDodDVatWzbMu6UqIunjxoj788EOVLFlSkjR58mR1795d48aNU2BgoCSpbNmymjx5spxOp+rWrauuXbsqISFBgwYN0sGDB1WyZEl169ZNpUuXVtWqVdWkSZN8j3nV1ZB19YzTww8/7Po8JF33M/X09FSZMmXkcDgUFBSUa+yzZ8/WwYMHVbFiRUnS8OHDtXLlSs2ePVtvvfXWDesCgMKAMGJRhw4dNG3aNNfPV79AV61apfj4eO3YsUNnz57V5cuXdfHiRZ0/fz7PR97HxcXp6aef1ty5cxUVFaUnnnhCNWrUkHTlEs7mzZs1b948V39jjHJycrRv3z5XuPi5q5dhCqJBgwa53gkUGBiYa3Kq0+lU+fLlXe9N+bnf/va36tmzpzZu3Khf/epX6tGjh1q1aiXpymWVjh07qk6dOurcubO6deumX/3qV3nuZ/v27WrcuLHr9yhJrVu3Vk5Ojnbu3OkKIw0aNMj1qPTg4GDXhNOOHTuqatWqql69ujp37qzOnTvr0UcfveGrBv7973+rRIkSWrt2rd566y1Nnz49V7u7n6l05ZJTdna2atfO/X+emZmZKl++/HXrAYDChDkjFpUsWVI1a9Z0LcHBwdq/f7+6deumRo0aafHixUpOTtaUKVMkKd8JkaNHj9Z3332nrl276uuvv1b9+vW1dOlSSdKPP/6oZ599VikpKa5l06ZN2r17tyuw/Fzt2rW1ffv2PNuurv/pF+TVS0JXORyOPNfl91blLl266MCBA3rxxReVmpqqX/7ylxo+fLgkqWnTptq3b5/efPNNXbhwQb169SrQHI7ruV5tpUuX1saNGzV//nwFBwdr5MiRaty48Q1vo65WrZrq1KmjAQMG6Omnn1Z0dLSr7WY+U+nKZ+d0OpWcnJzr89u+fbvefffdmxw9ANx7CCP3mOTkZOXk5Gj8+PFq2bKlateurdTU1BtuV7t2bb344ov68ssv9dhjj7nmgzRt2lTbtm3LFXquLvm9z6d3795atWqVNm3alGt9Tk6O/vznP6t+/frXzCe5VQEBARowYIA++ugjTZw4UTNmzHC1+fr6Kjo6WjNnztTChQu1ePFinTp16pp91KtXT5s2bco1OXfNmjWuy0cFVaxYMUVFRentt9/W5s2btX//fn399dcF3v65557T1q1bXYGwIJ+pp6en6z1LVzVp0kTZ2dk6duzYNZ/dTy/nAEBhRxi5x9SsWVOXLl3Se++9p71792ru3LnXnPL/qQsXLig2NlaJiYk6cOCA1qxZow0bNrguv/zud7/Tf/7zH8XGxiolJUW7d+/W3//+d8XGxua7zxdffFERERHq3r27Fi1apIMHD2rDhg3q2bOntm/frr/+9a+39R0oI0eO1N///nft2bNH3333nT777DNX/RMmTND8+fO1Y8cO7dq1S4sWLVJQUFCez+To27evvL29NWDAAG3dulWrV6/W888/r379+rku0dzIZ599pkmTJiklJUUHDhzQhx9+qJycHLfCTIkSJTRo0CCNGjVKxpgCfaahoaH68ccflZCQoBMnTuj8+fOqXbu2+vbtq/79+2vJkiXat2+f1q9fr/j4eH3++ecFrgcA7nVFds5IYZ193bhxY02YMEHjxo3TiBEj1LZtW8XHx6t///559nc6nTp58qT69++vtLQ0+fv767HHHtPrr78uSWrUqJH++c9/6rXXXlObNm1kjFGNGjVyXUb4OW9vb3399dd666239Oqrr+rAgQMqXbq0OnTooLVr196Wh5X9lKenp0aMGKH9+/fLx8dHbdq0cd2RUrp0ab399tvavXu3nE6nmjdvruXLl+eao3JViRIl9MUXX2jo0KFq3ry5SpQooZ49e2rChAkFrsXPz09LlizR6NGjdfHiRdWqVUvz589XgwYN3BpTbGysJkyYoEWLFqlXr143/ExbtWqlwYMHKzo6WidPntSoUaM0evRozZ49W2PGjNFLL72kw4cPy9/fXy1btlS3bt3cqgcA7mUO485MRUvOnj2rMmXKKD09Xb6+vrnaLl68qH379qlatWp53hkC3E/494C7jVt7cT3X+/7+KS7TAAAAqwgjAADAKsIIAACwijACAACsKjJhpBDMwwXuuPweLAcA97JCf2tv8eLF5XA4dPz4cQUEBNzW518AhYUxRllZWTp+/Lg8PDzyfaAdANyLCn0YcTqdqly5sn744Qft37/fdjmAVSVKlFCVKlXyfA4LANyrCn0Yka68br1WrVq6dOmS7VIAa5xOp4oVK8bZQQCFTpEII9KV/xD/9E2sAACgcOBcLgAAsIowAgAArCKMAAAAq24qjEyZMkWhoaHy9vZWixYttH79+gJtt2DBAjkcDvXo0eNmDgsAAIogt8PIwoULFRcXp1GjRmnjxo1q3LixOnXqpGPHjl13u/3792v48OFq06bNTRcLAACKHrfDyIQJEzRo0CDFxMSofv36mj59ukqUKKFZs2blu012drb69u2r119/XdWrV7/hMTIzM3X27NlcCwAAKJrcCiNZWVlKTk5WVFTU/3bg4aGoqCglJSXlu90bb7yhChUqaODAgQU6Tnx8vMqUKeNaQkJC3CkTAAAUIm6FkRMnTig7O1uBgYG51gcGBuro0aN5bvPNN9/or3/9q2bOnFng44wYMULp6emu5dChQ+6UCQAACpE7+tCzc+fOqV+/fpo5c6b8/f0LvJ2Xl5e8vLzuYGUAAOBe4VYY8ff3l9PpVFpaWq71aWlpCgoKuqb/999/r/3796t79+6udVffKlqsWDHt3LlTNWrUuJm6AQBAEeHWZRpPT081a9ZMCQkJrnU5OTlKSEhQZGTkNf3r1q2rLVu2KCUlxbU8/PDD6tChg1JSUpgLAgAA3L9MExcXpwEDBig8PFwRERGaOHGiMjIyFBMTI0nq37+/KlWqpPj4eHl7e+uBBx7Itb2fn58kXbMeAADcn9wOI9HR0Tp+/LhGjhypo0ePKiwsTCtXrnRNaj148CCvLwcAAAXmMMYY20XcyNmzZ1WmTBmlp6fL19fXdjkAgP/PrK99x4/hiNh1x4+BO6Og39+cwgAAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGDVTYWRKVOmKDQ0VN7e3mrRooXWr1+fb98lS5YoPDxcfn5+KlmypMLCwjR37tybLhgAABQtboeRhQsXKi4uTqNGjdLGjRvVuHFjderUSceOHcuzf7ly5fTaa68pKSlJmzdvVkxMjGJiYvTFF1/ccvEAAKDwcxhjjDsbtGjRQs2bN9fkyZMlSTk5OQoJCdHzzz+v3//+9wXaR9OmTdW1a1e9+eabBep/9uxZlSlTRunp6fL19XWnXADAHWTW177jx3BE7Lrjx8CdUdDvb7fOjGRlZSk5OVlRUVH/24GHh6KiopSUlHTD7Y0xSkhI0M6dO9W2bdt8+2VmZurs2bO5FgAAUDQVc6fziRMnlJ2drcDAwFzrAwMDtWPHjny3S09PV6VKlZSZmSmn06mpU6eqY8eO+faPj4/X66+/7k5pAO4j/N84ULTclbtpSpcurZSUFG3YsEF//OMfFRcXp8TExHz7jxgxQunp6a7l0KFDd6NMAABggVtnRvz9/eV0OpWWlpZrfVpamoKCgvLdzsPDQzVr1pQkhYWFafv27YqPj1f79u3z7O/l5SUvLy93SgMAAIWUW2dGPD091axZMyUkJLjW5eTkKCEhQZGRkQXeT05OjjIzM905NAAAKKLcOjMiSXFxcRowYIDCw8MVERGhiRMnKiMjQzExMZKk/v37q1KlSoqPj5d0Zf5HeHi4atSooczMTC1fvlxz587VtGnTbu9IAABAoeR2GImOjtbx48c1cuRIHT16VGFhYVq5cqVrUuvBgwfl4fG/Ey4ZGRkaMmSIfvjhB/n4+Khu3br66KOPFB0dfftGAQAACi23nzNiA88ZAfBT3E1z7+CzwPXckeeMAAAA3G6EEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABY5fZDzwAUbnf6uRA8EwKAuzgzAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMCqYrYLAAoLs772HT+GI2LXHT8GANxrODMCAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwKqbCiNTpkxRaGiovL291aJFC61fvz7fvjNnzlSbNm1UtmxZlS1bVlFRUdftDwAA7i9uh5GFCxcqLi5Oo0aN0saNG9W4cWN16tRJx44dy7N/YmKi+vTpo9WrVyspKUkhISH61a9+pcOHD99y8QAAoPBzO4xMmDBBgwYNUkxMjOrXr6/p06erRIkSmjVrVp79582bpyFDhigsLEx169bV+++/r5ycHCUkJNxy8QAAoPBzK4xkZWUpOTlZUVFR/9uBh4eioqKUlJRUoH2cP39ely5dUrly5fLtk5mZqbNnz+ZaAABA0eRWGDlx4oSys7MVGBiYa31gYKCOHj1aoH387ne/U8WKFXMFmp+Lj49XmTJlXEtISIg7ZQIAgELkrt5NM3bsWC1YsEBLly6Vt7d3vv1GjBih9PR013Lo0KG7WCUAALibirnT2d/fX06nU2lpabnWp6WlKSgo6LrbvvPOOxo7dqxWrVqlRo0aXbevl5eXvLy83CkNAAAUUm6dGfH09FSzZs1yTT69Ohk1MjIy3+3efvttvfnmm1q5cqXCw8NvvloAAFDkuHVmRJLi4uI0YMAAhYeHKyIiQhMnTlRGRoZiYmIkSf3791elSpUUHx8vSRo3bpxGjhypjz/+WKGhoa65JaVKlVKpUqVu41AAAEBh5HYYiY6O1vHjxzVy5EgdPXpUYWFhWrlypWtS68GDB+Xh8b8TLtOmTVNWVpYef/zxXPsZNWqURo8efWvVAwCAQs/tMCJJsbGxio2NzbMtMTEx18/79++/mUMAAID7BO+mAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGDVTT1npDAw62vf8WM4Inbd8WMAAFDUcWYEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYVs10Ars+sr33Hj+GI2HXHjwEAQH44MwIAAKwijAAAAKu4TIM7jktNAIDr4cwIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALDqpsLIlClTFBoaKm9vb7Vo0ULr16/Pt+93332nnj17KjQ0VA6HQxMnTrzZWgEAQBHkdhhZuHCh4uLiNGrUKG3cuFGNGzdWp06ddOzYsTz7nz9/XtWrV9fYsWMVFBR0ywUDAICixe0wMmHCBA0aNEgxMTGqX7++pk+frhIlSmjWrFl59m/evLn+9Kc/qXfv3vLy8rrlggEAQNHiVhjJyspScnKyoqKi/rcDDw9FRUUpKSnpthWVmZmps2fP5loAAEDR5FYYOXHihLKzsxUYGJhrfWBgoI4ePXrbioqPj1eZMmVcS0hIyG3bNwAAuLfck3fTjBgxQunp6a7l0KFDtksCAAB3SDF3Ovv7+8vpdCotLS3X+rS0tNs6OdXLy4v5JQAA3CfcOjPi6empZs2aKSEhwbUuJydHCQkJioyMvO3FAQCAos+tMyOSFBcXpwEDBig8PFwRERGaOHGiMjIyFBMTI0nq37+/KlWqpPj4eElXJr1u27bN9efDhw8rJSVFpUqVUs2aNW/jUAAAQGHkdhiJjo7W8ePHNXLkSB09elRhYWFauXKla1LrwYMH5eHxvxMuqampatKkievnd955R++8847atWunxMTEWx8BAAAo1NwOI5IUGxur2NjYPNt+HjBCQ0NljLmZwwAAgPvAPXk3DQAAuH8QRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGDVTYWRKVOmKDQ0VN7e3mrRooXWr19/3f6LFi1S3bp15e3trYYNG2r58uU3VSwAACh63A4jCxcuVFxcnEaNGqWNGzeqcePG6tSpk44dO5Zn///85z/q06ePBg4cqP/+97/q0aOHevTooa1bt95y8QAAoPBzO4xMmDBBgwYNUkxMjOrXr6/p06erRIkSmjVrVp793333XXXu3Fkvv/yy6tWrpzfffFNNmzbV5MmTb7l4AABQ+BVzp3NWVpaSk5M1YsQI1zoPDw9FRUUpKSkpz22SkpIUFxeXa12nTp30t7/9Ld/jZGZmKjMz0/Vzenq6JOns2bMFrtX8mF3gvjfL4UY9N6sojKMojEFiHAVVFMYg3Z1xFAV8Frieq9/bxpjr9nMrjJw4cULZ2dkKDAzMtT4wMFA7duzIc5ujR4/m2f/o0aP5Hic+Pl6vv/76NetDQkLcKfcuKGO7gNukKIyjKIxBKhrjKApjkIrOOIoCPovC7ty5cypTJv/P0a0wcreMGDEi19mUnJwcnTp1SuXLl5fD4bgjxzx79qxCQkJ06NAh+fr63pFj3GlFYQxS0RhHURiDxDjuJUVhDFLRGEdRGIN0d8ZhjNG5c+dUsWLF6/ZzK4z4+/vL6XQqLS0t1/q0tDQFBQXluU1QUJBb/SXJy8tLXl5eudb5+fm5U+pN8/X1LdR/uaSiMQapaIyjKIxBYhz3kqIwBqlojKMojEG68+O43hmRq9yawOrp6almzZopISHBtS4nJ0cJCQmKjIzMc5vIyMhc/SXpq6++yrc/AAC4v7h9mSYuLk4DBgxQeHi4IiIiNHHiRGVkZCgmJkaS1L9/f1WqVEnx8fGSpKFDh6pdu3YaP368unbtqgULFujbb7/VjBkzbu9IAABAoeR2GImOjtbx48c1cuRIHT16VGFhYVq5cqVrkurBgwfl4fG/Ey6tWrXSxx9/rD/84Q969dVXVatWLf3tb3/TAw88cPtGcRt4eXlp1KhR11weKkyKwhikojGOojAGiXHcS4rCGKSiMY6iMAbp3hqHw9zofhsAAIA7iHfTAAAAqwgjAADAKsIIAACwijACAACsIowAKPKYpw/c2+7Jx8Hj/nLixAnNmjVLSUlJrncWBQUFqVWrVnrqqacUEBBguUIUdl5eXtq0aZPq1atnuxQAebhvb+394Ycf5Ofnp1KlSuVaf+nSJSUlJalt27aWKrs90tLS9Je//EUjR460Xcp1bdiwQZ06dVKJEiUUFRXlel5NWlqaEhISdP78eX3xxRcKDw+3XOn1XbhwQcnJySpXrpzq16+fq+3ixYv65JNP1L9/f0vVFdz27du1du1aRUZGqm7dutqxY4feffddZWZm6te//rUefPBB2yVe18/fEH7Vu+++q1//+tcqX768JGnChAl3s6xblpGRoU8++UR79uxRcHCw+vTp4xoL7qznn39evXr1Ups2bWyXUrSZ+0xqaqpp3ry58fDwME6n0/Tr18+cO3fO1X706FHj4eFhscLbIyUlpVCMo0WLFuaZZ54xOTk517Tl5OSYZ555xrRs2dJCZQW3c+dOU7VqVeNwOIyHh4dp27atSU1NdbUXlr9TK1asMJ6enqZcuXLG29vbrFixwgQEBJioqCjz4IMPGqfTaRISEmyXeV0Oh8OEhYWZ9u3b51ocDodp3ry5ad++venQoYPtMm+oXr165uTJk8YYYw4ePGhCQ0NNmTJlTPPmzU25cuVMhQoVzN69ey1XeWPJycm56vzwww9Nq1atTOXKlU3r1q3N/PnzLVZXMFf/XdeqVcuMHTvWHDlyxHZJN+29994z/fr1c/3eP/zwQ1OvXj1Tp04dM2LECHPp0iVrtd13YaR///6mRYsWZsOGDearr74yzZo1M+Hh4ebUqVPGmCtfHA6Hw3KVN7Zp06brLgsXLiwUX4De3t5m+/bt+bZv377deHt738WK3NejRw/TtWtXc/z4cbN7927TtWtXU61aNXPgwAFjTOEJI5GRkea1114zxhgzf/58U7ZsWfPqq6+62n//+9+bjh072iqvQOLj4021atWuCU3FihUz3333naWq3OdwOExaWpoxxpi+ffuaVq1amTNnzhhjjDl37pyJiooyffr0sVligTRq1Mh89dVXxhhjZs6caXx8fMwLL7xgpk2bZoYNG2ZKlSpl/vrXv1qu8vocDodZtWqVGTp0qPH39zfFixc3Dz/8sFm2bJnJzs62XV6Bvfnmm6Z06dKmZ8+eJigoyIwdO9aUL1/ejBkzxrz11lsmICDAjBw50lp9910YqVixolm3bp3r54sXL5ru3bubsLAwc/LkyULzxXE1rTscjmuWq+sLwzhCQ0PNnDlz8m2fM2eOqVq16t0r6CZUqFDBbN682fVzTk6OGTx4sKlSpYr5/vvvC83fKV9fX7N7925jjDHZ2dmmWLFiZuPGja72LVu2mMDAQFvlFdj69etN7dq1zUsvvWSysrKMMYU7jFSvXt18+eWXudrXrFljQkJCbJTmFh8fH7N//35jjDFNmjQxM2bMyNU+b948U79+fRulFdhPP4usrCyzcOFC06lTJ+N0Ok3FihXNq6++6vp3cy+rUaOGWbx4sTHmyplzp9NpPvroI1f7kiVLTM2aNW2VZ+67u2nS09NVtmxZ189eXl5asmSJQkND1aFDBx07dsxidQVXrlw5zZw5U/v27btm2bt3rz777DPbJRbI8OHD9cwzz2jo0KH6xz/+oXXr1mndunX6xz/+oaFDh2rw4MF65ZVXbJd5XRcuXFCxYv+bC+5wODRt2jR1795d7dq1065duyxW5x6HwyFJ8vDwkLe3d65Xf5cuXVrp6em2Siuw5s2bKzk5WcePH1d4eLi2bt3qGldhcrXmixcvKjg4OFdbpUqVdPz4cRtluaVEiRI6ceKEJOnw4cOKiIjI1d6iRQvt27fPRmk3pXjx4urVq5dWrlypvXv3atCgQZo3b57q1Klju7QbSk1Ndc29a9y4sTw8PBQWFuZqb9q0qVJTUy1Vdx/eTVO9enVt3rxZtWrVcq0rVqyYFi1apCeeeELdunWzWF3BNWvWTKmpqapatWqe7WfOnCkUtzM+99xz8vf315///GdNnTpV2dnZkiSn06lmzZrpgw8+UK9evSxXeX1169bVt99+e82dGpMnT5YkPfzwwzbKcltoaKh2796tGjVqSJKSkpJUpUoVV/vBgwev+VK8V5UqVUpz5szRggULFBUV5fp7VZj88pe/VLFixXT27Fnt3Lkz18tFDxw4UCgmsHbp0kXTpk3T+++/r3bt2unTTz9V48aNXe2ffPKJatasabHCm1elShWNHj1ao0aN0qpVq2yXc0NBQUHatm2bqlSpot27dys7O1vbtm1TgwYNJEnfffedKlSoYK2++y6MdOnSRTNmzFDPnj1zrb8aSHr27KkffvjBUnUFN3jwYGVkZOTbXqVKFc2ePfsuVnTzoqOjFR0drUuXLrn+L8rf31/Fixe3XFnBPProo5o/f7769et3TdvkyZOVk5Oj6dOnW6jMPb/97W9zfWn//M3aK1asuOfvpvm53r176xe/+IWSk5PzDe73olGjRuX6+ed3/S1btqxQ3N0xbtw4tW7dWu3atVN4eLjGjx+vxMRE1atXTzt37tTatWu1dOlS22VeV9WqVeV0OvNtdzgc6tix412s6Ob07dtX/fv31yOPPKKEhAS98sorGj58uE6ePCmHw6E//vGPevzxx63Vd9/d2nv58mWdP39evr6+rnVr1qxReHi4vLy8dPnyZR0+fLhQ/Yfrqp+OAwDuBWfOnNHYsWO1bNky7d27Vzk5OQoODlbr1q314osv3vO37RcVOTk5Gjt2rJKSktSqVSv9/ve/18KFC/XKK6/o/Pnz6t69uyZPnqySJUtaqe++CyN58fX1VUpKiqpXr267lFtSVMYBALi/3HcTWPNSVPJYURkHAOD+QhgBAABWEUYk/eUvf3E9hrwwKyrjAADcX5gzAgAArOLMCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACoMCOHj2qoUOHqmbNmvL29lZgYKBat26tadOm6fz587bLA1BI3XcvygNwc/bu3avWrVvLz89Pb731lho2bCgvLy9t2bJFM2bMUKVKlfJ8Q/GlS5cKzUsPAdjBmREABTJkyBAVK1ZM3377rXr16qV69eqpevXqeuSRR/T555+re/fukq68xXTatGl6+OGHVbJkSf3xj3+UJE2bNk01atSQp6en6tSpo7lz57r2vX//fjkcDqWkpLjWnTlzRg6HQ4mJiZKkxMREORwOff7552rUqJG8vb3VsmVLbd261bXNgQMH1L17d5UtW1YlS5ZUgwYNtHz58jv/ywFwSwgjAG7o5MmT+vLLL/Xcc8/l+1ZPh8Ph+vPo0aP16KOPasuWLfrNb36jpUuXaujQoXrppZe0detWPfvss4qJidHq1avdruXll1/W+PHjtWHDBgUEBKh79+66dOmSJOm5555TZmam/vWvf2nLli0aN26cSpUqdXODBnDXcJkGwA3t2bNHxhjVqVMn13p/f39dvHhR0pUgMG7cOEnSk08+qZiYGFe/Pn366KmnntKQIUMkSXFxcVq7dq3eeecddejQwa1aRo0apY4dO0qS5syZo8qVK2vp0qXq1auXDh48qJ49e6phw4aSxBusgUKCMyMAbtr69euVkpKiBg0aKDMz07U+PDw8V7/t27erdevWuda1bt1a27dvd/uYkZGRrj+XK1dOderUce3nhRde0JgxY9S6dWuNGjVKmzdvdnv/AO4+wgiAG6pZs6YcDod27tyZa3316tVVs2ZN+fj45Fqf36Wc/Hh4XPlP0U9flXX10os7nn76ae3du1f9+vXTli1bFB4ervfee8/t/QC4uwgjAG6ofPny6tixoyZPnqyMjAy3t69Xr57WrFmTa92aNWtUv359SVJAQIAk6ciRI672n05m/am1a9e6/nz69Gnt2rVL9erVc60LCQnR4MGDtWTJEr300kuaOXOm2/UCuLuYMwKgQKZOnarWrVsrPDxco0ePVqNGjeTh4aENGzZox44datasWb7bvvzyy+rVq5eaNGmiqKgoLVu2TEuWLNGqVaskST4+PmrZsqXGjh2ratWq6dixY/rDH/6Q577eeOMNlS9fXoGBgXrttdfk7++vHj16SJKGDRumLl26qHbt2jp9+rRWr16dK6gAuEcZACig1NRUExsba6pVq2aKFy9uSpUqZSIiIsyf/vQnk5GRYYwxRpJZunTpNdtOnTrVVK9e3RQvXtzUrl3bfPjhh7nat23bZiIjI42Pj48JCwszX375pZFkVq9ebYwxZvXq1UaSWbZsmWnQoIHx9PQ0ERERZtOmTa59xMbGmho1ahgvLy8TEBBg+vXrZ06cOHHHfh8Abg+HMT+5SAsA96jExER16NBBp0+flp+fn+1yANxGzBkBAABWEUYAAIBVXKYBAABWcWYEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYNX/A2DhT45mNalQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zDENXr15VQkKCJCkgIMDkigAAyBqEnDu4deuWrl69qsDAQBUoUMDscrKVp6enJCkhIUElSpTg0hUAwBKsOTyRBVJTUyVJbm5uJleSM9KD3M2bN02uBACArEHI+Qv5ZY5KfjlPAED+QcgBAACWRMgBAACWxMTj+2Rsr5Sjx7PVPZajxwMAwCoYybGYl19+WTabTWPHjnVoX7x4MfNuAAD5CiHHgjw8PDRu3DhdvHjR7FIAADANIceCwsPD5e/vrzFjxphdCgAApmFOjgU5Oztr9OjR6tixo9544w2VKlXK7JIAwNJyer5mbpHb540ykmNRrVu3Vs2aNTVs2DCzSwEAwBSEHAsbN26cZs6cqcOHD5tdCgAAOY6QY2GNGjVSRESEBg0aZHYpAADkOObkWNzYsWNVs2ZNVa5c2exSAADIUYzkWFy1atXUqVMnTZkyxexSAADIUYzk3KfcPpM8MyNHjtTXX39tdhkAAOQoQo7FREdHZ2grW7asUlJScr4YAABMxOUqAABgSYQcAABgSYQcAABgSYQcAABgSYScv2AYhtkl5Ij8cp4AgPyDkHMHzs7OkqQbN26YXEnOuHr1qiTJ1dXV5EoAAMga3EJ+By4uLipQoIDOnz8vV1dXOTlZMw8ahqGrV68qISFBvr6+9nAHAEBeR8i5A5vNpoCAAJ04cUKnTp0yu5xs5+vrK39/f7PLAAAgyxBy7sLNzU0VK1a0/CUrV1dXRnAAAJZDyPkLTk5O8vDwMLsMAABwn6w50QQAAOR7hBwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJ9x1yNm7cqBYtWigwMFA2m02LFy922G4YhoYOHaqAgAB5enoqPDxcP/30k0OfCxcuqFOnTvL29pavr6+6d++uy5cvO/TZt2+fHnvsMXl4eCgoKEjjx4/PUMuCBQtUpUoVeXh4qFq1alq+fPn9ng4AALCo+w45V65cUY0aNfTxxx9nun38+PGaMmWKpk+frm3btsnLy0sRERG6fv26vU+nTp108OBBrV69WkuXLtXGjRv1yiuv2LcnJyerWbNmKlOmjHbt2qUJEyZo+PDhmjFjhr3P5s2b9cILL6h79+768ccf1apVK7Vq1UoHDhy431MCAAAWZDMMw/jbT7bZFBMTo1atWkn6YxQnMDBQ/fr1U//+/SVJSUlJ8vPzU3R0tDp06KDDhw8rJCREO3bsUGhoqCRpxYoVeuaZZ3TmzBkFBgZq2rRpevvttxUXFyc3NzdJ0sCBA7V48WIdOXJEktS+fXtduXJFS5cutddTv3591axZU9OnT8+03pSUFKWkpNh/T05OVlBQkJKSkuTt7f13XwYAQD5nbK9kdgmmsNU9Zspxk5OT5ePj85ef31k6J+fEiROKi4tTeHi4vc3Hx0f16tXTli1bJElbtmyRr6+vPeBIUnh4uJycnLRt2zZ7n0aNGtkDjiRFRETo6NGjunjxor3P7cdJ75N+nMyMGTNGPj4+9kdQUNCDnzQAAMiVsjTkxMXFSZL8/Pwc2v38/Ozb4uLiVKJECYftLi4uKlKkiEOfzPZx+zHu1Cd9e2YGDRqkpKQk++P06dP3e4oAACCPcDG7gJzk7u4ud3d3s8sAAAA5IEtHcvz9/SVJ8fHxDu3x8fH2bf7+/kpISHDYfuvWLV24cMGhT2b7uP0Yd+qTvh0AAORvWRpygoOD5e/vrzVr1tjbkpOTtW3bNoWFhUmSwsLClJiYqF27dtn7rF27VmlpaapXr569z8aNG3Xz5k17n9WrV6ty5coqXLiwvc/tx0nvk34cAACQv913yLl8+bL27NmjPXv2SPpjsvGePXsUGxsrm82mPn36aNSoUVqyZIn279+vzp07KzAw0H4HVtWqVfXUU0+pZ8+e2r59uzZt2qRevXqpQ4cOCgwMlCR17NhRbm5u6t69uw4ePKivv/5akydPVlRUlL2O3r17a8WKFZo4caKOHDmi4cOHa+fOnerVq9eDvyoAACDPu+9byNevX6/GjRtnaO/SpYuio6NlGIaGDRumGTNmKDExUQ0bNtTUqVNVqdL/31534cIF9erVS99++62cnJzUtm1bTZkyRQULFrT32bdvnyIjI7Vjxw4VK1ZMr7/+ut566y2HYy5YsECDBw/WyZMnVbFiRY0fP17PPPPMPZ/Lvd6CBgDA3XALec6618/vB1onJ68j5AAAsgIhJ2eZsk4OAABAbkHIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAluRidgH5mbG9ktklmMJW95jZJQAA8gFGcgAAgCURcgAAgCURcgAAgCURcgAAgCURcgAAgCURcgAAgCURcgAAgCURcgAAgCURcgAAgCVlechJTU3VkCFDFBwcLE9PT5UvX17vvPOODMOw9zEMQ0OHDlVAQIA8PT0VHh6un376yWE/Fy5cUKdOneTt7S1fX191795dly9fduizb98+PfbYY/Lw8FBQUJDGjx+f1acDAADyqCwPOePGjdO0adP00Ucf6fDhwxo3bpzGjx+vDz/80N5n/PjxmjJliqZPn65t27bJy8tLERERun79ur1Pp06ddPDgQa1evVpLly7Vxo0b9corr9i3Jycnq1mzZipTpox27dqlCRMmaPjw4ZoxY0ZWnxIAAMiDbMbtQyxZ4Nlnn5Wfn58+//xze1vbtm3l6emp2bNnyzAMBQYGql+/furfv78kKSkpSX5+foqOjlaHDh10+PBhhYSEaMeOHQoNDZUkrVixQs8884zOnDmjwMBATZs2TW+//bbi4uLk5uYmSRo4cKAWL16sI0eOZFpbSkqKUlJS7L8nJycrKChISUlJ8vb2zsqX4Z7w3VUAYA38e56zkpOT5ePj85ef31k+kvPoo49qzZo1OnbsjxPfu3evfvjhBz399NOSpBMnTiguLk7h4eH25/j4+KhevXrasmWLJGnLli3y9fW1BxxJCg8Pl5OTk7Zt22bv06hRI3vAkaSIiAgdPXpUFy9ezLS2MWPGyMfHx/4ICgrK2pMHAAC5RpZ/C/nAgQOVnJysKlWqyNnZWampqXr33XfVqVMnSVJcXJwkyc/Pz+F5fn5+9m1xcXEqUaKEY6EuLipSpIhDn+Dg4Az7SN9WuHDhDLUNGjRIUVFR9t/TR3IAAID1ZHnImT9/vubMmaO5c+fqoYce0p49e9SnTx8FBgaqS5cuWX24++Lu7i53d3dTawAAADkjy0POgAEDNHDgQHXo0EGSVK1aNZ06dUpjxoxRly5d5O/vL0mKj49XQECA/Xnx8fGqWbOmJMnf318JCQkO+71165YuXLhgf76/v7/i4+Md+qT/nt4HAADkX1k+J+fq1atycnLcrbOzs9LS0iRJwcHB8vf315o1a+zbk5OTtW3bNoWFhUmSwsLClJiYqF27dtn7rF27VmlpaapXr569z8aNG3Xz5k17n9WrV6ty5cqZXqoCAAD5S5aHnBYtWujdd9/VsmXLdPLkScXExGjSpElq3bq1JMlms6lPnz4aNWqUlixZov3796tz584KDAxUq1atJElVq1bVU089pZ49e2r79u3atGmTevXqpQ4dOigwMFCS1LFjR7m5ual79+46ePCgvv76a02ePNlhzg0AAMi/svxy1YcffqghQ4boX//6lxISEhQYGKhXX31VQ4cOtfd58803deXKFb3yyitKTExUw4YNtWLFCnl4eNj7zJkzR7169VKTJk3k5OSktm3basqUKfbtPj4+WrVqlSIjI1WnTh0VK1ZMQ4cOdVhLBwAA5F9Zvk5OXnKv99lnF9ZVAABr4N/znGXaOjkAAAC5ASEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYUraEnF9//VUvvviiihYtKk9PT1WrVk07d+60bzcMQ0OHDlVAQIA8PT0VHh6un376yWEfFy5cUKdOneTt7S1fX191795dly9fduizb98+PfbYY/Lw8FBQUJDGjx+fHacDAADyoCwPORcvXlSDBg3k6uqq7777TocOHdLEiRNVuHBhe5/x48drypQpmj59urZt2yYvLy9FRETo+vXr9j6dOnXSwYMHtXr1ai1dulQbN27UK6+8Yt+enJysZs2aqUyZMtq1a5cmTJig4cOHa8aMGVl9SgAAIA+yGYZhZOUOBw4cqE2bNul///tfptsNw1BgYKD69eun/v37S5KSkpLk5+en6OhodejQQYcPH1ZISIh27Nih0NBQSdKKFSv0zDPP6MyZMwoMDNS0adP09ttvKy4uTm5ubvZjL168WEeOHMn02CkpKUpJSbH/npycrKCgICUlJcnb2zsrX4Z7YmyvlOPHzA1sdY+ZXQIAZCn+Pc9ZycnJ8vHx+cvP7ywfyVmyZIlCQ0P1j3/8QyVKlFCtWrX06aef2refOHFCcXFxCg8Pt7f5+PioXr162rJliyRpy5Yt8vX1tQccSQoPD5eTk5O2bdtm79OoUSN7wJGkiIgIHT16VBcvXsy0tjFjxsjHx8f+CAoKytJzBwAAuUeWh5zjx49r2rRpqlixolauXKnXXntNb7zxhmbOnClJiouLkyT5+fk5PM/Pz8++LS4uTiVKlHDY7uLioiJFijj0yWwftx/jzwYNGqSkpCT74/Tp0w94tgAAILdyyeodpqWlKTQ0VKNHj5Yk1apVSwcOHND06dPVpUuXrD7cfXF3d5e7u7upNQAAgJyR5SM5AQEBCgkJcWirWrWqYmNjJUn+/v6SpPj4eIc+8fHx9m3+/v5KSEhw2H7r1i1duHDBoU9m+7j9GAAAIP/K8pDToEEDHT161KHt2LFjKlOmjCQpODhY/v7+WrNmjX17cnKytm3bprCwMElSWFiYEhMTtWvXLnuftWvXKi0tTfXq1bP32bhxo27evGnvs3r1alWuXNnhTi4AAJA/ZXnI6du3r7Zu3arRo0fr559/1ty5czVjxgxFRkZKkmw2m/r06aNRo0ZpyZIl2r9/vzp37qzAwEC1atVK0h8jP0899ZR69uyp7du3a9OmTerVq5c6dOigwMBASVLHjh3l5uam7t276+DBg/r66681efJkRUVFZfUpAQCAPCjL5+Q88sgjiomJ0aBBgzRy5EgFBwfrgw8+UKdOnex93nzzTV25ckWvvPKKEhMT1bBhQ61YsUIeHh72PnPmzFGvXr3UpEkTOTk5qW3btpoyZYp9u4+Pj1atWqXIyEjVqVNHxYoV09ChQx3W0gEAAPlXlq+Tk5fc63322YV1FQDAGvj3PGeZtk4OAABAbkDIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlkTIAQAAlpTtIWfs2LGy2Wzq06ePve369euKjIxU0aJFVbBgQbVt21bx8fEOz4uNjVXz5s1VoEABlShRQgMGDNCtW7cc+qxfv161a9eWu7u7KlSooOjo6Ow+HQAAkEdka8jZsWOHPvnkE1WvXt2hvW/fvvr222+1YMECbdiwQWfPnlWbNm3s21NTU9W8eXPduHFDmzdv1syZMxUdHa2hQ4fa+5w4cULNmzdX48aNtWfPHvXp00c9evTQypUrs/OUAABAHpFtIefy5cvq1KmTPv30UxUuXNjenpSUpM8//1yTJk3Sk08+qTp16ujLL7/U5s2btXXrVknSqlWrdOjQIc2ePVs1a9bU008/rXfeeUcff/yxbty4IUmaPn26goODNXHiRFWtWlW9evXS888/r/fffz+7TgkAAOQh2RZyIiMj1bx5c4WHhzu079q1Szdv3nRor1KlikqXLq0tW7ZIkrZs2aJq1arJz8/P3iciIkLJyck6ePCgvc+f9x0REWHfR2ZSUlKUnJzs8AAAANbkkh07nTdvnnbv3q0dO3Zk2BYXFyc3Nzf5+vo6tPv5+SkuLs7e5/aAk749fdvd+iQnJ+vatWvy9PTMcOwxY8ZoxIgRf/u8AABA3pHlIzmnT59W7969NWfOHHl4eGT17h/IoEGDlJSUZH+cPn3a7JIAAEA2yfKQs2vXLiUkJKh27dpycXGRi4uLNmzYoClTpsjFxUV+fn66ceOGEhMTHZ4XHx8vf39/SZK/v3+Gu63Sf/+rPt7e3pmO4kiSu7u7vL29HR4AAMCasjzkNGnSRPv379eePXvsj9DQUHXq1Mn+s6urq9asWWN/ztGjRxUbG6uwsDBJUlhYmPbv36+EhAR7n9WrV8vb21shISH2PrfvI71P+j4AAED+luVzcgoVKqSHH37Yoc3Ly0tFixa1t3fv3l1RUVEqUqSIvL299frrryssLEz169eXJDVr1kwhISF66aWXNH78eMXFxWnw4MGKjIyUu7u7JOmf//ynPvroI7355pvq1q2b1q5dq/nz52vZsmVZfUoAACAPypaJx3/l/fffl5OTk9q2bauUlBRFRERo6tSp9u3Ozs5aunSpXnvtNYWFhcnLy0tdunTRyJEj7X2Cg4O1bNky9e3bV5MnT1apUqX02WefKSIiwoxTAv6Ssb2S2SWYwlb3mNklAMinbIZhGGYXYZbk5GT5+PgoKSnJlPk5fOjlL7zfgHXx/3fOutfPb767CgAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWBIhBwAAWFKWh5wxY8bokUceUaFChVSiRAm1atVKR48edehz/fp1RUZGqmjRoipYsKDatm2r+Ph4hz6xsbFq3ry5ChQooBIlSmjAgAG6deuWQ5/169erdu3acnd3V4UKFRQdHZ3VpwMAAPKoLA85GzZsUGRkpLZu3arVq1fr5s2batasma5cuWLv07dvX3377bdasGCBNmzYoLNnz6pNmzb27ampqWrevLlu3LihzZs3a+bMmYqOjtbQoUPtfU6cOKHmzZurcePG2rNnj/r06aMePXpo5cqVWX1KAAAgD7IZhmFk5wHOnz+vEiVKaMOGDWrUqJGSkpJUvHhxzZ07V88//7wk6ciRI6pataq2bNmi+vXr67vvvtOzzz6rs2fPys/PT5I0ffp0vfXWWzp//rzc3Nz01ltvadmyZTpw4ID9WB06dFBiYqJWrFhxT7UlJyfLx8dHSUlJ8vb2zvqT/wvG9ko5fszcwFb3mNklmIL3G7Au/v/OWff6+Z3tc3KSkpIkSUWKFJEk7dq1Szdv3lR4eLi9T5UqVVS6dGlt2bJFkrRlyxZVq1bNHnAkKSIiQsnJyTp48KC9z+37SO+Tvo/MpKSkKDk52eEBAACsKVtDTlpamvr06aMGDRro4YcfliTFxcXJzc1Nvr6+Dn39/PwUFxdn73N7wEnfnr7tbn2Sk5N17dq1TOsZM2aMfHx87I+goKAHPkcAAJA7ZWvIiYyM1IEDBzRv3rzsPMw9GzRokJKSkuyP06dPm10SAADIJi7ZteNevXpp6dKl2rhxo0qVKmVv9/f3140bN5SYmOgwmhMfHy9/f397n+3btzvsL/3uq9v7/PmOrPj4eHl7e8vT0zPTmtzd3eXu7v7A5wYAAHK/LB/JMQxDvXr1UkxMjNauXavg4GCH7XXq1JGrq6vWrFljbzt69KhiY2MVFhYmSQoLC9P+/fuVkJBg77N69Wp5e3srJCTE3uf2faT3Sd8HAADI37J8JCcyMlJz587VN998o0KFCtnn0Pj4+MjT01M+Pj7q3r27oqKiVKRIEXl7e+v1119XWFiY6tevL0lq1qyZQkJC9NJLL2n8+PGKi4vT4MGDFRkZaR+J+ec//6mPPvpIb775prp166a1a9dq/vz5WrZsWVafEgAAyIOyfCRn2rRpSkpK0hNPPKGAgAD74+uvv7b3ef/99/Xss8+qbdu2atSokfz9/bVo0SL7dmdnZy1dulTOzs4KCwvTiy++qM6dO2vkyJH2PsHBwVq2bJlWr16tGjVqaOLEifrss88UERGR1acEAADyoGxfJyc3Y50cc+TXdVN4vwHr4v/vnJVr1skBAAAwAyEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYkovZBQCAFRnbK5ldgilsdY+ZXQJgx0gOAACwJEIOAACwJEIOAACwJEIOAACwJEIOAACwJEIOAACwpDwfcj7++GOVLVtWHh4eqlevnrZv3252SQAAIBfI0yHn66+/VlRUlIYNG6bdu3erRo0aioiIUEJCgtmlAQAAk+XpkDNp0iT17NlTXbt2VUhIiKZPn64CBQroiy++MLs0AABgsjy74vGNGze0a9cuDRo0yN7m5OSk8PBwbdmyJdPnpKSkKCUlxf57UlKSJCk5OTl7i70D43KqKcc1m82k19tsvN/5C+93/sL7nbPSP7cNw7hrvzwbcn777TelpqbKz8/Pod3Pz09HjhzJ9DljxozRiBEjMrQHBQVlS424Ex+zC0CO4v3OX3i/8xdz3+9Lly7Jx+fONeTZkPN3DBo0SFFRUfbf09LSdOHCBRUtWlQ2m83EynJWcnKygoKCdPr0aXl7e5tdDrIZ73f+wvudv+TX99swDF26dEmBgYF37ZdnQ06xYsXk7Oys+Ph4h/b4+Hj5+/tn+hx3d3e5u7s7tPn6+mZXibmet7d3vvqfIr/j/c5feL/zl/z4ft9tBCddnp147Obmpjp16mjNmjX2trS0NK1Zs0ZhYWEmVgYAAHKDPDuSI0lRUVHq0qWLQkNDVbduXX3wwQe6cuWKunbtanZpAADAZHk65LRv317nz5/X0KFDFRcXp5o1a2rFihUZJiPDkbu7u4YNG5bh0h2sifc7f+H9zl94v+/OZvzV/VcAAAB5UJ6dkwMAAHA3hBwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJhJx84n//+59efPFFhYWF6ddff5UkzZo1Sz/88IPJlQH4u27evCkXFxcdOHDA7FKQg65cuWJ2CXlGnl4MEPdm4cKFeumll9SpUyf9+OOPSklJkSQlJSVp9OjRWr58uckVIissWbLknvs+99xz2VgJcoqrq6tKly6t1NRUs0tBDvLz81O7du3UrVs3NWzY0OxycjUWA8wHatWqpb59+6pz584qVKiQ9u7dq3LlyunHH3/U008/rbi4OLNLRBZwcrq3gVmbzcaHooV8/vnnWrRokWbNmqUiRYqYXQ5ywOLFixUdHa3ly5erbNmy6tatmzp37vyX38idHxFy8oECBQro0KFDKlu2rEPIOX78uEJCQnT9+nWzSwTwN9WqVUs///yzbt68qTJlysjLy8th++7du02qDNnt/PnzmjVrlqKjo3X48GFFRESoW7dueu655+TiwoUaictV+YK/v79+/vlnlS1b1qH9hx9+ULly5cwpCkCWaNWqldklwCTFixdXVFSUoqKi9OGHH2rAgAFavny5ihUrpn/+858aOHCgChQoYHaZpiLk5AM9e/ZU79699cUXX8hms+ns2bPasmWL+vfvryFDhphdHrLJhg0b9N577+nw4cOSpJCQEA0YMECPPfaYyZUhKw0bNszsEmCS+Ph4zZw5U9HR0Tp16pSef/55de/eXWfOnNG4ceO0detWrVq1yuwyTcXlqnzAMAyNHj1aY8aM0dWrVyX98c21/fv31zvvvGNydcgOs2fPVteuXdWmTRs1aNBAkrRp0ybFxMQoOjpaHTt2NLlCZKXExET997//1S+//KIBAwaoSJEi2r17t/z8/FSyZEmzy0MWW7Rokb788kutXLlSISEh6tGjh1588UX5+vra+/zyyy+qWrWqbty4YV6huQAhJx+5ceOGfv75Z12+fFkhISEqWLCg2SUhm1StWlWvvPKK+vbt69A+adIkffrpp/bRHeR9+/btU3h4uHx8fHTy5EkdPXpU5cqV0+DBgxUbG6uvvvrK7BKRxXx8fNShQwf16NFDjzzySKZ9rl27pvHjx+f7kT5CTj7QrVs3TZ48WYUKFXJov3Llil5//XV98cUXJlWG7OLu7q6DBw+qQoUKDu0///yzHn74YSabW0h4eLhq166t8ePHO9xYsHnzZnXs2FEnT540u0RksatXr+b7uTb3isUA84GZM2fq2rVrGdqvXbvGX3kWFRQUpDVr1mRo//777xUUFGRCRcguO3bs0KuvvpqhvWTJkiwPYVGFChVSQkJChvbff/9dzs7OJlSUezHx2MKSk5NlGIYMw9ClS5fk4eFh35aamqrly5erRIkSJlaI7NKvXz+98cYb2rNnjx599FFJf8zJiY6O1uTJk02uDlnJ3d1dycnJGdqPHTum4sWLm1ARstudLsCkpKTIzc0th6vJ3Qg5Fubr6yubzSabzaZKlSpl2G6z2TRixAgTKkN2e+211+Tv76+JEydq/vz5kv6Yp/P111+rZcuWJleHrPTcc89p5MiR9vfZZrMpNjZWb731ltq2bWtydchKU6ZMkfTHe/zZZ585zKtMTU3Vxo0bVaVKFbPKy5WYk2NhGzZskGEYevLJJ7Vw4UKH1VDd3NxUpkwZVsgE8rikpCQ9//zz2rlzpy5duqTAwEDFxcUpLCxMy5cvz7A4IPKu4OBgSdKpU6dUqlQph0tTbm5uKlu2rEaOHKl69eqZVWKuQ8jJB06dOqWgoKB7XvYf1rFr1y77nVQPPfSQatWqZXJFyC4//PCD9u3bp8uXL6t27doKDw83uyRkk8aNG2vRokUqXLiw2aXkeoScfOTq1auKjY3NsG5C9erVTaoI2SUhIUEdOnTQ+vXr7WtnJCYmqnHjxpo3bx5zNQDkC4ScfOD8+fPq2rWrvvvuu0y382WN1tO+fXsdP35cX331lapWrSpJOnTokLp06aIKFSroP//5j8kVIiutWbNGa9asUUJCgtLS0hy2sUSENURFRemdd96Rl5eXoqKi7tp30qRJOVRV7sfE43ygT58+SkxM1LZt2/TEE08oJiZG8fHxGjVqlCZOnGh2ecgGK1as0Pfff28PONIfX+vw8ccfq1mzZiZWhqw2YsQIjRw5UqGhoQoICJDNZjO7JGSDH3/8UTdv3rT/fCe8/44IOfnA2rVr9c033yg0NFROTk4qU6aMmjZtKm9vb40ZM0bNmzc3u0RksbS0NLm6umZod3V1zfCXPvK26dOnKzo6Wi+99JLZpSAbrVu3LtOfcXfMRM0Hrly5Yl8Pp3Dhwjp//rwkqVq1atq9e7eZpSGbPPnkk+rdu7fOnj1rb/v111/Vt29fNWnSxMTKkNVu3LhhXwsJ+VNycrIWL16sI0eOmF1KrkPIyQcqV66so0ePSpJq1KihTz75RL/++qumT5+ugIAAk6tDdvjoo4+UnJyssmXLqnz58ipfvryCg4OVnJysDz/80OzykIV69OihuXPnml0GclC7du300UcfSfpj5frQ0FC1a9dO1apV08KFC02uLndh4nE+MHv2bN26dUsvv/yydu3apaeeekoXLlyQm5uboqOj1b59e7NLRDYwDEPff/+9/a+7qlWrcluxRdw+8TQtLU0zZ85U9erVVb169QyXKZmEaj3+/v5auXKlatSooblz52rYsGHau3evZs6cqRkzZtx1zk5+Q8jJh65evaojR46odOnSKlasmNnlALhPjRs3vue+zN+wHk9PTx07dkxBQUHq3LmzAgMDNXbsWMXGxiokJESXL182u8Rcg4nH+VCBAgVUu3Zts8tANuO2YusiuORvQUFB2rJli4oUKaIVK1Zo3rx5kqSLFy86fEchCDn5Qrdu3e66nQ886+G24vyjW7dumjx5sgoVKuTQfuXKFb3++uv8/21Bffr0UadOnVSwYEGVKVNGTzzxhCRp48aNqlatmrnF5TJcrsoHWrdu7fD7zZs3deDAASUmJurJJ5/UokWLTKoM2SUgIEDjx4/ntuJ8wNnZWefOnbPfQZnut99+k7+/v27dumVSZchOu3btUmxsrJo2bWr/os5ly5bJ19dXDRo0MLm63IORnHwgJiYmQ1taWppee+01lS9f3oSKkN24rdj6kpOTZRiGDMPQpUuXHC5TpKamavny5RmCD/K+mzdvqkqVKlq6dGmGP2BZ8ywjRnLysaNHj+qJJ57QuXPnzC4FWeytt95SwYIFNWTIELNLQTZxcnK662VIm82mESNG6O23387BqpATSpYsmWFFc2SOkZx87JdffmEo20L+fFvxjBkz9P3333NbsUWtW7dOhmHoySef1MKFC1WkSBH7Njc3N5UpU0aBgYEmVojsEhkZqXHjxumzzz6Tiwsf43fDq5MP/PnL3AzD0Llz57Rs2TJ16dLFpKqQ1f68NkbNmjUlSQcOHHBoZxKyNTz++OOSpBMnTsjb21tffPGFDh8+LEl66KGHFBISYmZ5yEY7duzQmjVrtGrVKlWrVk1eXl4O25ln+f+4XJUP/HlNDScnJxUvXlxPPvmkunXrxl8CQB62c+dOPfXUU/Lw8FDdunUl/fEheO3aNa1atYrlIiyoa9eud93+5Zdf5lAluR8hB7CgpKQkpaamOlzCkKQLFy7IxcVF3t7eJlWGrPbYY4+pQoUK+vTTT+1/sNy6dUs9evTQ8ePHtXHjRpMrBMzDd1cBFtShQwf7AmG3mz9/vjp06GBCRcguO3fu1FtvveUwIuvi4qI333xTO3fuNLEyZKdbt27p+++/1yeffKJLly5Jks6ePctqx3/CdQqLqlWr1j3PveCbyK1n27ZtmU4ufuKJJ7jbxmK8vb0VGxurKlWqOLSfPn06wwKBsIZTp07pqaeeUmxsrFJSUtS0aVMVKlRI48aNU0pKiqZPn252ibkGIceiWrVqZf/5+vXrmjp1qkJCQhQWFiZJ2rp1qw4ePKh//etfJlWI7JSSkpLpnXM3b97UtWvXTKgI2aV9+/bq3r273nvvPfvaSJs2bdKAAQP0wgsvmFwdskPv3r0VGhqqvXv3qmjRovb21q1bq2fPniZWlvsQcixq2LBh9p979OihN954Q++8806GPqdPn87p0pAD6tatqxkzZujDDz90aJ8+fbrq1KljUlXIDu+9955sNps6d+5sD7aurq567bXXNHbsWJOrQ3b43//+p82bN8vNzc2hvWzZsvr1119Nqip3YuJxPuDj46OdO3eqYsWKDu0//fSTQkNDlZSUZFJlyC6bNm1SeHi4HnnkETVp0kTSH1/YuWPHDq1atUqPPfaYyRUiq129elW//PKLJKl8+fIqUKCAyRUhuxQuXFibNm1SSEiIChUqpL1796pcuXL64Ycf1LZtW8XHx5tdYq7BxON8wNPTU5s2bcrQvmnTJr6x1qIaNGigLVu2KCgoSPPnz9e3336rChUqaN++fQQciypQoICqVaumatWqEXAsrlmzZvrggw/sv9tsNl2+fFnDhg3TM888Y15huRAjOfnA2LFjNWLECPXs2dO+jsa2bdv0xRdfaMiQIRo4cKDJFQIA7tWZM2cUEREhwzDsI/I//fSTihUrpo0bN/KdZbch5OQT8+fP1+TJk+0rolatWlW9e/dWu3btTK4M2WH37t1ydXVVtWrVJEnffPONvvzyS4WEhGj48OEZruUDyFtu3bqlefPmad++fbp8+bJq166tTp06ydPT0+zSchVCDmBBjzzyiAYOHKi2bdvq+PHjCgkJUZs2bbRjxw41b97cYagbQN5y/fp1phrcI+bkABZ07Ngx+3dXLViwQI8//rjmzp2r6OhoLVy40NziADyQEiVKqEuXLlq9erXS0tLMLidXI+TkA6mpqXrvvfdUt25d+fv7q0iRIg4PWI9hGPZ//L7//nv7ZMSgoCD99ttvZpYG4AHNnDlTV69eVcuWLVWyZEn16dOH1a3vgJCTD4wYMUKTJk1S+/btlZSUpKioKLVp00ZOTk4aPny42eUhG4SGhmrUqFGaNWuWNmzYoObNm0v64xur/fz8TK4OwINo3bq1FixYoPj4eI0ePVqHDh1S/fr1ValSJY0cOdLs8nIV5uTkA+XLl9eUKVPUvHlzFSpUSHv27LG3bd26VXPnzjW7RGSxffv2qVOnToqNjVVUVJR9ccjXX39dv//+O+85YDGHDh1Sp06dtG/fPqWmpppdTq5ByMkHvLy8dPjwYZUuXVoBAQFatmyZateurePHj6tWrVosBpiPXL9+Xc7OznJ1dTW7FAAP6Pr161qyZInmzp2rFStWyM/PTy+88AIrXd+Gr3XIB0qVKqVz586pdOnSKl++vFatWqXatWtrx44dcnd3N7s8ZKMbN24oISEhw+TE0qVLm1QRgAe1cuVKzZ07V4sXL5aLi4uef/55rVq1So0aNTK7tFyHkJMPtG7dWmvWrFG9evX0+uuv68UXX9Tnn3+u2NhY9e3b1+zykA2OHTum7t27a/PmzQ7thmHIZrMxnA3kYa1bt9azzz6rr776Ss888wwjs3fB5ap8aOvWrdq8ebMqVqyoFi1amF0OskGDBg3k4uKigQMHKiAgQDabzWF7jRo1TKoMwIO6dOmSChUqZHYZeQIhx+Ju3rypV199VUOGDFFwcLDZ5SCHeHl5adeuXapSpYrZpQDIAsnJyfL29rb/fDfp/cAt5Jbn6urK4m/5UEhICOvhABZSuHBhJSQkSJJ8fX1VuHDhDI/0dvw/5uTkA61atdLixYuZf2Nxt/91N27cOL355psaPXq0qlWrluGaPX/pAXnL2rVr7Yu3rlu3zuRq8g4uV+UDo0aN0sSJE9WkSRPVqVNHXl5eDtvfeOMNkypDVnJycnKYe5M+yfh2TDwGkJ8QcvKBu83FsdlsOn78eA5Wg+yyYcOGe+77+OOPZ2MlALJbYmKitm/fnukSEZ07dzapqtyHkAMAQB7y7bffqlOnTrp8+bK8vb0dRmxtNpsuXLhgYnW5CyEnH4iKisq03WazycPDQxUqVFDLli35sk4L2bdvX6bt6e956dKlWQgSyKMqVaqkZ555RqNHj1aBAgXMLidXI+TkA40bN9bu3buVmpqqypUrS/pjsThnZ2dVqVJFR48elc1m0w8//KCQkBCTq0VW+PP8nD9zdXVV+/bt9cknn8jDwyMHKwPwoLy8vLR//36VK1fO7FJyPW4hzwdatmyp8PBwnT17Vrt27dKuXbt05swZNW3aVC+88IJ+/fVXNWrUiLuvLCQmJkYVK1bUjBkztGfPHu3Zs0czZsxQ5cqVNXfuXH3++edau3atBg8ebHapAO5TRESEdu7caXYZeQIjOflAyZIltXr16gyjNAcPHlSzZs3066+/avfu3WrWrBlrq1hE3bp19c477ygiIsKhfeXKlRoyZIi2b9+uxYsXq1+/fvrll19MqhLA3/H5559r5MiR6tq1a6ZLRDz33HMmVZb7sE5OPpCUlKSEhIQMIef8+fP2tVV8fX1148YNM8pDNti/f7/KlCmTob1MmTLav3+/JKlmzZo6d+5cTpcG4AH17NlTkjRy5MgM21giwhGXq/KBli1bqlu3boqJidGZM2d05swZxcTEqHv37mrVqpUkafv27apUqZK5hSLLVKlSRWPHjnUIrjdv3tTYsWPtX/Xw66+/ys/Pz6wSAfxNaWlpd3wQcBxxuSofuHz5svr27auvvvpKt27dkiS5uLioS5cuev/99+Xl5aU9e/ZI+uOve+R9mzdv1nPPPScnJydVr15d0h+jO6mpqVq6dKnq16+vWbNmKS4uTgMGDDC5WgD3I7MRnHQ2m01DhgzJwWpyN0JOPnL58mX7wn/lypVTwYIFTa4I2enSpUuaM2eOjh07JkmqXLmyOnbsyLcXA3lcrVq1HH6/efOmTpw4IRcXF5UvX167d+82qbLch5ADAEAel5ycrJdfflmtW7fWSy+9ZHY5uQYhB7CIJUuW6Omnn5arq6uWLFly177cfQFYz/79+9WiRQudPHnS7FJyDUIOYBFOTk6Ki4tTiRIl5OR053sKuPsCsKYffvhBLVq00MWLF80uJdfgFnLAIm7/kr4/f2EfAOuYMmWKw++GYejcuXOaNWuWnn76aZOqyp0YyQEsas2aNVqzZk2Gbym22Wz6/PPPTawMwIMIDg52+N3JyUnFixfXk08+qUGDBnFzwW0YyQEsaMSIERo5cqRCQ0MVEBBw1++xApC3nDhxwuwS8gxGcgALCggI0Pjx47nLAkC+xorHgAXduHFDjz76qNllAICpCDmABfXo0UNz5841uwwAMBWXqwCLiIqKsv+clpammTNnqnr16qpevXqGbymeNGlSTpcHADmOkANYROPGje+pn81m09q1a7O5GgAwHyEHAABYEnNyAACAJRFyAACAJRFyAACAJRFyAACAJRFyAACAJRFyAJguLi5OvXv3VoUKFeTh4SE/Pz81aNBA06ZN09WrV80uD0AexRd0AjDV8ePH1aBBA/n6+mr06NGqVq2a3N3dtX//fs2YMUMlS5bUc889l+F5N2/ezLDIIQDcjpEcAKb617/+JRcXF+3cuVPt2rVT1apVVa5cObVs2VLLli1TixYtJP2xiOG0adP03HPPycvLS++++64kadq0aSpfvrzc3NxUuXJlzZo1y77vkydPymazac+ePfa2xMRE2Ww2rV+/XpK0fv162Ww2LVu2TNWrV5eHh4fq16+vAwcO2J9z6tQptWjRQoULF5aXl5ceeughLV++PPtfHAAPhJADwDS///67Vq1apcjISHl5eWXax2az2X8ePny4Wrdurf3796tbt26KiYlR79691a9fPx04cECvvvqqunbtqnXr1t13LQMGDNDEiRO1Y8cOFS9eXC1atNDNmzclSZGRkUpJSdHGjRu1f/9+jRs3TgULFvx7Jw0gx3C5CoBpfv75ZxmGocqVKzu0FytWTNevX5f0R8AYN26cJKljx47q2rWrvd8LL7ygl19+Wf/6178k/fH9XVu3btV77713z19zkW7YsGFq2rSpJGnmzJkqVaqUYmJi1K5dO8XGxqpt27aqVq2aJKlcuXJ/74QB5ChGcgDkOtu3b9eePXv00EMPKSUlxd4eGhrq0O/w4cNq0KCBQ1uDBg10+PDh+z5mWFiY/eciRYqocuXK9v288cYbGjVqlBo0aKBhw4Zp3759971/ADmPkAPANBUqVJDNZtPRo0cd2suVK6cKFSrI09PTof1Ol7TuxMnpj3/ibv+KvvRLUPejR48eOn78uF566SXt379foaGh+vDDD+97PwByFiEHgGmKFi2qpk2b6qOPPtKVK1fu+/lVq1bVpk2bHNo2bdqkkJAQSVLx4sUlSefOnbNvv30S8u22bt1q//nixYs6duyYqlatam8LCgrSP//5Ty1atEj9+vXTp59+et/1AshZzMkBYKqpU6eqQYMGCg0N1fDhw1W9enU5OTlpx44dOnLkiOrUqXPH5w4YMEDt2rVTrVq1FB4erm+//VaLFi3S999/L0ny9PRU/fr1NXbsWAUHByshIUGDBw/OdF8jR45U0aJF5efnp7ffflvFihVTq1atJEl9+vTR008/rUqVKunixYtat26dQwACkEsZAGCys2fPGr169TKCg4MNV1dXo2DBgkbdunWNCRMmGFeuXDEMwzAkGTExMRmeO3XqVKNcuXKGq6urUalSJeOrr75y2H7o0CEjLCzM8PT0NGrWrGmsWrXKkGSsW7fOMAzDWLdunSHJ+Pbbb42HHnrIcHNzM+rWrWvs3bvXvo9evXoZ5cuXN9zd3Y3ixYsbL730kvHbb79l2+sBIGvYDOO2i9UAkM+sX79ejRs31sWLF+Xr62t2OQCyEHNyAACAJRFyAACAJXG5CgAAWBIjOQAAwJIIOQAAwJIIOQAAwJIIOQAAwJIIOQAAwJIIOQAAwJIIOQAAwJIIOQAAwJL+Dwx7s9Fl9mAtAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ohvdFGAEAFIrMzEx7ELnttttMl4NCUKpUKUlSSkqKKlaseMOXbJjACgAoFFfniJQuXdpwJShMV8/vzcwJIowAAAoVl2ZKtoI4v4QRAABgFGEEAAAYle8JrN99953eeOMNbd26VSdOnNCSJUvUsWPH626zZs0aRUdH66efflJwcLCGDx+u3r1732DJAIDiztpUs8iOZWuyr8iOVZBsNpvD79g9e/aod+/eSkhIUO3atbV06VJVrVpVP/74o8LCwv5yf71799bp06e1dOnSQq37RuR7ZOTcuXNq0KCBpk2blqf+hw4dUtu2bdWiRQslJCRo0KBB6tu3r7788st8FwsAQFE4efKknn32WVWuXFmenp4KDAxU69attW7duiKr4cSJE2rTpo39+5iYGHl7e2vv3r2Kj49XcHCwTpw4obp16+Zpf1OnTtWcOXPs3zdv3lyDBg0q4KpvTL5HRtq0aePw4fyVGTNmqGrVqpo0aZIkqU6dOlq7dq3eeusttW7dOr+HBwCg0D3xxBPKyMjQ3LlzVa1aNSUnJys+Pl6//fZbkdUQGBjo8P2BAwfUtm1bValSJdc+1+Pn51dgtRW0Qp8zsmHDBkVGRjq0tW7dWhs2bMh1m/T0dKWlpTm8AAAoCqdPn9b333+viRMnqkWLFqpSpYqaNGmiYcOGqX379pKuXEJ599131aZNG5UqVUrVqlXTZ5995rCfI0eOqHPnzvL391e5cuXUoUMHHT582KHPrFmzdNddd8nT01NBQUEaMGCA/T2bzWa/pGKz2bR161aNHj1aNptNI0eO1OHDh2Wz2ZSQkGDf5qefftJjjz0mX19f+fj46P7779eBAwckXblMc/WST+/evfXtt99q6tSpstlsstlsOnTokGrUqKE333zTocaEhATZbDbt37+/AD7dnBX6omdJSUkKCAhwaAsICFBaWpouXLhgXzDlWuPHj9eoUaMKuzQAKNK5C86kuM6jKAplypRRmTJltHTpUt1zzz3y9PTMsd+IESM0YcIETZ06VfPmzVPXrl21c+dO1alTR5cuXVLr1q0VERGh77//Xm5ubho7dqweeeQR7dixQx4eHnr33XcVHR2tCRMmqE2bNkpNTc31MtCJEycUGRmpRx55REOGDFGZMmV06tQphz7Hjh3TAw88oObNm+ubb76Rr6+v1q1bp8uXL2fb39SpU7Vv3z7VrVtXo0ePliRVqFBBffr00ezZszVkyBB739mzZ+uBBx5QjRo1bvQj/UtOeTfNsGHDlJqaan8dOXLEdEkAgFuEm5ub5syZo7lz58rf31/NmjXTyy+/rB07djj0+9vf/qa+ffuqZs2aGjNmjMLDw/XOO+9IkhYsWKCsrCx98MEHqlevnurUqaPZs2crMTFRa9askSSNHTtWgwcP1sCBA1WzZk3dfffduc7hCAwMlJubm8qUKaPAwECVKVMmW59p06bJz89PcXFxCg8PV82aNRUVFaVatWpl6+vn5ycPDw+VLl1agYGBCgwMlKurq3r37q29e/dq06ZNkq4sZBYbG6s+ffrcxCf61wo9jAQGBio5OdmhLTk5Wb6+vjmOikiSp6enfH19HV4AABSVJ554QsePH9eyZcv0yCOPaM2aNWrUqJHDBNCIiAiHbSIiIrR7925J0vbt27V//375+PjYR1rKlSunixcv6sCBA0pJSdHx48fVsmXLAqs5ISFB999/v9zd3W94H7fffrvatm2rWbNmSZI+//xzpaen629/+1tBlZmjQg8jERERio+Pd2j76quvsp1EAACciZeXl1q1aqURI0Zo/fr16t27t2JiYvK07dmzZ9W4cWMlJCQ4vPbt26fu3bvn+sf4zSioffbt21dxcXG6cOGCZs+erS5duhT6kv75DiNnz561f6jSlVt3ExISlJiYKOnKJZaePXva+//zn//UwYMH9X//93/as2ePpk+frk8//VQvvPBCwfwEAAAUgdDQUJ07d87+/caNGx3e37hxo+rUqSNJatSokX755RdVrFhRNWrUcHj5+fnJx8dHISEh2f5Yvxn169fX999/n+dnxHh4eCgzMzNb+6OPPipvb2+9++67WrlyZaFfopFuIIxs2bJFDRs2VMOGDSVJ0dHRatiwoV599VVJVybZXA0mklS1alUtX75cX331lRo0aKBJkybpgw8+4LZeAIBT+u233/TQQw/p448/1o4dO3To0CEtXLhQr7/+ujp06GDvt3DhQs2aNUv79u1TTEyMNm3aZL8bpkePHipfvrw6dOig77//XocOHdKaNWv0/PPP6+jRo5KkkSNHatKkSXr77bf1yy+/aNu2bfY5JzdiwIABSktLU9euXbVlyxb98ssvmjdvnvbu3Ztj/5CQEP3www86fPiwTp06paysLEmyzx0ZNmyY7rzzziK5kpHvu2maN28uy7Jyff/a62nXbvPjjz/m91AAgBLKme/mKVOmjJo2baq33npLBw4c0KVLlxQcHKx+/frp5ZdftvcbNWqU4uLi9NxzzykoKEiffPKJQkNDJV15ku13332nF198UZ06ddKZM2dUqVIltWzZ0j4PslevXrp48aLeeustDRkyROXLl9eTTz55w3Xfdttt+uabbzR06FA9+OCDcnV1VVhYmJo1a5Zj/yFDhqhXr14KDQ3VhQsXdOjQIYWEhEiSnnnmGY0bN05RUVE3XE9+2KzrJQsnkZaWJj8/P6WmphqZzMqtf0DJxb/vwnPx4kUdOnRIVatWlZeXV6Efryj9ean2kub7779Xy5YtdeTIkWzLc/zZ9c5zXn9/F/o6IwAAoHhIT0/XyZMnNXLkSP3tb3/7yyBSUJxynREAAFD0PvnkE1WpUkWnT5/W66+/XmTHZWQEAIB8KgYzHG5I79691bt37yI/LiMjAADAKMIIAKBQldRRBFxREOeXMAIAKBRXlyU/f/684UpQmK6e35tZhp45IwCAQuHq6ip/f3+lpKRIurL2hs1mM1wVCoplWTp//rxSUlLk7+8vV1fXG94XYQQAUGgCAwMlyR5IUPL4+/vbz/ONIowAAAqNzWZTUFCQKlasmOdnphQma8cjpkswwlZ/ZaHs193d/aZGRK4ijAAACp2rq2uB/NK6WZaOmy7BCJuTr4BLGAH+hOXBAaBocTcNAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAqBsKI9OmTVNISIi8vLzUtGlTbdq06br9p0yZolq1aqlUqVIKDg7WCy+8oIsXL95QwQAAoGTJdxhZsGCBoqOjFRMTo23btqlBgwZq3bq1UlJScuwfGxurl156STExMdq9e7c+/PBDLViwQC+//PJNFw8AAIq/fIeRyZMnq1+/foqKilJoaKhmzJih0qVLa9asWTn2X79+vZo1a6bu3bsrJCREDz/8sLp163bd0ZT09HSlpaU5vAAAQMmUrzCSkZGhrVu3KjIy8n87cHFRZGSkNmzYkOM29957r7Zu3WoPHwcPHtSKFSv06KOP5nqc8ePHy8/Pz/4KDg7OT5kAAKAYcctP51OnTikzM1MBAQEO7QEBAdqzZ0+O23Tv3l2nTp3SfffdJ8uydPnyZf3zn/+87mWaYcOGKTo62v59WloagQQAgBKq0O+mWbNmjcaNG6fp06dr27ZtWrx4sZYvX64xY8bkuo2np6d8fX0dXgAAoGTK18hI+fLl5erqquTkZIf25ORkBQYG5rjNiBEj9PTTT6tv376SpHr16uncuXP6+9//rldeeUUuLtxdDADArSxfScDDw0ONGzdWfHy8vS0rK0vx8fGKiIjIcZvz589nCxyurq6SJMuy8lsvAAAoYfI1MiJJ0dHR6tWrl8LDw9WkSRNNmTJF586dU1RUlCSpZ8+eqlSpksaPHy9JateunSZPnqyGDRuqadOm2r9/v0aMGKF27drZQwkAALh15TuMdOnSRSdPntSrr76qpKQkhYWFaeXKlfZJrYmJiQ4jIcOHD5fNZtPw4cN17NgxVahQQe3atdNrr71WcD8FAAAotmxWMbhWkpaWJj8/P6WmphqZzGptqlnkx3QGtib7TJdgBOf71sL5vrVwvotWXn9/M3sUAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUTcURqZNm6aQkBB5eXmpadOm2rRp03X7nz59Wv3791dQUJA8PT1Vs2ZNrVix4oYKBgAAJYtbfjdYsGCBoqOjNWPGDDVt2lRTpkxR69attXfvXlWsWDFb/4yMDLVq1UoVK1bUZ599pkqVKunXX3+Vv79/QdQPAACKuXyHkcmTJ6tfv36KioqSJM2YMUPLly/XrFmz9NJLL2XrP2vWLP3+++9av3693N3dJUkhISE3VzUAACgx8nWZJiMjQ1u3blVkZOT/duDiosjISG3YsCHHbZYtW6aIiAj1799fAQEBqlu3rsaNG6fMzMxcj5Oenq60tDSHFwAAKJnyFUZOnTqlzMxMBQQEOLQHBAQoKSkpx20OHjyozz77TJmZmVqxYoVGjBihSZMmaezYsbkeZ/z48fLz87O/goOD81MmAAAoRgr9bpqsrCxVrFhRM2fOVOPGjdWlSxe98sormjFjRq7bDBs2TKmpqfbXkSNHCrtMAABgSL7mjJQvX16urq5KTk52aE9OTlZgYGCO2wQFBcnd3V2urq72tjp16igpKUkZGRny8PDIto2np6c8PT3zUxoAACim8jUy4uHhocaNGys+Pt7elpWVpfj4eEVEROS4TbNmzbR//35lZWXZ2/bt26egoKAcgwgAALi15PsyTXR0tN5//33NnTtXu3fv1rPPPqtz587Z767p2bOnhg0bZu//7LPP6vfff9fAgQO1b98+LV++XOPGjVP//v0L7qcAAADFVr5v7e3SpYtOnjypV199VUlJSQoLC9PKlSvtk1oTExPl4vK/jBMcHKwvv/xSL7zwgurXr69KlSpp4MCBevHFFwvupwAAAMWWzbIsy3QRfyUtLU1+fn5KTU2Vr69vkR/f2lSzyI/pDGxN9pkuwQjO962F831r4XwXrbz+/ubZNAAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKNuKIxMmzZNISEh8vLyUtOmTbVp06Y8bRcXFyebzaaOHTveyGEBAEAJlO8wsmDBAkVHRysmJkbbtm1TgwYN1Lp1a6WkpFx3u8OHD2vIkCG6//77b7hYAABQ8uQ7jEyePFn9+vVTVFSUQkNDNWPGDJUuXVqzZs3KdZvMzEz16NFDo0aNUrVq1f7yGOnp6UpLS3N4AQCAkilfYSQjI0Nbt25VZGTk/3bg4qLIyEht2LAh1+1Gjx6tihUr6plnnsnTccaPHy8/Pz/7Kzg4OD9lAgCAYiRfYeTUqVPKzMxUQECAQ3tAQICSkpJy3Gbt2rX68MMP9f777+f5OMOGDVNqaqr9deTIkfyUCQAAihG3wtz5mTNn9PTTT+v9999X+fLl87ydp6enPD09C7EyAADgLPIVRsqXLy9XV1clJyc7tCcnJyswMDBb/wMHDujw4cNq166dvS0rK+vKgd3ctHfvXlWvXv1G6gYAACVEvi7TeHh4qHHjxoqPj7e3ZWVlKT4+XhEREdn6165dWzt37lRCQoL91b59e7Vo0UIJCQnMBQEAAPm/TBMdHa1evXopPDxcTZo00ZQpU3Tu3DlFRUVJknr27KlKlSpp/Pjx8vLyUt26dR229/f3l6Rs7QAA4NaU7zDSpUsXnTx5Uq+++qqSkpIUFhamlStX2ie1JiYmysWFhV0BAEDe2CzLskwX8VfS0tLk5+en1NRU+fr6FvnxrU01i/yYzsDWZJ/pEozgfN9aON+3Fs530crr72+GMAAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABh1Q2Fk2rRpCgkJkZeXl5o2bapNmzbl2vf999/X/fffr7Jly6ps2bKKjIy8bn8AAHBryXcYWbBggaKjoxUTE6Nt27apQYMGat26tVJSUnLsv2bNGnXr1k2rV6/Whg0bFBwcrIcffljHjh276eIBAEDxl+8wMnnyZPXr109RUVEKDQ3VjBkzVLp0ac2aNSvH/vPnz9dzzz2nsLAw1a5dWx988IGysrIUHx9/08UDAIDiL19hJCMjQ1u3blVkZOT/duDiosjISG3YsCFP+zh//rwuXbqkcuXK5donPT1daWlpDi8AAFAy5SuMnDp1SpmZmQoICHBoDwgIUFJSUp728eKLL+r22293CDR/Nn78ePn5+dlfwcHB+SkTAAAUI0V6N82ECRMUFxenJUuWyMvLK9d+w4YNU2pqqv115MiRIqwSAAAUJbf8dC5fvrxcXV2VnJzs0J6cnKzAwMDrbvvmm29qwoQJ+vrrr1W/fv3r9vX09JSnp2d+SgMAAMVUvkZGPDw81LhxY4fJp1cno0ZEROS63euvv64xY8Zo5cqVCg8Pv/FqAQBAiZOvkRFJio6OVq9evRQeHq4mTZpoypQpOnfunKKioiRJPXv2VKVKlTR+/HhJ0sSJE/Xqq68qNjZWISEh9rklZcqUUZkyZQrwRwEAAMVRvsNIly5ddPLkSb366qtKSkpSWFiYVq5caZ/UmpiYKBeX/w24vPvuu8rIyNCTTz7psJ+YmBiNHDny5qoHAADFXr7DiCQNGDBAAwYMyPG9NWvWOHx/+PDhGzkEAAC4RfBsGgAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEbdUBiZNm2aQkJC5OXlpaZNm2rTpk3X7b9w4ULVrl1bXl5eqlevnlasWHFDxQIAgJIn32FkwYIFio6OVkxMjLZt26YGDRqodevWSklJybH/+vXr1a1bNz3zzDP68ccf1bFjR3Xs2FG7du266eIBAEDxl+8wMnnyZPXr109RUVEKDQ3VjBkzVLp0ac2aNSvH/lOnTtUjjzyioUOHqk6dOhozZowaNWqkf//73zddPAAAKP7c8tM5IyNDW7du1bBhw+xtLi4uioyM1IYNG3LcZsOGDYqOjnZoa926tZYuXZrrcdLT05Wenm7/PjU1VZKUlpaWn3ILjHU208hxTbMZ+rxN43zfWjjftxbOd9G6+nvbsqzr9stXGDl16pQyMzMVEBDg0B4QEKA9e/bkuE1SUlKO/ZOSknI9zvjx4zVq1Khs7cHBwfkpFzfNz3QBKFKc71sL5/vWYvZ8nzlzRn5+udeQrzBSVIYNG+YwmpKVlaXff/9dt912m2w2m8HKilZaWpqCg4N15MgR+fr6mi4HhYzzfWvhfN9abtXzbVmWzpw5o9tvv/26/fIVRsqXLy9XV1clJyc7tCcnJyswMDDHbQIDA/PVX5I8PT3l6enp0Obv75+fUksUX1/fW+o/3lsd5/vWwvm+tdyK5/t6IyJX5WsCq4eHhxo3bqz4+Hh7W1ZWluLj4xUREZHjNhEREQ79Jemrr77KtT8AALi15PsyTXR0tHr16qXw8HA1adJEU6ZM0blz5xQVFSVJ6tmzpypVqqTx48dLkgYOHKgHH3xQkyZNUtu2bRUXF6ctW7Zo5syZBfuTAACAYinfYaRLly46efKkXn31VSUlJSksLEwrV660T1JNTEyUi8v/BlzuvfdexcbGavjw4Xr55Zd15513aunSpapbt27B/RQllKenp2JiYrJdskLJxPm+tXC+by2c7+uzWX91vw0AAEAh4tk0AADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMOJkvv/+ez311FOKiIjQsWPHJEnz5s3T2rVrDVcG4EZdunRJbm5u2rVrl+lSUITOnTtnuoRiwykflHerWrRokZ5++mn16NFDP/74o9LT0yVJqampGjdunFasWGG4QhSEZcuW5blv+/btC7ESFBV3d3dVrlxZmZm35uPrb1UBAQHq3Lmz+vTpo/vuu890OU6NRc+cSMOGDfXCCy+oZ8+e8vHx0fbt21WtWjX9+OOPatOmjZKSkkyXiAJw7QrF12Oz2fjlVYJ8+OGHWrx4sebNm6dy5cqZLgdFYOnSpZozZ45WrFihkJAQ9enTRz179vzLJ9jeiggjTqR06dL6+eefFRIS4hBGDh48qNDQUF28eNF0iQBuUMOGDbV//35dunRJVapUkbe3t8P727ZtM1QZCtvJkyc1b948zZkzR7t371br1q3Vp08ftW/fXm5uXKCQuEzjVAIDA7V//36FhIQ4tK9du1bVqlUzUxSAAtGxY0fTJcCQChUqKDo6WtHR0XrnnXc0dOhQrVixQuXLl9c///lPvfTSSypdurTpMo0ijDiRfv36aeDAgZo1a5ZsNpuOHz+uDRs2aMiQIRoxYoTp8lBIvv32W7355pvavXu3JCk0NFRDhw7V/fffb7gyFKSYmBjTJcCQ5ORkzZ07V3PmzNGvv/6qJ598Us8884yOHj2qiRMnauPGjVq1apXpMo3iMo0TsSxL48aN0/jx43X+/HlJV570OGTIEI0ZM8ZwdSgMH3/8saKiotSpUyc1a9ZMkrRu3TotWbJEc+bMUffu3Q1XiIJ0+vRpffbZZzpw4ICGDh2qcuXKadu2bQoICFClSpVMl4cCtnjxYs2ePVtffvmlQkND1bdvXz311FPy9/e39zlw4IDq1KmjjIwMc4U6AcKIE8rIyND+/ft19uxZhYaGqkyZMqZLQiGpU6eO/v73v+uFF15waJ88ebLef/99+2gJir8dO3YoMjJSfn5+Onz4sPbu3atq1app+PDhSkxM1EcffWS6RBQwPz8/de3aVX379tXdd9+dY58LFy7o9ddfv+VHzggjTqRPnz6aOnWqfHx8HNrPnTunf/3rX5o1a5ahylBYPD099dNPP6lGjRoO7fv371fdunWZtFyCREZGqlGjRnr99dcdJqivX79e3bt31+HDh02XiAJ2/vz5W34uSF6x6JkTmTt3ri5cuJCt/cKFC/zVVEIFBwcrPj4+W/vXX3+t4OBgAxWhsGzevFn/+Mc/srVXqlSJ2/ZLKB8fH6WkpGRr/+233+Tq6mqgIufFBFYnkJaWJsuyZFmWzpw5Iy8vL/t7mZmZWrFihSpWrGiwQhSWwYMH6/nnn1dCQoLuvfdeSVfmjMyZM0dTp041XB0Kkqenp9LS0rK179u3TxUqVDBQEQpbbhce0tPT5eHhUcTVODfCiBPw9/eXzWaTzWZTzZo1s71vs9k0atQoA5WhsD377LMKDAzUpEmT9Omnn0q6Mo9kwYIF6tChg+HqUJDat2+v0aNH28+zzWZTYmKiXnzxRT3xxBOGq0NBevvttyVdOccffPCBw7y/zMxMfffdd6pdu7ap8pwSc0acwLfffivLsvTQQw9p0aJFDqszenh4qEqVKqzYBxRzqampevLJJ7VlyxadOXNGt99+u5KSkhQREaEVK1ZkWwQNxVfVqlUlSb/++qvuuOMOh0syHh4eCgkJ0ejRo9W0aVNTJTodwogT+fXXXxUcHJzn5cJRcmzdutV+58xdd92lhg0bGq4IhWXt2rXasWOHzp49q0aNGikyMtJ0SSgkLVq00OLFi1W2bFnTpTg9wogTOn/+vBITE7Pdd16/fn1DFaGwpKSkqGvXrlqzZo197YHTp0+rRYsWiouLYy4BgFsCYcSJnDx5UlFRUfriiy9yfJ+HppU8Xbp00cGDB/XRRx+pTp06kqSff/5ZvXr1Uo0aNfTJJ58YrhAFKT4+XvHx8UpJSVFWVpbDe9y6XzJER0drzJgx8vb2VnR09HX7Tp48uYiqcn5MYHUigwYN0unTp/XDDz+oefPmWrJkiZKTkzV27FhNmjTJdHkoBCtXrtTXX39tDyLSleXgp02bpocffthgZShoo0aN0ujRoxUeHq6goCDZbDbTJaEQ/Pjjj7p06ZL969xw/h0RRpzIN998o//85z8KDw+Xi4uLqlSpolatWsnX11fjx49X27ZtTZeIApaVlSV3d/ds7e7u7tn+ckbxNmPGDM2ZM0dPP/206VJQiFavXp3j17g+Zko6kXPnztnXEylbtqxOnjwpSapXrx6PFy+hHnroIQ0cOFDHjx+3tx07dkwvvPCCWrZsabAyFLSMjAz7WjK4NaWlpWnp0qXas2eP6VKcDmHEidSqVUt79+6VJDVo0EDvvfeejh07phkzZigoKMhwdSgM//73v5WWlqaQkBBVr15d1atXV9WqVZWWlqZ33nnHdHkoQH379lVsbKzpMlCEOnfurH//+9+SrqykHR4ers6dO6tevXpatGiR4eqcCxNYncjHH3+sy5cvq3fv3tq6daseeeQR/f777/Lw8NCcOXPUpUsX0yWiEFiWpa+//tr+11KdOnW43bOEuHYCY1ZWlubOnav69eurfv362S7PMZmx5AkMDNSXX36pBg0aKDY2VjExMdq+fbvmzp2rmTNnXndOya2GMOLEzp8/rz179qhy5coqX7686XIA5FOLFi3y3Jf5BSVPqVKltG/fPgUHB6tnz566/fbbNWHCBCUmJio0NFRnz541XaLTYAKrEytdurQaNWpkugwUMm73LLkIGLe24OBgbdiwQeXKldPKlSsVFxcnSfrjjz8cnkEGwohT6dOnz3Xf5xdTycPtnreOPn36aOrUqfLx8XFoP3funP71r3/x77sEGjRokHr06KEyZcqoSpUqat68uSTpu+++U7169cwW52S4TONEHn/8cYfvL126pF27dun06dN66KGHtHjxYkOVobAEBQXp9ddf53bPW4Crq6tOnDiR7Qncp06dUmBgoC5fvmyoMhSmrVu3KjExUa1atbI/MG/58uXy9/dXs2bNDFfnPBgZcSJLlizJ1paVlaVnn31W1atXN1ARChu3e5Z8aWlpsixLlmXpzJkzDsPzmZmZWrFiRbaAguLv0qVLql27tv773/9m+0OTNaOyY2SkGNi7d6+aN2+uEydOmC4FBezFF19UmTJlNGLECNOloJC4uLhc9/KbzWbTqFGj9MorrxRhVSgKlSpVyrbCMnLGyEgxcODAAYZwS5A/3+45c+ZMff3119zuWUKtXr1almXpoYce0qJFi1SuXDn7ex4eHqpSpYpuv/12gxWisPTv318TJ07UBx98IDc3ft1eD5+OE/nzQ5Usy9KJEye0fPly9erVy1BVKGh/XlsgLCxMkrRr1y6HdiazlgwPPvigJOnQoUPy9fXVrFmztHv3bknSXXfdpdDQUJPloRBt3rxZ8fHxWrVqlerVqydvb2+H95kH+D9cpnEif16TwMXFRRUqVNBDDz2kPn36kKyBYmzLli165JFH5OXlpSZNmki68svqwoULWrVqFbfxl0BRUVHXfX/27NlFVInzI4wABqWmpiozM9Nh6F6Sfv/9d7m5ucnX19dQZSho999/v2rUqKH333/f/ofF5cuX1bdvXx08eFDfffed4QoBc3g2DWBQ165d7QshXevTTz9V165dDVSEwrJlyxa9+OKLDiOcbm5u+r//+z9t2bLFYGUoTJcvX9bXX3+t9957T2fOnJEkHT9+nNVX/4Rxf8MaNmyY57kBPLm35Pnhhx9ynKTavHlz7q4oYXx9fZWYmKjatWs7tB85ciTbQmgoGX799Vc98sgjSkxMVHp6ulq1aiUfHx9NnDhR6enpmjFjhukSnQZhxLCOHTvav7548aKmT5+u0NBQRURESJI2btyon376Sc8995yhClGY0tPTc7xT6tKlS7pw4YKBilBYunTpomeeeUZvvvmmfW2ZdevWaejQoerWrZvh6lAYBg4cqPDwcG3fvl233Xabvf3xxx9Xv379DFbmfAgjhsXExNi/7tu3r55//nmNGTMmW58jR44UdWkoAk2aNNHMmTP1zjvvOLTPmDFDjRs3NlQVCsObb74pm82mnj172gOou7u7nn32WU2YMMFwdSgM33//vdavXy8PDw+H9pCQEB07dsxQVc6JCaxOxM/PT1u2bNGdd97p0P7LL78oPDxcqamphipDYVm3bp0iIyN19913q2XLlpKuPDhv8+bNWrVqle6//37DFaKgnT9/XgcOHJAkVa9eXaVLlzZcEQpL2bJltW7dOoWGhsrHx0fbt29XtWrVtHbtWj3xxBNKTk42XaLTYAKrEylVqpTWrVuXrX3dunU84bGEatasmTZs2KDg4GB9+umn+vzzz1WjRg3t2LGDIFJClS5dWvXq1VO9evUIIiXcww8/rClTpti/t9lsOnv2rGJiYvToo4+aK8wJMTLiRCZMmKBRo0apX79+9nUIfvjhB82aNUsjRozQSy+9ZLhCAEBeHT16VK1bt5ZlWfYR7l9++UXly5fXd999xzOJrkEYcTKffvqppk6dal+hsU6dOho4cKA6d+5suDIUhm3btsnd3d3+OPH//Oc/mj17tkJDQzVy5Mhs15oBFC+XL19WXFycduzYobNnz6pRo0bq0aOHSpUqZbo0p0IYAQy6++679dJLL+mJJ57QwYMHFRoaqk6dOmnz5s1q27atwxAvgOLl4sWLXGLPI+aMAAbt27fP/myahQsX6sEHH1RsbKzmzJmjRYsWmS0OwE2pWLGievXqpa+++kpZWVmmy3FqhBEnkpmZqTfffFNNmjRRYGCgypUr5/BCyWNZlv1/Ul9//bV9UltwcLBOnTplsjQAN2nu3Lk6f/68OnTooEqVKmnQoEGstpsLwogTGTVqlCZPnqwuXbooNTVV0dHR6tSpk1xcXDRy5EjT5aEQhIeHa+zYsZo3b56+/fZbtW3bVtKVJ7wGBAQYrg7AzXj88ce1cOFCJScna9y4cfr55591zz33qGbNmho9erTp8pwKc0acSPXq1fX222+rbdu28vHxUUJCgr1t48aNio2NNV0iCtiOHTvUo0cPJSYmKjo62r4I3r/+9S/99ttvnHOghPn555/Vo0cP7dixQ5mZmabLcRqEESfi7e2t3bt3q3LlygoKCtLy5cvVqFEjHTx4UA0bNmTRs1vIxYsX5erqKnd3d9OlALhJFy9e1LJlyxQbG6uVK1cqICBA3bp1Y+Xda7AcvBO54447dOLECVWuXFnVq1fXqlWr1KhRI23evFmenp6my0MhysjIUEpKSrZJbpUrVzZUEYCb9eWXXyo2NlZLly6Vm5ubnnzySa1atUoPPPCA6dKcDmHEiTz++OOKj49X06ZN9a9//UtPPfWUPvzwQyUmJuqFF14wXR4Kwb59+/TMM89o/fr1Du2WZclmszGMCxRjjz/+uB577DF99NFHevTRRxnpvA4u0zixjRs3av369brzzjvVrl070+WgEDRr1kxubm566aWXFBQUJJvN5vB+gwYNDFUG4GadOXNGPj4+pssoFggjTuLSpUv6xz/+oREjRqhq1aqmy0ER8fb21tatW1W7dm3TpQAoAGlpafL19bV/fT1X+4Fbe52Gu7s7i1zdgkJDQ1lPBChBypYtq5SUFEmSv7+/ypYtm+11tR3/w5wRJ9KxY0ctXbqU+SEl3LV/LU2cOFH/93//p3HjxqlevXrZrinzlxNQvHzzzTf2RSpXr15tuJrig8s0TmTs2LGaNGmSWrZsqcaNG8vb29vh/eeff95QZShILi4uDnNDrk5WvRYTWAHcSggjTuR6c0VsNpsOHjxYhNWgsHz77bd57vvggw8WYiUACtvp06e1adOmHG/d79mzp6GqnA9hBACAQvD555+rR48eOnv2rHx9fR1GQG02m37//XeD1TkXwogTiY6OzrHdZrPJy8tLNWrUUIcOHXhoXgmyY8eOHNuvnvPKlSuz4B1QTNWsWVOPPvqoxo0bp9KlS5sux6kRRpxIixYttG3bNmVmZqpWrVqSriyK5erqqtq1a2vv3r2y2Wxau3atQkNDDVeLgvDn+SN/5u7uri5duui9996Tl5dXEVYG4GZ5e3tr586dqlatmulSnB639jqRDh06KDIyUsePH9fWrVu1detWHT16VK1atVK3bt107NgxPfDAA9xtU4IsWbJEd955p2bOnKmEhAQlJCRo5syZqlWrlmJjY/Xhhx/qm2++0fDhw02XCiCfWrdurS1btpguo1hgZMSJVKpUSV999VW2UY+ffvpJDz/8sI4dO6Zt27bp4YcfZm2KEqJJkyYaM2aMWrdu7dD+5ZdfasSIEdq0aZOWLl2qwYMH68CBA4aqBHAjPvzwQ40ePVpRUVE53rrfvn17Q5U5H9YZcSKpqalKSUnJFkZOnjxpX5vC399fGRkZJspDIdi5c6eqVKmSrb1KlSrauXOnJCksLEwnTpwo6tIA3KR+/fpJkkaPHp3tPW7dd8RlGifSoUMH9enTR0uWLNHRo0d19OhRLVmyRM8884w6duwoSdq0aZNq1qxptlAUmNq1a2vChAkOAfPSpUuaMGGCfYn4Y8eOKSAgwFSJAG5QVlZWri+CiCMu0ziRs2fP6oUXXtBHH32ky5cvS5Lc3NzUq1cvvfXWW/L29lZCQoKkK38to/hbv3692rdvLxcXF9WvX1/SldGSzMxM/fe//9U999yjefPmKSkpSUOHDjVcLYD8yGlE5CqbzaYRI0YUYTXOjTDihM6ePWtf4KxatWoqU6aM4YpQmM6cOaP58+dr3759kqRatWqpe/fuPO0TKOYaNmzo8P2lS5d06NAhubm5qXr16tq2bZuhypwPYQQAgCKSlpam3r176/HHH9fTTz9tuhynQRgBitiyZcvUpk0bubu7a9myZdfty2x7oOTZuXOn2rVrp8OHD5suxWkQRoAi5uLioqSkJFWsWFEuLrnPIWe2PVAyrV27Vu3atdMff/xhuhSnwa29QBG79mFZf35wFoCS4+2333b43rIsnThxQvPmzVObNm0MVeWcGBkBDIuPj1d8fHy2p3rabDZ9+OGHBisDcDP+/CR2FxcXVahQQQ899JCGDRvGJPVrMDICGDRq1CiNHj1a4eHhCgoKuu5zagAUL4cOHTJdQrHByAhgUFBQkF5//XVm1QO4pbECK2BQRkaG7r33XtNlAIBRhBHAoL59+yo2NtZ0GQBgFJdpgCIWHR1t/zorK0tz585V/fr1Vb9+/WxP9Zw8eXJRlwcARY4wAhSxFi1a5KmfzWbTN998U8jVAIB5hBEAAGAUc0YAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQB5lpSUpIEDB6pGjRry8vJSQECAmjVrpnfffVfnz583XR6AYooH5QHIk4MHD6pZs2by9/fXuHHjVK9ePXl6emrnzp2aOXOmKlWqpPbt22fb7tKlS9kWcwOAazEyAiBPnnvuObm5uWnLli3q3Lmz6tSpo2rVqqlDhw5avny52rVrJ+nKYm3vvvuu2rdvL29vb7322muSpHfffVfVq1eXh4eHatWqpXnz5tn3ffjwYdlsNiUkJNjbTp8+LZvNpjVr1kiS1qxZI5vNpuXLl6t+/fry8vLSPffco127dtm3+fXXX9WuXTuVLVtW3t7euuuuu7RixYrC/3AA3BTCCIC/9Ntvv2nVqlXq37+/vL29c+xjs9nsX48cOVKPP/64du7cqT59+mjJkiUaOHCgBg8erF27dukf//iHoqKitHr16nzXMnToUE2aNEmbN29WhQoV1K5dO126dEmS1L9/f6Wnp+u7777Tzp07NXHiRJUpU+bGfmgARYbLNAD+0v79+2VZlmrVquXQXr58eV28eFHSlSAwceJESVL37t0VFRVl79etWzf17t1bzz33nKQrz+fZuHGj3nzzzTwvj39VTEyMWrVqJUmaO3eu7rjjDi1ZskSdO3dWYmKinnjiCdWrV0+SVK1atRv7gQEUKUZGANywTZs2KSEhQXfddZfS09Pt7eHh4Q79du/erWbNmjm0NWvWTLt37873MSMiIuxflytXTrVq1bLv5/nnn9fYsWPVrFkzxcTEaMeOHfneP4CiRxgB8Jdq1Kghm82mvXv3OrRXq1ZNNWrUUKlSpRzac7uUkxsXlyv/K7r2UVlXL73kR9++fXXw4EE9/fTT2rlzp8LDw/XOO+/kez8AihZhBMBfuu2229SqVSv9+9//1rlz5/K9fZ06dbRu3TqHtnXr1ik0NFSSVKFCBUnSiRMn7O9fO5n1Whs3brR//ccff2jfvn2qU6eOvS04OFj//Oc/tXjxYg0ePFjvv/9+vusFULSYMwIgT6ZPn65mzZopPDxcI0eOVP369eXi4qLNmzdrz549aty4ca7bDh06VJ07d1bDhg0VGRmpzz//XIsXL9bXX38tSSpVqpTuueceTZgwQVWrVlVKSoqGDx+e475Gjx6t2267TQEBAXrllVdUvnx5dezYUZI0aNAgtWnTRjVr1tQff/yh1atXOwQVAE7KAoA8On78uDVgwACratWqlru7u1WmTBmrSZMm1htvvGGdO3fOsizLkmQtWbIk27bTp0+3qlWrZrm7u1s1a9a0PvroI4f3f/75ZysiIsIqVaqUFRYWZq1atcqSZK1evdqyLMtavXq1Jcn6/PPPrbvuusvy8PCwmjRpYm3fvt2+jwEDBljVq1e3PD09rQoVKlhPP/20derUqUL7PAAUDJtlXXORFgCc1Jo1a9SiRQv98ccf8vf3N10OgALEnBEAAGAUYQQAABjFZRoAAGAUIyMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAo/4fGx9qkuisZ2gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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gAYAckpaWZg0rDz30kL3LAeyiYMGCkqSEhAQVK1Ys26eHmHQLADnk1pwVNzc3O1cC2Netv4F7mcdFYAGAHMZpIDzo7sffAIEFAACYHoEFAACYHpNuAcAOjI3lc/X5LLUO5NpzzZo1S/379zfFpdxPP/20QkJCNHnyZHuXgnvEERYAQAbdu3eXxWLJ8Dh06JC9S9OsWbOs9Tg6OsrHx0e1a9fWyJEjlZiYaNN38eLFGjVqlJ0qtZ+/v0cODg7y9/dXhw4dFBcXl6Vxhg8frpCQkJwpMosILACATDVt2lRnzpyxeZQuXdreZUmSPD09debMGZ08eVJr167Vyy+/rDlz5igkJESnT5+29itcuLA8PDzsWOm9uXbtWrb3vfUenTp1SosWLdL+/fv1/PPP38fqcheBBQCQKRcXF/n5+dk8HB0dNWnSJFWuXFnu7u4KCAjQq6++quTk5NuOs337djVo0EAeHh7y9PRUjRo1tHnzZuv21atX66mnnlLBggUVEBCgvn37KiUl5Y61WSwW+fn5yd/fX5UqVVLPnj21du1aJScn680337T2e/rpp9W/f3/r71OnTlW5cuXk6uoqX19ftWvXzrotPT1d48ePV9myZeXi4qKSJUvqvffes27fuXOnGjZsqIIFC+qhhx7Syy+/bH3dK1eulKura4bTYP369VPDhg3v+rUGBgZq1KhR6tq1qzw9PfXyyy+rYcOG6tOnj824586dk7Ozs2JiYu7qPXriiSfUs2dPbdy4UUlJSdY+b731lsqXLy83NzcFBQVp6NCh1kuPZ82apREjRmj79u3WozWzZs2SJF28eFG9evVS0aJF5enpqYYNG2r79u23reV+ILAAALLEwcFBU6ZM0e7duzV79mz98ssvNiHhn7p06aKHH35YmzZt0pYtW/T222+rQIECkqTDhw+radOmatu2rXbs2KH58+dr9erVGb6g70axYsXUpUsXffvtt0pLS8uwffPmzerbt69Gjhyp/fv3a8WKFapXr551++DBgzV27Hsa8mZ37d68RPO+GKVi3tdlpOxUcsIGhTVpJB8PB238dZ4WzBmnn39arj7/6SIjZacaPl5M3l6F9HXUhzJSdspI2akbSds0P3qeOrerLyNlpw7tXK6mTZuoTYs62r5+oaJnva/Vv/1kHcNI2SkZ1zVhwnhVqVRMW9dEa8iA9ur5YhNFRc3V1T+2WPvNnfGBShQvqga1i1rbbB6pJyWlW38/ezRWS76eK0dHRzlc3WttL+RyWTOnDdWePXv04Ycf6vPPP9d///tfSVKHDh00YMAAPfLII9YjbB06dJAkPf/880pISNAPP/ygLVu2qHr16mrUqJH++OOPLH9ud4tJtwCATH3//fcqVKiQ9fdmzZpp4cKFNkcsAgMDNXr0aP3nP//R1KlTMx0nLi5OgwYNUsWKFSVJ5cqVs24bM2aMunTpYh2zXLlymjJliurXr69p06bJ1dU1SzVXrFhRly5d0oULF1SsWLEMdbi7u+vZZ5+Vh4eHSpUqpWrVqkmSLl26pA8//FAfTXxb3bq0lCSVCQrQk09UlyRFLViuq6mpmv35e3J3v7kI2kcT39Fzz7+usSPfkK/vQ+rQrqm+WrBcPbu1kSTFxG7QxcRLatsy9OZrnfg/dW7fXP1fe/Hmay1bSh9+8LaebtpDUycPkauriySpYb1aGtC3m7XuEsWL6fUBY/TN96vUvm2YJGn2l9+oW5eWd1zfJDHxkjx8a///5fGvSpJe793ZWr8kDXnrZUmSxT1QgYGBGjhwoKKjo/Xmm2+qYMGCKlSokJycnOTn52fdZ/Xq1dq4caMSEhLk4nKz5gkTJmjp0qX6+uuv9fLLL9/lp5U1BBYAQKYaNGigadOmWX93d3eXJP38888aM2aM9u3bp6SkJN24cUNXr17V5cuXM13VNyIiQr169dLcuXMVGhqq559/XmXKlJF083TRjh07NG/ePGt/wzCUnp6uo0ePqlKlSlmq2TAMSZkvVNa4cWOVKlVKQUFBatq0qZo2barWrVvLzc1Ne/fuVWpqqho9XTvTcffuP6qqj1aw+bKv+3iI0tPTtf/gUfn6PqQuHZqrToMXdPpMgor7F1PU/GVqHvaUvL09JUk7dh7Qjl0HFLVgWcbXeuyUKlUMkiTVqB5s89yuri56oeOzmjl3idq3DdPWbXu0a88hfbNgyh3fCw8Pd21ZPV/Xr9/QDz+tVtT8ZXovsq9Nn/lfr9BH06N0+OgZJScn68aNG/L09LzjuNu3b1dycnKG201cuXJFhw8fvuO+94LAAgDIlLu7u8qWLWvTduzYMT377LPq3bu33nvvPRUuXFirV69Wz549de3atUwDy/Dhw9W5c2ctW7ZMP/zwgyIjIxUdHa3WrVsrOTlZr7zyivr27Zthv5IlS2a55r1798rT0zPTezd5eHho69atio2N1cqVKzVs2DANHz5cmzZtst7v5l48VuNRlQkKUPTXK9S7V3st+e4XzZz+1xVKycmX9XKP59W3d+cM+5YM+OumgO7uGWvp1a2Nqj3RXidPxWvm3G/UsH4tlSpZ/I71ODg4qGyZm+9hpYpBOnzkhF7tP1pz/ve+JGndhu16oedgDX+3t5q26CYvLy9FR0dr4sSJdxw3OTlZ/v7+io2NzbDN29v7jvveCwILkEW5vX6GWeTmOh4wry1btig9PV0TJ06Ug8PNaZALFiz41/3Kly+v8uXL64033lCnTp00c+ZMtW7dWtWrV9eePXsyBKPsSEhIUFRUlFq1amWt7Z+cnJwUGhqq0NBQRUZGytvbW7/88oueeeYZFSxYUDGxG9Sr+8MZ9qtUobRmz/tGKSmXrUdZ1qzfJgcHB1Uo99eVU53bP6Oo+cv0cHFfOTg4qHnTv+bIVA+ppL37DltDRFZUfrS8alYP1uczF+mrhcv10YTBWR7j7QE9VbbyM+rf5wVVDwnW2g3bVKqkv95982VZ3CtLko4fP26zj7Ozc4b5QNWrV1d8fLycnJwUGBiY5Tqyi0m3AIC7VrZsWV2/fl0fffSRjhw5orlz52r69Om37X/lyhX16dNHsbGxOn78uNasWaNNmzZZT/W89dZbWrt2rfr06aNt27bp4MGD+uabb/510q1hGIqPj9eZM2e0d+9ezZgxQ0888YS8vLw0duzYTPf5/vvvNWXKFG3btk3Hjx/XnDlzlJ6ergoVKsjV1VVvvfWW3hr6X82J+laHj5zQ+o3b9cXsxZKkLh2ay9XFRd1fHqJduw9q1a8b1XfgGL3Y6Vn5+v51NKdLh+baum2v3v/gc7VtFSoXF2frtjcjemjthu3qE/G+tu3Yp4OHjuub71epT8T7d/Xe9+zWRuMmzZBhGGr9XKO72ufvAh72U+sWjRQ5+uZco3JlSiruRLyiF/6gw4cPa8qUKVqyZInNPoGBgTp69Ki2bdum8+fPKzU1VaGhoapTp45atWqllStX6tixY1q7dq3effddm6u/7jeOsACAHeTVI1ZVq1bVpEmTNG7cOA0ePFj16tXTmDFj1LVr10z7Ozo66sKFC+ratavOnj2rIkWKqE2bNhoxYoQkqUqVKvr111/17rvv6qmnnpJhGCpTpoz1apTbSUpKkr+/vywWizw9PVWhQgV169ZN/fr1u+0cDG9vby1evFjDhw/X1atXVa5cOX311Vd65JFHJElDhw6VY/p5RY6eqtNnEuTvV1Sv9Ly5bombW0GtWDpN/d8cp1r1O8vNzVVtngvVpLGDbJ6jbJmSqlXzUW3cvEv/HWd75VSVR8srdsUMDRnxkeo16X7ztZYOsE6k/Tednn9Gb7w1Xh3bNbNO0M2q/n1e0BMNX9TGzTv1XPMG6t/nBb0+YIxSr41S8+bNNXToUA0fPtzav23btlq8eLEaNGigixcvaubMmerevbuWL1+ud999V+Hh4Tp37pz8/PxUr149+fr6Zquuu2Exbs1QysOSkpLk5eWlxMTEf50sBNwrTgnhbl29elVHjx5V6dKls3y1C+zDSNlp7xJu69jxUypbubk2/hal6iHB/75DFtw6JZRTbve3kJXvb46wAABgYtevX9eFPxI1dOTHerxWlfseVvIK5rAAAGBia9ZtU/EyDbVp6y5NmzzE3uXYTbYCyyeffKLAwEC5urqqdu3a2rhx4237fv7553rqqafk4+MjHx8fhYaGZuif2U22mjZtmp3SAADIV56u95jSk3do3+/fqfKjD+YpaSkbgWX+/PmKiIhQZGSktm7dqqpVqyosLEwJCQmZ9o+NjVWnTp20atUqrVu3TgEBAWrSpIlOnTpl0++fN9n66quvsveKAABAvpPlwDJp0iS99NJLCg8PV3BwsKZPny43NzfNmDEj0/7z5s3Tq6++qpCQEFWsWFH/+9//lJ6enuGGTf+8yZaPj0/2XhEAmEw+uLYBuCf3428gS4Hl2rVr2rJli0JDQ/8awMFBoaGhWrdu3V2NcfnyZV2/fl2FCxe2aY+NjVWxYsVUoUIF9e7dWxcuXLjtGKmpqUpKSrJ5AIDZ3LrB3+XLl+1cCWBft/4Gbv1NZEeWrhI6f/680tLSMlxn7evrq3379t3VGG+99ZaKFy9uE3qaNm2qNm3aqHTp0jp8+LDeeecdNWvWTOvWrZOjo2OGMcaMGWO9hh8AzMrR0VHe3t7WU+Zubm53vFkd7M9IfTCPhlkcr+bIuDdvvHhZCQkJ8vb2zvQ7/W7l6mXNY8eOVXR0tGJjY22uw+7YsaP158qVK6tKlSoqU6aMYmNj1ahRxtX8Bg8erIiICOvvSUlJCggIyNniASAbbt3l9nbz/GAyqQ/o5+SS/SMfd8Pb29vmjs/ZkaXAUqRIETk6Ours2bM27WfPnv3XQiZMmKCxY8fq559/VpUqVe7YNygoSEWKFNGhQ4cyDSwuLi7WW1oDgJlZLBb5+/urWLFiun79ur3Lwb8wdvS2dwl2Yam4IsfGLlCgwD0dWbklS4HF2dlZNWrUUExMjFq1aiVJ1gm0d7rvw/jx4/Xee+/pxx9/VM2aNf/1eU6ePKkLFy7I39//X/sCQF7g6Oh4X/6jjZxl6LS9S7ALSx5YiTnLVwlFRETo888/1+zZs7V371717t1bKSkpCg8PlyR17dpVgwf/dRfJcePGaejQoZoxY4YCAwMVHx+v+Ph4JScnS7p5m+pBgwZp/fr1OnbsmGJiYtSyZUuVLVtWYWF3d38FAACQv2V5DkuHDh107tw5DRs2TPHx8QoJCdGKFSusE3Hj4uJsbus9bdo0Xbt2Te3atbMZJzIyUsOHD5ejo6N27Nih2bNn6+LFiypevLiaNGmiUaNGcdoHAABI4uaHQJZx80Mg/+LvO3dl5fubewkBAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTI7AAAADTc7J3AfmBsbG8vUuwC0utA/YuAQDwgOAICwAAMD0CCwAAMD0CCwAAMD0CCwAAMD0CCwAAMD0CCwAAMD0CCwAAMD0CCwAAMD0CCwAAMD0CCwAAMD0CCwAAMD0CCwAAMD0CCwAAMD0CCwAAMD0CCwAAMD0CCwAAMD0CCwAAMD0CCwAAMD0CCwAAMD0CCwAAMD0CCwAAMD0CCwAAML1sBZZPPvlEgYGBcnV1Ve3atbVx48bb9v3888/11FNPycfHRz4+PgoNDc3Q3zAMDRs2TP7+/ipYsKBCQ0N18ODB7JQGAADyoSwHlvnz5ysiIkKRkZHaunWrqlatqrCwMCUkJGTaPzY2Vp06ddKqVau0bt06BQQEqEmTJjp16pS1z/jx4zVlyhRNnz5dGzZskLu7u8LCwnT16tXsvzIAAJBvWAzDMLKyQ+3atfXYY4/p448/liSlp6crICBAr7/+ut5+++1/3T8tLU0+Pj76+OOP1bVrVxmGoeLFi2vAgAEaOHCgJCkxMVG+vr6aNWuWOnbsmGGM1NRUpaamWn9PSkpSQECAEhMT5enpmZWXc18YG8vn+nOagaXWAXuXYBd83kD+xd937kpKSpKXl9ddfX9n6QjLtWvXtGXLFoWGhv41gIODQkNDtW7dursa4/Lly7p+/boKFy4sSTp69Kji4+NtxvTy8lLt2rVvO+aYMWPk5eVlfQQEBGTlZQAAgDwmS4Hl/PnzSktLk6+vr027r6+v4uPj72qMt956S8WLF7cGlFv7ZWXMwYMHKzEx0fo4ceJEVl4GAADIY5xy88nGjh2r6OhoxcbGytXVNdvjuLi4yMXF5T5WBgAAzCxLR1iKFCkiR0dHnT171qb97Nmz8vPzu+O+EyZM0NixY7Vy5UpVqVLF2n5rv+yMCQAAHgxZCizOzs6qUaOGYmJirG3p6emKiYlRnTp1brvf+PHjNWrUKK1YsUI1a9a02Va6dGn5+fnZjJmUlKQNGzbccUwAAPDgyPIpoYiICHXr1k01a9ZUrVq1NHnyZKWkpCg8PFyS1LVrV5UoUUJjxoyRJI0bN07Dhg1TVFSUAgMDrfNSChUqpEKFCslisah///4aPXq0ypUrp9KlS2vo0KEqXry4WrVqdf9eKQAAyLOyHFg6dOigc+fOadiwYYqPj1dISIhWrFhhnTQbFxcnB4e/DtxMmzZN165dU7t27WzGiYyM1PDhwyVJb775plJSUvTyyy/r4sWLevLJJ7VixYp7mucCAADyjyyvw2JGWbmOOydw3f6Dhc8byL/4+85dObYOCwAAgD0QWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOllK7B88sknCgwMlKurq2rXrq2NGzfetu/u3bvVtm1bBQYGymKxaPLkyRn6DB8+XBaLxeZRsWLF7JQGAADyoSwHlvnz5ysiIkKRkZHaunWrqlatqrCwMCUkJGTa//LlywoKCtLYsWPl5+d323EfeeQRnTlzxvpYvXp1VksDAAD5VJYDy6RJk/TSSy8pPDxcwcHBmj59utzc3DRjxoxM+z/22GP64IMP1LFjR7m4uNx2XCcnJ/n5+VkfRYoUyWppAAAgn8pSYLl27Zq2bNmi0NDQvwZwcFBoaKjWrVt3T4UcPHhQxYsXV1BQkLp06aK4uLjb9k1NTVVSUpLNAwAA5F9ZCiznz59XWlqafH19bdp9fX0VHx+f7SJq166tWbNmacWKFZo2bZqOHj2qp556SpcuXcq0/5gxY+Tl5WV9BAQEZPu5AQCA+ZniKqFmzZrp+eefV5UqVRQWFqbly5fr4sWLWrBgQab9Bw8erMTEROvjxIkTuVwxAADITU5Z6VykSBE5Ojrq7NmzNu1nz56944TarPL29lb58uV16NChTLe7uLjccT4MAADIX7J0hMXZ2Vk1atRQTEyMtS09PV0xMTGqU6fOfSsqOTlZhw8flr+//30bEwAA5F1ZOsIiSREREerWrZtq1qypWrVqafLkyUpJSVF4eLgkqWvXripRooTGjBkj6eZE3T179lh/PnXqlLZt26ZChQqpbNmykqSBAweqRYsWKlWqlE6fPq3IyEg5OjqqU6dO9+t1AgCAPCzLgaVDhw46d+6chg0bpvj4eIWEhGjFihXWibhxcXFycPjrwM3p06dVrVo16+8TJkzQhAkTVL9+fcXGxkqSTp48qU6dOunChQsqWrSonnzySa1fv15Fixa9x5cHAADyA4thGIa9i7hXSUlJ8vLyUmJiojw9PXP9+Y2N5XP9Oc3AUuuAvUuwCz5vIP/i7zt3ZeX72xRXCQEAANwJgQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJgegQUAAJhetgLLJ598osDAQLm6uqp27drauHHjbfvu3r1bbdu2VWBgoCwWiyZPnnzPYwIAgAdLlgPL/PnzFRERocjISG3dulVVq1ZVWFiYEhISMu1/+fJlBQUFaezYsfLz87svYwIAgAdLlgPLpEmT9NJLLyk8PFzBwcGaPn263NzcNGPGjEz7P/bYY/rggw/UsWNHubi43JcxAQDAgyVLgeXatWvasmWLQkND/xrAwUGhoaFat25dtgrIzpipqalKSkqyeQAAgPwrS4Hl/PnzSktLk6+vr027r6+v4uPjs1VAdsYcM2aMvLy8rI+AgIBsPTcAAMgb8uRVQoMHD1ZiYqL1ceLECXuXBAAAcpBTVjoXKVJEjo6OOnv2rE372bNnbzuhNifGdHFxue18GAAAkP9k6QiLs7OzatSooZiYGGtbenq6YmJiVKdOnWwVkBNjAgCA/CVLR1gkKSIiQt26dVPNmjVVq1YtTZ48WSkpKQoPD5ckde3aVSVKlNCYMWMk3ZxUu2fPHuvPp06d0rZt21SoUCGVLVv2rsYEAAAPtiwHlg4dOujcuXMaNmyY4uPjFRISohUrVlgnzcbFxcnB4a8DN6dPn1a1atWsv0+YMEETJkxQ/fr1FRsbe1djAgCAB5vFMAzD3kXcq6SkJHl5eSkxMVGenp65/vzGxvK5/pxmYKl1wN4l2AWfN5B/8fedu7Ly/Z0nrxICAAAPFgILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwvWwFlk8++USBgYFydXVV7dq1tXHjxjv2X7hwoSpWrChXV1dVrlxZy5cvt9nevXt3WSwWm0fTpk2zUxoAAMiHshxY5s+fr4iICEVGRmrr1q2qWrWqwsLClJCQkGn/tWvXqlOnTurZs6d+//13tWrVSq1atdKuXbts+jVt2lRnzpyxPr766qvsvSIAAJDvZDmwTJo0SS+99JLCw8MVHBys6dOny83NTTNmzMi0/4cffqimTZtq0KBBqlSpkkaNGqXq1avr448/tunn4uIiPz8/68PHx+e2NaSmpiopKcnmAQAA8q8sBZZr165py5YtCg0N/WsABweFhoZq3bp1me6zbt06m/6SFBYWlqF/bGysihUrpgoVKqh37966cOHCbesYM2aMvLy8rI+AgICsvAwAAJDHZCmwnD9/XmlpafL19bVp9/X1VXx8fKb7xMfH/2v/pk2bas6cOYqJidG4ceP066+/qlmzZkpLS8t0zMGDBysxMdH6OHHiRFZeBgAAyGOc7F2AJHXs2NH6c+XKlVWlShWVKVNGsbGxatSoUYb+Li4ucnFxyc0SAQCAHWXpCEuRIkXk6Oios2fP2rSfPXtWfn5+me7j5+eXpf6SFBQUpCJFiujQoUNZKQ8AAORTWQoszs7OqlGjhmJiYqxt6enpiomJUZ06dTLdp06dOjb9Jemnn366bX9JOnnypC5cuCB/f/+slAcAAPKpLF8lFBERoc8//1yzZ8/W3r171bt3b6WkpCg8PFyS1LVrVw0ePNjav1+/flqxYoUmTpyoffv2afjw4dq8ebP69OkjSUpOTtagQYO0fv16HTt2TDExMWrZsqXKli2rsLCw+/QyAQBAXpblOSwdOnTQuXPnNGzYMMXHxyskJEQrVqywTqyNi4uTg8NfOeiJJ55QVFSUhgwZonfeeUflypXT0qVL9eijj0qSHB0dtWPHDs2ePVsXL15U8eLF1aRJE40aNYp5KgAAQJJkMQzDsHcR9yopKUleXl5KTEyUp6dnrj+/sbF8rj+nGVhqHbB3CXbB5w3kX/x9566sfH9zLyEAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB6BBYAAGB62Qosn3zyiQIDA+Xq6qratWtr48aNd+y/cOFCVaxYUa6urqpcubKWL19us90wDA0bNkz+/v4qWLCgQkNDdfDgweyUBgAA8qEsB5b58+crIiJCkZGR2rp1q6pWraqwsDAlJCRk2n/t2rXq1KmTevbsqd9//12tWrVSq1attGvXLmuf8ePHa8qUKZo+fbo2bNggd3d3hYWF6erVq9l/ZQAAIN+wGIZhZGWH2rVr67HHHtPHH38sSUpPT1dAQIBef/11vf322xn6d+jQQSkpKfr++++tbY8//rhCQkI0ffp0GYah4sWLa8CAARo4cKAkKTExUb6+vpo1a5Y6duz4rzUlJSXJy8tLiYmJ8vT0zMrLuS+MjeVz/TnNwFLrgL1LsAs+byD/4u87d2Xl+9spKwNfu3ZNW7Zs0eDBg61tDg4OCg0N1bp16zLdZ926dYqIiLBpCwsL09KlSyVJR48eVXx8vEJDQ63bvby8VLt2ba1bty7TwJKamqrU1FTr74mJiZJuvnB7MJLT7PK89max0/ttb3zeQP7F33fuuvW9fTfHTrIUWM6fP6+0tDT5+vratPv6+mrfvn2Z7hMfH59p//j4eOv2W2236/NPY8aM0YgRIzK0BwQE3N0LwX3iZe8CkKv4vIH8y75/35cuXZKX151ryFJgMYvBgwfbHLVJT0/XH3/8oYceekgWi8WOleWupKQkBQQE6MSJE3Y5FYbcxef9YOHzfrA8qJ+3YRi6dOmSihcv/q99sxRYihQpIkdHR509e9am/ezZs/Lz88t0Hz8/vzv2v/W/Z8+elb+/v02fkJCQTMd0cXGRi4uLTZu3t3dWXkq+4unp+UD9H/xBx+f9YOHzfrA8iJ/3vx1ZuSVLVwk5OzurRo0aiomJsbalp6crJiZGderUyXSfOnXq2PSXpJ9++snav3Tp0vLz87Ppk5SUpA0bNtx2TAAA8GDJ8imhiIgIdevWTTVr1lStWrU0efJkpaSkKDw8XJLUtWtXlShRQmPGjJEk9evXT/Xr19fEiRPVvHlzRUdHa/Pmzfrss88kSRaLRf3799fo0aNVrlw5lS5dWkOHDlXx4sXVqlWr+/dKAQBAnpXlwNKhQwedO3dOw4YNU3x8vEJCQrRixQrrpNm4uDg5OPx14OaJJ55QVFSUhgwZonfeeUflypXT0qVL9eijj1r7vPnmm0pJSdHLL7+sixcv6sknn9SKFSvk6up6H15i/uXi4qLIyMgMp8eQP/F5P1j4vB8sfN7/LsvrsAAAAOQ27iUEAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8CSB/3f//2fXnjhBdWpU0enTp2SJM2dO1erV6+2c2UAsuv69etycnLSrl277F0KclFKSoq9S8gz8uTNDx9kixYt0osvvqguXbro999/V2pqqiQpMTFR77//vpYvX27nCnE/fPvtt3fd97nnnsvBSpBbChQooJIlSyotLc3epSAX+fr6qn379urRo4eefPJJe5djaiwcl8dUq1ZNb7zxhrp27SoPDw9t375dQUFB+v3339WsWTPFx8fbu0TcB39fLfpOLBYLX3D5yBdffKHFixdr7ty5Kly4sL3LQS5YunSpZs2apeXLlyswMFA9evRQ165d7+ruxQ8aAkse4+bmpj179igwMNAmsBw5ckTBwcG6evWqvUsEkE3VqlXToUOHdP36dZUqVUru7u4227du3WqnypDTzp07p7lz52rWrFnau3evwsLC1KNHDz333HNycuJkiMQpoTzHz89Phw4dUmBgoE376tWrFRQUZJ+iANwX3PD1wVW0aFFFREQoIiJCH330kQYNGqTly5erSJEi+s9//qO3335bbm5u9i7TrggsecxLL72kfv36acaMGbJYLDp9+rTWrVungQMHaujQofYuDznk119/1YQJE7R3715JUnBwsAYNGqSnnnrKzpXhfoqMjLR3CbCTs2fPavbs2Zo1a5aOHz+udu3aqWfPnjp58qTGjRun9evXa+XKlfYu0644JZTHGIah999/X2PGjNHly5cl3bzL58CBAzVq1Cg7V4ec8OWXXyo8PFxt2rRR3bp1JUlr1qzRkiVLNGvWLHXu3NnOFeJ+unjxor7++msdPnxYgwYNUuHChbV161b5+vqqRIkS9i4P99nixYs1c+ZM/fjjjwoODlavXr30wgsvyNvb29rn8OHDqlSpkq5du2a/Qk2AwJJHXbt2TYcOHVJycrKCg4NVqFAhe5eEHFKpUiW9/PLLeuONN2zaJ02apM8//9x61AV5344dOxQaGiovLy8dO3ZM+/fvV1BQkIYMGaK4uDjNmTPH3iXiPvPy8lLHjh3Vq1cvPfbYY5n2uXLlisaPH//AH4EjsOQxPXr00IcffigPDw+b9pSUFL3++uuaMWOGnSpDTnFxcdHu3btVtmxZm/ZDhw7p0UcfZaJ1PhIaGqrq1atr/PjxNpPq165dq86dO+vYsWP2LhH32eXLlx/4uSl3i4Xj8pjZs2frypUrGdqvXLnCv77yqYCAAMXExGRo//nnnxUQEGCHipBTNm3apFdeeSVDe4kSJViyIJ/y8PBQQkJChvYLFy7I0dHRDhWZF5Nu84ikpCQZhiHDMHTp0iW5urpat6WlpWn58uUqVqyYHStEThkwYID69u2rbdu26YknnpB0cw7LrFmz9OGHH9q5OtxPLi4uSkpKytB+4MABFS1a1A4VIafd7iRHamqqnJ2dc7kacyOw5BHe3t6yWCyyWCwqX758hu0Wi0UjRoywQ2XIab1795afn58mTpyoBQsWSLo5r2X+/Plq2bKlnavD/fTcc89p5MiR1s/ZYrEoLi5Ob731ltq2bWvn6nA/TZkyRdLNz/h///ufzTzEtLQ0/fbbb6pYsaK9yjMl5rDkEb/++qsMw1DDhg21aNEim1UwnZ2dVapUKVZGBPK4xMREtWvXTps3b9alS5dUvHhxxcfHq06dOlq+fHmGheSQd5UuXVqSdPz4cT388MM2p3+cnZ0VGBiokSNHqnbt2vYq0XQILHnM8ePHFRAQcNdLtyP/2LJli/WKoEceeUTVqlWzc0XIKatXr9aOHTuUnJys6tWrKzQ01N4lIYc0aNBAixcvlo+Pj71LMT0CSx51+fJlxcXFZbguv0qVKnaqCDklISFBHTt2VGxsrHVthosXL6pBgwaKjo5mbgOABwKBJY85d+6cwsPD9cMPP2S6nRvh5T8dOnTQkSNHNGfOHFWqVEmStGfPHnXr1k1ly5bVV199ZecKcT/FxMQoJiZGCQkJSk9Pt9nGsgX5Q0REhEaNGiV3d3dFRETcse+kSZNyqSrzY9JtHtO/f39dvHhRGzZs0NNPP60lS5bo7NmzGj16tCZOnGjv8pADVqxYoZ9//tkaVqSbS/N/8sknatKkiR0rw/02YsQIjRw5UjVr1pS/v78sFou9S0IO+P3333X9+nXrz7fD52+LwJLH/PLLL/rmm29Us2ZNOTg4qFSpUmrcuLE8PT01ZswYNW/e3N4l4j5LT09XgQIFMrQXKFAgw7/AkbdNnz5ds2bN0osvvmjvUpCDVq1alenPuDNmbuYxKSkp1vVWfHx8dO7cOUlS5cqVufV8PtWwYUP169dPp0+ftradOnVKb7zxhho1amTHynC/Xbt2zbrWDh5MSUlJWrp0qfbt22fvUkyHwJLHVKhQQfv375ckVa1aVZ9++qlOnTql6dOny9/f387VISd8/PHHSkpKUmBgoMqUKaMyZcqodOnSSkpK0kcffWTv8nAf9erVS1FRUfYuA7moffv2+vjjjyXdXLG8Zs2aat++vSpXrqxFixbZuTpzYdJtHvPll1/qxo0b6t69u7Zs2aKmTZvqjz/+kLOzs2bNmqUOHTrYu0TkAMMw9PPPP1v/1VWpUiUudc0n/j7pMj09XbNnz1aVKlVUpUqVDKcCmYCZ//j5+enHH39U1apVFRUVpcjISG3fvl2zZ8/WZ599dsc5Lg8aAksed/nyZe3bt08lS5ZUkSJF7F0OgCxq0KDBXfdlvkP+U7BgQR04cEABAQHq2rWrihcvrrFjxyouLk7BwcFKTk62d4mmwaTbPM7NzU3Vq1e3dxnIYVzqmn8RQh5sAQEBWrdunQoXLqwVK1YoOjpakvTnn3/a3DMOBJY8p0ePHnfczpdX/sOlrg+OHj166MMPP5SHh4dNe0pKil5//XX+vvOh/v37q0uXLipUqJBKlSqlp59+WpL022+/qXLlyvYtzmQ4JZTHtG7d2ub369eva9euXbp48aIaNmyoxYsX26ky5BR/f3+NHz+eS10fAI6Ojjpz5kyGO6+fP39efn5+unHjhp0qQ07asmWL4uLi1LhxY+tNEJctWyZvb2/VrVvXztWZB0dY8pglS5ZkaEtPT1fv3r1VpkwZO1SEnMalrvlfUlKSDMOQYRi6dOmSzamAtLQ0LV++PEOIQd53/fp1VaxYUd9//32Gf4yyplZGHGHJJ/bv36+nn35aZ86csXcpuM/eeustFSpUSEOHDrV3KcghDg4OdzzVZ7FYNGLECL377ru5WBVyQ4kSJTKsZI3McYQlnzh8+DCHi/ORf17q+tlnn+nnn3/mUtd8atWqVTIMQw0bNtSiRYtUuHBh6zZnZ2eVKlVKxYsXt2OFyCmvvfaaxo0bp//9739ycuIr+U54d/KYf94oyzAMnTlzRsuWLVO3bt3sVBXut3+uvRASEiJJ2rVrl007E3Dzh/r160uSjh49Kk9PT82YMUN79+6VJD3yyCMKDg62Z3nIQZs2bVJMTIxWrlypypUry93d3WY78xL/wimhPOafazY4ODioaNGiatiwoXr06EFCB/KwzZs3q2nTpnJ1dVWtWrUk3fxCu3LlilauXMkSBvlQeHj4HbfPnDkzlyoxPwILYHKJiYlKS0uzOU0gSX/88YecnJzk6elpp8pwvz311FMqW7asPv/8c+s/Pm7cuKFevXrpyJEj+u233+xcIWA/3EsIMLmOHTtaF5P6uwULFqhjx452qAg5ZfPmzXrrrbdsjpQ6OTnpzTff1ObNm+1YGXLSjRs39PPPP+vTTz/VpUuXJEmnT59mldt/4PxBHlCtWrW7nqvAHZvznw0bNmQ6sfbpp5/mqpF8xtPTU3FxcapYsaJN+4kTJzIsJof84fjx42ratKni4uKUmpqqxo0by8PDQ+PGjVNqaqqmT59u7xJNg8CSB7Rq1cr689WrVzV16lQFBwerTp06kqT169dr9+7devXVV+1UIXJSampqpleAXb9+XVeuXLFDRcgpHTp0UM+ePTVhwgTr2jtr1qzRoEGD1KlTJztXh5zQr18/1axZU9u3b9dDDz1kbW/durVeeuklO1ZmPgSWPCAyMtL6c69evdS3b1+NGjUqQ58TJ07kdmnIBbVq1dJnn32mjz76yKZ9+vTpqlGjhp2qQk6YMGGCLBaLunbtag2pBQoUUO/evTV27Fg7V4ec8H//939au3atnJ2dbdoDAwN16tQpO1VlTky6zWO8vLy0efNmlStXzqb94MGDqlmzphITE+1UGXLKmjVrFBoaqscee0yNGjWSdPNmiJs2bdLKlSv11FNP2blC3G+XL1/W4cOHJUllypSRm5ubnStCTvHx8dGaNWsUHBwsDw8Pbd++XUFBQVq9erXatm2rs2fP2rtE02DSbR5TsGBBrVmzJkP7mjVruLNnPlW3bl2tW7dOAQEBWrBggb777juVLVtWO3bsIKzkU25ubqpcubIqV65MWMnnmjRposmTJ1t/t1gsSk5OVmRkpJ555hn7FWZCHGHJY8aOHasRI0bopZdesq7TsGHDBs2YMUNDhw7V22+/becKAQB36+TJkwoLC5NhGNYj5QcPHlSRIkX022+/cQ+pvyGw5EELFizQhx9+aF0Js1KlSurXr5/at29v58qQE7Zu3aoCBQpYbzX/zTffaObMmQoODtbw4cMznPsGkLfcuHFD0dHR2rFjh5KTk1W9enV16dJFBQsWtHdppkJgAUzuscce09tvv622bdvqyJEjCg4OVps2bbRp0yY1b97c5nAygLzl6tWrnM6/S8xhAUzuwIED1nsJLVy4UPXr11dUVJRmzZqlRYsW2bc4APekWLFi6tatm3766Selp6fbuxxTI7DkMWlpaZowYYJq1aolPz8/FS5c2OaB/McwDOt/yH7++WfrRLyAgACdP3/enqUBuEezZ8/W5cuX1bJlS5UoUUL9+/dnVePbILDkMSNGjNCkSZPUoUMHJSYmKiIiQm3atJGDg4OGDx9u7/KQA2rWrKnRo0dr7ty5+vXXX9W8eXNJN+/s6+vra+fqANyL1q1ba+HChTp79qzef/997dmzR48//rjKly+vkSNH2rs8U2EOSx5TpkwZTZkyRc2bN5eHh4e2bdtmbVu/fr2ioqLsXSLusx07dqhLly6Ki4tTRESEdSHB119/XRcuXOAzB/KZPXv2qEuXLtqxY4fS0tLsXY5pEFjyGHd3d+3du1clS5aUv7+/li1bpurVq+vIkSOqVq0aC8c9QK5evSpHR0cVKFDA3qUAuEdXr17Vt99+q6ioKK1YsUK+vr7q1KkTKxz/DUvz5zEPP/ywzpw5o5IlS6pMmTJauXKlqlevrk2bNsnFxcXe5SEHXbt2TQkJCRkm5pUsWdJOFQG4Vz/++KOioqK0dOlSOTk5qV27dlq5cqXq1atn79JMh8CSx7Ru3VoxMTGqXbu2Xn/9db3wwgv64osvFBcXpzfeeMPe5SEHHDhwQD179tTatWtt2g3DkMVi4ZAxkIe1bt1azz77rObMmaNnnnmGI6Z3wCmhPG79+vVau3atypUrpxYtWti7HOSAunXrysnJSW+//bb8/f1lsVhstletWtVOlQG4V5cuXZKHh4e9y8gTCCx5yPXr1/XKK69o6NChKl26tL3LQS5xd3fXli1bVLFiRXuXAuA+SEpKkqenp/XnO7nVD1zWnKcUKFCAhcIeQMHBway3AuQjPj4+SkhIkCR5e3vLx8cnw+NWO/7CHJY8plWrVlq6dCnzVfK5v/+ra9y4cXrzzTf1/vvvq3LlyhnOcfMvMCBv+eWXX6wLfa5atcrO1eQdnBLKY0aPHq2JEyeqUaNGqlGjhtzd3W229+3b106V4X5ycHCwmatya4Lt3zHpFsCDhMCSx9xp7orFYtGRI0dysRrklF9//fWu+9avXz8HKwGQ0y5evKiNGzdmumxB165d7VSV+RBYAACwk++++05dunRRcnKyPD09bY6kWiwW/fHHH3aszlwILHlMREREpu0Wi0Wurq4qW7asWrZsyY0Q85EdO3Zk2n7rMy9ZsiSLBgJ5VPny5fXMM8/o/fffl5ubm73LMTUCSx7ToEEDbd26VWlpaapQoYKkmwuLOTo6qmLFitq/f78sFotWr16t4OBgO1eL++Gf81n+qUCBAurQoYM+/fRTubq65mJlAO6Vu7u7du7cqaCgIHuXYnpc1pzHtGzZUqGhoTp9+rS2bNmiLVu26OTJk2rcuLE6deqkU6dOqV69elxFlI8sWbJE5cqV02effaZt27Zp27Zt+uyzz1ShQgVFRUXpiy++0C+//KIhQ4bYu1QAWRQWFqbNmzfbu4w8gSMseUyJEiX0008/ZTh6snv3bjVp0kSnTp3S1q1b1aRJE9buyCdq1aqlUaNGKSwszKb9xx9/1NChQ7Vx40YtXbpUAwYM0OHDh+1UJYDs+OKLLzRy5EiFh4dnumzBc889Z6fKzId1WPKYxMREJSQkZAgs586ds67d4e3trWvXrtmjPOSAnTt3qlSpUhnaS5UqpZ07d0qSQkJCdObMmdwuDcA9eumllyRJI0eOzLCNZQtscUooj2nZsqV69OihJUuW6OTJkzp58qSWLFminj17qlWrVpKkjRs3qnz58vYtFPdNxYoVNXbsWJsQev36dY0dO9a6XP+pU6fk6+trrxIBZFN6evptH4QVW5wSymOSk5P1xhtvaM6cObpx44YkycnJSd26ddN///tfubu7a9u2bZJu/qsbed/atWv13HPPycHBQVWqVJF086hLWlqavv/+ez3++OOaO3eu4uPjNWjQIDtXCyArMjuycovFYtHQoUNzsRpzI7DkUcnJydZF4oKCglSoUCE7V4ScdOnSJc2bN08HDhyQJFWoUEGdO3fmLq9AHletWjWb369fv66jR4/KyclJZcqU0datW+1UmfkQWAAAMJGkpCR1795drVu31osvvmjvckyDwAKY0LfffqtmzZqpQIEC+vbbb+/Yl6sIgPxn586datGihY4dO2bvUkyDwAKYkIODg+Lj41WsWDE5ONx+bjxXEQD50+rVq9WiRQv9+eef9i7FNLisGTChv98A7Z83QwOQf0yZMsXmd8MwdObMGc2dO1fNmjWzU1XmxBEWIA+IiYlRTExMhru5WiwWffHFF3asDMC9KF26tM3vDg4OKlq0qBo2bKjBgwczsf5vOMICmNyIESM0cuRI1axZU/7+/ne8rxCAvOXo0aP2LiHP4AgLYHL+/v4aP348VwsAeKCx0i1gcteuXdMTTzxh7zIAwK4ILIDJ9erVS1FRUfYuAwDsilNCgAlFRERYf05PT9fs2bNVpUoVValSJcPdXCdNmpTb5QFAriOwACbUoEGDu+pnsVj0yy+/5HA1AGB/BBYAAGB6zGEBAACmR2ABAACmR2ABAACmR2ABAACmR2ABAACmR2ABcN/Ex8erX79+Klu2rFxdXeXr66u6detq2rRpunz5sr3LA5CHcfNDAPfFkSNHVLduXXl7e+v9999X5cqV5eLiop07d+qzzz5TiRIl9Nxzz2XY7/r16xkWwwOAf+IIC4D74tVXX5WTk5M2b96s9u3bq1KlSgoKClLLli21bNkytWjRQtLNxe6mTZum5557Tu7u7nrvvfckSdOmTVOZMmXk7OysChUqaO7cudaxjx07JovFom3btlnbLl68KIvFotjYWElSbGysLBaLli1bpipVqsjV1VWPP/64du3aZd3n+PHjatGihXx8fOTu7q5HHnlEy5cvz/k3B8A9I7AAuGcXLlzQypUr9dprr8nd3T3TPhaLxfrz8OHD1bp1a+3cuVM9evTQkiVL1K9fPw0YMEC7du3SK6+8ovDwcK1atSrLtQwaNEgTJ07Upk2bVLRoUbVo0ULXr1+XJL322mtKTU3Vb7/9pp07d2rcuHEqVKhQ9l40gFzFKSEA9+zQoUMyDEMVKlSwaS9SpIiuXr0q6WZYGDdunCSpc+fOCg8Pt/br1KmTunfvrldffVXSzXsprV+/XhMmTLjr2xTcEhkZqcaNG0uSZs+erYcfflhLlixR+/btFRcXp7Zt26py5cqSpKCgoOy9YAC5jiMsAHLMxo0btW3bNj3yyCNKTU21ttesWdOm3969e1W3bl2btrp162rv3r1Zfs46depYfy5cuLAqVKhgHadv374aPXq06tatq8jISO3YsSPL4wOwDwILgHtWtmxZWSwW7d+/36Y9KChIZcuWVcGCBW3ab3fa6HYcHG7+p+rvtz67dZonK3r16qUjR47oxRdf1M6dO1WzZk199NFHWR4HQO4jsAC4Zw899JAaN26sjz/+WCkpKVnev1KlSlqzZo1N25o1axQcHCxJKlq0qCTpzJkz1u1/n4D7d+vXr7f+/Oeff+rAgQOqVKmStS0gIED/+c9/tHjxYg0YMECff/55lusFkPuYwwLgvpg6darq1q2rmjVravjw4apSpYocHBy0adMm7du3TzVq1LjtvoMGDVL79u1VrVo1hYaG6rvvvtPixYv1888/S5IKFiyoxx9/XGPHjlXp0qWVkJCgIUOGZDrWyJEj9dBDD8nX11fvvvuuihQpolatWkmS+vfvr2bNmql8+fL6888/tWrVKpswA8DEDAC4T06fPm306dPHKF26tFGgQAGjUKFCRq1atYwPPvjASElJMQzDMCQZS5YsybDv1KlTjaCgIKNAgQJG+fLljTlz5ths37Nnj1GnTh2jYMGCRkhIiLFy5UpDkrFq1SrDMAxj1apVhiTju+++Mx555BHD2dnZqFWrlrF9+3brGH369DHKlCljuLi4GEWLFjVefPFF4/z58zn2fgC4fyyG8beTwgCQR8XGxqpBgwb6888/5e3tbe9yANxnzGEBAACmR2ABAACmxykhAABgehxhAQAApkdgAQAApkdgAQAApkdgAQAApkdgAQAApkdgAQAApkdgAQAApkdgAQAApvf/ABrMty1ya+4jAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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sWaK1a9dq+PDh1nhRUZFuvPFGtWjRQtnZ2Xruuec0ceJEzZ4926r58ssvNWDAACUnJ+s///mP+vXrp379+mnLli1nekgAAMCGHMYYc9YbOxxatGiR+vXrd9KarKwsderUST/88IOaN2+ubdu2qV27dsrKylJMTIwkafny5erdu7d+/PFHRUREKC0tTY8++qicTqf8/PwkSWPHjtVHH32k7du3S5LuvPNOFRcXa8mSJda+unTpog4dOmjWrFmV9lJSUqKSkhLrdVFRkSIjI1VYWKigoKCzfRvgZmZ96yqb29Hp2yqbGwBQPYqKihQcHPyHn99Vfk1OYWGhHA6HQkJCJEkZGRkKCQmxAo4kxcXFycvLS5mZmVZN9+7drYAjSfHx8dqxY4cOHDhg1cTFxbnsKz4+XhkZGSftZdKkSQoODraWyMhIdx0mAACoYao05Bw5ckSPPPKIBgwYYCUtp9Op0NBQlzofHx81bNhQTqfTqgkLC3OpqXj9RzUV45UZN26cCgsLrWXv3r3ndoAAAKDG8qmqiUtLS9W/f38ZY5SWllZVuzkj/v7+8vf393QbAACgGlRJyKkIOD/88INWrVrl8n1ZeHi49u3b51J/7Ngx5efnKzw83KrJy8tzqal4/Uc1FeMAAOD85vavqyoCzs6dO/X555+rUaNGLuOxsbEqKChQdna2tW7VqlUqLy9X586drZq1a9eqtLTUqklPT1ebNm3UoEEDq2blypUuc6enpys2NtbdhwQAAGqhMw45hw4dUk5OjnJyciRJu3btUk5Ojvbs2aPS0lLdcccd2rBhg+bNm6eysjI5nU45nU4dPXpUkhQdHa2bbrpJw4YN0/r167Vu3TqlpqYqMTFRERERkqSBAwfKz89PycnJ2rp1q+bPn6/p06dr9OjRVh8jR47U8uXLNW3aNG3fvl0TJ07Uhg0blJqa6oa3BQAA1HZnfAv5mjVr1LNnzxPWDxkyRBMnTlRUVFSl261evVo9evSQ9PvDAFNTU7V48WJ5eXkpISFBM2bMUL169az6TZs2KSUlRVlZWWrcuLHuu+8+PfLIIy5zLliwQI899ph2796tiy++WFOnTlXv3r1P+1hO9xY0VC9uIQcAnMrpfn6f03NyajtCTs1EyAEAnEqNeU4OAACAJxByAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALZ1xyFm7dq369u2riIgIORwOffTRRy7jxhiNHz9eTZs2VWBgoOLi4rRz506Xmvz8fCUlJSkoKEghISFKTk7WoUOHXGo2bdqka665RgEBAYqMjNTUqVNP6GXBggVq27atAgIC1L59e3366adnejgAAMCmzjjkFBcX6/LLL9fLL79c6fjUqVM1Y8YMzZo1S5mZmapbt67i4+N15MgRqyYpKUlbt25Venq6lixZorVr12r48OHWeFFRkW688Ua1aNFC2dnZeu655zRx4kTNnj3bqvnyyy81YMAAJScn6z//+Y/69eunfv36acuWLWd6SAAAwIYcxhhz1hs7HFq0aJH69esn6fezOBERERozZowefPBBSVJhYaHCwsI0Z84cJSYmatu2bWrXrp2ysrIUExMjSVq+fLl69+6tH3/8UREREUpLS9Ojjz4qp9MpPz8/SdLYsWP10Ucfafv27ZKkO++8U8XFxVqyZInVT5cuXdShQwfNmjWr0n5LSkpUUlJivS4qKlJkZKQKCwsVFBR0tm8D3Mysb11lczs6fVtlcwMAqkdRUZGCg4P/8PPbrdfk7Nq1S06nU3Fxcda64OBgde7cWRkZGZKkjIwMhYSEWAFHkuLi4uTl5aXMzEyrpnv37lbAkaT4+Hjt2LFDBw4csGqO309FTcV+KjNp0iQFBwdbS2Rk5LkfNAAAqJHcGnKcTqckKSwszGV9WFiYNeZ0OhUaGuoy7uPjo4YNG7rUVDbH8fs4WU3FeGXGjRunwsJCa9m7d++ZHiIAAKglfDzdQHXy9/eXv7+/p9sAAADVwK1ncsLDwyVJeXl5Luvz8vKssfDwcO3bt89l/NixY8rPz3epqWyO4/dxspqKcQAAcH5za8iJiopSeHi4Vq5caa0rKipSZmamYmNjJUmxsbEqKChQdna2VbNq1SqVl5erc+fOVs3atWtVWlpq1aSnp6tNmzZq0KCBVXP8fipqKvYDAADOb2cccg4dOqScnBzl5ORI+v1i45ycHO3Zs0cOh0OjRo3S008/rU8++USbN2/W4MGDFRERYd2BFR0drZtuuknDhg3T+vXrtW7dOqWmpioxMVERERGSpIEDB8rPz0/JycnaunWr5s+fr+nTp2v06NFWHyNHjtTy5cs1bdo0bd++XRMnTtSGDRuUmpp67u8KAACo9c74FvI1a9aoZ8+eJ6wfMmSI5syZI2OMJkyYoNmzZ6ugoEBXX321XnnlFbVu/f+3Befn5ys1NVWLFy+Wl5eXEhISNGPGDNWrV8+q2bRpk1JSUpSVlaXGjRvrvvvu0yOPPOKyzwULFuixxx7T7t27dfHFF2vq1Knq3bv3aR/L6d6ChurFLeQAgFM53c/vc3pOTm1HyKmZCDkAgFPxyHNyAAAAagpCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCVCDgAAsCW3h5yysjI9/vjjioqKUmBgoC666CI99dRTMsZYNcYYjR8/Xk2bNlVgYKDi4uK0c+dOl3ny8/OVlJSkoKAghYSEKDk5WYcOHXKp2bRpk6655hoFBAQoMjJSU6dOdffhAACAWsrtIWfKlClKS0vTzJkztW3bNk2ZMkVTp07VSy+9ZNVMnTpVM2bM0KxZs5SZmam6desqPj5eR44csWqSkpK0detWpaena8mSJVq7dq2GDx9ujRcVFenGG29UixYtlJ2dreeee04TJ07U7Nmz3X1IAACgFnKY40+xuMHNN9+ssLAw/fOf/7TWJSQkKDAwUG+//baMMYqIiNCYMWP04IMPSpIKCwsVFhamOXPmKDExUdu2bVO7du2UlZWlmJgYSdLy5cvVu3dv/fjjj4qIiFBaWpoeffRROZ1O+fn5SZLGjh2rjz76SNu3b6+0t5KSEpWUlFivi4qKFBkZqcLCQgUFBbnzbcA5MOtbV9ncjk7fVtncAIDqUVRUpODg4D/8/Hb7mZyuXbtq5cqV+vbb3z9Mvv76a/373/9Wr169JEm7du2S0+lUXFyctU1wcLA6d+6sjIwMSVJGRoZCQkKsgCNJcXFx8vLyUmZmplXTvXt3K+BIUnx8vHbs2KEDBw5U2tukSZMUHBxsLZGRke49eAAAUGP4uHvCsWPHqqioSG3btpW3t7fKysr0zDPPKCkpSZLkdDolSWFhYS7bhYWFWWNOp1OhoaGujfr4qGHDhi41UVFRJ8xRMdagQYMTehs3bpxGjx5tva44kwMAAOzH7SHn/fff17x58/TOO+/okksuUU5OjkaNGqWIiAgNGTLE3bs7I/7+/vL39/doDwAAoHq4PeQ89NBDGjt2rBITEyVJ7du31w8//KBJkyZpyJAhCg8PlyTl5eWpadOm1nZ5eXnq0KGDJCk8PFz79u1zmffYsWPKz8+3tg8PD1deXp5LTcXrihoAAHD+cvs1OYcPH5aXl+u03t7eKi8vlyRFRUUpPDxcK1eutMaLioqUmZmp2NhYSVJsbKwKCgqUnZ1t1axatUrl5eXq3LmzVbN27VqVlpZaNenp6WrTpk2lX1UBAIDzi9tDTt++ffXMM89o6dKl2r17txYtWqTnn39et912myTJ4XBo1KhRevrpp/XJJ59o8+bNGjx4sCIiItSvXz9JUnR0tG666SYNGzZM69ev17p165SamqrExERFRERIkgYOHCg/Pz8lJydr69atmj9/vqZPn+5yzQ0AADh/uf3rqpdeekmPP/64RowYoX379ikiIkJ/+ctfNH78eKvm4YcfVnFxsYYPH66CggJdffXVWr58uQICAqyaefPmKTU1Vddff728vLyUkJCgGTNmWOPBwcFasWKFUlJS1LFjRzVu3Fjjx493eZYOAAA4f7n9OTm1yeneZ4/qxXNyAACn4rHn5AAAANQEhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLhBwAAGBLVRJyfvrpJ911111q1KiRAgMD1b59e23YsMEaN8Zo/Pjxatq0qQIDAxUXF6edO3e6zJGfn6+kpCQFBQUpJCREycnJOnTokEvNpk2bdM011yggIECRkZGaOnVqVRwOAACohdwecg4cOKBu3brJ19dXy5Yt0zfffKNp06apQYMGVs3UqVM1Y8YMzZo1S5mZmapbt67i4+N15MgRqyYpKUlbt25Venq6lixZorVr12r48OHWeFFRkW688Ua1aNFC2dnZeu655zRx4kTNnj3b3YcEAABqIYcxxrhzwrFjx2rdunX617/+Vem4MUYREREaM2aMHnzwQUlSYWGhwsLCNGfOHCUmJmrbtm1q166dsrKyFBMTI0lavny5evfurR9//FERERFKS0vTo48+KqfTKT8/P2vfH330kbZv335avRYVFSk4OFiFhYUKCgpyw9HDHcz61lU2t6PTt1U2NwCgepzu57fbz+R88skniomJ0Z/+9CeFhobqiiuu0GuvvWaN79q1S06nU3Fxcda64OBgde7cWRkZGZKkjIwMhYSEWAFHkuLi4uTl5aXMzEyrpnv37lbAkaT4+Hjt2LFDBw4cqLS3kpISFRUVuSwAAMCe3B5yvv/+e6Wlpeniiy/WZ599pr/+9a+6//77NXfuXEmS0+mUJIWFhblsFxYWZo05nU6Fhoa6jPv4+Khhw4YuNZXNcfw+/tekSZMUHBxsLZGRked4tAAAoKZye8gpLy/XlVdeqWeffVZXXHGFhg8frmHDhmnWrFnu3tUZGzdunAoLC61l7969nm4JAABUEbeHnKZNm6pdu3Yu66Kjo7Vnzx5JUnh4uCQpLy/PpSYvL88aCw8P1759+1zGjx07pvz8fJeayuY4fh//y9/fX0FBQS4LAACwJ7eHnG7dumnHjh0u67799lu1aNFCkhQVFaXw8HCtXLnSGi8qKlJmZqZiY2MlSbGxsSooKFB2drZVs2rVKpWXl6tz585Wzdq1a1VaWmrVpKenq02bNi53cgEAgPOT20POAw88oK+++krPPvusvvvuO73zzjuaPXu2UlJSJEkOh0OjRo3S008/rU8++USbN2/W4MGDFRERoX79+kn6/czPTTfdpGHDhmn9+vVat26dUlNTlZiYqIiICEnSwIED5efnp+TkZG3dulXz58/X9OnTNXr0aHcfEgAAqIV83D3hVVddpUWLFmncuHF68sknFRUVpRdffFFJSUlWzcMPP6zi4mINHz5cBQUFuvrqq7V8+XIFBARYNfPmzVNqaqquv/56eXl5KSEhQTNmzLDGg4ODtWLFCqWkpKhjx45q3Lixxo8f7/IsHQAAcP5y+3NyahOek1Mz8ZwcAMCpeOw5OQAAADUBIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANgSIQcAANiSj6cbQNUy61tX2dyOTt9W2dwAAJwrzuQAAABbIuQAAABbIuQAAABbIuQAAABbIuQAAABbIuQAAABbIuQAAABbIuQAAABbIuQAAABbIuQAAABbqvKQM3nyZDkcDo0aNcpad+TIEaWkpKhRo0aqV6+eEhISlJeX57Ldnj171KdPH9WpU0ehoaF66KGHdOzYMZeaNWvW6Morr5S/v79atWqlOXPmVPXhAACAWqJKQ05WVpZeffVVXXbZZS7rH3jgAS1evFgLFizQF198odzcXN1+++3WeFlZmfr06aOjR4/qyy+/1Ny5czVnzhyNHz/eqtm1a5f69Omjnj17KicnR6NGjdI999yjzz77rCoPCQAA1BJVFnIOHTqkpKQkvfbaa2rQoIG1vrCwUP/85z/1/PPP67rrrlPHjh31xhtv6Msvv9RXX30lSVqxYoW++eYbvf322+rQoYN69eqlp556Si+//LKOHj0qSZo1a5aioqI0bdo0RUdHKzU1VXfccYdeeOGFqjokAABQi1RZyElJSVGfPn0UFxfnsj47O1ulpaUu69u2bavmzZsrIyNDkpSRkaH27dsrLCzMqomPj1dRUZG2bt1q1fzv3PHx8dYclSkpKVFRUZHLAgAA7MmnKiZ97733tHHjRmVlZZ0w5nQ65efnp5CQEJf1YWFhcjqdVs3xAadivGLsVDVFRUX67bffFBgYeMK+J02apCeeeOKsjwsAANQebj+Ts3fvXo0cOVLz5s1TQECAu6c/J+PGjVNhYaG17N2719MtAQCAKuL2kJOdna19+/bpyiuvlI+Pj3x8fPTFF19oxowZ8vHxUVhYmI4ePaqCggKX7fLy8hQeHi5JCg8PP+Fuq4rXf1QTFBRU6VkcSfL391dQUJDLAgAA7MntIef666/X5s2blZOTYy0xMTFKSkqy/uzr66uVK1da2+zYsUN79uxRbGysJCk2NlabN2/Wvn37rJr09HQFBQWpXbt2Vs3xc1TUVMwBAADOb26/Jqd+/fq69NJLXdbVrVtXjRo1stYnJydr9OjRatiwoYKCgnTfffcpNjZWXbp0kSTdeOONateunQYNGqSpU6fK6XTqscceU0pKivz9/SVJ9957r2bOnKmHH35Yd999t1atWqX3339fS5cudfchAQCAWqhKLjz+Iy+88IK8vLyUkJCgkpISxcfH65VXXrHGvb29tWTJEv31r39VbGys6tatqyFDhujJJ5+0aqKiorR06VI98MADmj59upo1a6Z//OMfio+P98QhAQCAGsZhjDGebsJTioqKFBwcrMLCQtten2PWt66yuR2dvq2SeWtjzwCA6nO6n9/8dhUAALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlQg4AALAlj/ysQ21VVU/i5Sm8AAC4H2dyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALRFyAACALfl4ugEAnmHWt66yuR2dvq2yuQHgdHEmBwAA2BIhBwAA2BIhBwAA2BIhBwAA2BIhBwAA2BIhBwAA2BIhBwAA2BIhBwAA2BIhBwAA2JLbQ86kSZN01VVXqX79+goNDVW/fv20Y8cOl5ojR44oJSVFjRo1Ur169ZSQkKC8vDyXmj179qhPnz6qU6eOQkND9dBDD+nYsWMuNWvWrNGVV14pf39/tWrVSnPmzHH34QAAgFrK7SHniy++UEpKir766iulp6ertLRUN954o4qLi62aBx54QIsXL9aCBQv0xRdfKDc3V7fffrs1XlZWpj59+ujo0aP68ssvNXfuXM2ZM0fjx4+3anbt2qU+ffqoZ8+eysnJ0ahRo3TPPffos88+c/chAQCAWshhjDFVuYP9+/crNDRUX3zxhbp3767CwkI1adJE77zzju644w5J0vbt2xUdHa2MjAx16dJFy5Yt080336zc3FyFhYVJkmbNmqVHHnlE+/fvl5+fnx555BEtXbpUW7ZssfaVmJiogoICLV++/LR6KyoqUnBwsAoLCxUUFPSH9VX1Wz9V+Ts/tfH3iWpjz7UR7zOA2up0P7+r/JqcwsJCSVLDhg0lSdnZ2SotLVVcXJxV07ZtWzVv3lwZGRmSpIyMDLVv394KOJIUHx+voqIibd261ao5fo6Kmoo5KlNSUqKioiKXBQAA2FOVhpzy8nKNGjVK3bp106WXXipJcjqd8vPzU0hIiEttWFiYnE6nVXN8wKkYrxg7VU1RUZF+++23SvuZNGmSgoODrSUyMvKcjxEAANRMVRpyUlJStGXLFr333ntVuZvTNm7cOBUWFlrL3r17Pd0SAACoIj5VNXFqaqqWLFmitWvXqlmzZtb68PBwHT16VAUFBS5nc/Ly8hQeHm7VrF+/3mW+iruvjq/53zuy8vLyFBQUpMDAwEp78vf3l7+//zkfGwAAqPncfibHGKPU1FQtWrRIq1atUlRUlMt4x44d5evrq5UrV1rrduzYoT179ig2NlaSFBsbq82bN2vfvn1WTXp6uoKCgtSuXTur5vg5Kmoq5gAAAOc3t5/JSUlJ0TvvvKOPP/5Y9evXt66hCQ4OVmBgoIKDg5WcnKzRo0erYcOGCgoK0n333afY2Fh16dJFknTjjTeqXbt2GjRokKZOnSqn06nHHntMKSkp1pmYe++9VzNnztTDDz+su+++W6tWrdL777+vpUuXuvuQAABALeT2MzlpaWkqLCxUjx491LRpU2uZP3++VfPCCy/o5ptvVkJCgrp3767w8HAtXLjQGvf29taSJUvk7e2t2NhY3XXXXRo8eLCefPJJqyYqKkpLly5Venq6Lr/8ck2bNk3/+Mc/FB8f7+5DAgAAtVCVPyenJuM5OeeG5+TUbrzPAGqrGvOcHAAAAE8g5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFsi5AAAAFvy8XQD5+rll1/Wc889J6fTqcsvv1wvvfSSOnXq5Om2AFQBs751lc3t6PRtlc0NwDNq9Zmc+fPna/To0ZowYYI2btyoyy+/XPHx8dq3b5+nWwMAAB5Wq0PO888/r2HDhmno0KFq166dZs2apTp16uj111/3dGsAAMDDau3XVUePHlV2drbGjRtnrfPy8lJcXJwyMjIq3aakpEQlJSXW68LCQklSUVHRae3THCo7h45PznGa+z8bVdWzVHV918aea6Pa+D7Xyp43XFEl80qSI+Y/VTZ3VfVdlT3XRrzPZ6fic9sYc8q6WhtyfvnlF5WVlSksLMxlfVhYmLZv317pNpMmTdITTzxxwvrIyMgq6fH0BXt4/2erNvZdG3uujWrj+0zP1aM29lwbnR/v88GDBxUcfPJjrbUh52yMGzdOo0ePtl6Xl5crPz9fjRo1ksPhcNt+ioqKFBkZqb179yooKMht81Yleq4etbFnqXb2Tc/Vg56rBz27Msbo4MGDioiIOGVdrQ05jRs3lre3t/Ly8lzW5+XlKTw8vNJt/P395e/v77IuJCSkqlpUUFBQrfnLWIGeq0dt7FmqnX3Tc/Wg5+pBz//vVGdwKtTaC4/9/PzUsWNHrVy50lpXXl6ulStXKjY21oOdAQCAmqDWnsmRpNGjR2vIkCGKiYlRp06d9OKLL6q4uFhDhw71dGsAAMDDanXIufPOO7V//36NHz9eTqdTHTp00PLly0+4GLm6+fv7a8KECSd8NVaT0XP1qI09S7Wzb3quHvRcPej57DjMH91/BQAAUAvV2mtyAAAAToWQAwAAbImQAwAAbImQAwAAbImQAwA1BPeBAO5Vq28hx/nll19+0euvv66MjAw5nU5JUnh4uLp27ao///nPatKkiYc7BM6Nv7+/vv76a0VHR3u6FcAWuIXcTX788UeFhISoXr16LutLS0uVkZGh7t27e6izM5eXl6dXX31V48eP93QrlqysLMXHx6tOnTqKi4uznoWUl5enlStX6vDhw/rss88UExPj4U7t4bffflN2drYaNmyodu3auYwdOXJE77//vgYPHuyh7iq3bds2ffXVV4qNjVXbtm21fft2TZ8+XSUlJbrrrrt03XXXebpFy/G/oXe86dOn66677lKjRo0kSc8//3x1tnXGiouL9f777+u7775T06ZNNWDAAKt3nL377rtP/fv31zXXXOPpVmo/g3OSm5trrrrqKuPl5WW8vb3NoEGDzMGDB61xp9NpvLy8PNjhmcvJyalxPXfu3NkMHz7clJeXnzBWXl5uhg8fbrp06eKBzs7Nnj17zNChQz3dhosdO3aYFi1aGIfDYby8vEz37t1Nbm6uNV4T/04vW7bM+Pn5mYYNG5qAgACzbNky06RJExMXF2euu+464+3tbVauXOnpNi0Oh8N06NDB9OjRw2VxOBzmqquuMj169DA9e/b0dJsniI6ONr/++qsx5ve/uxdeeKEJDg42V111lWnYsKEJDQ0133//vYe7dJWdne3S05tvvmm6du1qmjVrZrp162beffddD3ZXuYr/9i6++GIzefJk8/PPP3u6pdPy0ksvmUGDBlnv6Ztvvmmio6NNmzZtzLhx40xpaWm190TIOUeDBw82nTt3NllZWSY9Pd107NjRxMTEmPz8fGPM7x8IDofDw126+vrrr0+5zJ8/v8Z9iAUEBJht27addHzbtm0mICCgGjtyj5oYKPv162f69Olj9u/fb3bu3Gn69OljoqKizA8//GCMqZkhJzY21jz66KPGGGPeffdd06BBA/O3v/3NGh87dqy54YYbPNXeCSZNmmSioqJOCF4+Pj5m69atHurqjzkcDpOXl2eMMSYpKcl07drVFBQUGGOMOXjwoImLizMDBgzwZIsnuOyyy0x6eroxxpjXXnvNBAYGmvvvv9+kpaWZUaNGmXr16pl//vOfHu7SlcPhMJ9//rkZOXKkady4sfH19TW33HKLWbx4sSkrK/N0e5V66qmnTP369U1CQoIJDw83kydPNo0aNTJPP/20efbZZ02TJk3M+PHjq70vQs45ioiIMJmZmdbrI0eOmL59+5oOHTqYX3/9tUZ+IFT8X4LD4ThhqVhf03q+8MILzdy5c086PnfuXNOiRYvqa+g0ffzxx6dcXnjhhRr3XoeGhppNmzZZr8vLy829995rmjdvbv773//WyL/TQUFBZufOncYYY8rKyoyPj4/ZuHGjNb5582YTFhbmqfYqtX79etO6dWszZswYc/ToUWNM7Qo5LVu2NCtWrHAZX7dunYmMjPREaycVGBhodu/ebYwx5oorrjCzZ892GZ83b55p166dJ1o7qePf56NHj5r58+eb+Ph44+3tbSIiIszf/vY36+97TXHRRReZDz/80Bjz+/+8eXt7m7ffftsaX7hwoWnVqlW198WFx+eosLBQDRo0sF77+/tr4cKF+tOf/qSePXvq7bff9mB3lWvYsKGmTp2q66+/vtLxrVu3qm/fvtXc1ak9+OCDGj58uLKzs3X99defcE3Oa6+9pr///e8e7vJE/fr1k8PhOOVdMw6Hoxo7+mO//fabfHz+/58Gh8OhtLQ0paam6tprr9U777zjwe5OruJ99PLyUkBAgIKDg62x+vXrq7Cw0FOtVeqqq65Sdna2UlJSFBMTo3nz5tW4vwuVqejxyJEjatq0qcvYBRdcoP3793uirZOqU6eOfvnlF7Vo0UI//fSTOnXq5DLeuXNn7dq1y0Pd/TFfX1/1799f/fv31549e/T6669rzpw5mjx5ssrKyjzdniU3N9e6JvLyyy+Xl5eXOnToYI1feeWVys3Nrfa+uIX8HLVs2VKbNm1yWefj46MFCxaoZcuWuvnmmz3U2cl17NhRubm5atGiRaXLBRdcUONuZU1JSdHcuXOVmZmphIQExcbGKjY2VgkJCcrMzNScOXM0YsQIT7d5gqZNm2rhwoUqLy+vdNm4caOnWzxB27ZttWHDhhPWz5w5U7feeqtuueUWD3R1ahdeeKF27txpvc7IyFDz5s2t13v27DnhA7kmqFevnubOnatx48YpLi6uRn1oncz111+vK6+8UkVFRdqxY4fL2A8//FDjLjzu1auX0tLSJEnXXnutPvjgA5fx999/X61atfJEa2esefPmmjhxonbt2qXly5d7uh0X4eHh+uabbyRJO3fuVFlZmfVa+v1/nkNDQ6u9L87knKNevXpp9uzZSkhIcFlfEXQSEhL0448/eqi7yt17770qLi4+6Xjz5s31xhtvVGNHp+fOO+/UnXfeqdLSUv3yyy+SpMaNG8vX19fDnZ1cx44dlZ2drVtvvbXS8T86y+MJt912m959910NGjTohLGZM2eqvLxcs2bN8kBnJ/fXv/7VJSBceumlLuPLli2rUXdX/a/ExERdffXVys7OVosWLTzdzklNmDDB5fX/3k26ePHiGndH0JQpU9StWzdde+21iomJ0bRp07RmzRpFR0drx44d+uqrr7Ro0SJPt+miRYsW8vb2Pum4w+HQDTfcUI0d/bGkpCQNHjxYt956q1auXKmHH35YDz74oH799Vc5HA4988wzuuOOO6q9L24hP0fHjh3T4cOHFRQUZK1bt26dYmJi5O/vr2PHjumnn36q0f9wSa49w33+9a9/qbi4WDfddFOl48XFxdqwYYOuvfbaau4MOH8UFBRo8uTJWrx4sb7//nuVl5eradOm6tatmx544AEePeEG5eXlmjx5sjIyMtS1a1eNHTtW8+fP18MPP6zDhw+rb9++mjlzpurWrVutfRFyqkBQUJBycnLUsmVLT7dy2mpjzwAAnArX5FSB2pgba2PPAACcCiEHAADYEiGnCrz66qvWLc61RW3sGQCAU+GaHAAAYEucyQEAALZEyAEAALZEyAEAALZEyAEAALZEyAEAALZEyAHgcU6nUyNHjlSrVq0UEBCgsLAwdevWTWlpaTp8+LCn2wNQS/EDnQA86vvvv1e3bt0UEhKiZ599Vu3bt5e/v782b96s2bNn64ILLqj0l89LS0tr9I+zAvA8zuQA8KgRI0bIx8dHGzZsUP/+/RUdHa2WLVvq1ltv1dKlS9W3b19Jv//yclpamm655RbVrVtXzzzzjCQpLS1NF110kfz8/NSmTRu99dZb1ty7d++Ww+FQTk6Ota6goEAOh0Nr1qyRJK1Zs0YOh0NLly7VZZddpoCAAHXp0kVbtmyxtvnhhx/Ut29fNWjQQHXr1tUll1yiTz/9tOrfHADnhJADwGN+/fVXrVixQikpKSf9dWKHw2H9eeLEibrtttu0efNm3X333Vq0aJFGjhypMWPGaMuWLfrLX/6ioUOHavXq1Wfcy0MPPaRp06YpKytLTZo0Ud++fVVaWipJSklJUUlJidauXavNmzdrypQpqlev3tkdNIBqw9dVADzmu+++kzFGbdq0cVnfuHFjHTlyRNLvAWPKlCmSpIEDB2ro0KFW3YABA/TnP/9ZI0aMkCSNHj1aX331lf7+97+rZ8+eZ9TLhAkTdMMNN0iS5s6dq2bNmmnRokXq37+/9uzZo4SEBLVv316S1LJly7M7YADVijM5AGqc9evXKycnR5dccolKSkqs9TExMS5127ZtU7du3VzWdevWTdu2bTvjfcbGxlp/btiwodq0aWPNc//99+vpp59Wt27dNGHCBG3atOmM5wdQ/Qg5ADymVatWcjgc2rFjh8v6li1bqlWrVgoMDHRZf7KvtE7Gy+v3f+KO/4m+iq+gzsQ999yj77//XoMGDdLmzZsVExOjl1566YznAVC9CDkAPKZRo0a64YYbNHPmTBUXF5/x9tHR0Vq3bp3LunXr1qldu3aSpCZNmkiSfv75Z2v8+IuQj/fVV19Zfz5w4IC+/fZbRUdHW+siIyN17733auHChRozZoxee+21M+4XQPXimhwAHvXKK6+oW7duiomJ0cSJE3XZZZfJy8tLWVlZ2r59uzp27HjSbR966CH1799fV1xxheLi4rR48WItXLhQn3/+uSQpMDBQXbp00eTJkxUVFaV9+/bpscceq3SuJ598Uo0aNVJYWJgeffRRNW7cWP369ZMkjRo1Sr169VLr1q114MABrV692iUAAaihDAB4WG5urklNTTVRUVHG19fX1KtXz3Tq1Mk899xzpri42BhjjCSzaNGiE7Z95ZVXTMuWLY2vr69p3bq1efPNN13Gv/nmGxMbG2sCAwNNhw4dzIoVK4wks3r1amOMMatXrzaSzOLFi80ll1xi/Pz8TKdOnczXX39tzZGammouuugi4+/vb5o0aWIGDRpkfvnllyp7PwC4h8OY476sBoDzzJo1a9SzZ08dOHBAISEhnm4HgBtxTQ4AALAlQg4AALAlvq4CAAC2xJkcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS4QcAABgS/8H0pzldlLpcMEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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WK6pexhhlZWVp9erVuv/++3Xw4EE1bNhQr732muvyzF//+lc5nU699tprrmdzvPHGGwoJCVF2drZ+/etf69lnn9VDDz2kcePGufbdo0ePCo9ZUFCgK664Qr/61a/kcDjUunXrSut7++23deLECS1YsEANGzaUJM2YMUMpKSmaMmWKK2xedtllmjFjhry9vdWxY0fdcsstysrKIowAAM6p2i/TREREqKioyK2tqKhIwcHBFZ4Vkc5cvggODnbbLkX/+7//q6CgIPn7+6tfv35KTU3VpEmTJEldunRxWyfy2WefadeuXWrUqJGCgoIUFBSkJk2a6MSJE/rqq6904MAB7du3TzfccMN5Hfvuu+9WXl6eOnTooLFjx+qjjz6qdOy2bdvUrVs3VxCRpMTERDmdTm3fvt3V1rlzZ7dHukdGRrq+ewYAgMpU+5mRhIQErVixwq1tzZo1SkhIqO5D13p9+/bVrFmz5Ovrq+bNm6tBg5/+OH7+i1+SfvjhB8XFxWnhwoXl9hMWFubxFwReddVV2rNnj1auXKm1a9dq0KBBSkpK0uLFi6v2ZiT5+Pi4vXY4HHyTMgDgF3l8ZuSHH35QXl6e8vLyJJ25dTcvL08FBQWSzlxiGTZsmGv8qFGjtHv3bv3xj3/Ul19+qVdeeUXvvfeeHnzwwYvzDuqwhg0bql27dmrVqpVbEKnIVVddpZ07d6pZs2Zq166d29a4cWM1atRI0dHRysrKOu/jBwcHKzU1VXPnztWiRYv0wQcf6MiRI+XGxcTE6LPPPlNJSYmrbf369fLy8nItrgUAoKo8DiOffvqpunfvru7du0uSMjIy1L17d02YMEHSmedTnA0mktSmTRstX75ca9asUbdu3TR16lS99tpr9f62Xk/deeedCg0NVf/+/fWPf/xDe/bsUXZ2tsaOHatvvvlGkjRp0iRNnTpVL730knbu3KnNmzfr5ZdfrnB/06ZN0zvvvKMvv/xSO3bs0Pvvv6+IiAiFhIRUeGx/f38NHz5cW7du1bp163T//fdr6NCh5RYnAwDgKY8v0/Tp00fGmEr7f353xc/n/Pvf//b0UBekLjwR1ROBgYH6+OOP9cgjj+i3v/2tjh07phYtWuiGG25wrakZPny4Tpw4ob/85S96+OGHFRoaqttvv73C/TVq1Eh/+tOftHPnTnl7e6tHjx5asWJFhZd7AgMDtXr1ao0bN049evRQYGCgBg4cqGnTplXrewYA1A8Oc65kUUsUFxercePGOnr0aLnFrCdOnNCePXvUpk0b+fv7W6oQVcWfHwBUj9pwa++5fn//HF+UBwAArCKMAAAAqwgjAADAKsIIAACw6pIJI3VgHS4qwEPRAAC18rtpPOHj4yOHw6GDBw8qLCzM9b0tqN2MMSotLdXBgwfl5eXl9uh7AED9UufDiLe3t1q2bKlvvvlG+fn5tsuBhwIDA9WqVSuPH2cPALh01PkwIklBQUG64oordOrUKdulwAPe3t5q0KABZ7MAoJ67JMKIdOYX28+/MRYAANQNnBsHAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVjWwXQDOMBvbV9u+HT13VNu+AQC4UJwZAQAAVhFGAACAVYQRAABgFWtGAAD4BdW1ro81fWdwZgQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYdUk+gZVvwAUAoO7gzAgAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKyqUhiZOXOmoqOj5e/vr169emnjxo3nHD99+nR16NBBAQEBioqK0oMPPqgTJ05UqWAAAHBp8TiMLFq0SBkZGZo4caI2b96sbt26KTk5WQcOHKhw/Ntvv61HH31UEydO1LZt2/T6669r0aJFeuyxxy64eAAAUPd5HEamTZumkSNHKi0tTZ06ddLs2bMVGBioefPmVTj+X//6lxITE3XHHXcoOjpav/71rzVkyJBznk05efKkiouL3TYAAHBp8iiMlJaWKjc3V0lJST/twMtLSUlJysnJqXBO7969lZub6wofu3fv1ooVK3TzzTdXepzMzEw1btzYtUVFRXlSJgAAqEMaeDL40KFDKisrU3h4uFt7eHi4vvzyywrn3HHHHTp06JB+9atfyRij06dPa9SoUee8TDN+/HhlZGS4XhcXFxNIAAC4RFX73TTZ2dl6/vnn9corr2jz5s1asmSJli9frmeeeabSOX5+fgoODnbbAADApcmjMyOhoaHy9vZWUVGRW3tRUZEiIiIqnPPkk09q6NChGjFihCSpS5cuKikp0b333qvHH39cXl7cXQwAQH3mURLw9fVVXFycsrKyXG1Op1NZWVlKSEiocM7x48fLBQ5vb29JkjHG03oBAMAlxqMzI5KUkZGh4cOHKz4+Xj179tT06dNVUlKitLQ0SdKwYcPUokULZWZmSpJSUlI0bdo0de/eXb169dKuXbv05JNPKiUlxRVKAABA/eVxGElNTdXBgwc1YcIEFRYWKjY2VqtWrXItai0oKHA7E/LEE0/I4XDoiSee0LfffquwsDClpKToueeeu3jvAgAA1FkOUweulRQXF6tx48Y6evToeS1mNRvbV1stjp47qmW/dbFmAKgvqutndHX+fK4NNZ/v729WjwIAAKsIIwAAwCrCCAAAsIowAgAArPL4bhoANYvFzQAudZwZAQAAVhFGAACAVYQRAABgFWtGAFx0dXWdS214SBRQH3FmBAAAWMWZEVRZXf2/XwBA7cKZEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVQ1sFwAAqF/MxvbVsl9Hzx3Vsl9UP86MAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCqSmFk5syZio6Olr+/v3r16qWNGzeec/z333+vMWPGKDIyUn5+fmrfvr1WrFhRpYIBAMClpYGnExYtWqSMjAzNnj1bvXr10vTp05WcnKzt27erWbNm5caXlpbqxhtvVLNmzbR48WK1aNFCX3/9tUJCQi5G/QBQr5mN7atlv46eO6plv0BFPA4j06ZN08iRI5WWliZJmj17tpYvX6558+bp0UcfLTd+3rx5OnLkiP71r3/Jx8dHkhQdHX1hVQMAgEuGR5dpSktLlZubq6SkpJ924OWlpKQk5eTkVDjn73//uxISEjRmzBiFh4fryiuv1PPPP6+ysrJKj3Py5EkVFxe7bQAA4NLkURg5dOiQysrKFB4e7tYeHh6uwsLCCufs3r1bixcvVllZmVasWKEnn3xSU6dO1bPPPlvpcTIzM9W4cWPXFhUV5UmZAACgDqn2u2mcTqeaNWumOXPmKC4uTqmpqXr88cc1e/bsSueMHz9eR48edW179+6t7jIBAIAlHq0ZCQ0Nlbe3t4qKitzai4qKFBERUeGcyMhI+fj4yNvb29UWExOjwsJClZaWytfXt9wcPz8/+fn5eVIaAACoozw6M+Lr66u4uDhlZWW52pxOp7KyspSQkFDhnMTERO3atUtOp9PVtmPHDkVGRlYYRAAAQP3i8WWajIwMzZ07V/Pnz9e2bdt03333qaSkxHV3zbBhwzR+/HjX+Pvuu09HjhzRuHHjtGPHDi1fvlzPP/+8xowZc/HeBQAAqLM8vrU3NTVVBw8e1IQJE1RYWKjY2FitWrXKtai1oKBAXl4/ZZyoqCitXr1aDz74oLp27aoWLVpo3LhxeuSRRy7euwAAAHWWx2FEktLT05Wenl5hX3Z2drm2hIQEbdiwoSqHAgAAlzi+mwYAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGBVlcLIzJkzFR0dLX9/f/Xq1UsbN248r3nvvvuuHA6HBgwYUJXDAgCAS5DHYWTRokXKyMjQxIkTtXnzZnXr1k3Jyck6cODAOefl5+fr4Ycf1jXXXFPlYgEAwKXH4zAybdo0jRw5UmlpaerUqZNmz56twMBAzZs3r9I5ZWVluvPOO/XUU0+pbdu2v3iMkydPqri42G0DAACXJo/CSGlpqXJzc5WUlPTTDry8lJSUpJycnErnPf3002rWrJnuueee8zpOZmamGjdu7NqioqI8KRMAANQhHoWRQ4cOqaysTOHh4W7t4eHhKiwsrHDOP//5T73++uuaO3fueR9n/PjxOnr0qGvbu3evJ2UCAIA6pEF17vzYsWMaOnSo5s6dq9DQ0POe5+fnJz8/v2qsDAAA1BYehZHQ0FB5e3urqKjIrb2oqEgRERHlxn/11VfKz89XSkqKq83pdJ45cIMG2r59uy6//PKq1A0AAC4RHl2m8fX1VVxcnLKyslxtTqdTWVlZSkhIKDe+Y8eO2rJli/Ly8lzbrbfeqr59+yovL4+1IAAAwPPLNBkZGRo+fLji4+PVs2dPTZ8+XSUlJUpLS5MkDRs2TC1atFBmZqb8/f115ZVXus0PCQmRpHLtAACgfvI4jKSmpurgwYOaMGGCCgsLFRsbq1WrVrkWtRYUFMjLiwe7AgCA81OlBazp6elKT0+vsC87O/ucc998882qHBIAAFyiOIUBAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAqiqFkZkzZyo6Olr+/v7q1auXNm7cWOnYuXPn6pprrtFll12myy67TElJSeccDwAA6hePw8iiRYuUkZGhiRMnavPmzerWrZuSk5N14MCBCsdnZ2dryJAhWrdunXJychQVFaVf//rX+vbbby+4eAAAUPd5HEamTZumkSNHKi0tTZ06ddLs2bMVGBioefPmVTh+4cKFGj16tGJjY9WxY0e99tprcjqdysrKuuDiAQBA3edRGCktLVVubq6SkpJ+2oGXl5KSkpSTk3Ne+zh+/LhOnTqlJk2aVDrm5MmTKi4udtsAAMClyaMwcujQIZWVlSk8PNytPTw8XIWFhee1j0ceeUTNmzd3CzT/LTMzU40bN3ZtUVFRnpQJAADqkBq9m2by5Ml69913tXTpUvn7+1c6bvz48Tp69Khr27t3bw1WCQAAalIDTwaHhobK29tbRUVFbu1FRUWKiIg459wXXnhBkydP1tq1a9W1a9dzjvXz85Ofn58npQEAgDrKozMjvr6+iouLc1t8enYxakJCQqXz/vSnP+mZZ57RqlWrFB8fX/VqAQDAJcejMyOSlJGRoeHDhys+Pl49e/bU9OnTVVJSorS0NEnSsGHD1KJFC2VmZkqSpkyZogkTJujtt99WdHS0a21JUFCQgoKCLuJbAQAAdZHHYSQ1NVUHDx7UhAkTVFhYqNjYWK1atcq1qLWgoEBeXj+dcJk1a5ZKS0t1++23u+1n4sSJmjRp0oVVDwAA6jyPw4gkpaenKz09vcK+7Oxst9f5+flVOQQAAKgn+G4aAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVlUpjMycOVPR0dHy9/dXr169tHHjxnOOf//999WxY0f5+/urS5cuWrFiRZWKBQAAlx6Pw8iiRYuUkZGhiRMnavPmzerWrZuSk5N14MCBCsf/61//0pAhQ3TPPffo3//+twYMGKABAwZo69atF1w8AACo+zwOI9OmTdPIkSOVlpamTp06afbs2QoMDNS8efMqHP/iiy/qpptu0h/+8AfFxMTomWee0VVXXaUZM2ZccPEAAKDua+DJ4NLSUuXm5mr8+PGuNi8vLyUlJSknJ6fCOTk5OcrIyHBrS05O1t/+9rdKj3Py5EmdPHnS9fro0aOSpOLi4vOq0/xQdl7jqsJxnjV4iprdVVfNdVFd/JzrYs1S9dVNze6o+SeXes1nf28bY845zqMwcujQIZWVlSk8PNytPTw8XF9++WWFcwoLCyscX1hYWOlxMjMz9dRTT5Vrj4qK8qTcatLYdgFVQM2oTF38nKm5ZlBzzagfNR87dkyNG1c+z6MwUlPGjx/vdjbF6XTqyJEjatq0qRwOx0U7TnFxsaKiorR3714FBwdftP1WJ2quOXWxbmquGdRcM6i5ZlRnzcYYHTt2TM2bNz/nOI/CSGhoqLy9vVVUVOTWXlRUpIiIiArnREREeDRekvz8/OTn5+fWFhIS4kmpHgkODq4zf2nOouaaUxfrpuaaQc01g5prRnXVfK4zImd5tIDV19dXcXFxysrKcrU5nU5lZWUpISGhwjkJCQlu4yVpzZo1lY4HAAD1i8eXaTIyMjR8+HDFx8erZ8+emj59ukpKSpSWliZJGjZsmFq0aKHMzExJ0rhx43Tddddp6tSpuuWWW/Tuu+/q008/1Zw5cy7uOwEAAHWSx2EkNTVVBw8e1IQJE1RYWKjY2FitWrXKtUi1oKBAXl4/nXDp3bu33n77bT3xxBN67LHHdMUVV+hvf/ubrrzyyov3LqrIz89PEydOLHdJqDaj5ppTF+um5ppBzTWDmmtGbajZYX7pfhsAAIBqxHfTAAAAqwgjAADAKsIIAACwijACAACsIowAQBWw9h+4eGrl4+BRtx06dEjz5s1TTk6O6zuIIiIi1Lt3b919990KCwuzXCFw4fz8/PTZZ58pJibGdilAnVfvbu395ptvFBISoqCgILf2U6dOKScnR9dee62lyjxXVFSkV199VRMmTLBdisumTZuUnJyswMBAJSUluZ4/U1RUpKysLB0/flyrV69WfHy85UovDT/++KNyc3PVpEkTderUya3vxIkTeu+99zRs2DBL1VVs27Zt2rBhgxISEtSxY0d9+eWXevHFF3Xy5Enddddduv76622X6Oa/v3X8rBdffFF33XWXmjZtKkmaNm1aTZblkZKSEr333nvatWuXIiMjNWTIEFfdqLr7779fgwYN0jXXXGO7lLrP1BP79u0zPXr0MF5eXsbb29sMHTrUHDt2zNVfWFhovLy8LFbouby8vFpXc69evcy9995rnE5nuT6n02nuvfdec/XVV1uo7MIUFBSYtLQ022W42b59u2ndurVxOBzGy8vLXHvttWbfvn2u/tr4d3rlypXG19fXNGnSxPj7+5uVK1easLAwk5SUZK6//nrj7e1tsrKybJfpxuFwmNjYWNOnTx+3zeFwmB49epg+ffqYvn372i7TTUxMjDl8+LAx5szf3ejoaNO4cWPTo0cP06RJE9OsWTOze/duy1W6y83NdatpwYIFpnfv3qZly5YmMTHRvPPOOxarq9jZf3tXXHGFmTx5stm/f7/tks7Lyy+/bIYOHer6TBcsWGBiYmJMhw4dzPjx482pU6dqvKZ6E0aGDRtmevXqZTZt2mTWrFlj4uLiTHx8vDly5Igx5swPbofDYblKd5999tk5t0WLFtW6Xzb+/v5m27ZtlfZv27bN+Pv712BFF0dtDH4DBgwwt9xyizl48KDZuXOnueWWW0ybNm3M119/bYypnWEkISHBPP7448YYY9555x1z2WWXmccee8zV/+ijj5obb7zRVnkVyszMNG3atCkXkho0aGD+85//WKrq3BwOhykqKjLGGHPnnXea3r17m++//94YY8yxY8dMUlKSGTJkiM0Sy+natatZs2aNMcaYuXPnmoCAADN27Fgza9Ys88ADD5igoCDz+uuvW67SncPhMGvXrjXjxo0zoaGhxsfHx9x6661m2bJlpqyszHZ5FXrmmWdMo0aNzMCBA01ERISZPHmyadq0qXn22WfN888/b8LCwsyECRNqvK56E0aaN29uPvnkE9frEydOmJSUFBMbG2sOHz5cK39wn03dDoej3Ha2vbbVHB0dbebPn19p//z5803r1q1rrqDz9OGHH55z+8tf/lLrPutmzZqZzz//3PXa6XSaUaNGmVatWpmvvvqqVv6dDg4ONjt37jTGGFNWVmYaNGhgNm/e7OrfsmWLCQ8Pt1VepTZu3Gjat29vHnroIVNaWmqMqTthpG3btuajjz5y61+/fr2JioqyUVqlAgICTH5+vjHGmO7du5s5c+a49S9cuNB06tTJRmmV+vnnXFpaahYtWmSSk5ONt7e3ad68uXnsscdcf99ri8svv9x88MEHxpgz/5Pl7e1t/vrXv7r6lyxZYtq1a1fjddWbMNKwYUOzY8cOt7ZTp06ZAQMGmK5du5rPP/+81v3gbtq0qXn99ddNfn5+hdvy5ctrXc0zZswwfn5+ZuzYsebDDz80GzZsMBs2bDAffvihGTt2rAkICDAzZ860XWY55wp+Pw+AtUmjRo3MF198Ua59zJgxpmXLlubjjz+udTUHBwebXbt2uV4HBQWZr776yvU6Pz+/1p45O3bsmBk2bJjp2rWr2bJli/Hx8anVYeTAgQPGmDP/I7Zlyxa3/tr4OTdt2tR8+umnxpgzQTsvL8+tf9euXSYgIMBGaZX6eRj5ua+//tpMnDjRtG7dutb9GwwICHCdPTXGGB8fH7N161bX6/z8fBMYGFjjddWbW3vbtm2rzz//3K2tQYMGev/999W2bVv95je/sVRZ5eLi4rRv3z61bt26wq1Fixa17vbCMWPGaP78+frkk080cOBAJSQkKCEhQQMHDtQnn3yiN998U6NHj7ZdZjmRkZFasmSJnE5nhdvmzZttl1hOx44d9emnn5ZrnzFjhvr3769bb73VQlXnFh0drZ07d7pe5+TkqFWrVq7XBQUFioyMtFHaLwoKCtL8+fM1fvx4JSUlqayszHZJ53TDDTfoqquuUnFxsbZv3+7W9/XXX9e6Baz9+vXTrFmzJEnXXXedFi9e7Nb/3nvvqV27djZK81irVq00adIk7dmzR6tWrbJdjpuIiAh98cUXkqSdO3eqrKzM9VqS/vOf/6hZs2Y1Xle9ubW3X79+mjNnjgYOHOjWfjaQDBw4UN98842l6io2atQolZSUVNrfqlUrvfHGGzVY0flJTU1VamqqTp06pUOHDkmSQkND5ePjY7myysXFxSk3N1f9+/evsN/hcNS64HfbbbfpnXfe0dChQ8v1zZgxQ06nU7Nnz7ZQWeXuu+8+t1/i//3t3StXrqx1d9P8t8GDB+tXv/qVcnNz1bp1a9vlVGjixIlur//77sFly5bVujtApkyZosTERF133XWKj4/X1KlTlZ2drZiYGG3fvl0bNmzQ0qVLbZfppnXr1vL29q603+Fw6MYbb6zBin7ZnXfeqWHDhql///7KysrSH//4Rz388MM6fPiwHA6HnnvuOd1+++01Xle9ubX39OnTOn78uIKDg11t69evV3x8vPz8/HT69Gl9++23tfaHy1k/rxkXzz/+8Q+VlJTopptuqrC/pKREn376qa677roargyoP77//ntNnjxZy5Yt0+7du+V0OhUZGanExEQ9+OCDPBLgInA6nZo8ebJycnLUu3dvPfroo1q0aJH++Mc/6vjx40pJSdGMGTPUsGHDGq2r3oSRigQHBysvL09t27a1Xcp5q4s1AwBwLvVmzUhF6mIOq4s1AwBwLvU6jAAAAPvqdRh59dVXXY8rryvqYs0AAJxLvV4zAgAA7KvXZ0YAAIB9hBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQDnrbCwUOPGjVO7du3k7++v8PBwJSYmatasWTp+/Ljt8gDUUfXmi/IAXJjdu3crMTFRISEhev7559WlSxf5+flpy5YtmjNnjlq0aFHhNwWfOnWqVn9JIgD7ODMC4LyMHj1aDRo00KeffqpBgwYpJiZGbdu2Vf/+/bV8+XKlpKRIOvNNpbNmzdKtt96qhg0b6rnnnpMkzZo1S5dffrl8fX3VoUMHvfXWW6595+fny+FwKC8vz9X2/fffy+FwKDs7W5KUnZ0th8Oh5cuXq2vXrvL399fVV1+trVu3uuZ8/fXXSklJ0WWXXaaGDRuqc+fOWrFiRfV/OAAuCGEEwC86fPiwPvroI40ZM6bSb/N0OByu/540aZJuu+02bdmyRb/73e+0dOlSjRs3Tg899JC2bt2q3//+90pLS9O6des8ruUPf/iDpk6dqk2bNiksLEwpKSk6deqUJGnMmDE6efKkPv74Y23ZskVTpkxRUFBQ1d40gBrDZRoAv2jXrl0yxqhDhw5u7aGhoTpx4oSkM0FgypQpkqQ77rhDaWlprnFDhgzR3XffrdGjR0uSMjIytGHDBr3wwgvq27evR7VMnDhRN954oyRp/vz5atmypZYuXapBgwapoKBAAwcOVJcuXSSJb7cG6gjOjACoso0bNyovL0+dO3fWyZMnXe3x8fFu47Zt26bExES3tsTERG3bts3jYyYkJLj+u0mTJurQoYNrP2PHjtWzzz6rxMRETZw4UZ9//rnH+wdQ8wgjAH5Ru3bt5HA4tH37drf2tm3bql27dgoICHBrr+xSTmW8vM78KPr5V2WdvfTiiREjRmj37t0aOnSotmzZovj4eL388sse7wdAzSKMAPhFTZs21Y033qgZM2aopKTE4/kxMTFav369W9v69evVqVMnSVJYWJgkaf/+/a7+ny9m/bkNGza4/vu7777Tjh07FBMT42qLiorSqFGjtGTJEj300EOaO3eux/UCqFmsGQFwXl555RUlJiYqPj5ekyZNUteuXeXl5aVNmzbpyy+/VFxcXKVz//CHP2jQoEHq3r27kpKStGzZMi1ZskRr166VJAUEBOjqq6/W5MmT1aZNGx04cEBPPPFEhft6+umn1bRpU4WHh+vxxx9XaGioBgwYIEl64IEH1K9fP7Vv317fffed1q1b5xZUANRSBgDO0759+0x6erpp06aN8fHxMUFBQaZnz57mz3/+sykpKTHGGCPJLF26tNzcV155xbRt29b4+PiY9u3bmwULFrj1f/HFFyYhIcEEBASY2NhY89FHHxlJZt26dcYYY9atW2ckmWXLlpnOnTsbX19f07NnT/PZZ5+59pGenm4uv/xy4+fnZ8LCwszQoUPNoUOHqu3zAHBxOIz52UVaAKilsrOz1bdvX3333XcKCQmxXQ6Ai4g1IwAAwCrCCAAAsIrLNAAAwCrOjAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACs+v/INCdNhMUtCwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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vT8eOHVOlSpUK7YmSAACgaBmGoTNnzqhmzZp/+w6zUhFYjh07Jn9/f0eXAQAAbsKRI0cKfHDkn5WKwHL1TapHjhyRp6eng6sBAAA3Ijs7W/7+/gW+Ef2vSkVguXoZyNPTk8ACAEAJcyO3c3DTLQAAMD0CCwAAMD0CCwAAML1ScQ8LAMA+ubm5unTpkqPLQBlQrlw5OTs7/+PtEFgAoAwxDENpaWk6ffq0o0tBGeLt7S0/P79/9Kw0AgsAlCFXw0r16tXl4eHBwzZRpAzD0Llz55SRkSFJqlGjxk1vi8ACAGVEbm6uNaz4+Pg4uhyUEeXLl5ckZWRkqHr16jd9eYibbgGgjLh6z4qHh4eDK0FZc/Xf3D+5b4rAAgBlDJeBUNwK498cgQUAAJgegQUAAJgeN90CQBlnJDcu1v1ZgvcWy37GjRun5cuXa/v27cWyPxQtRlgAACXCpk2b5OzsrO7duzu6lCJnsVi0fPlyR5fxt8aNG6fAwMBi2ReBBQBQIsyZM0dPP/20vv76ax07dszR5UiSLl686OgSygwCCwDA9M6ePatFixbpySefVPfu3fXuu+/m6zNhwgT5+vqqUqVKiomJ0fnz563LVq9eLXd393xP+B0+fLjuvPNO6/fffvutbr/9dpUvX17+/v4aNmyYcnJyrMsDAgL06quvasCAAfL09NSgQYN08eJFDR06VDVq1JC7u7vq1q2r+Ph46zqnT5/WY489pmrVqsnT01N33nmnduzYccPH/ssvv8hisWjx4sXW2tq3b6+9e/dqy5YtCgoKUsWKFXXPPfcoMzPTut4jjzyiiIgIjR8/3rrvwYMH24SsVatWqWPHjvL29paPj4/uu+8+HThwwGb/v/76q6KiolSlShVVqFBBQUFB+u677/Tuu+9q/Pjx2rFjhywWiywWS4HnpbBwD0shKO7rv2ZRXNehAWDx4sVq2rSpmjRpooceekgjRozQqFGjrNNlFy9erHHjxmnGjBnq2LGjPvjgA02bNk3169eXJN11113y9vbW0qVLFRMTI+nKg/QWLVqk119/XZJ04MABdevWTa+99prmzp2rzMxMDR06VEOHDtW8efOstUyaNEljx45VXFycJGnatGn65JNPtHjxYtWpU0dHjhzRkSNHrP3/7//+T+XLl9fnn38uLy8vvfPOO7rrrru0d+9eValS5YZ/BnFxcUpISFCdOnX06KOP6sEHH1SlSpU0depUeXh4qG/fvho7dqxmzpxpXScpKUnu7u5av369fvnlF0VHR8vHx8d6zDk5OYqNjVXr1q119uxZjR07Vr169dL27dvl5OSks2fPqlOnTqpVq5Y++eQT+fn5KSUlRXl5eYqMjNSuXbu0atUqrV27VpLk5eVl97m9UQQWAIDpzZkzRw899JAkqVu3bsrKytJXX32lzp07S5ISEhIUExNjDSOvvfaa1q5dax1lcXZ2Vr9+/ZSYmGjtk5SUpNOnT6tPnz6SpPj4ePXv318jRoyQJDVq1EjTpk1Tp06dNHPmTLm7u0uS7rzzTj377LPW2lJTU9WoUSN17NhRFotFdevWtS779ttvlZycrIyMDLm5uUm6EniWL1+uDz/8UIMGDbrhn8Fzzz2n8PBwSVdGhqKiopSUlKQOHTpIkmJiYvKNcLi6umru3Lny8PBQixYt9Morr2jkyJF69dVX5eTkZD32q+bOnatq1arpp59+UsuWLZWYmKjMzExt2bLFGq4aNmxo7V+xYkW5uLjIz8/vho/jZnFJCABganv27FFycrKioqIkSS4uLoqMjNScOXOsfXbv3q2QkBCb9UJDQ22+79+/v9avX2+9/2X+/Pnq3r27vL29JUk7duzQu+++q4oVK1o/4eHhysvL06FDh6zbCQoKstnuI488ou3bt6tJkyYaNmyYVq9ebV22Y8cOnT17Vj4+PjbbPXToUL5LL3+ndevW1q99fX0lSa1atbJpu/rOnqvatGlj82Tj0NBQnT171joCtG/fPkVFRal+/fry9PRUQECApCshTJK2b9+uW265xa6RoKLCCAsAwNTmzJmjy5cvq2bNmtY2wzDk5uam6dOn3/BliPbt26tBgwZauHChnnzySS1btsxmROLs2bN64oknNGzYsHzr1qlTx/p1hQoVbJa1bdtWhw4d0ueff661a9eqb9++CgsL04cffqizZ8+qRo0aWr9+fb5tXg1KN6pcuXLWr69eCvtrW15enl3b7NGjh+rWrav//Oc/qlmzpvLy8tSyZUvrfS5X3wNkBgQWAIBpXb58We+//74mT56srl272iyLiIjQggULNHjwYDVr1kzfffedBgwYYF2+efPmfNvr37+/5s+fr9q1a8vJyclminTbtm31008/2VzyuFGenp6KjIxUZGSkHnjgAXXr1k0nT55U27ZtlZaWJhcXF+voRXHasWOHfv/9d2vw2Lx5sypWrCh/f3/99ttv2rNnj/7zn//o9ttvl3TlEtaftW7dWv/973918uTJAkdZXF1dlZubW/QHIi4JAQBMbMWKFTp16pRiYmLUsmVLm0+fPn2sl4WGDx+uuXPnat68edq7d6/i4uL0448/5tte//79lZKSotdff10PPPCA9b4SSXrhhRe0ceNGDR06VNu3b9e+ffv08ccfa+jQodetccqUKVqwYIF+/vln7d27V0uWLJGfn5+8vb0VFham0NBQRUREaPXq1frll1+0ceNGvfTSS9q6dWvh/rAKcPHiRcXExOinn37SypUrFRcXp6FDh8rJyUmVK1eWj4+PZs+erf379+vLL79UbGyszfpRUVHy8/NTRESENmzYoIMHD2rp0qXatGmTpCuzpg4dOqTt27frxIkTunDhQpEdCyMsAFDGmXnG35w5cxQWFlbgZZ8+ffpo4sSJ2rlzpyIjI3XgwAE9//zzOn/+vPr06aMnn3xSX3zxhc06DRs2VHBwsJKTk5WQkGCzrHXr1vrqq6/00ksv6fbbb5dhGGrQoIEiIyOvW2OlSpU0ceJE7du3T87Ozmrfvr1WrlwpJ6crYwIrV67USy+9pOjoaGVmZsrPz0933HGH9T6UonTXXXepUaNGuuOOO3ThwgVFRUVp3LhxkiQnJyctXLhQw4YNU8uWLdWkSRNNmzbNeiOzdGUEZfXq1Xr22Wd177336vLly2revLlmzJgh6co5+Oijj9SlSxedPn1a8+bN0yOPPFIkx2IxDMMoki0Xo+zsbHl5eSkrK0uenp7Fvn+mNQMoCc6fP69Dhw6pXr161hkvKL0eeeQRnT592hRPzL3Wvz17fn9zSQgAAJgegQUAAJge97AAAFAKFeVj8h2BERYAAGB6BBYAKGNKwVwLlDCF8W+OwAIAZcTVp6KeO3fOwZWgrLn6b+7PT+a1F/ewAEAZ4ezsLG9vb+v7Zjw8PKyPeAeKgmEYOnfunDIyMuTt7S1nZ+eb3haBBQDKkKtv1f3rS/KAouTt7f2P3+hMYAGAMsRisahGjRqqXr26Ll265OhyUAaUK1fuH42sXEVgAYAyyNnZuVB+iQDFhZtuAQCA6THCAtiJd0cBQPFjhAUAAJgegQUAAJgegQUAAJgegQUAAJjeTQWWGTNmKCAgQO7u7goJCVFycvI1+/7444/q06ePAgICZLFYlJCQkK9PfHy82rdvr0qVKql69eqKiIjQnj17bqY0AABQCtkdWBYtWqTY2FjFxcUpJSVFbdq0UXh4+DWfmnju3DnVr19fEyZMuOZT7r766isNGTJEmzdv1po1a3Tp0iV17dpVOTk59pYHAABKIYth5ysUQ0JC1L59e02fPl2SlJeXJ39/fz399NN68cUXr7tuQECARowYoREjRly3X2ZmpqpXr66vvvpKd9xxR77lFy5c0IULF6zfZ2dny9/fX1lZWfL09LTncAoF01zLFs43ABSO7OxseXl53dDvb7tGWC5evKht27YpLCzsjw04OSksLEybNm26uWoLkJWVJUmqUqVKgcvj4+Pl5eVl/fj7+xfavgEAgPnYFVhOnDih3Nxc+fr62rT7+voqLS2tUArKy8vTiBEj1KFDB7Vs2bLAPqNGjVJWVpb1c+TIkULZNwAAMCfTPel2yJAh2rVrl7799ttr9nFzc5Obm1sxVgUAABzJrsBStWpVOTs7Kz093aY9PT39H782WpKGDh2qFStW6Ouvv1bt2rX/8fYAAEDpYNclIVdXV7Vr105JSUnWtry8PCUlJSk0NPSmizAMQ0OHDtWyZcv05Zdfql69eje9LQAAUPrYfUkoNjZWAwcOVFBQkIKDg5WQkKCcnBxFR0dLkgYMGKBatWopPj5e0pUbdX/66Sfr10ePHtX27dtVsWJFNWzYUNKVy0CJiYn6+OOPValSJev9MF5eXipfvnyhHCgAACi57A4skZGRyszM1NixY5WWlqbAwECtWrXKeiNuamqqnJz+GLg5duyYbrnlFuv3kyZN0qRJk9SpUyetX79ekjRz5kxJUufOnW32NW/ePD3yyCP2lggAAEoZu5/DYkb2zOMuCjyXo2zhfANA4Siy57AAAAA4AoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYHoEFAACYnoujCwAAwCyM5MaOLsEhLMF7HV3C32KEBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmN5NBZYZM2YoICBA7u7uCgkJUXJy8jX7/vjjj+rTp48CAgJksViUkJDwj7cJAADKFrsDy6JFixQbG6u4uDilpKSoTZs2Cg8PV0ZGRoH9z507p/r162vChAny8/MrlG0CAICyxe7AMmXKFD3++OOKjo5W8+bNNWvWLHl4eGju3LkF9m/fvr3eeust9evXT25uboWyTQAAULbYFVguXryobdu2KSws7I8NODkpLCxMmzZtuqkCbmabFy5cUHZ2ts0HAACUXnYFlhMnTig3N1e+vr427b6+vkpLS7upAm5mm/Hx8fLy8rJ+/P39b2rfAACgZCiRs4RGjRqlrKws6+fIkSOOLgkAABQhF3s6V61aVc7OzkpPT7dpT09Pv+YNtUWxTTc3t2veDwMAAEofu0ZYXF1d1a5dOyUlJVnb8vLylJSUpNDQ0JsqoCi2CQAAShe7RlgkKTY2VgMHDlRQUJCCg4OVkJCgnJwcRUdHS5IGDBigWrVqKT4+XtKVm2p/+ukn69dHjx7V9u3bVbFiRTVs2PCGtgkAAMo2uwNLZGSkMjMzNXbsWKWlpSkwMFCrVq2y3jSbmpoqJ6c/Bm6OHTumW265xfr9pEmTNGnSJHXq1Enr16+/oW0CAICyzWIYhuHoIv6p7OxseXl5KSsrS56ensW+fyO5cbHv0wwswXsdXYJDcL6B0ov/vouXPb+/S+QsIQAAULYQWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOkRWAAAgOndVGCZMWOGAgIC5O7urpCQECUnJ1+3/5IlS9S0aVO5u7urVatWWrlypc3ys2fPaujQoapdu7bKly+v5s2ba9asWTdTGgAAKIXsDiyLFi1SbGys4uLilJKSojZt2ig8PFwZGRkF9t+4caOioqIUExOj77//XhEREYqIiNCuXbusfWJjY7Vq1Sr973//0+7duzVixAgNHTpUn3zyyc0fGQAAKDXsDixTpkzR448/rujoaOtIiIeHh+bOnVtg/6lTp6pbt24aOXKkmjVrpldffVVt27bV9OnTrX02btyogQMHqnPnzgoICNCgQYPUpk2bvx25AQAAZYNdgeXixYvatm2bwsLC/tiAk5PCwsK0adOmAtfZtGmTTX9JCg8Pt+l/22236ZNPPtHRo0dlGIbWrVunvXv3qmvXrgVu88KFC8rOzrb5AACA0suuwHLixAnl5ubK19fXpt3X11dpaWkFrpOWlva3/f/1r3+pefPmql27tlxdXdWtWzfNmDFDd9xxR4HbjI+Pl5eXl/Xj7+9vz2EAAIASxhSzhP71r39p8+bN+uSTT7Rt2zZNnjxZQ4YM0dq1awvsP2rUKGVlZVk/R44cKeaKAQBAcXKxp3PVqlXl7Oys9PR0m/b09HT5+fkVuI6fn991+//+++8aPXq0li1bpu7du0uSWrdure3bt2vSpEn5LidJkpubm9zc3OwpHQAAlGB2jbC4urqqXbt2SkpKsrbl5eUpKSlJoaGhBa4TGhpq01+S1qxZY+1/6dIlXbp0SU5OtqU4OzsrLy/PnvIAAEApZdcIi3RlCvLAgQMVFBSk4OBgJSQkKCcnR9HR0ZKkAQMGqFatWoqPj5ckDR8+XJ06ddLkyZPVvXt3LVy4UFu3btXs2bMlSZ6enurUqZNGjhyp8uXLq27duvrqq6/0/vvva8qUKYV4qAAAoKSyO7BERkYqMzNTY8eOVVpamgIDA7Vq1SrrjbWpqak2oyW33XabEhMTNWbMGI0ePVqNGjXS8uXL1bJlS2ufhQsXatSoUerfv79OnjypunXr6vXXX9fgwYML4RABAEBJZzEMw3B0Ef9Udna2vLy8lJWVJU9Pz2Lfv5HcuNj3aQaW4L2OLsEhON9A6cV/38XLnt/fppglBAAAcD0EFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHoEFgAAYHo3FVhmzJihgIAAubu7KyQkRMnJydftv2TJEjVt2lTu7u5q1aqVVq5cma/P7t271bNnT3l5ealChQpq3769UlNTb6Y8AABQytgdWBYtWqTY2FjFxcUpJSVFbdq0UXh4uDIyMgrsv3HjRkVFRSkmJkbff/+9IiIiFBERoV27dln7HDhwQB07dlTTpk21fv167dy5Uy+//LLc3d1v/sgAAECpYTEMw7BnhZCQELVv317Tp0+XJOXl5cnf319PP/20XnzxxXz9IyMjlZOToxUrVljbbr31VgUGBmrWrFmSpH79+qlcuXL64IMPbuogsrOz5eXlpaysLHl6et7UNv4JI7lxse/TDCzBex1dgkNwvoHSi/++i5c9v7/tGmG5ePGitm3bprCwsD824OSksLAwbdq0qcB1Nm3aZNNfksLDw6398/Ly9Nlnn6lx48YKDw9X9erVFRISouXLl1+zjgsXLig7O9vmAwAASi+7AsuJEyeUm5srX19fm3ZfX1+lpaUVuE5aWtp1+2dkZOjs2bOaMGGCunXrptWrV6tXr17q3bu3vvrqqwK3GR8fLy8vL+vH39/fnsMAAAAljMNnCeXl5UmS7r//fj3zzDMKDAzUiy++qPvuu896yeivRo0apaysLOvnyJEjxVkyAAAoZi72dK5ataqcnZ2Vnp5u056eni4/P78C1/Hz87tu/6pVq8rFxUXNmze36dOsWTN9++23BW7Tzc1Nbm5u9pQOAABKMLtGWFxdXdWuXTslJSVZ2/Ly8pSUlKTQ0NAC1wkNDbXpL0lr1qyx9nd1dVX79u21Z88emz579+5V3bp17SkPAACUUnaNsEhSbGysBg4cqKCgIAUHByshIUE5OTmKjo6WJA0YMEC1atVSfHy8JGn48OHq1KmTJk+erO7du2vhwoXaunWrZs+ebd3myJEjFRkZqTvuuENdunTRqlWr9Omnn2r9+vWFc5QAAKBEszuwREZGKjMzU2PHjlVaWpoCAwO1atUq6421qampcnL6Y+DmtttuU2JiosaMGaPRo0erUaNGWr58uVq2bGnt06tXL82aNUvx8fEaNmyYmjRpoqVLl6pjx46FcIgAAKCks/s5LGbEc1gco6w+l4PzDZRe/PddvIrsOSwAAACOQGABAACmR2ABAACmR2ABAACmR2ABAACmR2ABAACmR2ABAACmR2ABAACmR2ABAACmR2ABAACmR2ABAACmR2ABAACmR2ABAACmR2ABAACmR2ABAACmR2ABAACmR2ABAACmR2ABAACmR2ABAACmR2ABAACmR2ABAACmR2ABAACmR2ABAACm5+LoAgDAzIzkxo4uwSEswXsdXQJggxEWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgejcVWGbMmKGAgAC5u7srJCREycnJ1+2/ZMkSNW3aVO7u7mrVqpVWrlx5zb6DBw+WxWJRQkLCzZQGAABKIbsDy6JFixQbG6u4uDilpKSoTZs2Cg8PV0ZGRoH9N27cqKioKMXExOj7779XRESEIiIitGvXrnx9ly1bps2bN6tmzZr2HwkAACi17A4sU6ZM0eOPP67o6Gg1b95cs2bNkoeHh+bOnVtg/6lTp6pbt24aOXKkmjVrpldffVVt27bV9OnTbfodPXpUTz/9tObPn69y5crd3NEAAIBSya7AcvHiRW3btk1hYWF/bMDJSWFhYdq0aVOB62zatMmmvySFh4fb9M/Ly9PDDz+skSNHqkWLFn9bx4ULF5SdnW3zAQAApZddgeXEiRPKzc2Vr6+vTbuvr6/S0tIKXCctLe1v+7/55ptycXHRsGHDbqiO+Ph4eXl5WT/+/v72HAYAAChhHD5LaNu2bZo6dareffddWSyWG1pn1KhRysrKsn6OHDlSxFUCAABHsiuwVK1aVc7OzkpPT7dpT09Pl5+fX4Hr+Pn5Xbf/N998o4yMDNWpU0cuLi5ycXHR4cOH9eyzzyogIKDAbbq5ucnT09PmAwAASi+7Aourq6vatWunpKQka1teXp6SkpIUGhpa4DqhoaE2/SVpzZo11v4PP/ywdu7cqe3bt1s/NWvW1MiRI/XFF1/YezwAAKAUcrF3hdjYWA0cOFBBQUEKDg5WQkKCcnJyFB0dLUkaMGCAatWqpfj4eEnS8OHD1alTJ02ePFndu3fXwoULtXXrVs2ePVuS5OPjIx8fH5t9lCtXTn5+fmrSpMk/PT4AAFAK2B1YIiMjlZmZqbFjxyotLU2BgYFatWqV9cba1NRUOTn9MXBz2223KTExUWPGjNHo0aPVqFEjLV++XC1btiy8owAAAKWaxTAMw9FF/FPZ2dny8vJSVlaWQ+5nMZIbF/s+zcASvNfRJTgE57ts4XyXLZzv4mXP72+HzxICAAD4OwQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgejcVWGbMmKGAgAC5u7srJCREycnJ1+2/ZMkSNW3aVO7u7mrVqpVWrlxpXXbp0iW98MILatWqlSpUqKCaNWtqwIABOnbs2M2UBgAASiG7A8uiRYsUGxuruLg4paSkqE2bNgoPD1dGRkaB/Tdu3KioqCjFxMTo+++/V0REhCIiIrRr1y5J0rlz55SSkqKXX35ZKSkp+uijj7Rnzx717Nnznx0ZAAAoNSyGYRj2rBASEqL27dtr+vTpkqS8vDz5+/vr6aef1osvvpivf2RkpHJycrRixQpr26233qrAwEDNmjWrwH1s2bJFwcHBOnz4sOrUqfO3NWVnZ8vLy0tZWVny9PS053AKhZHcuNj3aQaW4L2OLsEhON9lC+e7bOF8Fy97fn/bNcJy8eJFbdu2TWFhYX9swMlJYWFh2rRpU4HrbNq0yaa/JIWHh1+zvyRlZWXJYrHI29u7wOUXLlxQdna2zQcAAJRedgWWEydOKDc3V76+vjbtvr6+SktLK3CdtLQ0u/qfP39eL7zwgqKioq6ZtuLj4+Xl5WX9+Pv723MYAACghDHVLKFLly6pb9++MgxDM2fOvGa/UaNGKSsry/o5cuRIMVYJAACKm4s9natWrSpnZ2elp6fbtKenp8vPz6/Adfz8/G6o/9WwcvjwYX355ZfXvZbl5uYmNzc3e0oHAAAlmF0jLK6urmrXrp2SkpKsbXl5eUpKSlJoaGiB64SGhtr0l6Q1a9bY9L8aVvbt26e1a9fKx8fHnrIAAEApZ9cIiyTFxsZq4MCBCgoKUnBwsBISEpSTk6Po6GhJ0oABA1SrVi3Fx8dLkoYPH65OnTpp8uTJ6t69uxYuXKitW7dq9uzZkq6ElQceeEApKSlasWKFcnNzrfe3VKlSRa6uroV1rAAAoISyO7BERkYqMzNTY8eOVVpamgIDA7Vq1SrrjbWpqalycvpj4Oa2225TYmKixowZo9GjR6tRo0Zavny5WrZsKUk6evSoPvnkE0lSYGCgzb7WrVunzp073+ShAQCA0sLu57CYEc9hcQye01C2cL7LFs532VLqnsMCAADgCAQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgegQWAABgejcVWGbMmKGAgAC5u7srJCREycnJ1+2/ZMkSNW3aVO7u7mrVqpVWrlxps9wwDI0dO1Y1atRQ+fLlFRYWpn379t1MaQAAoBSyO7AsWrRIsbGxiouLU0pKitq0aaPw8HBlZGQU2H/jxo2KiopSTEyMvv/+e0VERCgiIkK7du2y9pk4caKmTZumWbNm6bvvvlOFChUUHh6u8+fP3/yRAQCAUsNiGIZhzwohISFq3769pk+fLknKy8uTv7+/nn76ab344ov5+kdGRionJ0crVqywtt16660KDAzUrFmzZBiGatasqWeffVbPPfecJCkrK0u+vr5699131a9fv7+tKTs7W15eXsrKypKnp6c9h1MojOTGxb5PM7AE73V0CQ7B+S5bON9lC+e7eNnz+9vFng1fvHhR27Zt06hRo6xtTk5OCgsL06ZNmwpcZ9OmTYqNjbVpCw8P1/LlyyVJhw4dUlpamsLCwqzLvby8FBISok2bNhUYWC5cuKALFy5Yv8/KypJ05cAdwTib65D9OprFQT9vR+N8ly2c77KF8128rv7evpGxE7sCy4kTJ5SbmytfX1+bdl9fX/38888FrpOWllZg/7S0NOvyq23X6vNX8fHxGj9+fL52f3//GzsQFBIvRxeAYsX5Lls432WLY8/3mTNn5OV1/RrsCixmMWrUKJtRm7y8PJ08eVI+Pj6yWCwOrKx4ZWdny9/fX0eOHHHIpTAUL8532cL5LlvK6vk2DENnzpxRzZo1/7avXYGlatWqcnZ2Vnp6uk17enq6/Pz8ClzHz8/vuv2v/m96erpq1Khh0ycwMLDAbbq5ucnNzc2mzdvb255DKVU8PT3L1D/wso7zXbZwvsuWsni+/25k5Sq7Zgm5urqqXbt2SkpKsrbl5eUpKSlJoaGhBa4TGhpq01+S1qxZY+1fr149+fn52fTJzs7Wd999d81tAgCAssXuS0KxsbEaOHCggoKCFBwcrISEBOXk5Cg6OlqSNGDAANWqVUvx8fGSpOHDh6tTp06aPHmyunfvroULF2rr1q2aPXu2JMlisWjEiBF67bXX1KhRI9WrV08vv/yyatasqYiIiMI7UgAAUGLZHVgiIyOVmZmpsWPHKi0tTYGBgVq1apX1ptnU1FQ5Of0xcHPbbbcpMTFRY8aM0ejRo9WoUSMtX75cLVu2tPZ5/vnnlZOTo0GDBun06dPq2LGjVq1aJXd390I4xNLLzc1NcXFx+S6PoXTifJctnO+yhfP99+x+DgsAAEBx411CAADA9AgsAADA9AgsAADA9AgsAADA9AgsAADA9AgsAADA9AgsJdDly5e1du1avfPOOzpz5owk6dixYzp79qyDKwNwsy5duiQXFxft2rXL0aWgmO3fv19ffPGFfv/9d0k39ubisqhEvvywLDt8+LC6deum1NRUXbhwQXfffbcqVaqkN998UxcuXNCsWbMcXSIKwSeffHLDfXv27FmElaC4lCtXTnXq1FFubq6jS0Ex+e233xQZGakvv/xSFotF+/btU/369RUTE6PKlStr8uTJji7RVAgsJczw4cMVFBSkHTt2yMfHx9req1cvPf744w6sDIXpr6+lsFgsNn91/fmt5PyCKz1eeukljR49Wh988IGqVKni6HJQxJ555hm5uLgoNTVVzZo1s7ZHRkYqNjaWwPIXBJYS5ptvvtHGjRvl6upq0x4QEKCjR486qCoUtry8POvXa9eu1QsvvKA33njD+kLQTZs2acyYMXrjjTccVSKKwPTp07V//37VrFlTdevWVYUKFWyWp6SkOKgyFIXVq1friy++UO3atW3aGzVqpMOHDzuoKvMisJQweXl5Bf5F/euvv6pSpUoOqAhFbcSIEZo1a5Y6duxobQsPD5eHh4cGDRqk3bt3O7A6FCZe+Fq25OTkyMPDI1/7yZMneadQAQgsJUzXrl2VkJBg87brs2fPKi4uTvfee6+Dq0NROHDggLy9vfO1e3l56Zdffin2elB04uLiHF0CitHtt9+u999/X6+++qqkK/9/npeXp4kTJ6pLly4Ors58ePlhCfPrr78qPDxchmFo3759CgoK0r59+1S1alV9/fXXql69uqNLRCG744475O7urg8++MD6VvT09HQNGDBA58+f11dffeXgClGYTp8+rQ8//FAHDhzQyJEjVaVKFaWkpMjX11e1atVydHkoRLt27dJdd92ltm3b6ssvv1TPnj31448/6uTJk9qwYYMaNGjg6BJNhcBSAl2+fFmLFi3Sjh07dPbsWbVt21b9+/dX+fLlHV0aisD+/fvVq1cv7d27V/7+/pKkI0eOqFGjRlq+fLkaNmzo4ApRWHbu3KmwsDDr6NmePXtUv359jRkzRqmpqXr//fcdXSIKWVZWlqZPn27z/+dDhgxRjRo1HF2a6RBYgBLAMAytWbNGP//8sySpWbNmCgsLs5kthJIvLCxMbdu21cSJE1WpUiXt2LFD9evX18aNG/Xggw9yCRBlGoGlhImPj5evr68effRRm/a5c+cqMzNTL7zwgoMqQ3E4f/683NzcCCqllJeXl1JSUtSgQQObwHL48GE1adJE58+fd3SJ+Id27tx5w31bt25dhJWUPNx0W8K88847SkxMzNfeokUL9evXj8BSCuXl5en111/XrFmzlJ6err1796p+/fp6+eWXFRAQoJiYGEeXiELi5uam7OzsfO179+5VtWrVHFARCltgYGC+5yoVxGKx8IylvyCwlDBpaWkFXtusVq2ajh8/7oCKUNRee+01vffee5o4caLNwwFbtmyphIQEAksp0rNnT73yyitavHixpCu/tFJTU/XCCy+oT58+Dq4OheHQoUOOLqHEIrCUMP7+/tqwYYPq1atn075hwwbVrFnTQVWhKL3//vuaPXu27rrrLg0ePNja3qZNG+s9LSgdJk+erAceeEDVq1fX77//rk6dOiktLU2hoaF6/fXXHV0eCkHdunUdXUKJRWApYR5//HGNGDFCly5d0p133ilJSkpK0vPPP69nn33WwdWhKBw9erTAmUB5eXm6dOmSAypCUfHy8tKaNWv07bffaufOndZZI2FhYY4uDUXgWu8Ms1gscnd3V8OGDfP9cVqWEVhKmJEjR+q3337TU089pYsXL0qS3N3d9cILL2jUqFEOrg5FoXnz5vrmm2/y/WX24Ycf6pZbbnFQVShKHTt2tHmyMUqniIiIAu9nudpmsVjUsWNHLV++XJUrV3ZQleZBYClBcnNztWHDBr344ot6+eWXtXv3bpUvX16NGjXiMc6l2NixYzVw4EAdPXpUeXl5+uijj7Rnzx69//77WrFihaPLQyFLSkpSUlKSMjIybN4pJV2ZDYjSY82aNXrppZf0+uuvKzg4WJKUnJysl19+WWPGjJGXl5eeeOIJPffcc5ozZ46Dq3U8pjWXMO7u7tq9ezfDhGXMN998o1deecXm4VJjx45V165dHV0aCtH48eP1yiuvKCgoSDVq1Mg3fX3ZsmUOqgxFoWXLlpo9e7Zuu+02m/YNGzZo0KBB+vHHH7V27Vo9+uijSk1NdVCV5sEISwnTsmVLHTx4kMBSxtx+++1as2aNo8tAEZs1a5beffddPfzww44uBcXgwIED8vT0zNfu6empgwcPSrry5uYTJ04Ud2mm5OToAmCf1157Tc8995xWrFih48ePKzs72+YDoOS6ePFivr+2UXq1a9dOI0eOVGZmprUtMzNTzz//vNq3by9J2rdvn/WVHGUdl4RKGCenPzLmn4eLr96gxYOGSocqVapo7969qlq1qipXrnzdJ9uePHmyGCtDUXrhhRdUsWJFvfzyy44uBcVgz549uv/++3Xo0CGb94TVr19fH3/8sRo3bqzly5frzJkzjLqJS0Ilzrp16xxdAorB22+/rUqVKkmSEhISHFsMilRsbKz167y8PM2ePVtr165V69atVa5cOZu+U6ZMKe7yUISaNGmin376SatXr9bevXutbXfffbf1j9OIiAgHVmgujLAAJnb58mUlJiYqPDxcvr6+ji4HRaBLly433Jc/WFCWEVhKoNOnT2vOnDnavXu3pCvvEXr00Ufl5eXl4MpQFDw8PLR7926ekAmUQkxjv3HcdFvCbN26VQ0aNNDbb7+tkydP6uTJk5oyZYoaNGiglJQUR5eHIhAcHKzvv//e0WWgGDz66KM6c+ZMvvacnJx8b2hHyTd+/Hh17dpVSUlJOnHihE6dOmXzgS1GWEqY22+/XQ0bNtR//vMfubhcuQXp8uXLeuyxx3Tw4EF9/fXXDq4QhW3x4sUaNWqUnnnmGbVr104VKlSwWc4r6EsPZ2dnHT9+XNWrV7dpP3HihPz8/HT58mUHVYaiUKNGDU2cOJEbam8QgaWEKV++vL7//ns1bdrUpv2nn35SUFCQzp0756DKUFT+PDPsqj8/upuZYSVfdna2DMNQ5cqVtW/fPlWrVs26LDc3V59++qlefPFFHTt2zIFVorD5+PgoOTlZDRo0cHQpJQKzhEoYT09Ppaam5gssR44csc4qQenC6+hLP29vb1ksFlksFjVu3DjfcovFovHjxzugMhSlxx57TImJiUxjv0EElhImMjJSMTExmjRpkvUBUxs2bNDIkSMVFRXl4OpQ2K6+lXvFihVq1qyZo8tBEVm3bp0Mw9Cdd96ppUuXqkqVKtZlrq6uqlu3rmrWrOnAClEUzp8/zzR2OxBYSphJkybJYrFowIAB1uvZ5cqV05NPPqkJEyY4uDoUtnLlyun8+fOOLgNFrFOnTpKujKZ5enpq7ty5NrMAmzdv7sjyUER27typwMBASdKuXbtsll3vYZFlFfewlFDnzp3TgQMHJEkNGjSQh4eHgytCUXnjjTe0d+9e/fe//7XeaI3SaevWrerWrZvc3d2tb+/dsmWLfv/9d61evVpt27Z1cIWA4xBYSpj//e9/6t27NwGlDOnVq5eSkpJUsWJFtWrVKt8soY8++shBlaGwMQsQuDYCSwlTrVo1/f777+rZs6ceeughhYeHy9nZ2dFloQhFR0dfd/m8efOKqRIUNWYBln69e/fWu+++K09PT/Xu3fu6ffljxBbjyyXM8ePHtWrVKi1YsEB9+/aVh4eH/u///k/9+/fnLa+lFIGk7GAWYOnn5eVlvT+Fp5PbhxGWEuzcuXNatmyZEhMTtXbtWtWuXdt6XwuAkmfYsGFatmxZgbMA+/Tpw4swS5nff/9deXl51su8v/zyi5YvX65mzZopPDzcwdWZDyMsJZiHh4fCw8N16tQpHT582DqrAKXPhx9+qMWLFys1NVUXL160WcYrGUoPZgGWLffff7969+6twYMH6/Tp07r11ltVrlw5nThxQlOmTNGTTz7p6BJNhXcJlUDnzp3T/Pnzde+996pWrVpKSEhQr1699OOPPzq6NBSBadOmKTo6Wr6+vvr+++8VHBwsHx8fHTx4UPfcc4+jy0MhcnV11dSpU3Xq1Clt375d27dv18mTJ/X222/Lzc3N0eWhkKWkpOj222+XdOWPEl9fXx0+fFjvv/++pk2b5uDqzIdLQiVMv379tGLFCnl4eKhv377q37+/QkNDHV0WilDTpk0VFxenqKgoVapUSTt27FD9+vU1duxYnTx5UtOnT3d0iQBugoeHh37++WfVqVNHffv2VYsWLRQXF6cjR46oSZMm3GT9F4ywlDDOzs5avHixjh8/runTpxNWyoDU1FTr/Qzly5e3vs334Ycf1oIFCxxZGoB/oGHDhlq+fLmOHDmiL774Ql27dpUkZWRkyNPT08HVmQ+BpYS5eimIqcxlh5+fn06ePClJqlOnjjZv3izpylNRGSAFSq6xY8fqueeeU0BAgEJCQqx/gK5evVq33HKLg6szHy4JlQDTpk3ToEGD5O7u/rfXNYcNG1ZMVaG4PPbYY/L391dcXJxmzJihkSNHqkOHDtq6dat69+6tOXPmOLpEADcpLS1Nx48fV5s2baxvZk9OTpanp2e+6e1lHYGlBKhXr562bt0qHx8f1atX75r9LBaLDh48WIyVoTjk5eUpLy/P+uTTRYsWacOGDWrUqJEGDx6c74VpAFAaEViAEuD8+fPauXOnMjIylJeXZ223WCzq0aOHAysDgOLBc1hKgNjY2BvqZ7FYNHny5CKuBsVt1apVevjhh/Xbb7/lW2axWJSbm+uAqgCgeDHCUgJ06dLF5vuUlBRdvnxZTZo0kSTt3btXzs7Oateunb788ktHlIgi1KhRI3Xt2lVjx46Vr6+vo8sBAIdghKUEWLdunfXrKVOmqFKlSnrvvfdUuXJlSdKpU6cUHR1tfQARSpf09HTFxsYSVgCUaYywlDC1atXS6tWr1aJFC5v2Xbt2qWvXrjp27JiDKkNRefTRR9WhQwfFxMQ4uhQAcBhGWEqY7OxsZWZm5mvPzMy0PlAMpcv06dP1f//3f/rmm2/UqlWrfLOCmMoOoCxghKWEGTBggL755htNnjxZwcHBkqTvvvtOI0eO1O2336733nvPwRWisM2ZM0eDBw+Wu7u7fHx8rK+ml5jKDqDsILCUMOfOndNzzz2nuXPn6tKlS5IkFxcXxcTE6K233rK+phylh5+fn4YNG6YXX3zR+mApAChrCCwlVE5Ojg4cOCBJatCgAUGlFKtSpYq2bNmiBg0aOLoUAHAYAgtgcs8884yqVaum0aNHO7oUAHAYbroFTC43N1cTJ07UF198odatW+e76XbKlCkOqgwAig8jLIDJ/fXBgX9msVh4WCCAMoHAAgAATI8pBwAAwPQILAAAwPQILAAAwPQILAAAwPQILAAAwPQILAAKTVpamoYPH66GDRvK3d1dvr6+6tChg2bOnKlz5845ujwAJRgPjgNQKA4ePKgOHTrI29tbb7zxhlq1aiU3Nzf98MMPmj17tmrVqqWePXvmW+/SpUv5HoYHAH/FCAuAQvHUU0/JxcVFW7duVd++fdWsWTPVr19f999/vz777DP16NFD0pWH3c2cOVM9e/ZUhQoV9Prrr0uSZs6cqQYNGsjV1VVNmjTRBx98YN32L7/8IovFou3bt1vbTp8+LYvFovXr10uS1q9fL4vFos8++0ytW7eWu7u7br31Vu3atcu6zuHDh9WjRw9VrlxZFSpUUIsWLbRy5cqi/+EA+McILAD+sd9++02rV6/WkCFDrvkiTovFYv163Lhx6tWrl3744Qc9+uijWrZsmYYPH65nn31Wu3bt0hNPPKHo6GitW7fO7lpGjhypyZMna8uWLapWrZp69OhhfbP5kCFDdOHCBX399df64Ycf9Oabb6pixYo3d9AAihWXhAD8Y/v375dhGGrSpIlNe9WqVXX+/HlJV8LCm2++KUl68MEHFR0dbe0XFRWlRx55RE899ZQkKTY2Vps3b9akSZOu+2qCgsTFxenuu++WJL333nuqXbu2li1bpr59+yo1NVV9+vRRq1atJEn169e/uQMGUOwYYQFQZJKTk7V9+3a1aNFCFy5csLYHBQXZ9Nu9e7c6dOhg09ahQwft3r3b7n2GhoZav65SpYqaNGli3c6wYcP02muvqUOHDoqLi9POnTvt3j4AxyCwAPjHGjZsKIvFoj179ti0169fXw0bNlT58uVt2q912ehanJyu/F/Vn199dvUyjz0ee+wxHTx4UA8//LB++OEHBQUF6V//+pfd2wFQ/AgsAP4xHx8f3X333Zo+fbpycnLsXr9Zs2basGGDTduGDRvUvHlzSVK1atUkScePH7cu//MNuH+2efNm69enTp3S3r171axZM2ubv7+/Bg8erI8++kjPPvus/vOf/9hdL4Dixz0sAArFv//9b3Xo0EFBQUEaN26cWrduLScnJ23ZskU///yz2rVrd811R44cqb59++qWW25RWFiYPv30U3300Udau3atJKl8+fK69dZbNWHCBNWrV08ZGRkaM2ZMgdt65ZVX5OPjI19fX7300kuqWrWqIiIiJEkjRozQPffco8aNG+vUqVNat26dTZgBYGIGABSSY8eOGUOHDjXq1atnlCtXzqhYsaIRHBxsvPXWW0ZOTo5hGIYhyVi2bFm+df/9738b9evXN8qVK2c0btzYeP/9922W//TTT0ZoaKhRvnx5IzAw0Fi9erUhyVi3bp1hGIaxbt06Q5Lx6aefGi1atDBcXV2N4OBgY8eOHdZtDB061GjQoIHh5uZmVKtWzXj44YeNEydOFNnPA0DhsRjGny4KA0AJtX79enXp0kWnTp2St7e3o8sBUMi4hwUAAJgegQUAAJgel4QAAIDpMcICAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABM7/8BtH/CmPt8S7IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lWZYuXryo8uXL3/S5WHdEGDl9+rT8/f1NlwEAAG7ByZMnM7zx4Q13RBi58VTNkydPytPT03A1AAAgKxISEuTv75/h07H/Ktth5Pvvv9dbb72lnTt36syZM1qxYkWmt5W+YdOmTQoJCdHvv/8uf39/jRkzRv369cvyMW9cmvH09CSMAABwh/mnKRbZnsCamJioBg0aaNasWVnqf+zYMbVv316tWrXS7t279fzzz2vgwIFau3Ztdg8NAAAKoGyPjLRt21Zt27bNcv85c+aoUqVKmjp1qiSpVq1a+uGHH/TOO+8oKCgow22Sk5MdnkCZkJCQ3TIBAMAdIteX9m7dulWBgYEObUFBQdq6dWum20yaNEleXl72F5NXAQAouHJ9AmtUVFS6R4H7+fkpISFBly9fVrFixdJtM3r0aIWEhNjf35gAAwC4M6Wmpurq1aumy0AOK1q0qJycnG57P/lyNY2rq6tcXV1NlwEAuE2WZSkqKkrnz583XQpyibe3t8qWLXtb9wHL9TBStmxZRUdHO7RFR0fL09Mzw1ERAEDBcSOIlClTRu7u7ty4sgCxLEtJSUmKiYmRJJUrV+6W95XrYaRZs2b6+uuvHdrWr1+vZs2a5fahAQAGpaam2oNI6dKlTZeDXHBjUCEmJkZlypS55Us22Z7AeunSJe3evVu7d++WdH3p7u7duxUZGSnp+nyPPn362PsPHjxYR48e1Ysvvqj9+/frvffe0+eff64RI0bcUsEAgDvDjTki7u7uhitBbrpxfm9nTlC2w8iOHTt0zz336J577pEkhYSE6J577lFoaKgk6cyZM/ZgIkmVKlXS6tWrtX79ejVo0EBTp07Vhx9+mOmyXgBAwcKlmYItJ85vti/TtGzZUpZlZfr5Rx99lOE2v/zyS3YPBQAACoFcv88IAADAzeTLpb0AgILN2lY9z45la3Iwz46Vk2w2m8Pz3/bv369+/fpp9+7dqlmzplauXKlKlSrpl19+UcOGDf9xf/369dP58+e1cuXKXK37VhBGAAD4m9jYWIWGhmr16tWKjo5WyZIl1aBBA4WGhqp58+Z5UsOZM2dUsmRJ+/uwsDAVL15cBw4cUIkSJeTt7a0zZ87Ix8cnS/ubMWOGwzSLli1bqmHDhpo+fXpOl55thBEAAP6ma9euSklJ0cKFC1W5cmVFR0crIiJCZ8+ezbMaypYt6/D+yJEjat++vSpWrJhpn5vx8vLKsdpyGnNGAAD4i/Pnz2vz5s2aPHmyWrVqpYoVK6pJkyYaPXq0OnbsKOn6JZTZs2erbdu2KlasmCpXrqylS5c67OfkyZPq1q2bvL29VapUKT3++OM6fvy4Q5/58+erTp06cnV1Vbly5TRs2DD7ZzabzX5JxWazaefOnZowYYJsNpvGjRun48ePy2az2W+1IUm///67HnvsMXl6esrDw0MtWrTQkSNHJF2/THPjkk+/fv303XffacaMGbLZbLLZbDp27JiqVq2qt99+26HG3bt3y2az6fDhwznw080YIyNZkJfXNvOTO/U6KwBkxkr87R/7FLddU4kS7lrxxYdqWq+EXF1dMuw3dswrmjRhuKZPGqJPFq9Sjx49tOfnZapVs7KuXr2qoNZP6r6mDfT92nlydnbWG1Pm6tE2rfTrz8vk4lJUsz9YohdGv61J44erbZsHdCHhkrb89ItDjdaVE7ISf9PpI9+q9WODFNS6uUYO76cSxd0Vd3b/9T6XD8lKdNKp09F68MEn1PKBxopYPVeeHsW15afduprwu6QqDrXPmDFDBw8eVN26dTVhwgRJkq+vr/r3768FCxZo5MiR9r4LFizQgw8+qKpVq2b3x51lhBHgbwifQOHm7OysBXNe09P/N17vz/tC9zaspQcfaKQeT7RV/bp//vfhic6tNbBfV0nSa6HDtGHjVv1nTrjemz5GS5atVVpamj6cNc5+H475c15TyQrNtWnzdrV55H69MeUDhfxfHw0f+m/7Pv/VqG6GNZX185Gzs7NKFHdXWb/rc0Tizp5z6DNr7mfy8iyhxQunqGjRopKk6tUCMtyfl5eXXFxc5O7u7nCpp1+/fgoNDdW2bdvUpEkTXb16VeHh4elGS3Ial2kAAPibrp1a69ShCH35+bsKCmyu7zbvUKPm3fXRp1/a+zRr2sBhm/uaNND+A8ckSb/+dkCHj56UZ9n75OHXVB5+TVXa/wFduZKsI0dPKibmrE6fidEjLZvmWM2/7jmgFvffaw8it6J8+fJq37695s+fL0n66quvlJycrCeffDKnyswQIyMAAGTAzc1VrR9uptYPN9PYl5/RwKFhGvfGe+r378f/cdtLl5LU6J5a+nTem+k+8/UpqSJFcn4soJhbzjztfuDAgerdu7feeecdLViwQN27d8/1W/ozMgIAQBbUrllFiYmX7e9/2rbH4fOft+9RzRqVJEn3NqylQ0ciVca3lKpWudvh5eXlIQ+P4gqoWF4Rm37Osfrq1a2uzT/uyvIzYlxcXJSampquvV27dipevLhmz56tNWvWqH///jlWY2YIIwAA/MXZs+f1SLsB+vSzVdqz96COHf9DXyxfp7feWaCOj7Wy91u6Yr3mf7xCBw8dV9jrs7Rtx14Ne6anJOmp7u3lU7qkOnUfrs1bdurY8T+06fvtem7km/rjVJQkKeyVZzXtPx/r3fcW6dDhE9q1+3/6z+zwW6572DM9lZCQqJ59X9SOXb/r0OET+mTxVzpw8FiG/QMCAvTzzz/r+PHjiouLU1pamiTJyclJ/fr10+jRo1WtWjU1a9bslmvKKi7TAADyXH6eMF2ihLua/Ku+ps/8REeO/aGrV6/Kv0JZDezXVa+MGmjvN+7VZ7Vk6RoNHfGGypX1UfiCyapd6/qqFXf3Yvpu7QK9PPYdde0VoouXElWhfBk9/FBTeXqUkCT1fepxXbmSoukzP9GoV6fKp3RJde3U+pbrLl3aWxFff6gXX52mlo8Gy8nJSQ3r1VDz++7JsP/IkSPVt29f1a5dW5cvX9axY8cUEBAgSRowYIAmTpyo4ODgW64nO2zWzZ56l08kJCTIy8tLFy5ckKenZ54fn9UVhQvnu3DhfOeeK1eu6NixY6pUqZLc3Nxy/XhZkZWlvVlRpER9LV88XZ06PJwj+8tttuL1stV/8+bNeuSRR3Ty5En5+fndtO/NznNWf38zMgIAACRJycnJio2N1bhx4/Tkk0/+YxDJKcwZAQAAkqTFixerYsWKOn/+vKZMmZJnx2VkBACAbEq7tOefO92B+vXrp379+uX5cRkZAQAARhFGAAC56g5YJ4HbkBPnlzACAMgVN25LnpSUZLgS5KYb5/d2bkPPnBEAQK5wcnKSt7e3YmJiJEnu7u72h8aZYiUXzlEam9OVHN+nZVlKSkpSTEyMvL295eTkdMv7IowAAHLNjSfC3ggkxiXnkzrymuutj1r8E29vb4cn/94KwggAINfYbDaVK1dOZcqUyfIzU3KTtedZ0yUYYau5Jlf2W7Ro0dsaEbmBMAIAyHVOTk458kvrdlk6bboEI2z55A64mWECKwAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAo24pjMyaNUsBAQFyc3NT06ZNtW3btpv2nz59umrUqKFixYrJ399fI0aM0JUrV26pYAAAULBkO4wsWbJEISEhCgsL065du9SgQQMFBQUpJiYmw/7h4eF6+eWXFRYWpn379mnevHlasmSJXnnlldsuHgAA3PmyHUamTZumQYMGKTg4WLVr19acOXPk7u6u+fPnZ9j/xx9/VPPmzdWrVy8FBASoTZs26tmz501HU5KTk5WQkODwAgAABVO2wkhKSop27typwMDAP3dQpIgCAwO1devWDLe5//77tXPnTnv4OHr0qL7++mu1a9cu0+NMmjRJXl5e9pe/v392ygQAAHcQ5+x0jouLU2pqqvz8/Bza/fz8tH///gy36dWrl+Li4vTAAw/Isixdu3ZNgwcPvullmtGjRyskJMT+PiEhgUACAEABleuraTZt2qSJEyfqvffe065du7R8+XKtXr1ar732WqbbuLq6ytPT0+EFAAAKpmyNjPj4+MjJyUnR0dEO7dHR0SpbtmyG24wdO1a9e/fWwIEDJUn16tVTYmKinn76ab366qsqUoTVxQAAFGbZSgIuLi5q1KiRIiIi7G1paWmKiIhQs2bNMtwmKSkpXeBwcnKSJFmWld16AQBAAZOtkRFJCgkJUd++fdW4cWM1adJE06dPV2JiooKDgyVJffr0UYUKFTRp0iRJUocOHTRt2jTdc889atq0qQ4fPqyxY8eqQ4cO9lACAAAKr2yHke7duys2NlahoaGKiopSw4YNtWbNGvuk1sjISIeRkDFjxshms2nMmDE6deqUfH191aFDB73xxhs59y0AAMAdy2bdAddKEhIS5OXlpQsXLhiZzGptq57nx8wPbE0Omi7BCM534cL5Llw433krq7+/mT0KAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjbimMzJo1SwEBAXJzc1PTpk21bdu2m/Y/f/68hg4dqnLlysnV1VXVq1fX119/fUsFAwCAgsU5uxssWbJEISEhmjNnjpo2barp06crKChIBw4cUJkyZdL1T0lJUevWrVWmTBktXbpUFSpU0IkTJ+Tt7Z0T9QMAgDtctsPItGnTNGjQIAUHB0uS5syZo9WrV2v+/Pl6+eWX0/WfP3++4uPj9eOPP6po0aKSpICAgJseIzk5WcnJyfb3CQkJ2S0TAADcIbJ1mSYlJUU7d+5UYGDgnzsoUkSBgYHaunVrhtv897//VbNmzTR06FD5+fmpbt26mjhxolJTUzM9zqRJk+Tl5WV/+fv7Z6dMAABwB8lWGImLi1Nqaqr8/Pwc2v38/BQVFZXhNkePHtXSpUuVmpqqr7/+WmPHjtXUqVP1+uuvZ3qc0aNH68KFC/bXyZMns1MmAAC4g2T7Mk12paWlqUyZMpo7d66cnJzUqFEjnTp1Sm+99ZbCwsIy3MbV1VWurq65XRoAAMgHshVGfHx85OTkpOjoaIf26OholS1bNsNtypUrp6JFi8rJycneVqtWLUVFRSklJUUuLi63UDYAACgosnWZxsXFRY0aNVJERIS9LS0tTREREWrWrFmG2zRv3lyHDx9WWlqave3gwYMqV64cQQQAAGT/PiMhISH64IMPtHDhQu3bt0/PPvusEhMT7atr+vTpo9GjR9v7P/vss4qPj9fw4cN18OBBrV69WhMnTtTQoUNz7lsAAIA7VrbnjHTv3l2xsbEKDQ1VVFSUGjZsqDVr1tgntUZGRqpIkT8zjr+/v9auXasRI0aofv36qlChgoYPH66XXnop574FAAC4Y9ksy7JMF/FPEhIS5OXlpQsXLsjT0zPPj29tq57nx8wPbE0Omi7BCM534cL5Llw433krq7+/eTYNAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMuqUwMmvWLAUEBMjNzU1NmzbVtm3bsrTdZ599JpvNpk6dOt3KYQEAQAGU7TCyZMkShYSEKCwsTLt27VKDBg0UFBSkmJiYm253/PhxjRw5Ui1atLjlYgEAQMGT7TAybdo0DRo0SMHBwapdu7bmzJkjd3d3zZ8/P9NtUlNT9dRTT2n8+PGqXLnyPx4jOTlZCQkJDi8AAFAwZSuMpKSkaOfOnQoMDPxzB0WKKDAwUFu3bs10uwkTJqhMmTIaMGBAlo4zadIkeXl52V/+/v7ZKRMAANxBshVG4uLilJqaKj8/P4d2Pz8/RUVFZbjNDz/8oHnz5umDDz7I8nFGjx6tCxcu2F8nT57MTpkAAOAO4pybO7948aJ69+6tDz74QD4+PlneztXVVa6urrlYGQAAyC+yFUZ8fHzk5OSk6Ohoh/bo6GiVLVs2Xf8jR47o+PHj6tChg70tLS3t+oGdnXXgwAFVqVLlVuoGAAAFRLYu07i4uKhRo0aKiIiwt6WlpSkiIkLNmjVL179mzZr67bfftHv3bvurY8eOatWqlXbv3s1cEAAAkP3LNCEhIerbt68aN26sJk2aaPr06UpMTFRwcLAkqU+fPqpQoYImTZokNzc31a1b12F7b29vSUrXDgAACqdsh5Hu3bsrNjZWoaGhioqKUsOGDbVmzRr7pNbIyEgVKcKNXQEAQNbYLMuyTBfxTxISEuTl5aULFy7I09Mzz49vbaue58fMD2xNDpouwQjOd+HC+S5cON95K6u/vxnCAAAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARt1SGJk1a5YCAgLk5uampk2batu2bZn2/eCDD9SiRQuVLFlSJUuWVGBg4E37AwCAwiXbYWTJkiUKCQlRWFiYdu3apQYNGigoKEgxMTEZ9t+0aZN69uypjRs3auvWrfL391ebNm106tSp2y4eAADc+bIdRqZNm6ZBgwYpODhYtWvX1pw5c+Tu7q758+dn2H/RokUaMmSIGjZsqJo1a+rDDz9UWlqaIiIibrt4AABw58tWGElJSdHOnTsVGBj45w6KFFFgYKC2bt2apX0kJSXp6tWrKlWqVKZ9kpOTlZCQ4PACAAAFU7bCSFxcnFJTU+Xn5+fQ7ufnp6ioqCzt46WXXlL58uUdAs3fTZo0SV5eXvaXv79/dsoEAAB3kDxdTfPmm2/qs88+04oVK+Tm5pZpv9GjR+vChQv218mTJ/OwSgAAkJecs9PZx8dHTk5Oio6OdmiPjo5W2bJlb7rt22+/rTfffFMbNmxQ/fr1b9rX1dVVrq6u2SkNAADcobI1MuLi4qJGjRo5TD69MRm1WbNmmW43ZcoUvfbaa1qzZo0aN25869UCAIACJ1sjI5IUEhKivn37qnHjxmrSpImmT5+uxMREBQcHS5L69OmjChUqaNKkSZKkyZMnKzQ0VOHh4QoICLDPLSlRooRKlCiRg18FAADcibIdRrp3767Y2FiFhoYqKipKDRs21Jo1a+yTWiMjI1WkyJ8DLrNnz1ZKSoqeeOIJh/2EhYVp3Lhxt1c9AAC442U7jEjSsGHDNGzYsAw/27Rpk8P748eP38ohAABAIcGzaQAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYNQthZFZs2YpICBAbm5uatq0qbZt23bT/l988YVq1qwpNzc31atXT19//fUtFQsAAAqebIeRJUuWKCQkRGFhYdq1a5caNGigoKAgxcTEZNj/xx9/VM+ePTVgwAD98ssv6tSpkzp16qS9e/fedvEAAODOl+0wMm3aNA0aNEjBwcGqXbu25syZI3d3d82fPz/D/jNmzNCjjz6qUaNGqVatWnrttdd07733aubMmbddPAAAuPM5Z6dzSkqKdu7cqdGjR9vbihQposDAQG3dujXDbbZu3aqQkBCHtqCgIK1cuTLT4yQnJys5Odn+/sKFC5KkhISE7JSbY6xLqUaOa5rN0M/bNM534cL5Llw433nrxu9ty7Ju2i9bYSQuLk6pqany8/NzaPfz89P+/fsz3CYqKirD/lFRUZkeZ9KkSRo/fny6dn9//+yUi9vmZboA5CnOd+HC+S5czJ7vixcvyssr8xqyFUbyyujRox1GU9LS0hQfH6/SpUvLZrMZrCxvJSQkyN/fXydPnpSnp6fpcpDLON+FC+e7cCms59uyLF28eFHly5e/ab9shREfHx85OTkpOjraoT06Olply5bNcJuyZctmq78kubq6ytXV1aHN29s7O6UWKJ6enoXqf7yFHee7cOF8Fy6F8XzfbETkhmxNYHVxcVGjRo0UERFhb0tLS1NERISaNWuW4TbNmjVz6C9J69evz7Q/AAAoXLJ9mSYkJER9+/ZV48aN1aRJE02fPl2JiYkKDg6WJPXp00cVKlTQpEmTJEnDhw/XQw89pKlTp6p9+/b67LPPtGPHDs2dOzdnvwkAALgjZTuMdO/eXbGxsQoNDVVUVJQaNmyoNWvW2CepRkZGqkiRPwdc7r//foWHh2vMmDF65ZVXVK1aNa1cuVJ169bNuW9RQLm6uiosLCzdJSsUTJzvwoXzXbhwvm/OZv3TehsAAIBcxLNpAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYSSfuXbtmjZs2KD3339fFy9elCSdPn1aly5dMlwZgFt19epVOTs7a+/evaZLQR47fPiw1q5dq8uXL0v656fXFlb58kF5hdWJEyf06KOPKjIyUsnJyWrdurU8PDw0efJkJScna86cOaZLRA7473//m+W+HTt2zMVKkFeKFi2qu+++W6mphfPx9YXR2bNn1b17d3377bey2Ww6dOiQKleurAEDBqhkyZKaOnWq6RLzFcJIPjJ8+HA1btxYv/76q0qXLm1v79y5swYNGmSwMuSkTp06Oby32WwOfy399cnU/PIqOF599VW98sor+uSTT1SqVCnT5SCXjRgxQs7OzoqMjFStWrXs7d27d1dISAhh5G8II/nI5s2b9eOPP8rFxcWhPSAgQKdOnTJUFXJaWlqa/d8bNmzQSy+9pIkTJ9ofHrl161aNGTNGEydONFUicsHMmTN1+PBhlS9fXhUrVlTx4sUdPt+1a5ehypAb1q1bp7Vr1+quu+5yaK9WrZpOnDhhqKr8izCSj6SlpWX4l/Aff/whDw8PAxUhtz3//POaM2eOHnjgAXtbUFCQ3N3d9fTTT2vfvn0Gq0NO+vuIGAq2xMREubu7p2uPj4/n+TQZIIzkI23atNH06dPtTzS22Wy6dOmSwsLC1K5dO8PVITccOXJE3t7e6dq9vLx0/PjxPK8HuScsLMx0CchDLVq00Mcff6zXXntN0vX/nqelpWnKlClq1aqV4eryHx6Ul4/88ccfCgoKkmVZOnTokBo3bqxDhw7Jx8dH33//vcqUKWO6ROSwBx98UG5ubvrkk0/sT76Ojo5Wnz59dOXKFX333XeGK0ROOn/+vJYuXaojR45o1KhRKlWqlHbt2iU/Pz9VqFDBdHnIQXv37tUjjzyie++9V99++606duyo33//XfHx8dqyZYuqVKliusR8hTCSz1y7dk1LlizRr7/+qkuXLunee+/VU089pWLFipkuDbng8OHD6ty5sw4ePCh/f39J0smTJ1WtWjWtXLlSVatWNVwhcsqePXsUGBhoH/U6cOCAKleurDFjxigyMlIff/yx6RKRwy5cuKCZM2c6/Pd86NChKleunOnS8h3CCGCYZVlav3699u/fL0mqVauWAgMDHVbV4M4XGBioe++9V1OmTJGHh4d+/fVXVa5cWT/++KN69erFZTkUaoSRfGTSpEny8/NT//79Hdrnz5+v2NhYvfTSS4YqQ164cuWKXF1dCSEFlJeXl3bt2qUqVao4hJETJ06oRo0aunLliukScZv27NmT5b7169fPxUruPExgzUfef/99hYeHp2uvU6eOevToQRgpgNLS0vTGG29ozpw5io6O1sGDB1W5cmWNHTtWAQEBGjBggOkSkUNcXV2VkJCQrv3gwYPy9fU1UBFyWsOGDdPdNygjNpuNewj9DWEkH4mKisrwWqKvr6/OnDljoCLkttdff10LFy7UlClTHG5sV7duXU2fPp0wUoB07NhREyZM0Oeffy7p+i+kyMhIvfTSS+ratavh6pATjh07ZrqEOxZhJB/x9/fXli1bVKlSJYf2LVu2qHz58oaqQm76+OOPNXfuXD3yyCMaPHiwvb1Bgwb2OSQoGKZOnaonnnhCZcqU0eXLl/XQQw8pKipKzZo10xtvvGG6POSAihUrmi7hjkUYyUcGDRqk559/XlevXtXDDz8sSYqIiNCLL76oF154wXB1yA2nTp3KcMVMWlqarl69aqAi5BYvLy+tX79eP/zwg/bs2WNfXREYGGi6NOSCzJ5BZbPZ5ObmpqpVq6b7w7MwI4zkI6NGjdLZs2c1ZMgQpaSkSJLc3Nz00ksvafTo0YarQ26oXbu2Nm/enO4vqqVLl+qee+4xVBVy0wMPPOBwx10UTJ06dcpw/siNNpvNpgceeEArV65UyZIlDVWZfxBG8onU1FRt2bJFL7/8ssaOHat9+/apWLFiqlatGrcOLsBCQ0PVt29fnTp1SmlpaVq+fLkOHDigjz/+WKtWrTJdHnJYRESEIiIiFBMT4/CMIun6qjkUHOvXr9err76qN954Q02aNJEkbdu2TWPHjtWYMWPk5eWlZ555RiNHjtS8efMMV2seS3vzETc3N+3bt4+hu0Jm8+bNmjBhgsONkUJDQ9WmTRvTpSEHjR8/XhMmTFDjxo1Vrly5dEu4V6xYYagy5Ia6detq7ty5uv/++x3at2zZoqefflq///67NmzYoP79+ysyMtJQlfkHIyP5SN26dXX06FHCSCHTokULrV+/3nQZyGVz5szRRx99pN69e5suBXngyJEj8vT0TNfu6empo0ePSrr+BN+4uLi8Li1fKmK6APzp9ddf18iRI7Vq1SqdOXNGCQkJDi8Ad66UlJR0fyWj4GrUqJFGjRql2NhYe1tsbKxefPFF/etf/5IkHTp0yP4YiMKOyzT5SJEif2bDvw7h3pjsxE1yCoZSpUrp4MGD8vHxUcmSJW96x9X4+Pg8rAy56aWXXlKJEiU0duxY06UgDxw4cECPP/64jh075vDcqcqVK+vLL79U9erVtXLlSl28eJHRMnGZJl/ZuHGj6RKQB9555x15eHhIkqZPn262GOSqkJAQ+7/T0tI0d+5cbdiwQfXr11fRokUd+k6bNi2vy0MuqlGjhv73v/9p3bp1OnjwoL2tdevW9j88O3XqZLDC/IWREcCQa9euKTw8XEFBQfLz8zNdDnJBq1atstyXP0ZQmBFG8pnz589r3rx52rdvn6Trz6Xp37+/vLy8DFeG3ODu7q59+/Zx50agAGIpd9YxgTUf2bFjh6pUqaJ33nlH8fHxio+P17Rp01SlShXt2rXLdHnIBU2aNNEvv/xiugzkgf79++vixYvp2hMTE9M9qRt3vvHjx6tNmzaKiIhQXFyczp075/CCI0ZG8pEWLVqoatWq+uCDD+TsfH06z7Vr1zRw4EAdPXpU33//veEKkdM+//xzjR49WiNGjFCjRo1UvHhxh895zHjB4eTkpDNnzqhMmTIO7XFxcSpbtqyuXbtmqDLkhnLlymnKlClMTs0iwkg+UqxYMf3yyy+qWbOmQ/v//vc/NW7cWElJSYYqQ2756wqqG/56u2hWUN35EhISZFmWSpYsqUOHDsnX19f+WWpqqr766iu9/PLLOn36tMEqkdNKly6tbdu2qUqVKqZLuSOwmiYf8fT0VGRkZLowcvLkSfvqCxQsPHK84PP29pbNZpPNZlP16tXTfW6z2TR+/HgDlSE3DRw4UOHh4SzlziLCSD7SvXt3DRgwQG+//bb95khbtmzRqFGj1LNnT8PVIafdeDrzqlWrVKtWLdPlIJds3LhRlmXp4Ycf1rJly1SqVCn7Zy4uLqpYsaLKly9vsELkhitXrrCUOxsII/nI22+/LZvNpj59+tivHxctWlTPPvus3nzzTcPVIacVLVpUV65cMV0GctlDDz0k6foomKenp+bPn++wWq527domy0Mu2bNnjxo2bChJ2rt3r8NnN7vRYWHFnJF8KCkpSUeOHJEkValSRe7u7oYrQm6ZOHGiDh48qA8//NA+aRkF044dO/Too4/Kzc3N/hTX7du36/Lly1q3bp3uvfdewxUC5hBG8pFPP/1UXbp0IXwUIp07d1ZERIRKlCihevXqpVtNs3z5ckOVIaexWg7IHGEkH/H19dXly5fVsWNH/fvf/1ZQUJCcnJxMl4VcFBwcfNPPFyxYkEeVILexWq7g69Kliz766CN5enqqS5cuN+3LHxqOGBfOR86cOaM1a9Zo8eLF6tatm9zd3fXkk0/qqaee4mmfBRRho/BgtVzB5+XlZZ8Pwl2zs4eRkXwqKSlJK1asUHh4uDZs2KC77rrLPo8EwJ3nueee04oVKzJcLde1a1cemljAXL58WWlpafZLr8ePH9fKlStVq1YtBQUFGa4u/2FkJJ9yd3dXUFCQzp07pxMnTthn36PgWbp0qT7//HNFRkYqJSXF4TMeA1BwsFqucHn88cfVpUsXDR48WOfPn9d9992nokWLKi4uTtOmTdOzzz5rusR8hWfT5DNJSUlatGiR2rVrpwoVKmj69Onq3Lmzfv/9d9OlIRe8++67Cg4Olp+fn3755Rc1adJEpUuX1tGjR9W2bVvT5SEHubi4aMaMGTp37px2796t3bt3Kz4+Xu+8845cXV1Nl4cctmvXLrVo0ULS9T84/Pz8dOLECX388cd69913DVeX/3CZJh/p0aOHVq1aJXd3d3Xr1k1PPfWUmjVrZros5KKaNWsqLCxMPXv2lIeHh3799VdVrlxZoaGhio+P18yZM02XCOAWuLu7a//+/br77rvVrVs31alTR2FhYTp58qRq1KjBhOW/YWQkH3FyctLnn3+uM2fOaObMmQSRQiAyMtI+f6BYsWL2p7r27