Detecting_Upwelling_Area_With_FUzzy_C_Means_Clustering.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/ronnymunthe99/Data-Science/blob/main/Detecting_Upwelling_Area_With_FUzzy_C_Means_Clustering.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "A_8XG2ZSE-Lo"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "import cv2\n",
        "import time\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import netCDF4 as nc\n",
        "from glob import glob\n",
        "from sklearn.cluster import KMeans"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jiPPOAHnA8Sp",
        "outputId": "98ab418f-ce5c-4737-8b70-111c022cc192"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "t-tfsLZsA9Ny",
        "outputId": "beb4f5e8-f4a3-43e4-9180-60134a6881ee"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/MyDrive/Colab Notebooks\n"
          ]
        }
      ],
      "source": [
        "cd  'drive/MyDrive/Colab Notebooks'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DKcT97UcAyqU",
        "outputId": "eb5c29aa-70fc-4e22-9bef-29a41e7afec0"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
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              " '20021230': './data1/mw_ir_oi/2002/364/20021230120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20021228': './data1/mw_ir_oi/2002/362/20021228120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20021226': './data1/mw_ir_oi/2002/360/20021226120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20021229': './data1/mw_ir_oi/2002/363/20021229120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
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              " '20020806': './data1/mw_ir_oi/2002/218/20020806120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
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              " '20020729': './data1/mw_ir_oi/2002/210/20020729120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020802': './data1/mw_ir_oi/2002/214/20020802120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020727': './data1/mw_ir_oi/2002/208/20020727120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020801': './data1/mw_ir_oi/2002/213/20020801120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020803': './data1/mw_ir_oi/2002/215/20020803120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020826': './data1/mw_ir_oi/2002/238/20020826120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020726': './data1/mw_ir_oi/2002/207/20020726120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020810': './data1/mw_ir_oi/2002/222/20020810120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020724': './data1/mw_ir_oi/2002/205/20020724120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020717': './data1/mw_ir_oi/2002/198/20020717120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020725': './data1/mw_ir_oi/2002/206/20020725120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020728': './data1/mw_ir_oi/2002/209/20020728120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020723': './data1/mw_ir_oi/2002/204/20020723120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020718': './data1/mw_ir_oi/2002/199/20020718120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020722': './data1/mw_ir_oi/2002/203/20020722120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020714': './data1/mw_ir_oi/2002/195/20020714120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020715': './data1/mw_ir_oi/2002/196/20020715120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020713': './data1/mw_ir_oi/2002/194/20020713120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020716': './data1/mw_ir_oi/2002/197/20020716120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020721': './data1/mw_ir_oi/2002/202/20020721120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020720': './data1/mw_ir_oi/2002/201/20020720120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020719': './data1/mw_ir_oi/2002/200/20020719120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020712': './data1/mw_ir_oi/2002/193/20020712120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020711': './data1/mw_ir_oi/2002/192/20020711120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020709': './data1/mw_ir_oi/2002/190/20020709120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
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              " '20020710': './data1/mw_ir_oi/2002/191/20020710120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
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              " '20020702': './data1/mw_ir_oi/2002/183/20020702120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
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              " '20020704': './data1/mw_ir_oi/2002/185/20020704120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
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              " '20020629': './data1/mw_ir_oi/2002/180/20020629120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020625': './data1/mw_ir_oi/2002/176/20020625120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020627': './data1/mw_ir_oi/2002/178/20020627120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020624': './data1/mw_ir_oi/2002/175/20020624120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020623': './data1/mw_ir_oi/2002/174/20020623120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020619': './data1/mw_ir_oi/2002/170/20020619120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020620': './data1/mw_ir_oi/2002/171/20020620120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020622': './data1/mw_ir_oi/2002/173/20020622120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020621': './data1/mw_ir_oi/2002/172/20020621120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020615': './data1/mw_ir_oi/2002/166/20020615120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020618': './data1/mw_ir_oi/2002/169/20020618120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020616': './data1/mw_ir_oi/2002/167/20020616120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020617': './data1/mw_ir_oi/2002/168/20020617120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020614': './data1/mw_ir_oi/2002/165/20020614120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020610': './data1/mw_ir_oi/2002/161/20020610120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020608': './data1/mw_ir_oi/2002/159/20020608120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020609': './data1/mw_ir_oi/2002/160/20020609120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020611': './data1/mw_ir_oi/2002/162/20020611120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020606': './data1/mw_ir_oi/2002/157/20020606120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020613': './data1/mw_ir_oi/2002/164/20020613120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020612': './data1/mw_ir_oi/2002/163/20020612120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020605': './data1/mw_ir_oi/2002/156/20020605120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020602': './data1/mw_ir_oi/2002/153/20020602120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020601': './data1/mw_ir_oi/2002/152/20020601120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020604': './data1/mw_ir_oi/2002/155/20020604120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020607': './data1/mw_ir_oi/2002/158/20020607120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20020603': './data1/mw_ir_oi/2002/154/20020603120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20121228': './data1/mw_ir_oi/2012/363/20121228120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20121226': './data1/mw_ir_oi/2012/361/20121226120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20121229': './data1/mw_ir_oi/2012/364/20121229120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20121224': './data1/mw_ir_oi/2012/359/20121224120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20121223': './data1/mw_ir_oi/2012/358/20121223120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20121222': './data1/mw_ir_oi/2012/357/20121222120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20121227': './data1/mw_ir_oi/2012/362/20121227120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20121230': './data1/mw_ir_oi/2012/365/20121230120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
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              " '20201215': './data1/mw_ir_oi/2020/350/20201215120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20201225': './data1/mw_ir_oi/2020/360/20201225120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20201219': './data1/mw_ir_oi/2020/354/20201219120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20201221': './data1/mw_ir_oi/2020/356/20201221120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20201220': './data1/mw_ir_oi/2020/355/20201220120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20201217': './data1/mw_ir_oi/2020/352/20201217120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20201218': './data1/mw_ir_oi/2020/353/20201218120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20201228': './data1/mw_ir_oi/2020/363/20201228120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20201226': './data1/mw_ir_oi/2020/361/20201226120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20201223': './data1/mw_ir_oi/2020/358/20201223120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20201222': './data1/mw_ir_oi/2020/357/20201222120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20201231': './data1/mw_ir_oi/2020/366/20201231120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20201230': './data1/mw_ir_oi/2020/365/20201230120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20201229': './data1/mw_ir_oi/2020/364/20201229120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20201227': './data1/mw_ir_oi/2020/362/20201227120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20200809': './data1/mw_ir_oi/2020/222/20200809120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041227': './data1/mw_ir_oi/2004/362/20041227120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041230': './data1/mw_ir_oi/2004/365/20041230120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041225': './data1/mw_ir_oi/2004/360/20041225120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041231': './data1/mw_ir_oi/2004/366/20041231120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041221': './data1/mw_ir_oi/2004/356/20041221120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041223': './data1/mw_ir_oi/2004/358/20041223120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041224': './data1/mw_ir_oi/2004/359/20041224120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041228': './data1/mw_ir_oi/2004/363/20041228120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041229': './data1/mw_ir_oi/2004/364/20041229120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041226': './data1/mw_ir_oi/2004/361/20041226120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041222': './data1/mw_ir_oi/2004/357/20041222120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041215': './data1/mw_ir_oi/2004/350/20041215120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041220': './data1/mw_ir_oi/2004/355/20041220120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041219': './data1/mw_ir_oi/2004/354/20041219120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041217': './data1/mw_ir_oi/2004/352/20041217120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041214': './data1/mw_ir_oi/2004/349/20041214120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041212': './data1/mw_ir_oi/2004/347/20041212120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041218': './data1/mw_ir_oi/2004/353/20041218120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041216': './data1/mw_ir_oi/2004/351/20041216120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041211': './data1/mw_ir_oi/2004/346/20041211120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041213': './data1/mw_ir_oi/2004/348/20041213120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041208': './data1/mw_ir_oi/2004/343/20041208120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041209': './data1/mw_ir_oi/2004/344/20041209120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041210': './data1/mw_ir_oi/2004/345/20041210120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041207': './data1/mw_ir_oi/2004/342/20041207120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041206': './data1/mw_ir_oi/2004/341/20041206120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041204': './data1/mw_ir_oi/2004/339/20041204120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041205': './data1/mw_ir_oi/2004/340/20041205120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041202': './data1/mw_ir_oi/2004/337/20041202120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041203': './data1/mw_ir_oi/2004/338/20041203120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041130': './data1/mw_ir_oi/2004/335/20041130120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041129': './data1/mw_ir_oi/2004/334/20041129120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041128': './data1/mw_ir_oi/2004/333/20041128120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041201': './data1/mw_ir_oi/2004/336/20041201120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041127': './data1/mw_ir_oi/2004/332/20041127120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041124': './data1/mw_ir_oi/2004/329/20041124120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041126': './data1/mw_ir_oi/2004/331/20041126120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041125': './data1/mw_ir_oi/2004/330/20041125120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041121': './data1/mw_ir_oi/2004/326/20041121120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041123': './data1/mw_ir_oi/2004/328/20041123120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041118': './data1/mw_ir_oi/2004/323/20041118120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041117': './data1/mw_ir_oi/2004/322/20041117120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041120': './data1/mw_ir_oi/2004/325/20041120120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041116': './data1/mw_ir_oi/2004/321/20041116120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041119': './data1/mw_ir_oi/2004/324/20041119120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041122': './data1/mw_ir_oi/2004/327/20041122120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041112': './data1/mw_ir_oi/2004/317/20041112120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041111': './data1/mw_ir_oi/2004/316/20041111120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041114': './data1/mw_ir_oi/2004/319/20041114120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041110': './data1/mw_ir_oi/2004/315/20041110120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041115': './data1/mw_ir_oi/2004/320/20041115120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041107': './data1/mw_ir_oi/2004/312/20041107120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041113': './data1/mw_ir_oi/2004/318/20041113120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " '20041105': './data1/mw_ir_oi/2004/310/20041105120000-REMSS-L4_GHRSST-SSTfnd-MW_IR_OI-GLOB-v02.0-fv05.0.nc',\n",
