{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "193dbee0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9d2a7971",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>pet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1980</td>\n",
       "      <td>1563.052578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1981</td>\n",
       "      <td>1421.942566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1982</td>\n",
       "      <td>1504.641507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1983</td>\n",
       "      <td>1487.846696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1984</td>\n",
       "      <td>1493.770060</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year          pet\n",
       "0  1980  1563.052578\n",
       "1  1981  1421.942566\n",
       "2  1982  1504.641507\n",
       "3  1983  1487.846696\n",
       "4  1984  1493.770060"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_excel(\"data.xlsx\", sheet_name = \"pet\")\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8276be12",
   "metadata": {},
   "source": [
    "# Line chart\n",
    "# Time series plot\n",
    "\n",
    "https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.plot.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "da09ac38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x29eff2451f0>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot('year', 'pet',data=data, color = 'red')  # plot('xlabel', 'ylabel', data=obj)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fc39687c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x29eff31b730>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data['year'],data['pet'],'b--o')  # plot x and y using blue circle markers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b490ce27",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x29efeae2df0>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data['year'],data['pet'],'b--o', linewidth=2, markersize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "22cdfba5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x29eff3d46d0>]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data['year'],data['pet'], color='green', marker='o', linestyle='dashed', linewidth=2, markersize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2d3b5474",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>pet</th>\n",
       "      <th>di</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1980</td>\n",
       "      <td>1563.052578</td>\n",
       "      <td>12.355643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1981</td>\n",
       "      <td>1421.942566</td>\n",
       "      <td>818.463441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1982</td>\n",
       "      <td>1504.641507</td>\n",
       "      <td>-402.249164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1983</td>\n",
       "      <td>1487.846696</td>\n",
       "      <td>140.541067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1984</td>\n",
       "      <td>1493.770060</td>\n",
       "      <td>80.621273</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year          pet          di\n",
       "0  1980  1563.052578   12.355643\n",
       "1  1981  1421.942566  818.463441\n",
       "2  1982  1504.641507 -402.249164\n",
       "3  1983  1487.846696  140.541067\n",
       "4  1984  1493.770060   80.621273"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = pd.read_excel(\"data.xlsx\",sheet_name = \"pet_di\")\n",
    "data1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a324a748",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x29eff473580>,\n",
       " <matplotlib.lines.Line2D at 0x29eff473460>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data1['year'],data1['pet'], 'b--^', data1['year'],data1['di'], 'r-o')   # plot(x1, y1, 'b--^', x2, y2, 'r-o')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e1db993f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,4), dpi= 80)  # https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.figure.html\n",
    "                                    # figsize (Width, height) in inches\n",
    "    \n",
    "plt.plot(data['year'],data['pet'], color='green', marker='o', linestyle='dashed', linewidth=2, markersize=10)\n",
    "plt.xlabel(\"Year\")\n",
    "plt.ylabel(\"PET (mm)\")\n",
    "plt.title(\"Yearly PET\")\n",
    "plt.savefig('Yearly_pet.png',dpi=300)  # save figure as high resolution for journal"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3429b2ac",
   "metadata": {},
   "source": [
    "# Scatter plot\n",
    "\n",
    "show how much one variable is affected by another"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "22f6c3ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>pet</th>\n",
       "      <th>di</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1980</td>\n",
       "      <td>1563.052578</td>\n",
       "      <td>12.355643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1981</td>\n",
       "      <td>1421.942566</td>\n",
       "      <td>818.463441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1982</td>\n",
       "      <td>1504.641507</td>\n",
       "      <td>-402.249164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1983</td>\n",
       "      <td>1487.846696</td>\n",
       "      <td>140.541067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1984</td>\n",
       "      <td>1493.770060</td>\n",
       "      <td>80.621273</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year          pet          di\n",
       "0  1980  1563.052578   12.355643\n",
       "1  1981  1421.942566  818.463441\n",
       "2  1982  1504.641507 -402.249164\n",
       "3  1983  1487.846696  140.541067\n",
       "4  1984  1493.770060   80.621273"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pet_di = pd.read_excel(\"data.xlsx\",sheet_name = \"pet_di\")\n",
    "pet_di.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e5db0345",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x29e80ffcfd0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(pet_di['year'], pet_di['pet'], color='green', label = 'PET')\n",
    "plt.scatter(pet_di['year'], pet_di['di'], color='red', label = 'DI')\n",
    "plt.xlabel(\"Year\")\n",
    "plt.ylabel(\"PET and DI (mm)\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51ca0d94",