t1bixcvNlkagNtQtWpVrVy5UidPntTatWvVpk0bSVJMTIw8PT0NV5f/EEbykRuXZ1jOW3iULVtW8fHxkqS7775bP/30k6Trd+tk0BK4c4WGhmrkyJEKCAhQ06ZN7X9crlu3Tvfcc4/h6vIfLtMY9u677+rpp5+Wm5vbP15HfO655/KoKuSVgQMHyt/fX2FhYZo1a5ZGjRql5s2ba8eOHerSpYvmzZtnukQAtygqKkpnzpxRgwYN7E/o3rZtmzw9PdMt8S7sCCOGVapUSTt27FDp0qVVqVKlTPvZbDYdPXo0DytDXkhLS1NaWpr9jpxLlizRli1bVK1aNQ0ePDjdw7UAoCAijACGXblyRXv27FFMTIzS0tLs7TabTR06dDBYGQDkDe4zYlhISEiW+tlsNk2dOjWXq0FeW7NmjXr37q2zZ8+m+8xmsyk1NdVAVQCQtxgZMaxVq1YO73ft2qVr166pRo0akqSDBw/KyclJjRo10rfffmuiROSiatWqqU2bNgoNDZWfn5/pcgDACEZGDNu4caP939OmTZOHh4cWLlyokiVLSpLOnTun4OBg+81zULBER0crJCSEIAKgUGNkJB+pUKGC1q1bpzp16ji07927V23atNHp06cNVYbc0r9/fzVv3lwDBgwwXQoAGMPISD6SkJCg2NjYdO2xsbH2m2GhYJk5c6aefPJJbd68WfXq1Uu3eobl3AAKA0ZG8pE+ffpo8+bNmjp1qpo0aSJJ+vnnnzVq1Ci1aNFCCxcuNFwhctq8efM0ePBgubm5qXTp0vbHj0ss5wZQeBBG8pGkpCSNHDlS8+fP19WrVyVJzs7OGjBggN566y37o6hRcJQtW1bPPfecXn75ZftNkQCgsCGM5EOJiYk6cuSIJKlKlSqEkAKsVKlS2r59u6pUqWK6FAAwhjACGDRixAj5+vrqlVdeMV0KABjDBFbAoNTUVE2ZMkVr165V/fr1001gnTZtmqHKACDvMDICGPT3m979lc1m40Z3AAoFwggAADCK6fsAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCIAsi4qK0vDhw1W1alW5ubnJz89PzZs31+zZs5WUlGS6PAB3KG56BiBLjh49qubNm8vb21sTJ05UvXr15Orqqt9++01z585VhQoV1LFjx3TbXb16Nd3N3ADgrxgZAZAlQ4YMkbOzs3bs2KFu3bqpVq1aqly5sh5//HGtXr1aHTp0kHT9Zm2zZ89Wx44dVbx4cb3xxhuSpNmzZ6tKlSpycXFRjRo19Mknn9j3ffz4cdlsNu3evdvedv78edlsNm3atEmStGnTJtlsNq1evVr169eXm5ub7rvvPu3du9e+zYkTJ9ShQweVLFlSxYsXV506dfT111/n/g8HwG0hjAD4R2fPntW6des0dOjQTB/caLPZ7P8eN26cOnfurN9++039+/fXihUrNHz4cL3wwgvau3evnnnmGQUHB2vjxo3ZrmXUqFGaOnWqtm/fLl9fX3Xo0MH+lOuhQ4cqOTlZ33//vX777TdNnjxZJUqUuLUvDSDPcJkGwD86fPiwLMtSjRo1HNp9fHx05coVSdeDwOTJkyVJvXr1UnBwsL1fz5491a9fPw0ZMkSSFBISop9++klvv/32TW+Jn5GwsDC1bt1akrRw4ULdddddWrFihbp166bIyEh17dpV9erVkyRVrlz51r4wgDzFyAiAW7Zt2zbt3r1bderUUXJysr29cePGDv327dun5s2bO7Q1b95c+/bty/YxmzVrZv93qVKlVKNGDft+nnvuOb3++utq3ry5wsLCtGfPnmzvH0DeI4wA+EdVq1aVzWbTgQMHHNorV66sqlWrqlixYg7tmV3KyUyRItf/U/TXR2XduPSSHQMHDtTRo0fVu3dv/fbbb2rcuLH+85//ZHs/APIWYQTAPypdurRat26tmTNnKjExMdvb16pVS1u2bHFo27Jli2rXri1J8vX1lSSdOXPG/vlfJ7P+1U8//WT/97lz53Tw4EHVqlXL3ubv76/Bgwdr+fLleuGFF/TBBx9ku14AeYs5IwCy5L333lPz5s3VuHFjjRs3TvXr11eRIkW0fft27d+/X40aNcp021GjRqlbt2665557FBgYqK+++krLly/Xhg0bJEnFihXTfffdpzfffFOVKlVSTEyMxowZk+G+JkyYoNKlS8vPz0+vvvqqfHx81KlTJ0nS888/r7Zt26p69eo6d+6cNm7c6BBUAORTFgBk0enTp61hw4ZZlSpVsooWLWqVKFHCatKkifXWW29ZiYmJlmVZliRrxYoV6bZ97733rMqVK1tFixa1qlevbn388ccOn//vf/+zmjVrZhUrVsxq2LChtW7dOkuStXHjRsuyLGvjxo2WJOurr76y6tSpY7m4uFhNmjSxfv31V/s+hg0bZlWpUsVydXW1fH19rd69e1txcXG59vMAkDNslvWXi7QAkE9t2rRJrVq10rlz5+Tt7W26HAA5iDkjAADAKMIIAAAwiss0AADAKEZGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEb9PziSdSFUiCbtAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0b98+jRgxQtnZ2Ro2bJgkKTIyUjExMdb+cXFx+uKLL3Tw4EHt27dPs2fP1ooVK/TII49Iuvyhjho1SlOnTtX//vc/7d69W5GRkfLz8+ODBoBbbOjQobJYLAWWAwcOlHZpkqTz588rNjZWgYGBcnFxkaenpx566CHt2bPnhsf29/fXsWPHdMcdd9zwWMeOHVOPHj1ueJziSkxMtPn8vLy8dM8992j37t12jbN06VJVq1bt5hRpJ7vnsPTv318nTpzQxIkTlZ6erqCgIMXHx1snzaampsrB4c8clJ2draeeekq//vqr3Nzc1LhxY7399tvq37+/tc+4ceOUnZ2t4cOH68yZM+rYsaPi4+O5BwsAlIKIiAi99dZbNm1eXl6lVM2fcnNzFRYWptTUVM2ePVshISHKyMhQXFycQkJC9OWXX6pdu3bFHt/R0fGq0xvsUVLj3Kj9+/eratWqSktL09ixY9WzZ08dOHBAzs7OpV2a3Yr1LKGoqCgdOXJEubm52rx5s0JCQqzrEhMTtXTpUuvrqVOnKiUlRefPn9fp06f1/fff24QV6fJRlpdfflnp6em6cOGCvvzySwUG3rrDpgCAP7m4uMjHx8dmcXR01Jw5c9SsWTNVqlRJ/v7+euqpp3Tu3Lkix9m5c6e6dOmiKlWqqGrVqmrdurW2bdtmXf/dd9+pU6dOcnNzk7+/v5599lllZ2cXOd7cuXOVlJSkjz76SP369VOdOnXUtm1bvffee2rSpIkeffRRXbm12NChQ9WnTx9NmzZN3t7eqlatml5++WX98ccfGjt2rKpXr67atWvbBLPDhw/LYrFox44dkqTff/9dgwYNkpeXl9zc3NSwYUNr/4sXLyoqKkq+vr5ydXVVnTp1FBcXZx3LYrHo/ffft77evXu37r77brm5ualGjRoaPny4ze/uSr2zZs2Sr6+vatSooaefftrmMuDXX39dDRs2lKurq7y9vfXggw9e45OUatasKR8fH7Vq1UqjRo3S0aNH9dNPP1nXX+0zTUxM1LBhw5SZmWk9UjNp0iRJl8PjmDFjVKtWLVWqVEkhISFKTEy8Zj03gmcJAeXAzZwXcavnQcC8HBwcNG/ePNWtW1cHDx7UU089pXHjxun1118vtP+gQYPUsmVLLVy4UI6OjtqxY4cqVKggSfrll18UERGhqVOnasmSJTpx4oSioqIUFRVV4OjOFe+88466deumFi1aFKjrueee06BBg7Rz507r/JOvvvpKtWvX1jfffKONGzfq0Ucf1ffff68777xTmzdv1po1a/TEE0+oW7duql27doH3e+mll7R37159+umn8vT01IEDB3T+/HlJ0rx58/S///1P7777rm677TYdPXq0yFtsZGdnKzw8XKGhodq6dauOHz+uxx57TFFRUTb/g79hwwb5+vpqw4YNOnDggPr376+goCA9/vjj2rZtm5599lmtWLFC7du31+nTp/Xtt99e9fP6q8zMTK1evVqSbI6uXO0zbd++vebOnauJEydq//79kqTKlStLunzgYu/evVq9erX8/Py0fv16RUREaPfu3TftsToEFgCAjY8++sj6xSRJPXr00Nq1azVq1ChrW0BAgKZOnaonn3yyyMCSmpqqsWPHqnHjxpJk80UWFxenQYMGWcds2LCh5s2bp86dO2vhwoWFTgn4+eef1aVLl0Lfq0mTJtY+VwJL9erVNW/ePDk4OKhRo0aaOXOmcnJyNGHCBEmX7+k1ffp0fffdd4XeVT01NVUtW7ZUcHCwdZ//uq5hw4bq2LGjLBaL6tSpU2hd0uWgdeHCBS1fvlyVKlWSJM2fP1+9evXSjBkzrFMqPDw8NH/+fDk6Oqpx48bq2bOnEhIS9Pjjjys1NVWVKlXSvffeqypVqqhOnTpq2bJlke95xZUgduXI1X333Wf9PCRd9TN1dnaWu7u7LBaLzSmu1NRUvfXWW0pNTZWfn58kacyYMYqPj9dbb72ladOmXbOu4iCwAABsdOnSRQsXLrS+vvIl++WXXyouLk4//fSTsrKy9Mcff+jChQvKyckp9K6+0dHReuyxx7RixQqFhYXpoYceUv369SVdPl20a9curVy50trfMAzl5+fr0KFD1gDyd/Y8Teb222+3mVPp7e1tM6HW0dFRNWrUsD7n5u9GjBihvn37avv27erevbv69Omj9u3bS7p8Cqdbt25q1KiRIiIidO+996p79+6FjrNv3z61aNHC+nuUpA4dOig/P1/79++3Bpbbb7/d5rb1vr6+1kmy3bp1U506dVSvXj1FREQoIiJC999//zXvpvztt9+qYsWK2rRpk6ZNm6ZFixbZrLf3M5Uun97Ky8srMHUjNzf3pj6KolhzWAAA5VelSpXUoEED6+Lr66vDhw/r3nvvVfPmzfXee+8pOTlZCxYskHR5PkdhJk2apD179qhnz5766quv1LRpU61fv16SdO7cOT3xxBPasWOHddm5c6dSUlKsoebvAgMDtW/fvkLXXWn/65foldNPV1gslkLb8vPzCx2zR48eOnLkiJ577jmlpaWpa9eu1mfetWrVSocOHdKUKVN0/vx59evX77rmlFzN1WqrUqWKtm/frlWrVsnX11cTJ05UixYtrnkJed26ddWoUSMNGTJEjz32mM0c0uJ8ptLlz87R0VHJyck2n9++ffv06quvFnPvr43AAgC4puTkZOXn52v27Nlq166dAgMDlZaWds3tAgMD9dxzz+nzzz/XAw88YJ2f0qpVK+3du9cmGF1ZirqCZcCAAfryyy+1c+dOm/b8/Hz9+9//VtOmTQvMb7lRXl5eGjJkiN5++23NnTtXb7zxhnVd1apV1b9/fy1evFhr1qzRe++9p9OnTxcYo0mTJtq5c6fNhOKNGzdaT1VdLycnJ4WFhWnmzJnatWuXDh8+rK+++uq6t3/66af1448/WkPj9Xymzs7OysvLs2lr2bKl8vLydPz48QKf3c28OorAAgC4pgYNGujSpUt67bXXdPDgQa1YsaLA6YW/On/+vKKiopSYmKgjR45o48aN2rp1q/VUz/PPP6/vv/9eUVFR2rFjh1JSUvTBBx9c9Sakzz33nNq2batevXpp7dq1Sk1N1datW9W3b1/t27dPb775Zok+v2nixIn64IMPdODAAe3Zs0cfffSRtf45c+Zo1apV+umnn/Tzzz9r7dq18vHxKfSeJYMGDZKrq6uGDBmiH3/8URs2bNAzzzyjwYMHF3iOXlE++ugjzZs3Tzt27NCRI0e0fPly5efn2xV4KlasqMcff1yxsbEyDOO6PtOAgADrY3VOnjypnJwcBQYGatCgQYqMjNS6det06NAhbdmyRXFxcfr444+vux57MYcFAG6hsnrVVYsWLTRnzhzNmDFDMTExuvPOOxUXF6fIyMhC+zs6OurUqVOKjIxURkaGPD099cADD2jy5MmSpObNm+vrr7/WCy+8oE6dOskwDNWvX7/AbS/+ytXVVV999ZWmTZumCRMm6MiRI6pSpYq6dOmiTZs2lcgN3/7K2dlZMTExOnz4sNzc3NSpUyfrlTZVqlTRzJkzlZKSIkdHR7Vp00affPKJzZyZKypWrKjPPvtMI0eOVJs2bVSxYkX17dtXc+bMue5aqlWrpnXr1mnSpEm6cOGCGjZsqFWrVun222+3a5+ioqI0Z84crV27Vv369bvmZ9q+fXs9+eST6t+/v06dOqXY2FhNmjRJb731lqZOnarRo0frt99+k6enp9q1a6d7773XrnrsYTHsmcFkUllZWXJ3d1dmZqaqVq1a2uUAtxyXNZvLhQsXdOjQIdWtW5cbYAIq+u+EPd/fnBICAACmR2ABAACmR2ABAACmR2ABAACmR2ABgJukqBuSAf80JfF3gcuaAaCEOTs7y8HBQWlpafLy8pKzs3OJ3h8EKCsMw9DFixd14sQJOTg4FHlTwOtBYAGAEubg4KC6devq2LFj13U3WKC8q1ixom677bZC71NzvQgsAHATODs767bbbtMff/xR4NbmwD+Jo6OjnJycbvgoI4EFAG6SKw/b+/tD7QDYj0m3AADA9AgsAADA9AgsAADA9AgsAADA9AgsAADA9AgsAADA9AgsAADA9AgsAADA9AgsAADA9AgsAADA9Lg1P4BSYWwJvGljW9r+fNPGBlA6OMICAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMr1iBZcGCBQoICJCrq6tCQkK0ZcuWIvsuXrxYnTp1koeHhzw8PBQWFlag/9ChQ2WxWGyWiIiI4pQGAADKIbsDy5o1axQdHa3Y2Fht375dLVq0UHh4uI4fP15o/8TERA0cOFAbNmxQUlKS/P391b17d/322282/SIiInTs2DHrsmrVquLtEQAAKHcshmEY9mwQEhKiNm3aaP78+ZKk/Px8+fv765lnntH48eOvuX1eXp48PDw0f/58RUZGSrp8hOXMmTN6//33r6uG3Nxc5ebmWl9nZWXJ399fmZmZqlq1qj27A5QLxpbAmza2pe3PN2XcslgzgJKVlZUld3f36/r+drJn4IsXLyo5OVkxMTHWNgcHB4WFhSkpKem6xsjJydGlS5dUvXp1m/bExETVrFlTHh4euvvuuzV16lTVqFGj0DHi4uI0efJke0oHrhtfpABgPnadEjp58qTy8vLk7e1t0+7t7a309PTrGuP555+Xn5+fwsLCrG0RERFavny5EhISNGPGDH399dfq0aOH8vLyCh0jJiZGmZmZ1uXo0aP27AYAAChj7DrCcqOmT5+u1atXKzExUa6urtb2AQMGWH9u1qyZmjdvrvr16ysxMVFdu3YtMI6Li4tcXFxuSc0AAKD02XWExdPTU46OjsrIyLBpz8jIkI+Pz1W3nTVrlqZPn67PP/9czZs3v2rfevXqydPTUwcOHLCnPAAAUE7ZFVicnZ3VunVrJSQkWNvy8/OVkJCg0NDQIrebOXOmpkyZovj4eAUHB1/zfX799VedOnVKvr6+9pQHAADKKbsva46OjtbixYu1bNky7du3TyNGjFB2draGDRsmSYqMjLSZlDtjxgy99NJLWrJkiQICApSenq709HSdO3dOknTu3DmNHTtWmzZt0uHDh5WQkKDevXurQYMGCg8PL6HdBAAAZZndc1j69++vEydOaOLEiUpPT1dQUJDi4+OtE3FTU1Pl4PBnDlq4cKEuXryoBx980Gac2NhYTZo0SY6Ojtq1a5eWLVumM2fOyM/PT927d9eUKVOYpwIAACQV4z4sZmTPddzAtZTFy5qp2RaXjwNlgz3f3zxLCAAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmJ7dzxICgH8qHicAlB6OsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMjsAAAANMrVmBZsGCBAgIC5OrqqpCQEG3ZsqXIvosXL1anTp3k4eEhDw8PhYWFFehvGIYmTpwoX19fubm5KSwsTCkpKcUpDQAAlEN2B5Y1a9YoOjpasbGx2r59u1q0aKHw8HAdP3680P6JiYkaOHCgNmzYoKSkJPn7+6t79+767bffrH1mzpypefPmadGiRdq8ebMqVaqk8PBwXbhwofh7BgAAyg2LYRiGPRuEhISoTZs2mj9/viQpPz9f/v7+euaZZzR+/Phrbp+XlycPDw/Nnz9fkZGRMgxDfn5+Gj16tMaMGSNJyszMlLe3t5YuXaoBAwYUGCM3N1e5ubnW11lZWfL391dmZqaqVq1qz+4ABRhbAm/a2Ja2P9+UcanZFjUDZUNWVpbc3d2v6/vbyZ6BL168qOTkZMXExFjbHBwcFBYWpqSkpOsaIycnR5cuXVL16tUlSYcOHVJ6errCwsKsfdzd3RUSEqKkpKRCA0tcXJwmT55sT+kAgDKCYIjC2HVK6OTJk8rLy5O3t7dNu7e3t9LT069rjOeff15+fn7WgHJlO3vGjImJUWZmpnU5evSoPbsBAADKGLuOsNyo6dOna/Xq1UpMTJSrq2uxx3FxcZGLi0sJVgYAAMzMriMsnp6ecnR0VEZGhk17RkaGfHx8rrrtrFmzNH36dH3++edq3ry5tf3KdsUZEwAA/DPYFVicnZ3VunVrJSQkWNvy8/OVkJCg0NDQIrebOXOmpkyZovj4eAUHB9usq1u3rnx8fGzGzMrK0ubNm686JgAA+Oew+5RQdHS0hgwZouDgYLVt21Zz585Vdna2hg0bJkmKjIxUrVq1FBcXJ0maMWOGJk6cqHfeeUcBAQHWeSmVK1dW5cqVZbFYNGrUKE2dOlUNGzZU3bp19dJLL8nPz099+vQpuT0FAABllt2BpX///jpx4oQmTpyo9PR0BQUFKT4+3jppNjU1VQ4Ofx64WbhwoS5evKgHH3zQZpzY2FhNmjRJkjRu3DhlZ2dr+PDhOnPmjDp27Kj4+PgbmucCAADKD7vvw2JG9lzHDVxLWbykkpptUXPZxu/5n8Oe72+eJQQAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEzPqbQLKC3GlsCbMq6l7c83ZVwAAP7JOMICAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMz6m0C0D5ZmwJvCnjWtr+fFPGBQCYE4GlDOHLHwDwT8UpIQAAYHoEFgAAYHrFCiwLFixQQECAXF1dFRISoi1bthTZd8+ePerbt68CAgJksVg0d+7cAn0mTZoki8ViszRu3Lg4pQEAgHLI7sCyZs0aRUdHKzY2Vtu3b1eLFi0UHh6u48ePF9o/JydH9erV0/Tp0+Xj41PkuLfffruOHTtmXb777jt7SwMAAOWU3YFlzpw5evzxxzVs2DA1bdpUixYtUsWKFbVkyZJC+7dp00avvPKKBgwYIBcXlyLHdXJyko+Pj3Xx9PQssm9ubq6ysrJsFgAAUH7ZFVguXryo5ORkhYWF/TmAg4PCwsKUlJR0Q4WkpKTIz89P9erV06BBg5Samlpk37i4OLm7u1sXf3//G3pvAABgbnYFlpMnTyovL0/e3t427d7e3kpPTy92ESEhIVq6dKni4+O1cOFCHTp0SJ06ddLZs2cL7R8TE6PMzEzrcvTo0WK/NwAAMD9T3IelR48e1p+bN2+ukJAQ1alTR++++64effTRAv1dXFyuenoJAACUL3YdYfH09JSjo6MyMjJs2jMyMq46odZe1apVU2BgoA4cOFBiYwIAgLLLrsDi7Oys1q1bKyEhwdqWn5+vhIQEhYaGllhR586d0y+//CJfX98SGxMAAJRddp8Sio6O1pAhQxQcHKy2bdtq7ty5ys7O1rBhwyRJkZGRqlWrluLi4iRdnqi7d+9e68+//fabduzYocqVK6tBgwaSpDFjxqhXr16qU6eO0tLSFBsbK0dHRw0cOLCk9hMAAJRhdgeW/v3768SJE5o4caLS09MVFBSk+Ph460Tc1NRUOTj8eeAmLS1NLVu2tL6eNWuWZs2apc6dOysxMVGS9Ouvv2rgwIE6deqUvLy81LFjR23atEleXl43uHsAAKA8KNak26ioKEVFRRW67koIuSIgIECGYVx1vNWrVxenDAAA8A/Bs4QAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpEVgAAIDpFSuwLFiwQAEBAXJ1dVVISIi2bNlSZN89e/aob9++CggIkMVi0dy5c294TAAA8M9id2BZs2aNoqOjFRsbq+3bt6tFixYKDw/X8ePHC+2fk5OjevXqafr06fLx8SmRMQEAwD+L3YFlzpw5evzxxzVs2DA1bdpUixYtUsWKFbVkyZJC+7dp00avvPKKBgwYIBcXlxIZMzc3V1lZWTYLAAAov+wKLBcvXlRycrLCwsL+HMDBQWFhYUpKSipWAcUZMy4uTu7u7tbF39+/WO8NAADKBrsCy8mTJ5WXlydvb2+bdm9vb6WnpxergOKMGRMTo8zMTOty9OjRYr03AAAoG5xKu4DicHFxKfL0EgAAKH/sOsLi6ekpR0dHZWRk2LRnZGQUOaG2NMYEAADli12BxdnZWa1bt1ZCQoK1LT8/XwkJCQoNDS1WATdjTAAAUL7YfUooOjpaQ4YMUXBwsNq2bau5c+cqOztbw4YNkyRFRkaqVq1aiouLk3R5Uu3evXutP//222/asWOHKleurAYNGlzXmAAA4J/N7sDSv39/nThxQhMnTlR6erqCgoIUHx9vnTSbmpoqB4c/D9ykpaWpZcuW1tezZs3SrFmz1LlzZyUmJl7XmAAA4J+tWJNuo6KiFBUVVei6KyHkioCAABmGcUNjAgCAfzaeJQQAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyPwAIAAEyvWIFlwYIFCggIkKurq0JCQrRly5ar9l+7dq0aN24sV1dXNWvWTJ988onN+qFDh8pisdgsERERxSkNAACUQ3YHljVr1ig6OlqxsbHavn27WrRoofDwcB0/frzQ/t9//70GDhyoRx99VD/88IP69OmjPn366Mcff7TpFxERoWPHjlmXVatWFW+PAABAuWN3YJkzZ44ef/xxDRs2TE2bNtWiRYtUsWJFLVmypND+r776qiIiIjR27Fg1adJEU6ZMUatWrTR//nybfi4uLvLx8bEuHh4eRdaQm5urrKwsmwUAAJRfdgWWixcvKjk5WWFhYX8O4OCgsLAwJSUlFbpNUlKSTX9JCg8PL9A/MTFRNWvWVKNGjTRixAidOnWqyDri4uLk7u5uXfz9/e3ZDQAAUMbYFVhOnjypvLw8eXt727R7e3srPT290G3S09Ov2T8iIkLLly9XQkKCZsyYoa+//lo9evRQXl5eoWPGxMQoMzPTuhw9etSe3QAAAGWMU2kXIEkDBgyw/tysWTM1b95c9evXV2Jiorp27Vqgv4uLi1xcXG5liQAAoBTZdYTF09NTjo6OysjIsGnPyMiQj49Podv4+PjY1V+S6tWrJ09PTx04cMCe8gAAQDllV2BxdnZW69atlZCQYG3Lz89XQkKCQkNDC90mNDTUpr8kffHFF0X2l6Rff/1Vp06dkq+vrz3lAQCAcsruq4Sio6O1ePFiLVu2TPv27dOIESOUnZ2tYcOGSZIiIyMVExNj7T9y5EjFx8dr9uzZ+umnnzRp0iRt27ZNUVFRkqRz585p7Nix2rRpkw4fPqyEhAT17t1bDRo0UHh4eAntJgAAKMvsnsPSv39/nThxQhMnTlR6erqCgoIUHx9vnVibmpoqB4c/c1D79u31zjvv6MUXX9SECRPUsGFDvf/++7rjjjskSY6Ojtq1a5eWLVumM2fOyM/PT927d9eUKVOYpwIAACQVc9JtVFSU9QjJ3yUmJhZoe+ihh/TQQw8V2t/NzU2fffZZccoAAAD/EDxLCAAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmB6BBQAAmF6xAsuCBQsUEBAgV1dXhYSEaMuWLVftv3btWjVu3Fiurq5q1qyZPvnkE5v1hmFo4sSJ8vX1lZubm8LCwpSSklKc0gAAQDlkd2BZs2aNoqOjFRsbq+3bt6tFixYKDw/X8ePHC+3//fffa+DAgXr00Uf1ww8/qE+fPurTp49+/PFHa5+ZM2dq3rx5WrRokTZv3qxKlSopPDxcFy5cKP6eAQCAcsPuwDJnzhw9/vjjGjZsmJo2bapFixapYsWKWrJkSaH9X331VUVERGjs2LFq0qSJpkyZolatWmn+/PmSLh9dmTt3rl588UX17t1bzZs31/Lly5WWlqb333//hnYOAACUD072dL548aKSk5MVExNjbXNwcFBYWJiSkpIK3SYpKUnR0dE2beHh4dYwcujQIaWnpyssLMy63t3dXSEhIUpKStKAAQMKjJmbm6vc3Fzr68zMTElSVlbWde+LcS7vuvvaw2JHDfai5j+VxZqlm1c3Ndui5rKN3/M/x5XvbcMwrtnXrsBy8uRJ5eXlydvb26bd29tbP/30U6HbpKenF9o/PT3duv5KW1F9/i4uLk6TJ08u0O7v7399O3JTuZd2AcVAzbdOWaybmm+NslhzWcTv2YzOnj0rd/erfzZ2BRaziImJsTlqk5+fr9OnT6tGjRqyWCwl+l5ZWVny9/fX0aNHVbVq1RId+2ah5luDmm+NslizVDbrpuZbg5r/ZBiGzp49Kz8/v2v2tSuweHp6ytHRURkZGTbtGRkZ8vHxKXQbHx+fq/a/8t+MjAz5+vra9AkKCip0TBcXF7m4uNi0VatWzZ5dsVvVqlXLzB+sK6j51qDmW6Ms1iyVzbqp+dag5suudWTlCrsm3To7O6t169ZKSEiwtuXn5yshIUGhoaGFbhMaGmrTX5K++OILa/+6devKx8fHpk9WVpY2b95c5JgAAOCfxe5TQtHR0RoyZIiCg4PVtm1bzZ07V9nZ2Ro2bJgkKTIyUrVq1VJcXJwkaeTIkercubNmz56tnj17avXq1dq2bZveeOMNSZLFYtGoUaM0depUNWzYUHXr1tVLL70kPz8/9enTp+T2FAAAlFl2B5b+/fvrxIkTmjhxotLT0xUUFKT4+HjrpNnU1FQ5OPx54KZ9+/Z655139OKLL2rChAlq2LCh3n//fd1xxx3WPuPGjVN2draGDx+uM2fOqGPHjoqPj5erq2sJ7OKNcXFxUWxsbIFTUGZGzbcGNd8aZbFmqWzWTc23BjUXj8W4nmuJAAAAShHPEgIAAKZHYAEAAKZHYAEAAKZHYAEAAKZHYAGAm4DrGYCSVSZvzY+y7+TJk1qyZImSkpKsz4zy8fFR+/btNXToUHl5eZVyhcCNcXFx0c6dO9WkSZPSLgUoF7isuRC//vqrqlWrpsqVK9u0X7p0SUlJSbrzzjtLqTL7ZWRk6D//+Y8mTpxY2qVYbd26VeHh4apYsaLCwsKs9/DJyMhQQkKCcnJy9Nlnnyk4OLiUKy37zp8/r+TkZFWvXl1Nmza1WXfhwgW9++67ioyMLKXqirZv3z5t2rRJoaGhaty4sX766Se9+uqrys3N1SOPPKK77767tEu0+vvT6K949dVX9cgjj6hGjRqSpDlz5tzKsuyWnZ2td999VwcOHJCvr68GDhxorR3F98wzz6hfv37q1KlTaZdS9hmwSktLM9q0aWM4ODgYjo6OxuDBg42zZ89a16enpxsODg6lWKH9duzYYbqaQ0JCjOHDhxv5+fkF1uXn5xvDhw832rVrVwqV3ZjU1FRj2LBhpV2G1f79+406deoYFovFcHBwMO68804jLS3Nut6sf54//fRTw9nZ2ahevbrh6upqfPrpp4aXl5cRFhZm3H333Yajo6ORkJBQ2mVaWSwWIygoyLjrrrtsFovFYrRp08a46667jC5dupR2mQU0adLEOHXqlGEYl//sBgQEGO7u7kabNm2M6tWrGzVr1jQOHjxYylXaSk5Otqlp+fLlRvv27Y3atWsbHTp0MFatWlWK1RXuyt+/hg0bGtOnTzeOHTtW2iVdl9dee80YPHiw9Xe6fPlyo0mTJkajRo2MmJgY49KlS7e8JgLLX0RGRhohISHG1q1bjS+++MJo3bq1ERwcbJw+fdowjMv/wFssllKu0tbOnTuvuqxZs8Z0X0qurq7Gvn37ily/b98+w9XV9RZWVDLMFg779Olj9OzZ0zhx4oSRkpJi9OzZ06hbt65x5MgRwzDMG1hCQ0ONF154wTAMw1i1apXh4eFhTJgwwbp+/PjxRrdu3UqrvALi4uKMunXrFghRTk5Oxp49e0qpqmuzWCxGRkaGYRiGMWjQIKN9+/bGmTNnDMMwjLNnzxphYWHGwIEDS7PEApo3b2588cUXhmEYxuLFiw03Nzfj2WefNRYuXGiMGjXKqFy5svHmm2+WcpW2LBaL8eWXXxojR440PD09jQoVKhj33Xef8eGHHxp5eXmlXV6hpkyZYlSpUsXo27ev4ePjY0yfPt2oUaOGMXXqVGPatGmGl5eXMXHixFteF4HlL/z8/IzNmzdbX1+4cMHo1auXERQUZJw6dcqU/8BfSe8Wi6XAcqXdbDUHBAQYy5YtK3L9smXLjDp16ty6gq7TBx98cNXl3//+t6l+1zVr1jR27dplfZ2fn288+eSTxm233Wb88ssvpvzzbBiGUbVqVSMlJcUwDMPIy8sznJycjO3bt1vX79692/D29i6t8gq1ZcsWIzAw0Bg9erRx8eJFwzDKVmCpV6+e8fnnn9us37hxo+Hv718apRXJzc3NOHz4sGEYhtGyZUvjjTfesFm/cuVKo2nTpqVRWpH++nu+ePGisWbNGiM8PNxwdHQ0/Pz8jAkTJlj/vJtF/fr1jffee88wjMv/I+bo6Gi8/fbb1vXr1q0zGjRocMvrYtLtX2RmZsrDw8P62sXFRevWrdNDDz2kLl266O233y7F6gpXvXp1zZw5U127di10/Z49e9SrV69bXNXVjRkzRsOHD1dycrK6du1aYA7L4sWLNWvWrFKusqA+ffrIYrFc9eoPi8VyCyu6uvPnz8vJ6c+/4haLRQsXLlRUVJQ6d+6sd955pxSru7orv0cHBwe5urraPH6+SpUqyszMLK3SCtWmTRslJyfr6aefVnBwsFauXGmqPwtFuVLjhQsX5Ovra7OuVq1aOnHiRGmUVaSKFSvq5MmTqlOnjn777Te1bdvWZn1ISIgOHTpUStVdW4UKFdSvXz/169dPqampWrJkiZYuXarp06crLy+vtMuzSktLs84hbNGihRwcHBQUFGRd36pVK6Wlpd3yuris+S/q1aunXbt22bQ5OTlp7dq1qlevnu69995SqqxorVu3VlpamurUqVPoUqtWLdNdXvn0009r2bJl2rx5s/r27avQ0FCFhoaqb9++2rx5s5YuXaqnnnqqtMsswNfXV+vWrVN+fn6hy/bt20u7RBuNGzfWtm3bCrTPnz9fvXv31n333VcKVV1bQECAUlJSrK+TkpJ02223WV+npqYW+HI1g8qVK2vZsmWKiYlRWFiYqb6AitK1a1e1atVKWVlZ2r9/v826I0eOmG7SbY8ePbRw4UJJUufOnfXf//7XZv27776rBg0alEZpdrvttts0adIkHTp0SPHx8aVdjg0fHx/t3btXkpSSkqK8vDzra+ny/wjXrFnzltfFEZa/6NGjh9544w317dvXpv1KaOnbt69+/fXXUqqucE8++aSys7OLXH/bbbfprbfeuoUVXZ/+/furf//+unTpkk6ePClJ8vT0VIUKFUq5sqK1bt1aycnJ6t27d6Hrr3X05Va7//77tWrVKg0ePLjAuvnz5ys/P1+LFi0qhcqubsSIETZf9n99srskffrpp6a6SujvBgwYoI4dOyo5OVl16tQp7XKKFBsba/P671dFfvjhh6a7smXGjBnq0KGDOnfurODgYM2ePVuJiYlq0qSJ9u/fr02bNmn9+vWlXaaNOnXqyNHRscj1FotF3bp1u4UVXdugQYMUGRmp3r17KyEhQePGjdOYMWN06tQpWSwW/etf/9KDDz54y+visua/+OOPP5STk6OqVata2zZu3Kjg4GC5uLjojz/+0G+//Wbqf4Qk25pRcr799ltlZ2crIiKi0PXZ2dnatm2bOnfufIsrA/45zpw5o+nTp+vDDz/UwYMHlZ+fL19fX3Xo0EHPPfcct0MoAfn5+Zo+fbqSkpLUvn17jR8/XmvWrNG4ceOUk5OjXr16af78+apUqdItrYvAcg1Vq1bVjh07VK9evdIu5bqVxZoBALga5rBcQ1nMc2WxZgAArobAAgAATI/Acg3/+c9/rJfdlhVlsWYAAK6GOSwAAMD0OMICAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACoMSkp6dr5MiRatCggVxdXeXt7a0OHTpo4cKFysnJKe3yAJRhPPwQQIk4ePCgOnTooGrVqmnatGlq1qyZXFxctHv3br3xxhuqVatWoU+IvnTpkqkfegnAHDjCAqBEPPXUU3JyctK2bdvUr18/NWnSRPXq1VPv3r318ccfq1evXpIuP5124cKFuu+++1SpUiX961//kiQtXLhQ9evXl7Ozsxo1aqQVK1ZYxz58+LAsFot27NhhbTtz5owsFosSExMlSYmJibJYLPr444/VvHlzubq6ql27dvrxxx+t2xw5ckS9evWSh4eHKlWqpNtvv12ffPLJzf/lALhhBBYAN+zUqVP6/PPP9fTTTxf5BFeLxWL9edKkSbr//vu1e/du/b//9/+0fv16jRw5UqNHj9aPP/6oJ554QsOGDdOGDRvsrmXs2LGaPXu2tm7dKi8vL/Xq1UuXLl2SJD399NPKzc3VN998o927d2vGjBmqXLly8XYawC3FKSEAN+zAgQMyDEONGjWyaff09NSFCxckXQ4LM2bMkCQ9/PDDGjZsmLXfwIEDNXToUD311FOSpOjoaG3atEmzZs1Sly5d7KolNjZW3bp1kyQtW7ZMtWvX1vr169WvXz+lpqaqb9++atasmSTxRHOgDOEIC4CbZsuWLdqxY4duv/125ebmWtuDg4Nt+u3bt08dOnSwaevQoYP27dtn93uGhoZaf65evboaNWpkHefZZ5/V1KlT1aFDB8XGxmrXrl12jw+gdBBYANywBg0ayGKxaP/+/Tbt9erVU4MGDeTm5mbTXtRpo6I4OFz+p+qvjz67cprHHo899pgOHjyowYMHa/fu3QoODtZrr71m9zgAbj0CC4AbVqNGDXXr1k3z589Xdna23ds3adJEGzdutGnbuHGjmjZtKkny8vKSJB07dsy6/q8TcP9q06ZN1p9///13/fzzz2rSpIm1zd/fX08++aTWrVun0aNHa/HixXbXC+DWYw4LgBLx+uuvq0OHDgoODtakSZPUvHlzOTg4aOvWrfrpp5/UunXrIrcdO3as+vXrp5YtWyosLEwffvih1q1bpy+//FKS5Obmpnbt2mn69OmqW7eujh8/rhdffLHQsV5++WXVqFFD3t7eeuGFF+Tp6ak+ffpIkkaNGqUePXooMDBQv//+uzZs2GATZgCYmAEAJSQtLc2Iiooy6tata1SoUMGoXLmy0bZtW+OVV14xsrOzDcMwDEnG+vXrC2z7+uuvG/Xq1TMqVKhgBAYGGsuXL7dZv3fvXiM0NNRwc3MzgoKCjM8//9yQZGzYsMEwDMPYsGGDIcn48MMPjdtvv91wdnY22rZta+zcudM6RlRUlFG/fn3DxcXF8PLyMgYPHmycPHnypv0+AJQci2H85aQwAJRRiYmJ6tKli37//XdVq1attMsBUMKYwwIAAEyPwAIAAEyPU0IAAMD0OMICAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABMj8ACAABM7/8DFbD95tiFdDUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ddps+/vhjvfvuu2rUqJEk6Y477lC1atX02WefaeDAgZJ+ee7F/Pnz9cYbb0iS9u3bp7vuukuvv/66Zs6cqaysLMXFxSkuLk6zZs1y1vL2229r5MiRSkxMlCS9++67+uKLL7RgwQLVr19fhw8f1uHDh53t//SnP6lixYpavny5qlatqg8++EB33HGHdu/ererVqxf5Z5CYmKiJEyeqfv36euyxx9SvXz9VqVJF77zzjipVqqS+fftq5MiRmjJlinOf5ORk+fr6KiUlRQcPHlRsbKxq1KjhHHNOTo4SEhLUpk0bnTlzRiNHjtT999+vtLQ0eXh46MyZM+ratavq1q2rL774QoGBgdqyZYvy8/MVHR2t7du3a8WKFVq9erUkqWrVqm7/3QKADSU9X7Kk5kdel09gHT58uBISEpyfs7OzFRQUZLGikjFjxgw99NBDkqS77rpLp06d0r///W9169ZNkjRx4kQNHDjQGTRef/11rV692nl2xNPTUw8++KDmzp3rbJOcnKyTJ08qKipK0i/Brn///ho2bJgkqWnTpnr33XfVtWtXTZkyRb6+vpKkHj166Nlnn3XWdujQITVt2lS33XabHA6HGjRo4Ny2du1apaam6ujRo/Lx8ZH0S5j5/PPPtXDhQg0ePLjIP4PnnnvOebkuPj5eMTExSk5OVufOnSVJAwcOLHBmwtvbWzNnzlSlSpXUqlUrvfbaa3r++ec1ZswYeXh4OMd+ycyZM+Xv768dO3aodevWmjt3rrKysrRp0yZncGrSpImzfeXKleXl5aXAwMAijwMAUHwlfpkmMDBQmZmZLusyMzPl5+dX6FkRSfLx8ZGfn5/LUtbs2rVLqampiomJkSR5eXkpOjpaM2bMcLbZuXOnOnbs6LJfeHi4y+f+/fsrJSVF6enpkqSkpCT17t1b1apVkyRt3bpVs2fPVuXKlZ1Lz549lZ+frwMHDjiPExoa6nLcRx99VGlpaWrevLmefvpprVy50rlt69atOnPmjGrUqOFy3AMHDhS4HPJb2rRp4/zzpTNoN998s8u6o0ePuuzTtm1bl0f/h4eH68yZM84zN3v27FFMTIwaNWokPz8/BQcHS/olYElSWlqa2rVr59YZHABAySnxMyPh4eFatmyZy7pVq1YV+FItb2bMmKGLFy+6TFg1xsjHx0eTJk0q8qWBDh06qHHjxpo3b56efPJJLV682OVMwpkzZ/TEE0/o6aefLrBv/fr1nX++4YYbXLbdcsstOnDggJYvX67Vq1erb9++ioiI0MKFC3XmzBnVrl1bKSkpBY55KQQV1a/f63Lp8tT/rnP3bcyRkZFq0KCBpk+frjp16ig/P1+tW7d2ziu5XAgGANjhdhg5c+aM9u7d6/x84MABpaWlqXr16qpfv76GDx+uH3/8UR999JEkaciQIZo0aZJeeOEFPfbYY/rXv/6lBQsWaOnSpVdvFKXMxYsX9dFHH2n8+PH6wx/+4LKtT58++uSTTzRkyBC1aNFCGzdu1IABA5zbN2zYUOB4/fv3V1JSkurVqycPDw+X24RvueUW7dixw+UyRFH5+fkpOjpa0dHReuCBB3TXXXfpxIkTuuWWW5SRkSEvLy/nWYdraevWrS7zjTZs2KDKlSsrKChIx48f165duzR9+nR16dJF0i+XlX6tTZs2+vDDD3XixIlCz454e3vzzhkAuIbcvkzz9ddfq127dmrXrp0kKSEhQe3atdPIkSMlSUeOHHGeDpekhg0baunSpVq1apXatm2r8ePH68MPPyzXt/X+85//1E8//aSBAweqdevWLktUVJTzUk18fLxmzpypWbNmaffu3UpMTNS3335b4Hj9+/fXli1b9MYbb+iBBx5wzuOQpBdffFFfffWV4uLilJaWpj179ugf//iH4uLirljjhAkT9Mknn+i7777T7t279emnnyowMFDVqlVTRESEwsPD1adPH61cuVIHDx7UV199pREjRujrr7++uj+sQuTm5mrgwIHasWOHli1bpsTERMXFxcnDw0M33nijatSooWnTpmnv3r3617/+5TL/SJJiYmIUGBioPn36aN26ddq/f78+++wz5x1ewcHBzpB97NgxnT9/vsTHBADlmdtnRrp16yZjzGW3F3YbZLdu3fR///d/7nb1u1yrJ6IWx4wZMxQREVHopZioqCj95S9/0TfffKPo6Gjt27dPL7zwgs6dO6eoqCg9+eSTBR4Y16RJE4WFhSk1NVUTJ0502damTRv9+9//1ogRI9SlSxcZY9S4cWNFR0dfscYqVaroL3/5i/bs2SNPT0916NBBy5Ytk4fHL/l12bJlGjFihGJjY5WVlaXAwEDdfvvtBe6cKgl33HGHmjZtqttvv13nz59XTEyMRo0aJUny8PDQvHnz9PTTT6t169Zq3ry53n33XeekYOmXMx8rV67Us88+q7vvvlsXL15Uy5YtnQ/yi4qK0qJFi9S9e3edPHlSs2bNKvEnBgNAeeYwV0oW14ns7GxVrVpVp06dKjCZ9dy5czpw4IAaNmzovDMEZdejjz6qkydPWn+SK793AK5H19utvVf6/v41XpQHAACsIowAAACrrsuHngGXw6PZAaDs4cwIAACwqsyEkVIwDxdlCL9vAHD1lPrLNBUqVJDD4VBWVpb8/f2dT/EESooxRllZWXI4HC5PiwUAFE+pDyOenp6qV6+efvjhBx08eNB2OSgnHA6H6tWrJ09PT9ulAECpV+rDiPTLW1abNm2qCxcu2C4F5USFChUIIgBwlZSJMCL9coaELwcAAEqfMjOBFQAAlE6EEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWedkuAAAA20xqsxLvwxG2u8T7KK04MwIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCpWGJk8ebKCg4Pl6+urjh07KjU19YrtJ06cqObNm6tixYoKCgrSM888o3PnzhWrYAAAULa4HUbmz5+vhIQEJSYmasuWLWrbtq169uypo0ePFtp+7ty5eumll5SYmKidO3dqxowZmj9/vl5++eXfXTwAACj93A4jEyZM0OOPP67Y2Fi1bNlSU6dOVaVKlTRz5sxC23/11Vfq3Lmz+vXrp+DgYP3hD39QTEzMFc+mnD9/XtnZ2S4LAAAom9wKI7m5udq8ebMiIiL+ewAPD0VERGj9+vWF7tOpUydt3rzZGT7279+vZcuW6e67775sP2PHjlXVqlWdS1BQkDtlAgCAUsTLncbHjh1TXl6eAgICXNYHBATou+++K3Sffv366dixY7rttttkjNHFixc1ZMiQK16mGT58uBISEpyfs7OzCSQAAJRRJX43TUpKit588029//772rJlixYtWqSlS5dqzJgxl93Hx8dHfn5+LgsAACib3DozUrNmTXl6eiozM9NlfWZmpgIDAwvd59VXX9XDDz+sQYMGSZJuvvlm5eTkaPDgwRoxYoQ8PLi7GACA8sytMOLt7a327dsrOTlZffr0kSTl5+crOTlZcXFxhe5z9uzZAoHD09NTkmSMKUbJAMo7k9qsxPtwhO0u8T4A/MKtMCJJCQkJeuSRRxQaGqqwsDBNnDhROTk5io2NlSQNGDBAdevW1dixYyVJkZGRmjBhgtq1a6eOHTtq7969evXVVxUZGekMJQAAoPxyO4xER0crKytLI0eOVEZGhkJCQrRixQrnpNZDhw65nAl55ZVX5HA49Morr+jHH3+Uv7+/IiMj9cYbb1y9UQAAgFLLYUrBtZLs7GxVrVpVp06dYjIrAC7T4KorK79TJT0Od8dQ1O9vZo8CAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwyu0X5QEo3a63d1cAAGdGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVt/YCgCUlfZu1xK3WKB04MwIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwyst2AQCA0sukNivxPhxhu0u8D9jFmREAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhUrjEyePFnBwcHy9fVVx44dlZqaesX2J0+e1FNPPaXatWvLx8dHzZo107Jly4pVMAAAKFu83N1h/vz5SkhI0NSpU9WxY0dNnDhRPXv21K5du1SrVq0C7XNzc3XnnXeqVq1aWrhwoerWravvv/9e1apVuxr1AwCAUs7tMDJhwgQ9/vjjio2NlSRNnTpVS5cu1cyZM/XSSy8VaD9z5kydOHFCX331lSpUqCBJCg4O/n1VAwCAMsOtyzS5ubnavHmzIiIi/nsADw9FRERo/fr1he7zxRdfKDw8XE899ZQCAgLUunVrvfnmm8rLy7tsP+fPn1d2drbLAgAAyia3wsixY8eUl5engIAAl/UBAQHKyMgodJ/9+/dr4cKFysvL07Jly/Tqq69q/Pjxev311y/bz9ixY1W1alXnEhQU5E6ZAACgFCnxu2ny8/NVq1YtTZs2Te3bt1d0dLRGjBihqVOnXnaf4cOH69SpU87l8OHDJV0mAACwxK05IzVr1pSnp6cyMzNd1mdmZiowMLDQfWrXrq0KFSrI09PTua5FixbKyMhQbm6uvL29C+zj4+MjHx8fd0oDAACllFtnRry9vdW+fXslJyc71+Xn5ys5OVnh4eGF7tO5c2ft3btX+fn5znW7d+9W7dq1Cw0iAACgfHH7Mk1CQoKmT5+uOXPmaOfOnXryySeVk5PjvLtmwIABGj58uLP9k08+qRMnTig+Pl67d+/W0qVL9eabb+qpp566eqMAAAClltu39kZHRysrK0sjR45URkaGQkJCtGLFCuek1kOHDsnD478ZJygoSF9++aWeeeYZtWnTRnXr1lV8fLxefPHFqzcKAABQarkdRiQpLi5OcXFxhW5LSUkpsC48PFwbNmwoTlcAAKCM4900AADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALDKy3YBQGlhUpuVeB+OsN0l3gcAXG84MwIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCpWGJk8ebKCg4Pl6+urjh07KjU1tUj7zZs3Tw6HQ3369ClOtwAAoAxyO4zMnz9fCQkJSkxM1JYtW9S2bVv17NlTR48eveJ+Bw8e1HPPPacuXboUu1gAAFD2uB1GJkyYoMcff1yxsbFq2bKlpk6dqkqVKmnmzJmX3ScvL0/9+/fX6NGj1ahRo9/s4/z588rOznZZAABA2eRWGMnNzdXmzZsVERHx3wN4eCgiIkLr16+/7H6vvfaaatWqpYEDBxapn7Fjx6pq1arOJSgoyJ0yAQBAKeJWGDl27Jjy8vIUEBDgsj4gIEAZGRmF7rN27VrNmDFD06dPL3I/w4cP16lTp5zL4cOH3SkTAACUIl4lefDTp0/r4Ycf1vTp01WzZs0i7+fj4yMfH58SrAwAAFwv3AojNWvWlKenpzIzM13WZ2ZmKjAwsED7ffv26eDBg4qMjHSuy8/P/6VjLy/t2rVLjRs3Lk7dAACgjHDrMo23t7fat2+v5ORk57r8/HwlJycrPDy8QPubbrpJ27ZtU1pamnO599571b17d6WlpTEXBAAAuH+ZJiEhQY888ohCQ0MVFhamiRMnKicnR7GxsZKkAQMGqG7duho7dqx8fX3VunVrl/2rVasmSQXWAwCA8sntMBIdHa2srCyNHDlSGRkZCgkJ0YoVK5yTWg8dOiQPDx7sCgAAiqZYE1jj4uIUFxdX6LaUlJQr7jt79uzidAkAAMooTmEAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwqlhhZPLkyQoODpavr686duyo1NTUy7adPn26unTpohtvvFE33nijIiIirtgeAACUL26Hkfnz5yshIUGJiYnasmWL2rZtq549e+ro0aOFtk9JSVFMTIzWrFmj9evXKygoSH/4wx/0448//u7iAQBA6ed2GJkwYYIef/xxxcbGqmXLlpo6daoqVaqkmTNnFto+KSlJQ4cOVUhIiG666SZ9+OGHys/PV3Jy8u8uHgAAlH5uhZHc3Fxt3rxZERER/z2Ah4ciIiK0fv36Ih3j7NmzunDhgqpXr37ZNufPn1d2drbLAgAAyia3wsixY8eUl5engIAAl/UBAQHKyMgo0jFefPFF1alTxyXQ/K+xY8eqatWqziUoKMidMgEAQClyTe+mGTdunObNm6fFixfL19f3su2GDx+uU6dOOZfDhw9fwyoBAMC15OVO45o1a8rT01OZmZku