              " ...}"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ],
      "source": [
        "conversion = 272.15\n",
        "paths = glob(f'./data1/*/*/*/*.nc') #folder netcdf\n",
        "filenames = [path.split('/')[5][:8] for path in paths]\n",
        "paths = {k:v for k,v in zip(filenames,paths)}\n",
        "paths"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "g7Wo6t1lAyqY",
        "outputId": "e666d084-2329-4418-95af-5f99161e83c3"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Index(['20040101', '20040102', '20040103', '20040104', '20040105', '20040106',\n",
            "       '20040107', '20040108', '20040109', '20040110', '20040111', '20040112',\n",
            "       '20040113', '20040114', '20040115', '20040116', '20040117', '20040118',\n",
            "       '20040119', '20040120', '20040121', '20040122', '20040123', '20040124',\n",
            "       '20040125', '20040126', '20040127', '20040128', '20040129', '20040130',\n",
            "       '20040131', '20030101', '20030102', '20030103', '20030104', '20030105',\n",
            "       '20030106', '20030107', '20030108', '20030109', '20030110', '20030111',\n",
            "       '20030112', '20030113', '20030114', '20030115', '20030116', '20030117',\n",
            "       '20030118', '20030119', '20030120', '20030121', '20030122', '20030123',\n",
            "       '20030124', '20030125', '20030126', '20030127', '20030128', '20030129',\n",
            "       '20030130', '20030131'],\n",
            "      dtype='object')\n"
          ]
        }
      ],
      "source": [
        "from datetime import timedelta, date\n",
        "nama = 'Januari2020'\n",
        "start_month = date(2004, 1, 1)\n",
        "end_month = date(2004, 1, 31)\n",
        "datee = pd.date_range(start_month,end_month).astype(str).str.replace('-','')\n",
        "dates = datee\n",
        "for n_date in range(2,3):\n",
        "  start_month= date(start_month.year-1,start_month.month,start_month.day)\n",
        "  end_month= date(end_month.year-1,end_month.month,end_month.day)\n",
        "  datee = pd.date_range(start_month,end_month).astype(str).str.replace('-','')\n",
        "  dates= dates.append(datee)\n",
        "print(dates)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Rn7xZPcmAyqa",
        "outputId": "d761d1b0-53c4-4eee-93b9-9c3451b0082b"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[29.17112903 29.1666129  29.16822581 ... 29.11112903 29.1166129\n",
            "  29.10032258]\n",
            " [29.17209677 29.17096774 29.17145161 ... 29.11548387 29.11\n",
            "  29.10225806]\n",
            " [29.18467742 29.17580645 29.17032258 ... 29.12870968 29.12387097\n",
            "  29.11241935]\n",
            " ...\n",
            " [29.29080645 29.29548387 29.30629032 ... 30.02612903 30.05177419\n",
            "  30.09032258]\n",
            " [29.27725806 29.27967742 29.28596774 ... 30.03048387 30.05645161\n",
            "  30.11048387]\n",
            " [29.26322581 29.27096774 29.27774194 ... 30.03080645 30.06967742\n",
            "  30.10370968]]\n"
          ]
        }
      ],
      "source": [
        "gambars = []\n",
        "for date in dates:\n",
        "    data = nc.Dataset(paths[date])\n",
        "    lon = np.array(data['lon'][:])\n",
        "    lat = np.array(data['lat'][:])\n",
        "    gambar = np.array(data['analysed_sst'][:])[0][np.where((lat>-10)&(lat<10))][:,np.where((lon>91)&(lon<145))][:,0,:] #molluccas sea coordinate\n",
        "    gambar = gambar-conversion\n",
        "    gambar = cv2.flip(gambar,0)\n",
        "    gambars.append(gambar)\n",
        "gambars = np.array(gambars)\n",
        "gambars = np.mean(gambars,axis=0)\n",
        "print(gambars)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "lCEPmKQsAyqc"
      },
      "outputs": [],
      "source": [
        "ayam = gambars.astype(float)\n",
        "ayam[gambars<0] = np.nan\n",
        "# ayam = np.isnan(gambars).sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 155
        },
        "id": "OmF5sBt2Ayqd",
        "outputId": "f6dc3ef5-c3d8-42d5-fde9-b81fb7e03a7b"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "plt.imshow(ayam, extent=[91, 145,-10, 10 ],cmap='jet')\n",
        "plt.axis('off')\n",
        "huhu = \"./data1/Hasil image/\"\n",
        "plt.savefig(huhu + '%s' %nama, bbox_inches='tight')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 250
        },
        "id": "us9d3rUrAyqe",
        "outputId": "0286f08b-3416-40e8-bd5f-f29fddf84052"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "pap = plt.imshow(ayam, extent=(91, 145,-10, 10),cmap='jet')\n",
        "plt.colorbar(pap)\n",
        "plt.axis('on')\n",
        "sblm = \"./data1/Hasil image/Sblm/\"\n",
        "plt.savefig(sblm + '%s' %nama, bbox_inches='tight')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "FDz39ON5XjPg"
      },
      "outputs": [],
      "source": [
        "original_image = cv2.imread('data1//Hasil image/55oktoberr10.png')\n",
        "img=cv2.cvtColor(original_image,cv2.COLOR_BGR2RGB)\n",
        "vectorized = img.reshape((-1,3))\n",
        "vectorized = np.float32(vectorized)\n",
        "criteria = (cv2.TERM_CRITERIA_EPS + cv2.TERM_CRITERIA_MAX_ITER, 10, 1.0)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "bThDxbPj9YDI"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "\n",
        "def calc_median(im,seg_img,verbose):\n",
        "    n = len(np.unique(seg_img))\n",
        "    f_img = np.zeros_like(im,dtype=np.int64)\n",
        "    segs = list(np.unique(seg_img))\n",
        "    for i in range(n):\n",
        "        if verbose:\n",
        "            print(i)\n",
        "        mask_indx = np.where((seg_img==segs[i]))\n",
        "        mask = np.zeros_like(im[:,:,0],dtype=np.int64)\n",
        "        mask[mask_indx] = 1\n",
        "        r = im[:,:,0]\n",
        "        r_med = np.median(r[mask_indx])\n",
        "        g = im[:,:,1]\n",
        "        g_med = np.median(g[mask_indx])\n",
        "        b = im[:,:,2]\n",
        "        b_med = np.median(b[mask_indx])\n",
        "        f_img[:,:,0] += mask * int(r_med * 256)\n",
        "        f_img[:,:,1] += mask * int(g_med * 256)\n",
        "        f_img[:,:,2] += mask * int(b_med * 256)\n",
        "    return f_img\n",
        "\n",
        "def keep_center(im,seg_img,center,verbose):\n",
        "    n = len(np.unique(seg_img))\n",
        "    f_img = np.zeros_like(im,dtype=np.int64)\n",
        "    segs = list(np.unique(seg_img))\n",
        "    for i in range(n):\n",
        "        if verbose:\n",
        "            print(i)\n",
        "        mask_indx = np.where((seg_img==segs[i]))\n",
        "        mask = np.zeros_like(im[:,:,0],dtype=np.int64)\n",
        "        mask[mask_indx] = 1\n",
        "        f_img[:,:,0] += mask * int(center[segs[i],0] * 256)\n",
        "        f_img[:,:,1] += mask * int(center[segs[i],1] * 256)\n",
        "        f_img[:,:,2] += mask * int(center[segs[i],2] * 256)\n",
        "    return f_img\n",
        "\n",
        "def init_memval(cluster_n, data_n):\n",
        "    U = np.random.random((cluster_n, data_n))\n",
        "    val = sum(U)\n",
        "    U = np.divide(U,np.dot(np.ones((cluster_n,1)),np.reshape(val,(1,data_n))))\n",
        "    return U\n",
        "    \n",
        "def fcm(data,cluster_n,expo = 2,min_err = 0.001,max_iter = 500,verbose = 0):\n",
        "    np.random.seed(0)\n",
        "    U_old={}\n",
        "    data_n = data.shape[0]\n",
        "    U = init_memval(cluster_n, data_n)\n",
        "    for i in range(max_iter):\n",
        "        if verbose:\n",
        "            print('Iteration: ',i)\n",
        "        mf = np.power(U,expo)\n",
        "        center = np.divide(np.dot(mf,data),(np.ones((data.shape[1], 1))*sum(mf.T)).T)\n",
        "        diff = np.zeros((center.shape[0], data.shape[0]))\n",
        "        if center.shape[1] > 1:\n",
        "            for k in range(center.shape[0]):\n",
        "                diff[k, :] = np.sqrt(sum(np.power(data-np.dot(np.ones((data.shape[0], 1)),np.reshape(center[k, :],(1,center.shape[1]))),2).T))\n",
        "        else:\t# for 1-D data\n",
        "            for k in range(center.shape[0]):\n",
        "                diff[k, :] = abs(center[k]-data).T\n",
        "        dist=diff+0.0001;\n",
        "        num = np.power(dist,(-2/(expo-1)))\n",
        "        U = np.divide(num,np.dot(np.ones((cluster_n, 1)),np.reshape(sum(num),(1,num.shape[1])))+0.0001)\n",
        "        U_old[i]=U;\n",
        "        if i> 0:\n",
        "            if abs(np.amax(U_old[i] - U_old[i-1])) < min_err:\n",
        "                break\n",
        "    U = np.argmax(U,axis=0)\n",
        "    return U,center"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "CQyxNeivFbGD"
      },
      "outputs": [],
      "source": [
        "import cv2\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from skimage.util import img_as_float\n",
        "    \n",
        "#Loading image\n",
        "img= cv2.imread('data1/Hasil image/55oktoberr10.png')\n",
        "imeg=cv2.cvtColor(original_image,cv2.COLOR_BGR2RGB)\n",
        "img=img_as_float(imeg)\n",
        "x = np.reshape(img,(img.shape[0]*img.shape[1],3),order='F')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "WZFmYIPgAyqh",
        "outputId": "ca8d8707-31a7-4cf6-bc1a-b68d703d1b56"
      },
      "outputs": [
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-1-e2881265238c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mmax_iter\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m500\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mverbose\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mm\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfcm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcluster_n\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mexpo\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmin_err\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmax_iter\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mverbose\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      7\u001b[0m \u001b[0mm\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mm\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimeg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mimeg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0morder\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'F'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mNameError\u001b[0m: name 'fcm' is not defined"
          ]
        }
      ],
      "source": [
        "cluster_n = 3\n",
        "expo = 2 \n",
        "min_err = 0.001 \n",
        "max_iter = 500 \n",
        "verbose = 0\n",
        "m,c = fcm(x,cluster_n,expo,min_err,max_iter,verbose)\n",
        "m = np.reshape(m,(imeg.shape[0],imeg.shape[1]),order='F')\n",
        "    \n",
        "#Replace pixel intensity with centers found by FCM or replace pixel intensity with median for each cluster\n",
        "simg =keep_center(imeg,m,c,verbose)\n",
        "# simg = fm.calc_median(img,m,verbose)\n",
        "    \n",
        "#Preview output image\n",
        "plt.imshow(simg,extent=(91, 145,-10, 10))\n",
        "plt.title('Segmented Image when K = %i' % cluster_n)\n",
        "plt.axis('on')\n",
        "path = \"./data1/Hasil image/Fuzzy\"\n",
        "plt.savefig(path + '%s'%nama +' untuk k-%i' % cluster_n, bbox_inches='tight')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 373
        },
        "id": "J-Nk5KQ7Ayqj",
        "outputId": "257c7ddf-0552-43f2-a9ac-7460a2f2fbbe"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x504 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "cluster_n = 4\n",
        "expo = 2 \n",
        "min_err = 0.001 \n",
        "max_iter = 500 \n",
        "verbose = 0\n",
        "m,c = fcm(x,cluster_n,expo,min_err,max_iter,verbose)\n",
        "m = np.reshape(m,(imeg.shape[0],imeg.shape[1]),order='F')\n",
        "    \n",
        "#Replace pixel intensity with centers found by FCM or replace pixel intensity with median for each cluster\n",
        "simg =keep_center(imeg,m,c,verbose)\n",
        "# simg = fm.calc_median(img,m,verbose)\n",
        "    \n",
        "#Preview output image\n",
        "plt.figure(figsize=(15,7))\n",
        "plt.imshow(simg,extent=(91, 145,-10, 10))\n",
        "plt.title('Segmented Image when K = %i' % cluster_n)\n",
        "plt.axis('on')\n",
        "path = \"./data1/Hasil image/Fuzzy\"\n",
        "plt.savefig(path + '%s'%nama +' untuk k-%i' % cluster_n, bbox_inches='tight')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 373
        },
        "id": "tqh4UpQ8Ayql",
        "outputId": "d0ebcc3a-5d3b-4b2d-e6ef-563a40436c48"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x504 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "cluster_n = 5\n",
        "expo = 2 \n",
        "min_err = 0.001 \n",
        "max_iter = 500 \n",
        "verbose = 0\n",
        "m,c = fcm(x,cluster_n,expo,min_err,max_iter,verbose)\n",
        "m = np.reshape(m,(imeg.shape[0],imeg.shape[1]),order='F')\n",
        "    \n",
        "#Replace pixel intensity with centers found by FCM or replace pixel intensity with median for each cluster\n",
        "simg =keep_center(imeg,m,c,verbose)\n",
        "# simg = fm.calc_median(img,m,verbose)\n",
        "    \n",
        "#Preview output image\n",
        "plt.figure(figsize=(15,7))\n",
        "plt.imshow(simg,extent=(91, 145,-10, 10))\n",
        "plt.title('Segmented Image when K = %i' % cluster_n)\n",
        "plt.axis('on')\n",
        "path = \"./data1/Hasil image/Fuzzy\"\n",
        "plt.savefig(path + '%s'%nama +' untuk k-%i' % cluster_n, bbox_inches='tight')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 373
        },
        "id": "QaA3gBiyAyqm",
        "outputId": "2664f069-55ef-4ffd-86a1-466f948f3464"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x504 with 1 Axes>"
            ],