   "metadata": {},
   "source": [
    "# Single Bar plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7134b01a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "student_name   = ['Jalal', 'Jara', 'Babul', 'Tamim', 'Emdad']\n",
    "mark           = [95,90,85,70,65]\n",
    "\n",
    "plt.bar(student_name,mark)\n",
    "plt.xlabel('Name of students')\n",
    "plt.ylabel('Exam score')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa15e198",
   "metadata": {},
   "source": [
    "# Multiple bar charts\n",
    " \n",
    "based on thickness and the positions of the bars\n",
    "\n",
    "thickness = 0.25 units\n",
    "\n",
    "Each bar chart will be shifted 0.25 units from the previous one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4c02d0da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.XTick at 0x29e8109f430>,\n",
       "  <matplotlib.axis.XTick at 0x29e8109f400>,\n",
       "  <matplotlib.axis.XTick at 0x29e8109df10>,\n",
       "  <matplotlib.axis.XTick at 0x29e810e9b80>],\n",
       " [Text(0.25, 0, '2017'),\n",
       "  Text(1.25, 0, '2018'),\n",
       "  Text(2.25, 0, '2019'),\n",
       "  Text(3.25, 0, '2020')])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "English    = [60, 75, 80, 30]\n",
    "Mathmetics = [17, 20, 50, 45]\n",
    "Physics    = [70, 50, 75, 30]\n",
    "\n",
    "x = np.arange(4)  # create positions\n",
    "\n",
    "plt.bar(x + 0.00, English, color = 'b', width = 0.25, label = 'English')\n",
    "plt.bar(x + 0.25, Mathmetics, color = 'r', width = 0.25, label = 'Mathmetics')\n",
    "plt.bar(x + 0.50, Physics, color = 'g', width = 0.25, label = 'Physics')\n",
    "plt.legend()\n",
    "plt.xticks([0 + 0.25, 1 + 0.25, 2 + 0.25, 3 + 0.25],[2017, 2018, 2019, 2020])  # ticks, labels"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11a05823",
   "metadata": {},
   "source": [
    "# Stacked bar chart \n",
    "\n",
    "Instead of running from zero to a value, it will go from the bottom to the value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b2e2b1b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.XTick at 0x29e81123280>,\n",
       "  <matplotlib.axis.XTick at 0x29e81123250>,\n",
       "  <matplotlib.axis.XTick at 0x29e8111dd00>,\n",
       "  <matplotlib.axis.XTick at 0x29e81160ac0>],\n",
       " [Text(0, 0, '2017'),\n",
       "  Text(1, 0, '2018'),\n",
       "  Text(2, 0, '2019'),\n",
       "  Text(3, 0, '2020')])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(x, English, color = 'b', width = 0.25, label = 'English')\n",
    "plt.bar(x, Mathmetics, color = 'r', width = 0.25, bottom = English, label = 'Mathmetics')\n",
    "plt.legend()\n",
    "plt.xticks([0, 1, 2, 3],[2017, 2018, 2019, 2020])  # ticks, labels"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d902c641",
   "metadata": {},
   "source": [
    "# Histogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a85029c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.YTick at 0x29e81191850>,\n",
       "  <matplotlib.axis.YTick at 0x29e81191430>,\n",
       "  <matplotlib.axis.YTick at 0x29e8118e220>,\n",
       "  <matplotlib.axis.YTick at 0x29e811c02b0>,\n",
       "  <matplotlib.axis.YTick at 0x29e811c07c0>],\n",
       " [Text(0, 0, '0'),\n",
       "  Text(0, 1, '1'),\n",
       "  Text(0, 2, '2'),\n",
       "  Text(0, 3, '3'),\n",
       "  Text(0, 4, '4')])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAEGCAYAAABvtY4XAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAATaElEQVR4nO3dfZBldX3n8feHp4DCBJDR8DQ2GqNhJQEyuhpTPqAxGgxmTVyhohXRZMiuMehqKagrsUxFTUISl2BYovgQLYghrEFAgRjRkGRlZkBgYJwVCaxEdHDVDKCCwHf/OKczd8bpnjP33tPdnH6/qrruPQ/3nO/9Vfdnzvzu7/5OqgpJ0vDsttgFSJL6YcBL0kAZ8JI0UAa8JA2UAS9JA7XHYhcw6qCDDqqZmZnFLkOSHjbWr1//zapauaNtSyrgZ2ZmWLdu3WKXIUkPG0lun2ubXTSSNFAGvCQNlAEvSQNlwEvSQBnwkjRQBrwkDVTvAZ9k9yTXJbmk73NJkrZaiCv4U4GNC3AeSdKIXgM+yWHA8cD7+zyPJOmH9f1N1j8F3gTsN9cOSdYAawBWrVrVczlajmZOu3SxSxic2959/GKXoA56u4JP8iJgc1Wtn2+/qjq3qlZX1eqVK3c4nYIkaQx9dtE8AzghyW3ABcBxST7a4/kkSSN6C/iqOr2qDquqGeBE4O+r6uV9nU+StC3HwUvSQC3IdMFVdRVw1UKcS5LU8ApekgbKgJekgTLgJWmgDHhJGigDXpIGyoCXpIEy4CVpoAx4SRooA16SBsqAl6SBMuAlaaAMeEkaKANekgbKgJekgTLgJWmgDHhJGigDXpIGyoCXpIEy4CVpoAx4SRooA16SBsqAl6SBMuAlaaAMeEkaKANekgbKgJekgTLgJWmgDHhJGigDXpIGyoCXpIEy4CVpoAx4SRooA16SBsqAl6SBMuAlaaAMeEkaKANekgZqpwGf5NQkK9L4QJJrkzx/IYqTJI2vyxX8q6pqC/B8YCVwMvDuXquSJE2sS8CnffxF4INVdf3IOknSEtUl4NcnuYIm4C9Psh/wUL9lSZImtUeHfV4NHA3cWlXfTfIomm4aSdIS1uUK/sqquraqvgNQVf8P+JOdvSjJ3kmuSXJ9kpuSvGPCWiVJu2DOK/gkewOPAA5KcgBb+91XAId0OPZ9wHFVdU+SPYGrk3yqqv73pEVLknZuvi6aU4DX0YT5erYG/Bbg7J0duKoKuKdd3LP9qXELlSTtmjQ5PM8OyWur6qyxDp7sTvOPw48DZ1fVm3ewzxpgDcCqVat+5vbbbx/nVIMyc9qli12CpAV027uPH/u1SdZX1eodbdvph6xVdVaSnwVmRvevqo90eO2DwNFJ9gf+V5InV9WG7fY5FzgXYPXq1V7hS9KU7DTgk/wl8Hjgi8CD7eoCdhrws6rqO0muAl4AbNjJ7pKkKegyTHI1cGTtrC9nO0lWAj9ow30f4HnAe8aoUZI0hi4BvwH4MeDOXTz2wcCH23743YCPV9Ulu3gMSdKYugT8QcDNSa6hGfoIQFWdMN+LquoG4JjJypMkjatLwP9u30VIkqavyyiazy1EIZKk6eoyH/zTkqxNck+S+5M8mGTLQhQnSRpfl7lo/gw4CfgysA/wG+06SdIS1qUPnqq6Jcnu7ReXPpjkn3quS5I0oS4B/90kewFfTPIHNMMlH9lvWZKkSXXponlFu99vA/cChwO/0mdRkqTJdRlFc3t7BT8DXARsqqr7+y5MkjSZLnPRHA+cA3yFZsrgI5KcUlWf6rs4SdL4uvTBnwk8p6puAUjyeOBSwICXpCWsSx/85tlwb90KbO6pHknSlHS5gr8pyWXAx2mmCX4psDbJSwCq6qIe65MkjalLwO8NfAN4Vrt8F3Ag8Es0gW/AS9IS1GUUzckLUYgkabrmDPgkb6qqP0hyFju4WXZV/U6vlUmSJjLfFfzG9nHdQhQiSZquOQO+qj7ZPn544cqRJE1Ll+mCr0yy/8jyAUku77UqSdLEuoyDX1lV35ldqKpvA4/urSJJ0lR0CfgHk6yaXUjyWHbwoaskaWnpMg7+rcDVSWZv3fdMYE1/JUmSpqHLOPhPJzkWeBrNZGOvr6pv9l6ZJGkic3bRJHlS+3gssAr4GvCvwKp2nSRpCZvvCv6/0XTFnLmDbQUc10tFkqSpmG8c/Gw/+wur6vuj25Ls3WtVkqSJdRlFs6MbbHvTbUla4uabi+bHgEOBfZIcQ/MBK8AK4BELUJskaQLz9cH/AvBK4DCafvjZgN8CvKXfsiRJk5qvD/7DSf4SOKmqPraANUmSpmDePviqegg4ZYFqkSRNUZcPWa9M8sYkhyc5cPan98okSRPpMlXBq9rH14ysK+Bx0y9HkjQtXaYqOGIhCpEkTVeXK3iSPBk4kuYG3ABU1Uf6KkqSNLmdBnySM4Bn0wT8ZcALgasBA16SlrAuH7L+KvBc4OtVdTLw08CP9FqVJGliXQL+e+1wyQeSrAA24weskrTkdemDX9fek/UvgPXAPcA1fRYlSZpcl1E0/7V9ek6STwMrquqGfsuSJE2q6yialwA/RzP+/WrAgJekJW6nffBJ3gf8FnAjsAE4JcnZfRcmSZpMlyv4ZwFPrqoCSPJhmrCXJC1hXUbRbKK5J+usw7GLRpKWvC4B/yhgY5KrklwF3AysTHJxkovnelE7Odlnk2xMclOSU6dUsySpgy5dNG8f89gPAG+oqmuT7AesT3JlVd085vEkSbugyzDJz41z4Kq6E7izfX53ko00twA04CVpAXQaJjmpJDPAMcAXdrBtDbAGYNWqVdtv7mzmtEvHfq0kDVGXPviJJNkX+BvgdVW1ZfvtVXVuVa2uqtUrV67suxxJWjbmDPgkn2kf3zPuwZPsSRPuH6uqi8Y9jiRp183XRXNwkmcBJyS5AMjoxqq6dr4DJwnwAWBjVf3xxJVKknbJfAH/duA04DBg+4Au4LidHPsZwCuAG5N8sV33lqq6bIw6JUm7aM6Ar6oLgQuT/PeqeueuHriqrma7q35J0sLpMkzynUlOAJ7Zrrqqqi7ptyxJ0qS6TDb2LuBUmvHrNwOntuskSUtYl3HwxwNHt3d1mp1s7Drg9D4LkyRNpus4+P1Hnv9oD3VIkqasyxX8u4DrknyW5kPTZ+LVuyQteV0+ZD2/nUXyKTQB/+aq+nrfhUmSJtNpLpp24rA5pwaWJC09vc9FI0laHAa8JA3UvAGfZLckGxaqGEnS9Mwb8O3Y9+uTjD9RuyRpUXT5kPVg4KYk1wD3zq6sqhN6q0qSNLEuAf+O3quQJE1dp3uyJnks8ISq+rskjwB27780SdIkukw29pvAhcD/bFcdCnyix5okSVPQZZjka2hu3rEFoKq+DDy6z6IkSZPrEvD3VdX9swtJ9qC5o5MkaQnrEvCfS/IWYJ8kPw/8NfDJfsuSJE2qS8CfBtwF3AicAlwGvK3PoiRJk+syiuah9iYfX6DpmtlUVXbRSNISt9OAT3I8cA7wFZrpgo9IckpVfarv4iRJ4+vyRaczgedU1S0ASR4PXAoY8JK0hHXpg988G+6tW4HNPdUjSZqSOa/gk7ykfXpTksuAj9P0wb8UWLsAtUmSJjBfF80vjTz/BvCs9vldwAG9VSRJmoo5A76qTl7IQiRJ09VlFM0RwGuBmdH9nS5Ykpa2LqNoPgF8gObbqw/1Wo0kaWq6BPz3q+p/9F6JJGmqugT8e5OcAVwB3De7sqqu7a0qSdLEugT8UcArgOPY2kVT7bIkaYnqEvD/CXjc6JTBkqSlr8s3Wa8H9u+5DknSlHW5gn8M8KUka9m2D95hkpK0hHUJ+DN6r0KSNHVd5oP/3EIUIkmari7fZL2brfdg3QvYE7i3qlb0WZgkaTJdruD3G11O8svAU/sqSJI0HV1G0Wyjqj6BY+Alacnr0kXzkpHF3YDVbO2ykSQtUV1G0YzOC/8AcBvw4l6qkSRNTZc+eOeFl6SHoflu2ff2eV5XVfXOHuqRJE3JfB+y3ruDH4BXA2/e2YGTnJdkc5INE1cpSdpl892y78zZ50n2A04FTgYuAM6c63UjPgT8GfCRyUqUJI1j3mGSSQ5M8nvADTT/GBxbVW+uqs07O3BVfR741nTKlCTtqjkDPskfAmuBu4Gjqup3q+rb0y4gyZok65Ksu+uuu6Z9eElatua7gn8DcAjwNuBrSba0P3cn2TKtAqrq3KpaXVWrV65cOa3DStKyN18f/C5/y1WStHQY4pI0UL0FfJLzgX8GnpjkjiSv7utckqQf1mWqgrFU1Ul9HVuStHN20UjSQBnwkjRQBrwkDZQBL0kDZcBL0kAZ8JI0UAa8JA2UAS9JA2XAS9JAGfCSNFAGvCQNlAEvSQNlwEvSQBnwkjRQBrwkDZQBL0kDZcBL0kAZ8JI0UAa8JA2UAS9JA2XAS9JAGfCSNFAGvCQNlAEvSQNlwEvSQBnwkjRQBrwkDZQBL0kDZcBL0kAZ8JI0UAa8JA2UAS9JA2XAS9JAGfCSNFAGvCQNlAEvSQNlwEvSQBnwkjRQBrwkDZQBL0kDZcBL0kAZ8JI0UAa8JA1UrwGf5AVJNiW5JclpfZ5LkrSt3gI+ye7A2cALgSOBk5Ic2df5JEnb6vMK/qnALVV1a1XdD1wAvLjH80mSRuzR47EPBb46snwH8B+33ynJGmBNu3hPkk091rQQDgK+udhFLBG2xbZsj23ZHq28Z6K2eOxcG/oM+OxgXf3QiqpzgXN7rGNBJVlXVasXu46lwLbYlu2xLdtjq77aos8umjuAw0eWDwO+1uP5JEkj+gz4tcATkhyRZC/gRODiHs8nSRrRWxdNVT2Q5LeBy4HdgfOq6qa+zreEDKa7aQpsi23ZHtuyPbbqpS1S9UPd4pKkAfCbrJI0UAa8JA2UAT+mJIcn+WySjUluSnJqu/7AJFcm+XL7eMBi17pQkuye5Lokl7TLy7kt9k9yYZIvtb8jT1/m7fH69u9kQ5Lzk+y9nNojyXlJNifZMLJuzvef5PR2ipdNSX5h3PMa8ON7AHhDVf0k8DTgNe1UDKcBn6mqJwCfaZeXi1OBjSPLy7kt3gt8uqqeBPw0Tbssy/ZIcijwO8DqqnoyzaCLE1le7fEh4AXbrdvh+29z5ETgP7SveV879cuuqyp/pvAD/C3w88Am4OB23cHApsWubYHe/2HtL+lxwCXtuuXaFiuAf6EdxDCyfrm2x+y32g+kGbl3CfD85dYewAywYWe/D8DpwOkj+10OPH2cc3oFPwVJZoBjgC8Aj6mqOwHax0cvYmkL6U+BNwEPjaxbrm3xOOAu4INtl9X7kzySZdoeVfWvwB8B/xe4E/i3qrqCZdoeI+Z6/zua5uXQcU5gwE8oyb7A3wCvq6oti13PYkjyImBzVa1f7FqWiD2AY4E/r6pjgHsZdvfDvNq+5RcDRwCHAI9M8vLFrWpJ6zTNSxcG/ASS7EkT7h+rqova1d9IcnC7/WBg82LVt4CeAZyQ5DaaWUOPS/JRlmdbQHPFdUdVfaFdvpAm8JdrezwP+JeququqfgBcBPwsy7c9Zs31/qc2zYsBP6YkAT4AbKyqPx7ZdDHw6+3zX6fpmx+0qjq9qg6rqhmaD4f+vqpezjJsC4Cq+jrw1SRPbFc9F7iZZdoeNF0zT0vyiPbv5rk0Hzov1/aYNdf7vxg4McmPJDkCeAJwzTgn8JusY0ryc8A/ADeytd/5LTT98B8HVtH8Yr+0qr61KEUugiTPBt5YVS9K8iiWaVskORp4P7AXcCtwMs0F1XJtj3cAL6MZfXYd8BvAviyT9khyPvBsmimSvwGcAXyCOd5/krcCr6Jpr9dV1afGOq8BL0nDZBeNJA2UAS9JA2XAS9JAGfCSNFAGvCQNVJ833ZZ6k+RBmiGqsy6oqncvVj3SUuQwST0sJbmnqvZd7DomlWSPqnpgsevQMNlFo8FI8qPt/NlPbJfPT/Kb7fM/T7KunZP8HSOvuS3J7yf553b7sUkuT/KVJL+1g3M8MsmlSa5v5zZ/Wbv+KUn+qV1/TZL92jnPP5jkxnbSsee0+74yyV8n+SRwRXvM85Ksbfd78YI0mAbPLho9XO2T5Isjy++qqr9Kc6P3DyV5L3BAVf1Fu/2tVfWtdl7tzyT5qaq6od321ap6epI/oZm3+xnA3sBNwDnbnfcFwNeq6nj4939U9gL+CnhZVa1NsgL4Hs38+FTVUUmeRBPmP9Ee5+nAT7U1/T7N9A6vSrI/cE2Sv6uqe6fSUlq2DHg9XH2vqo7efmVVXZnkpcDZNDfamPWfk6yh+Z0/GDgSmA34i9vHG4F9q+pu4O4k30+yf1V9Z+Q4NwJ/lOQ9NPPe/0OSo4A7q2ptW8MW+PfpLM5q130pye3AbMBfOfK1/OfTTNb2xnZ5b5qvr4/ePEXaZQa8BiXJbsBP0lxBHwjc0U7Y9EbgKVX17SQfognRWfe1jw+NPJ9d3uZvpKr+T5KfAX4ReFeSK2jmFNnRh1k7mvZ11ujVeYBfqapN8787adfYB6+heT3Nle9JwHntlM4raAL135I8BnjhuAdPcgjw3ar6KM1NLI4FvgQckuQp7T77JdkD+Dzwa+26n6C5Kt9RiF8OvLadaZEkx4xbnzTKK3g9XG3fB/9p4DyaWQqfWlV3J/k88LaqOiPJdTR96rcC/zjBeY8C/jDJQ8APgP9SVfe3H7aelWQfmv89PA94H3BOkhtpZgV8ZVXd1+b4qHfS3BHrhjbkbwNeNEGNEuAwSUkaLLtoJGmgDHhJGigDXpIGyoCXpIEy4CVpoAx4SRooA16SBur/A8yLHcMO3hp1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "score    = [60, 75, 80, 30,17, 20, 50, 45,70, 50, 75, 30]\n",
    "\n",
    "plt.hist(score , bins = [10,25,50,75,100])\n",
    "plt.xlabel('Exam score')\n",
    "plt.ylabel('Number of participants')\n",
    "plt.yticks([0, 1, 2, 3, 4], [0, 1, 2, 3, 4])  # ticks, labels"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9428ede1",
   "metadata": {},
   "source": [
    "# Pie chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a2f34396",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "student_name   = ['Jalal', 'Jara', 'Babul', 'Tamim', 'Emdad']\n",
    "mark           = [95,90,85,70,65]\n",
    "\n",
    "plt.pie(mark, labels = student_name, autopct='%.1f%%')  # Autopct = fmt%pct \n",
    "                                                        # display proportionate percentage inside the respective segment\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a699ebc5",
   "metadata": {},
   "source": [
    "# Subplot\n",
    "\n",
    "https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.subplot.html\n",
    "    \n",
    "subplot(nrows, ncols, index, **kwargs)\n",
    "\n",
    "default: (1, 1, 1)\n",
    "    \n",
    "index starts at 1 in the upper left corner and increases to the right."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "59851b3d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x29e812985b0>]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(211)    \n",
    "plt.plot(data['year'],data['pet'], color='green', marker='o', linestyle='dashed', linewidth=2, markersize=10)\n",
    "\n",
    "plt.subplot(212)\n",