6zMzMxUYGHjFfd9++22NGzdOq1evVps2ba7Y1sfHRz4+Pu6UBgAASim3zox4e3urffv2LpNPL01GDQ8Pv+x+f/nLXzRmzBitWLFCoaGhxa8WAACUOW6dGZGkhIQEPfLIIwoNDVVYWJgmTpyonJwcxcbGSpIGDBigunXrauzYsZKkt956SyNHjtTcuXMVHBzsnFtSuXJlVa5c+SoOBQAAlEZuh5Ho6GhlZWVp5MiRysjIUEhIiFasWOGc1Hro0CF5ePz3hMuUKVOUm5urBx54wOU4iYmJGjVq1O+rHgAAlHpuhxFJiouLU1xcXKHbUlJSXD4fPHiwOF0AAIBygnfTAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsMrLdgEo+0xqsxLvwxG2u8T7AACUDM6MAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrvGwXUFJMarMS78MRtrvE+wAAoKzjzAgAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsKpYd9NMnjxZf/3rX5WRkaG2bdvqvffeU1hY2GXbf/rpp3r11Vd18OBBNW3aVG+99ZbuvvvuYhddnnBXEACgrHP7zMj8+fOVkJCgxMREbdmyRW3btlXPnj119OjRQtt/9dVXiomJ0cCBA/V///d/6tOnj/r06aPt27f/7uIBAEDp53YYmTBhgh5//HHFxsaqZcuWmjp1qipVqqSZM2cW2v6dd97RXXfdpeeff14tWrTQmDFjdMstt2jSpEm/u3gAAFD6uXWZJjc3V5s3b9bw4cOd6zw8PBQREaH169cXus/69euVkJDgsq5nz576/PPPL9vP+fPndf78eefnU6dOSZKys7OLXKs5k1fktsXlcKOe4ioL4ygLY5AYR1GVhTFIjKOoysIYJMZRVO6O4dL3tjHmiu3cCiPHjh1TXl6eAgICXNYHBATou+++K3SfjIyMQttnZGRctp+xY8dq9OjRBdYHBQW5U+41UNV2AVdJWRhHWRiDVDbGURbGIDGO60lZGINUNsZRvDGcPn1aVateft/r8nHww4cPdzmbkp+frxMnTqhGjRpyOBwl0md2draCgoJ0+PBh+fn5lUgfJa0sjEEqG+MoC2OQGMf1pCyMQSob4ygLY5CuzTiMMTp9+rTq1KlzxXZuhZGaNWvK09NTmZmZLuszMzMVGBhY6D6BgYFutZckHx8f+fj4uKyrVq2aO6UWm5+fX6n+5ZLKxhiksjGOsjAGiXFcT8rCGKSyMY6yMAap5MdxpTMil7g1gdXb21vt27dXcnKyc11+fr6Sk5MVHh5e6D7h4eEu7SVp1apVl20PAADKF7cv0yQkJOiRRx5RaGiowsLCNHHiROXk5Cg2NlaSNGDAANWtW1djx46VJMXHx6tr164aP368evfurXnz5unrr7/WtGnTru5IAABAqeR2GImOjlZWVpZGjhypjIwMhYSEaMWKFc5JqocOHZKHx39PuHTq1Elz587VK6+8opdffllNmzbV559/rtatW1+9UVwFPj4+SkxMLHB5qDQpC2OQysY4ysIYJMZxPSkLY5DKxjjKwhik62scDvNb99sAAACUIN5NAwAArCKMAAAAqwgjAADAKsIIAACwijACoMxjnj5wfbsuHweP8uXYsWOaOXOm1q9f73xnUWBgoDp16qRHH31U/v7+litEaefj46OtW7eqRYsWtksBUIhye2vvDz/8oGrVqqly5cou6y9cuKD169fr9ttvt1TZ1ZGZmakPPvhAI0eOtF3KFW3atEk9e/ZUpUqVFBER4XxeTWZmppKTk3X27Fl9+eWXCg0NtVzplf3888/avHmzqlevrpYtW7psO3funBYsWKABAwZYqq7odu7cqQ0bNig8PFw33XSTvvvuO73zzjs6f/68HnroIfXo0cN2iVf0v28Iv+Sdd97RQw89pBo1akiSJkyYcC3L+t1ycnK0YMEC7d27V7Vr11ZMTIxzLChZf/7zn9W3b1916dLFdillmyln0tPTTYcOHYyHh4fx9PQ0Dz/8sDl9+rRze0ZGhvHw8LBY4dWRlpZWKsbRsWNHM3jwYJOfn19gW35+vhk8eLC59dZbLVRWdLt27TINGjQwDofDeHh4mNtvv92kp6c7t5eW36nly5cbb29vU716dePr62uWL19u/P39TUREhOnRo4fx9PQ0ycnJtsu8IofDYUJCQky3bt1cFofDYTp06GC6detmunfvbrvM39SiRQtz/PhxY4wxhw4dMsHBwaZq1aqmQ4cOpnr16qZWrVpm//79lqv8bZs3b3ap86OPPjKdOnUy9erVM507dzaffPKJxeqK5tK/66ZNm5px48aZI0eO2C6p2N577z3z8MMPO3/uH330kWnRooVp3ry5GT58uLlw4YK12spdGBkwYIDp2LGj2bRpk1m1apVp3769CQ0NNSdOnDDG/PLF4XA4LFf527Zu3XrFZf78+aXiC9DX19fs3Lnzstt37txpfH19r2FF7uvTp4/p3bu3ycrKMnv27DG9e/c2DRs2NN9//70xpvSEkfDwcDNixAhjjDGffPKJufHGG83LL7/s3P7SSy+ZO++801Z5RTJ27FjTsGHDAqHJy8vLfPvtt5aqcp/D4TCZmZnGGGP69+9vOnXqZE6ePGmMMeb06dMmIiLCxMTE2CyxSNq0aWNWrVpljDFm+vTppmLFiubpp582U6ZMMcOGDTOVK1c2M2bMsFzllTkcDrN69WoTHx9vatasaSpUqGDuvfdes2TJEpOXl2e7vCIbM2aMqVKliomKijKBgYFm3LhxpkaNGub11183b775pvH39zcjR460Vl+5CyN16tQxGzdudH4+d+6ciYyMNCEhIeb48eOl5ovjUlp3OBwFlkvrS8M4goODzZw5cy67fc6cOaZBgwbXrqBiqFWrlvnmm2+cn/Pz882QIUNM/fr1zb59+0rN75Sfn5/Zs2ePMcaYvLw84+XlZbZs2eLcvm3bNhMQEGCrvCJLTU01zZo1M88++6zJzc01xpTuMNKoUSOzcuVKl+3r1q0zQUFBNkpzS8WKFc3BgweNMca0a9fOTJs2zWV7UlKSadmypY3SiuzXfxe5ublm/vz5pmfPnsbT09PUqVPHvPzyy85/N9ezxo0bm88++8wY88uZc09PT/P3v//duX3RokWmSZMmtsoz5e5umlOnTunGG290fvbx8dGiRYsUHBys7t276+jRoxarK7rq1atr+vTpOnDgQIFl//79+uc//2m7xCJ57rnnNHjwYMXHx+uLL77Qxo0btXHjRn3xxReKj4/XkCFD9MILL9gu84p+/vlneXn9dy64w+HQlClTFBkZqa5du2r37t0Wq3OPw+GQJHl4eMjX19fl1d9VqlTRqVOnbJVWZB06dNDmzZuVlZWl0NBQbd++3Tmu0uRSzefOnVPt2rVdttWtW1dZWVk2ynJLpUqVdOzYMUnSjz/+qLCwMJftHTt21IEDB2yUViwVKlRQ3759tWLFCu3fv1+PP/64kpKS1Lx5c9ul/ab09HTn3Lu2bdvKw8NDISEhzu233HKL0tPTLVVXDu+madSokb755hs1bdrUuc7Ly0uffvqp/vSnP+mee+6xWF3RtW/fXunp6WrQoEGh20+ePFkqbmd86qmnVLNmTf3tb3/T+++/r7y8PEmSp6en2rdvr9mzZ6tv376Wq7yym266SV9//XWBOzUmTZokSbr33nttlOW24OBg7dmzR40bN5YkrV+/XvXr13duP3ToUIEvxetV5cqVNWfOHM2bN08RERHO36vS5I477pCXl5eys7O1a9cul5eLfv/996ViAmuvXr00ZcoUffjhh+ratasWLlyotm3bOrcvWLBATZo0sVhh8dWvX1+jRo1SYmKiVq9ebbuc3xQYGKgdO3aofv362rNnj/Ly8rRjxw61atVKkvTtt9+qVq1a1uord2GkV69emjZtmqKiolzWXwokUVFR+uGHHyxVV3RDhgxRTk7OZbfXr19fs2bNuoYVFV90dLSio6N14cIF5/9F1axZUxUqVLBcWdHcf//9+uSTT/Twww8X2DZp0iTl5+dr6tSpFipzz5NPPunypf2/b9Zevnz5dX83zf968MEHddttt2nz5s2XDe7Xo8TERJfP/3vX35IlS0rF3R1vvfWWOnfurK5duyo0NFTjx49XSkqKWrRooV27dmnDhg1avHix7TKvqEGDBvL09LzsdofDoTvvvPMaVlQ8/fv314ABA3TfffcpOTlZL7zwgp577jkdP35cDodDb7zxhh544AFr9ZW7W3svXryos2fPys/Pz7lu3bp1Cg0NlY+Pjy5evKgff/yxVP2H65JfjwMArgcnT57UuHHjtGTJEu3fv1/5+fmqXbu2OnfurGeeeea6v22/rMjPz9e4ceO0fv16derUSS+99JLmz5+vF154QWfPnlVkZKQmTZqkG264wUp95S6MFMbPz09paWlq1KiR7VJ+l7IyDgBA+VLuJrAWpqzksbIyDgBA+UIYAQAAVhFGJH3wwQfOx5CXZmVlHACA8oU5IwAAwCrOjAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAIosIyND8fHxatKkiXx9fRUQEKDOnTtrypQpOnv2rO3yAJRS5e5FeQCKZ//+/ercubOqVaumN998UzfffLN8fHy0bds2TZs2TXXr1i30DcUXLlwoNS89BGAHZ0YAFMnQoUPl5eWlr7/+Wn379lWLFi3UqFEj3XfffVq6dKkiIyMl/fIW0ylTpujee+/VDTfcoDfeeEOSNGXKFDVu3Fje3t5q3ry5Pv74Y+exDx48KIfDobS0NOe6kydPyuFwKCUlRZKUkpIih8OhpUuXqk2bNvL19dWtt96q7du3O/f5/vvvFRkZqRtvvFE33HCDWrVqpWXLlpX8DwfA70IYAfCbjh8/rpUrV+qpp5667Fs9HQ6H88+jRo3S/fffr23btumxxx7T4sWLFR8fr2effVbbt2/XE088odjYWK1Zs8btWp5//nmNHz9emzZtkr+/vyIjI3XhwgVJ0lNPPaXz58/rP//5j7Zt26a33npLlStXLt6gAVwzXKYB8Jv27t0rY4yaN2/usr5mzZo6d+6cpF+CwFtvvSVJ6tevn2JjY53tYmJi9Oijj2ro0KGSpISEBG3YsEFvv/22unfv7lYtiYmJuvPOOyVJc+bMUb169bR48WL17dtXhw4dUlRUlG6++WZJ4g3WQCnBmREAxZaamqq0tDS1atVK58+fd64PDQ11abdz50517tzZZV3nzp21c+dOt/sMDw93/rl69epq3ry58zhPP/20Xn/9dXXu3FmJiYn65ptv3D4+gGuPMALgNzVp0kQOh0O7du1yWd+oUSM1adJEFStWdFl/uUs5l+Ph8ct/in79qqxLl17cMWjQIO3fv18PP/ywtm3bptDQUL333ntuHwfAtUUYAfCbatSooTvvvFOTJk1STk6O2/u3aNFC69atc1m3bt06tWzZUpLk7+8vSTpy5Ihz+68ns/7ahg0bnH/+6aeftHv3brVo0cK5LigoSEOGDNGiRYv07LPPavr06W7XC+DaYs4IgCJ5//331blzZ4WGhmrUqFFq06aNPDw8tGnTJn333Xdq3779Zfd9/vnn1bdvX7Vr104RERFasmSJFi1apNWrV0uSKlasqFtvvVXjxo1Tw4YNdfToUb3yyiuFHuu1115TjRo1FBAQoBEjRqhmzZrq06ePJGnYsGHq1auXmjVrpp9++klr1qxxCSoArlMGAIooPT3dxMXFmYYNG5oKFSqYypUrm7CwMPPXv/7V5OTkGGOMkWQWL15cYN/333/fNGrUyFSoUME0a9bMfPTRRy7bd+zYYcLDw03FihVNSEiIWblypZFk1qxZY4wxZs2aNUaSWbJkiWnVqpXx9vY2YWFhZuvWrc5jxMXFmcaNGxsfHx/j7+9vHn74YXPs2LES+3kAuDocxvzqIi0AXKdSUlLUvXt3/fTTT6pWrZrtcgBcRcwZAQAAVhFGAACAVVymAQAAVnFmBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGDV/wMWq9ivZSg4fgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
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    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
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     },
     "metadata": {},
     "output_type": "display_data"
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     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
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     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
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    },
    {
     "data": {
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       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
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     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
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     },
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    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
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     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
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     },
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     "output_type": "display_data"
    },
    {
     "data": {
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       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
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     },
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    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Ty83N1WeffSYPDw+NHj3a7DgA0GBuc4TFMAyzIzgE3gf3UvsVxAEDBqhDhw4mpwGAhnP5wlJ7/RCzLnboaGrfB66r4h5q169ce+21JicBgMZx+SkhT09PtWvXznZRQHuuluxKaq9QXVhYqHbt2snT09PsSGhmJ0+eVEZGhiTWrwBwfi5fWKTTX/+VxJWMJbVr1872fsC1ZWZm6uTJk+rcubN69uxpdhwAaBS3KCwWi0WdOnVSSEiIqqqqzI5jGm9vb46suJHa6aBrrrnGLY8qAnAtblFYanl6evKBDbdgGIbt68ysXwHgClx+0S3gjr744gsdPHhQfn5+uvrqq82OAwCNRmEBXFDt0ZXhw4erdevWJqcBgMajsAAu6OfrVwDAFVBYABfz448/6oMPPpBEYQHgOigsgIt5++23ZbVaddlllykqKsrsOADQJCgsgIvhYocAXBGFBXAhVqtVb731liQKCwDXQmEBXMjOnTt17NgxtWvXToMGDTI7DgA0GQoL4EJqp4NGjx4tLy+3Oi8kABdHYQFcCOtXALgqCgvgInJzc/Xpp5/KYrFo9OjRZscBgCZFYQFcxObNmyVJAwcOVHBwsMlpAKBpUVgAF8F0EABXRmEBXMDJkyeVkZEhicICwDVRWAAXkJmZqfLycnXu3Fm9evUyOw4ANDkKC+ACfj4dZLFYTE4DAE2PwgI4OcMwWL8CwOVRWAAn9+WXX+rAgQPy9fXV1VdfbXYcAGgWFBbAyb355puSpOHDh8vf39/kNADQPCgsgJOrnQ669tprTU4CAM2HwgI4sR9//FHvv/++JNavAHBtDSosqampioqKkp+fn2JiYpSdnX3OfVevXq0hQ4YoKChIQUFBio2NPWP/KVOmyGKx1LlxanHg/LZs2SKr1aoePXooKirK7DgA0GzsLiwvv/yyEhIStGDBAu3evVu9e/fWqFGjVFhYeNb9MzMzNWnSJG3btk1ZWVmKjIzUyJEjlZeXV2e/0aNH6/vvv7fdXnrppYa9IsCN1K5f4egKAFdnMQzDsOcBMTEx6t+/v1JSUiRJNTU1ioyM1IwZMzR37tzzPt5qtSooKEgpKSmKi4uTdPoIy/Hjx/Wvf/3L/lcgqaSkRIGBgSouLlbbtm0bNAbgbKxWq0JDQ3Xs2DFt375dv/3tb82OBAB2sefz264jLJWVlcrJyVFsbOxPA3h4KDY2VllZWfUao7y8XFVVVWrfvn2d7ZmZmQoJCVG3bt10zz336NixY+cco6KiQiUlJXVugLvJzs7WsWPH1K5dOw0aNMjsOADQrOwqLEePHrX9V93PhYaGKj8/v15jzJkzR+Hh4XVKz+jRo/Xiiy8qIyNDixcv1vbt2zVmzBhZrdazjpGYmKjAwEDbLTIy0p6XAbiE2m8HjRo1Sl5eXianAYDm1aK/5ZKSkrRp0yZlZmbKz8/Ptn3ixIm2P/fs2VO9evXSb37zG2VmZmrEiBFnjDNv3jwlJCTYfi4pKaG0wO2wfgWAO7HrCEtwcLA8PT1VUFBQZ3tBQYHCwsJ+9bHLli1TUlKStmzZct6Ls1144YUKDg7W/v37z3q/r6+v2rZtW+cGuJPDhw/r008/lcVi0ZgxY8yOAwDNzq7C4uPjo759+9ouYy+dXnSbkZGhgQMHnvNxS5Ys0aJFi5Senq5+/fqd93kOHz6sY8eOqVOnTvbEA9zG5s2bJUkDBgxQcHCwyWkAoPnZ/bXmhIQErV69WuvXr9eXX36pe+65R2VlZYqPj5ckxcXFad68ebb9Fy9erEcffVQvvPCCoqKilJ+fr/z8fJWWlkqSSktLNXv2bH344Yc6cOCAMjIydN111+miiy7SqFGjmuhlAq6Fix0CcDd2r2GZMGGCioqKNH/+fOXn56tPnz5KT0+3LcQ9dOiQPDx+6kFpaWmqrKzU+PHj64yzYMECLVy4UJ6envrss8+0fv16HT9+XOHh4Ro5cqQWLVokX1/fRr48wPWcOnVKW7dulURhAeA+7D4PiyPiPCxwJ+np6RozZowiIiKUm5sri8VidiQAaJBmOw8LAPP9fDqIsgLAXVBYACdiGAbrVwC4JQoL4ES+/PJLfffdd/L19T3rOYoAwFVRWAAnUnt0Zfjw4fL39zc5DQC0HAoL4ESYDgLgrigsgJM4fvy4duzYIYnCAsD9UFgAJ/H222/LarXq0ksvVdeuXc2OAwAtisICOIna6aBrr73W5CQA0PIoLIATsFqteuuttyQxHQTAPVFYACewa9cuHT16VIGBgRo0aJDZcQCgxVFYACfw5ptvSpJGjRolb29vk9MAQMujsABOgPUrANwdhQVwcHl5efrkk09ksVg0evRos+MAgCkoLICDqz26EhMTo44dO5qcBgDMQWEBHBxntwUACgvg0E6dOqWtW7dKYv0KAPdGYQEc2Pbt21VeXq6IiAj17t3b7DgAYBoKC+DAar/OPHbsWFksFpPTAIB5KCyAgzIMg/UrAPB/KCyAg/rqq6/03XffydfXVyNGjDA7DgCYisICOKjaoyvDhg1TQECAyWkAwFwUFsBB1a5fYToIACgsgEM6fvy4duzYIYnCAgAShQVwSFu2bJHVatWll16qCy+80Ow4AGA6CgvggPh2EADURWEBHIzVatXmzZslUVgAoBaFBXAwu3bt0tGjRxUYGKjBgwebHQcAHAKFBXAwtdNBo0aNkre3t8lpAMAxUFgAB8P6FQA4E4UFcCB5eXn6+OOPZbFYNGbMGLPjAIDDoLAADqR2sW1MTIw6duxochoAcBwUFsCBMB0EAGdHYQEcxKlTp7R161ZJFBYA+CUKC+Agtm/frrKyMoWHh6tPnz5mxwEAh0JhARzEz6eDLBaLyWkAwLFQWAAHYBgG61cA4FdQWAAHsHfvXn377bfy8fHRiBEjzI4DAA6HwgI4gDfffFOSNGzYMAUEBJicBgAcD4UFcAC100HXXnutyUkAwDFRWACTFRcXa8eOHZJYvwIA50JhAUy2ZcsWVVdXq3v37rrwwgvNjgMADonCApisdv0KR1cA4NwoLICJampq9NZbb0li/QoA/BoKC2CiXbt2qaioSIGBgRo8eLDZcQDAYVFYABPVfjto5MiR8vb2NjkNADguCgtgItavAED9NKiwpKamKioqSn5+foqJiVF2dvY59129erWGDBmioKAgBQUFKTY29lf3v/vuu2WxWJScnNyQaIDTOHLkiD7++GNZLBaNGTPG7DgA4NDsLiwvv/yyEhIStGDBAu3evVu9e/fWqFGjVFhYeNb9MzMzNWnSJG3btk1ZWVmKjIzUyJEjlZeXd8a+r732mj788EOFh4fb/0oAJ7N582ZJUnR0tEJCQkxOAwCOze7C8vTTT2vq1KmKj49Xjx49tGrVKrVu3VovvPDCWfffsGGD7r33XvXp00fdu3fX888/r5qaGmVkZNTZLy8vTzNmzNCGDRuYy4db4GKHAFB/dhWWyspK5eTkKDY29qcBPDwUGxurrKyseo1RXl6uqqoqtW/f3ratpqZGt956q2bPnq3LLrvsvGNUVFSopKSkzg1wJhUVFXrnnXckUVgAoD7sKixHjx6V1WpVaGhone2hoaHKz8+v1xhz5sxReHh4ndKzePFieXl5aebMmfUaIzExUYGBgbZbZGRk/V8E4AC2b9+usrIyhYeH64orrjA7DgA4vBb9llBSUpI2bdqk1157TX5+fpKknJwc/eUvf9G6detksVjqNc68efNUXFxsu+Xm5jZnbKDJ1U4HjR07tt5/7wHAndlVWIKDg+Xp6amCgoI62wsKChQWFvarj122bJmSkpK0ZcsW9erVy7b9vffeU2FhoS644AJ5eXnJy8tLBw8e1AMPPKCoqKizjuXr66u2bdvWuQHOwjAMvs4MAHayq7D4+Piob9++dRbM1i6gHThw4Dkft2TJEi1atEjp6enq169fnftuvfVWffbZZ/rkk09st/DwcM2ePVtvv/22nS8HcHx79+7Vt99+Kx8fnzpTowCAc/Oy9wEJCQmaPHmy+vXrp+joaCUnJ6usrEzx8fGSpLi4OEVERCgxMVHS6fUp8+fP18aNGxUVFWVb6xIQEKCAgAB16NBBHTp0qPMc3t7eCgsLU7du3Rr7+gCHUzsdNGzYMAUEBJicBgCcg92FZcKECSoqKtL8+fOVn5+vPn36KD093bYQ99ChQ/Lw+OnATVpamiorKzV+/Pg64yxYsEALFy5sXHrACfF1ZgCwn8UwDMPsEI1VUlKiwMBAFRcXs54FDq24uFjBwcGqrq7W/v379Zvf/MbsSABgGns+v7mWENCCtmzZourqanXr1o2yAgB2oLAALah2Oujaa681OQkAOBcKC9BCampqbNcPYv0KANiHwgK0kF27dqmoqEht27bVVVddZXYcAHAqFBaghdROB40cOZILfAKAnSgsQAth/QoANByFBWgBR44c0e7du2WxWDRmzBiz4wCA06GwAC2gdrFt//79FRISYnIaAHA+FBagBXB2WwBoHAoL0MwqKir0zjvvSGL9CgA0FIUFaGbvvvuuysrK1KlTJ11xxRVmxwEAp0RhAZrZm2++KUkaO3asLBaLyWkAwDlRWIBmZBgG61cAoAlQWIBm9PXXX+ubb76Rj4+PYmNjzY4DAE6LwgI0o9qjK0OHDlWbNm1MTgMAzovCAjSj2vUrTAcBQONQWIBmUlxcrPfee08ShQUAGovCAjSTd955R9XV1erWrZsuuugis+MAgFOjsADNhG8HAUDTobAAzaCmpsZ2/SAKCwA0HoUFaAYfffSRCgsL1aZNG1111VVmxwEAp0dhAZpB7XTQqFGj5OPjY3IaAHB+FBagGbB+BQCaFoUFaGLff/+9cnJyJEljxowxOQ0AuAYKC9DEahfb9u/fX6GhoSanAQDXQGEBmljtdNC1115rchIAcB0UFqAJVVRU6J133pHE+hUAaEoUFqAJvfvuuyotLVVYWJiuuOIKs+MAgMugsABNqHY6aOzYsfLw4J8XADQVfqMCTYj1KwDQPCgsQBP5+uuvtX//fnl7eys2NtbsOADgUigsQBN58803JUlDhw5VmzZtTE4DAK6FwgI0Ec5uCwDNh8ICNIGSkhK9++67kli/AgDNgcICNIF33nlH1dXVuuSSS3TRRReZHQcAXA6FBWgCtetXmA4CgOZBYQEaqaamxnb9IAoLADQPCgvQSDk5OSosLFSbNm00ZMgQs+MAgEuisACNVPvtoJEjR8rHx8fkNADgmigsQCOxfgUAmh+FBWiE77//Xjk5OZKkMWPGmJwGAFwXhQVohLfeekuS1L9/f4WFhZmcBgBcF4UFaATObgsALYPCAjRQRUWFtmzZIonCAgDNjcICNNB7772n0tJShYaG6sorrzQ7DgC4NAoL0EA//3aQhwf/lACgOTXot2xqaqqioqLk5+enmJgYZWdnn3Pf1atXa8iQIQoKClJQUJBiY2PP2H/hwoXq3r27/P39bfvs3LmzIdGAFvHNN99o9erVkqTf//73JqcBANdnd2F5+eWXlZCQoAULFmj37t3q3bu3Ro0apcLCwrPun5mZqUmTJmnbtm3KyspSZGSkRo4cqby8PNs+l1xyiVJSUrRnzx7t2LFDUVFRGjlypIqKihr+yoBmUlNTo9tuu03l5eUaNmyYxo0bZ3YkAHB5FsMwDHseEBMTo/79+yslJUXS6V/ekZGRmjFjhubOnXvex1utVgUFBSklJUVxcXFn3aekpESBgYHaunWrRowYcd4xa/cvLi5W27Zt7Xk5gN1WrFihWbNmyd/fX3v27FHXrl3NjgQATsmez2+7jrBUVlYqJydHsbGxPw3g4aHY2FhlZWXVa4zy8nJVVVWpffv253yO5557ToGBgerdu/dZ96moqFBJSUmdG9AS9u3bZyvmS5cupawAQAuxq7AcPXpUVqtVoaGhdbaHhoYqPz+/XmPMmTNH4eHhdUqPdHoBY0BAgPz8/LR8+XK98847Cg4OPusYiYmJCgwMtN0iIyPteRlAg1itVsXHx+vkyZMaMWKE7rrrLrMjAYDbaNGvNiQlJWnTpk167bXX5OfnV+e+4cOH65NPPtEHH3yg0aNH6+abbz7nuph58+apuLjYdsvNzW2J+HBzK1as0Pvvv6+AgACtWbOGbwYBQAuy6zducHCwPD09VVBQUGd7QUHBeU9LvmzZMiUlJWnLli3q1avXGff7+/vroosu0oABA7RmzRp5eXlpzZo1Zx3L19dXbdu2rXMDmtPevXv18MMPS5KeeuopdenSxeREAOBe7CosPj4+6tu3rzIyMmzbampqlJGRoYEDB57zcUuWLNGiRYuUnp6ufv361eu5ampqVFFRYU88oFnUTgWdOnVKv/vd7zR16lSzIwGA2/Gy9wEJCQmaPHmy+vXrp+joaCUnJ6usrEzx8fGSpLi4OEVERCgxMVGStHjxYs2fP18bN25UVFSUba1LQECAAgICVFZWpieeeEK///3v1alTJx09elSpqanKy8vTTTfd1IQvFWiY5cuXKysrS23atNHzzz8vi8VidiQAcDt2F5YJEyaoqKhI8+fPV35+vvr06aP09HTbQtxDhw7VmdtPS0tTZWWlxo8fX2ecBQsWaOHChfL09NRXX32l9evX6+jRo+rQoYP69++v9957T5dddlkjXx7QOF9++aUeeeQRSaeLywUXXGByIgBwT3afh8URcR4WNIfq6moNHjxY2dnZGj16tDZv3szRFQBoQs12HhbAnTz11FPKzs5WYGCgVq9eTVkBABNRWICz+OKLLzR//nxJUnJysjp37mxyIgBwbxQW4Beqq6s1efJkVVZW6pprrtHkyZPNjgQAbo/CAvzCkiVL9NFHH6ldu3Z67rnnmAoCAAdAYQF+Zs+ePVq4cKGk02e2DQ8PNzcQAEAShQWwqaqq0pQpU1RVVaVx48bpj3/8o9mRAAD/h8IC/J/Fixdr9+7dCgoK0rPPPstUEAA4EAoLIOnTTz/VY489JklKSUlRp06dTE4EAPg5Cgvc3s+ngq6//npNmjTJ7EgAgF+gsMDtPfnkk/rkk0/UoUMHrVq1iqkgAHBAFBa4tU8++USPP/64pNNTQbXXxAIAOBYKC9xWZWWlJk+erOrqat14442aMGGC2ZEAAOdAYYHbevzxx/XZZ58pODhYzzzzDFNBAODAKCxwSzk5OXryySclSc8884xCQkJMTgQA+DUUFridiooKTZkyRVarVTfffLNuuukmsyMBAM6DwgK389hjj+nzzz9Xx44dlZKSYnYcAEA9UFjgVnbt2qXFixdLktLS0tSxY0eTEwEA6oPCArdx6tQp21TQpEmTdOONN5odCQBQTxQWuI2FCxfqiy++UGhoqFauXGl2HACAHSgscAs7d+7U0qVLJUnPPvusOnToYHIiAIA9KCxwebVTQTU1Nbrlllt03XXXmR0JAGAnCgtc3vz58/XVV18pLCxMK1asMDsOAKABKCxwaR988IGWLVsmSXruuefUvn17kxMBABqCwgKXdfLkScXHx8swDMXFxWncuHFmRwIANBCFBS7rkUce0ddff63w8HAlJyebHQcA0AgUFrikHTt2aPny5ZKk1atXKygoyOREAIDGoLDA5ZSXl9umguLj4zV27FizIwEAGonCApfz8MMPa//+/ercubOefvpps+MAAJoAhQUu5d1339Vf/vIXSdLzzz+vdu3amRsIANAkKCxwGWVlZYqPj5ck3XHHHRo1apTJiQAATYXCApcxd+5cffvtt4qMjNRTTz1ldhwAQBOisMAlZGZmKiUlRZK0Zs0atW3b1uREAICmRGGB0ystLbVNBd1111363e9+Z3IiAEBTo7DA6T300EM6cOCAunTpYrsiMwDAtVBY4NQyMjKUlpYm6fRUUJs2bUxOBABoDhQWOK0TJ07o9ttvlyTde++9GjFihMmJAADNhcICpzV79mwdPHhQXbt21eLFi82OAwBoRhQWOKUtW7bo2WeflSS98MILCggIMDkRAKA5UVjgdIqLi3XHHXdIkqZPn65hw4aZGwgA0OwoLHA6Dz74oHJzc3XhhRcqKSnJ7DgAgBZAYYFTSU9P1/PPPy+LxaJ169bJ39/f7EgAgBZAYYHTOH78uG0qaObMmRoyZIjJiQAALYXCAqeRkJCgvLw8XXTRRXryySfNjgMAaEEUFjiF//znP1q7dq1tKqh169ZmRwIAtCAKCxzejz/+qDvvvFOSdP/992vw4MEmJwIAtDQKCxzefffdpyNHjuiSSy7R448/bnYcAIAJKCxwaG+88YZefPFFeXh4aN26dWrVqpXZkQAAJmhQYUlNTVVUVJT8/PwUExOj7Ozsc+67evVqDRkyREFBQQoKClJsbGyd/auqqjRnzhz17NlT/v7+Cg8PV1xcnI4cOdKQaHAhP/zwg20q6IEHHtDAgQNNTgQAMIvdheXll19WQkKCFixYoN27d6t3794aNWqUCgsLz7p/ZmamJk2apG3btikrK0uRkZEaOXKk8vLyJEnl5eXavXu3Hn30Ue3evVv//Oc/tXfvXv3+979v3CuD05s5c6by8/PVvXt3PfbYY2bHAQCYyGIYhmHPA2JiYtS/f3+lpKRIkmpqahQZGakZM2Zo7ty553281WpVUFCQUlJSFBcXd9Z9du3apejoaB08eFAXXHDBGfdXVFSooqLC9nNJSYkiIyNVXFystm3b2vNy4KD+9a9/6YYbbpCHh4eysrIUHR1tdiQAQBMrKSlRYGBgvT6/7TrCUllZqZycHMXGxv40gIeHYmNjlZWVVa8xysvLVVVVpfbt259zn+LiYlksFrVr1+6s9ycmJiowMNB2i4yMtOdlwMEdO3ZMd999tyTpoYceoqwAAOwrLEePHpXValVoaGid7aGhocrPz6/XGHPmzFF4eHid0vNzp06d0pw5czRp0qRztq158+apuLjYdsvNzbXnZcDBzZgxQwUFBerRo4cWLlxodhwAgAPwasknS0pK0qZNm5SZmSk/P78z7q+qqtLNN98swzCUlpZ2znF8fX3l6+vbnFFhkldffVUvvfSSPD09tW7dOv5/BgBIsrOwBAcHy9PTUwUFBXW2FxQUKCws7Fcfu2zZMiUlJWnr1q3q1avXGffXlpWDBw/qv//9L2tR3FBRUZHuueceSdLcuXPVv39/kxMBAByFXVNCPj4+6tu3rzIyMmzbampqlJGR8atfOV2yZIkWLVqk9PR09evX74z7a8vKvn37tHXrVnXo0MGeWHAR06dPV1FRkS6//HI9+uijZscBADgQu6eEEhISNHnyZPXr10/R0dFKTk5WWVmZ4uPjJUlxcXGKiIhQYmKiJGnx4sWaP3++Nm7cqKioKNtal4CAAAUEBKiqqkrjx4/X7t279eabb8pqtdr2ad++vXx8fJrqtcKBvfLKK/r73/8uT09PrV+/nqkgAEAddheWCRMmqKioSPPnz1d+fr769Omj9PR020LcQ4cOycPjpwM3aWlpqqys1Pjx4+uMs2DBAi1cuFB5eXn697//LUnq06dPnX22bdumYcOG2RsRTqayslL333+/JOnhhx/WlVdeaXIiAICjsfs8LI7Inu9xw/GsXbtWt912m8LDw/Xtt99ydAUA3ESznYcFaGo1NTVavHixpNPTjZQVAMDZUFhgqtdff1179+5Vu3btbNcNAgDglygsMI1hGEpKSpIkTZs2TW3atDE5EQDAUVFYYJrMzExlZ2fLz89PM2fONDsOAMCBUVhgmtq1K7fffrtCQkJMTgMAcGQUFpji448/1ttvvy1PT0898MADZscBADg4CgtMUXt0ZeLEieratavJaQAAjo7Cgha3f/9+vfLKK5Kkhx56yOQ0AABnQGFBi1u2bJlqamo0duzYs14IEwCAX6KwoEXl5+dr3bp1kk5fkRkAgPqgsKBF/eUvf1FFRYUGDRqkq666yuw4AAAnQWFBiykuLtYzzzwj6fTRFYvFYnIiAICzoLCgxaxatUolJSXq0aOHrrnmGrPjAACcCIUFLeLUqVNavny5JGnOnDny8OCvHgCg/vjUQIt48cUXVVBQoMjISE2aNMnsOAAAJ0NhQbOzWq1asmSJJOnBBx+Ut7e3yYkAAM6GwoJm9+qrr+qbb75Rhw4ddPvtt5sdBwDghCgsaFaGYSgpKUmSNGPGDPn7+5ucCADgjCgsaFZbt27Vxx9/rNatW2v69OlmxwEAOCkKC5pV7dGVO++8Ux06dDA5DQDAWVFY0Gyys7P13//+V15eXkpISDA7DgDAiVFY0GwWL14sSbrlllsUGRlpchoAgDOjsKBZ7N27V6+99pok6aGHHjI5DQDA2VFY0CyWLl0qwzB03XXXqUePHmbHAQA4OQoLmlxeXp5efPFFSacvcggAQGNRWNDkli9frqqqKg0dOlQDBgwwOw4AwAVQWNCkfvjhBz377LOSTl/kEACApkBhQZN65plnVFpaql69emn06NFmxwEAuAgKC5pMeXm5VqxYIen02hWLxWJyIgCAq6CwoMmsXbtWRUVF6tq1q2666Saz4wAAXAiFBU2iqqpKS5culSTNnj1bXl5eJicCALgSCguaxN///ncdPHhQISEhmjJlitlxAAAuhsKCRjMMw3Ya/lmzZqlVq1YmJwIAuBoKCxrtrbfe0p49e9SmTRvde++9ZscBALggCgsaLSkpSZJ09913q127duaGAQC4JAoLGuX999/Xe++9Jx8fH913331mxwEAuCgKCxqldu1KXFycwsPDTU4DAHBVFBY02Oeff6433nhDFotFs2fPNjsOAMCFUVjQYLXnXbnxxht1ySWXmJwGAODKKCxokIMHD2rjxo2SuMghAKD5UVjQIE8//bSqq6s1YsQI9evXz+w4AAAXR2GB3Y4eParVq1dLOn2RQwAAmhuFBXZLSUnRyZMn1bdvX40YMcLsOAAAN0BhgV1KS0u1cuVKSaePrlgsFpMTAQDcAYUFdnn++ef1ww8/6OKLL9YNN9xgdhwAgJugsKDeKisr9dRTT0mSZs+eLU9PT5MTAQDcRYMKS2pqqqKiouTn56eYmBhlZ2efc9/Vq1dryJAhCgoKUlBQkGJjY8/Y/5///KdGjhypDh06yGKx6JNPPmlILDSzjRs36vDhw+rUqZPi4uLMjgMAcCN2F5aXX35ZCQkJWrBggXbv3q3evXtr1KhRKiwsPOv+mZmZmjRpkrZt26asrCxFRkZq5MiRysvLs+1TVlamq666ynaadziempoaLVmyRJJ0//33y9fX1+REAAB3YjEMw7DnATExMerfv79SUlIknf4gi4yM1IwZM+r1FVer1aqgoCClpKSc8V/pBw4cUNeuXfXxxx+rT58+5xyjoqJCFRUVtp9LSkoUGRmp4uJitW3b1p6Xg3p6/fXXdf311yswMFCHDh3ifQYANFpJSYkCAwPr9flt1xGWyspK5eTkKDY29qcBPDwUGxurrKyseo1RXl6uqqoqtW/f3p6nriMxMVGBgYG2W2RkZIPHwvkZhqHExERJ0rRp0ygrAIAWZ1dhOXr0qKxWq0JDQ+tsDw0NVX5+fr3GmDNnjsLDw+uUHnvNmzdPxcXFtltubm6Dx8L5vfvuu9q5c6d8fX01c+ZMs+MAANyQV0s+WVJSkjZt2qTMzEz5+fk1eBxfX1/WULSgpKQkSdJtt912RlkFAKAl2FVYgoOD5enpqYKCgjrbCwoKFBYW9quPXbZsmZKSkrR161b16tXL/qQwxaeffqr09HR5eHjowQcfNDsOAMBN2TUl5OPjo759+yojI8O2raamRhkZGRo4cOA5H7dkyRItWrRI6enpXCjPydR+c2vChAm68MILTU4DAHBXdk8JJSQkaPLkyerXr5+io6OVnJyssrIyxcfHS5Li4uIUERFhW6S5ePFizZ8/Xxs3blRUVJRtrUtAQIACAgIkST/88IMOHTqkI0eOSJL27t0rSQoLCzvvkRs0n2+//VYvv/yypNNrjwAAMIvdhWXChAkqKirS/PnzlZ+frz59+ig9Pd22tuHQoUPy8PjpwE1aWpoqKys1fvz4OuMsWLBACxculCT9+9//thUeSZo4ceIZ+6DlLVu2TDU1NRo9erR69+5tdhwAgBuz+zwsjsie73GjfgoKCtSlSxdVVFQoMzNTQ4cONTsSAMDFNNt5WOA+VqxYoYqKCg0YMEC//e1vzY4DAHBzFBacoaSkRKmpqZKkuXPnymKxmJwIAODuKCw4w7PPPqvi4mJdeumlGjdunNlxAACgsKCuU6dO6emnn5YkPfTQQ3UWUAMAYBY+jVDHX//6V+Xn56tz5876wx/+YHYcAAAkUVjwM1arVUuXLpUkPfDAA/Lx8TE5EQAAp1FYYPPaa69p3759at++ve644w6z4wAAYENhgSTJMAzbRQ6nT59uOwsxAACOgMICSVJGRoZycnLUqlUrzZgxw+w4AADUQWGBpJ8ucjh16lQFBwebnAYAgLooLNBHH32krVu3ysvLSwkJCWbHAQDgDBQW2I6u/OEPf1CXLl1MTgMAwJkoLG7u66+/1quvvirp9IniAABwRBQWN7d06VIZhqFx48bpsssuMzsOAABnRWFxY0eOHNGLL74o6fRFDgEAcFQUFjeWnJysyspKDRkyRIMGDTI7DgAA50RhcVM//vij0tLSJHF0BQDg+CgsbiotLU2lpaXq2bOnxowZY3YcAAB+FYXFDZ08eVLJycmSpDlz5shisZgbCACA86CwuKF169apqKhIUVFRmjBhgtlxAAA4LwqLm6murtbSpUslSQ8++KC8vLxMTgQAwPlRWNzMK6+8ou+++04dO3ZUfHy82XEAAKgXCosbMQxDSUlJkqSZM2eqdevWJicCAKB+KCxuJD09XZ999pkCAgI0bdo0s+MAAFBvFBY3UnuRw7vuuktBQUEmpwEAoP4oLG4iKytL27dvl7e3t+6//36z4wAAYBcKi5uoPbpy6623KiIiwuQ0AADYh8LiBr744gu9/vrrslgsmj17ttlxAACwG4XFDSxZskSSdMMNN6h79+4mpwEAwH4UFheXm5urDRs2SDp9Gn4AAJwRhcXFPf3006qurtbVV1+t6Ohos+MAANAgFBYXduzYMT333HOSOLoCAHBuFBYXlpKSovLycl1xxRX63e9+Z3YcAAAajMLiosrKyrRy5UpJ0ty5c2WxWExOBABAw1FYXNSaNWt07Ngx/eY3v9GNN95odhwAABqFwuKCqqqqtGzZMknSQw89JE9PT5MTAQDQOBQWF/TSSy8pNzdXoaGhiouLMzsOAACN5mV2ADSdw4cP69lnn9UzzzwjSbr//vvl5+dncioAABqPwuLkDMPQ9u3blZqaqtdee01Wq1WS1KNHD919990mpwMAoGlQWJxUaWmp/va3vyklJUX/+9//bNuHDh2q6dOn67rrrpO3t7eJCQEAaDoUFiezd+9ePfPMM1q3bp1KSkokSa1bt9att96qadOmqWfPniYnBACg6VFYnIDVatXmzZuVkpKiLVu22LZffPHFmjZtmiZPnqx27dqZFxAAgGZGYXFgx44d05o1a5SWlqYDBw5IkiwWi6699lpNnz5dsbGx8vDgi14AANdHYXFAOTk5Sk1N1UsvvaRTp05Jktq3b6/bb79d99xzj7p27WpyQgAAWhaFxUFUVFToH//4h1JSUvThhx/atl955ZWaPn26Jk6cqFatWpmYEAAA81BYTHb48GGtWrVKq1evVmFhoSTJ29tbN998s6ZPn66YmBiuAwQAcHsNWgCRmpqqqKgo+fn5KSYmRtnZ2efcd/Xq1RoyZIiCgoIUFBSk2NjYM/Y3DEPz589Xp06d1KpVK8XGxmrfvn0NieYUDMPQtm3bNH78eEVFRemJJ55QYWGhIiIitGjRIuXm5upvf/ubBgwYQFkBAEANKCwvv/yyEhIStGDBAu3evVu9e/fWqFGjbEcHfikzM1OTJk3Stm3blJWVpcjISI0cOVJ5eXm2fZYsWaIVK1Zo1apV2rlzp/z9/TVq1Cjb+g1XUVpaqrS0NF1++eW6+uqr9eqrr8pqtWrYsGH6xz/+oe+++06PPPKIQkNDzY4KAIBjMewUHR1tTJs2zfaz1Wo1wsPDjcTExHo9vrq62mjTpo2xfv16wzAMo6amxggLCzOWLl1q2+f48eOGr6+v8dJLL9VrzOLiYkOSUVxcbMcraTlfffWVMXPmTKNt27aGJEOS4e/vb9xzzz3Gnj17zI4HAIAp7Pn8tmsNS2VlpXJycjRv3jzbNg8PD8XGxiorK6teY5SXl6uqqkrt27eXJH333XfKz89XbGysbZ/AwEDFxMQoKytLEydOPGOMiooKVVRU2H6uPYGaI7FarfrPf/6jlJQUvfPOO7btl1xyie3cKYGBgSYmBADAedhVWI4ePSqr1XrGlEVoaKi++uqreo0xZ84chYeH2wpKfn6+bYxfjll73y8lJibqz3/+sz3RW8zRo0dt5045ePCgpNPnThk3bpymT5+uESNGcO4UAADs1KLfEkpKStKmTZuUmZnZqKsIz5s3TwkJCbafS0pKFBkZ2RQRG+yjjz6ynTul9uhP+/btNXXqVN19992KiooyNR8AAM7MrsISHBwsT09PFRQU1NleUFCgsLCwX33ssmXLlJSUpK1bt6pXr1627bWPKygoUKdOneqM2adPn7OO5evrK19fX3uiN4uKigq98sorSklJ0c6dO23br7zySs2YMUMTJkzg3CkAADQBu+YmfHx81LdvX2VkZNi21dTUKCMjQwMHDjzn45YsWaJFixYpPT1d/fr1q3Nf165dFRYWVmfMkpIS7dy581fHNFNubq7+9Kc/KTIyUrfeeqt27twpHx8f/fGPf1RWVpY++ugjTZkyhbICAEATsXtKKCEhQZMnT1a/fv0UHR2t5ORklZWVKT4+XpIUFxeniIgIJSYmSpIWL16s+fPna+PGjYqKirKtSwkICFBAQIAsFovuu+8+Pf7447r44ovVtWtXPfroowoPD9f111/fdK+0kQzDUGZmplJSUvSvf/1LNTU1kqTOnTvr7rvv1h133MHXkQEAaCZ2F5YJEyaoqKhI8+fPV35+vvr06aP09HTbh/WhQ4fqLCpNS0tTZWWlxo8fX2ecBQsWaOHChZKkhx56SGVlZbrzzjt1/PhxXXXVVUpPT2/UOpemcuLECf31r39VamqqvvjiC9v24cOHa/r06fr9738vLy9OGAwAQHOyGIZhmB2isUpKShQYGKji4mK1bdu2ycb94osvNGDAAJ04cUKS5O/vr8mTJ+vee+/VZZdd1mTPAwCAO7Ln85tDA7+iW7du6tixo8LDwzVt2jTFxcVx7hQAAExAYfkVnp6e2r59uyIiIrimDwAAJqKwnEfnzp3NjgAAgNvjlKsAAMDhUVgAAIDDo7AAAACHR2EBAAAOj8ICAAAcHoUFAAA4PAoLAABweBQWAADg8CgsAADA4VFYAACAw6OwAAAAh0dhAQAADo/CAgAAHJ5LXK3ZMAxJUklJiclJAABAfdV+btd+jv8alygsJ06ckCRFRkaanAQAANjrxIkTCgwM/NV9LEZ9ao2Dq6mp0ZEjR9SmTRtZLJYmHbukpESRkZHKzc1V27Ztm3Rs/IT3uWXwPrcc3uuWwfvcMprrfTYMQydOnFB4eLg8PH59lYpLHGHx8PBQ586dm/U52rZtyz+GFsD73DJ4n1sO73XL4H1uGc3xPp/vyEotFt0CAACHR2EBAAAOj8JyHr6+vlqwYIF8fX3NjuLSeJ9bBu9zy+G9bhm8zy3DEd5nl1h0CwAAXBtHWAAAgMOjsAAAAIdHYQEAAA6PwgIAABwehaWeDhw4oNtvv11du3ZVq1at9Jvf/EYLFixQZWWl2dFcQmpqqqKiouTn56eYmBhlZ2ebHcmlJCYmqn///mrTpo1CQkJ0/fXXa+/evWbHcnlJSUmyWCy67777zI7icvLy8vTHP/5RHTp0UKtWrdSzZ0999NFHZsdyKVarVY8++midz71FixbV67o/zcElznTbEr766ivV1NTo2Wef1UUXXaTPP/9cU6dOVVlZmZYtW2Z2PKf28ssvKyEhQatWrVJMTIySk5M1atQo7d27VyEhIWbHcwnbt2/XtGnT1L9/f1VXV+vhhx/WyJEj9cUXX8jf39/seC5p165devbZZ9WrVy+zo7icH3/8UYMHD9bw4cP11ltvqWPHjtq3b5+CgoLMjuZSFi9erLS0NK1fv16XXXaZPvroI8XHxyswMFAzZ85s8Tx8rbkRli5dqrS0NH377bdmR3FqMTEx6t+/v1JSUiSdvjZUZGSkZsyYoblz55qczjUVFRUpJCRE27dv129/+1uz47ic0tJSXXnllXrmmWf0+OOPq0+fPkpOTjY7lsuYO3eu3n//fb333ntmR3Fp1157rUJDQ7VmzRrbthtvvFGtWrXS3/72txbPw5RQIxQXF6t9+/Zmx3BqlZWVysnJUWxsrG2bh4eHYmNjlZWVZWIy11ZcXCxJ/P1tJtOmTdM111xT5+81ms6///1v9evXTzfddJNCQkJ0xRVXaPXq1WbHcjmDBg1SRkaGvv76a0nSp59+qh07dmjMmDGm5GFKqIH279+vlStXMh3USEePHpXValVoaGid7aGhofrqq69MSuXaampqdN9992nw4MG6/PLLzY7jcjZt2qTdu3dr165dZkdxWd9++63S0tKUkJCghx9+WLt27dLMmTPl4+OjyZMnmx3PZcydO1clJSXq3r27PD09ZbVa9cQTT+iWW24xJY/bH2GZO3euLBbLr95++cGZl5en0aNH66abbtLUqVNNSg40zLRp0/T5559r06ZNZkdxObm5uZo1a5Y2bNggPz8/s+O4rJqaGl155ZV68skndcUVV+jOO+/U1KlTtWrVKrOjuZS///3v2rBhgzZu3Kjdu3dr/fr1WrZsmdavX29KHrc/wvLAAw9oypQpv7rPhRdeaPvzkSNHNHz4cA0aNEjPPfdcM6dzfcHBwfL09FRBQUGd7QUFBQoLCzMpleuaPn263nzzTb377rvq3Lmz2XFcTk5OjgoLC3XllVfatlmtVr377rtKSUlRRUWFPD09TUzoGjp16qQePXrU2XbppZfq1VdfNSmRa5o9e7bmzp2riRMnSpJ69uypgwcPKjEx0ZQjWW5fWDp27KiOHTvWa9+8vDwNHz5cffv21dq1a+Xh4fYHqBrNx8dHffv2VUZGhq6//npJp//rKSMjQ9OnTzc3nAsxDEMzZszQa6+9pszMTHXt2tXsSC5pxIgR2rNnT51t8fHx6t69u+bMmUNZaSKDBw8+42v5X3/9tbp06WJSItdUXl5+xuecp6enampqTMnj9oWlvvLy8jRs2DB16dJFy5YtU1FRke0+jgQ0TkJCgiZPnqx+/fopOjpaycnJKisrU3x8vNnRXMa0adO0ceNGvf7662rTpo3y8/MlSYGBgWrVqpXJ6VxHmzZtzlgX5O/vrw4dOrBeqAndf//9GjRokJ588kndfPPNys7O1nPPPcdR7yY2btw4PfHEE7rgggt02WWX6eOPP9bTTz+t2267zZxABupl7dq1hqSz3tB4K1euNC644ALDx8fHiI6ONj788EOzI7mUc/3dXbt2rdnRXN7QoUONWbNmmR3D5bzxxhvG5Zdfbvj6+hrdu3c3nnvuObMjuZySkhJj1qxZxgUXXGD4+fkZF154ofGnP/3JqKioMCUP52EBAAAOj0UYAADA4VFYAACAw6OwAAAAh0dhAQAADo/CAgAAHB6FBQAAODwKCwAAcHgUFgAA4PAoLABMNWzYMN13333nvD8qKkrJycktlgeAY+JaQgAc2q5du+Tv7292DAAmo7AAcGj1vZo6ANfGlBAA01VXV2v69OkKDAxUcHCwHn30UdVe5uyXU0IWi0XPP/+8brjhBrVu3VoXX3yx/v3vf5uUHEBLobAAMN369evl5eWl7Oxs/eUvf9HTTz+t559//pz7//nPf9bNN9+szz77TGPHjtUtt9yiH374oQUTA2hpFBYApouMjNTy5cvVrVs33XLLLZoxY4aWL19+zv2nTJmiSZMm6aKLLtKTTz6p0tJSZWdnt2BiAC2NwgLAdAMGDJDFYrH9PHDgQO3bt09Wq/Ws+/fq1cv2Z39/f7Vt21aFhYXNnhOAeSgsAJyOt7d3nZ8tFotqampMSgOgJVBYAJhu586ddX7+8MMPdfHFF8vT09OkRAAcDYUFgOkOHTqkhIQE7d27Vy+99JJWrlypWbNmmR0LgAPhPCwATBcXF6eTJ08qOjpanp6emjVrlu68806zYwFwIBaj9mQHAAAADoopIQAA4PAoLAAAwOFRWAAAgMOjsAAAAIdHYQEAAA6PwgIAABwehQUAADg8CgsAAHB4FBYAAODwKCwAAMDhUVgAAIDD+//2+CKaFGTImgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# run interpretation\n",