            "image/png": 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2aXAwZMiRMHc/Z2lybquPkCFMhjDtTOOsUHEgeLCIIBXrHfLuZ7exrUcBfPjwEMRHs3ZrXqqIQ4osAbO8i2aK7IZqkh2c8vsbwIsPb93H7xaNvWbLYYEiefeakqPABHNkKTBLkoTJbPpaYkzR7cmRxlnnOMW9SMD9ZmeYoQ1ri60TXooEyeInj2zgOy/le7DlzzEIRbzlOQBUiYWNb0lFWxEvNh4sHLwUFx1PGw9FvOyU899epAFejdh4uMY9jNFDN+Mc4zWtld6CPAW+ySVeZYhjDPBWThKsMnZkfSzaeZwQh/HSgo/2mpa12QgeOngPHbyDaiffGb7JOH9b7pZpKDLFF0lxubx9Gg9JOmCdYxXVzhdvneO+By4Sb5mntX16S/tKkuGLvMBTXC4vS5FlbgNdnYMcpI8fwF/Rwj/Hc4zxWZwGTnoUwMdbOckxBmgnhn+HXEbvMMXf8M2q5c2SZ4K5de9rliT/wLPECPEIx3mQe2pZ1KpuM8kTXCC5qHJqMQfDKIs/uxlyfJWXeJGrnOIQj3IC3wbfsxyjjPApMtwio710ts1tBkgQI4+fNOF1Py/OPMd5lUiV802GEK9ynJldfh+wMYYexjjK6+VKdweL6xziJgdpYY7jvEqo4rs3TD9XOaLdZpuYvjM1YrCYpY1Z2vDg4PAGrDhLp04UsRab0mxoF7lBhOCW+imLWIQYJMRg7QrYtCwEH2EO08ZjyJJxc8YY8owjeCrq4gwZrpPhOoZSDWeWIHkeYTsDPGMMjlncNmM33zCfXaZ0gEUMwWCWfQPDtHXMbHmveYpcZ3SdJRAcBMEsqo7wEifOmwjLYHmZbZJM4N3WM6gAUlEyHx4O0MUDcnhdzzfGuN8r09Bxa0kyvMpQTfaVpcBV7uDFwyF63XbZ+kqQ5jK3mCGJLHpHlrMq1jo4DDHBEBN00rKp96BIkgTnSfIqjW493ilK3+fSt3vB3W/4+j4tCWIkKyagkHV+84Nk6WOEliqTiCSIcpODzOJsuDzNxT13r/B5XHo+Nca4zynNSrD0vYmSpJ/hcsOEjcU07Vg4hMjQxwgxd+ypoRQoe7AX9cDY2cdz99EArw7C3EM/J4lU+ZDnGWWKL1FgazXku50PLw9yhB5a2UfHjqklbyQf7bTzLoLsI85ZNnOSnSfOLQ6QJswMbbUv5CpGUvA3Vx2Gk3cvWFdndWKVeuvtv0P/gdtEY0lC4ZVbR+phmnZe5hRh0hzgFvEmS50gCMcY4BgD5aDBh5f9dK17HwWKXOA6t5hgmMmapOfZywL4eIDD9NOxwWdKKaXFJsYS++mil+8nxxizfIsEL214H3tNK7Oc4mW3G1/p5n+MHkboWxJ6rKyHMfZxZ0PdMwEipAiQq7rOT54jXKWHMUbpZYS+De27mfQxQi+jVY/PAWJYi841DnM8wxzPk2GWY9xkf8UxamMGT8X2gqGPEbwUiZJcdjw7meQ0F8oBnkG4wz7G1ph5WG0fvWuugxCD9PE4sSpdCpK8zDwvaIC3Bi8eTjHIqT3R6lYbXlrp4oPEOA2wqTExCWK8xjFSDeiaOZ4x/OkrDs+Paw35thFDd+8Yp8+ex/Jsf8+COVqYo4UoSdqZbsoA7wj7eB8PYW1ykqECNhe4ztO8WuPS7U0BfJzhHs5u41T8Ptrp4kM4ZCkyowHeOrS43+4Fxm2lH3VbfNciGLoZ534ubXksXyU/eQa5UW5fLJVn57U4idut8iQXqwZ4PdyzKGAzOMzzAsP8CWCzVv+Dhf33VEmdIpQCwjbu9vZwsCjiZZzuHXk8dyMN8OpGqt9gG/3gr0cjE26XEqO/TpprpLnW0PE+GyUrfO4ckyPJJXKMkOAiZs1WhO05/sYYrszAixMOb8zBVFaDu+3g9RXo6hkjEk3R2T2JWGbTKRG2ZuUXLTDDDE+QMpfKy+Z5CWcbxjYH8XMfB8hwDwN0rvi92uscHG4xwdO8SpuJcoheAjVILJ4yWa4zumi83W0myVPE47albuf7sfBaYjxEuJ8uPkiOMZJcxFmhpWivW/7urO/c7qVAFxOEyNDO9LKuhrUrl6GNGQ7zRtVXSBBjio6GTMYSJEMXE1g4TNFBkhhREnQyWQ52xS3/SscnyxCT/BMeU5pszWCT4iqUn7+6ja4XDO1M12wm+XniTNGxhTQbSgM8pZYwOEzzNe7w5xjyOLsgV4xNijE+xxRfxlBclveukb562+HXn7JJ5CGrvde2RSCY5f4HLrLvwG08HhuR5gusswwxxB/BojEe2/PZjRHmfh4kxlm8eNYY8bV3ORjOc42Xuc4JDtBNK4EaJBafJckXeI6bjFe8lkMBm/gGJtuoNcFHJ++hg8eZ4Rtc54YGeDUWIMdxXqWPESx3rFi99DNMHyNV113nEHO0kG9AgBdnnjOcx0+eFzhLkijdjHOWF/BXnP9Wa9lMcIFkxcRpAIYC9RpDKhj2M0Q/wzXZ3+scZZZWihrgbZoGeNvAGMM8aWZJkmO6PI3zXufBJs48NgHCTdVKZjAU3OTmO2dCHIccaa6DWX5BKjJPnomGtEY6xjCchNFUtSmr4dqsYS4HInCsDSK+5TfTBRtuJgyzei+1Jf5Almg8STSWIBRJ4/c3x0y/DhbzxPGTJ0SGMGkEZ9unpPfSQoBeAvQTooWgbHbmXsiYPFPMkyC96syPO10RmyI286QYYoKUydJOjMgWEouXEq8XyVVprbVxGGeOG2aMGCHaiGFtU2ueiCD4AT+WCYDefG5IiAwdTJHHT5IoDhZh0gQrvudh0oTI4KvzfVIpfZKDZ4VrfJg0HUyRIUSKCIVNz+K9OgubKMlFKQpamSVADh8F4szTwRRx5vGTX/dxKVWGbd+95lrHcyMMpXGUHUyVx3BWKuBzPz+a6mI1GuBtAwNc4Dpf5jxRhjlJklijC9UEgmQ5zQVsAhzkYF1r6vaCPOMM8UdYVRLLGuyGjfvM2/CXrzp88hUbU+UtnslBzi4Fd7/xqJf7O5ffrE2kSwnPvzSkn5Gt6O4d48FzzxMKp7d9QpXVZAjxMqfwUeBernCcVxtyPohzln5+Ah+t+DY8icdiI0zxeZ50g7zmOdb1cptJPs0TxInwL3iEk3UaP50hx5c5z7e4xCMc572cxV+DVkNVf/sZoptxpujgRR4kQ4ijvM4gN8rbLMza2GjdjBNnniRRXuRBJjcwsdJGhMhwmgt0MlletpD/TzDcyxUOcR0/+RXzBu9GfYzQxkzVDqhj9HCeM2Qa2Jq/E2iAVwdF7FKNrXt/YjBMk2CcGbKkSOHFW5GE2uMmmNwrnYAEPx7C+MqpuC3C7riKorHJksdgCOLHJ/oRXS9Dgfw6p6aH0kTJBXyLpjnO43cHw0MAfzmZ82a6qBUcQyIPyXyp9e3KDPgsiPnBU7E7AbpC0BcR7mmFY23LXyvug2h9KlB3LbEc/P48IndrVCPRFC2tcwRDzZWs2WCRJoLgkCJChhBeivgoYNU90BM8hLEI4KeHEAfwyuaq4EppSEotT7OkmGCWqSabOKZe8hSZZJ4seWZJMm/u9hYwRsjn/RjHIuKDsHfjY+g8WATxY7ltu2lyFPbQDe9OV7qm5AmQJ4+fEBkMQpQkceab7v7HTwG/myy91MqYoYh3xeTeHnftRiumwqSJkaia0qG0PgNNEPBuJ+Hu8a8mTbj8+VnKwaKAT8fuoQFeXdxgjL/iCbwVzccTzGHjlGuDKpvjexjbU4nRY5yml+/BU659EYLsByzGmObLvESGHG/jJMfNfp3coE7ShLnMCeZoKS/LEiRHgCAB3s4pjrCPduKLPsvrdTsBv3fe5rVpw5WZUi6wB7qE/+kBi85QlSDOD4Nxfa9rJd4yx/0PvEw0fjfACEfS+PzNM/5yKYMwxH7maKGVWU5wmUiduxVbBOnmw7TyCH56ytVOm7EwJu05rpAgsyda7pbKkOerXOBFrpWXJRMxLp0/RXq+lX953MOHj2y8ymiATt7BA0QJlZd1bPLcpBorRoIHeREbD63MNro4qwqR4SQXyRLkBoNc51DVwKKLCe7lyqJ7u/XwUlw026haWxszPMxz2FW++0miXOYE8xX3NXuVBnh1ME+a+RVuSvIEGF+SJ8RLkSJevBQX5gerWFtKSrmb+OmmhTfjk+VfwJTJcpUhEqQbnCLBQvC6fdh3/vFfSGBeKY+fcboXdT0xplTbHsLLfqubU3Jo0685nzd8647hubG7NZrdYXjnfouBmAZy9bE4cXnvwB3aa5C4fPsICeIkiFPAx1Fe34ZX9BLhXlp564Yrk4xZnLzcxmGUaS5yY42E2qZc07/bkgPbFYnFF5LEz+Q7+MboUeYnDW/dt5606ILl/ixoIcIx9tO+ydZV1TwC5OmtMv1+PVW7Bi58B1f7NHqx6WISBykn/q52RxAhxT7uEGiiCcx2qyA5+lborTRDK29weFES90pm2T327qUBXhOYoY0LnCaOh7McoaciwXSOEab45z2TNy9Kgvu4RJZ5OjjVkDIIHlo5h4cIWW4yxZco7vAatiJebnFgUfLyLMFl+e7mZlq5cfUwURPh/fd0UKdhB6qO+vrv0H9wiGgsSbiJxtntNsYYbjLOBd4oT5xlMLzBKGaNblpBshzkJhFSjNC3o5Mtr2aQXk5ziEIkwmOnW8hlPLx139qtdy2EeTsP8CCp8rJOWghXGV+s1HpM084Q+8uTdgiGXkbpY2Rd3SorE39Xa8FrZXZPjZFrViEyHOM1DnBr2boCPm5xgNmK+6DdTAO8JjBPnHnitBPnUd7JPg6W1yW5wBzP7ZkAL0KKo1ylwHQDu24IMc4Q4wxzPMssz+yKAO82A9xYo1U0MR/j8sX7iNox5to9GuDtQF2945x68AKWR3NO1NsdpvgKL5He4FT5fvIc4jqdTFLEu2OTLa9lP128kzMEQj44fnf5Wi2lUUKc41idS6f2kjlaeJXj5NxKAsFg4ayYJmEpodQNs4uJOpZSbVWAHId5o+q6LEFmadUAT9XWPjrYT1e5y4mNw03GGGOWpc3Fiy5+eyAxeimx+FVSXCHDdWySDS1P5fH3m046eCd5xkhwkVyNcrxslzQhxukmQ4gkUSo/a7msn7GRXrKZu2NapifbKRZ87uzfG//sGWN4bQZeGC8lLp/MbG2CjKGE4akRw0jKcGtvzFWxKV5fge7eUTdx+QRiOQ1KXL77FY3NdUaZYI6r3KFIZSBdSj68kIB4JSEy5Vny2pnmHq6VAzwbD5N07ri5llPJMOMjvXiNj0d6hcG4cJjeUmLyDX4Yddy1qrUoSQa5QYYQE3SR3cRYW/1UNr/V3iMPNr2M4qPAHC27PpG6BnjbQIATHOCDvAmfOyg0S4HP86Qb4O11hhm+wTCfxKGAIY+HaKMLBUCIg+znpygyxw1+Z8cFeLO0cp4z5ZxDldKpCC+/cIaJse7yMuMItu1hK7MPf23Y4Ve/ZZMolNIfbMXLk4Z/960iw8mt72s3CwSy3PfARfoP3MaynKZMXL5b5CnwFJd5his4OIsCPMEwwG1OcnHVAG+h9WBh+33cKa/LEeB5HtpxAd7sdDvPP/kIITvKv3rMy3fFBQsP3l18A6V2jk4maWeaBDGe5tymAjy1sy2k4XGw9kQi9boGeCJyDPirikWHgX9vjPndim0eBz4PXHcX/Y0x5jfqWa5G8GARwHd32n8j9NDKIXrL28QJE1oyxqCAlxnaSNJBhJRb67uzFZklxSt4TCmIM9hkGcYmTbNNaCLiwUMIx+SQJq8PKeIhQWxRYtBZWsnjx3aXGQPZTIhkIsrcTCuZdKjUYrdEwYbXZw1Pjzh0h4UDMfBYyz95M1nDjXlD3r3HNcDrM4b5PGSrBGQzOXhxwjCcXF8AcnnaMJODtA5tqCoQyBKNJ8rj7Xw+PVDr5SFCgH58tOGjdc3tiyZJjmGSpMgwRb5itjwPRaIkCZAjRsKdMGt9n/GlyYENQgtzdG6iK9jCuNp610oXCx4S83GKBR8DUaEvKkR8HWTaggQdP91+DwHZvTdOauexMFjY+MnTxkw5ybraOxaSsVs4REiVu8hD6bybJkyGELulrbaud6zGmNeAMwAi4gGGgc9W2fTrxphvr2dZmo0PL9/GfTzIkfIyC4tYxRTQANzcWrIAACAASURBVAnivMBDTLKPU7y8KCHoTjXPeTLcRMo3IYYi8zRbcLfTpAnzEg8wTXt5WRHvsprK4aF+Ljz3ILlcgGw6tHQ3AMzl4ffP23zyFfihYxa/9LCHSJX7tZcmDL/6pM1Iyix67kqtbefHDb/w1eKiPHir/k1FmGmulG1Npat3nLPnniUUyRAK6YQqGxFikAP8a4IM4KVtzW6BGa5ziz9gngnmOQoVE6NUJisOkNtSknYvRY7x2orjSFZzg0Fe5lTda6VTySgvPPUmEtOd/PyDFj9+0oPT5SXz9hAWFl3VTytKNVyIDKd4mSLeLX9X1c7VxwjtTC/qGv8K93G14p58p9vOJol3AdeMMTe38TWbliVCjDCxNfrCFfGQJEKSKHl2R6bnUoranVVzJlh4ieKjA4ccNilogguDoXRiKuAjTZgkURLEy+tt2yKf82PKYzmFVCLK/GwLxeLylrvy8wyMpoE03EzAaAoivuV/73DScG3OMJJavo9q0kW4UT2fq1o3g89fwOstEokmibfON13i8o0SHHwU8FR0d6zXzZdFCA9h/HQTZICgDKy4bSkNQgabNHnGyXKbHBN46CJUkWcpRIaYm+Bh6+UzhMgSYmPvqYHyuL568eEliA/HRIkU49iFFlodD91YWD5BU0+pZmdh3OThaq+qlkjdxiJCilCVz4ZByvdZO6l1bzsDvB8E/nKFdY+KyEvAHeAXjTGXtq9YSq3NIkQP30Mbb2eWJxnjMzgbvAGrl1F6eZ2jZAkyXxHcAUxPdnDp/KlFE6kkE9HSOLt1+sqQw3DC4K3SKDCR0Ra27ebx2Bw98Rr7B282feLy9QqS5QSXaa+YLdhPvurFdmss2nmcTt7vds3sWGN7h2m+wgRfoMgMBabxUuRerjDA7fJWXorE2f01F8cY4K3cj8RC/PC5dgp5L0dbN560XCmlmomFwyGurzhL6hD7eZ2jOFWSqzerbQnwRMQPfAfwsSqrXwAOGmOSIvJB4HPA0Sr7+CjwUYADBw7UsbT1YTDYOFjGwUI2nlAXqfjB/U1tF0t8RLiXsDlKnvGGj8erTNqaJMod9lGk1CJnDGBKn5NMOsTI8D5Sic1P2DCUKM1mqRrNIGLweG3aOqYZODhUk5kyF5JR362ZNO6/ejHLWpl8FOhkcsXktbUjBBmglUexZOXvsDEGcHAokOEWszwJbuuiBbQxS9u6JsjyLDpPl45q/bqi371KODVN6Cvuvw5inOAAQb+fXZq6Tym1BwnQwjwtVSrqDJAghgd70Z333d+b8258u+5SPwC8YIwZW7rCGDNf8fv/EJE/FJFOY8zkku0+AXwC4OGHH95Rd5sGuMIwn+dJumjhIY7SsiTB9FocLG5xgAQx2pnmALfwaVLNPWshcfk07czQtmiGTGOE2zf3M3K7n8R8jHxOkwPvBpFYksNHrxGNJenuXXYq3bR7GeA+DpZTuBSxucB1rtcp2PJgM8DtRTWlPgrEatC9sVaKzDLFF8kwRJKX2UxQFmQ/Hbwbb8UELkkuMs3XMBvMm7denUxyhvOkiHCDQVI1mI04gI8z3MN+OumnC+8OqsFWSqla6GKCM5wvB3UOFsP0M0ZPg0u2su0K8H6IFbpnikgvMGaMMSLyCKUK0qltKte2uckYNxnjEL0cY2BTAd4IfYzQxyA36GdYA7w9zMazYuJy4wijw/u4+OLpirF3aqcLR9IcPfEabR2lboy1ab0TBunlXTxYns4+S54p5usW4Fk47OMOR3m9LvuvhSLzTPJF5nl+0/vw00s3HybI3TF+43yeWZ7ErkOAJ0Crm8Z3jhbG6a5JgOfDy2kO8dDyjjVKKbXrCdDO9KIhBDYesgT3doAnIhHgPcBPVSz7aQBjzMeB7wV+RkSKQAb4QVPqH6MW0Rt1tb7E5elUhOnJdje408/NTuT1FujpGyUcuzt7TTw+jz+Qq0sCc6EiufQ2fm52y6fTQ4QYZ/BVzGAb5jBeIuXjuh2XtYXj6SfPALeJM19u5d/q0dbk40qpvWrp2c/CoZNJjnCVFBHG6S6no2oWdS+NMSYFi0eyu4Hdwu+/D/x+vcuh1G6wauLydLiUuHy0G9vRHFQ7WSCY48TpS/QfHCovEzF4PJrtvRn5aGcfP0yslBUIKM28K6w8U209hchwH69g4+FlTrkBnlJKqVoQDAe4xQC3GaafWVrJ7LUATy2WJc9tJsmau9OzRgnSSRyPlMY2GGOYI8U0Se4wRWFJV8wcASbpLE/NXTnVq6q/LEEm6cTgI0qybsd/IXF5oeImcaXE5Yn5GPOzLWQzwVXTH6jm4fUViLfM4fUu72odCmcIRdLbkLjcMEuS64ximVKlQJ4CiTqmMTEISaJM0FVe5sHe4ecyC8GPR5YngDOmSJY7FJkly20M9Q/SBfBiIxgsHASj03LVmJc4UU6Qp5Msw9h7YBbV3cpDmAADWCwfr27Ik+W2mxpJqZKFpOkeHMKk6WRyUc7har2stpsGeNtsgjk+yzcXDVQ/ySDfzjmibpJzA1zgOl/iRbLkSSyZKnyCLp7mHBFSPMiL9DC+nX/CnjdGL0/yKD4meJAX6azTkNH1Ji6/M9TPS889SC4bWJQOQTW3eMscD3/bM7S2zSxbJ5ZDaBty2y2ca65xBykPHjek6pgCpIiXK9y7aPzowrmse4Upqncymwxj/DVTfBWbVNOkV1FbE+EEh/hl8kwwxP/NHM80ukhqk4IMcpCfJUj/snVZRrjFH7iTLSm1XDvTPMIzi3pVXeMeLnF/Q7tt7skAz4NNkCx5MuTxb2teiyI2MyQXLZsnvWxSchuHPEUMhihBDKXWvzxFivhI4sPBIk2YNCF8FPBS3EV1tIYiCQpMYpkgHiKINEu3wxAW3YCQI0aadF2O/8L7m1iS226pfN5PYi5OoeCv4aurevN47HKi8kbKkCNTp1kdqxNyBMlVVFRUnsvq+8qeRS3itWKwKTJH3iwPUIskyDJCriJv3nbyUSBEhiJeCvgwNMt5dGfzSAgPISzjxarz51bVh0XIbb3rJkA/Qdm/bBtjDJ4llapq7xI8eIgtSpXlA/cM4FAkiUOeYBNU5O3JAK+DKR7hGeZIc5kTTFZ0FWoGApxikF7acNzAL0+Rb3CRi9wob5cjwEVOcpUjDHKDe7i2LL/UTuWQYZzPMsM3aOUcvXwvng3OPFovR+nnh3kns0zxPF4uM8xh3uAQ1xtdNKV2pCxBLnKSQJ0DTQsPFgcYrHFVWIFJhvljPFUqYwxFMhXn7e1k4XCQm3QwxSSdXOYEWQ1GlAIs2nk7XXwQL6346Wx0gdQO4KePffwwIQ4uW1dgjlE+xTwXGlCy5fZkgBckSy+jBMlwg0EsN3lhLRPDboWI0EkLnbSUl2VMnktLbhJsvEzTgeDQwZRb/t0R4Bls0lwDruGjDZssYvwYrBX/QgsLq84zvYkIbURpI8qIifB1+hnBoZtxDLJrAmyltpONl6k632BZbt1rihbWPs8LggfBi8FhrTx4DlmSvFbu5rrUdoy7q0aAOAnibo5BP3lyBFa91ok7PcwCD9aKf1ctlGYXtcFUHGMpjXBpnl4bajcKMkAL57BEx62r9fEQJsopYnL/snV5M8EU/wRQHv/s4DQsttiTAd4CP3mOcJUexhijh9sM6ED0JpTiVYb4I/LEucEgCWLLtvHh5UGOMNjEOUmUUo0RJcjD3Es3bRyiZ82AxUcrPXwvrbyFOZ5ilqdYrfLMSxudvHdRzrsFDlmm+DIpLm/1z9iSOPOc5CIZQtzkINOLJ7cGSkHw/QxynAEWbkj8eBmoZ/DtJGDqM5B+6e4yfz90fD8ElteSK6VUs+tmnLO8QJIo1zlEugE90PZ0gOelyH7uTkM+TL+2vzShDNfJcJ154jzJo4zRu2ybMAF6adcATym1TIgAZznCvW4AtlZONw8xOngXBhubFLM8A6u0wnmJ08G7iXN22boi86S53vAAL0KKI1wlR4AZ2qoGeIJwhD7eyZm6ttotYqdh9u9h+jN3l4VPQ/wxDfCUUjuOAG3M0MYM07QzSq8GeNtt4fJlgFZmOcLVqi14SaJ1TWI4yRxP8yotJsIR9tEmy1uovFgcYR8OhknmuMYIxQZ1+2kUn5u8N0aCadrd2SUb1+IaJsApDtFDC4YcV8mxUMvvwaabcWJLJtRRSm2fLlo4TB9tRGmpSDq+lrvJydlQoFN1/01Sa7jRM6UmNle7kYcIMc4QoIcIJ5AVJh3KmFskeJk8o+R34ey+qr4Wzp4BcuxniHaml20ToZUoj9StDHs6wKvUxwg9jFVdd4sDzNBWtwDvFhPcYYp24vwgj9NWpQuiFw8Pcy9nOcLzXOU2k3suwAuS5QSXsfFwkZPM0NbQLrVxwryLMxSx+UeCfIlAeVKcADnexLMa4CnVQIP08t28hQhBPDp7pFJ7npdW+vh+4rwJwQMrnBeSvMItfo8CcxjqnY9U7VYRUpzkYtV7VT9dtPLeur22BnjgDn80WCsETAtJDPMsn4a+gI954usO/rwUiDOPt+KEkSXoJrQuugP6q5RRxM2d58FrrEUfFYOQIsIEXfjJu/vffcHfQmLJhcGrjSYi+PBiGYtO2jjI/nK6Cz8FOkkRo7XKMw05RslXyV9YSocRJEmUeeLrmtI9HE7T3TdGNhNkfrZF0yUo5fJQ+o76RC911cQJ00G8PKmKB4tWYqy3vc8YB/K3ID9cau7cDHsaipObe65S6+SllSADBOjDRwceWSv1gY1DDkN+W8qndgaHDGmuYExh2boisxSYW7Rs4b61Gg/2KtMGbp1e9dahgynO8XTVCHyGNp7nIeYrZrxcTYwEZ3mBOHdzX91mgPOc2VIZh9jPGD10MunuP7Gl/an1sxDOcpQTHCgvEwwB3r0okF9gKDLCXzDKX1Ot/9YovVzgNHn8y5KaV9O3f5j2rknmZtp49pvnmJporrQfSqnmdC8DfJA3EaioSAoTXH+/CFOAyU/B+H9h031Rja0Bnqq7GA+wn4/iox3fOu/XlFoqxyi3+DhWlcp3g0OR2QaUqjoN8NbBRxHfCk30WYJua5LBRwEfy6P6ShFSREku6roXJUmEFCEim2yZEgr4KeAnTBpnD3RF8lEgTJoiXvL4MRjSZJkxy7tEChDETwBfXcaViAgRgkTWmQzVMQUc2kkTqdpimyJCkijFdbTeiYDfX8DvL1As+PB4dl/L7W5lOx6ymRCpZBh/II/XW0SHPTWXUu1rGD9dOGQpkmC1yVaamY1VrjSy8QCl82I7cUKylVZ/G0wenAwUZ9mpx2ejHJOjSII8U5g6529UW1dKaN6HT6r1qikxxsEmiU2WIvPlHjlKLTAUKOyQMZka4NWIB5t7uLZoVs5q/OQJk160rJNJzvE0Afpo4831LOauIBgOcIt2ppmmnVe4jywevs5FLlRJNm4hnOM4j3Bs+2aGW4VBuMFBvslbqgZ4acLlGzC1eyXm4jz3rUcIhjMcP3mZA4duNLpIahkP7byDMMdI8Roj/PmOnXBhhjYuc4IUEeZq1YIhvlI6g+ibIfkMjP4uFJZ3Pd+NkrzKCH9BnomGJbJXteWQZYzPMsuT5JnEWXKvptROogHeFi2MB/Ng08osfYxsOIQIkSVElgAeAjWoCXSwsLGwcJognKk9AWIVraAebBwMI0wzwnTVRL1HmygFRmnMZAsT9GNjcJpgPKHafoW8n4mxHry+AvsP3mp0cXYUY8A4suIkS14BywJri70ZRIQgAwQZQIxgrbOVvlkYSucbg5AlyBg9pIjWbP8iFgSPQvBoaUzKmuOado8iM8xzfsfU5quVGeNgsHHIkuYaczzT6CKpbSR4WTzuuPR52Ok0wNuiCCnu5xIFfHRXmTRjuyWJcpGThElzgFt0MbErg7zVHKSbsxzB5368BWGQHqwmORIWwkkGiRNmlGme5Qopso0ullI7Ri4b5NprR5ibXd7dKuyFDx+xONcr9NKOfw9f5gzCMP2M0EeSaNWJwpTa63IMM8EXyDNKkkuNLo7aRn666OT9BOgrL0tzlUm+iL3D57LYu1e+GgmR5VBFt8BGhxAZwlznED53ts6uPVi72Es7b+MkIQKLljdLXidLLA6bXg7Ty2WGeJkbGuAptQH5nJ8b1w4xcrt/2brWgNDX7uEdvaXWu2b53jeCQZigi1c57rZ27t1jodRK8kwyyd+T4Waji6K2mZdWOngvUe4rL5vh68zwTQ3wVOmS6bgX0tmq0+Kvj5cWJhgnbF5edbubjFFYtfl471zEw6Q5xHVyxInzAEEOcJg+vHia+sZuoWxtJsojHGOGJNe4w8SSKXaV2qvSqTAjw33kc4Fl67KZIOlUhMpzXW8YHhuw6IvAvW2l5bU8B5Rqet9HjjESvESWu91qbRLM8DUy5say5zlkFm1bTyEGiXHa7XIENkIEP2hwt6asuUOCFwGIcYagLK88MKZIgoukuUaKKzhktruYapOy3GKCv8My4arripqzdk9bdK1olvE8W6QBXo3YeLjJQa5w7xb2Igi3EG6vutVCb3EFceY5zQU8xBnkXXTydixkxyQ17qGVf8EjJMjw13xdAzylXIm5OC89e5a5meWVZgZw7MUTEd3TKnzsTRb3tgleq/Ytd0EOMMBHKDLHDX53UdBWYIYRPsVKQdR2JUqOcooD/Bxed5xdEZuLPAecZ9fctdRJhmvc4uMAHOIXCbI8wHMoMs1XGOXTGGxNgL2DJLlMitdXWGv0vVS7zp4M8HIEmKCLbA3/fBsPSaLu7IdbubEwbHyaaUOYNFGS5cTrDhbzxBmjhyBZ4szXNaFioywkkfTg4EXw77CExpZYWFgEjZ99dDBPijnSTDC34Smavd4iHV2TiGVIzsdIJRe3cKjmZBxhfq6F0eE+gqEs8dY5PJ69WYFjDKQSUZKJKFOTneRyAWx79e/0gRgciAkPdAltQSHorc9nXsRC8OMxYcIcJs7Z5eXHkGOEPKN1KUPVcuEhyH58tBPmEB7CWFJq9fQYhy7aOMo+kmQZZ5ZixfVljhTXuEPMhOimbcPpEoxxIHcD8rch/TKYnZsuwOBgyLsT06z8/TMUcTQtwg7kaNJyVWIMvkKRYC5H0EzgkecwTJVXe3mJqJmmUNGqW/D7yAb87KRcRjvrbrhGJungac6RqGGTvEEaOoB9P0PcxyvlxOsJYrzOUW4wyH6GOMN5Anpya1pBfLyd0zzKCZ7lNf4Hz5JbI6fiUuFoigfPPUch7+flFx/g1ZfvW/tJquFs28PrrxzjxtXDDAze4qFHnyEU2ptjMo0Rbr4xyKXzpykUfGSzq8/K6BH4znssfvaMh6gPOrZhEkeLED18D518YNk6g80on2KEv4Jt6mVhEaGX76ONx/EQwqoYe2whPMRR7uMgrzPM5/gWMxXXvSvc5jYT9NLGd/NWDtC9sRc3BZj6Kxj/BNhpKE6t/RyllGqwlrkE/XdG8TrDeHkVKvIOR8gxyBwLjS0GYbKzneF9PTgeDfCamo2XNGFSjS7IFgkOfvJ4KRIhRYRUReJ1IU+APAF3TQTbTcPg2ZXdOx2KzJEz1WvO8/gp4MOHhzBBPNJcXTgtsYgRwpgg7cRoI1oO8AyQJUd2jYDP43EIRzLYgRx+fx7EgNk5J6O9S8jlguRyQbKZIMbZ2+9ZPhcgmYjiOKUumAK0BiBy9/qLg0OKHMay6YoFORgP4bO257iJWPhoxVdlvLVjivjpJUBvxTTbDkUSOHWaSEkQvLQRlL7l60QIEyRMkCkzTxuxqvswbKwDp3HyYM+AnYDcLcjd3OAelFJqe4jj4C3aiLl7jgrk8wTyeTyOgSX5Di1YNEWfAfz5PP58Hse6e+9Y9HpKj5u0VW9PBni7RYAc93OJDqaIknQDu+Um6OJpzpVTOnQwvc0lrT+HDGP8DTN8rco64Q0O8waHGaCHd/MgbTXMBVVr9zJAK1Ec94bJxuFJXuE5rugtlNpzwj74iZMW7z9olXscz5oU/8x5hplkMH4ckRM0Q3dkwaKDdxLleLmLtU2KUT7NHE83tGz9dPK9vLXqBF0BfHRvJPl5fhhG/hNkLkL2DTS4U0o1q0g6Q9/oOL7C3XGW/nwBy1n/eatlLkEgly9fZhwRxrs6mG7f/MSK9aYB3g7mwaaNGfqWjPew3FTnxk3DniPMFBHypChwE1lh6tdSjfPObN0z2GS4TqYiZcUCB+EOWV7Hg2AobLDr43YSEVqJ0loRgBaNzVWG8eIt3zQad8TIRsfpKdXsxHKwPHb5QhrwwokOi3fsl/LEKePG5gaTGIaJsY9mCTBELIL0L5qgo2DmmOJLm9xjacqoVV8TP7KOSaUiEuQe9m2yHCXG2GCKpda71LOQrFPQagw4BYyTA/HAts6KXJpwwzHLhzSUxujt/ATISu0YxixqeSuRUuekhXOCu375diW+fIFYIkUgv7l7PwEChQKBwt3nOyLMx2Ol11zoLNVkLXka4O0yUZKc5CIZQtzkIBN0sZ9uHuIoUaCXk0SqdE51yDHNl0lwYfsLXWeCYR93CJCjjwxB3tboIm1IKTH6IVqIlG9jc+R5nqvcYryhZVOqlkQM/Qdu4w/kMW734pjHS3fPUWB5F8TdLsr9dPCuRePqlrIIEOFY3ctijIHEkzDzWcjfKU2uUi+FOzD6n8HfD20fgvg72K4WWpsk4/wt8zy/bJ3B3pXXSKWala9QpHNqmmDuboVLOhRkqqONovduCBNLpGifmcWqEuQFcnm8xdpWzIgxtM3MEcjnSYdCTHa0YnubK6RqrtKoLQuT4RDXKeBjjhYm6KKHVt7C/URZeQYCmxQZbuzKi5cAnUzSySStxPHtsMlmKhOjL0iSYYhJDfDUriICXT0TdHZPlJeFxU8rnezFAC/MYXr4LjxrdCnfttatzCUY+wQ4dc4ZVpyC6b8GCYB/wA3wtodDllm+uW2vp5RambdYpGNqlmjq7ji52ZY4M60tiyKYcCZDz/gUllO9F1qtz5ACxJIpYskUs61xZlrjrDHh87ZrsuKoWhDAi8W99NPHaQbpwbdWF5fm6OFUNwt/eY5xJvlHLNPJON3ME6+yrXCQbg7Q3TTJ0peWw2e8nGA/4