    "plt.plot(data1['year'],data1['di'], color='red', marker='o', linestyle='dashed', linewidth=2, markersize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "abe46a63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hpLvw9Tdv/YYVG1dw1O5HceNRN8Y04fz+uN9nvVNz9B5H8/RZT/PbI36bdh0AJ+55Ig+e9mDcjaveqHgDiG3uAn9GF2HrBGakUEQkoa+diJSKyL6ZXCPXhG1ImW0G9RpE+ZWxJwDLryynR/sevDTnpVyLGRh//fivHPfEcfTp2CfmZPjj0x9POqmbyCSayQPhuO7HAS5u09bqrfXys0G6DirvLXqPRz5/hGaFzXj4xw/HjX6bqFMDbk4h005N+5btuXC/C1Ne45EO67asY+K3EymUwm2Kvy5+jC7C1gnMdIRytoh8IiK3isipInKIiBwtIpeJyFPAq7i1IXlL2IaUQVCrtdx6zK31HqAABz10EBf9+6KkmwsFRTbDxGyu2szTM59G0bjrFMaUj0k6sZrIJBr9QKj7kE32QOjUqhP9d+nPluotTFo8KcVPlT6pOqi8s/Cdet/JkOeGAHDzUTezT8d9El4nVqemTbM229bl7Np616x9xoby5cov+feX/2bdlh3d6DdUbuDi/S/mzD5n0rZF25jn+jW6SNYJDHJ9UsbrUESkPXAOcATQGdgMfAm8pqofZSxhlkh1HUoq6wT8XjiUa8547gxemfsKL577Imf3PXuHvIv+fRHPzHyGfXfelyO6HcEzM5/J2bqceAsC/Vrs93T50wz9z1DKdivj0//3acwyfq1VqVhTwaGjD2X15tUIQpvmbVJaY3Lt+Gv5++S/c+vRt/L7436f/ENlQCoLXwulEBFBkB3KiRdy76XzX+L0vU9P6/q/fuPX3D3pbi4/8HJGnz46rToenPogU5dMZXjZcAbsNiCtOqIZOHogk7+bzHuXvscx3Y9p8PnZvoezQVbXoajqWlX9p6r+VFVPVtUzVPXGMCuThpBoSFkohY1uXmFr9VYmLJiAojEnG/8x+B/sXLIzs1bM4p/T/pmzdTlBuHM/8vkjAFx+4OVxy/hlEt251c6s3bKWooIiNty0IeU1Jj/q+SOO6HYEe7TbIyU5MiEVB5UaraG6trpeOfX+LvjXBWl/J7894rc8cOoD3H/q/WmdD+4zPPL5I77tE7LN0yuF/eVjEabRhR8Es41XnlP3S48woPOAvPzSE/H+1++zsWoj+++yP11Lu9bLX71pNT9U/gBALTuuJ0hm9vAzuF+23bkr1lTw7qJ3aVnUkgv2vSBuOb9MopMWT6JWazmo80ENCug3uNdgPrrsIy478LKUz0kXPxxPMvlOdmm9C1eWXUmzwmZpnb9602omLp5IcUExJ+55Ylp11GXbWpQo1+HvfviO52c9z+pNq1OqozEsWI1gCiVFor/0Z89+FnA27Hz80hPx6levAsT1XBk5cSQ1tYlDPWyt3srJY07OamSBbLtzP/r5owCc2+/cuDZw8M8O/sm3Lsjg4V0Pb6CkDSOTOSc/HE/8crFftWkVC9YuaNA5b1a8Sa3WcvQeRyfcGKshREYoX63ZPqf40pyXOP9f53PV61f5co18IlMvr4F+CZJPHNf9OJ4+62nuHXRvrkXxFVXdplDirSDOxOzhZ2SBbLtzr69cT3FBMT8/8OcJy/nlZfPxtx8DcMTuRzRY1lqtZfqy6Xzw9QcJy2UaQsiPsCmQ+UjnzYo36XFPD0a8PqJB5/mxOr4uscKvJHMXbsxkOkJJ35iZx+zSehcu3O9C9mzfKJbabGPOqjks/H4hHUs6ckiXQ2KWybXZI0K23bnvHXQvS69bmlIU2romUUFoXtic8/qdl5JJtKa2ZpuX1hHdGq5Q3ln4Dgc+dCC/fuPXccv4Med03WHXpRX3qi6ZjnQGdB6AIIyfP56znj8rpdFWTW0N4+ePB5yZ0C8iJq+KtRXUai2VNZXb4nad1PMk366TL5jJy9jG58s+p1AKGbTXIAoLCmOWCYvZY2j/ods2KYpHpu7cO5XslHJY8miT6AX7XcDWmq0c2uXQlEyi6yvXc3bfszmhxwl0btO5wXIe3u1wiguK+WzpZ6zdvDZmGT/mnHp26MnArs4oIXU2Si0uKKZQCrP+nYD7XiIm2ZfmvJTSaGvKd1NYvXk1Pdv33Gam8oM2zduwa+tdqaypZOn6pUz8diIbKjfQt1PfmHOQjZ1MFcqeIvJKvMMXCUPKjGUzGP7qcO6aeFeuRfGNC/e7kBXXr+APx/8hbpmwmD1O6nlS8rDdaawQXrFxBa999VpGARdP6HECAG8vfDul8u1atOOxIY8x4ZIJaV2vpLiEw7odhqK8//X7Mcv4Mec0fdl03lv0HsUFxQztP7SeV9KbF79J86LmCa/hx6rtijUVvDzH7aFX12U73mhr19a7ctORNzG8bLjve6xPunwSm27aRJfSLtvMXSft2fRGJ+D2b8+ElcBIPwTJN1ZsXMGD0x7k0C6H8uvD4psaosmHPVU6tOxAh5bx43ped9h1PDHjiaQPp2RkMtJZtmEZvxz3S8AFGKy75gFI25378emP89sJv+WnB/yUx4Y8lpZ8EYXy3qL3qK6t9sVMlIzjux/PB19/wDsL34m5AtyPOaeb3r4JRRlx8AjuPiX2SGbsuWOTrqvI9F4fOXFkcuXobSPcpnmber+3ijUVvv7eol22I/G7Tt6r6c2fQOYjlA2q+n68wxcJQ8rBXQ4GnJkolbAXYd9TZd2WdSmFFU82CZ1ts8fW6q2c/cLZLP5hMUd0O6Le3EWEZ85+JmV37mjPp99OcPGdlm9YnrbjwB7t9qBn+56s27qOz5Z+lrT8f+f+l6XrM9uVLxLeI96oyI85pzuOu4Mhew/h5qNvjlsmiHUVYdpGOJrKmkoKCwppWdSSo/c42vf684FMFcpCX6TIQ9q1aMc+HfehsqaSGctnJCybD3uq/Gr8r+hyV5eUfmiJHhp+mj1iubge+NCBfPLtJ3Qt7cq/zvsXfTr12TZ3Ufu7Wn490I0W/zv3vyl97rqKPsKEBRMyevBERinJIgF/98N3nP7c6ezzj32SumMn4tCuh1JSXMLslbNZtmFZvfyh/YfGjZ8VIZmiH7DbAF46/6W4uxNGyPa6ioaYS7P9e6tYU8G5L55L0e1FNP9Dc75c+SUX7ndhxh2EfCVThbItgJCInBudISJ/SnayiDwqIitEZFZU2m0i8p2ITPeOwVF5N4rIfBGZKyInR6UPEJGZXt694reRNA6HdnEryScvnpywnJ+L8LIRu6qmtoZx88axbMOylFdcx3toHN/j+LgjGEFoWdQyJbNHvBHdl6vcVrjXH349u7Tepd55Vw+8mlGDRnHPKfck/QzZVPTJRgwRIutPBnYdGNcRIhWaFTbjqN2Pol2LdjHjrA3ea3DSEWiBFMRU9PEm+nOFL44hPngaRu7Rl758adt83vrK9Tw548lQWB1yQaYK5fyo9zfWyTslhfMfj1PublU9wDteBxCRvt71+nnn3C+yzbbyADAM6OUdqVw7Y7YplO8SKxS/FuFly2z26ZJPWblpJd3bdadPxz5p1RFNrBFMoRSiKLccfUtSs0eiB32EG9++MeaDfve2uzPikBG0atYqqZzZXG1/fI/j6VbajZ7tU1x/koa7cF2eOvMpVl2/qp65ZXPVZn77tjPlFRUU1VP0kZFLgRTUV6w1VRw6+lAGPT2IFRtXZCyjH4RhG+HoezSyXW903WGwOuSCTBWKxHkf6/96qOoHwJoUrzUEeE5Vt6rqQmA+cIiIdAZKVXWiukiXTwJnpFhnRkRiXSVTKA2ZEI03Anln4TtZ602/9tX2BV9+De7qjmD++eN/Aql5Pvn1oN9QuSFhUM9srrbv1KoTX1/zNQ+e9mDCcn4qlE6tOsUc5fzmrd8we+Vs9t5pbz6/4vN6psorB1zJKXudwubqzQx6ehCXv3L59vvvL6XMWzOPOavm0L5F+4xl9INUohOkQiaehk1pJ9eGkKlC0TjvY/3fEH4hIuWeSSxyF3cBvo0qs9hL6+K9r5uedfbbeT+O634cQ/YektCckOoQvXlh87gjkJOeOinp5H/kBm6oWSyygjheuBU/OLPPmTQrbMa7C99lyfolCcv68aB/9PNH6XZ3Nx6cGv+Bnu3V9smU88bKjXy+9HMKpCDurn/psKlq0w6KdMBuA+jQsgPPnO2iRNc1Vf7j1H/w4rkv0r1ddxZ9v4gnpz+57f7bUr0FgKXrlzJhQXpuzX6TzDEkVTIxnTWlnVwbQqYKZX8R+UFE1gP9vfeR//dLs84HgJ7AAcBStrslx/p1aoL0enj73k8VkakrV65MU7ztFBcW886l7/C3k/6WcMIz1SH65urNcUcgNVqTdN1FVW0Vj37+aIPMYt/98B2fL/uckuISju1+bFIZ06Vdi3YM7jUYRXnhixcSlvXjQd+ppBPfb/meeybfE3dNSRCbp63atCrug/jTJZ9SozXsv8v+vswLVKypYMBDA2j1p1a0+lOrbR2Jo3Y/iq+v+ZqDOh8U99zlG5azfMNygHomHICtNVtDZcJJ5BgSxDbCTWkn14aQkUJR1UJVLVXVNqpa5L2P/J/WmFRVl6tqjarWAv8EIjFAFgPdoop2BZZ46V1jpMeq+2FVLVPVsk6d0t9LuqGkOkSvu/o4HRIppVhmschCrBN6nECLohYZXz8RF+57IQDPzno2YTk/HvSn9j6VvXfam2/WfcPY2WNjljm82+FZdXHeVLWJLnd14ZQxp/DD1h/q5c9dNZcCKfDF3BWZX5u+fPq2tOiOxIdff5jw/JETRybfKCxkJpx4jiFBbCPc1HZyTZVMg0O2EJFrRGSU1/vPeAWXNycS4Uwg4gH2CnC+iDQXkR64yfcpqroUWC8iAz3vrkuAlzOVI1VqamsoX16ecEI8MkRvVtgsZsiKkuISWha1TGmjpkyJLPiKmMR+/srPKSkuoVlhs6z3Pk/rfRqtm7VmyndTmL9mftxyfoSEj/ZYGjlxJHU3kvvom494d+G7WVltH6GkuISy3cqo0ZqYgRuvKLuCtb9dyy1H35JW/RGiJ4jrml5TnV9rTCacILbFbYo7uaZCpiavJ4AyYCYwmAaumheRZ4GJwN4islhELgfu9FyAy4HjgGsBVPUL4AVgNjAeGKG67WkwHBiNm6ivAALz11v8w2L2f3B/hv5naL2HVjSDeg1iv533Q1FaFrWst+ArYqvONrEWfG2q2sQrc1/Juqtjy+KW/M9h/8P//ej/Ek7w+hUS/pL9L6F9i/ZMXTKV1n9uvW0+6YKxF3Dq06dSWVvJ4L0GZ/XBsy0My4LYzgilzUtjuj83BD8miBubCSfbCyz9ukcbGxltASwiM1V1P+99EW7EEN9QGyJS3QI4GapK55GdWb5xOV/94qtt4azrUrGmgr3u24uS4hKWXbes3n4MpX8u3WFhXa4Iy3bGt757K3d8cEe99IZsjTpu3jiGPDckbs/70C6H8vFlH7Po+0XcPelunip/aluIjlS2302F9xe9z7FPHMt+O+9H+fDybenVtdXbtsvNlFTvndLmpay7YV3sPB/qaGrk4/a9fpDNLYC3taJqjJm8JoCIpOQ+PKZ8DABn9Tkr5uY+qQyhC6Uw5jqCaLNZpoTBTq6qvDLXxRY9cvcj0+phRsxAicw4M1fMZNH3i7K6sntg14G0LGrJzBUzd1jH8ejnj9J5ZGdfgov6MbowE07DaWzb9/qBX15edT291otI/VnIRkqyFfOqypPlTwJwSf9LYpZJZQjdvKg5bwx9I+4N/NMDfprzBV+p8O26b7n13Vu5Z1Ls1ewiwoOnPciF+13IWxe/ldaDPizrBJoXNd+2p0p0GJaPv/2Y5RuX+xK52Y8JYjPhpEdj2r7XD/zy8qrr6dVGVUuT19A4SLZi/pNvP2HB2gXs1ma3bSE56pLqROLxPY6PewOHYcFXKiz8fiF3fHAHd0+6O+6808CuA3n6rKfT9jwL0yTzCT1OQJAdQqJ8/E36OzTWxY/RRRAT2UbjxzbY8oGDuxyMIExfNj3m5PqTM9zoZOh+QxPGa8p0CB2GBV+pcOTuR9K1tCtfr/uaiYsn7pC3bos/9vkwTTL/vwH/j1W/WcWtx9wKeJGM11bQqrgV/Xfpn3H9fo0uzIRjZEr2N2poApQ2L6VPpz58/f3XLFi7gL6d+u6Qf83Aa+jQsgOX7B/b3BVNZAg9avCotGSJPBRiTTJ/v/l7Xpj9QsKeexB28gIp4Cf9fsLIiSN5duazHN7tcMCZoMr+WcbeO+3NY0Meo1Or9NcKtW7WOqVJ5iDWCdTdXyYSEPLQrof6sldKpCPhxz4kmd5/RtPGRig+EbH111UmAH069eHPJ/6ZPp0yD7yYCrlc8JUqF+7nFjm+MPuFbQvqnpzxJPPXzOer1V/RvmVmcaPCOMmsqmyo3OBr/K4INrowwkBGbsP5jF9uw/lGWFwdVZU9792TRd8voqS4hM1Vm106yl0n3cW1h2W+TWz/B/snDA4ZpIv0hAUTuPSlSzlmj2NY+P1CJi2exPiLxjfZnf2M/CWbbsNGHaLDV6zYuIKBowdy/6f351CiHQlLT3b8/PF898N3gAtRot4fwC3v3pLxAsuwTTLXai1L1i/huVnPMXnxZJoXNufF2S+GJjaWYfiBjVB8QlU55elT+PDrD/n6mq/p1KoT906+l6vHX82pvU7l1Qtf9e1a+U6Qo4eKNRVZW7SYKpFRYd3P29gXwBmNExuhBICIsLlqM5urNzPluynAdu+uVCbjmxJBrhHJ9TqB6DhbdWnKGzEZjRNTKD4SvR5l9srZTFs6jbbN2/Lj3j/OsWThIkxrRLJNWBZYGkYQmELxkch+7H/68E/0u78fALu12S3phlJNjTCtEck2TUl5GoYpFJ8YN28cv3nrNwA7hESft3pe1qP45htNaS+JpqQ8DcMUig9E7OSbqzfXy6vWarOT1yGMa0SyRVNSnoZhCsUHzE7eMJpSIMKmpDwNwxSKD5idvGGEbY1INmlKytMwTKH4gNnJG05YFlhmm6akPA3DFjb6gO12ZyQjDAssDcMPEi1stGjDPjC0/1BGfzY651F8jfBiUXyNpoCZvHzA7OSGYRhN2OQlIiuBr9M8vSOwaoeUFpTSnp6