    "interpretation = interpret.run_interpretation(\n",
    "    dataset=dataset_path,\n",
    "    model=local_model_rest_server_url,\n",
    "    target_col=target_col,\n",
    "    results_location=results_location,\n",
    "    log_level=logging.INFO,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff9df4be-d4da-44db-a479-7d8d7f45c29d",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Explainers Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "69c4ad40-9031-4867-a4b8-611d51b700dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['h2o_sonar.explainers.dia_explainer.DiaExplainer',\n",
       " 'h2o_sonar.explainers.dt_surrogate_explainer.DecisionTreeSurrogateExplainer',\n",
       " 'h2o_sonar.explainers.pd_ice_explainer.PdIceExplainer']"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interpretation.get_successful_explainer_ids()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "a32e1d52-9c92-4946-83c7-8d96cc1c964f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interpretation.get_failed_explainer_ids()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d20212a-fc17-493f-82ec-3df894bd4ed3",
   "metadata": {},
   "source": [
    "### PD/ICE Explainer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "25556ca5-8239-4201-8a23-1ace2b3a46d4",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# retrieve the result\n",
    "result = interpretation.get_explainer_result(\n",
    "    pd_explainer.PdIceExplainer.explainer_id()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "a592d714-9aa3-47ed-8816-54bea5a4b345",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Fys0vZGH6AWau28Oczfs4nVdI/ZoR3NqpKYPax9I1sb4N+pXIwLaNadW4Fi/PzWBw+1iqhlVxOyRjAlKpCUBEwoBJQH8gG1ghItNVdZNPtdWAR1VPi8hDwHPAMOA0cI+qZohIE2CliMxS1aN4E8NQVd0sIg8DfwJGlmHfLig3v5DFGQeZuS6H2Zv2cSqvkLqR4Qzt0JTB7WPpmljPBpZKqkoV4anrW/LA1DT+tXo3d3ji3Q7JmIDkzwygC5CpqlsBROQTYCjwUwJQ1fk+9ZcBI5zydJ86OSKyH4gBjgKKd2YAUAfIueRe+OlsQSFLMg4yc90eZm/ax4mzBURHhnPTlU0Y1D6Wbi3q26AfIPpd0ZAr4+rw8pwMbu7QlIiq9roZc7H8SQBNgV0+y9lA1wvUHw18XbxQRLoAEUCWU3Q/8JWInAGOAyVe6UtExgBjAJo1a+ZHuL+0KP0AX67J4dtNezmRW0CdGuHc2C7WO+gn1SfcBv2AIyKM7Z/KyHdW8GnaLkZc3dztkIwJOGV6ElhERgAeoFex8ljgfeBeVS1yiscCN6rqDyLyO2A83qTwM6o6BZgC4PF49FLimrp0B8u3HWJAm8YMah/LNUkN7BNjEOiVGoOneV1emZfJbZ3jqB4e5nZIxgQUfxLAbsD3IGucU/YzItIPeBropapnfcprAzOBp1V1mVMWA1ypqj841f4BfHNJPfDD/9zSlujICBv0g4yIMO76VO564wc++mEno3qEzs28jSkL/oyIK4AUEUkUkQjgTmC6bwUR6QhMBoao6n6f8gjgc2Cqqn7ms8kRoI6IpDrL/YHNl96NC2tYu7oN/kHqmqQGXJNUn1cXZHE6r8DtcIwJKKWOiqpaADwKzMI7SH+qqhtF5BkRGeJUex6IAqaJyBoROZcg7gCuBUY65WtEpIPT5gPAP0VkLXA38Luy7ZoJFU9dn8rBk2eZunSH26EYE1BE9ZIOq7vC4/FoWlqa22GYSujet5ezLvsoi37fh1rVw90Ox5hKRURWqqqneLkdFzFB4anrUzlyOp93vtvudijGBAxLACYotI+Lpn/rRryxeCvHTue7HY4xAcESgAka4/qnciK3gDeXbHU7FGMCgiUAEzSuiK3NoPaxvL1kG4dP5bkdjjGVniUAE1TG9kvhTH4hkxdmlV7ZmBBnCcAEleSGtbi5Q1PeW7qd/Sdy3Q7HmErNEoAJOo/3TSG/UHl1vs0CjLkQSwAm6CQ0qMltneL46Ied5Bw943Y4xlRalgBMUHqsbzKK8sp8V+4xZExAsARgglJc3UjuvKoZn67Yxa7Dp90Ox5hKyRKACVqPXpdMWBVh4twMt0MxplKyBGCCVqPa1RlxdXP+uSqbrQdOuh2OMZWOJQAT1B7qnUS1qmG8bLMAY37BEoAJag2iqjGyewLT1+awZe8Jt8MxplKxBGCC3pieLagZUZWX5qS7HYoxlYolABP06taMYHSPRL7esJcNu4+5HY4xlYYlABMSRvdMpE6NcCbMtlmAMef4lQBEZICIbBGRTBH5Ywnrx4nIJhFZJyJzRaS5U95BRJaKyEZn3TCfbURE/ioi6SKyWUQeL7tuGfNztauHM+baFsz9cT+rdx5xOxxjKoVSE4CIhAGTgIFAa2C4iLQuVm014FHV9sBnwHNO+WngHlVtAwwAXhKRaGfdSCAeaKWqVwCfXF5XjLmwkdckUK9mBONtFmAM4N8MoAuQqapbVTUP70A91LeCqs5X1XM/t1wGxDnl6aqa4TzOAfYDMU69h4BnVLXIWb//cjtjzIXUrFaVh3olsTjjIMu3HXY7HGNc508CaArs8lnOdsrOZzTwdfFCEekCRADnLtGYBAwTkTQR+VpEUkpqTETGOHXSDhw44Ee4xpzfiKub07BWNV74dguq6nY4xriqTE8Ci8gIwAM8X6w8FngfuO/cJ36gGpDr3Kn+DeDtktpU1Smq6lFVT0xMTElVjPFbjYgwHumTzPJth/ku85Db4RjjKn8SwG68x+rPiXPKfkZE+gFPA0NU9axPeW1gJvC0qi7z2SQb+Jfz+HOg/cWFbsylubNLPE3qVOfF2TYLMKHNnwSwAkgRkUQRiQDuBKb7VhCRjsBkvIP/fp/yCLyD+1RV/axYu18AfZzHvQA7M2cqRLWqYTzWN4XVO48yf4udejKhq9QEoKoFwKPALGAz8KmqbhSRZ0RkiFPteSAKmCYia0TkXIK4A7gWGOmUrxGRDs66vwG/EpH1wP8C95dZr4wpxW2d42hWL5Lxs9NtFmBClgTSf36Px6NpaWluh2GCxD9XZvPUtLW8PqIzA9o2djscY8qNiKx0zrf+jP0S2ISsmzs2pUVMTSbMTqeoKHA+CBlTViwBmJAVVkV4sl8qW/adYMb6PW6HY0yFswRgQtrgdrG0bFSLl2anU1BYVPoGxgQRSwAmpFWpIoztn8rWg6f4Yk2O2+EYU6EsAZiQd0ObRrRtWpuX56aTb7MAE0IsAZiQJyI81b8luw6fYVpattvhGFNhLAEYA/RuGUPHZtG8Mi+DswWFbodjTIWwBGAM3lnAb69vSc6xXD5Zvqv0DYwJApYAjHFck1Sfron1eGV+JmfybBZggp8lAGMcIsJT17fkwImzfLBsh9vhGFPuLAEY46NLYj16pjTgtYVZnDxb4HY4xpQrSwDGFPPU9S05fCqP977f7nYoxpQrSwDGFNMhPpp+VzRk8sIsjp3JdzscY8qNJQBjSjC2fyrHcwt4a8k2t0MxptxYAjCmBG2a1GFg28a8vWQbR07luR2OMeXCEoAx5zG2fyqn8gqYvGir26EYUy4sARhzHqmNajHkyia89/12Dpw4W/oGxgQYvxKAiAwQkS0ikikifyxh/TgR2SQi60Rkrog0d8o7iMhSEdnorBtWwrYTReTk5XfFmLL3RN8U8gqLeH1hltuhGFPmSk0AIhIGTAIGAq2B4SLSuli11YBHVdsDnwHPOeWngXtUtQ0wAHhJRKJ92vYAdS+3E8aUlxYxUdzasSnvL9vB3mO5bodjTJnyZwbQBchU1a2qmgd8Agz1raCq81X1tLO4DIhzytNVNcN5nAPsB2Lgp8TyPPD7suiIMeXl8b4pFBUpk+Znuh2KMWXKnwTQFPC9Ola2U3Y+o4GvixeKSBcgAjg3l34UmK6qF7wXn4iMEZE0EUk7cOCAH+EaU7bi60Uy7Kp4Plmxk+wjp0vfwJgAUaYngUVkBODB+8netzwWeB+4T1WLRKQJcDvw99LaVNUpqupRVU9MTExZhmuM3x69LhkR4e9zbRZggoc/CWA3EO+zHOeU/YyI9AOeBoao6lmf8trATOBpVV3mFHcEkoFMEdkORIqIvbNMpRVbpwa/7tqMz1Zls/3gKbfDMaZM+JMAVgApIpIoIhHAncB03woi0hGYjHfw3+9THgF8DkxV1c/OlavqTFVtrKoJqpoAnFbV5MvvjjHl56HeSYSHCS/PzXA7FGPKRKkJQFUL8B6vnwVsBj5V1Y0i8oyIDHGqPQ9EAdNEZI2InEsQdwDXAiOd8jUi0qHMe2FMBWhYqzr3dkvgizW7ydx/wu1wjLlsoqpux+A3j8ejaWlpbodhQtjhU3n0fHYevVs1ZNJdndwOxxi/iMhKVfUUL7dfAhtzEerVjGBUj0RmrtvDppzjbodjzGWxBGDMRbq/RwtqVa/KhDnpbodizGWxBGDMRaoTGc6Yni2YvWkfa3cddTscYy6ZJQBjLsF9PRKpGxnO+Nk2CzCByxKAMZcgqlpVHuyVxML0A6RtP+x2OMZcEksAxlyie7ol0CCqGi9+a7MAE5gsARhziWpEhPFw7ySWbj3E95kH3Q7HmItmCcCYy3BX12Y0rl2dF2enE0i/qTEGLAEYc1mqh4fx6HXJrNxxhIXpdrVaE1gsARhzme7wxBNXtwbjbRZgAowlAGMuU0TVKjzeN4V12ceYvWmf2+EY4zdLAMaUgVs7NiWxQU3Gz06nqMhmASYwWAIwpgxUDavCk/1S+HHvCb7acMGb3BlTaVgCMKaMDG7fhJSGUbw0J4NCmwWYAGAJwJgyElZFGNc/lcz9J5m+9hc3zTOm0rEEYEwZuqFNY1rH1ualORnkFxa5HY4xF2QJwJgyVMWZBew4dJp/rcp2OxxjLsivBCAiA0Rki4hkisgfS1g/TkQ2icg6EZkrIs2d8g4islRENjrrhvls86HT5gYReVtEwsuuW8a4p+8VDbkyPpqJczM5W1DodjjGnFepCUBEwoBJwECgNTBcRFoXq7Ya8Khqe+Az4Dmn/DRwj6q2AQYAL4lItLPuQ6AV0A6oAdx/eV0xpnIQEZ7qn8ruo2f4dMUut8Mx5rz8mQF0ATJVdauq5gGfAEN9K6jqfFU97SwuA+Kc8nRVzXAe5wD7gRhn+St1AMvPbWNMMOiZ0oAuCfV4ZX4mufk2CzCVkz8JoCng+zEm2yk7n9HA18ULRaQLEAFkFSsPB+4GvimpMREZIyJpIpJ24IBda8UEBhFh3PWp7Dt+lg+W7XA7HGNKVKYngUVkBOABni9WHgu8D9ynqsW/GvEqsEhVF5fUpqpOUVWPqnpiYmLKMlxjytXVLerTPbk+ry/M4nRegdvhGPML/iSA3UC8z3KcU/YzItIPeBoYoqpnfcprAzOBp1V1WbFt/oz3kNC4iw/dmMpvXP+WHDyZx3vf2yzAVD7+JIAVQIqIJIpIBHAnMN23goh0BCbjHfz3+5RHAJ8DU1X1s2Lb3A/cAAwvYVZgTFDo3LwufVrGMHlRFidy890Ox5ifKTUBqGoB8CgwC9gMfKqqG0XkGREZ4lR7HogCponIGhE5lyDuAK4FRjrla0Skg7PudaARsNQp/8+y65Yxlce4/i05ejqft5dsdzsUY35GAun65R6PR9PS0twOw5iL9pv30/g+8xCL/9CH6MgIt8MxIUZEVqqqp3i5/RLYmAowtn8qJ/MKeGPxVrdDMeYnlgCMqQCtGtdmcPsmvPPddg6dPFv6BsZUAEsAxlSQJ/ulkJtfyOsLs0qvbEwFsARgTAVJioni5o5Nmbp0B/uP57odjjGWAIypSE/0TaGwSJk0P9PtUIyxBGBMRWpevya3e+L4ePkudh8943Y4JsRZAjCmgj16XQoAr8yzWYBxlyUAYypY0+gaDO8Sz7S0Xew8dLr0DYwpJ5YAjHHBI32SCasivDw3w+1QTAizBGCMCxrWrs493Zrz+epsMvefdDscE6IsARjjkgd7JVE9PMxmAcY1lgCMcUn9qGrc1z2BGety+HHvcbfDMSHIEoAxLnqgZwuiIqoyYXa626GYEGQJwBgXRUdGMLpnIrM27mN99jG3wzEhxhKAMS4b1SOR6Mhwxs/e4nYoJsRYAjDGZbWrhzPm2hbM33KAlTuOuB2OCSGWAIypBEZek0CDqAg7F2AqlF8JQEQGiMgWEckUkT+WsH6ciGwSkXUiMldEmjvlHURkqYhsdNYN89kmUUR+cNr8h3P/YGNCUmREVR7slcSSzIMs23rI7XBMiCg1AYhIGDAJGAi0BoaLSOti1VYDHlVtD3wGPOeUnwbuUdU2wADgJRGJdtY9C0xQ1WTgCDD6MvtiTEAbcXVzGtWuxvhv0wmkW7WawOXPDKALkKmqW1U1D/gEGOpbQVXnq+q5i5osA+Kc8nRVzXAe5wD7gRgREeA6vMkC4D3g5svsizEBrXp4GI/2SWb59sMsyTzodjgmBPiTAJoCu3yWs52y8xkNfF28UES6ABFAFlAfOKqqBaW1KSJjRCRNRNIOHDjgR7jGBK47roqnaXQNXrBZgKkAZXoSWERGAB7g+WLlscD7wH2qWnQxbarqFFX1qKonJiam7II1phKqVjWMx/sms3bXUeb9uN/tcEyQ8ycB7AbifZbjnLKfEZF+wNPAEFU961NeG5gJPK2qy5ziQ0C0iFS9UJvGhKJbO8XRvH4kL36bTlGRzQJM+fEnAawAUpxv7UQAdwLTfSuISEdgMt7Bf79PeQTwOTBVVc8d70e9c9v5wG1O0b3Al5fTEWOCRXhYFZ7om8KmPceZtXGv2+GYIFZqAnCO0z8KzAI2A5+q6kYReUZEhjjVngeigGkiskZEziWIO4BrgZFO+RoR6eCs+wMwTkQy8Z4TeKvMemVMgBvaoSlJMTWZMCedQpsFmHIigXSiyePxaFpamtthGFMhZqzL4dGPVvPynR0Y2uFC37sw5sJEZKWqeoqX2y+BjamkbmwbS6vGtXhpTgYFhRf13Qlj/GIJwJhKqkoVYVz/VLYdPMW/Vtt3JEzZswRgTCXWv3Uj2sfVYeLcDPIKbBYQik7nFfDZyuxy+V2IJQBjKjER7ywg+8gZpq3cVfoGJmicySvkzcVbufa5+fx22lrWlsP9IqqWXsUY46ZeqTF0bl6Xv8/N5Fed4qgeHuZ2SKYc5eYX8vHynby6IIsDJ87SI7kBY/un0CE+usz3ZQnAmEpORHiqfyp3vfkDHy/fyX3dE90OyZSDswWFfLpiF5PmZ7H3eC5Xt6jHK8M70rVF/XLbpyUAYwLANckN6NaiPpPmZ3HnVc2oEWGzgGCRV1DEZyuzeWVeBjnHcrkqoS7jh13JNUkNyn3flgCMCRBPXZ/Kba8vZerS7fymV5Lb4ZjLlF9YxOerdjNxXgbZR87QsVk0z97Wnh7JDfBeMLn8WQIwJkB4EurRKzWG1xdm8eurmxNVzd6+gaigsIgv1+QwcV4GOw6d5sq4Ovzl5rb0So2psIH/HPsWkDEBZFz/VI6czuedJdvcDsVcpMIi5YvVu+k/YRFPTVtLVLWqvHWvhy8e6U7vlg0rfPAHmwEYE1CujI+m3xWNmLJ4K/d0S6BOZLjbIZlSFBUpM9fv4aU56WQdOEWrxrWYfHdnrm/dyJVB35fNAIwJMOP6p3Iit4A3l2x1OxRzAUVFytfr9zDw5cU89vFqqojw6q878dXjPbmhTWPXB3+wGYAxAad1k9oMahfL20u2cV/3ROrVjHA7JONDVZm9aR8T5mSwec9xWsTUZOLwjgxqF0tYFfcHfV+WAIwJQGP7p/D1hj1MXpTF/xl4hdvhGLwD//wt+xk/O50Nu4+T2KAmLw3rwE1XNql0A/85lgCMCUDJDWsxtENT3vt+O6N7JNKwVnW3QwpZqsrC9ANMmJPB2l1HaVYvkhduv5KbOzShaljlPspuCcCYAPVE3xSmr83htQVZ/PmmNm6HE3JUle8yDzF+9hZW7TxK0+gaPPurdtzaKY7wSj7wn2MJwJgAldCgJrd1iuPDH3Yy5toWxNap4XZIIWNp1iEmzE5n+fbDxNapzl9vacvtneOJqBoYA/85fkUrIgNEZIuIZIrIH0tYP05ENonIOhGZKyLNfdZ9IyJHRWRGsW36isgq5zaRS0Qk+fK7Y0xoeaxvMqrKK/My3Q4lJKzYfpjhU5Yx/I1l7Dh8imeGtmHB73rz667NA27wBz9mACISBkwC+gPZwAoRma6qm3yqrQY8qnpaRB4CngOGOeueByKB3xRr+jVgqKpuFpGHgT8BIy+nM8aEmri6kdx5VTM+WbGTB3slEV8v0u2QgtLKHUd4aU46izMO0iCqGv85uDV3dW0W8Fdm9SdldQEyVXWrquYBnwBDfSuo6nxVPe0sLgPifNbNBU6U0K4CtZ3HdYCci4zdGAM80icZEWHi3Ay3Qwk6a3cdZeQ7y/nVa9+zKec4fxp0BYt/34dRPRIDfvAH/84BNAV870SRDXS9QP3RwNd+tHs/8JWInAGOA1eXVElExgBjAJo1a+ZHs8aElsZ1qjOia3PeW7qdh/skk9igptshBbwNu48xYXY6c3/cT93IcP44sBX3dGtOZERwnTYt04NWIjIC8OA97FOascCNqhoHvAOML6mSqk5RVY+qemJiYsouWGOCyEO9k4gIq8LLc9LdDiWgbco5zpipaQz++xLSdhzhdze0ZPEfruPBXklBN/iDfzOA3UC8z3KcU/YzItIPeBropapnL9SgiMQAV6rqD07RP4Bv/IrYGPMLMbWqce81CUxelMXDfZJJbVTL7ZACypa9J3h5bjpfrd9LrepVGdsvlft6JFC7enBfa8mfBLACSBGRRLwD/53AXb4VRKQjMBkYoKr7/WjzCFBHRFJVNR3vCebNFxW5MeZnfnNtCz5YtoOX5qTz6q87ux1OQMjcf5KX52YwY10ONSOq8vh1yYzu0SJkLrJXagJQ1QIReRSYBYQBb6vqRhF5BkhT1el4D/lEAdOcCxztVNUhACKyGGgFRIlINjBaVWeJyAPAP0WkCG9CGFUO/TMmZNStGcGoHolMnJvBxpxjtGlSx+2QKq1tB08xcW4GX67ZTfXwMB7qlcQDPVtQN8SuqySq6nYMfvN4PJqWluZ2GMZUWsfO5NPz2Xl0SazHm/de5XY4lc7OQ6eZOC+Df63KplrVMO65pjljeragflQ1t0MrVyKyUlU9xcuD76yGMSGsTo1wftMriednbWHNrqN0iI92O6RKYdfh07wyL5PPVmVTtYowqnsiv+mVREyt4B74S2MJwJggM/KaBN5aso0Xv93C+6Mv9I3t4Jdz9AyvzM/k0xW7qFJFuPvq5jzcO4mGte3ieWAJwJigU7NaVR7s1YL/+epHlm87TJfEem6HVOH2Hsvl1QWZfLJ8F4oyvEszHu6TZNdLKsYSgDFB6O6rE3hjsXcW8MmYqyvF3acqwv4Tuby2IIsPf9hJUZFyuyeeR69Lpmm0DfwlsQRgTBCqERHGI72T+K9/b+L7rEN0T27gdkjl6uDJs7y+IIsPfthBfqFyW6c4Hr0u2a6NVApLAMYEqeFdmzFl0VZe/HYL1yTVD8pZwOFTeUxelMXU73dwtqCQmzs25fHrUkiwy2H4xRKAMUGqWtUwHr0uhf/v8/Us2HKAPq0auh1SmTl6Oo83Fm/l3e+2czq/kKFXNuGxvikkxUS5HVpAsQRgTBC73RPHawszGT87nd4tYwJ+FnDsTD5vLdnG20u2cfJsAYPbx/JE3xRS7NIXl8QSgDFBLDysCk/0TeW309by7aZ93NCmsdshXZITufm889123li8lRO5BQxs25gn+qXQqnHt0jc252UJwJggd3OHJrw6P5Px36bT/4pGVKkSOLOAk2cLeO/77UxZtJVjZ/Lp37oRT/ZLsctclBFLAMYEuaphVXiyfyqPf7yamev3cNOVTdwOqVSn8wqYunQHUxZt5fCpPK5r1ZCx/VJpF2cDf1myBGBMCBjcLpZJ8zKZMCedgW0bUzWsct6/9kxeIR/+sIPXF2Zx8GQevVJjGNs/1S5pUU4sARgTAqpUEcb2T+HBD1bx5ZocftU5rvSNKlBufiEfL9/JqwuyOHDiLD2SGzC2fwqdm4fer5grkiUAY0LEDW0a06ZJbV6em8GQDk0IrwSzgLMFhXy6YhevzM9k3/GzdE2sxyvDO9K1RX23QwsJlgCMCREiwlPXpzLq3TQ+W5nN8C7u3WM7r6CIaSt3MWleJjnHcrkqoS4ThnXgmqTg/sVyZWMJwJgQ0qdlQzo2i+bvczO4tVNTqlUNq9D95xcW8a9V2Uycm8nuo2fo2CyaZ29rT4/kBgH/G4VAZAnAmBAiIjzVvyUj3vqBT5bv4t5rEipkvwWFRXyxJoeJczPYefg07ePq8Jdb2tI7NfB/nBbI/DoIKCIDRGSLiGSKyB9LWD9ORDaJyDoRmSsizX3WfSMiR0VkRrFtRET+KiLpIrJZRB6//O4YY0rTPbk+XRLrMWl+Jrn5heW6r8Ii5YvVu+k/YRG/nbaWWtWr8uY9Hr58pDt9Wja0wd9lpSYAEQkDJgEDgdbAcBFpXazaasCjqu2Bz4DnfNY9D9xdQtMjgXiglapeAXxy0dEbYy6adxaQyv4TZ/lg2Y5y2UdRkfLvtTlcP2EhT/5jDdWqVmHy3Z2Z8VgP+rVuZAN/JeHPIaAuQKaqbgUQkU+AocCmcxVUdb5P/WXACJ91c0WkdwntPgTcpapFTr39Fxu8MebSdG1Rn54pDXh1QRbDuzSjZrWyORpcVKTM2riXl+ZksGXfCVIaRvHqrzsxoE3jgPoFcqjw5xBQU2CXz3K2U3Y+o4Gv/Wg3CRgmImki8rWIpJRUSUTGOHXSDhw44Eezxhh/jOufyuFTebz7/fbLbktV+XbjXgb9fQkPfbiK/KIiJg7vyDdPXsuN7WJt8K+kyvQksIiMADxALz+qVwNyVdUjIrcCbwM9i1dS1SnAFACPx6NlGK4xIa1js7r0bdWQKYu2cne35tSuHn7Rbagq837cz4Q56WzYfZyE+pFMGHYlQ65sSpgN+pWePzOA3XiP1Z8T55T9jIj0A54GhqjqWT/azQb+5Tz+HGjvxzbGmDI0tn+q9xLLi7dd1HaqyoIt+7l50neMfi+NY2fyef629swZ14tbOsbZ4B8g/JkBrABSRCQR78B/J3CXbwUR6QhMBgZcxLH8L4A+wDa8M4Z0P7czxpSRtk3rMLBtY95eso2R1yRQt2bEBeurKt9lHmL87C2s2nmUptE1ePZX7bi1U1yl+GWxuTilJgBVLRCRR4FZQBjwtqpuFJFngDRVnY73mz5RwDTn7P5OVR0CICKLgVZAlIhkA6NVdRbwN+BDERkLnATuL/vuGWNKM7Z/Kt9s3MuUxVv5w4BW5623NOsQE2ans3z7YWLrVOevt7Tl9s7xRFS1gT9QiWrgHFb3eDyalpbmdhjGBJ3HP17N7E37WPyHPjSIqvazdcu3HWbC7HSWbj1Eo9rVeKRPMsOuiq/wXxGbSyciK1XVU7zcfglsjOHJfinMWJfDawuy+I/B3p/5rNxxhJfmpLM44yANoqrxn4Nbc1fXZlQPt4E/WFgCMMbQIiaKWzvF8cGyHXRrUZ8PftjBgi0HqF8zgqdvvIIRVzenRoQN/MHGEoAxBoAn+qbwxerd3D81jejIcP4woBX3dGteZj8SM5WPvbLGGADi60XyP7e04/DpPEZc3ZwoG/iDnr3Cxpif3HFVfOmVTNCw728ZY0yIsgRgjDEhyhKAMcaEKEsAxhgToiwBGGNMiLIEYIwxIcoSgDHGhChLAMYYE6IC6mqgInIAuNS7WDcADpZhOG4Klr4ESz/A+lJZBUtfLrcfzVU1pnhhQCWAyyEiaSVdDjUQBUtfgqUfYH2prIKlL+XVDzsEZIwxIcoSgDHGhKhQSgBT3A6gDAVLX4KlH2B9qayCpS/l0o+QOQdgjDHm50JpBmCMMcaHJQBjjAlRAZcAROS/ROS3IvKMiPRzOx5TtkSkiYh8dpHbvCsit5VXTMFGRKJF5GGf5d4iMsPNmEKZiLwpIq0vcdsEEdlwqfsOuARwjqr+p6rOudx2RMTudO0SEalafFlVc1TVBvPyFQ08XFolfxV/Hc3FUdX7VXWTG/sOiAQgIk+LSLqILAFaOmXvishtIjJARKb51P3p04yIDBeR9SKyQUSe9alzUkReFJG1QDcRuUdE1onIWhF536kTIyL/FJEVzl/3iu115eV86vjReQ3SReRDEeknIt+JSIaIdHH+lorIahH5XkTOvW4jRWS6iMwD5paw/NMnGhEJE5Hnned/nYj8xikXEXlFRLaIyBygoWtPRgAQkXHOe2CDiDwJ/A1IEpE1IvK8Uy1KRD5zXtcPRUScbTuLyEIRWSkis0Qk1ilfICIviUga8IQrHQtAIlJTRGY6Y80GERnmPJceZ/1JEfmrs36ZiDRyypOc5fUi8hcROVlC2yW+Xy5IVSv1H9AZWA9EArWBTOC3wLvAbXjva7wTqOnUfw0YATRxymOcOvOAm506CtzhPG4DpAMNnOV6zr8fAT2cx82AzW4/F5XlD0gACoB2eD9ErATeBgQYCnzhvFZVnfr9gH86j0cC2T7Pc/HlBGCD83gM8CfncTUgDUgEbgVmA2HO63wUuM3t56Uy/vm8f2oCUcBGoOO559ip0xs4BsQ5r+dSoAcQDnwPxDj1hgFvO48XAK+63b9A+wN+Bbzhs1zHeS49zrICNzmPn/P5/z8DGO48fhA46Twu9f1yoXgCYerWE/hcVU8DiMh035WqWiAi3wA3OceOBwG/B64DFqjqAWe7D4Fr8Q5OhcA/nSauA6ap6kGnvcNOeT+gtfNBCKC2iESp6i8yb4japqrrAURkIzBXVVVE1uP9T1kHeE9EUvD+pw732Xa2z/Nc0vI51wPtfY7v1wFS8L6OH6tqIZDjzB5MyXrgff+cAhCRf+F9TxW3XFWznTpr8L6GR4G2wGznfRAG7PHZ5h/lFXQQWw+86ByRmKGqi33GGIA8vIM9eD9Y9XcedwNudh5/BLxQQtvne79sO18wgZAA/PEJ8ChwGEhT1RPFntTicp3B40KqAFeram4ZxRhszvo8LvJZLsL7/+r/AvNV9RYRScD7KeecU8XaKr58jgCPqeqsnxWK3HiJMZvz8309C/G+hgJsVNVu59nmfK+bOQ9VTReRTsCNwF9EZG6xKvnqfITn/38d/FXi++VCAuEcwCLgZhGpISK1gJtKqLMQ6AQ8gDcZACwHeolIA/Ge6B3u1CtuHnC7iNQHEJF6Tvm3wGPnKolIhzLoSyipA+x2Ho+8xDZmAQ+JSDiAiKSKSE28/yeGOcc8Y4E+lxtsEFuM9/0T6Tx3twDfAbX82HYLECMi3QBEJFxE2pRfqMFPRJoAp1X1A+B5vOOWP5bhPXwEcOd56pzv/XJelT4BqOoqvFPNtcDXwIoS6hTinTYNdP5FVfcAfwTmO9uuVNUvS9h2I/BXYKF4TwqPd1Y9Dnickymb8B53M/57DvhfEVnNpc803wQ2AaucE8OTnbY+BzKcdVPxHrM2JXDeP+/i/UD0A/Cmqq4EvnNOQj5/gW3z8J5ne9Z5b6wBrin3oINbO2C5c5jtz8Bf/NzuSWCciKwDkvGesynufO+X87JLQRhjTCUnIpHAGec82514TwgPvdx2g+UcgDHGBLPOwCvO13OPAqPKolGbARhjTIiq9OcAjDHGlA9LAMYYE6IsARhjTIiyBGCMn+Q8V16Uy7iaozFusm8BGXOZVPV+t2Mw5lLYDMCYi1PVuVrmZufqmZH+XM3RmMrIEoAxF6cl3qtgXgEc55fX1a8JLFPVK/FesuKBCo7PGL9ZAjDm4uxS1e+cxx/gvdqmr+JXc0yooLiMuWiWAIy5OMV/OVl8+XKu5mhMhbIEYMzFaXbu6pjAXcASN4Mx5nJYAjDm4mwBHhGRzUBdvHegMyYg2bWAjDEmRNkMwBhjQpQlAGOMCVGWAIwxJkRZAjDGmBBlCcAYY0KUJQBjjAlRlgCMMSZE/T9TTzSxPdEmgQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "result.plot(feature_name=\"MARRIAGE\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "e105dc93-b667-4046-aa33-1b642ababf73",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class='datatable'>\n",
       "  <table class='frame'>\n",
       "  <thead>\n",
       "    <tr class='colnames'><td class='row_index'></td><th>bin</th><th>pd</th><th>sd</th><th>oor</th></tr>\n",
       "    <tr class='coltypes'><td class='row_index'></td><td class='int' title='int32'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td><td class='float' title='float64'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td><td class='float' title='float64'>&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;&#x25AA;</td><td class='bool' title='bool8'>&#x25AA;</td></tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr><td class='row_index'>0</td><td>&minus;2</td><td>0.178882</td><td>0.122637</td><td>0</td></tr>\n",
       "    <tr><td class='row_index'>1</td><td>&minus;1</td><td>0.190198</td><td>0.128273</td><td>0</td></tr>\n",
       "    <tr><td class='row_index'>2</td><td>0</td><td>0.183938</td><td>0.122762</td><td>0</td></tr>\n",
       "    <tr><td class='row_index'>3</td><td>1</td><td>0.214528</td><td>0.128124</td><td>0</td></tr>\n",
       "    <tr><td class='row_index'>4</td><td>2</td><td>0.552376</td><td>0.153445</td><td>0</td></tr>\n",
       "    <tr><td class='row_index'>5</td><td>3</td><td>0.555977</td><td>0.153412</td><td>0</td></tr>\n",
       "    <tr><td class='row_index'>6</td><td>4</td><td>0.552947</td><td>0.151832</td><td>0</td></tr>\n",
       "    <tr><td class='row_index'>7</td><td>5</td><td>0.538679</td><td>0.147998</td><td>0</td></tr>\n",
       "    <tr><td class='row_index'>8</td><td>6</td><td>0.538679</td><td>0.147998</td><td>0</td></tr>\n",
       "    <tr><td class='row_index'>9</td><td>7</td><td>0.538679</td><td>0.147998</td><td>0</td></tr>\n",
       "    <tr><td class='row_index'>10</td><td>8</td><td>0.538679</td><td>0.147998</td><td>0</td></tr>\n",
       "  </tbody>\n",
       "  </table>\n",
       "  <div class='footer'>\n",
       "    <div class='frame_dimensions'>11 rows &times; 4 columns</div>\n",
       "  </div>\n",
       "</div>\n"
      ],
      "text/plain": [
       "<Frame#7f89fb1f0d50 11x4>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.data(feature_name=\"PAY_1\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89a9fb13-f3bb-409a-b3e1-770c5dc49c30",
   "metadata": {},
   "source": [
    "### Decision Tree Explainer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "587ed123-d203-4f0f-a4dd-30085c81b1b1",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# retrieve the result\n",
    "result = interpretation.get_explainer_result(\n",
    "    dt_explainer.DecisionTreeSurrogateExplainer.explainer_id()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "bd3efb21",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'debug_residuals': False,\n",
       " 'debug_residuals_class': '1',\n",
       " 'dt_tree_depth': 3,\n",
       " 'nfolds': 3,\n",
       " 'qbin_cols': None,\n",
       " 'qbin_count': 0,\n",
       " 'categorical_encoding': 'AUTO'}"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# summary\n",
    "result.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df8a083b-3b88-4349-bb63-28551c24cc4f",
   "metadata": {},
   "source": [
    "### Plot Explainer Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "5a9d8262-574e-4073-a282-567d4fd1209c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
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     "execution_count": 50,
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   "source": [
    "result.plot()"
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  {
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   "id": "a493b092-6236-419f-906c-16d52c47674f",
   "metadata": {},
   "source": [
    "### Save Explainer Data as ZIP Archive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "da4e2b28-96d7-440e-bfea-41cb694a52d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# save the explainer data\n",
    "result.zip(file_path=\"./feature-importance-demo-archive.zip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "c0540819-f896-481a-b470-b9d53a243b0a",
   "metadata": {},
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    {
     "name": "stdout",
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     "text": [
      "Archive:  feature-importance-demo-archive.zip\n",
      "  Length      Date    Time    Name\n",
      "---------  ---------- -----   ----\n",
      "     4814  2022-08-17 19:09   explainer_h2o_sonar_explainers_dt_surrogate_explainer_DecisionTreeSurrogateExplainer_5005fefe-531d-4ef1-8d7a-295f6a082ece/result_descriptor.json\n",
      "      131  2022-08-17 19:09   explainer_h2o_sonar_explainers_dt_surrogate_explainer_DecisionTreeSurrogateExplainer_5005fefe-531d-4ef1-8d7a-295f6a082ece/local_decision_tree/application_json.meta\n",
      "      498  2022-08-17 19:09   explainer_h2o_sonar_explainers_dt_surrogate_explainer_DecisionTreeSurrogateExplainer_5005fefe-531d-4ef1-8d7a-295f6a082ece/local_decision_tree/application_json/explanation.json\n",
      "      133  2022-08-17 19:09   explainer_h2o_sonar_explainers_dt_surrogate_explainer_DecisionTreeSurrogateExplainer_5005fefe-531d-4ef1-8d7a-295f6a082ece/global_decision_tree/application_json.meta\n",
      "      652  2022-08-17 19:09   explainer_h2o_sonar_explainers_dt_surrogate_explainer_DecisionTreeSurrogateExplainer_5005fefe-531d-4ef1-8d7a-295f6a082ece/global_decision_tree/application_json/explanation.json\n",
      "     2458  2022-08-17 19:09   explainer_h2o_sonar_explainers_dt_surrogate_explainer_DecisionTreeSurrogateExplainer_5005fefe-531d-4ef1-8d7a-295f6a082ece/global_decision_tree/application_json/dt_class_0.json\n",
      "      390  2022-08-17 19:09   explainer_h2o_sonar_explainers_dt_surrogate_explainer_DecisionTreeSurrogateExplainer_5005fefe-531d-4ef1-8d7a-295f6a082ece/log/explainer_run_5005fefe-531d-4ef1-8d7a-295f6a082ece.log\n",
      "  3073368  2022-08-17 19:09   explainer_h2o_sonar_explainers_dt_surrogate_explainer_DecisionTreeSurrogateExplainer_5005fefe-531d-4ef1-8d7a-295f6a082ece/work/dtpaths_frame.bin\n",
      "  3088670  2022-08-17 19:09   explainer_h2o_sonar_explainers_dt_surrogate_explainer_DecisionTreeSurrogateExplainer_5005fefe-531d-4ef1-8d7a-295f6a082ece/work/dtPathsFrame.csv\n",
      "     5884  2022-08-17 19:09   explainer_h2o_sonar_explainers_dt_surrogate_explainer_DecisionTreeSurrogateExplainer_5005fefe-531d-4ef1-8d7a-295f6a082ece/work/dtSurrogate.json\n",
      "    61375  2022-08-17 19:09   explainer_h2o_sonar_explainers_dt_surrogate_explainer_DecisionTreeSurrogateExplainer_5005fefe-531d-4ef1-8d7a-295f6a082ece/work/dtModel.json\n",
      "     2484  2022-08-17 19:09   explainer_h2o_sonar_explainers_dt_surrogate_explainer_DecisionTreeSurrogateExplainer_5005fefe-531d-4ef1-8d7a-295f6a082ece/work/dt_surrogate_rules.zip\n",
      "     9897  2022-08-17 19:09   explainer_h2o_sonar_explainers_dt_surrogate_explainer_DecisionTreeSurrogateExplainer_5005fefe-531d-4ef1-8d7a-295f6a082ece/work/dtsurr_mojo.zip\n",
      "      140  2022-08-17 19:09   explainer_h2o_sonar_explainers_dt_surrogate_explainer_DecisionTreeSurrogateExplainer_5005fefe-531d-4ef1-8d7a-295f6a082ece/global_custom_archive/application_zip.meta\n",
      "     2484  2022-08-17 19:09   explainer_h2o_sonar_explainers_dt_surrogate_explainer_DecisionTreeSurrogateExplainer_5005fefe-531d-4ef1-8d7a-295f6a082ece/global_custom_archive/application_zip/explanation.zip\n",
      "---------                     -------\n",
      "  6253378                     15 files\n"
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   ],
   "source": [
    "!unzip -l feature-importance-demo-archive.zip"
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   "id": "72ae2b2f-5817-4ccc-a7d0-3cbc70d3eaa5",
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   "source": []
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