Yqa/RRZrjDMbJ0mc1Bqu1R+3Is4vMbt0vT+ZmGZzQG66aWdQXqwmmD8XT2tdh4qmCJXzR3GmS0vCxPkXvppkch2FK+ObEg+CWMfxywcAysMsbchwcONLZpSavOMIZpKE0llWO0G1J///9l77yjZsru+97NPrNw5d99879ygyVGaQSMkS0IBxhIi2ICRTVi8B8vhgR9rYRYO6xmbJ4OfgWWELMyDBUaWQBLyEwgJgTIzGk3Od2bu3NA5d+U6ab8/TnV3dXd1d3Xfqu6q6v1Z66y+d59T5+wKZ5/927/wdTE9b8MIbzsOffOLeMZ6+Hoqk0NIeaBPgtVrWSWH3vlF/LX+CPKxCJlE/FDDNpWB16YY6NzDOfp4K6KFhL8bTZHrjPN7ONg8zr28wcktx+hovId7GaUPvUknjjYmD3CB+zm/1jbFIguklYGnaCtcPB7nMk9UiBT3kuKHeJizjKChIZr0Pj0ISrg8yst8h8trbUN000OSDlrcwJMeLH4Olj6/3mYOwon/DMrAUyhaltUQx6HpWcQuDobNuXXRQpHRic0V0+Wu52kUsUKRsU39mR7oJReLHaqsgjLw2gzd84kUi5hSEon4GGZtyekCnSjHSXH3WltAiQLX8LcpytKaSCQuEkgwT0+FdqGHQZoUHhGCJi82I4TA2FR8wZB66MkQkOxIMzQyRbEQIb3csatYtELRbESxGKALs8pjqpMECaKYovl/1wKdGCdIcTcO8xQZhzoX6vDxNwiYe/j7KsAkZUCJSUrMYHgekWIJTVaMhcXL1Lvvu+OFht4qfgbyzyGNrvU2LQHRcwh9a0SGQqE4HEQgiZRKmO7W4iZCSuySgxbs3esm2L6gymGwuT+SMO8vmckiy/I9EkEpYuGY5oF59Zr/6ajYE5FiieM3Jom4NsZIFnpqe52GTT9/n17etdZWYppr/BYZnm5Qbw8PE5dzXOYUV9baMiR5krtY2iFXsRXQtIBT515j7MR1psaHefyb95PPNa8shEJRjQG6+CAP0lelfL+GRrxF7lOdGAN8iD7exzxfZJyP4zepCqvEZ54vMcOfksxnOHZjEtupyFn2sxAccoSAvwzTvwWzH19vi16EY78G8dsPr18KhWIDeuAzODNH19JK9f1++1ak7VzJbMgbDDSNyaEBZvu6D6wPR9LA0/GIkcclj4OF3+ofg5TofoDu+9iOg1VysV0Be7h5QvHeDqicTEmwGaTEAD45fBqcWH+ACCBCCShVtJp0YgMJotgtG/QlBNi2g207RKIFNK15VroUit2IYBHFoptkuInW9sqsCqNL2YHNEBaDuxh4AR5pAor45HGYxZV5StgEVULtc5RwCD1cNiZRbDqIb/Hw74QMHPAWQeZAXgeug5MJq2Xus7R44wjAm9/YpCfAub7JqxcBoxvRAl5ehaKdCIXFPUzXwyo5+5YnaFUEoAcBurMe/RAIURZLdwk0EVYAbfAks+EjnxDiKpAhjOvwpJT3bNovgP8CvJdQTv7DUsonG9mnHha4n8dYpsCLXGSO/kZe7kDoWl6hb24R0/OwXAcqQg/3i0k3I3yYAf4+c3yBWf4XBx+ec3B0EOe93IfJJXpIHem8HoXiMBAI7uAUD3CBBJHWzyGrQAhBSt7Faf4VEm/b43xyTPEnrPBt0jzJ6/x7cqR4gUss0bXl+IBgrcDKWUZ4G7eRJEo/exDgdSZg6iOQf4EeJkkwvTZBawlK12H834CWXG9LvhmG/gWYrf98VyhaiVi+wPDULJbjEi2Wdn/BEUBISd/8Iql0lkwyztRgP5iNveZBLW19t5Ryfpt97wHOlrf7gd8p/20YEUr0MYdJgSiFClFwwUFp7dQbIOxQmgAAIABJREFUu+SQymTXNUA0wrwFWURKHYS554qQmrCJcw4pfTK8gI5NUDExCScpAetivPv/7ELx2NqMRwkV39dWxI57V0+ympC77t2y0RnTekmJ0Rp73Xzo6BjoBAQE7V4atW2QCE2iiQBNC5pNK/XA0NHQ0eijg7OMYIjaPVCtgiV6sejd8RhXLjPPF8N/s4DLAit0cIMkc2w/WTLQ6SbJGYaJiu118yqR0qsQLn8Ckf02EWiR4NcKghzkNq0L6zHw00g9VX7+bf09SSnXnj0ST42Yh0A4d6j8bmR5bqG+jVbF8H3i+QJ2WbsuEILVIihH9PEWRo2VHCIlh0DXwvBUPYAGRlg1Q+zCI8AfSikl8KgQolMIMSSlnGr0hS0czvIqQ0wxxRA3GNvNLGgdZBEW/ifkn4PEPdDzg6And39dVQSdPIBBCsrFRwJKLPDXZHiWBBfo4Z3oRPfXVSTLfJMlvrl2/t2YYIQJRqp+X33McYKrGDsYjFoQ0LO4TCK7HiNtmFEivSX2+TYOnQ7ivIM7WCbLM7zBS1w/7C4pakDTAk6cucLQyBTJjhVMs7V0GutBggj3cZ4huhmjD01V/d1Aihhv5w4kZ3c8bpDuqkVpqhEKlz8Ki38WCouXrtWjq81D/gUY/7ehWHrPD0H8zi2HSDwW+QorPE6JyTYrKNb8CCx6eAcp7lhrc1lhnr+gwNXD65jipihEIoyPDG7IsUtmcvQsLjdVcZTDIpovMjYxBaZGrLdIowJVDsLAk8AXhRAS+F0p5cc27R8BblT8f7zctsHAE0L8NPDTAMeOHatLx0w8RplAAj4644yWK4+1gpG3w00iAelC+mvh5v8wdH3fvg08ITQSXCDBhbU2T2bI8zoZniXCcfr5Pkyxh5Cgyu5KD49llvnWtu9Kbvi3YIEeLnMOuWUiKPHRGeMGOv6236QmJR0rGfoWltYbIz3Q4bWsgRcXEe7kDK70WCTLyxtuK0WzoukBg8NTnL/1hSPrvYtgcRsnuSDqM7a3GzFsTnOalLitLueTq5Oswosw+3sQtKFh41yH+T8CcwgS921j4PlkeIYZ/gzlMTp4wsz/u+nnA2sRRkU5QZonlIHXwji2xbxdUUxESiSCrqWV9SizI0zEcYjMO2BGIem0tIH3kJRyQgjRD3xJCPGylPJrez1J2TD8GMA999xT919IN4vcwivkiTHNIKUmDlJJkmaAGWLkiW9O1s8Dk2ysHXIKGKOu8b7hwHwvGjYJLqFRW0jQdmdLcIlBfoASM6zwnQ0rqSukmGFgrcCARDBP77be1hU6eJWzxMgzyDQxCjfRt9ZDQ+M0Q7jcxjOik+9gtlF5HIWivdGwyxET6wtyJj27hnbWigwK4cJf8VXIfAvk0fMYKxQKRbvTcANPSjlR/jsrhPgMcB9QaeBNEJofq4yW2w6UAWboZ5YFeliho6kNvG4WuYOniVBE2xzSmAGegXLOfUgA3ENdEysENr28ix7+Hus5ePs/WycP0MG9pHmSPK9vMPAW6OEp7sSpKByzfShtaPwt0k2KNHFyR9DAE9zKSS5xgiSSTxCwcNidUigUNaERoZf30Mu7K1rFTY6xFfjZ0LO18EmQAexQ8EWhUCgUrUlDDTwhRBzQpJSZ8r/fBfy7TYd9Dvg5IcQnCIurrBxE/t2GfhIW5gCJXS7AEmFd66dIhDQpgno9YG8SgUTHxwg8ooUipueVk1nLjs0ARKXd1wDN7jCcwqhLMGt4Lh2BjpAGIAgQpElRIMoSXXgYe/j8BQE6Adq2hqAUgkI0wkoqgVmu9NQu0XFCiPKnCToBDfkBKG4a03Lo7FoiEi0STzSnLloj0BD007mhQmYH8ZbRtWs0QghEnR7NUgZQeqOcX1d+Pvgr4Iy3vefONXQKkQjSssC4CvLbW46RuJSYRoVnKhSKdqPRHrwB4DPl2GoD+B9Syi8IIX4GQEr5UeAvCCUSXiMMMPzHDe7TjiTIcidPbdAbmmCEJ7mLUpMYeKuYrsfw1CypdBY98MtVIdsDD4PLnOMax/Ew8Or8U/U1jemBXuZ6u+lZXGZ0YqopKg4pjg7JVJq73/xtunoWsaz2nmxXYmHwIJe4l3NrbRoasZsK81ZURXqw8CmY+R3WqhTLIBQLb3NysSjXx4ZxrQgYfw7lyqQbkXgqgF2hULQhDZ3TSimvALdXaf9oxb8l8LON7Mde0AmIVnjvAGLkSZBFx6eEfUjC6KF30cAjQnFNCsD0vFBE0iHc8mx12JRysHgd3BIkesBq3ioiGjYW/VhIfDrJE6MhRW+EwDcMfF3iGWWJB+mCO4UsXQW9E/SOPUtLNBtRA0YTAlFh/WccWCqqNeuDRIgAO1LEMNbD4ZKpDIlklngiv8Mr2wcDnQQR4kToIkkniZa/v5oJKSUE2bJgefnulg44N0KP3RHz5EtNwzVNHEsnzF1ow0IyLY4kwGWZElNrDySHGYId5EAUzY8IAkzXK0fGhZie1zZRUq2CclrUQC/z3M9j5IgfmjC6js8ZXmOMG0QoYuJuPOA68AphcZXN0V5XHoU/+lnoPgbf8y/h5L0H0+l9EOUEJ/hn5MjyPFeAmYO7uDsFE/8ejB7o+zD0/ig0mdd2r9zWK/iNh3WKFYoRn3s94HeeDSio1JsDw44UufWuZxgYml5rMy2XePLoeA8G6ORd3EMfHfSSOuzutCfpr8L0b4e6cADIcnjm0TLuFK1BQIlZ/pwlvrHWJnEoqArQLU0sX2BkahbTXZ+nmo6LFqhx6CBRBl4NRCgRoUSMPFEK6Nskpa/nfNVznUKiEWDi0sEK/cwipAy3QK6qfkMWmNmUe7dKZi7c0rOQb+7QHEMkSXARTZaIksZkHkmwJkIbhs42aB0oKIS6gcKA5HdBkEcKqyyS25q6XF0Rwb2D65+XlJIXFgT6EVhKszTQq3xtUoIbgH+ALkxdD+jqWWRwZHr3g9uMsASTRoIoJ+hnUHTv/qI2R8rVMS1AYIT5x/v0Zkopw+gD6UHpOmS/Bf7R8lZJwrzqyls6EOIQFI/08ve5lfA55lbZc5QJKHKDojLoWo/VeWiVXZbrkcjmwugyxaGhDLw9YOFwjsuMVCny6aNzjePMMFDXaybIcprXSZCll3kA4rk8vQtLWK5LtFDc5QytiYXBfZznBANkeI55vkgOuMIp0nQ09uLSh+W/AGcSoheg78fAPHivrWL/dFjwD89r3N639fHjBPDZ1wL+5oYKUm00ArjIcW7jJJ0kSBE77C41BS6LzPF5ikzQxXfRxYPs2xoJcjD/J5B7HAovQ9Cez4SdcCyTud5uSvZ6peWSZeHpBxuB0cHddPPdaFU0iXK8whx/ia9y/hStjpRrwuXVvHKW42J4fpUXKg4SZeDtAROPESar7nMxWKGjbODVb+IYpcBxrtHF8lpeRaTk0De/iOm27w1kCJ1bGOUWRpmV13iDqywhmWKI9Fp4V6OWZyXkngi31HdD9yNIoy+8osoZagliJrzzuMYjp7e68PKu5NUleUAG3lE3IgVj9PEglzBEa4c714NVgXGPDIt8lSzPY9FHF2/Z8znWCIqQ/htY+EQ9u9p07HQneYbOYlcHuUSDFINrQhDjDP08gi62VoRdkH/LAn+rDDxFWxAtFumbX0D3QwNPzYyaD2Xg1QmNgEGmt+rS3SQJstiUEEFAMpMjVigQzxXQAgkuoah5BpilbeeSUU4yyPcTI81Z5ujiZebpZZ5eGj6sOOMw9wdgjULqYYieb+z1FG1FsiPN8OgEsUSOZKq9wuY6iHGeYzvKGwjgNEMI9fhHSkmBK6R5ihLTOMzt4xw+ZB+D3HfWC6kEOShernNvm4+SZZHuSOBrWxcKHMvENbd6zRqJzQgd3IvOetGyFHfVT69QoWhi8tEIM/29WI5LRzqD5aqk/mZDGXh1QiPgGNcZq3Ms+Wq1TCElPYvL9M8tIFYf7CXgZUJZ+NVcvDYkwQXinKPIDST/gWWe5jluZYGeHQTP60TxNZj8tbDwyvHfUAaeYk909yxy5/1PEI3l0bT2SjDvJsU7uYshds6p0xDKwCuT5QWu8zv4ZJD4ezcGpA/LX4DJj7Ame7Da3uYUojbjw4M4VjVDTiAP+CcW4zSj/CQWfRW90IDWzNdWKGpGCLKJOLl4jGihSKRUUgZeE3IkDTzTdUkVsngyXdPxrmFSiNpIbfuBu1IsvZ7onl8WM3exHSdMas0Dy4TVMgvbFFaphlOAa09sbIt1wvBFsA8ztGVnhNAQaAiplx+fAWLT5ywI6GCFKIW1tjg57BrKLTumSTqVwHRD4XjDr5gs6Z0QuwjmQEvn4XnSZ5ol0uSZJkpAknaeiJR8eGZOEjO23hwlH65nGrcaIkRAqnOFeCJLT988pumi6+1l3AGIcvEUFXpZO6uFNuQ2hbo2HCsluJNQuBwWUAHACxedpEO7VcaUhJ64YsSuunCXi8fwdW3H53Dj0Ygwhs0gcW5BJ4YmthqcnsxR4Ap+RUnrPJeRHB29S0WbIwRSCDzDIBuPE2gadsnBLjlqOa9JOJIGXjxX4MSNcaRbWwn+5c4U18eG8Q7hwRIplTg2Pkm0UFyLdWYOeBwowp7kYrJz8Ff/CYwKQeGT98IPfAQGztav04eAgcdZXuU419baNAKs3R6oQpBJJsjHokSKJY5fnyCZq9Ali16EY78G9inQG1zcpYEUcfgqz/KsvMLT8hwud9POBt5yCX7raZ//9tzWfRJIN3Cepek+Z85f5tzFV9AND/MIiZgr6kz66zD+b8GvWIz007SbcbfKSirJxPAAQZXyt4HQypqlh4fApI/30M8jaNgYJKseV2KSG3yUPK+ttQWUlKi6ou1wLJPxkQF0P2BoepbBmfnD7pKizJE08DQZhO5kt7YSrpbjYJdK6P7Nh8EEWviQkkJgeP6u57RLDpbjbnR/e4Seu70WSwt8yC5sbFsch/mroJuhCLqdgCYtJCIwsOglwggp+uilAw8Hj2UMCsTJEWfvotGBrhHoGrrvI7VN712zwRxAWEN1eheHQ4AkR5ElchQoIds1nreMAAwNrG3mg33RcFvFD2C+yD60ASWm5WDbpbV0UMPwSCSzxOK5Zr2VboooFjEidBLHUPlGN4nEI02RCYQMP0uBxPB8NN8H5xo4ExC0Xv6mBHxNwzOMmlOlHcvCsayqBl4zIACdBBb9Oxbckni4LO4rz1KhaCmEwDNNfD3AP+CqtYqdOZIG3l5J5PKcvDqOrMNsrRCNMDE8gGua9M0v0L24suPxuu9jOQ30AMxchj/9RUj2wdt/Dm5/f+OudZNY9DDCTzBIlhHiPECMHK8wwR/gMkVCrY4qynTa8M/v1HlouLZ7dq4Av/6kz7cm9274jh2/wflbX0TTw8UaIWTbFVRZRQC3cYoHuUS8bOQp9o8kYIEvk+X5tbbVlfDOdAbcGQj2vmjVLKQ7kkwP9BLUGP3imCbB5kU2hUKhUOwZZeDVgOn5mF59HrKalBieh69rRAslktlcbYubocp3eVmU+qX6FTNw/SmIJOHOR8I8PV0H3Wo6T54mIsQ5A7AmlLAiJ/FZoYgKC6gVoUkMw0cGHr6v044Fji0dzncLHhypbWI5kZV027sfJ0QQFkspf2QCSSKVoX9oGsNo/0IXIOgiwWmGVO7dLkjpl8XM1wfrrULXEodpHKbXhINNz8MrTEBm+WA7fJOsiY1XDCclyyKTiBOolX2FovVZFTeXIEV4vzfbPFGxjjLwDhi75DAyOYOv6ySyud1fsIoPvAFMAWmoIUd/b7hFeOxP4NqTcOp+uO+HQ6NP0XYMDk9x30N/Rzad5NWXbiGTTu3+IgUA3b0LnD7/KpYVJr8KoKtnse0qZCpungLXmeP/w2Wpou0aAdVj66PFEr3zi9glh0Su9bx2hWiEud7uDXlyhWgEKZoz3FKhUOwNLQjoXVgikc2TTsZZ6OmqS2SbojEoA++AMT2PnqWdwzI3sLr4GwDTwCsN8rf4Lrz6jXBzCnDnB8J8PFArNG2EENDZvUxn9zKL893cuHaMTHrVkFffc8j27vFkKsOZW14lFm+9Cbii/mwRHa/AYY55vkSJ8Wov3NJkOS69C0tESq1ZlMexTOZ7utZlDNRzQ6FoHXYYy1bRAklHOkvPQrhotdTViS/aO5+/lVEGXrNTINS5ywGLB3TN6Zfhq78LncNw4R3Qc+yALrx3LAbo53spMUOaJyjwxmF3qWWIRIucPvcafQOzzE4NMD/bx1E18uImfN9pjVOdkhtyjteZxK9SqbC7dxHDqK04UzsRweI8Y/SS4jTDStdulcKLkPkanuaxkkpu0Ggrch2f6rmYuu/TuZLBctZ/S5FifQp5HRZ2yaF/biGUnelIUIxEDrtLCoWiFqQkWiiSymTRgu0NNi0IiBTCCIRYocDA7FyFh16SyKqFz2ZCGXjNThZ4llD3Ljig6ff1p2D8Oeg9CT3Hm9rAizDKMD+OxwpX+Q1l4O2BaCzPxdufw/MMnnz03rKBdzTpsODHL2r4Ev6WGT4nv41TJQ5aCIk4giuWcSI8xCUucEwJl5eRUkLuO3DjX+OaBaatMTJWYn3/WsL0VkzXY2BmnmRFmL6oYQW9mYkUS4xMTuMaJlfNUWXgKRQtRCKbZ2x8al2Oqyph/p0oHx/P5amclbb6GNZuKAOvmfAIDbnKFI0lwNmDmHk9kDIM2Sym4Y1vQ+CFxl7/aWiyfIpVEXRdRohzbkO+S0CRPK9vu4q+mUDTQsFOoREpldpesDPMj5boWtBCRosknszS0blStc/FQpSlxU72OrQJITAE6FJiINHw0dtUa2wvpIgxSDfdJEgRU4VVNuGYOoVkhJLh4xlyZwFzKbFcl0ihRKTkYHoeWhtNiAQgJOhBQDyXx6+onOnrGoVoFP+QdewsBolyjHUN0IAi1ykxfZjdUig2oHsesUIRrcLYciyTQjSyY+izCAKixRKms/cok1ihgBbImsek1fu9fhX/FPVGGXjNRJHQWzdZ0RbAblrdDSMzB1/4CFgxePvPwrt+PhQXa0I0ogzwQfp471pbkXGu8v+QpYradRUcy2RieAAtCMuUD00rDaNmZGRsnDvuexLD2DqZHr82xuPfvB81tNWHkwzyCG8mSYwo1mF3p+nIJBPciI3ikqlJAyqZzjE2MVWTBmqrovs+gzPz9M+ta64WohGuHRshZ8QOsWfQyf2M8hNohCVzAxzG+e/M8lnURFXRLMQKRY5fn8Quldba5nu6GB8Z2nGRRAsC+mfn6VncewVeLQjQArWo2U6oWdBeCAiNsHpXsFwlF26i0KDz75XAh9wiFFZCOYUmfgAKoWGQBNYrfwbSIcIwLot4ZPBJ73YSPNNABHJdtynIQ+k6Eh3MXoTehpVFhSQSLZLqXMF1TIqFKFI2lyEvREAkWsQ0XRKpDLF4rqosQTyRJdmRJkmAaSaAGrQPFBsQQJwoUSx6SNFJgrhQ4XbVCDQNRzPxMXc/mHASZboeRpsadxD+fgzf3xCd6usudsnB03U8Qw+N4UMowqIRwaQHXUQBCGQJmyEijOKTx2WZ7cJqFYqGIiW672N4PnbJwXJcLDecbErCHFe7VML3tjfwDM/Hrnid4mijDLy9sOphm2nQ+X2oMZpQUQMWvYzyk3ikmeVzzPK/YK9hd4UX4drPgzkAQ/8COt/dkL4eJpoWcOrcqwyOTDI7NcCzT9xJIX+4K+2bsewSb7rzWQZHJonF8uh69UlYb/88b3n4G3SQoKfzbmD0YDvaBpgYPMglbucUCSJElOdOcZNYjsPY+BSeYTDT38N8T9dhdwkAgUkf76WT+0jzFBP8AR6tpT+oaB96Fpfpm1vE8H1Mdz3MUgCpTI7Tb9zYoDO5GSHZ4PVTHG2UgQdlhVZ2X7hzgCUQs43vUtPhu+Dkwr+rGBbota1cHwaasIlxmkB6rPAEOlFkxZcc4LLrl+6nIf806N3gTCD9Su1CAZqNaPG8JCEgmcqSTGVxHRPLLuE4JoGv192Tp4tQhHy3tXsnAC8oC4vrPpbt0Nm9yMDQzqsrdqSEHSmRIo9OnpJ00dHQ0RA7eAyklHj4+AT4R3QFXyAw0IhgMUAnpxjc8TNT7IKU5Yp065EPmgxo5kiIRqEHklihSCAEyx3JTaFggkC7ScHkNQHmClF5IXYVYhZCI8JwGOkhl9Bq8MRKXAIK7DTTDighVQ6vohbKv1stkESKDslsrurz0fQ8TE955hS1owy8VSaAq+zs4HGhoobH0SEI4Pm/gvTMepEVKwr3/QM4+1DT6x0JNLp4CJsBVidXPnnm+QIZnq3tJEEO5v4AMl9fbzOHoO/DED1X9z4fFl3dS9z9wOPkczFee/kc87P9dT3/pR7Bj13Q6N4h4s8J4NOvBnzpuqSrZ5GzF14hlsjR07uw/Ys2UcDh6zzPC1zjAmPcxVkMtjfE85R4lJe4wRxTLFaVSGh3eknxFi7SQ4oTDBx2d1qeaLFE39wCZkW4VKRY2rEMebsjpKR7aYVIcd3L4Os6c73d5BL7jxqwHJf+uQXsCg3BXCzKXF83vlG/aU6AywJfJs+VHY/zWMFpWKiPop0wXY+++UWihSLxfLPk5yjagaNt4FU+Z5eAV0EczcX7XZAw/my4rRLtgON3hwbe5qpLTWbwCaGR4DwJzq+1uXKFDM/XbuDJEmS+Fm6rRM5D53uQkbPl6zTX+94P8WSOU8nXyeeizEwObZJOqPb+apmsrr9uLAk/eE5jNLn9Z5V3Ja8sSv76uiSRzHLq3OvEE7ltj6+Gi8fL3AAggsntnEbfwRvplI9/tq1kNvZiSAiSRLmD0wyLnob1qG2pUnnOdFx6FpdbVri8EQggkcuTyK3rZTmmQToVJyej+z6v4Xl0Lac3nHepM8Vidye+vvrdiDroDAVkeZ4sz9/siRRHgRoqUuq+T+dymo5M9gA6pDhKHE0DbwV4CajUZJxiz+lZRxqvBC98EfIVLs1oJ1x6V1Pr5q2iYdHFg1h0r7V5pFnmUdxaV169RVj4RKiFlXgzMnEfoslkJPaLYXocO3WVRDLDwnwv0xNDBMFWD1gylWH42DiWtXUSW8hHmbg+duj5fNeZ4294Gp3tv5siDnOsHGCvGk+UAsNMYrN9ToZAkOAiSW6nh07iqGIq+2FduHz9Pmh14fKDQvcDupbSG7xve8Vy3A05SwB20WFgdh5vreqgIBXPIpLygARlFUcaKUlkcySzeXZabDNdD9tRi0CK+nM0Dbwl4CnYMp87upEze8ctwnf+FJ749Hpb/+lwawkDL0Iv76KHd661FblKgRt7MPBmYeZ3QbNh5JchcQ/sYES0EqbpcvqWVzl97jVeeu4is9MDVQ28jq4l7rjnSeKJrauPiws9LC92HbqB9zqTXGGKnWd1kqDNBoA4OS7yIp07Fo3QGOESozyAhoWmZr77wnQ9BmbnSabX7wP1SdaGFgT0zS/e1N1X7bOOFouMTBbXzysEYmAFkWiv+1zRvHSkM4xOzOzoyVPjhKJRHEkDT0hCb50a528OGYTbKoU0XHkU3BL0nYKBM00njL5KGE6pbxxcpYHY83DrQ1CCwsuw/AWk2Q/RNyH05qpCuVdWRdCllCQ7Moweu4FXpTxz38AchuWi6es3UzdJBugiZ3dgD0dYia1/pnf3CyIHPOqEZS42FrtoHSQJsqRII/bY/xRpLBy0Kq/TsIlyGpNu4hxHx0Br0nu12ZCBG1bXdSaxeIIOFjGcLKbrtcnyzsEiNv2t93mlEOSjEVzTJBKxiVaE0kvpU+AaJabI8hLBoYnOKloJ3fOI5YtoMqAQjeBYFqbjECsU1wv9SIgWSmHxn8PtruKIciQNPEWDSM/CX34kLMDyjn8K7/4/QD8KUx4fFj8NK1+A5Fvh+H8C/fhhd6puDI+O0zcwW3URUtd9TGtjaNR5xngv92GmLJz7LYJg/Tdg65BSVff3xAgTvInn0fdY3VMjwMStus+gk2F+lA7uRSeK2KEAjWITQQ5mPw6LnyJJiRg5kAG6r2L8mxFP15ke6GO5q4N+rZtRsf5rl3jM8wVm+AwBDj4qD0qxO9FCiWM3JjE9jxujQyx0myQzOY6NT62HZUvQlXC44hBRBt5RQjMgNQDWXr1LEnJLkNuliqH0w5y8YhoWr8PMqxBJhtc0mn9Wr2Fg0U9EjGGQB2ap2euj2aCnQIvRTkEXQoBh+hhm7dW9LAxSRLE1C/ZRN0EIysLreWLxHELU/pC0MEkRRaviS3HxyZDHq2IoaQiSxLCrlEmXSLIUKBzA6r6BS4TimrdOIImTI0oBvcYkYZ0kJp3s9Du06MemH0sVVNkHAfgr4M6g0S5B2W2MAN/QcU0Df9O3JZFlgfNFWtPDrzgwpMTwfQzPI1IqYbkuhudhlxwixRKRkoPpuhhqoUfRJCgD7yiR6of3/iKcvG9vr5MBfOsP4Wsfh6AGHZbAh6c+C288DsfvhPf9EvQ0v0fLoo9RfhKfNJb4KPAatT30Dej+Aej7R2B0gVlfaYGjhqb7nDl/mbeNvYJlh7p2tXKcPt7FPSSrWJbTLPGXfJuZKjlpMSK8kzs5w8iWfS4eX+FZnuDVvb2RfdDLPG/ieayyMSmQRCmg1VwBStDNWxngg4gdNL00TGyG69BjhUKhOBp0Ly7TP7eI7nlYjouQkoHZeboXlzE9T3nxFU2FMvCOEoYNg+fh1P17e53vwavfCL1xa0LnMsy1287gW54MNysSFmRpAUJh9FNI6YIYAT0ZeiUBkGGuHVXerxBgj0LiXoRozltKACZ6VQ9VNSSh8PdhFB4RQCKZpS85u+fXxogwRh9dIrFlnyY1rE3vX0NgoBPDZpBuTorBLa8rSZcUjciplOj4G3LrYuTpZpEo6/eMwEDU6AoVaNgMkeASmmh+r7lC0XjCu0IjhoZFO0VYbEDKTQLyldRBTP4oUBYdF1XyEYSU2CWHxCYh8kjJUVIoiqYGprNxAAAgAElEQVSkYbNRIcQY8Iewpi79MSnlf9l0zNuAP4c18alPSyn/XaP6pNgnmgZvejd0DK0XVXHy8NifwOWv7fzaVkTo0PW9YJ9gzYPnZ2H+jyD7d4fZs30TweJB3sR5aqtwWqTEo7zM1TYX6x2ljzdzgQ7ijNJ7oNdOkOUsrxJnXeMvTm5L3lwH99PDOxA1DdeCGKdUTp1CUcYgwQAfpJM3E+UEWpuua8dzefrmFzGqSHMUbZvZvh4cWy367IQWSHoXFklV06STECu0xmK1QgGN9eB5wM9LKZ8UQiSBJ4QQX5JSvrjpuK9LKd/fwH4o1ihXEqxWLWOnlT2hweht4bZKfjkMwazVwNvrNQ8RITSI3xFuZaS7AJlvbm/gld+fLP9tNtFzUxicYwSqhCBWIy1zXGbiQA08ufYbkTftN5RVy1JvbesmwV2cobOKx6/RRCgyyjjdLO1wlCDGafp4D5qwD6xvCkW7oBEhJe5GiDacZsj1f9glh57FZSx3a5RJJh5jsbsTZyfh7SZ7ZjWMnSQLZEAyk6N3fqld/byKI0TDDDwp5RShfDhSyowQ4iXC2eVmA09xUORX4PFPwvWn1tu6RuFN3wOJPRZbMG249Xsg0QuTL8BLX64eirk4HubuJSu8I8OX4MI7wmqbrYIWga73gzUK+Wch/Tcgy2EZ0ofM12HSAPskdL4bjM7D7W8LkqHAC1xliSzX9mlYzrLMV3mWKFtXqpfIkia/53PqaJxnDAuDGZZ4kRs421SnVBwBRAQ63wfmEBSeg5W/AVl7nqhCUQsRjtHJA2g7hme7kP4K5J4ili9smwNmuS59cwu45tYQfV/XWO5IUYocjQUk3ffpXMlgVwmr1IKAWKH2gmIKRTNzILEKQogTwJ3AY1V2v1kI8QwwCfyClPKFg+jTkSS/BN/4/Y0rdWcehON37d3AMyJw1wfhzg/Ao38Mr/9ddQNv/g340n/e2PbAj8Dpt7SYgReDnh+Enh+A2d+H7LfAX31ABLDyJVj5MnS8AxL3KgNvH6yQ4ys8y3Vm9+3Dm2KRmW08Yut6eHtDR+M2TnErJ3ma17nCtDLwjjJaFHo+BD3fD3N/AJm/A18ZeIr6EuMUI/xjLHZ4NssccvkNmP4LdioIZjkuQ9NzVfeVbIuSbR8ZA8/wfPrnFuhYyWx7jPLeKdqBhht4QogE8GfAP5dSpjftfhI4LqXMCiHeC3wWOLvNeX4a+GmAY8dqyyNSVEEGG58Dgb+/6tBChLlqAN1jcOmdsDID489tlFOId8PIrWDH19tGbgWjtmIfzcKqMLqUsizevvkRIAEfVy5Q4HGknCXGaSzRd/CdrQMGOsfox8FjkTTTLNVccGWBDC9wHVNunwdmoDNMDx0ivqE9QN50YZd6F4YRQpS/bYEmxb4e/joenSwTqSiekiK9rU6donnZMBZYx6DjXRBUydnxFiD/HAR79xorjhY6CWKcQWc9VDzBxVCjcofCXRIdIQW7PcR3GrN0PyCRzQGSkm1TiNgtEa5pOi6xQgER7G28t1wX0/WUEadoexpq4AkhTELj7o+llJ/evL/S4JNS/oUQ4r8KIXqllPNVjv0Y8DGAe+65RwnWNBNn3gyjt8LcFfjkL4QVN1cZOAff/6vQf3q9zYxsNPjaiAJXuCZ/E58BjvFz9PD2w+7Svohg8zZu40Eu8S1e5PM8hlOtgmgVXuYGbzC94wM0SYwP8iC3crI+HW5yLBwu8iJDYdQ6sLMQuaL5EUIgUw+Vc3WrhMalvwHXfwFKVw+6a4oWw2aIMX6GGOvPSQ0LncY/Jw3PY2h6jkATzPT3MjE8gGwBAy+ZzTF2YxLT21pUZmekkjNQHAkaWUVTAL8HvCSl/I1tjhkEZqSUUghxH6Fm7C5q2oq64hRg4Y2wUuYqkVSomafVWInPjIZbYQX0TblPhhmGf6YG6tfnw0bvgMgZ8LeGeAgrji46kcTwWKYgr67vw8KkG11EDrCz+0MTgig2ESmJYLIXv5WLh7uLMSiRzJNmWq6HUy6QripC3kiKuMyxQlGGhpYAYtgkiO5YKEcQEKWAUaPRG6VAjPwG+QNF6yO0aBiyWQVpDYfjBDp4s1XHC8VRRMeiG61CeiXCGBZ9WGKPqRJ1QACG7yN9dpBZAM33McsFXFzTINAPrlKvCAIs193grbNLDpbrVa0aqlAoGuvBexD4MeA5IcTT5bZfgrBOu5Tyo8CHgP9NCOEBBeCHZfXyd4pGMXMZPvWLoVdtlTd9D7z75yGm8sg2E67aPwyRUxUaeevEdI0TloVHkXm+xAzrjmubEUb5CeKcO8guNyUFHL7MU/xdRc0lB48FNkdxN5ZrzPIJvoJOuMAhENzDOd7GbZg7DI82JS7yIgM1FoPRCEhQJYxP0b5EL8HxXwd3FqZ+HZa/cNg9UjQBBimG+VGS3LXWphPBZugQe7U7yWyO4alZAiGYGB4kmzy4KJxoocjI5MwGvTnD89CVcadQbEsjq2h+g11yVaWUvw38dqP6oKiBUhYmnt/Y1nsylEHQjbCYil7jz0RoYeEUu6LkvBUr56y1D8LsA7N6bp1R3ly5jOTz5Lm6tk8CQZN7cHwZ4OGvFSORUP5/na9DwBwrdT7r3ilQYpyNBTKOM0ARh0D6W4TIJQUMXCQOnSzTy0JZiLzScy2RuMgavXuK9kQYKTBuQ3qLYfVdLQHSVRU3DwgJBJoGuoa2pxiERqGjYWGQIspJkuLSYXdoC1oQhi8GVdbZLcclnisQaALLddFuyriqIry+g1C76XnE8wWiRXXvKBS10p6Kn4qb4+rj8Kl/GRZPeeifwMibantdsg/e+c/gvh9eb0v1t1d4Zo3oxOjnETq4t6ItQYTRQ+zV7kyxwDd5kdyaISqZYRnvCBkrr3CDPEVS5LYIkbtkuJ0ZAop0sgxAB/fRwzvXBJQDXOb5K1aqFg1WHDm0OPR9GJIPQ+arMP8/VOGVAyAfizLb1w3WMP3xKAevdLmROOfo53ux6CNWvZbcodORzmB6XtUFPdtx0H0fLRAMzszRvbi87+sUIzaz/T041vrCWCIbCrVX88qZnofpqnxlhWIvKANPsZX5q+HWexJufW+oW7cdlStwkSRcfGeje9cSaMIixZ2E6iCtwzI5nuJ1ljhq+ULrU5ppFplmkR4WiPGtLULkYxv+J4hykj6+Z02I3JcFcrysDDwFAEKzIfkgMvGW0Hu38KnD7lLbUmmYlCyTxa5OpN1JB9ahG3g2A/TwjqatrCyAWKFIrLBLlImUdKRvLtw8k4iz0N0JZkVOnePQs7i0j6IpCoWiGsrAU2xPYQW+/Qm4+p2t+wwbLrwdRm9riZLKCsVOGHiMMEGywrCNkd8gawCr4sNvRl8THxYkuQM4uIIDCoVie9KpBNl4jEI0gq+vZtcqmgnLcejfJLwezxfQ9ih5oFAotkcZeIrtyS1uFUZfJdoRFmEZve3g+6VQ1BkTl1NcYZTxDe1iU7BSjNOM8GEsejccpaRxFYrDRwrBUmeK6YF+ZPmWVAZe87GT8LpCoagPysBT7MxmYfRVAj/cdzOUcnDjGchukT0E3Qxz/7rHtu5rI1y5RI7LG4qv2AwR49SOAreK+iKQCCRaDeVkBBpCbO+xE2jEOEMXb63p2hKfAlcobdDIs4lxFpMeYpxCTVObG1/myXEZjzRRjhPh2JrMhgwcKDwPzjjknwF5dPJZG459AqIXWJvKaIJYpJtOrWPtEIPUpgWZ1kd6y5B/OqzQWnrjsLuzZ9RymELReNQMUnF4pGfgCx/ZKIy+SqwDPvB/wb0/1NYhoHle5xq/uWFy38f7OMbPoKvbsyURWPTxXnp4R03H+xQY52PM8rm1NoMOhvkROrgPDRuhfgtNjcMCE/y/ZHmRYX6UYX6EtbDdIAezHw9z74KiKrBST1Jvh9FfAS3UlNOAXk2je8OCiECv0JxrC0pvwI1/Ey4c+LldD1coFEcPNWtQ7I/Ah5UpmHp5/+dYvAbLk9U9eF4J5t7YeH7Dgo5BsA9Of6fRCEwMUgQU1lrCyYggkA4O8wSUMOnCoGNH8e16YGPSTwcmOmlyFDm6lcsEFha9aBUSCBYDiF3y7YQIv8NaJ5WajGIzTJSTrLrLTfqw6MMUXfvuv+LgEGgYJDDpRCPUFPVlAZd5pJzH9KfQvSrjnOLm0KJg9CL09WeCTvWMWCklPmlcltZkYAJKeKxQPUylHojy2J2qaezY0F8/Dc5M6O4yBxF6suK0BhidYPSEkTR+c8vvKBQHhg/koWrhbw2IwgZVozZGGXiK/eHk4Wv/DZ74zP7P4ZVg4dr25//q78J3/nS9recYvP+X4cTd+79mkxHjDCf5eYIKQyqcJNqUmGKcj5PnCoN8iD7eT6ODW0bp5Yd4mBVy/BVP8DI3Gnq9ZibCCKP8FFGOr7UZJNFJ1fU6Ghb9fB9dfNdam8DEZrCu11E0DoteRvkpfApY9AAaea4wzsfxucGwfBplqh8+yzzKFJ8gWNO+lDjMNux6ApM+3kcv78YgtbexI/sdmPyPgA4jvwSp9fEB+xSM/Sp4izD9W7D4ybr3XaFoSbLAU8BilX0R4HZg5EB7dGgoA0+xP2QAC9fDrRqGFYqk74bQIJIKjT2vQsQ08EPjr9IALGag1F7l+w0Rx+BM1X1SepSYocg4Hmkat8q8TlTYjGCTlFFi2A2/XjOjESHGSeLiloZeRwgNm0Fl0LUwmrA3LAQABLJIiSk8JnC1Ap6uoQUSIaXKQbopBGgREGb4dw94ZCkyjk++bOTdZB75Lgg0LAaIc2Hv0RdBFkpXAT0M8608rx6H2EWknwWzOWUXFIpDwQeWQSxs3SUjhN49p6JRELr82zDNXRl4ivojtFA/7+4PglbDTyzw4ak/hyc/A1Jp4Kxi0ssIP47HSlkYtw1HIIWiTYlygmP873j6HPm+T3Il9RgdmSy984voqhz8/tFToXB84n6InAWt9oWoDu7B4P+kyA1m+AwlJhrXz5sldicc+zVAQOzWw+6NQtH6uMBLsCEwKQGchzoH5jQFysBT1B9NCytg3vtDoSdvN3wP5q7AU5/d3UklZbl6Z3k1tI0LsBgiQScPbGiTsoYqj238mdQfNdFWNAZL9NDNW3FZYTn5FAuJy2iBpGdhGUm4kNX4O3W3K7Tg71+LQvIhRM+H9vQyIQRRjhPlODn5Cgt8+eYMvM1jcZ3HXWGPgd3eVaQVirohN/2tgvCBmfK2eng3cAJYTXGtvI13Gh73ersfwlCrDDxF/Yh1wm3vg96TcMvDoNVZ/Dm3CI/+Mbz+KJx9EM48CDuUq29HSkywxDfx2RqqatBFFw9hM3AIPWtNUqQZYYIoBVKkD7s7ijYnH48yOdSP5Th0LaexnQYVMTJ6ofO9YI3u0qGnYeWvQTo7H6fYQqRYonMlHDOWO1IUo3sLF1UoFHVCAgvABJAjDMOslQJwGZgEhoE+1o03j9Dbt1JxfBQYA/Za60+Wr1Ep/xgHustbA1AGnqJ+xLvhwR+H828vr2bWeX06txAKr+sGvO+X4PSbqV4vrX0pcoNJ/miDrMIqMU4R56wy8PZABytc4gVie3oiKBT7QAhysSi5WJRooUgsX2ycgWf2Qf9PQvItOxwkYfb3IP11ZeDtg2ixxPBUWKClZNvKwFMoDpM5wuIqex1SC4RhmwZhFkxlSqsLXAGuVrR1Az3s3cALCI3FFyraOoEGRl8rA09RR0SYf7dXz50QMHgL3PlImI8H4Dsw/hwsbqriKAMIgq3hMUcEk246uR+3Sokoi0GMOgWSGxicYJCgoghBAYcbzJGntMMrD44oFmP0E6uoebxCnnHmcNk+l1MQ0MEKSTL0MYeBt2EpIsIoUU4R5Tg6iQa+A8VRIBRQuEBAfm3NSzdWKKS+gWfMEC0WiRRLe18OM/ogfgdoVWYa1iiYfYgdIhyklGCfhK73Q1DY9rgNlN6A/AtUr0HeYMwBiN0B1hBYh1QGT0pihSJ2sUQil0f3w/Exkc1VfSZpIkok5nDE61UpFPUlT1gls3IYmgeCvbsVVo+XAbBEaMzFCI04AAmi4taWJUJPXJ7QQEuxt4vKisMbPI1VBp7i8BEa3PG9cPHvrbfll+Ez/wq+/T8Pr19NSJRTHOefIqtUfxPo6ETrcp0IFg9zKw9yca1tikU+yVe5viHG4PDoJsn7uI9Retfanucaf8bXcXfwyGkEnOQNznEZHR9jw1NC0MH9jPKTe9KyUyi2QyPKAB+gj/ettZWs61wbLpH3n2F4apah6X2U6o9ehLH/APaJrfuEDnoNS8ypt0LinhoXzCTM/SGM/woEh2DgxW6FY/832KPVjdoDQJOSnoUlBmbn0QKJFoTj8ND0HIFWZZanxdBHMtB/wB1VKNqZJeAxwnDMVfzytl8CQm/dNWAUuJ/qhluO0FNoAnfS1MVZlIGnqB+eA/PXYOIFSPZCsr+2xHMhwIqF21qbtoPMgoTMLEy+CNEUdA6DcTSWSDVhomEewHUEkU1qoCkZo58uXHzS5MlxuOK6GhpRbBJi3ajtlHGG6CaKxTI5StvEaxh42FT3mmjYGHSgCxVypbh5hNC2LBb4Moeln8QVeTTNI4wv2uNyrmaC0Ykwe3Y/tmq/BIhIzVIDocdvNDQsg/qFNEs8HObxyWF4HqbrIYQN1jBoFc+EyJnQK2nsL2FFShnqxrkzSO0qmIVtChPrWPSiV4nB0vCx/RyGN7Nh7NCDAL1yzU1Ewv4bXaAdAQVELQrm8Mbfkr8CzhQ3N+tWKMpIwnDKEmFOXBFEHYOJBIQeQQ9kDlgmzACyQHaWr1sgHDMiYTsuobG5ikbo/aucOnmE3r5S2OeDRBl4ivqRmYHP/yrEOuChfwIP/zToDTBGAh+e+DS8+i04eS987y9Dz/HdX6e4KbpI8n08QJ4SX+FZHuWlw+7SFo7Tzw/zNpbJ8pc8zuVmLoOuOLJY9DHKTxGINKb4r4RZ/i0Qdp56O0TPl+OZ6oPPMtPy91nmMXoWlxmankW3jsHIr0DsTesH6ikw9mfMrrHyRZj+TbCK4Sp9dOsSj0GKYX6EDu6tcoIipvh14LWdr2OfgNF/HRrD1tDN9bkViJwNv6/I6fW2lS/CxH8Ef2n71ykUtRIArwOvEurYNdJYWgC+RWjInQUuEXr3nieUVbiL0HN3FfgK60N3FLiDsFjLKlngSUJD8IBT/ZWBp6gfngNzr4c5ePNXwzBLMwpWtP4VNdMz4Rbv2iiQrmgYljAYoAtXeiSJImi+KWlU2ESxicnwbyWCAB0fExd9y6qyQMNGYJb/KqkJRePQhEWUY0jpEGi9+IaBCDy0INj9lyciofabluAgi0wJIcDsDbd6IhdxOUZJvoGX00F3wOyH6AVE/I6bP70MwhxD6YBzA/LPgC/R3VF0M0agCaQQa9EmAgObEeLilq3nIg90wW6jnx6D6DlE/Lab7n9LoMUgeguiwiCXxVdAqCmmoo7kgYXGy8sIF1guC6PrhBIKNuGFV710CUKjs7KguU/osZPlfR6h128ZxNayCQ1H3X2K+hME8OznQyNv5FLoyesc3vVlCkUjiZPjHJdJkaaLjavKBkn6+QAJLhDlGEINjYqDQAiWOjtZsMeI5bP0zy1guTvlt+nQ/Qh0PRKGANbb2DoEdOIM8CG6xHcRSZXQThRA76ieW7gf/BWY/e+QfQyKr0HgYDswMjGDaxrM93ax3NHEiTQKheJwWBVGvwakCQ24HPA0oXevC3io4niD9eIsk4SO/gJUUbU6ENQsRtEAJEy9FG6ZGbj/Hxx2hxRtyF6FOCwchpmkp0oFUg2bFHfQLR6uW/8Uit2QQD4WYSHWiWcIehd2CmcToUckdiv0/ACiTbwjmrBJcXv4n2h5qydBATLfhKXPrDUZPnSmM/hCkIvHWO5gvdBMCzjvpZSsuwmaJY5Cht7Stf82S78UbUP5ob/5p9WoW3ZNGL0SB5gAqRNKKpyq0gFJmCd4FcQh1KNapT2eEAqFoi3pp5NbOcn/z96bxzd2lff/73O1y/Jujz2bZ01mJpNhEjJkIYHsCaQJYS9QWgr9FmhZ2n5/tN9C2Ard6Mq3hVIofNuylTVsSYCEhCRk30kymTWzj8fLeJEta9c9vz8eaSzbV7JsS5Zkn/frdRPP1dXVsSXde57zPM/n43cQlmmmgSajcmlYDrg7xM7Atx4aL6OAOohhjiitaQ6P4cpkiAX8jLQ01Ye1aqoXRm6TktPIE9UeDSRPQP8XpbQ2R/R5sCcKP8dgmAsK6W1zMbmmkTMiH63WoGobE+AZDIaapYtWruF8WhxdRU2nnGGZ4O6AzndC46XMPXdtKIQCWsLjtITHGWltZqyxoT4CvGQv9P87RJ+lJjJ4yRPQ/4VpO3NZRoOhDChgdXbLEUNETEyA54gJ8Az1TWQQdt8JfftgzU5o76n2iAxlRKayCkvNzFhEdYJjDBDTM0V2JogTxqweG2qTjJ4gwl5SDBPjCAUnwt51UpLp3zCrcbkBtM5AbLf02uVIj0jGy4H8MNmbTNE6OgZuN15+hVYO5bJ2AuIvUvXAxd0KTVeKUf107BhEn4bU9NqySlM+ZVWDYQZOa1rVXOfSiNn6kQKPD1P1r4QJ8Az1zal9cOtHIdQOr/9rE+AtI4YZ53Ye44SD8boGkgU88AyGapNkiJP8NxGexSZBwYCh8TJY+2mZ0JdiXL7c0SkY+o5kt8406tgllQoGozHWHesFTmFxCBz9RnVZPQDnTc6GAYcGn+RJOPohCN+12KMyGJYPOduGowUez2ACPMMSJxGF/v1ioTAdtw9aV4EvNP/z22mIhcUY3dglVJSUTjNKhCgJIsSqvYaNjU2cBFEW/r5rMiQ4xYQ+iIdmPLSjHLKGBoPWGZKcJr0AabQEJ0lxmjRjxQ+0fOBuRblb5v1aywsNmagYms/xCmVpjZXJ2acsUPbOjkH8RbTygacL3O1iM1EmlHKDu9nxMZ2JgqqA/+yZF/eIqbmr0eHBDCT7jPedoWpoF2Jj4EZKOOPFE31njndxxki9lG+qAgnipjsu1RAmwDNUllN74Tt/KsHcdNp64DUfF7NyQ80zzDi38SgnOU14sR07K0yaML18nX5+SCevZiVvQeHwmTUsezLE6ON7jHD/vM9hkyQ5Q57NsGRIHIHjt4C7Dbo/AO1vq/aIyoe7A1b9WbYfdBr2BJz6Jxj+/uKPy2AAaAAuAJqB3YgxejHyjctfKOH4OsIEeIbKkpyQ/jgn4uMQPgUTDqt9sdGZGTllgTcILoePbbAZ3N6Fj9dQkBQZBhjlJEOL9poZbGIk8OmZ73mcJHbBVXqNmzQWNgovFj4C+PEQwkUSmwQ6r4RTMni9gCLJLnTV85OGWkPrNBnipAkT5zjRhcwEtMaybVx5et+T2SMFVgCUVwykjaDKrGidltLJzAQ49OQuOnYM4gfk/UudrvZopmIFQM2yeJX7ezrVmCkP+DeiGnbOfFpmHNztM59jMFQKN+j8qV8ACe7aKM1yxZV3fAjwzeLwoYE0qDqYIpgAz1A9xgfh5/8ED39t5mPpFBx/Zuq+phVw+Xth1Tkzj3d7Ye3MG46hvjnBaW7lATwOl6ooCYYLlFJ5SXIWB+hgiFYupYNX4kfTzqV4mGCQnzLKg5UevmEJEeMofXyPBH1E2b+gc3lSKbr7hwjE41P2eVJpsBpgxTuh8RXSa2UZK5BZSZ6QvrvYfog9T9VFUGoV5ZNsYsv1xY+LH5C/Z/L44ozLYJgPXmAb0DNtn1P18GwoYAMS6BVjHDE/r5J5+VwwAZ6heiQisP++IgcoyO9b8DfB1itgizGjrhYqa02wWNOnMBM8l6eGWUhIa3I88pObNCsYoIfjrOQSetiES/kByOg4EXbnBXhq2tlMxsQwkxTDjPIQcRY+6XVlbJrGx2kany7+ocDth9DFqPY3zf3EWtemwbTK/meOfWiTht6zkB6B8N0wUQOecFOuHxbzvZ5M/d3VHHv4ClzHlBcaLoC2NxY9nx5/FIa+JYHzjHPM7E0+M1ZdS8brhiWPC+gq8FheQUTRS2Lua2AB7dmtGEPAIUyAZzDMG48fzr0e1p43ua+hHdrXVW9My5wmglzKdraxlr2c4BCnFu21fXjYwQa6aZ3xWAabvRznMH00McYaThAkSjPhWc8bYD2tXIYrz2cvxA6UuTQaFhvfBjEz966G4Llzf77WcOxpeP7ntSc41dQFO2+CtjVzfGIGwvdA5GGKBg7JfvGGqzahi6DparCyIifKA6EL53eu+F4YuV0CqpYbIXB2ac9zNUHHWyG0a+Zjyuu8fzre1bDivZAecDh/M/g3T92XPAEjP5H/TzxV2jgNhkqS881zA2HgGHIJ6QHyNasCiMjKEqTisxil1KuA/4vE2l/WWv/ttMd9wFeRtsgh4De11kcqPS5DjePxw3k3w8vfMblPnfmPoQo0EuAytpMiTYoMhzm1aGu1Pjzs4ix2smnGYynSJEhxmD6aCXMOLxAsUQQmwHpW8lt46czbaz5jhirg2wBdHwD/Jub9GTz2NPz07yA+++LGorJ6B6x76dwDPJ0Wuf9T/8zsmuPVzhwpCF0Mqz88rax2rtm3LLE9Ilii3OA/e24BXvtbi45z1vF4V0PXe4ueYwo5o/PYbqr/PhgMTDVGPwb0IZeQDdltGVDRAE+JK+vngWuBE8DjSqkfa61fyDvs94ARrfVmpdRbgM8Av1nJcRlqDQUrt0pvXe7G422Ajg3y77neHE8fkf69dFZEQyk598qtjuUly5W0jhDhBTKME2QTftYVvfHnHlN68QOg7CtjOYzP0po2RljPUdoZxE16yvQjxjGGuQelZVVdkyLGsbxzK2OJYKg8WuNLJAlGY/iSSdyp6R5mcq2b82cxlYDjT8PQcTj8uGTv5lqm6W+C9ReIn2iOcD8cfRKSZVDMjY7Cnrth6Njsx+ajUzC0F0YKlP41IYSw8OAAACAASURBVD0zNfX1tcp4PdGiTDn+ANqOFT/UuwYazkNZARa6SCXX+jmcw90OzddCYOvkvuQJmHi6NkRvDMuP/I9vA5K5sxEhlWWyhlvpDN6FwEGt9SEApdS3gJsRMdIcNwOfzP78PeBzSimldS02EhgqgmXBzhvhVX8KVvYjqRR4A3MP7rSGFx+G739ElDhBzvmqP4Wus8FVUzOBqpJkgJP8J1EOsoZ30U0P9Xjls7BZz2E8PIwig3ua+W+Yxxjn10z+bjprLm0wLC6NkQnWHj+FO5PGlSmTC24iAvd/GZ78vviNpmYJBJxoWQU3/Dmsz7Os2XsPfOtPYLgMAd7ICbj9b5wVkGfDjoFdYDqwFVHAW8qX9fQI9H1udm+71tfAur8TlczFxr8R1nySKaZgwz+EY39We+XChuVHGxKNgNQSLhMqHeCthikd6SeAiwodo7VOK6XCSJtjjWkLGyqKxw/BFnDN0aA1HpHJQ/5NZOAgTAyJDQOA5ZKs3olnIdAMrWvAYzzOFG48tONlHBelm80rFC00sJoOYiQZJUJm1vKphZHBZogxTujBGY/ZJIkTwVsgaNOkyORZIuSTJkKUw6T06IzHLHz46MLKirMYDAtF2Rp3JoO7XMEdyKJWYkKyZPPFcoG/ERryelybV8Kq7RCc2ffqSHxcrsUZh++atiUQnSNFDYoBpidBlyTZLN5sJE9C9Hm0Zwh8a1CupuJnTY/Kc1AlHV8MMV6f+nztMhYfhhrBQtQ1lxl1oySglHo38G6Anp6eWY42LBtOvQA//hQMHZ3cFx2RCU8OOyOr2/vvh40XwWs+Ae3mM+Sjix7ei00CD22UejN2YfEytrCNHg5wktt5jLEKG59HSXA3T/Mgu2c8ZpFmM0fnlX+cYA+H+QzKYVkvwCZ6eC8B1s9rzAZDXbNmB7z1s5IVLIWDD8q1OLx44kuGPCYeh8Pvl1LNNR+DplcWPz7yGJz8axGEWf1xaHrF4ozTYDAsCpUO8E4Ca/P+vSa7z+mYE0opN1JwMcNJWWv9JeBLALt27TLlm0uNVAwmhidLNPNx+8AXdO6fS0xA334YmMV0eHxAtoY2+b+/UUzTl3Emz1I+/MxV1U76M5ppoJkGhvU4rkWoj7KxGWOYSF6mUKNI48bCZiXzKEsDMkwQw3l1XOE1pZyGhZM1Nbe0xmUXkZHXKUiH0ekRsIIoq8rXJn8jdG8p/fjxAWjslGt5IgqZEgNDgzPKC64WsOOSwdPOVQhnyIxNbsledHoYlB+sgHNvdSYsSp3KC5m5Z1cXhhtcDZSnXi6T/fssi3SuwVAylQ7wHgfOUkptQAK5twBvm3bMj4F3AA8DbwTuMf13ywzbhmdug/6Dzj13W66Ay94F/tLLCAvStxduvUVku1/xe8ZTr07wkuRs9tORV7kdIcRethKjCj0nBkOJWLbNisEhmsYi+BJJLLtAeWZsDxz/CHi6YcXvzZ6BqTVWnQtv/Ixk8O7/D+mFNsyfhvNh3T9KGeXAF2HiydKelxmBvn+B4e9C601ibK5qrD7Nvwm6/gB8a2c/djaS/TDwBYg+t/BzGQxLiIoGeNmeuvcDP0eWav6f1nq3UupTwBNa6x8DXwG+ppQ6CAwjQaBhWaEl8OrbO21/VkHT3wSXvL08LzU+CLvvlEze9uvKc85lgpPpsK64JPakcXkng/TktfQO0cZhNhDH9MgZapDsOqVla0KRKO0js1gXpAchfCe426ClDq9NzV2w41Uw1g/P/wwOPVr6c3Vle3jrEeVdDd7V6MQJGP2JKFJSgvG7Hcv6BirwrYO2N6G1U6Zskf7mU4abvad7OqD5GlRw+8JPHz8EIz+AKeX7JfydFkwplSuLMQ6DwZmK9+Bpre8A7pi27+N5P8eBN1V6HIY6w+OHHa+GnvNhzUvAY7I01SbFMMP8kiST5rensUnnK6eVmSbGWMtxR+PyIFHOZj8JfHQyU3zFYKgmvkSStpEw3mSKYHR+JcR1iS8Eu94Eq0s0a09E4Ne3Qe8Lsx+7HHE3SRauYReMPwThuylNXUbD+MNw8i/FS286sT1SmuluK/eIp5IEjgLjCs66DLZeBf514FlRnvO7W6Hjd6Axr4cwcRRGfgTpCmn1eddB283g7ihykA1j98m2WMG0wZBH3YisGJYZHj/sfA1c+jsYJa7aIMUwA/yYSN5K6WlWk+FixGim/DQxxjb2OBqX+4lzFpO9l+ZTYqglfIkkXf2D+BPLrBfNG4QL3kDJmYtwv5TnmwDPGasR2n8TsMXwfey+0vvNIo9ApFAmNff+LEKA9yLQq6Dr5bDyz8HtpWxXbFcLdEzr/Bl/AMYfrFyA5+uRElN/EfN5nZbM9NivMAGeoRqYAM9Qu6jsf+bqhVcK6QS8+Ij4MnVskEyhu8b6FCqA1po4J4iyD30m82YRZDMB1hc1Os+egfyJW4AoazlOlCBDtBOtUKDnNCoT0BmqjS+eoCEaw1aKSChI2jPV5mVOdtGeLsnSeLolQ1CvnLmGlPibK7nGaxDj8nYgBQyCMhpHZ67JWs/3ilelEkFvD7S9FrxjcC6oVRas3SmWHGUzgnc2ZdeeFdB6AyR3lnaS1CBEHgd7fC6vXNTQXuOC4A5ofzM4VbkkDmeN4GcRzzEY5okJ8AzLk0QUHvh/8MjX4eK3QffWZRHgAYzxJMf5Apms8qSFhzX8LwKsY65hUysjXMCTxAjwBLsqFuAZDDWH1jRGJug53kvK4+bIujWMe+bo45mPfyus/TT4NoG1TPtKVwIXAOOI7JoJ8OqXhgsgsF2yWGcDthLVaiel7HLj3yzG67rE9oHIw3Dkjya9c8uCBa03QvO1OAbZQ/8DsX2iZmowVAAT4BlqEzsDQ8fg2NOT+zx+aFsr8t05fCFYdY6zwmYqDsPHpnrinUGLnHcqBskYy6kR2kUIH6uwiQOg8BQ0Otdak2aUJIPEOEIm+5wcFhqLNDYJmhijbabDyYJoZByrSuUtNnFiHAFt402mcKfTUg7kXYuyFjCRNywZlNa4MjaQJhCLk7EmV/T98QRqVkFoJRk7TxcEtoK7A+Weo+G0yw0d66UKIUcqBkPHIelw7bNc0Lp2qql550bw1sDiTM6Q2EMdpui1ZIKiv0a7W8Hbg3IFqz2oqqEsL1jZRdNFvlwq5QZX4+wHZtFWiBmiKa5W8K3BcZrsPxtmsTFRSmVtKpwXa7QVoA4/5AYX0JLVhYoC8dp9F02AZ6hNEhNw3xfhsW9N7mtfD6/9C9jwssl9q86BN/+Ds+fS6cPww0/A0RLlpZcJLVxIkE1MBrUKD60UukyN8ii9fJ00YVI49zR4SLGNPWzmYFnH6iGFr0rL+HFOcpTP4bY9rBwcoHNoBJqvgdUfBauzKmMy1CaeVJrVJ/uxXZOTRFcmgyc1S6+UckHbG6Hr98HVJIHeXPGF4Kr3wSW/Pblv4EX44cfh+DMzj/c3wdXvgx03TO5z+6Bl5dxf2zCV8M9g4ikIboc1n4bgtmqPyDBfGi+F1R+WRb3puILgMd+XZUkIqTJIAs8Ds1gwVxMT4BlqE23DaK9sOTLpmSvSvgbo2ux8DsslBumzkUpAZEhkzf0hcC3d7IxSCjdNuCk9S5BmjBiHsYuYiVtoGhyEUOoZTZIEJ0lpm3QmjE6No9Lh0st+DEsKpTXuTAZ3nsCFZO80ltb4k/MRU1Hg6YTANsk6zAeXG1rXQF5CDsslAdvwcUhGJaPn8kgw2NgJnZtkcazeySBlnDaSJSpfa9f8SA/L5gqCXmTlVOUFq2Hu/W3uNrA8YoOjY5CJiuqmKzT/z+RSwN0MgS0od3tlzq/84G6XRZ7p6FTWfN6Is9QcbqRXOI0Ee/4zjjjST2yFJHs9DQ2QmQA7Lm9rqvKZv2X87TUYshx8AL75ARFbufIPYfXCvXkMSwjLh+p4K6rxQvCuArfDiq5hyROIJ+jp6yWTPHZmny9ZxLi8mrSsghs+DOMD8Oj/wFO3wqrtcOUfSJn7mh3VHmF56EXKpJqA7UBzdYdTVRougK53S2nhXLACIgaChtGfw+lvgG8DdL9ffPQMlaHx5bD+X5xFVqLPQf+/QerU4o/LUBoWsBHId8pwt0DXeyB08czjdQIGvy6elgPAnsoP0QR4hiWMktUx5coWTBfohxk+Llv3Ftj1RrC3ZFdBK6TgaagjLJTyQHAnBG8uQWXUsBTQWiPLrJPXDHcqSXN4DBJ1IIrgb4SzXwHpJBx9SoQtmrvhnGuhc0O1RzcNJddbywUq72+uQKsp/5z+LPQ4EEGU/s9apOGWgtagbbTOkNNSLXbtmPy8UdLxjnhXQfP1KO/8Sge1zkD8IIzcBg3nQefvzOs89Ul2roBFKebkTteHKefCmvX9U74esVtwOr+rCQb/e/ZhGxaB7Fxwxm4Nbdktd5w3COsvEo/E6WSicPwh6Mte1A5kr2/OZy8LJsAzLF1C7XDZu2DrlbDvXtmKiR6MnxZlzb2/lOecfbkJ8JYxXjpp40p8dNNIiabNhqVBeghGfgjxw5P7kkel/K6esFxwzjVSyt6xfqqwSq3gb4ALfxPWvgT8j4H75xBMwlZgDXAS6J/5NA2wIntMA1BLeiapU9D/7+BbKyqKoUtmOb4Xhn8gn7vm65wzAIbK4euB7g9A8iSM3AHRp4ofnzgi14eUQ0+6pwNabwb/xooM1bCIWCFovUl6aqejUzB6F0QeAv8WaH0NeFdDoIS+2xbgJYigVAULgkyAZ1i6NLTBJW+HTArsNOy/v3j/1MQQPPx1cHllO+sVVL+pw1AtPHSwgtfSwBYAk71bTqSHpVRt7L68nXWotKss2HIFbLmcmtV68zbAS18PaOj/Ahy7B/xJkdbPIJ54DgEeIOVRL6H2ZjKpPhj8ivTEuVpnD/CSp2DgK5JBc7eZAG+x8a6FFe+BzCgkT8we4CWPQ/8XIb5/5mP+syB4ngnwlgKuELS9AdpeN/MxOw7psFhs+DfLAoF3NSVdZ3Ml5V4qWlZea5dFg6F85Cbkc56Yz16iYVgeqPmUShnqlrg+yQR7UBwlpIfw1Pt1YK6m49UgN0YNZ8aZP+x2YFOBK3IHBSuoKoINDAOjefvcQCdMsQB1tULoQvB2Q+Ds2c/rboOWV0lg6C/h+EoTGYLnfgrWXug5D1ZsXtLVLGfM5Of0QSo0T6jza4ZhKsrZ0F4rNzS8FNrfAg3ngytY1Ph+6jnLPMYCmADPYDAYDAZgnGc5yr/i0QOs59hi23cZpmMBG4BCWh8Wi1tkYQMvAnuZnMcHgYuZGuD5emD1LdK7O4tfmhy/To7XdmnHV5rBw/DIpyDWBK/7tAR4BoNhEuWB9jdJaaZyi1hRjWECPEP9kI5D337xcWruhuaVlVlV1FrsGY49JT0sICIFbWul7NMwA4ULL924Kc1cVpMmQT8Zxis8stJQuLPjnzR8D7ABC5+IDyR7ITVQ4sksKdVwd5rsXw2jM+OQOCalNllc7MNPP67ECJaTt6ZhcVHU3iwlAyQnF+F1iplq9soFroaSTeuVckk5mAPaTkLyGKRHpUeskHR+egSiz6GTvc6Pz4o9eX6dES/amC2eikefmvyFXV5o74HAEpcsTQ/DxLMieAIy1/B0i/+dKwSB7c7vmWcFpE6hIwvw343vF9VFJ5RPFgQKfF4KorX0hqb6wGqURYhiiwn5xy9lrAB4e8CVt0KTDst3Tqcgfsj5vVRWVlV7Rc3e52vt0mkwFCbcB7f9FQSa4Ir3wOXvFQ+ocmOn4Ynvwd57J29qgRa48SOw86byv94SwEWIlbyVFmbpNcmSZoTj/AdhHq3wyErDTROreDvNvOzMPgsvXjpAJ+H0V6Unq5hIz5knBmDV/wftb6vgiA0LJrYHjn9CBBOyNBJhI8MoncaTcpAvNxgWm/Qw9P4jjN0rPzvJ6gNEHocj72NB07r0MOT5PJKKwwP/CU//YHJfyyp4zSdFpXUpM/6g9ESSXeRVLpHA7/oD8G+FdX8v94bpJHtFYCf6/Pxf244WDqy8K2H1RyG0a27n1Cno+zcY+A8RDVnzFyICVHAMKbFqGPgPlrQfn7cH1n4qaxWSZexeOPEpSA1C32elP3Y6lg9W/jF0/A61WgJvAjxD/ZBJwfAxyaaNn6aite6R07LlaGiD2FjlXq9OUbhxEcRDG37WEFSlSbAndTNeVuCmBZtEURP1xUDhwkeX4/i1PQHJPgkIiiLmwLiapmSFDLWD1lomT3ZUhC3i+yFx6MzjbsxNseawGipY/qRFvnwupuQexNw4928fZ2KAymBDZgzSp8GOUfC+Z49DfA4VEcqbzQJNq3F1t4v4QwMicGOn5X6bTkAiAsmoZPeWOpkx2c7gkgm/1ihXEFybHJ+mlVeC5LSDwuZccBXIkHq6wL8ZVYpaY/647KRk7TydknkKnI3yrS9+vLudWg1eFozyS9bO0w3+s6b8PXX8RSm7JJPNahd4fgFVZa016LgYm+e+r3Ys+/1dPMy9zGAwzJsgZ9HNm/GxgiCl92m4CbGSN9POVYzwKwa4DU2dl8T510PX+0VFbY43X8NiYcPIT2Do21Jymyokz2ioCZQH2t8ssvOVKIOys9n5kZ+UdrwFbELsGXK4EB++SuFuhZUflL/DyI/g9NcLZ/HmQsMuyUi5HXTa1wBrkQAvx4EH4L4vLfx1lzqeLlj1p5B+Z2XOb4XmJ8Sj3KIGGdwB7g5wd5Z/bPVE85XQ+btSUuurgDdo+G7xMrRzpbaZ7CLx4onwmADPUJ9oG+yM1EEra/abv7Ik85c1oDWUjkKhyJnATjXj9dJJCxfhU91zOqelvITYjtaaBH1YeMiQpq5LQVwt0HQ5quG8ao/EUBBbsnajt00tRTPMD60nr6lKlXYtLobKGU7nyuK8EDwXWm8qXaFuDmg7BuMPyeS3pPJrJJhrA5moFbhenTE6T5OT+Zxvn46yAhC6CK1tiB9A/jalBniKgio0vjVZY/Qu58enX9JTMXjQlxWPzECmxO+PQt7TGu1TmhsaSKO1qPs4vafKFYLGly/6yGZDKUsWHuey+KiUmHFP+2oshXcS33pouUHeL3Lm9dnvdDE7rXy0HKtnXAc0xF+E0TukWqRKmADPUH/oDOy5R/oDVmwWD6XGjsLHKwu2XQ3eIPQfgKd+IJ53hpIIcS5r+X0S9DHEPSQ5TQsX08T5+FmLq0RhlUI0soM1vJskp7LnL1HMxGAwVBc7Ay/cJR6jXWfB+a9bmJl66CJY/fHJDJVyQ+NlVGxKqdzQeoOs4s+V2Atidp1xKItM9UL/58VfreV6CFVpwt94mRinK4epXmDr3IU6AKKj8NBXYf+vSju+oRVe+jroqgH7hwVhQ/iXkpHxb4K210u541JFwWhzI2PWyjMBjCuToXV0jIZodVsqKkMaRu+E8Qek9zIdLn64TsPoTwuX4k486dyjuYiYAM9Qf2gNBx+UbeuVsPWK2QO8sy6Tbc89sO9eE+CViFKKBr2VBrYS5QDjPEuKEZrZxSrezkI1yuX822hgGxPsY4xfmwDPYKgX7IyIUf38H2D7dbD16nkHeEopdPB8CJ7v+FhlcEPT1bLNlZEfQfgXBQK8fhj8L+kfdLdXKcBTEHqZCD4pf/lOGx+Dx79T+vEd62Ht+UsgwNMQeVC2xldC0xVLOsDTKMYbQ5wMdSHSseBOZ/AnkkszwNMZGPslnPpnSqskSsPYPbLVKCbAM9Q34T54+sci27x+F3RunHlM/uSgpRvOuxnGHBSqYmNw6FEYdwgw0kk48KAElys2wboLwO0t3+9Rw+QmV27dRAuXEmQTQTZSqERlvudXunqFHxnihHmCjI6c2edOZwhFJnCnohDfV7WxGZYgriYIXSyS68Ed1HTRUyoOhx+HoaMzH8ukoHd31lrmpKgthvIW27rOgnUvBVdpjoKLLTe+kNfT2TL14gelYOIJOP11tG8thC5EWUF5SGuI74WJZ0osCbNh4ilyk+3SkDFWVcY9HoE9d8t9ddV2WPuSSfuhWkN5IHSJvG+Dh+HIE3Lvn05bPzT8GB1YCYOg8mN8fyNsvEisnOoYhSLI2XSqV6OzNZouK4OvcRjUhGS5Jp4qTz9oNYjth6FvoXOLHzopWfklZFRvAjxDfdO/H370SQi1wRs/4xzg5dO1BV77Sed+i7798D8fdA7wEhF48D/h4a/By38bVp2zbAK8HF5WsJp3ADaKpfW7Z4jQz/foz5PDa0jE2HDyOO5orLAnkcEwHzxdsPJ/S6+O8rK4bt1zJD4Ov/oyPHmr8+PpBKCh9wW49aOTC2pKwWXvkkl9iQHekkMnYei7MPxDaL1J5PW9wdyDIsRw4lOlq+vpVP1NqCNDcPe/yv3ymj+C1efUboBnBaHzt6HjrTD4LXh8D0QdArzug+D9JAQseAz0wbxQf8VmeNv/rfsAD1y0cTmtvDx/F2qFDZ1aBESiL9Tf5zHH+P0QmWbTpLPXsiWCCfAKoAFCQKHKhhgwUdPrrssDOwPJCYhaEqAdfnzmMUqJKXrLKvHNK9R34GsofuNJZaXvU4nSGvKXGEpZuKiUXHm10dhMDeJsHQU7Uvrky56A2G4xRvetqWkDVEO1scAKolwL619dFLSGZFwWuYqRuxbnM3wcjj4JoXZoXw/+efR8LZR0EoaOQXQEmlZA65o5Bxg6MyF+ifmCCfEDpfXY6IRsyV6IPo1O5jKcWSGGzFhpC0iaM/OOMyjEzsCP82Qk1QcTT6BdbeBbL/L+86WhDXrOk6qZoSNzsA3SItCSTmQXA2oXpRSo3D0uAGnlqGejoxk4HRU7iTGYcuuYGIKTu8HjcK+0XFJtFCrSUlIjKKWyC7nTFnNVNvvsXQOhCyAzy3UhR2oQksepGSG1elwsmSMmwCuECzgbkUR2Yh/wPDXzWV32JCbg3n+HR7858zGXG678Q7j8PZUxRjcYAOKH4NgtIju+8kPQ8VvVHpHBUF323A0nnoWV2+B1n4K1VVCYjY7CLz4LL/wCLv4tuP5D4J3jQlXiKBz/GMR2T+7LRCA9Uvo5Jp6Ew++fKniSHpmbEMNxZN6Rq9J0AzvA2aFGw8gdEHkMgjth7V9CYEvprzWdjRfD2z8vQfsPPy62CcuVUeARJPEemxZbh/vg9r/Oy9TmEWiGGz8ibSL1vvjXdKUo3JaqSj70bej9O1kINSwKZrY7Da3gzKJFCGhm5sqYzj4WmKV0XgMpUCYIrDzalr46p946yy1lIgbDHNAK0m4XKbcby85g2bp4xl4nIHkU0oOQGV2sYRoMtUssLJsnIFlAJ+yMlIFWKrsz1i/9VH37pI9wrD8vwFPgC8m/i024dVy+2/H98x+HHZk9CzobCSAMKjvv0G4oah+aGZHNCkHyFNrJ8w4XuBpRlq/4a/sbZbM8Uu0yH5JRGBuQ5/ub6nbBVWWAQm9lJgUjJ5wfC7bOIfNZuyilZCHT8fM0E6212BJ4uvIyflqCvSraCCx16vPbVUkagXOBJqDYZ3dt9philXpxYDdQQEXVYDDULgmfj+OrV+JJp+kcHKJ1tP5vzAZDzREbg3u/ICJWlSCdgJPPy88v/AKGT0yWaLq9cOk7JKOylEkcghMfB6eSYE8ndL0fQrsqOwZtw7O3i1XR6u1w9QegfV1lX9NQOzRdARu6Jv1HdQpOfwOGv89S6nurJZZlgKdz3p9OC3Z+xOCzvcgJFBLcNc3yQhHgxfmM0FB2dAbsdHHTVaUk22flfS20Lt300rBAcobqs/XH2BS+IRQx9i35HELG7WK8KYSVsWkai0wxfK3z4hpD1ch+PpWbuvoUWdbU6yJaMm8lkz0+49DzkpwQtcLn7ljoKGdn6OhUNVCPX+xzMikJ+hZq1F5pssKdZwSHC81jppMJw3gB3zrvWmh947T3RmX/HmX+Wwweki0Whkt+G1pWy9/cqkGRoTPzARfYs98vDIVRSoGvR7Ys2k5I+bDyFCjztDE9UAtjWQZ4tALnAU6Z4WB2MywdtA0v3C1yzV1nwwVvcPbNC3XAK38fdrx6ct/AQXji+8Y3bxHw0kE3byZF8b/1OL9mhAfQpGc8FmAD7VyFi8IlRJo0IzzIOM+UNC6tFMOtzSS8HoKxOG3Do7htc+MxzIOGXdB6I3hXS8lSPeALwUVvFbuDHOE+eOJ7MHystHOE+yRL9/QPZz6WnJjMsC02mbRklcKnRO3zpa+HYHN1xlIK3cAuJue9FjAPj/YpREfhwf+C2H2T+9p7YNebKqcEOXQU7vostK6GnTfBhgtrL7DuOQ9u+qiUWz75fRgwq/VlRbmg5VXgbsMxeB5/GEbvMArWC2B5BnjNwDkUr103LB20nWeMfhVsu8o5wGtogwvfMnXf3nskODQBXsVx00onvzHLUZo+vIzyiGOA52ctXbwBb5FZj02cFENzCPBgrCnEWFOItpEwLeGx7IquwTBHgudC9wfAVVrvSk3gDcgkfOdNk/tOPg8HHyo9wIuchke+UZnxLQQ7DXt/KdvOm8SsvVYDPAV0ZDenx+ZLfFwCmON5+zZeBFuuqFyAN9orQaW/CdrWSYBXa6w8R7aBg6LObQK8MuOCxlfI5vjwv0P4LhPgLYDlGeDlqPSCkRtYDToAjABDoEyWv3YpdQWx/wA8+j9ivbD5Emjqquy4lgmlWAqIO8X04yxCbCPABhrYiotA0XMp7SbEuXRyE7mVQ5s44zxHkn6ngZX8O8gg0+Kv4wqhveug8aIz5saGZYSnW0yTXXm1/I2XgvLVl31GPY11qVOpt2L6vGR8EJ75sVhcTCcyBCMnZz9n+3rYeOGkXYDW0Ps8HHtGbDM2XSL30K6zFjr6yjDlcz+fP7wSU/c1L5EyVABfEDoLSbMvL4pdA7XW4N8iStS2gzhT8gREHjGKnLOwvAO8SuNDMoU2Im08jCnjXgq8+LDc+FZuhbf9qwnwqozCQztX082bULhnNWFXuGnnGtq44sy+JIMc5h+c/gFwcgAAIABJREFUA7y5opMw9B0Y/gG0vgYC25wlsw1LG/8WWPtJ8G2c3KfcoGZRKzQYqs3pI3DbXzn3xmldmuLpupfCG/8WQp3Z59lSlnnieejcCDd+FFadI0I3S3ERwXLBjhvg1X822b+q1NL9fctN4ysgdBGOk+bwnXBk/0zfTcMUKhLgKaX+HrgJKYJ8EXin1nqGbrhS6ggwjri6pLXWFZZxWmQU8hfWzK4bYVgcYmE4/uuptgmNnaLm5STZHGiGnp1TSzrHBmH4qEg+z0lowFAOPLQTYvsZY3ILLz5WYhEsKTPiZOBq6UBW4KUcWOBdJZLQvh5pIjcsP5Qra2ZeBXPvSuMNihJi/uQrOgqnD4uxeD0SHYGjT4nP23TS+8Vrtdx4ukXkRFVRZEQloOMwOhEWXYIJUNqGVEzEXBqAAGLRMD6HKiTLDd6GSXN724aO9ZLVW7lVsnjztVtYTDx+8XFMRKS0tJAFQqhj6jzCckkg6wvVrR1EtRDDeQ/gfO/Unm5oeKncZ6eTiYpqrMnuVSyDdxfwYa11Win1GeDDwP8pcOyVWmtjJGBYHHpfgO98CFx5F44L3gC/8REIOMiirjoH3vyPUxXGnvieGJkaqkILFxNiKzo7uVQo3EU9TRYZywcdvwMdbwdXCNw12tNjMMyXtjXwmk9AKq98av+v4Icfk0lwPXL0KfjmB50n480JOG+guHXSnFHQ8mpY+Sdg+ct54rkRPwXWx2DoftgPPMekiIsL2AJsQnr0ngLm2xKlFOy8ETa/HNx+aOpc8NAXhaYu+I0PS6/ivV+Aez7vvLB71mVw4y2yKAzy+wZbJy05DOUjuBPWf1asFqYT2wfHb4Hos4s/rhqjIgGe1vrOvH8+AryxEq9jMMyZVGyqTDaI8a2jTC+yUt2xfvLfWkPTCrloZ9IivhI+Nfm42yeBomVW7CqBUgo3jbhx8HNaBGxLkfJ4UBpcmQyWdlrOVuIt5d9cX71WSxit0yIVn4lBZtyUyi8Utw/a1k7dN3ICWlbJdTE2BukCxua1SjIKQ0em7vMGxdw7qMDVWiihMBOdks+bnikEBZb0ZVoByd75N6OsgMNxi4O2AtCyBlQ3DCIidLn4xYOojncA43FoGEMrG5KgZtOZSsVgfCDPZkhJxq5zU32VKLq9ovaZSUNDO1P78ZTc7z0BaF0DKzZDsIYWG5coytUALufsr7ZTolKcGpjcaSfk+7jMbBcWYxb6LuDbBR7TwJ1KKQ18UWv9pUUYj8FQHsKn4Pa/gYbWyX1rz4drPggtK6s3LkPFmGgIcmTdarzJFN19gzROOHmtGGqOVD+c+heIPgPxQ0zOYA1lY/W58OZ/kOviPZ+HAw9Ue0QL55xr4bJ3QtAngU7x9t5J4gfh1Gch4aC86G6F7vdD6GKxylClnrRCuNsli9j529AFnM/kAoiFBHwhIHQ/eL4A4VHYDcxWd3X4ccmIurO/n7Jg1xvF/861RMrWfUF4xf+Cc66B1lX1UXK61PGthdUfywZ0WSKPQd/nID1YvXFVgXkHeEqpXyCuLNO5RWv9o+wxtwBpoJA+8mVa65NKqRXAXUqpvVrr+wu83ruBdwP09PQ4HWIwLA4qa/qbiMhNLD8dkE5BfAwyHZPGuYYZaK0BG41GZc2f6yHblfJ4SHk8eBNJOoZGCh+obdApNBbgqovfbUljR2HiMRi7t9ojqSy2nZcxyaKsxTHwbuyELZdLRcST36/sa1UENbWcTino3ADbr0XNUSRJTzwFg/8NCTeThs0KcIEVgoZdqJZXlXHs80dZAQhl5Q9agLzEbP4nRmfGYU0QGiJwKINW+sytz/GTNdYn2+QLiaJkoWqZekBZU4NTT0CUMs+9vr6ykksY5WqExkum7NPaBlcjZPLu2bocRupW4TleWc6/MOYd4Gmtryn2uFLqd4Ebgau1dqxjQmt9Mvv/AaXUD4ALAccAL5vd+xLArl27TIGNoXqs3wU3f0Ka8Z/4nggL5Bg4CD/7eylVOv91sO786o2zhskQZZh7iHKQRs6jlctQJdc/1Tg6CSM/guRRCO6AttdPlco3GCqB1nDkcZG3T2UbpSwXnHsdbL2SyvsC1Tmrtkk/9plebAU9588v2+RdDd0fFDn30Ttg/AEInANtbxBhiMC2sg59UQi+BFZ/FFpOwvj3YOU+OAWcYHmUPCsLzrlasnS5RRS3H9ZdYIK7WiewFVb9H8iMTe6LPAQjt8v9ej4ot/TQNr7S+fHxB2H0duc+wUWiUiqarwL+DLhca+1Yw6SUagAsrfV49ufrgE9VYjwGQ9lQSkqRVp8Lp/aIZUJ+gDd8DH71FVHUWrnNBHgFsIkxzH0Mcw/dpGjhYkpvcKlxdBrG7pGt9XXQfL0J8AyLw4nn4J7PSQ8cgMsrxt1brjDx3Wx0boLL3w0tqxd+LvcKEVmyo5DqkwDPfxZ0vQc8dVq+7z9btuRRSD4BXftk/0mWR4BnWbDxYtkM9YVvA6z4/an7+oMweuf8Azzc0HQFdP8xMy+uWsTWwncuvQAP+BziAndXtjTpEa31e5VSq4Ava61vQKq9f5B93A18U2v9swqNpzqkgH5gAmleXg4XwXqk/wA88o2scfnLodmp8jiPM6t1RWZMqTjsu0/+33U2bHjZZC+CAQsfzezCTYhGzp3VoiCj44zzLEn6HB7NGZ1vnHcppAs/zVyIm2ZiHCLCHpzKK7yJJI2RCbzJFN5kCRfu5FEY+jbaVaKSpm8dNF5yRnRBaw2x52Hi6ZmldyA9PI0XV1WkoaYZOAiHHoPYMRjsg1jeY0HkLuT0tUwi1+6FtFiuRMrdFlMgsetsuOi3pA/u4INiXWCYA6os2ZjcdUgrt3h5db4TGs4X24w6zfac+Z2sEDRfJ4HqFsAHOjEoGYvUqMx1wg53R61lAeKhrzqLkHVsgE0Xiy1BrVKn791yZ/p3TmstWb2Ot4Oepyys8kBgO6Aczj/PgZaZSqlobi6wvxe4IfvzIWBnJV6/ZkgAe5ASBhsT4NUqhx6FY09D99liXD5bgFcKiQg8+F/w8Nfh0nfAmh0mwMvDRYguXofGRuGatTwzQ4R+bmXEoYLbwsda3kuAjQ7PLHU8jXTzBjQZ+vgOExxEO+iBN0Sj9BzvxZNKYdklfKEnfg2xPZScPml9LQS3i8IeABrCd8OJT4N2UCVse9204w1TOPQYfPfPIDosSmr5dANNOAd4MeB5cFxPKJUtwHmwaIKvSsHmS2D9BVJd8I33i/S/oXoor5Rltt4svojVFlQpB+426P5DWXBaB1wCRB6Fw4dgbBQeB8JOT9Twwl2w717n8+56o1TG1HKAZ1g6NOWM1BdAjX+fjZZ7pUmDclJKNtQOdhqSaYgMywqj5RbJ49bVC1uxSyeARPb/JrrPR8zGfbKSluqD5DFphJ5G2u0i4fORVGFSnMbGSXpdo1nYl2xyPDYKDwrnd0xpsGwbVynBHQAZsGPFD7GBCBJUTPSC/YRMokAatYcOQv+4c6mHSsBa89kqSEMrrN6OGhuAwUMigJRFx4AhcPxITQCxBV67I2FZOJoYEauVxkXw/XJ5ZGtoF0ELl7c8JYfzpakL2nskuJlOdBROH6pfY/QSEMNmH1LQtDRQygKVDcKyb6tOBsBjyYyymK5YJjXVUzafkV7pIW3qEoNwYzdgqBCScfNUVs3V0w2hC8F2uMGkR8SMvcKYAM9gyBE+Bbf9pfgeXfV+uPIPnCcmhvISvgt6/94xEJpoDnF8zUqSHosURVQr6xkbOAAcBKzHwf0+aeAGQIvcczrtHHGeB2xlKc0fy8tZl0H3Vgkkbr1FsvU5RhGXVqcJqY1z4DcXel+Ab38IGjvgpo/B+a9d4AnnQOtqeM3HRWyloa16ar7broJX/7nIyU9n333wg49N9RE1LF8OPQJf+0PoWAev+0v57hoM9UrztdBwAY5KmuF74MTHKz6E5RngpZHV8lIXDl1IGY8pv17aZFIw2isZvOFj2Z+LBHjjg6WtPiejEO6XYwPNplQT0DojgYsdh8Qx8YtyCPB0ohE7GcfGg3a5pNF9+jFoMkyQYhD0zC+pZdu4Ms410tqySLvy32M5l84/VmtcGRvLtnGnM+VLxmaQa1ASGAfGQDGBpI+EWS85Mco2Hm0ns+9JSvqH03mvb7nls+ups0jS3yibnRZJ8zxUhvw/dflJxeQ6kohAPFLBF3LA7ZUqhGoTaBarAb9DnWr/AXAtzylI1dA2xMYhOSHfh0BT8XtcqeQWRGIw72KKREQ2pSA5S9WDwVDDKKXA3SKbAzp+CDyrEDGWypUkL8+r62ngYWRSVQrdwHbMKvlywc7AU7fCsWeKl2gmItC/f/bz7bsfvvYHUnZy7R/D6u3lG2u9kgmL8ej4A5A4DrZzoNwwEWPd0ZOkvG5OdXUSaQzNOEaTZpCfMsYzMx5TQGs4zIqBISyHzudIqIG+7k5S7slJToJTU0o+ldZ0DA3TNhLGk0rjzpTJJHsc6fMKU6BnZZGJH4S+z8LEUdgLHM97rKkbrvmg9HcZDIb6JJWAh78Kv74NznoFXPU+KWNeKGNI710/tXEtMxhqmYbzYP0/A1rsUyrEsgzwVAzoRS5KJaA9yIq2019LMbnMrZm6ml7Hfp7LGw0DL8pWDkZPyhbuhYt/SzJ5ORP05arKZSdg4hkpzyyCJ52meTxC0uPmdFuhiYhNnKPEOTq5KxvMKa0JxE+jx3rBoW8upZoZy6whNU3VLf9dsWxNMBqnOTxe3iR+VqlRDZfzpDMRG9LM7AbD6SFRwgu/AEeQIC9H+3q48M3z65da7p/1ZYeSjK/Lk80O1cn7rm2p4kinZNwO1QILOr3OmdDnXYeUBbjmr6yptZzTLnGykYrDyd2w+07whWSR0h+a/I7OE5VTne2d9ykMhmWD8qwAz4qKv86yDPDmzDDwNM5/rRCwEZHCPopc5HKkkD4PgwFgbAB++W+yerrjeth2NXUz+akzXBmb9uERgrE4wYlYQcXLYCzGmpN9ZFyFJzeW1jRGKlnLV2F0AkZ+DOMPU7SeM9UnmxMTw3D/V2B38YB8Bjlz4O3Xm3K85YIvBBe/HTZeVF/qwb0vwG1/BS2rRNFxzY7ynj+2G4a+m2e2rKDpcmi5Yf5qfOmk3E8OPlCaNnsmJd6tIIJiP/m09GvuerMYvRsMhiWDueOWwhiFs32dwGqkR68XsUUwGJyYGIYnvivKdqE22HqVie8qhGVnaB0Zo3VU6oUK/Zl9iSQrBodKOmfdvlU6JVYLA1+a/zniY/D0D+b+PMsF3gCcc+38X9tQX3gD8JIbJv9dL5nb04fhV1+WAK/nvPIHePGDMPBlSOVEZbLlP83X4ezVUQKZFOz7Jdzz+bk/d+CAbG09sOFCE+AZDEsME+CVQLHbk44Dh5EM3ujsxxuWEIFmUfrK980b7YUDD0C8SIOnzsCRJ+BXX5ksi/H4YdMlsGJTZcdcp1i2TUt4HE86TTQQIBIKOk4cvYkkjeMRvKkUvmRy1u9i3X9XBw/DI99ANzZJr3CDwzF2HGJ7p+5LIR5vTonJDOWrPDAODtL3tO9eKY+bjmVBz/mwdmd5lS4nRuQ6FBmEnpfC2pcsnpJmqQFd6xq48C0wchIOPgRDRyo6rJJJTMALv4DIkPRLr39ZebLPEUQpN6cfohABt9m0cBITcOBBGDkuPnHrLihvNjwRged/Ju9DjqYVcm9raCvtHI0r4ILXi1H5dOIR+SyOnpz5mBPxcXjupyJQtOYlsO6l5RGCMRiWGSbAWyjjwK+zP5ueu+VFczdc+0ew+dLJfXt/KSbDxQI8OyNlNc/9bHJfYwe8+R9MgFcAV8ZmxeAQ+rSif0U70WAA2zVzIhmMxug5cQpvMoUqpWSp3jn2DPTuhpCCl1N4sjhdxCaOVBucKHR82UZoSE7AQ1+DR7458zG3F274c1i9A4qUCc+ZsT6465/F6PzGWyQbVWurGavOgZv/Qsb6rT+pnQAvFpZMnuUWq5y1O8sTUA0BTzApQqKAALBzludFR+G+L8LzP4drPpD1Nyzj1G1iBO7996mWQBteBp2bSg/wOtbDb3zYuUx06Ch84wOlB3iRIWllcHnguv8tf38T4BkMc8YEeAtEgax4G5YfSoHbD948jye3j+JOr1mmG74mYxL4GRxRiGCK1hpfMkVjZALbcgjwYnFcmYyjYmY9oH1AE5L5GsuKFxR9QgZSGcnIZXAOzGxkISpfeTwqm6q3j9zYgHjaZbIqp0pJJqhtbfW83kohk3S+T2RSIuZ08CEp2+7cJCWO80FrGOuH00dg4KDYuCQm5OeDD07+fVweUfRdDOP1YuTKdz0BCaZqiXTWv2ToKBx8uHR7kJZV0L7OMSBRWa2jKZ+D4V7piXMXOf/4IIT7xG7n9JHs8dmSzlQMRhfqI6hniidFTsPRJ6U0u2O9qOgWy8xaLrAKfG49gTkGaBrSieKm6LMRC8v3Kp2Ejg3Q3DW/8xgMdUyNXVUNBoOhOM3hMRoiUceMhJXJetXVK51Azhv1CaAcHtAZYD+QLwpbDiPvanDwQfjJpyCaTYNYLrjyD+Hq95c3A7ZY2Gl48nuw5xdSCfD6v5IAYb7suw9u/yuIDMsk3U7D498V1cTcF6ahFW7+JOy8qRy/wdLm+Tvh8OMlLh4ouOx34foPlRika3j+p2LwXez8dlreSzQ8d4cEeLnjtS293eVm4EX4/kcg2CKZuYveVv7XqCR9++HWj8iC0I23wK431U8vqMFQJkyAZzDUArkb9chJyQgGm2s7IzFPtB2D9KioNeq5m9kqwJ2xcWfmIddfa1hAAHReApgQ0IgEYA3THitGAOnncUIjwdx47VXpFSWdgIlRmeDmGD4Og0cglm0StFwQHSmsIJiIyrFj/XK+WiQ6KlvnpvlnLHLEx+H0Ucm8nDn/iGz5xyTqWBV2MYmPTf1bFkXB0DEpRfQ4BHgTwzOrNGJjspXKXI+fL+mE/B7REemFGz2J49XDHwJ/U+WCp/i4vLYvJMGmy1Pa83KWF6m4lHzmj99yybk8lTOYNhhqARPgGQy1QHwc7v0CPPUDUaC7/D3gc1LMqHMmfi1m2snemcIfy40mYBdSXpkjgAjqaWAHcHaJ53IBLWUdXfXp2w93/pMEdTnCfSIKUSoHH5R+nrF+OLXMP2+GCqNh98+lJNapJHF8cHJhol5IJeDB/4YX7p75mLIkM3bpOypjhaFt6VXv3S19h9f9SenZ7e6z4Q1/I0H1C3fDV3538rGWVXDtH4t4i8GwhDEBnsEwX7TOGuPmZQYyKeYlHZhJiQHtyd3SH7NU+/HSwxB5DJInsqa/yxgvUMzrtKNMr6OQbKFV4JOpZatqdk9rydTlm7GPD0pvWv/+4s+1M9Lj5vTbDR8XBctonU2s54tlyWTb5cn2KdZnL2rdMnx86oJELWK5pgqq5KMzU+89OgN9+2SbjrIk8ErFAQWuImbpLrfYA00//2wMHZEtnZxb1jnYKqrU0VF48lbYkxegdm6Ei946LaNvyRhNGadhCWECPINhvowNwC8/L1m3HCMnpCTE4ExgG6z+GKR6Yeg7EH222iNa+ljABqC5wOMngeNUNxaIDMFj35o6kQz3wvhA8edpG164SyZyTpPLvr0iYLRc2HARvO4vpazu0f8RbzeDIYfbC+fdLBYI04MZbcOeX8Kzt08tiy6E1uLB9/0odG6WoKll5czjGtrgle+G7ddJNu25O6q7gBkZgvu+BM/eMblvxSYZf5MRYzEsHUyAZzDMl+iIrA4aSse3Hjp/V3rwIk+aAG8xcAErs5sTacQuoZoBXjwMT/9w6kp7KWgtIhiHH6/MuOoJpcR6YNU5YtWy95cmwDNMxeWBLVeI/cN0tC2Zsud/VlqAhxYbjqNPwcaL4dzrnAO8QBOc9xo5fzImdg/VlB6PZa81+Zx1GZz7KhPgGZYUJsAzGGqNU3vggf+cbAK3LFi/q/xmyFVAZVeNTeHYIlOo8qjib4QNx56G+/+juBR+ZHCq0bJhfpRSYpaKSyYlGoaV28ScuhI9VLMxdAwO/ApGe2Hw0OK//nJnRgZvAeca6xe11gMPTu5bsRE2XyaKokot7PzhPnj8O9BcaJUKeY2e88QIfq6+eeE+ePzbYgeRo+ss2PxyI8ZiqFtMgGcw1BovPgyHn5iclLu9cOPHpN/BtAgY6gmtYfddkk2a7biFKkgaSiMRgYf+Gx75Olz2LpkUVyPAO7UHfvwXEuiZ976+GToCP/3M1KDxgjfA2vPm7+uYz+lDcMffzu7Fd/2H5DXnGuANHoLb/2bq+S98q3w3TIBnqFNMgGcw1Br2tEb0TBoGDsD++yHUISuL5qZjKBchoHuqvskZ4kAY6eNrAnxARLaS1xrsdIklXwWwXGIh4GRWrJF+s6FjmLzwHMiZSFczsNK2ZBNr1b6izGgf0gebX4QxQf3Zlzih9cz3MZ2aZl+ioG0tnH2Z9MH1HxDz9vmefzrKgsEXJStsZe0UEhHJzs16fnvm+UdOiMiTv6m0Mc4Yj4K2HmhfW/eVN4b6xAR4BkOtY6elPOW5n8GWV8Lr/1pulAZDOegBunGOj44BTyJ3ip1AF7AHeB7x6lsMvEF4xe/By35z5mN2Gu75PNz9rwsLIg2GStMBvAzIX5vbBzxLVVvSFg2lYOeN0u925En4/p9LkFcutA3P/Bj23T8ZMdsaovM0gj/4kGSZrXkGZ5Ybrn4/XPUBcJkAz7D4mADPYKgHcmbIQ8emyHBrkG+xD1BucLehLF+VBmmoOxRi11CoQi8ENAAeJk3Ys/t0CkiAqnTiTFkQaof2npklWpm0mBbXs7x5oEmyBI2dxfsUDXWHBvlu5b4/IcTrMvfgYl+qtc6alx93VtGMjlKxTLhSEGiWbeSk2CaUm3IawScnZJsvlguGsrYZruz3WllyvVqKHreGmsPcTQyGeuLk8/CdD4Enr6+hB9gGNKyDlR+C4DnVGp1hqbECeDlSVpazWegBWoFh4DmkZNMwPyw3vPT1cNHboLEDmooZIxrqDhewGViPBHZVaHWcQioBD301q1Y7fVFES7mz6YcsD7Ytap3Hnp4s0fSH4Kr3wTnX1veilKEuMAGewVBPTAyLCEs+Gimdy2yHznA1RmVYqgSYzDjkaMxuLsALOr/6yMk03XIVFj2w7fmVVuZEWTKp7PPnkHWoxHjmi1JivLz1yslV/oVgZySrmU5O638qcnw6IRP/HLm/j5mALhyFLIysojYa7XQG+vfLthivlU5O/WzlSCcLNP0uJbTYlORblQRbxIcwnXR+ivnuGcqICfAMhnpnAHgc6EQCvXn2hBsMc6IR6cvLn7+dBg4h3nogE5Vt18COVzsHVUeegCe+W7rYQo7IaTHy7tsr/Tx2iZNFZcnq+Y5XOwsfHH5UvC3nOp5aQGs49Cg8datYDwwdmf05hx6BW2+ZVNG0XPCS34BzrqE2IhJD3XL81/CjTziraIZPibXCciMZg0e/CceemvmYsuS6tP06UHNUATUYHDABnsFQxyiAEdAjwBioWJUHZFg+BIFN0/a9yP/f3nvHyXXVd//vM3V7V5dWxZZlyU22ZdkGjMHGFYzBwY4JBPhB4OH3QBISHkjAgeSBwAOmBZI8IQ49BEwJtsEV27j3JsuSLMnqbVfb+87slPP88Z3RlL0zO7szszM7+32/Xve1u/feuXNm59xzz/d8ywcOkjDwcMGqc0VY2e2dfI1nfgYv/276BtX4ILx0B+z8w/ReZ1yw+jxpj1O+25N18PJdc9PAAzi2Ax75DwjkmId0bIdscdw+0Rpbf6nad0p+dO2RTUkQDkp47KsPTj7m8kiV7A1vQcIjFCU/1MBTlFLSvBxOeaMUWshENAIHnoNDL5MpFM0ANtyH7bsN6rYkDvjaoeGNGHd9QZs9U2zwIAw9ChPHILh/6hcos8cY0EGqR64BqbCZ6UkxHSNgpmFH4QnY9XBqWNNIDwzkKYyeS3uMEeHklec4e/w6dsLeJzOHXCmZaVkBF74XRvtjOywc3Q57n3YOk21pl7Gyqi52uoVjWc4vIbYKWIIsgrSUuDHlRPtGWHWesze/aw+89rhIZ2TC7RXx8SXrJx+zUTi0RaICphv+2bgY1l0MNc2Jy43vhuEnwMYGRItEKPQUae3DRuU5/8gtibHGWyWfd/G6YryjUuGogacopWTxKXDN56BtVeZzwkH43Rfh8NbseTWhTuj4NkSTHj+Nl0PNGVAmBh5j2+HI/4aJI7EyjErZMAK8DAwk7VuNlHcv5ZMiNA7P3grP/Sppp5Vcs2Jj3HD6FXDV3zh7IJ/8iUwq1cCbPkvWwzWfT/xtLTx6Cxx8CSYcvtulG+Dtn09IxFgLj/w7HHzR+fxSUguciRh3WiFfMC7xDF/zOfA4lA997ldSkCSbgeetErmUN3yASWZWNAL3fl2uEZmmgbdgDVz9mVRDqudn0hfDSQbey0AvxSk0aqMihbT9/sS+2ha44Wtq4CkzQg08RZllLEj+Ui3Q6gK/D5NNuNyYHMunW7ATqQ+fUCcMP4WdOAJVJ2O8pa7SFwUbSKyKKuWDBaJgkjS57BjQiXgiGpEqgDFxZsdJzgDF0ceLhEmK+5xdXB6ZWKYbeNbKvnIKZWxcIjpjw13QuTv3UM1SkF7sxlpoXSlC2MM9UggkMJw4blzyPcTHSmvLSlbCgozp9UATIoGQ3LwAMEiq5t0QxTEWypX4veRk4Hm8TLqZWtqhbSUnrGR/rezzVE32wEfDuRUq8lbBolNSvHWsOEP+Tn4OVy+HptdDqAsCuyE0IBENS+QRxmDqWFkQouFUb3RwRLzaux6GhsWw8OTCFGNS5gXaUxRltnEhnpENQCuTqxQWkrFX4OBfg3cRrPgCNL+tiG+mVBxdiNFWj4g0L0Zy7F7B2ZALA+qYLR3rLoYVZ4px9+u/gYMvlLpF02P9pRISe2w7/PpvpVCprb3HAAAgAElEQVTHXGI54rnzMVnjrht4HkjOkw5RnAWRSsC44Kxr4PJPJDTzjEk1zGZCwyLxyK99Q2Kfxw91abG09a+H6g0Q3AeHPgPhJ0XuYikyLj6LLHQVk+CoeKmf/ilsukE82NnSORQlCTXwFKWSsQEIHROPWfAQNngI3HXgbsI45RQp8xc3UC1OYIJAGEzMcWYNEsIZ30bBzHRiGo2K2HJwFEZ6Z7lcuhUh5L5D4HIIuRzpm7vl242R/LSqOvF8eUotujZNjIGqetkCw+KpGemD8YFUT16ZYQ0Jb10tImYen1lZYAIx5EaBETBZIhDnNb4ayUmPV900bmhdEfPYFbAvuzyiN9nanvU0464Fdy3WhsHfDhOHwTMEvkHJV66LDRXB2DhZDGxUpJFG+2TM6j3kbOB5/RLO6RRGrsxbimbgGWP+Afgwsm4F8Flr7d0O510JfBuZXnzPWvuVYrVJUcqCKLAfWQVMFsEtJpEhOP4v0PtLaHk7LPwouGuK/KbKnKIB2Ix4GF4FDiUdCwBbgZ3IRDUfGyg0Bo//ALbeJaXSA7OolJ4sPuwUWznUKYanUlpa2uHaf5BiOo99Py3/sszwAacj3u0aUgsgRoDXgAPIPaSpmplZcwG891+ShNaN5FuWOiTRtwiW/i2Ee6Dnv6D7J9AYSYyVO8AemYVI7d2Pwn9+1DkseeXZcMX/guZlxW6FMoco9p3zLWvt1zMdNMa4gX8FLgOOAM8ZY35rrd2R6TWKMtcxIKEdw0BzFIITklju9jpWF7MgYZ1uZGIdn1y7SH2qpP+dcpEQjL8KvArV60lNBCkRxktqBQIbK7xSSUkprtjnnAIbZna+kyzt8VtYEIIJK2GYSZgI0FegJkTC0LkLdj1SoAtOBwu9B2XLlWhY7s+ow/cTCVVWdwX5fuLjkdtbWNFla2N5RhEJwct0/ao6qVwaCsCrfwBflYyN4WCiCEf8WqXGDTQjVTPTsUieXUd5pWqWjPi9BLHvPmn8b1goW5lhXNVQe5Z48oafkP7qBxYikQ6zVQx66Hhm7UCDeLrrWjPOI5T5R6lDNDcDe6y1+wCMMbcC1wJq4Cnzg87dUiGzaSmcd4NodKVjgHbgAqAf2IMYeWuQCodx/Eh40FzA3QCtN0LtxsS+4BHo+SlMHMr8urlGzZnyOT3ZZDCC0HcbDD9a/PbUbpT2uB06SmB/7P/fUfx2zBVsBLbdB8PdmWUSQnNUM8+JaBi23gn9R6Rq5QXvkUljIa+/5Xew44HY9f9EQssy4fLAxrdLleHxIXjgOwkPT1wmQSuYzg1sVPTfxodg0VrpW01LS92qyuD4a3Dnl+T/uel6WHN+qVuklAHFNvA+box5H5Ja/ElrbX/a8WXA4aS/jwCOPdMY8xHgIwDt7dljpxVlztB/RMSe69okzGLVpsnnGGS1cD1yh8SFpJcxWWh6GtgkyQVTyFX6XHDVQNMVmJbrEu0Z3QKD91WWgedfDQveh/E5Le8LNjIiVdpmw8DznwwL3u9YTdUOPwUDdyNieEUgm8RHuWKt6GodeL7ULZkdbBT2PSPbaZeLcZXJAJvumGGteO72PgWPfBdOu0KuX9Oc+Vpuj+iAnfw6Cel98J9lzCwTsvboOdjdi86hLbKddCGccVXhDLwyGFssJfTSDhyDZ34u9+qKjbB6s+yf7ee6UlbkZeAZYx5AIs/TuQn4N+CLSL//IvAN4IMzfS9r7S3ALQCbNm0q/d2sKIUkNC76NyMOcXAmAt4XwWMliX8t4sGbaTGt8W1w/BZwxcq8GTe27nyoObv4hp5/FSz4gEwk/WtSj3naoPUGqLtg5tcP7oehRyCqeVTTZhzYi4j5pi/FzZgoHHgBHvq3RNhQKADHNEij7Ok7JDp/TgZeXSuc+mYRiM6FkR7Y+bAYZ4dekllB3yF48sfQtEyqfy6cYrWqdSW8/gPQfxR2PwLd+6b5gQqLrSchZp4uMzoOHEOKcRQqtFlxZnxQ+lbvQdj3tOTZOrHoFDjlIink0ry8MO/tRhZavcAA2M48ik8VglAAdtwPYwOwdL1UCnWSpFDmBXkZeNbat+RynjHmP4A7HQ4dBVYk/b08tk9R5hfBUXjqp+LNS8cFnB2B063oK52dtH8mDD8JI88mXb8Klv891JxFaoWAIlC9HpZ9Tn43acOPbyks/gR5LX33/w5Gt6iBNxOGESHfY4At0Gq0tfDqA7DrodT9syFSruRH5y4J+3LqCEtPgwWrczfwBjrggW/D/mchEgEsdLwKv/tHaFwE7/721AbekvVwzd/BYCf8/BMlN/BoBs5BDLz0sXgUkRIplii2kmCkFx7+Luz8g3iIbYZc5pXnwDu+INEyhdJPdCNRNGuQ1IkeSltIZ2IMnv4ZPHsrvO4DsHKTGnjzmGJW0VxirY3H+rwT2OZw2nPAWmPMasSwuxH4k2K1SVHKmmjYuTqhQbTIMkXO1SLevJwNvmisFn78Twvju2DoIaynDapPxbiyCK/ngTFuKX/teMwFJr9y2DaXgiazSbgbhp/A+pZA1TqMt23q15QIA6lFfApFNOJcoEQRA7h7H+x8CFwzXLFx+ySnKdnY8tXAqnNlctezf3pFZZLbFskwWx3rh/3P5V5xtHu/TMST8+Xi1w+MiN5dcvl3fz0sWQfVjYl9cWF0j688ikgEkRrhNUAjkyshR0vszSlnxgdh37PSJxaeLKGa040eGeyU3LPeg1J8ZKpcTOOS+6GQkgsWEa8fi/0sB2M+Po/oOySe7vqFsORUqGkqdcuUWaaYOXg3G2M2Il3+APA/AIwxSxE5hKuttWFjzMeB+5C1kB9Ya7cXsU2KMvewwD4kW9XpGXgy4tWbqUfPhqD3FzBwFzS8Gdq/Aj4tt1wQRp6HA38BvuXQ/n+g8dJSt0gpJ6JheOE3Ep49U5dpbYt4Js5+R2Jf8zJ42+cgOAK//6aEyBZS36/viBSHynWyHAnB6IDzsfFBya177HuJfUs2wPVfhfaznV9TDvQATyILbOch8UdKbhzfA7/5rORfXvN3cP4M1vX3PQ23fx6GumXBoRSEEemY/bHfQ9lPn1V2PwpHtsLCtXD9zbBmc6lbpMwyRTPwrLV/mmH/MeDqpL/vBibp4ymKIhiQB4fDw8OCCE8PI1U0q5hZlGVkULZwT8YQFxudkOPRpJVSdzV4WjHp4ZalwlUD/hXOItbZsBEI90J0vLDtsQEIxVyvwYPY4AGpIOpuzp7vGEV0s5K/CjfyHU/3+7WItyGEeBvKYZVZSRAYkm2mhAIwkdZv3V4pOR9ugqqZJutmIRqWyqIgk3Qn8WUQgfLRfrJ2uhNizkn7alsze2SMG+oXSE7e5IuJIZnP/zNHTAQYTxuD44xSFko0ZUtkQrxuwRER7+49AP5a+d5z9c5OjEtxkZHeojY1BXcj+FZBaETySsfD8t2PlqEMxsSYbFX1Ii+izDvKZFamKMqMOYZMLhqBM4EsVcfzYuIwHPtqTE8vRt2FsPST4F1UpDedJrXnwKpvpxqhuRDuhmPfgJEni9OucC90fAO6fwStfwwL/wxMltyIAJLD05W0rwk4i+kX14kAuxDh8tORfJECRikp8xi3Fzb/MWy+0VlG4qXbxXsYKuDCSU0TXPoXzl6fcBAe/Y+YMPosrWQEkXv1taR9IWTir2RnIgCP/wBeuRvWXwqXfaKMQwnd0PJOqD0XDm+Bx26GnsMwVIbGnaIwTw08a5BPnutKuEXi6YvXJEWZEQakYtt4TCM83xARG4VoABtx0PYK98HoSzCaVDLe3TB9Y6qIGG8reKev22UnjoJvCZhqIBz7ZxYQOwHjOwADtWdDdAwb95RGA4ALXGlJPMNgeoFoCCJhcawGpXknRO2zDUqxcYsQkh/SCWZZGIIB8Dl8v6FgYcP4lNJho+IBCwUTunHFwBjRqFv7hsmeF2vh6LaZ5cvZqBhrE04agwYWnwKu9ZMPTYzD1tkNCDJRJEd6rmHc4PGSMojExppZw0aga49sDYvF85pr2G94YlajEYwx4G+XzROF3urUBbhyxdrYvTQusiMuj8onzBPmpYFHK7AJSYzNhV6kQlI5xVcrSjEY3wFH/sFZCDvcB8EZFGuYC7ibYOGHofFyGHwQ+m8rvJEHgIWhh+DgcFIVURf4VsDKf0qcFkY8siNW8rNeugOGw7AFCbNcg7NATTLDiFdhhMRE5OAW+M1N4EuvCIGETA125vHZlLJhsBOe/E84vhsOvlgWOmHTYuCY5A7WT9ZrpLoBzn83rDx39ttVSbRvhPNvTITwWisl9l+6Q0JwZ5tDL8rY5HUYm5zo2iMhnkp2ho7DA9+BF/4bznobnH5lxkJnSmUxPw28eqQwRa7zt/1ImRg18JS5QD5zueARCP583rmrjbsWmq7A2ihEx2Dgd0Uy8ICxV2SL46qF9pth4YdT8/KWIZpO40Pw8p2YQBgOgPUgJdoXM/m7Tv7eAsjYlVR/wPbsg57J5eXn2ddd+YwNwJY7RFR8tiikETnaJ4aGEw2LYc0F0H5O5qHOMK1xcKr+n+02m7MsWA0XvDdRfTUaEQ/ay3eWxsDr3ld66YupONHH59CCyfggvPw7CaduXg6nXVHqFimzxPw08BSlEgkg1Ta787hGHbAU5xwtT6tUgfQmuY6qNzh7+5Sp8S6ChktF/6/mTOdzDKLfdMnHRCT61QdhrFfyLpOjKb3I95YsuFyNLGRNFanQA7YLzByas8wpPH4R8l58amLfWL98lwPHSteuQhCNwGtPyGdMD/uywJ4nMkstzJSJUXjlbuzAUck3XkSignAkBA0vwWk2tzm4BY6D7Z3CaKtCFlz8QCfYvgox8pTciUbhwHOi5Xj8tdJV7lSUHFEDT1EqhXFgO/nNPJYDbTgbeN4lsPgvoPa8xD4TT2hVpo1vBSz5KzHuMobMGFj3Jlh7Eex/Bo7tkKpxB4DkaNk6pFx7fdq+M8k+0bVIgYjuKc5TZo6vRkIKk4uCdO4Sb0UlGHhb74Zt9zoft9HCayAGhiX81PwUNiASBclDUHMEcq0IHwGeR9IwslGDFChqjJ3fN802K3MfG4UdD8BdX5b8v1J4ORVlGujMLBNRYAjJX+lFSx4rZY8BmaTnMVG340AnYiw0IhOb5HcwHoyrwksw+tuh4RKprDm2A6IFzPOwyJgyBDS7YIU3+//TGDH+XG6oa4OTLsQ0Tk6+s9XAQqTC5sQBCOwVl1wmYz+MFIYIILl6atwVD2OksEFy8Qi3t3IKHdgIRIr/gLR+JDTZDdKBkQWN9DHPMD0pkSZgWdIlIsAAmEDaNV2x65b71+bxw5L1UN82+Vg0It6n/iOSm7X7UZG5ADFgjr+WX6EllxsWnSI6jOlYRA6he+/cywmNE43MXePOWslbfPUBqFsAS9fL4pNSsaiBl4kIUqBgd+z38ikUqCjFow94GgnvOw9oL21zZh8jhVbqzofRl+HQp2LVLwvIEeBlxFu6Dplg5sKCk+CdX3SucmeQ8DFXFI5/Fzq+LpU7MxGXYTiG5BbP0fmWMo9oRTxzyXPS6VTDdsKFhDEnS+qNA88h9+lcpLYFLv8rkR1IZ2IU7vwSPPkT2P8c/PwvU+UtgiP5VV31VsHr3g8XvodJlrCNiGTGfd8obmVXxZloWAqtbP+9RIRc/9UMWpJKpaAGXjoRZPITRFbax8p/wU5RCkWKeO8cXKTMF2OM5BS667DhPvCvKqz4uUXyeWrAVC2F6XhDPT5ocNYbjI9R1kZjpbxXZzfwwkA1mKIv4FoYG5w6X8XlEQ+lU3VPJyIhERoOBaY+t9REIzDclVpAYui4eE7aVif2TYzLZyqEd8Dthaaladcfk/DeOeR9sCALF14SYciF7LMGCUdPvg1d8l42Ody5hkSeX7njckNdq7MXLTAiguIg907Bq+Ya0bFrWjbZQx2NQHUjOqMqIYFh2Qo1zihljRp46Qwhq+uDSOiSoijzE/9qWPGPEBkt7HWXIt5Rfz20FNpFaqDprVBzRvZQqyjinQ0W+O3TsVF46qfw+A+zTygaFsKVn4JVm3K7bv9RuPdmkQAod4Kj8PB34YXfJPbVL4DzboCrPp3Yd+B5uPdrhcnLa14G13xeqiLG2f8s3Pt1GOzI//qzhQs4CZEFqUKMvWLjQ/Lt1ibt85Ka36ooilLmqIGXThjoBaNJ1IqSRhSiQRFBd3kBT2pZ/wrDuOtElLzQNBT+knFEjHe5bFORa2hoPkQjUqrfXyu5K3EiE6nFNzxVsOx0EczOhe594s2cSjMrGil8FcfpEg1LbtPx1xL7Fq+T8KjkzxsK5K4BlowlIQru8oj3zlcDK9IqswZHJYRuDmBBQi/dSC7wYmbP8eNGcv2cKInTw4ggeaZCTJFQ2uKJFYH75P5QLuO02yNe+rDDZymHe9UJG5WxKzyhoaXKnEINPEVRcmPiGHR8A7xLoeVayVXTcBslG8aI7lL9AikzDhAah+d+Ca89PvPr1rXBJR+Hc67Lft7ep+DZW2WyW6kER+CJH8v/c+1F4hnMNdS1XKlFPGgNwIISt6XU1DTBhe+F5Q5SKuGg5FXtfCixb3QAHvl32HYPbLgMznmnGHmlxrikPbUtibEgmf3PwTM/Kz/x8uFueOo/4dircHiL5BIqyhxADbw4WmRAUbIT6Yf+34LxQ9UaaLwMG6uGVsmePCUPjAvaN8oWZ2wADr+cauBNt/tUN8CZV099nscHL95W2QZeOAi7HpYN4Jx3IFWS5jB+pPDJwlI3pAzw18Bpl8NZb5t8LDACHa+mGngTo1JIwxioaoCzrhFP3myQ7TlgDKw4SzYnqurgxd+Un4E3PgRb74Gdfyh1SxRlWqiBB7HyvcBxJAdvDuTtK0rJsBEYfgyMR/LUGi8FtyaoKDni8cOGt4C/LrGvrq0I+YiKMo+xSI7qH/4l4cELB+Hw1sK/V+Ni8c41LYXlZxT++oqiTBs18OJ0AC8gMfbqzVOULISh/y4YuBearoLac9XAU3LHWwXnvis1vNIYqf6nKEqBsKJzt+eJ1N2FFp4HySe9/K9h6Qa5jzWiQ1FKjhp4cSwQFW1gRVGmIirJ5xMdMPQI1rccqtdjfJPL+FsbgcAeCB5k8uqJAf8KqFqLMToczQuMkWILyUyMSdjmSG9iX20zLD0tUdbdCRuF7v1SdMWpaujRbeVZGCE4KlUtk0NHD71U3FDSujbJ0Vu0dupzkwlPSBjg0PHitCuGBcm9a4xt01AQUTJgoxDJQ7jcCW+VGHJ1SULqS9ZLrqCnjL+0wQ4JZa2KLUYaA21rYOGaVC3AOAPHoGMn9B6E0d7Jx+ccBhaeJNIpK88Br4qcVzo6o1IUZeaMbYWDnwTfYljxZfC9dfI5NgS9t8LxW3B0jy/8ICz97ORJvzJ/GO6Ge25Ozctbsxlu+DosPDnz66JR2HIH3P9PzgLwE2OSk1RuDHbAXf8ndUIcDsL4YPHec9npcMPXpq9/NdILv7kJXv5dcdqVzFLgbCZr0ynlQ10rXP5JOPVNiX1uH9Q0lqxJObH3KTi2I2HMudxw6Z+LKLzbwcDb8xTc/jnRjBsr4n05W7jdcO4fwSUfkyq71WX+fSl5ozMqRVEmEwXGkZxUL6JB5RR1Y4MQ7pIXBA9gA3scrhWE4GEIdeBo4IUHnfcrc4+4iK5xSeVM3+RVYmsjEO6FSJJGW/AwRI5CtAMmgCCY/qOp4uAgq+91banhnIEREWyeqafOuOSaVU5hxhZG+6cWap8u0UhxvALjQ+LRrG0RbcFkWQSvH7wzqFri8sxMviFHrEHGl7jWXC3lNzMxPvnfefwiL7KQxJAVDcsCRbL31eOD+tj5GbFi0I/0UbTxr7oRaludQyaDIzDck3tVSH8t1C2A1hXQslzy7eYSoYBscYwL+g5B117nxcXeA+LFK+aiSzGJj5Vxg9btkTznpqUaDj9PKLdhVFGUciAEbAf2AKuBDWQfLSKD0Pkd6Pmpw8GoTODViKt89j4Fv/+WTAav+jSs3jz5nOg4dH1fKrLGCQXhlL2wHHgN2AV07oJffTrVuDj9Srj8E4VdffbVwMUfca7KGQnDkz+GJ35UnNylQrPrEeg5IF7Pt/6tc2n9csMHnIZ476oRcfNyw78Kln4GqtZJOy9OOjbcIwL1rz2W2Ne2Gq7+DCw+JfM1rYVnfyGSBuFgERptpE9f/D+cQydf/QP8/pswmqPo75rzJc+ucQksWFPYppYCG4WXbocDz+O4ejnSI6HUc5VTLoa3/IVUJwXAiGHuFI6qVCRq4MVxAZ7YFDSi6l7K/MZEgcHY/dCCGHzJ9pkbuUniN4oNQWD3rLZRKUPGBuDYdinPHkgtd25tRLy5kSEY3wUjTycdBGoQT0410q8Cw5KXl0zbKvFSxcu+R8MijmzzWDxweyQ3Zc0Fkz0dkRC8+iBz5okw3CVbYFi8SskTVJdbJvrlMsEzsfZUGWgFlgA2DHaWxa6NTyoCZ8PTCrVnYWrPFm2+ZAY6oGlJqre6rk2kQTJJAoAYGPuentn3EY1IbuTEaGbPtQEal4ph5iRwP9gpCyXJXq1IKPP1attg1SZomJxnnRPWZr9+KMisLwL2H5WtkvD4ZHxsWS5h7hqKOW9RAy/OUmQlcQjYDczhhRtFKSgdwNMkVtZdwCrE26IoyazaBO/6iuTkLF6XeiywD7p/KMV2Rp9LO4aMu/1AHxIi7MT+Z+HXf5MIfbMWjrys4sPpDHbAfd+UMM04y06H171PQmfLgaUb4PXvg8ZWCXmsA4b+AL2/ktDv2cB4oeU6aLyMrEa8pxV8K5yPVTfCGz8i3uU4da3QXMQBsvcQPPFDCcc9+PzMrtF+Nlz3ZQiNy9/Wwrb7RItuunmaOWFhx/3w4u3O1+/ZP2lRSJkm/lo4/0/gpAulmFIRQ6uV8kcNPJBxvSW2dQMHwRbQwJsja7+KMgkDMBjbYlg3soq9nPwXXE/cHPaEaPqML6WluUvPgjWZw7dCx6H/dhh/NbEv/pWHgCNgjk1x/e59k/PylMmMD8Ird6fuO+1yOOedqdUP0ynyPZRyh7csg003YFpF/9BaK+G7fbfNooHngbrzYcEHMDP1bPprYMOlhW3XJGyql3qkG166A47koWnXtkq2OPG80C13FMfAsxaOvAJP/kS87krh8fjhlDfChe8tdUuUMkANvHSqgbVAIapVh4CjwHABrqUo5UIU6ESMs3pgWez3Y4gh2AosRoplHEGKtWRj1Uvg+Y54fWaC8UL9G7C156iRV874lsGCD0g+5tDDML4NBpB+Mwbo4n1x6TkAj31PCrCkU9cmBmCxC2cYYBGwAIkC8Bb37SqCwIh4vTp3Jfb1HZEQ3EJiDKw6Dy77BPQdhu33pcqWKIoyp1ADL51a4PQCXWsktqmBp1QSFjgEHAZWIJM1F1KQ5QCwHgm5GgN2IF7xTBhg9EmoeWbmkz1TDSv+EWrPRv3lZYx/JSz5awgPwKFRMfB6gZeQEE2twVNcjr8G93zN+djSDbD41Nkx8FYAZwDNQLYik4owPiiFflLGNluEoj8GTrkI1r4e9j0zWZdSUZQ5hRp46SQXjsgXL7BghvOWYWBQp6tK+ZEUVYkdRzwwLiRvNYr03SOIgRcAk+UGsBYYsnA47DwaVSETwawjVRDGt8PAvdj0O8YAvpVQvQ5j8i8NbSc6YXyHXLjmNMxMys7PUyQEzoW1Huh3yQJBLxDO3keKTiQkoWPb7p18LBqGrj35FXEpG2zm0LuxAdj7pLMcxNiA5PQVCoOMF6Ws9eKuh+ozwLtAKmQW+kk7PghHtkFgKPM51oqQdi75o7NRwdUYKXyDW4p0pEdDDHZI5c3GxZLPmWsu58QYHN0OQ13ihbQFFl5XxCu/7HT5buaafIVSNNTAKyZ+ZKVyumOzRTwfW8lcbEBRyoFe4JnY7/HiaEeBLqQf55JqET/faY61HNhM9pHKTkDPz6H/DoeDBhZ+CJbdJJ6+fBl9AQ5/FnBB+83QdFn+15xvRBAZhKeAMIl+UyqCY/Do9+Dp/3I4aKUSZaUXcRk4Cnd+CdwObnQblcqllYSvHZZ/Hmo3gqtu6vOnS89BuOPv4ei27OcFR6Ua5lxg/7PQuVO01K6/GdZfktvrRnrgvm/Arofl8xalgMs8Z8l6uP6r0LYmg56nMh9RA6+YuJhZCIpFKoo1Js0rLBLGFFKvnlI+mCjSL5OJkPOihpnifDuKVLZ1MgLcSM6sG4gOy+ZE8DCMv4Z1OZQKz5UAYqwO7IfuDiltXrUPgknSEJ6qyeLSyiSMcUP1ImhYO/3whsCQ5B4V1Atg5bqBIZkc1S+IeTJiVE2nzLgVXbFM2mJVDbHrO7ivJsZE4mCmgu35EI1kbrNxQ8MC8CdNHCNB8cgkl9j31Uj/d2WJtXZbqO0F+iEyBsH9WBsWT5qrDjyNUHUy0egAIfqIEsJLI55J2gQzJDwA4R4pruJpxXhnWPIfJDduuCvVYKlplgqaLjf46+T7zsZUx0GuP9Qlkgg1TbEiOVlmAdEwDB1PVMfMFWvFgzvSKzl46dp84aDce77q3IzSwLC0u+8Q9B+RNinFweOXftGgESUlJRKWMSGYY0K5ywP1C5O0CguLGnjlSjvQRmICFEaEpw+UqkGKUgJ6gCdxDudqBM4Gmqa4xuB9sbDKGcaERRCP+j4g3AfBAdnv/yZ4fpA4b8l6eOtns4sbKzJBvOjPYOPbp//abfdK+f9soW/5cMpFcNlfzXwVPBqGx38Ij//I2eu37mK47C9l8p/Ogefg7q+Uny5XdT1c8ueplSK798FdX071UC0/E67+WwkTy0gIRr4LYz+DsZfhwF+Cdwks/RQ0vBka3wJV65iwBzjCDwhwiMW8izZzJXkvbVqg71fQ+a/5XSfOwRfgnpvFQwWAgc1/DG/+/6U65XX/WBih7OEuuPursOdJOONqeNNHnYXL4wx1wT1fgb1PTe99rIWtd8PD31TrlZAAAB0jSURBVBVDr+9Ifu3e9wzc+3UY6hQJBEWpdMYG4P5/gl2P5HZ+XRtc9Wl5LhQBNfDKEYMUe6lN2jcR+9uTtugdKXH+iqIUETOBhIE6YCOc8GqfyOlJnwNaIHAcxvJYPQ4jeYb70y+fJuweCctkL7Bk8jWMS1ZZ3Trk4vLAgtWyTZee/VDTKIZUKCidwO0Dj5dpGwDRCIQDqfl1dQtg5TnOlSZzIRKCnQ/LiqxT3lTzclh5rnhi0rDBYaiqcn4qGwOmqiB5pJPaGw4m+qfL4fo1TbDkVBHMjuOrmWyk1jTCio3QtjLz+0UDcHQVBOvluwvshcgwRIakAq53EXgXEbVNBFnGOAHCrAM2z1zGIIa1FsZeAncDuGoyCoxbGxWZBjtFKOFYB3S8CIPHwfgxLq8YMzYqemTLClStrf8oNC6RPtW6UrQmfVnCzfsOQ3Wsf0UmxNNoo5m/3xNYybM78Hyq987jTw3d9dWCO4d+ONoLh14sfLVPJYHbJ8a+rzpjf1ZmkciEFLPa/2xu5zctFaOwSBRltmGM+QUQV7ltAgastRsdzjuAlGSIAGFr7aZitKci8AAnIRUL4/ORZHFgRZlvjAJbgBpgNZmF1zsQ79tMo/qiiCdxKnoPilfDyTiobYHXfwDaJw2DynRYvRmu/5pMYh//gRRtOPMq2HjtFJNXBzp2yjUKGTpm3HDmW6G13bkwy8KTxThyogk4F+eqy77FsPCDUFVg7/Cuh+GZn0NtK1z0QWlfOt4qMXoLgfFC8zuhah0nHmSu6lgF3AR+FrKM9xNmiFrWUbDEhIY3wapviZHny2CIRgah+yeSb5uN0GE4exCijbDg/VB7jnjxZyr3komaJvEKbnw7LF0fW8zIAWthx4MScrloLVz0IWjJINaeCY8fNt+Ymm/nr4UlG6Z3HaXwGDec9TY46xpoXpp70Rtl3lAUA89a+8fx340x3yBFJnkSb7bW5jJ9mt+4EP2g5JSBWLVC62DgaZ6eUumYIHA4JrzeTGbh9QFgD5hi18kY7YWtdzkfa14OGy6DFWdNPqbafbkTF1Lv2gOv3APHd0to4AXvyR625sSuh+GFXxfWwHO5xIifiSFfg2jDOWl8VzfBmiuh/g35tS8Za8UL+vx/ixFxxlVw0oW5v35Sv526HxvjhrpzZcuCxzTQTAE/K4iHsPpU2bIRHRedxv7bp77oKsDbDKvfDC3XFqCVDvhrcy9okk7HDtlWb4Zzr3M28LJViHV7xXN74Z/mNk4lX0sji4pLfKy58L2ljQxJ7z/z8XmW8j8on45f1F5hRHX4BmCGo5OSFR+wBhGWjjOGlB93miQoSiUSRUIoIziHaB6n9GNuYFiMiWNJOUuNS+D0KzUxvlS0tMMbPwzDSeuLq84tXZEc/0pY9GEIORQ78S4AXyYXdR6sOFNyAqubpldevX6BGNVrL0rsW3wKVBeoGEopcdVByztz95Z6GqDKwfM5VwgMi6h5117Y/Vh+VS4jIdj5EBzeAoe3SuEgpbIZ7YVX7pXw5JNfLwsC8y1ctHsvbP899B+D43tK3ZoTFNvsvwg4bq19LcNxC/zeGGOBf7fW3lLk9lQWPiD9GXQcCSdTA0+ZLyQLr2c6XmrGB+HJn6Subq7eLDlLauCVhrbVUlAlGWNKNznxnwRLPpnlhALn3xkDq8+TnEBDauXQqWhYJMU+kleuS/m/KyTuemh7D9MbOObw5x4bgCd+LAWMrM2vQm04CC/dLrIjNqqad/OBoS545N/h4ItwzefkuTbfnHidu6TgUv8RiJZPn5+xgWeMeQBwKpd1k7U2Lkj1buDnWS7zBmvtUWPMQuB+Y8xOa+2jGd7vI8BHANrb22fa7MrCSZS9ClgCthYJTRudf/eaMr9IFl4va2w0tY0jvbD7UejPZJlmwOWRohct7ZPDYayVCofHd4s3ZfmZlamL5KuVlWJ/LSw6ZWaGhTFlVfQmLgQ/u2/qAvcM/3eFLvhSJkjgURE/Wygg1UdzDQ32VknBloak/IyxATjyinM12eEeqbyZzNiAeOf6HMaa4W4Y7MxPTH20X9oz3AU9B1TrrtIY7pY+6+SR7T0kz7LwBHS8KpVYGxbB8tMz5xtXAtGIGHY9+6WoSnAkv3uoCMz46WatfUu248YYD3Adkjae6RpHYz+7jDG3IZLGjgZezLt3C8CmTZvKfSpXOhqATUjVzReA8vEWK4qSTPc+EUN2TXMY9tfC2z8Pr3v/5GPWSm7aPV+VSeGN35TCD5VGwwK48lNStcxfO/0CK4pSKkb74YFvw7bf53Z+0xIRFj/t8sS+nv1w++fh2I7J59uIhF0m071Pzncaa2wExjNoiOZK91647e9ECD39vZW5z7Ed8KtPizGXTjQs33k0DC/8t4RrnvomuOFrsghZqURC8Oyt8MgtsmhThv2+mMuXbwF2WmsdxVSMMbWAy1o7HPv9cuALRWzP/MCdtNUjYukTQEDlFCod60KEv5Pv6hAwrt99WRINZxaXzkawBnoOipcuHRuVap5Dx6UyYteewofN1baIfk8pk+ldHqhtLt37KwXHWisVLEPdIpbuXYRxZZYDkPMHINRDokSuAW8buJtjnrgyIi78PXBUpA/SvWyZMAa694u3IE7XXpE0yPUaMx1rbFTa7DTWJHOiPSqJMGtYK7I8x3cXf4Gre594eafqb8FR2fqPSi5aeEKEvCshNzcda0WCZKiLcg0fKqaBdyNp4ZnGmKXA96y1VyP1IG+LDcIe4GfW2nuL2J75hRsRqlgJHAG2Il49pXKpRYS/k6v0H0ekBMZL0iKlGIQC8MQPYeudzscHO0WTr3sP/Poz2TWzpotxw+v+FC7+SKo2lqIUgsEHoPM7UlBm2U1Qc9oU598Pnf8ilS8BXH5Y9D+h9UbKLjnhwAviWR/skDDGXBntg/u+AY99L7EvOOrsTSk0U401ye3pz1MYXZke0YhUwN3zZPHfa3wo98UEkHDdW/9KQjWv/F+p3mdl1iiagWet/YDDvmPA1bHf9wEONcOVguBCPHj1iJyCL3s1ZEcsRRFSt/EUh+TnbwSIlt0jueyxkBD5rkLkApLlcAIUNZ1EKQFxL13vweznBUfh2PbCvrdxwdo3yAPfWw3eqcSTs2OjIRGVBnBVIZH9yrzCRkWuIRKC0UMw8AL4+6G5C+tql7HNsYtZmOiE8V0QjeUGuaohPANPVbGwVgqPREIweAwOvTR9WY5ICLoy1akrMrmONUoJsOINHjha6oZMJjAER7ZKpMdMPMdKQdCn6XxgAXA+YkRNh3GKI6S+EDgZiDsALHAwtpWnp7u8WYT8P6sRg15RioWNSrW9wWOw+FQRT25eNvPrjT4H3f8pE/OFH4Sa0wvXVmVuMD4MT/5YChUEdsPoBLiPQN3