AeEcEBZS1VLCFXGyLXF/WcGJy+ku+yAn5I6vJ6dhDVWNuVtRkFUomiMjUeDbEsJEvspqc/pIvckL+yGpyJsdMXoZhGIYvmEIxDMMwfMEUSno8nGsBGkC+yGpy+ku+yAn5I6vJmQSbQzEMwzB8wUYohmEYhi+YQjEMwzB8wRSKh4g8KiIrRGRWVNr+IjJRRGaKyH9FpNRLLxaRJ7z0L0XkxqhzBnjp80XkXhGRWNcLgZzvichcEZnuHTvnUM5mIvKYlz5DRI6NOidM7ZlIzmy3ZzcRedf7Hr8Qkau99A4i8paIzPNe20edc6PXbnNF5OSo9Gy3qZ+yZq1dGyqniOzkld8gIqPq1JW1NvVZzqzep6iqHW4e6WjgIGBWVNqnwDHe+8uAO7z3FwLPee9LgEVAd+//KcBhuMWN44BBIZXzPaAsJO05AnjMe78zMA0oCGF7JpIz2+3ZGTjIe98G+AroC9wJ3OCl3wD81XvfF5gBNAd6ABVAYUBt6qesWWvXNORsBRwJXAmMqlNX1trUZzmzep/aCMVDVT8A1tRJ3hv4wHv/FnB2pDjQSkSKgJZAJfCDiHQGSlV1orpv70ngjLDJ6ac8PsnZF3jbO28F8D1QFsL2jCmnn/LEQ1WXqupn3vv1wJdAF2AI8IRX7Am2t88QXGdiq6ouBOYDhwTUpr7I6qdMfsipqhtV9SNgS3Q92W5Tv+QMAlMoiZkFnO69Pxfo5r0fC2wElgLfAH9T1TW4L3lx1PmLvbSwyRnhMW/Y+79+mz0aKOcMYIiIFIlID2CAlxe29ownZ4RA2lNEugMHApOBXVR1KbgHD27kBK6dvo06LdJ2gbZphrJGyHq7pihnPAJr0wzljJC19jSFkpjLgBEiMg031Kz00g8BaoDdcEP060RkT3aM4RUhCL/shsoJcJGq7gcc5R1BhEKOJ+ejuB/hVODvwCdANeFrz3hyQkDtKSKtgX8B16hqotFmvLYLrE19kBUCaNcGyBm3ihhpvrepD3JCltvTFEoCVHWOqp6kqgOAZ3G2XXBzE+NVtcozfXyMM30sBrpGVdEVWBJCOVHV77zX9cAzBGNiiCmnqlar6rWqeoCqDgHaAfMIWXsmkDOQ9hSRYtwD5WlV/beXvNwzuURMLyu89MXsOHqKtF0gbeqTrFlv1wbKGY+st6lPcma9PU2hJCDiASEiBcAtwINe1jfA8eJoBQwE5njDzvUiMtAbSl4CvBw2OT2TTUfvnGLgNJyZJydyikiJJx8i8iOgWlVnh60948kZRHt6n/8R4EtVvSsq6xXgUu/9pWxvn1eA80WkuWee6wVMCaJN/ZI12+2ahpwxyXab+iVnIL/7bM3259uB64kuBapwPY7LgatxHhVfAX9he2SB1sCLwBfAbOD6qHrKvC+pAhgVOSdMcuK8QKYB5V7ePXheNTmSszswFzfZOAEXHjuM7RlTzoDa80icGaUcmO4dg4GdcI4C87zXDlHn3Oy121yivI4CaFNfZM12u6Yp5yKcE8cG737pm+029UvOIO5TC71iGIZh+IKZvAzDMAxfMIViGIZh+IIpFMMwDMMXTKEYhmEYvmAKxTAMw/AFUyiGERDeeqCPRGRQVNp5IjI+l3IZhl+Y27BhBIiI7ItbG3QgUIhbU3CKqlYkOi9OXYWqWuOvhIaRPqZQDCNgROROXNDOVt7rHsB+QBFwm6q+7AUBfMorA/ALVf1E3B4sv8MtxjxAVfsGK71hxMcUimEEjBe+5TNc0MlXgS9UdYyItMPtq3EgbmV0rapuEZFewLOqWuYplNeAfdWFejeM0FCUawEMo6mhqhtF5HlcWIzzgB+LyP942S2A3XHBBUeJyAG4iNG9o6qYYsrECCOmUAwjN9R6hwBnq+rc6EwRuQ1YDuyPc56J3ixpY0AyGkaDMC8vw8gtbwC/jGx0JCIHeultgaWqWovbs6IwR/IZRsqYQjGM3HIHUAyUi8gs73+A+4FLRWQSztxloxIj9NikvGEYhuELNkIxDMMwfMEUimEYhuELplAMwzAMXzCFYhiGYfiCKRTDMAzDF0yhGIZhGL5gCsUwDMPwBVMohmEYhi+YQjEMwzB8wRSKYRiG4QumUAzDMAxfMIViGIZh+IIpFMMwDMMXmuwGWx07dtTu3bv7V+G6dbBgAai6I4KIO/bcE9q29e96hmEYOWDatGmrVLVTrLwmq1C6d+/O1KlT/amsogL694fa2vp5EQWzZAmMHw89e/pzTcMwjBwgIl/HyzOTlx+MHAlVVYnLVFXB3XcHI49hGEYOMIXiB2PGpKZQnnoqGHkMwzBygCkUP9iwwd9yhmEYeYgpFD9o3drfcoZhGHmIKRQ/GDoUiosTlykuhosvDkYewzCMHGAKxQ+uuy41hXLttcHIYxiGkQNMofhBz54wdiw0a1Y/r7gYSkpcvrkMN10qKuCqq6C0FAoK3OtVV7l0w2gkmELxi0GD4OmnoV8/KCx0acXFMGwYlJe7fKNpMm6cW6c0ejSsX+/WJa1f7/7v39/lG0YjQDR6VXcToqysTH1b2FiX99+HY4+FgQNh4sTsXMPIDyKLXjdtil+mpMR1OmwEa+QBIjJNVcti5dkIJRv07u1e587dMQyL0fSwRa9GE8IUil/MmuVMXosXw667Qps2sHYtrFqVa8mMXGKLXo0mhCkUv3j2Wec+fN99Lhjk3nu79LlzcyuXkVts0avRhDCF4heffOJeDz/cvZpCMcAWvRpNitAqFBFZJCIzRWS6iEz10jqIyFsiMs97bR9V/kYRmS8ic0Xk5ECFraqCyZPd+4hCOfJIOPVU2HnnQEUxQoYtejWaEKH18hKRRUCZqq6KSrsTWKOqfxGRG4D2qvpbEekLPAscAuwGTAB6q2pNvPp99fL69FM45BA3GW8jEiMa8/IyGhmNyctrCPCE9/4J4Iyo9OdUdauqLgTm45RLMHz8sXs94ojALmnkCZFFryUl9fMKCmzRq9GoCLNCUeBNEZkmIsO8tF1UdSmA9xqxJ3UBvo06d7GXtgMiMkxEporI1JUrV/onaTyFsnYtTJoE1dX+XcvIPwYNgueec+8LCpzTBkC3brbo1WhUhFmhHKGqBwGDgBEicnSCshIjrZ4tT1UfVtUyVS3r1CnmDpbpUV3t7OCR+ZMI++8Phx0GCxf6dy0jP1m+3L2edx589517v2IFdKnX7zGMvCW0CkVVl3ivK4D/4ExYy0WkM4D3usIrvhjoFnV6V2BJYML+5z9uT/l99tkx3Ty9jAiR+bqDD4bOneGAA6BtW4vlZTQqQqlQRKSViLSJvAdOAmYBrwCXesUuBV723r8CnC8izUWkB9ALmBKo0C1bbjdlRDCFkpimFDCxshJatIAyby5z/HhYssTFfjOMRkIoFQqwC/CRiMzAKYbXVHU88BfgRyIyD/iR9z+q+gXwAjAbGA+MSOTh5SvLl0Ntbew8UyjxaWoBEx99FH74YbtZdJdd6ndADCPPKcq1ALFQ1QXA/jHSVwMnxDnnj8AfsyxafU4+Gb7+Gj78EPbdd8c8UyixqaiAc86J7UpbVeWOc85pfK60sdajrFkDRUVudGYYeU5YRyj5wQ8/wMyZsHFj7AefKZTYNLWAiT/8ADUxBsw33QSdOsEzz6RWT1MyERp5iSmUTJg0yZm7DjrIzaHUpVs3l758uZu0NxxNLWDitddCu3ZuvUk0PXq4+ycV814+mQhN8TVZkioUETlMRP4hIuUislJEvhGR10VkhIi0DULI0JJsQWNBAUyYAIsWuejDhqOpBUycOtV9lrouwqec4l7ffttN2scj2kRYVxFXVbn0c84JxwM7nxSf4TsJFYqIjAN+DrwBnAJ0BvoCtwAtgJdF5PRsCxlaUlkhf/jhsMceTrkYjqYUMHHTJvjiC7eL5/51pgW7dXNeXhs3br+XYpGqifC223I7MsgnxWdkhWRPuYtV9XJVfUVVl6hqtapuUNXPVHWkqh4LfBKAnOGjutqZvMBCrjSUphQwcfp0N3/Sr1/s8CuRVfKJeu6pmgjHjMntyKCpzY0Z9UioUKIDMwKISKkX8beDiHSIVabJUF6+fTJ+l10Sl7vwQjcBaziuuy41hXLttZlfK9f2/MiCxrKYsfS2m73Gj49fR0NMf7kcGTS1uTGjHinZYUTkChFZDpQD07wjSxuy5wn9+8O0afDAA4nLbd7sNt967bXU6s31AzAIIgETCwtj5zdr5k/AxDDY85MplCOPhFat3I6fK1bELuOH6S+IkUHQc2NN4beSb6hq0gOYB3RMpWy+HAMGDNBAWLtWFVRbtlStqUlc9vXXVUtKVIuL3TmRo7jYpb/+eiAiB8KKFaoFBe7ztWnj3rds6f7v2FF1/frM6p8/37VZdDvWPUpKXLls0qePu9aUKfHLvPOOa494DB9e/55I5ygt9f/zRdOmTXByNKXfSsgApmqc52qqM8UVQIINHYy4tGvnNtnavNntNx+PVCc033mncfTKxo51LrODBm1fp7Fhg4t1tWoV3HlnZvWHxZ7/zDPwz3+6EVE8jjvOrUeJRyomwlTIttdcUHNjNvkfXuJpmugDOBCYDjwE3Bs5Ujk3rEdGI5Rvv1U9+mjVP/0ptfJHHeV6T2++Gb9MKr3QwkLVoqLG0SuLtMlTT+2Y/tFHqp06qT7ySGb1B9lb9ovaWnfEIlGPPCwjlKBGhan8VoqLVUeM8OdzGTuADyOUh4B3gElsn0OZ5rNuyx8++gg++MAdqZDKivlUJjRrapx3Waa9Mj9sz5nUsXSpC1XTogUMGbJj3hFHuFA2l12WuiyxyLe1LrffDrvv7u6tulx/PaxeDTNmwLBhO7b5sGFw0UXh8JqL3kys7vxYcbFb5OvH3JhN/oeXeJom+gA+SaVcPh0ZjVB++UvXC7rjjtTK/9//ufK/+EX8MiKp9zQz6ZX5YXv2o465c1VfeCF5uXg99mSEYYRyxx2q112nWlGRvOzVVzt5brppx/S333bpzZurLloU+9ywzBdFyzNihGvbggLVVq3cyNqvectUfysFBf5cz9gBEoxQUlUofwSG4RY2dogcqZwb1qPBCmX+fDfUjn5QnX56aj/Sd991ZUePjl8m1QdgJg9IPx48QT28Nm1SveYa1W7dXNuIuNfhw1OrOwxmkb32cteZPj152fHjXdkDD9yetmnT9jqSdV7iKfnIg/W11zL7LKnw7beqa9bUT1+/3t2XoDptWubXCUNnoQnjh0JZGONYkMq5YT0apFCC8Cjxy5MnUa/Mj4dspnVUVaXWHmPHxq87lTbPda99zRp3jRYtVCsrk5fftMmVBdWlS13aTTe5//v1U926NXkddUcGpaWq55yjOm9eZp8lVc491z3sX321ft6117rPcumlmV8nDJ2FCNEdzYZ2evKUjBVKPhy40DBzgfnADcnKp6xQgnowpXKdTHtlfvTsMq3jlltU998/sULwq81z6Vo6YYK71sCBqZWfP9+NxiIytmq13bTzySfZkzOWHOk8IGfPduWbNVNdvLh+fkXF9vxlyzKXMQwmvibquuzHCKUQOB34FfDryJHKuUEcnnwVwJ5AM2AG0DfROSkrFL96Q6tXq378seqqVfHLJLpBCwvdkYkcftieM6mjtlZ1zz1d/oQJ8a/hZw80Vq99xIjsP2z+/GcnZ6J5swiR7z2yLif6KCry58E0e7bqPfekJkc6D8iLL3Zlr7wyfpnTT3dlbr89vc+QqqwtW2b/YR4WpZYD/FAorwP/Bn4P/C5ypHJuEAdwGPBG1P83AjcmOidlheKXvTbyY0o0Eb11a/wH4NtvZ34Dp/pZWreO30vNpD0mT3Z5u+6qWl2d/TZXVf3mGzc/EbHt19a6RYYvvZT83Ew4+2wn4+OPJy4XxINp7Vr3kBWJP5+TiRzz52/v8CxcGF+OiIPBrrumZsJLRt3fSps2zuV8p50yXxibjDCZ3QLGD4VSnkq5XB3AOcDoqP8vBkbFKDcMFzJm6u67755a6/nlUXL99a5cosnVU05RPfxw1ZkzY+cnmngtLk7eK0t1nibeWpfmzd1RVJTeDyniyXT11Ynl9NOL5557XNmf/cz9P2WK+3+33RIrtUzZYw93nVmzEpcL6sEUaftTT/Vfjp//3OX/9KeJZaitVd13X9VjjnGKPhPGjlVdsKB+/Yce6mS59dbM6k9GE3YM8EOh/BU4KZWyuTiAc2MolPsSnRP4COWf/3Tlhg6Nnb9ixfaFiytXxq+nbq+sdWvVE05Q/eqr5J/Fr3maZKa3WD3Z6mrXMwU3UkmEnz/WCy5wZR96yP2fqtktE6qqVIcNUz3ssORKK6gH0/Llbl4G3OLRTOSoO88SyXvrreRyrFuX2edQVf3+e6fcCgqcKTmaDz/cfg9+913m14pHE3Zd9kOhnAlsBDYDPwDrgR9SOTeII6smL796kB984MoefHDs/AcfdPmnnJKaXOmwdq2bEG/RIv15moIC18uNN1IqLFR98cX6145MUvfsmXxtiZ+99ojymDFje9qtt7q0ZD3qCNn05AnywfS//+vq6ty5/mdJVQ6R2N99JD2IiegxY9w1jzkmdv5ZZ7n8yy/PngxhG6EE6G3mh0JZAPQHJJXyQR9AkSdjj6hJ+X6Jzgncy2v5cle2bdvYD9Rjj3X5jz2WmlyxqKhIbeL0oINUr7qq/jxNpAebai+17lzPz34W30X1iivcubfckvxz+N3mrVrtOFKYO9elt2mjunFj4jqy7ckT5IPpxRdj1+2Hu3pDvhdVN4d19NHpPQAjCuPee2Pnf/WVG+mL7NiR8JMwzaEE7G3mh0J5AyhIpWyuDmAw8JXn7XVzsvKBr0OprVVt186dV9dtcsmS7S6Va9emLlc0c+a4+Y327WObzP71L3ftli3dAzUWfvaWZ892Cib6gXHSSS6ybir40eavvOLOOfbY+nmHHOLynnsu/vnpKrYPP3TKPZVV/kE9mPwydyY7UpH16afjn5vsu92wYXtU6m+/jV8uEs0i3YWxyQiLl1cO5PBDoTwOfOCZkkLnNpzOkdZK+UzdTyMThu+/v2P6vfe69NNPb5hM0dTWqv7oR66eK67YMW/ZMhcSHlTvuy9+HX71lh97LLYLbEN7TNFtLuLq7No19TaPLAy84Yb6eZE2P+20+Oen+7Dv0sXlzZmT2mcMS0BFv45sRmuILHg99NDEn/fZZ7ffM5ncg4mI5+4d5DqUHIyU/FAov4t1pHJuWI/A9kOJ5osvXK+qbs/1mGPcV/HMM5nVP3v2dg+sc87Z3jOLpB12WOI9Wfy4OefP396D9PMBuXKl+yzNm7tV5alw0UXuerFchJcvV91lF+f9FG8kkY6CXbJke1qy/W8iBGGyaEhon3hy+DGCzfQeizhZ3Hln/GsE2WuPdHqiR0EHHeR+a+nGoWsIOZjLaRIr5Rt65EShxOP771WfeMIf3/kzz4x/UyVb8OXHDzGbPaaDDnLnJ9oGoC4rVsSfJ0nmgZXOAzRiZjvuuNRlVM3+AsyGTLrHkyMMkRYuucQ5lSQKuJnL+Y0tW1R33tld4913/a+/LjnwNktboQAPA/vFyWsFXAZclKiOsB6hUih+4YdCyLS3nM0e029+4869/vqGn5sO6bjSNmvm0po1C1dMJz++Fz8e1H48AJM5UgTZa6+urj8Sue02V/+QIZnXn4xM3L3TnFPKRKEcALwAfAm8CNwPPAp86HlSXQ00T1RHWI+cKJQVK1R/8pMdbzQ/F9f51TPLpLeczR7TW2+5cw84IHnZVINQrlun+uijsVd4Dx+e3I0aVMvKwh/TyS9zZlDRGjJ52AfZa3/iCTci+eMft6ctX+46FCLZD8yZ6tyYj/eoH3MorYFjgQuAM4C9UzkvzEdOFMqmTe4mKyx0EWjnz3eT5ddd50/9YfCNz6YMmza5ORRIvAe7qupll6n26JH8h/Kzn7n6brutft7DD6f2WZIdYYjpFJaAm+kqtspKF0InlZAtQf4OfvELV9ef/7xjeuS++uUvk9eRychh/nx/nC0acI/aHEqMI2cmr+7dXbPPmeO2EAY3eewHYVi9m2379YknujqefTZxub59XblJkxKXi4x69tprR9PFp59ufwAXF8d/gPbpk7y9wxLTya/J/0xGsOkqtsj3lMy7SzXYOZSI52bdqAvl5S69VavESwEy/U7ee2/7777uaDpL96gplBhHzhTKySe7Zn/5ZbdqHdxErh+EYYSSbQ+bceNUn38+9kZOEdaudddp1sxNkiaiutoFFIzIJeLC2UQ81S65xJktsjlRHSS5ir4cTaKHaHFx7M7C8OGuzM03J68/KC+vrVu3z5nFUhonnODyHnkke3LOnq3av79bqBzQPWoKJSwKZf58Fxwv+kts1sy5E/tBWFbv5nqfiDffdNdLZS+S11+PH+yyoMAp/kSEYVSYj8RSbP36ubYaPHhHl+uamu1x4D77LLX6EwVSbdbMn3tw6lRX3957x86fPNmtOYvnPuzX73XTpsRzhj7fo6ZQwqBQ4i2C8jMGUlhW70ZkyVVP+Pbb3We95prkMubDJHNT4euvXaQHUP3b37anRwI+du/esLUdde/ByKjzxBP9kfeBB1x98QK+JiMTD61WrVKfZwnLCAX4L/BKvCPRuWE/AlUoQT7ocz06CIIPP3SBHZ9+Onb+4MHuMycKq6Iaji2RjR15+WXXZoWFbk+Z6Ifh/vtn9huprnb3v18LDiMT78k2Lps/3ymdXAXk9PkezUShHJPoSHRu2I9AFUrQD50w2MmzScT76swz6+fV1qp26ODyFy1KXI8fPbcwjQobC0OGxG7HoqJwdYo++0z1rrsSh9h5/fXYrudBBuT0+R71xeQFdAI6pVo+7EegCsXMIv6ycKFrr7Zt66/jqa5WfeMN1b/8JXlP1C/bclMYFQZFUAp6wQK3JXc28SMgp0jy+zSVzqiP92hGCsWL27UKWA2sBVYCtyY7L+xHoArFJm79p2dP12bJ3IIT4aeib+yjwqAIYjT/wQdu1NC7d3Z37QxLQM4IPt2jmZi8rgXeAnpEpe3phbO/NtG5YT9shJLnXHmla7M//CH9Omz+I3wE8VuprHSLXiH9gKz/+Y/q736XeL+VsATk9JlECqWAxFwCXKCqCyMJqroAGOrl+Y6I3CYi34nIdO8YHJV3o4jMF5G5InJyVPoAEZnp5d0rIpIN2dJm6FAoLk5cprgYLr44GHkaAyee6F7femvH9Ouvh7/9DdatS17Hddel9r1ce216MhoNZ8MGf8vForgYbrrJvb/jDqitbXgdzz0Hv/89TJkSv0yqMorAsGFQWgoFBe512DAoL4fWrVOrI9Vy2SaepnGKiFnp5GVyALcB/xMjvS8uflhz3M6MFUChlzcFtw2wAOOAQcmu02i9vJoKq1e73ltxsdt0SdUFDSwsdL21SFoybP4jXAQ1mt+61W2FDM6duKEhT2JtLZ2NzxLCUTQZjFAq08zLBkOA51R1q7oR03zgEBHpDJSq6kTvwz6JizcWHnr2hLFjoaSkfo+4uNiljx3ryhmp0aEDXH453HgjVHq34rRpUFMD/ftDq1ap1TNokOsJxushDhqUvc9g1Ceo0fzbb8Pq1e795s3u0bx+PYwe7e6fcePin7tqFSxYAC1bQt++8cv58VnybRQdT9O4ZzM1wA8xjvVAVaJz0z1wI5RFQDkusnF7L30UMDSq3CPAOUAZMCEq/Sjg1Th1DwOmAlN333133zV3UmziNrvceafrsV15Za4lMdIliNF8ptcYN86VOeKIYD5LyEbRpDtCUdVCVS2NcbRR1SRqMz4iMkFEZsU4hgAPAD1xofOXAiMjp8USMUF6rM/zsKqWqWpZp06d0hU/fXr2hFGjnH2/psa9jhplIxO/mDTJvQ4cmFs5jPQJYjQ/ciRUVSUuU1UFd98dO+/TT93rwQcnrsOvz5JPo+h4miYMB9Adb64Gt5/9jVF5b+DmTToDc6LSLwAeSlZ3o9xgqylSXu7CdCxfvt0m/uWXuZbKyJRsjuYzndv48Y9dfrxIDUF+lhxAghFKUfAqLDEi0llVl3r/ngnM8t6/AjwjIncBuwG9gCmqWiMi60VkIDAZ5312X9ByGzni+uvhjTdcj3LpUmjXDnr3zrVURqZERvOjRvlfd6aeZD16QK9eyUcoEbL5WUJGskn5XHCn5wJcDhyHWwuDqn6B2z1yNjAeGKGqNd45w4HRuIn6Cpynl9EUOPBA93rLLe5140b4xS+goiJ3MhnhJlNX3Hvuga++ckrF2AFxI5imR1lZmU6dOjXXYhiZMG4cnHUWbNmyY3pxsTvGjg2XfdkIB1dd5by5Es2jFBe7OYomMKpoKCIyTVXLYuWFcYRiGMmpqIBzzqmvTMA9KDZtcvk2UjHqkokr7ty5sGxZduRqBJhCMfKTTD11jKZLIu+rCE88Edv7asQI6NwZXn89uzLmKaZQjPxkzJjUFMpTTwUjj5FfxHPF7dzZ5U+fXv+c2lqImMkPOCAoSfMKUyhGfhJEzCejcRNrXdi//uXy7rrLeQ1GM3++K7Pbbu4w6mEKxchP8i1onpEfHHYYDBniTGF1RymRQJCpugs3QUyhGPmJRXA2ssV99zlnjroegpEV8occErxMeYIpFCM/ybegeUb+0K0bdOxYPz3VkCtNGFMoRn5iEZyNbFNZ6UYr06ZBdfV2E1hZzCUYBqZQjHwmn4LmGfnHnXfCr37l5lQ6dHBrnkpK4OabbX1THGylvGEYRixeeAF+8pP66U08EoOtlDcMw2gIFRXws5/FzrNIDHExhWIYhlEXi8SQFqZQDMMw6mKRGNLCFIphGEZdLBJDWuREoYjIuSLyhYjUikhZnbwbRWS+iMwVkZOj0gd4+6TMF5F7RUS89OYi8ryXPllEugf8cQzDaGxYJIa0yNUIZRZwFvBBdKKI9AXOB/oBpwD3i0ihl/0AMAy3U2MvLx/gcmCtqu4F3A38NevSG4bRuLFIDGmRE4Wiql+q6twYWUOA51R1q6ouxO3AeIiIdAZKVXWit6fxk8AZUec84b0fC5wQGb0YhmGkhUViSIuw7SnfBZgU9f9iL63Ke183PXLOtwCqWi0i64CdgFV1KxeRYbhRDsAGEYml1FKhY6z6Q0q+yGpy+ku+yAkhlbU9lPaAnoAIbOukKiigCzdtqli7114/5E7CuGS7PfeIl5E1hSIiE4BdY2TdrKovxzstRpomSE90Tv1E1YeBh+NcO2VEZGq8hT1hI19kNTn9JV/khPyR1eRMTtYUiqqemMZpi4FuUf93BZZ46V1jpEefs1hEioC2wJo0rm0YhmFkQNjchl8Bzvc8t3rgJt+nqOpSYL2IDPTmRy4BXo4651Lv/TnAO9pU48kYhmHkkJzMoYjImcB9QCfgNRGZrqonq+oXIvICMBuoBkaoao132nDgcaAlMM47AB4BnhKR+biRyfkBfISMzWYBki+ympz+ki9yQv7IanImockGhzQMwzD8JWwmL8MwDCNPMYViGIZh+IIpFA8ReVREVojIrKi0/UVkohfy5b8iUuqlF4vIE176lyJyY9Q5MUPEhFDO97zwNtO9Y+ccytlMRB7z0meIyLFR54SpPRPJme327CYi73rf4xcicrWX3kFE3hKRed5r+6hzGhTGKKSyZq1dGyqniOzkld8gIqPq1JW1NvVZzqzep6iqHW4e6WjgIGBWVNqnwDHe+8uAO7z3F+JW9AOUAIuA7t7/U4DDcOtjxgGDQirne0BZSNpzBPCY935nYBpQEML2TCRnttuzM3CQ974N8BXQF7gTuMFLvwH4q/e+LzADaA70ACqAwoDa1E9Zs9auacjZCjgSuBIYVaeurLWpz3Jm9T61EYqHqn5A/fUre7M93thbwNmR4kArceteWgKVwA+SOERMaOT0Ux6f5OwLvO2dtwL4HigLYXvGlNNPeeKhqktV9TPv/XrgS1yUiOjQQ0+wY0iihoYxCpWsfsrkh5yqulFVPwK2RNeT7Tb1S84gMIWSmFnA6d77c9m+6HIssBFYCnwD/E1V1+C+5HghYsIkZ4THvGHv//pt9mignDOAISJSJG790QAvL2ztGU/OCIG0p7iI2gcCk4Fd1K3TwnuNmDC2hSTyiLRdoG2aoawRst6uKcoZj8DaNEM5I2StPU2hJOYyYISITMMNNSu99EOAGmA33BD9OhHZkwaEgcmxnAAXqep+wFHeEUTY1HhyPor7EU4F/g58gluHFLb2jCcnBNSeItIa+BdwjaomGm2mE8bIV3yQFQJo1wbIGbeKGGm+t6kPckKW29MUSgJUdY6qnqSqA4BncbZdcHMT41W1yjN9fIwzfSQKERMmOVHV77zX9cAzBGNiiCmnqlar6rWqeoCqDgHaAfMIWXsmkDOQ9hSRYtwD5WlV/beXvNwzuURMLyu89HTCGIVN1qy3awPljEfW29QnObPenqZQEhDxgBCRAuAW4EEv6xvgeHG0AgYCczRxiJjQyOmZbDp65xQDp+HMPDmRU0RKPPkQkR8B1ao6O2ztGU/OINrT+/yPAF+q6l1RWdGhhy5lx5BEDQ1jFCpZs92uacgZk2y3qV9yBvK7z9Zsf74duJ7oUraHyr8cuBrnUfEV8Be2RxZoDbwIfIELE3N9VD1l3pdUAYyKnBMmOXFeINOAci/vHjyvmhzJ2R2Yi5tsnADsEdL2jClnQO15JM6MUg5M947BuK0a3saNlN4GOkSdc7PXbnOJ8joKoE19kTXb7ZqmnItwThwbvPulb7bb1C85g7hPLfSKYRiG4Qtm8jIMwzB8wRSKYRiG4QumUAzDMAxfMIViGIZh+IIpFMMwDMMXTKEYRkB464E+EpFBUWnnicj4XMplGH5hbsOGESAisi9ubdCBQCFuTcEpqlqR6Lw4dRXq9i2yDSPnmEIxjIARkTtxQTtbea97APsBRcBtqvqyFwTwKa8MwC9U9RNxe7D8DrcY8wBV7Rus9IYRH1MohhEwXviWz3BBJ18FvlDVMSLSDrevxoG4ldG1qrpFRHoBz6pqmadQXgP2VRfq3TBCQ1GuBTCMpoaqbhSR53FhMc4Dfiwi/+NltwB2xwUXHCUiB+AiRveOqmKKKRMjjJhCMYzcUOsdApytqnOjM0XkNmA5sD/OeSZ6s6SNAcloGA3CvLwMI7e8AfwystGRiBzopbcFlqpqLW7PisIcyWcYKWMKxTByyx1AMVAuIrO8/wHuBy4VkUk4c5eNSozQY5PyhmEYhi/YCMUwDMPwBVMohmEYhi+YQjEMwzB8wRSKYRiG4QumUAzDMAxfMIViGIZh+IIpFMMwDMMX/j+zL1lsOxit8gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(2, 1)\n",