N4GsVKaDlOKz+GfCtgJVf5cRUxrihdqPTyaUhPAHP/0pKqPceloURRVGUWUANvPlA3JM3XYYQIelCG3j1yEM7LjcVBUaAQzPwMuZAmTzqi0cj8v+cps6zosyIY9tlO+lCOPePctdPc8qJCu6H3l+Cpwmarwbml4FnHQa8sssdc6KQA3VoHHY9gnnxN0k7B4B7sW5kYbIKZwNv0f+Elusx7trCtacQxP8/0RDsfx6e+mlp26MopcLayXIqcxGnMc8gn6cYE9cCoAaekhkfcBKpIX+FoJXUnmcQL9SZFNaDF0S00UYLeE1FUYT+o/DY97Pr+BkDay6QsE6nsvr9wHZkrFmALFbMK6Iw/ASMPAW+dmi6EjxzoHjMSI9Uax04lv+1AsNTF/FIxlULjZdB9alQdwGYMswFHTou/5++w3Dw+VK3RlFKw8QYbPmthPiu2Ajr3wwef6lbNX2shUMvws6HpbjX6VdBfRuceol8nuN7YPt9ZVdJUw08JTN+JgupFwKnBZylwJICv88gJ7QAFUUpMH2HpNx7thVZlxuu/LR4+5xy9XqBl4AaYGOR2lnO2AgMPgjHvgINF0Pd5rlh4A0dl/Lg+57O/1qW6Qliu+ug7d3Qch3yMClDkfGBY/CHf4XDW8pK+FhRZpWJMXjulxKm/MYPw8mvm5sGHsDeZ+C3X4BFJ8OyM6BxMZxxNZx+JWy9C/Y+pQaeModwElIv1vsk/ywUPmARWB9i7A3Og3DNdKqBZWCdqmiGgF4wWl1VmSnp4u2Tjlsp7/7ynY6i4ubgixAOQWBUHpBOQrq5UtsKK86CqrqZX2O69B6ScNVIaMpTLUAdUggpbpPYMAR2yk8bZUYhDOEJOPqKeFTTMS5YvA4WnjzZELdWjPSj26cvTN17ULx4xRL2rWqAFWdCXbNUgk62eT3N4Fte+oI8g51SSCIUmHysay+M9Zed8LGizDrxZ0TPfvFqx6s6ZxubyhEblXEyfk8bE2u3SxYvy/AjqIGnVC7VSJ3WCCITsY35V8SlGdiM8+ceAJ4Gema1Rcp8wkalxPrOh5yPh4OiJRQclVLw+UgvnHShCLtXnTzza0wHa2HPE3D752BsMLfXnAycS2q+bHSMhI7bDAgMizfthd9MPubxiSD8pX/uHCK761G44++nv/IcdRDTLiQty+Ftfwcrz5FZSspMxSVevFJz6CURfx7snHwsLv6sKIqw6xE48DwnLCGPH676FFzyceexScmbeWngRVwuJqr8WHfCVewNR/CEw+VohCszxYWEmUaRwi5NSbmwUUQAfOqF97LEGsSA9SHhbZk6blz03okJoAFsCJFTCJblIpQy15kYly0b1sJ4jkZSJgY7JJcrnOWmNkjp7kxC7WMDIlybq+ele7+cn20yb1wSzlPdIPesF+cnr78dzAwqJRkXVNVLTki8/fGQR7dXvG0drzpPonr2i75VsIRx7C43NCyG6qRKYIvWQtMSTH2hE8BnSCgAAx2p3rrufRKqOqIrZIoyJaFA6v1zYmzaKeNX4xLwlGE+bZzaZvE4tq4Eb1XqMX8dLFwrnyPOaL+MrSUswDIvDbzRuhqOrFpO2Ma+JAttvX0sPt6DKdNqOEoeGGAVUsglzgTi1TtcigYVAC9wGlI+vIqZad3VIt6EIPAqUCKpJUUpCB074ZefAk9V5nPcbnjDB+GiP3MMGeW1x+C+b+Zezn60d+qwUn8dvOmjmDOvxvqR+85pJcVdD95FDgemoKoe3vwx2PxueOl2uP9bCYMtEpYcmF2POL/pSM/UxnexqW6Et/wlbLgksc9bLROpcqHnAPzui9LH4owPiEGtKMr0iYTh2V9I4ZKTXwdvvQmaCl2IoYBsuAyWbpDnS2t76rH2s+FPvgORWL6LBZ77BTz4z84h3LPEvDTwwm4PYzXVhKiRHdZSP+In4nYTnU6ydwaMtbiiVr0h5YJBJlXJlbSD8rf1It68yNzwXp0QifcjFQfb8riYG/mf+FGJBWXuExyBYzuyn+Nyw6lvFm+hk4HXd1QKYxRy4u72QNtqWHluccYYtwcWrIa2VRI2mOKps1LwoxDVLouF2yvtX3nu7L1nNCKGrc3RUzvcLbmWh18ubrsUZd6QNDbVtshimb9m8mnGDb4qcCWN15GQGE5O83Wn80+8ZVReN1XOtMsjuYImlixtjFSLzlQxuqYRas5Ieh8Le59MvL5EzEsDz4mBxnpCXk9B3Kn1I2Ms6OnFE9HqWWWLB6kQugToAPYA06wzUBKagXWIYZaPcQdSXXQnUoCmL89rKcpcIBqVimc9B51DNHv2QzCPQi/K3KDvMDz6HxJmmQtj/VJQR1GUwnNsO/zmJvA5GHgtK6QC56K1iX1Ht8PjP5CFl0nnt8PFH5biLemMD8ETP4J9z2Rvz8pzJNKjrnU6n6LsUAMPwBgC1VUEqrOE9kwDawytff3YHAy8ueA1qkjcSMjmQqQIyz7nOiTl8P2ktKsGqSo3E+H6dCaAo0BXAa6lKHMCK5ODo9tL3ZDiYdLLH8/ztIMTi7ZJ/4fRfth2Hxx8oSRNUhQlicFO0ctzYtnpcM51qQbeYAdsucN50WXZGXDudc4GXigArz2eVpAqfXw0Eg2y+UZEtHlqrLWTrxMbd0o5h1QDrwiMV1fRsWgB7iz6N8ZaGgeHqR0bLwsjYl7TCpyBGHog92kncLxkLUrFAIsRg7SRwoVTVpHqxVRDT1HmNu0b4YpPJvI+ohHY/ZhIUMxXQy84IsZc567EvsEO2RRFmT/4a8X4W7wusW+oS6I6hrtg3Ztgzfmw+NTUgilTEdgDA/dANFZsy1oYfDpWwa50qIFXBMarqxifwhvojkRxRyLUjpU4wX2+YxADryVpXxQRX+6iPOZEBimmcgaF1fStBk5FQlOjqIGnKHMZYyS0qP3sxL7wBPz2f4sg+XwtIBYYgWdvhRdvS91fgHx7RVHmEP46OO9GOC9pLDy8VfKuR/vg9Cvgsk9IHt90tPkCu6DjGzBxJLFvwJZ8zFUDrxjk0DGiLsNYTQ39zYnEL1c0Ss3oOL7wXEgGqyCcBN2bgZVpsgp9YIpcTfyEGHJLUptciOfO5dDOfEi+fguwCuwYIn6u+rxKGWJrkb6avNAxCAyURzh1yTGu1H+E2yMhTme/Q8KgDm/JT0y+kDQshBUboWkpNC0r4hvZmNiyGnSKUvEEhqRqcHJhqcbFsOIsyfFLn5/XNovnrm01LDolJlo+zZV072JovAzCvbEdFmr2ATtIhIbNPmrglQhrDN1tzfS2NJ3Y55uYYNWho/iGRkrYMuWErMLypH1B4Dlg/yy8/xJEviBZEqaYd6oLWA20Izl5TwNlMgdUlBQWAuchlV9BVkReQYy8eeqgyorLI/krZ1wlYvO/+CT0lUmxkGVnwPU3SxEFf+3U5yuKokxF/xG460upVTRPuwyu/zq0OBRxaV4Ob7tJwtl92USFs1BzJqz8WtIikoWD3wPXF4DSRempgVcqjCHqdhNNqmhtrCVQ5ccbCuMJhfFWkPC6BUJeL2HPTATbMuOKRPGFQrgK6Qo3yJ3hSdtXD7Y5aV8EGANTaIdrXAZhtqQLDGJMepEiLk0x+YixuSsEr1QO1iDhxH6gIfZ7/N6IIh7v5jRv+ziYidluaQaiEZl0HN02+ZgxUL8ws/B6vhgjpcf9NZJT4irs+JsXbi/UNEuJdEVRFCdCAejZB1V1iX29ByGcYXISjUzWMR0fzuzBd3ugpkmOD3XFKuvmMJ80LolCqG3FuHzgSpqwWQvuTIKns4caeGVE2OPm6JJFeBZGWNDdx6KuyhFej7pcHF/YSl9zY0GvWzc6xvKjnfgnimyJeIENQHJhpiEkV6/X8RVzk1bgdYgH72XEo6copcSD5IquQgy79IWXVUgBojgTwCtgD5b68RojOAIP/ZvkgaXj9koJ8Is+lKZfpyiKotB/BO74h1QJhcAwjPQU9n0iIXj6Z/D0T3ML5/b44dKPwwXvoUyeNJOYlwaewYObOqIES92UVFwQroKIhbDfgDtcMXkD1u0mVNVGsLZ56pOngT8yivUGIVLk79INNKXt8yNyBYUOZ/Qjd2Yp5nvVsW0c8ZaoPp5SanxI3l0GjVnqSZUNmSDh6SsXxgdlS8ftje2fhYU8t1e8eNWFXWSbMf664ngt0zEu8NWWz+dWFGV6DDlUgHPSzMuEv3bqscZaGOuDngO5zbu9VZM9hcl4fDLmuL2Zz6lqyH48T+algVfLOlbxifIz8OIYqG4K4PIHqJTEErdxsbCmmsYCxx16q8N4l4+JW362mUA8B4ECX7ce8aQVsmLmdIkgQupFLiqjKFPiQu6HXKtWR4AWMK8vXpMKhnHB0tOmn9Q/E5ZugOu+DBNlkuPduGR2wjOrG+FNH4WNbyv+eymKUn40Lp16rHF74dx3wfIzyS1E0w3LzyCj9+7USyT0Ppolh8dbLcVfioSxczAEcNOmTfb5558vdTMURVEURVEURVFKgjHmBWvtpvT9pfQRKIqiKIqiKIqiKAVEDTxFURRFURRFUZQKQQ08RVEURVEURVGUCkENPEVRFEVRFEVRlApBDTxFURRFURRFUZQKQQ08RVEURVEURVGUCkENPEVRFEVRFEVRlApBDTxFURRFURRFUZQKQQ08RVEURVEURVGUCkENPEVRFEVRFEVRlAohLwPPGHO9MWa7MSZqjNmUduwzxpg9xphdxpgrMrx+tTHmmdh5vzDG+PJpj6IoiqIoiqIoynwmXw/eNuA64NHkncaYDcCNwGnAlcD/Nca4HV7/VeBb1tqTgX7gQ3m2R1EURVEURVEUZd6Sl4FnrX3VWrvL4dC1wK3W2qC1dj+wB9icfIIxxgCXAL+O7fox8I582qMoiqIoiqIoijKfKVYO3jLgcNLfR2L7kmkFBqy14SznKIqiKIqiKIqiKDnimeoEY8wDwGKHQzdZa+8ofJMytuMjwEdif44YY5w8h4qSThvQU+pGKPMC7WvKbKF9TZkttK8ps4X2tZmx0mnnlAaetfYtM3izo8CKpL+Xx/Yl0ws0GWM8MS+e0znJ7bgFuGUGbVHmMcaY5621m6Y+U1HyQ/uaMltoX1NmC+1rymyhfa2wFCtE87fAjcYYvzFmNbAWeDb5BGutBR4C3hXb9X5g1jyCiqIoiqIoiqIolUa+MgnvNMYcAS4E7jLG3Adgrd0O/BLYAdwLfMxaG4m95m5jzNLYJf4G+GtjzB4kJ+/7+bRHURRFURRFURRlPmPEkaYolYkx5iOx8F5FKSra15TZQvuaMltoX1NmC+1rhUUNPEVRFEVRFEVRlAqhWDl4iqIoiqIoiqIoyiyjBp4ypzHG/MAY02WM2Za0r8UYc78x5rXYz+bYfmOM+Y4xZo8xZqsx5pzStVyZa2Toa9cbY7YbY6LGmE1p538m1td2GWOumP0WK3OVDH3ta8aYnbGx6zZjTFPSMe1ryozI0Ne+GOtnW4wxv4/XTdBnqJIPTn0t6dgnjTHWGNMW+1v7Wp6ogafMdX4EXJm272+BB621a4EHY38DXIVUdF2LaCr+2yy1UakMfsTkvrYNuA54NHmnMWYDcCNwWuw1/9cY456FNiqVwY+Y3NfuB0631p4J7AY+A9rXlLz5EZP72testWdaazcCdwKfj+3XZ6iSDz9icl/DGLMCuBw4lLRb+1qeqIGnzGmstY8CfWm7rwV+HPv9x8A7kvb/xApPIzqMS2anpcpcx6mvWWtftdbucjj9WuBWa23QWrsf2ANsnoVmKhVAhr72+5hmLMDTiHYsaF9T8iBDXxtK+rMWiBdr0GeoMmMyzNcAvgV8mkQ/A+1reaMGnlKJLLLWdsR+7wQWxX5fBhxOOu9IbJ+iFBrta0ox+SBwT+x37WtKwTHGfMkYcxh4DwkPnvY1paAYY64FjlprX047pH0tT9TAUyoaK2VitVSsoigVgTHmJiAM/Fep26JULtbam6y1K5B+9vFSt0epPIwxNcBnSSwgKAVEDTylEjked+XHfnbF9h8FViSdtzy2T1EKjfY1peAYYz4AvA14j01oHGlfU4rJfwF/FPtd+5pSSE4CVgMvG2MOIP3pRWPMYrSv5Y0aeEol8lvg/bHf3w/ckbT/fbHqTBcAg0mhnIpSSH4L3GiM8RtjViOJ4s+WuE3KHMYYcyWSp/J2a+1Y0iHta0pBMcasTfrzWmBn7Hd9hioFw1r7irV2obV2lbV2FRKGeY61thPta3njKXUDFCUfjDE/B94EtBljjgB/D3wF+KUx5kPAQeCG2Ol3A1cjRQjGgP9v1huszFky9LU+4J+BBcBdxpgt1torrLXbjTG/BHYg4XQfs9ZGStR0ZY6Roa99BvAD9xtjAJ621n5U+5qSDxn62tXGmHVAFHmGfjR2uj5DlRnj1Nestd/PcLr2tTwxiSgPRVEURVEURVEUZS6jIZqKoiiKoiiKoigVghp4iqIoiqIoiqIoFYIaeIqiKIqiKIqiKBWCGniKoiiKoiiKoigVghp4iqIoiqIoiqIoFYIaeIqiKIqiKIqiKBWCGniKoiiKoiiKoigVghp4iqIoiqIoiqIoFcL/A4+3WFfemMSYAAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "cluster_n = 6\n",
        "expo = 2 \n",
        "min_err = 0.001 \n",
        "max_iter = 500 \n",
        "verbose = 0\n",
        "m,c = fcm(x,cluster_n,expo,min_err,max_iter,verbose)\n",
        "m = np.reshape(m,(imeg.shape[0],imeg.shape[1]),order='F')\n",
        "    \n",
        "#Replace pixel intensity with centers found by FCM or replace pixel intensity with median for each cluster\n",
        "simg =keep_center(imeg,m,c,verbose)\n",
        "# simg = fm.calc_median(img,m,verbose)\n",
        "    \n",
        "#Preview output image\n",
        "plt.figure(figsize=(15,7))\n",
        "plt.imshow(simg,extent=(91, 145,-10, 10))\n",
        "plt.title('Segmented Image when K = %i' % cluster_n)\n",
        "plt.axis('on')\n",
        "path = \"./data1/Hasil image/Fuzzy\"\n",
        "plt.savefig(path + '%s'%nama +' untuk k-%i' % cluster_n, bbox_inches='tight')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 373
        },
        "id": "2u5o9v120yZY",
        "outputId": "cb1fb68b-375d-4c99-d172-62a45ee8bf95"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x504 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "cluster_n = 7\n",
        "expo = 2 \n",
        "min_err = 0.001 \n",
        "max_iter = 500 \n",
        "verbose = 0\n",
        "m,c = fcm(x,cluster_n,expo,min_err,max_iter,verbose)\n",
        "m = np.reshape(m,(imeg.shape[0],imeg.shape[1]),order='F')\n",
        "    \n",
        "#Replace pixel intensity with centers found by FCM or replace pixel intensity with median for each cluster\n",
        "simg =keep_center(imeg,m,c,verbose)\n",
        "# simg = fm.calc_median(img,m,verbose)\n",
        "    \n",
        "#Preview output image\n",
        "plt.figure(figsize=(15,7))\n",
        "plt.imshow(simg,extent=(91, 145,-10, 10))\n",
        "plt.title('Segmented Image when K = %i' % cluster_n)\n",
        "plt.axis('on')\n",
        "path = \"./data1/Hasil image/Fuzzy\"\n",
        "plt.savefig(path + '%s'%nama +' untuk k-%i' % cluster_n, bbox_inches='tight')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 373
        },
        "id": "S4UO1eqfAyqn",
        "outputId": "e2551025-e2e3-41ae-a934-e4a624ad0b1a"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x504 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "cluster_n = 8\n",
        "expo = 2 \n",
        "min_err = 0.001 \n",
        "max_iter = 500 \n",
        "verbose = 0\n",
        "m,c = fcm(x,cluster_n,expo,min_err,max_iter,verbose)\n",
        "m = np.reshape(m,(imeg.shape[0],imeg.shape[1]),order='F')\n",
        "    \n",
        "#Replace pixel intensity with centers found by FCM or replace pixel intensity with median for each cluster\n",
        "simg =keep_center(imeg,m,c,verbose)\n",
        "# simg = fm.calc_median(img,m,verbose)\n",
        "    \n",
        "#Preview output image\n",
        "plt.figure(figsize=(15,7))\n",
        "plt.imshow(simg,extent=(91, 145,-10, 10))\n",
        "plt.title('Segmented Image when K = %i' % cluster_n)\n",
        "plt.axis('on')\n",
        "path = \"./data1/Hasil image/Fuzzy\"\n",
        "plt.savefig(path + '%s'%nama +' untuk k-%i' % cluster_n, bbox_inches='tight')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 373
        },
        "id": "4bt6MGTWAyqp",
        "outputId": "403f8fb3-bab2-4b07-8ec6-23ddda29094a"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x504 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "cluster_n = 9\n",
        "expo = 2 \n",
        "min_err = 0.001 \n",
        "max_iter = 500 \n",
        "verbose = 0\n",
        "m,c = fcm(x,cluster_n,expo,min_err,max_iter,verbose)\n",
        "m = np.reshape(m,(imeg.shape[0],imeg.shape[1]),order='F')\n",
        "    \n",
        "#Replace pixel intensity with centers found by FCM or replace pixel intensity with median for each cluster\n",
        "simg =keep_center(imeg,m,c,verbose)\n",
        "# simg = fm.calc_median(img,m,verbose)\n",
        "    \n",
        "#Preview output image\n",
        "plt.figure(figsize=(15,7))\n",
        "plt.imshow(simg,extent=(91, 145,-10, 10))\n",
        "plt.title('Segmented Image when K = %i' % cluster_n)\n",
        "plt.axis('on')\n",
        "path = \"./data1/Hasil image/Fuzzy\"\n",
        "plt.savefig(path + '%s'%nama +' untuk k-%i' % cluster_n, bbox_inches='tight')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 373
        },
        "id": "2n4X3xg9Ayqq",
        "outputId": "568355c1-ad0f-420b-bc00-0cc1004a3a6e"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x504 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "cluster_n = 10\n",
        "expo = 2 \n",
        "min_err = 0.001 \n",
        "max_iter = 500 \n",
        "verbose = 0\n",
        "m,c = fcm(x,cluster_n,expo,min_err,max_iter,verbose)\n",
        "m = np.reshape(m,(imeg.shape[0],imeg.shape[1]),order='F')\n",
        "    \n",
        "#Replace pixel intensity with centers found by FCM or replace pixel intensity with median for each cluster\n",
        "simg =keep_center(imeg,m,c,verbose)\n",
        "# simg = fm.calc_median(img,m,verbose)\n",
        "    \n",
        "#Preview output image\n",
        "plt.figure(figsize=(15,7))\n",
        "plt.imshow(simg,extent=(91, 145,-10, 10))\n",
        "plt.title('Segmented Image when K = %i' % cluster_n)\n",
        "plt.axis('on')\n",
        "path = \"./data1/Hasil image/Fuzzy\"\n",
        "plt.savefig(path + '%s'%nama +' untuk k-%i' % cluster_n, bbox_inches='tight')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AMchypI24Juo",
        "outputId": "10e14311-7122-43c6-d457-88ab4c5ad01f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: fuzzy-c-means in /usr/local/lib/python3.7/dist-packages (1.6.3)\n",
            "Requirement already satisfied: tabulate<0.9.0,>=0.8.9 in /usr/local/lib/python3.7/dist-packages (from fuzzy-c-means) (0.8.9)\n",
            "Requirement already satisfied: typer<0.4.0,>=0.3.2 in /usr/local/lib/python3.7/dist-packages (from fuzzy-c-means) (0.3.2)\n",
            "Requirement already satisfied: numpy<2.0.0,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from fuzzy-c-means) (1.21.6)\n",
            "Requirement already satisfied: pydantic<2.0.0,>=1.8.2 in /usr/local/lib/python3.7/dist-packages (from fuzzy-c-means) (1.9.0)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.7/dist-packages (from pydantic<2.0.0,>=1.8.2->fuzzy-c-means) (4.2.0)\n",
            "Requirement already satisfied: click<7.2.0,>=7.1.1 in /usr/local/lib/python3.7/dist-packages (from typer<0.4.0,>=0.3.2->fuzzy-c-means) (7.1.2)\n"
          ]
        }
      ],
      "source": [
        "! pip install fuzzy-c-means "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HOiLiV-zAyqt",
        "outputId": "14baee23-2b14-49f6-d439-f318b4a4155b"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "For no of clusters = 3  The average silhouette_score is : 0.6850207717520072\n",
            "For no of clusters = 4  The average silhouette_score is : 0.746004888431081\n",
            "For no of clusters = 5  The average silhouette_score is : 0.7385444240064469\n",
            "For no of clusters = 6  The average silhouette_score is : 0.7406200484022578\n",
            "For no of clusters = 7  The average silhouette_score is : 0.7131529905546647\n",
            "For no of clusters = 8  The average silhouette_score is : 0.7184249710744224\n",
            "For no of clusters = 9  The average silhouette_score is : 0.721566344836167\n",
            "For no of clusters = 10  The average silhouette_score is : 0.7187529397346797\n"
          ]
        }
      ],
      "source": [
        "from sklearn.metrics import silhouette_score\n",
        "from fcmeans import FCM \n",
        "\n",
        "no_of_clusters = range(3,11)\n",
        "\n",
        "for n_clusters in no_of_clusters:\n",
        "    fcm= FCM(n_clusters= n_clusters)\n",
        "    fcm_labels = fcm.fit(x) \n",
        "    fcm_labels = fcm.predict(x) \n",
        "    silhouette_avg = silhouette_score(x, fcm_labels)\n",
        "    print(\"For no of clusters =\", n_clusters,\" The average silhouette_score is :\", silhouette_avg) "
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "collapsed_sections": [],
      "name": "Detecting Upwelling Area With FUzzy C Means Clustering.ipynb",
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}