    "\n",
    "# make a little extra space between the subplots\n",
    "fig.subplots_adjust(hspace=0.5)\n",
    "\n",
    "ax1.plot(data['year'],data['pet'], color='green', marker='o', linestyle='dashed', linewidth=2, markersize=10)\n",
    "ax1.set_xlabel('Year')\n",
    "ax1.set_ylabel('PET (mm)')\n",
    "\n",
    "ax2.plot(data1['year'],data1['di'], color='red', marker='o', linestyle='dashed', linewidth=2, markersize=10)\n",
    "ax2.set_xlabel('Year')\n",
    "ax2.set_ylabel('DI (mm)')\n",
    "\n",
    "plt.savefig(\"PET_DI.png\",dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "2965b56d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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10DSaiEUHGJGGYbAH0LGcK+iaNaEdi0ajiXzS09V1w1NwYWC3q+3S0yEtrfJtNRpNKYb/Re9mvYmyRVVYn1QrKdRD0mgiHl0iFWkY5VHNmkFCQnjHotFoIp85c8xnNaWE2bODOx6NppqRvldlMFwN9jQaTeXoDEakYQQYycnhHYdGo6ka5OQ4ey68UVwMBw8GdzwaTTXCLu2lAYarwZ4r63PW8/O2n6kVU4u/9fxbKIen0UQsOoMRaRglUq79Fwbffw833ABPPBHaMWk0msglKQmiTc4VRUdDw4bBHY9GU43YfGhzaWN3n+buMxi/bP+Fe769hynLpoRwZBpNZKMDjEgjO1s9u8tgbNoEH38MX38d2jFpNJrIZfhwp1+ON4SAESOCOx6Nphph9F8k1Uyidd3WbrcxvDD252kJeY3GQJdIRRo//wyHDoHNTexnmO1pmVqNRmOQlqYmJDIzK2/0ttnUdrrBW6MxTa+mvXjuvOeQSISHQN6QqT148iCFJYVlnL41mtMVHWBEIg0auF9umO3l5Cht+xgtiafRnPYIATNnKp8LT1K1NhvEx6vtNBqNabokdaHLuRWlaV1pWttphJt9IpsWdVoEe1gaTcSjA4yqhJHBAOWV0bJl+Mai0Wgih9RUWL4cLrsMdu50LhdC9V0kJ6vgIjU1fGPUaKopjWs3Ln297/g+HWCEASkl6XvTmZM5h5wTOSTVSmJ4ynCPfTOa4KMDjEjip59g8WLo0wcuuaTi+vJu3jrA0Gg0Bqmp8OijcPfdzmXx8bBokS6L0mj84EjBEU4VnyoTQLgjLjqO+nH1OVxwWPdhhIGM7AzGzBpDVm4WUkqKZTHRIpopS6eQnJjMzJEzSW2kJ1dCjW7yjiTmz4dnnoF33nG/vkYNSExUr/fuDd24NBpN1WDrVvXcvr16PnlST0RoNH7y6dpPaTK5CedOP9frtkYfxr483SMZSjKyM+g3tR+ZOZkU2Ysolkqyu1gWU2QvIjMnk75T+7Iue12YR3r6oQOMSMKMB4bRh6EbvTUaTXmMAOPSS9WEBMD69eEbj0ZThTH8L5olNPOyJfRr0Y9BbQaRGJ8Y7GFpHEgpGTNrDPlF+dhxL3Bhx05+UT6jZ40O8eg0ukQqkqjMA8PghhuUylSPHiEZkkajqUIYAUZyMvz6K3To4Fk0QqPRVIohUZvWzHuJ4bSh04I9HE050vemk5Wb5TG4MLBjJys3i/Q96R7NEjXWowOMSOHUKdi2Tb2uLIPx6KOhGY9Go6l6XH45tGkD3burXi6NRuMXx08dZ32Oyv7pRuHIZE7mHKSUpraVUjI7c7YOMEKIDjAihS1bnPKSlWUwNBqNxhPPPx/uEWg01YI/9/2JRBIloujZpGe4h6NxQ86JnNKeC28Uy2IOnjwY5BFpXNE9GJGCUR5Vty4kJXnfvjJDLY1Go8nPh7lzlXBEfn64R6PRVCmM8qiujbpSK7aWqe2HzRzGVZ9dFeSRaQySaiURLczNk0eLaBrWbBjkEWlc0QFGpGA0eHfqpLTrPbFggfLD0MowGo2mMgoLYfhweO45yMgI92g0miqF0eBttjzq+Knj/G/D//h287emy3Y0gTE8ZbhHd/XyCCEYkTIiyCPSuKIDjEihQwcYNgwuuKDy7eLjlYLUvn1QbC41qNFoTgNefBE6doSHH1Y/162r+jEA/vorbMPSaKoiO48qw0ozDd4ATROUwmNhSSGHCw4HbVwaJ2nN0khOTMbm5VbWho3kxOSI6b8QQmwXQmwQQqx2PEY7ljcSQnwnhNgkhMgQQgx02aemEOJTIcRmIUSWEGJ4+H4Dc+gejEhhxAj18Ibh5i0lHDgAzZsHd1wajaZqsHEjbN4MB13qjHv0gO3bYfXqMA1Ko6maLB+/nD3H9lAzpqap7Q0fDID9eftpEK/V24KNEIKZI2fSd2pfThadRFIxc2TDRnxMPDNHzgzDCCtlpJSyfGp5IrBMSnmJECINmCWEaC+lLAYeBk5JKTsIIdoCS4UQC6WUERvN6gxGVcPwwQBttqfRaJwYErXt2jmXde+unnWAodH4TPM6zakfX9/UtvXj6hMbFQvAvuPapypUpDZKZfn45dSLqweAQJVMRYtoYmwxpCSlsHz88qri5D0KeBNASpkOHACMLMZol3XbgF+BoWEYo2mCnsEQQrwGXAm0BroZEZtQhXPPANcChcBBKeV5jnXTgcGAMRX3o5TyEcc6G/AqcBkggSlSyreC/XtEDHFxUL8+HD6szfY0Go2TLVvUs2uAYfjlrFmjhCFsek5JowkGQgia1G7CzqM72Z+3P9zDOa1IbZRKs4RmHC44zLmtz6V9g/Y0rNmQESkjQl0WZRNC7Hb5eYqUcoqHbT9x3M8uBx4H7IBNSpnjss12oJXjdStgh4d1EUkoSqRmAf8Gfi+3/F6gG9BVSlkohGhabv1EKeUbbo53PdAFSAbqAiuFED9LKTdYPO7QsWIFXH01dO4M33wDUVGVb9+0qQowdAZDo9EAFBTAnj3qdfv2zuVGBuP4ceWz47pOo9G45blfniPaFs2IlBF0amheNt4IMPbl6cm/UHI4/zDrctYB8PwFz9O/Zf9wDcUupWxhYrtzpJQ7hRAxwD+BGcANUKHGq3wHu6xkXcQR9OksKeWvUsrdblY9AjwmpSx0bGf2EzkaeEdKWSKlPAR8DoyxZrRhYsMG2LkTMjO9Bxfg7MPQAYZGowHYsUP1ZUHZDEabNlCnjnqtG701Gq9IKXll2Ss8+fOTrNq/yqd9m9ZW86Q6gxFalu5eCkCNqBr0bto7zKPxjpRyp+O5CHgFOFtKmQsghHD1KWgN7HS83gm08bAuIglLk7cQog6QBAwTQhidzS9LKV27cB4UQtyK+gM+JaVc7VjuLk10pofzPAg86PKzJeO3HMMDw6zBntGHoUukNBoNOPsvataERo2cy4WAK65QPhgNdNOpRuONLYe3lKpA+ergPabrGNKapTGg1YBgDE3jgVZ1W/FAvwc4UXiCGtE1wj2cShFC1AJipJRHHIuuAYxI9gvgLuBZR5N3E5zVP8a6mxxN3ucCt4dq3P4QLhWpGCAWiJdS9hNCtEJ1xK9z9Gg8CeyTUtqFEMOAb4UQHaWUeY79TaWJHLVvpfVvUVFRkSlObXhgJCeb2/7+++HGG5W0rUaj0bj2X5SfSPn449CPR6OpohgGe4nxibSt19anfcd0rdrFFFWVro26MuViT60OEUdjYLYQIgp1/7oVuNGx7jHgIyHEJlRv8g0OBSmAScA0IcRmVL/GXY4qnoglLAGGlDJXCJEHfOz4eacQYjEqE5Ehpdzjsu1cIcREoBPwJ840Ubpjk4hPE3nF1WTPDL16BW8sGo2m6jFsmDbf1GgswAgw+jTvE7lVD5oqi5RyK9DTw7oDwEUe1p1AtQhUGcIpKfIpcAmAEKI+0AdY4/i5tElGCNEPSAQ2OxZ9AdwmhIgSQjRA/cEjTuDYNHY7bNqkXpvNYGg0Go0rzZvD0KHqURnaYVijqRRfHbzdcaLwhFXD0Xjh2Klj5BXmed9QE3KCHmAIId50yHa1ABY40jsATwCXCiEygN+AF6SUKx3rpgsh1gohVgMvA1dLKY861n0EbASyUFmMSVLKzGD/HkFj1y6lAAPmMxhFRaoh/KefoKQkeGPTaDRVHynhyitVEPLLL+EejUYTsRSVFLFyn7oNMevg7cqaA2tIeCGB2i/U5lTxKauHp3HD+yvfp97Eeoz6YlS4h6IpR9BLpKSUd6EaU8ovPwhc4WGfwZUcr8Td8aosRoN3jRrQyqSk8c6d0KWLer1nj1NVSqPRnH5ICb//rvovmjat6HUhhGoC37tXGe6dd144RqnRRDwZ2RkUFKsJP3/8E+rH1S+dTd+ft5/W9VpbOj5NRRbvWkyJLCEhNiHcQ9GUI1xN3hqDM89U3hfZ2eYkaqGim7cOMDSa05ecHDjnHPU6M1P56ZSne3dYt05L1Wo0lVA/vj7/d87/sf3IdhrVauR9h3I0rt249LUOMIKPlJLFuxYDaOWuCEQHGOGmfn249FLf9qlZE+rWhaNHtVStRnO6Y0jUgvK9cEePHvDf/6oMhkajcUubem14btBzfu8fGxVLYnwiufm52mwvBGw/sr3Uc2RASx1gRBrhbPLWBII229NoNOCUqG3eHOLi3G9jOHqvXw+FhaEZl0ZzGtKkdhNAm+2FAiN70bBmQ5ITtUhOpKEDjHDzyy/Khddu920/I8DQGQyN5vTGyGC4OniXxwgwCgthw4bgj0mjqWIUlhRyKD9wW4GmCaqEed9x/d0cbBbvVAFG/5b9taRwBKIDjHCSnw+DBqmyhmXLfNtXu3lrNBpwBhjt23vepnFjaKJmVnUfhkZTkWW7l5H470Q6vdGJopIiv49jZDB0iVTwKe2/0OVREYkOMMLJli1OXXqzErUGukRKo9GAuQwGqD4M0H0YGo0bDIO9GlE1iImK8fs4TWuryT9dIhVc8ovy2X1sN6ADjEhFN3mHE8PBu0EDSEz0bd+mTZX85Cmtta3RnNaYDTAeewzuvRd69w7+mDSaKoYVBnsAt/W+jREpI2hZt6UVw9J4ID4mnpxHcliXs45OiT5O0GpCgg4wwokRYPiavQC44w64+26I1v9Cjea0pajIOcngLcDQ/hcajUeMDIY/BnuutG/QnvYNKilX1FhGlC2KMxqfEe5haDyg707DiWGyl+yH+kGNGtaORaPRVD1iYpSHztGjSr5ao9H4TPaJbLYf2Q4EnsHQaDQKHWCEk0AyGBpNIEgJ6ekwZ44yaktKguHDoY/+cq2S1K1rbrt9+1QPRocO0LFjUIek0VQV0veo8qi46Di6Nuoa0LGKSopYuW8l+/P2c2H7C6kZowN/qykqKeLW+bfSt3lfxnQdQ724euEeksYNusk7nASSwZASXn8dnngCtm2zdlya6k1GBnTrBgMHwuTJMG2aeh44ELp2VY7PmurJ0KFw2WXwxRfhHolGEzEY5VG9mvYKqMEb4ETRCfq934+rZl7F1sNbve+g8Zk1B9YwffV07vj6DgpLtK9PpKIDjHBx/LizzMmfDIYQ8NRT8MILyjxLozFDRgb06weZmap+v7hYLS8uVj9nZkLfvjrIqCp8+ik89xwsWmRue60kpdFUYEOu8obp0yzwDG7dGnWJi1aGl9oLIzgY8rQdG3SkUa1GYR6NxhM6wAgXCQlKYvbYMUhJ8e8YWqpW4wtSwpgxyn/Fk7Gj3a7Wjx4d2rFp/GPmTHjmGfjyS3PbG4Z72gtDoynlsxGfse2+bTxw1gMBH0sIod28g0yp/0UrLU8byegAI9wkJEBUlH/7arM9jS+kp6uyPG+u8Xa72i49PTTj0vjPli3q2ZuClIGRwdi0CU6cCMqQNJqqhhCCNvXa0KpuK0uOZ3hhaLM965FSljp4a/+LyEYHGFUZncHQ+MKcOU5jR29ICbNnB3c8msCQ0rwHhsEZZzj3Xbs2OOPSaE5zdAYjeOw8upM9x/cAOsCIdHSAES6mTIGnnw5sllhnMDS+kJPj7LnwRnExHDwY3PFoAiM7G06eVK/bm9TdT0hwbqv7MDQaPvrrI15a8hJrDqyx7JhGgKEzGNZjlEc1iG9Ap4ZagTOS0TK14WLaNNVI27gxpPlp7GMEGDqDoTFDUpIyZjQTZERHQ8OGwR+Txn+M7IUQ0Lq1+f26d1elVboPQ6PhPyv/w+87f+dowVHLTNuMEimdwbAeozyqf8v+2ISeI49kdIARDkpKYPNm9dofiVoDo0RKZzA0Zhg+XGXOzCAEjBgR3PFoAsMIMJo3h7g48/v16AHLl0OtWkEZlkZTVSi2F/Pn3j8Baw32mtRuQs2YmsTYApO81VRkaOeh2ISNM5udGe6haLwgpNma7GpAVFSULCkpCfcw1I2BUaawYwe08rOx7I8/4LHHoGVLmD7dsuFpqilSKv+LzMzKG71tNqVslpERurFpfOe555SC1DnnwC+/mN+vpMR/YQkzaBNHTRXhr/1/0ePdHgDse2hfaWlToNilXc+un4YIIUqklHri3oH+Q4QDw2AvPh5atPD/OGeeCT/9ZM2YNNUfIZSsad++qnbf3eSCzabelzNnhn58Gt/o3Fllmbp1822/YAYXGRlKCjkrS72/iotVud2UKSpbO3MmpKYG7/wajQ8YBnut6rayLLgAdHCh0aADjPCwcaN67thR3dBpNKEiNVWVx1x1lcqkGZmMaMeloH17pR6lbwIjn1Gj1CNSMEwcy/usGD0/honj8uX6/eULOiMUNNL3KpEVK8ujNMFj19FdNKzZkPiY+HAPRWMCfXcbDowAI5D+C43GX1JTlQ/CsmWqxG7cONUkXFwM116rb/5OBz76SN2kvvKKNcfTJo7BISNDZagGDoTJk5U4yOTJ6ueuXZVQiMYnpJSs2LOCCQsmMHu9kuJuUsu67IXBxN8ncu+397Lx4EbLj326cvOXN1N3Yl1eWfZKuIeiMYEOMMKBUSLVyQKJtbvvVjNZuqRF4ytpaTBxIkydCtdco5Z9+KF5rwxN1WXlSpg7FxYssOZ42sTReoyMUGYmFBU5M0HFxepnIyOkgwzTZGRn0O3tbgycNpDJSyZzqOAQAO/8+Q5d3+rKumzr/pZTlk7h9RWvsy5H/3+soNhezLLdyyiyF1lmiKgJLjrACAeXX65m8c46K/BjrVvn/HLXaMzgerNicOON6nnLFliyJPRj0vjGxo3Qpg2cfz7k5fm+v+HobZVUrTZxtBadEbKcjOwM+k3tR2ZOJkX2Ioql8xpYbC8mMyeTvlP7WhZkNE3QUrVWsvbAWvIK1bWuKhvsCSHihBD/E0JkCSFWCyG+E0K0caxbJITY6li+WgjxgMt+NYUQnwohNjv2HR62X8IkOsAIB/ffD599BkOGBH4sbban8ZWvv4Z69WDoUOeyjh2dAe+MGWEZlsYHtmxRCnQrVvgnN9u9u3revRtycwMfjzZxtBadEbIUKSVjZo0hvygfO+7/pnbs5BflM3qWNQFbqdne8eB9N7uWe42bN44JCyaUNq5XNwyDvfb129O4duMwjyZg/gN0klL2AOY7fja4V0rZw/F42WX5w8ApKWUH4GLgLSFE/ZCN2A90gFHVMbwwtNmexiyLF8OJE3D8eNnlY8eq55kz1cyoJnLZskU9t2un1MF8pUsXiHFo9FuRxTBMHM0QHQ01ani/eT6d0RkhS0nfm05WbpbH4MLAjp2s3CzS9wQesAXbbK98ude01dOYvGQyA6cNtLzcKxIwAowBrapu9gJASlkgpfxGOj0ilgHtTOw6GnjTcYxtwK/A0Er3CDM6wAg1Vn+p6gyGxleMEqgB5S7Uo0apG79jx+DLL0M/Lo15DJM9w0/HV2JjldcJwOrVgY9n+HDzgY4Q8P33Smb37beVZHJ5pFTZmQkTlAjBhAnq59MFnRGylDmZczDr+SWlZHZm4AFbaQYjz/rvZk/lXsWymCJ7keXlXpFAqYN3i/5hHkml2IQQu10eD5rY517gK5efJwkh1gohZgohXAOPVsAOl5+3O5ZFLDrACDX/+pcKCu6915rj6QyGxhcKCpRBI0D/chfq+vXhyivVa10mFdkYAUY7MxNfHjD6MKwIMNLSlCqeN9ltm00Zi27dqpTM7rxT/fx//wcHDqhttHKS7xmhhg2DO54qTs6JnDI9F5VRLIs5eDLwgM3IYFgdYISj3Cvc7Dq6i13HdgERn8GwSylbuDymVLaxEOIJoCPwpGPRDVLKFOAM4DdU+ZQrrlGyH6nr0KIDjFCzcSPs3+9+1s4fjAzG/v265EDjnT//hMJCNYvsTmRg7Fg1s33++aEfm8Y8VgQYRh+GFSVSholjfCX69IaJ47x56jp4553q59xc+Oc/VaBh+Duc7spJvmaERowI7niqOEm1kogW5gK2aBFNw5qBB2xGBsPqEqlwlHuFm02HNlErphb14urRJalLuIdjCUKIh4HhwKVSypMAUspdjmcppXwDaCeESHTsshNo43KI1o5lEYsOMEKN1R4YRgZDp8k1ZjDKo1JTVaN3eS67TN28PfxwSIel8QEprQkwLrgAnnlG3dxbgWHimJqqZtUNx/DoaNXvkZLiXN+xI7z5Juzapc7fuLEKfOfO1cpJ4FtGKDlZba/xyPCU4QiTAZsQghEpgQdsyYnJDO00lGGdhwV8LFfCUe4Vbs5vez5HJhwh/Zb0auGS7iiduga4UEp5xLEsWgjR2GWbEcABKaWhwvEFcJdjXVvgXCCia5m1k3cokdJaDwyAFi3g+edVJqOy2UONBlSDN1TsvzDwp2FYE1oOHHBmQP3twQCVwTCyGFaRmopcu5b138wg56N3sOUexp5Yn6Qbbid1yE0Vt09MhCefVAHtP/9pLthxVU6qrjfWRkaob1/1v3Z3Q2lkhLQHklfSmqWRnJhMZk5mpTP/NmwkJyaT1jzw91XPpj3535j/BXyc8oSj3CsSiLZF06FBh3API2CEEC2AycBWYKEj8D0FnA98LYSoAdiBg8CVLrtOAqYJITY71t8lpTwUyrH7ig4wQkl2Nhw9ql5blcGoWROeeMKaY2mqN1I6+y88BRiubN+uZp9btAjqsDQ+UqcOfPONymK0bh3u0Tg5eZKMY5sZM+dasnKzkF0kxbKYaBGNWHkryTteYubImaQ2cuMUX6OGKoGKjjbX3GwoJ1XXAAOcGaEzz1S9U0KUDTQ6d4bPP1fbaSpFCMHMkTPpO7Wvx94FGzbiY+KZOTKyAzaj3MtMkGFVuZfGOqSUu/HcP3FmJfudQClJVRmqfq6pKmGUR9lsgc08ajT+IIRqrP3lF7j00sq3veMOaNsWXnopNGPTmKdmTfX/u+sudWMeKLm5sHlzwIfJmXAv8ak9SPtxvX/KNlo5qSJ16qjgAuC66+Caa5zrpk3TwYUPpDZKZfn45XRqWLZ6IFpEE2OLISUpheXjl7sPgCOIcJR7hZOlu5Zy87yb+fCvD8M9FI2PBD3AEEK8JoTYLoSQQoiuLsuFEOJZhyNhhhBikcs6j46FQgibEOJ1IcQWx/o7g/07WIZRHtW2rZKJtJLjx+HwYWuPqal+xMfDOed4V50xMmz//a+aWY5UTnc500CZOFG9F269NaDDyIICoj6YTvtDkqQ89/XhXpVttHJSRYx+k+Rkpez23/86y9q+/Ta8Y6uCpDZKZcZVToW8G864gYf6P8TimxeTcWeG5cHFjXNvpMubXZiZYV1WxCj3snm5fbOy3Cuc/LDlBz5Y/QFvrHgj3EPR+EgoMhizgIGU1e8Fpf3bDegqpeyKangxqMyx8HqgC5AM9AEeFUJ0DuL4rcPqBm+DsWPVTNdTT1l7XM3py7XXqibdnBz47rtwj8Y9p6uc6fr1sG2b+dn+yjAyqatXmzd2c8PW/7xIg7wSCqJgWk/P21WqbKOVkyqSnAyffQYbNjgbvo3sY6R+LiOcvw4o1bS29dry4bAPmTh4YtBuwrce3krmwUy2Hdlm2TGNcq/4mHiEh0qbqlLuZYZSg72WES1Pq3FD0AMMKeWvjpqz8jwCPCalLHRs5yoWXZlj4WjgHSlliaPB5XNgTLDGbykPPQQ//mh9z4QxkxcMLww9Q1x9+Mc/1M2KmUxX48ZwySXqdSR6YmRkQL9+p6ec6e23K/WoF14I/FiGF8bhw7Db3WXaHNHv/geAz1Mht1bl23pUttHKSZ5xDbyMz+WKFVWvTCwCvk9u7nkzWXdn8dGwj4J+rmBJ1RrlXvXi6gFUCDQaxDcIWbmXlJIVe1YwYcEExs0bx4QFE1ixx5r/aYm9hGW7lwHQv2VEG+xp3BCWJm8hRB0gCRjmkOICeFlKaYTblTkWulvntjHGIQX2oMvPgQ49MJo0UQ+rCZabd0YGjBmjSrukVDdv0dEwZYr6gp85U9cAVxUOHYKnn1avly1TN9/eGDsWvv4avvpK7d+gQXDHaBYp1fvSrJxpRkZoxxdstmxRz1b0cbVvD7VqwYkTKovRsqXvx1i1itbr1eTGWybu+T0q27gqJ3n6355OyknZ2eozV75srH9/SEhQZbFLljjNMSOdCPk+sQkbHRM70jGxY9DPFSyzPVBBRkpSCkt2LWFAywF0atiJrYe3snD7QgpKCmiW0Mzyc5YnIzuDMbPGKFEH6RR1mLJ0CsmJyZ5FHUyyNnstxwuPAxFvsKdxQ7iavGOAWCBeStkPGAVMce3RoHLHQlNuhlLKKa6uimEPMIKFEWBYmcE4nWeIqyNLl6rnuDjoWUkNiytXXKG8MgoLI+uGLj1d3aR4M5Z0lTOtLuTnOz/ngXhgGNhscMYZ6rW/hntvvw3Ayqaw3ITgWKXKNoZyUkqK8s4of3Pdtq3TS6O6M26cmpCaOrXs8pgYpaC1a1fVCi5Ow++TYGUwDOaOnsuCGxYwbeg0pl45lXlj5lE/rj55hXm8mf5mUM5pkJGdQb+p/cjMyfRP1MEEi3eq8qg29dqEJGDSWEtYAgyHcUge8LHj553AYpyZiMocC6ucmyGgZoC/+UaptQRQ6+wWw2xv/35rju3rDLEm8jH8L9LSzAsMxMU5/78fRpCCx5w55t/nhpxpdWH7dudrq5TojKbh1at93/fIEfjkEwDe6RNVyXSPE6/KNqmp6oZ08WJVVjpunGoAB6WkdDoEF8ePq3La3FzlFVKeCy+sOvLREfR9svvYbl5b/hq/7fjNtFldIDRNcGQwjlufwQBoVKsRF7S7oDQbk1AjgXv73gvAq8tf5UThiaCcV0rJmFljPEr+gglRBxPo/ouqTThlaj8FLgFwNHD3AdY41lXmWPgFcJsQIkoI0QDVkxFB06seWLoUhgxx1jxbiZHBKCpSX0iBcjrPEFdXvBnseWLsWDWLOnAglJRYPy5/OJ3lTA0H79q1rVNRMq5J/mQw9uyBlBRk3bqsPC/ZY9OpgU/KNmlpSuVq6lT44AP4/nv4v//zfYxVkW+/hVOnVDnYxReHezSBEUHfJ7/u+JX7vruPEZ+HRiDAKJEKVgbDHff0uYdaMbU4ePIgU1dO9b6DH6TvTScrN6tS00LwIupggiW7lgA6wKiqhEKm9k0hxG6gBbDA4UII8ARwqRAiA/gNeEFKudKxbhIQ79j2e8o6Fn4EbASygHRgkpQyM9i/R8C4KkhZXarVzCV1aEWZ1Ok8Q1wdKSx0NlL297FRrl8/VYoxaZJSlYoETmc5UyPAaNfOuuuIkcE4csTpuWCW1FT44w/EunW8NqLym5mAlG2GDIGLLjL/f6/qzJmjni+5RPmeuCMjA55/Hj7+OHTj8ocI+j5ZtW8VoFy2Q1EybZRIHS88bnk24dcdvzJvwzz2HNtTZnlizURu7a1kpzfmbrT0nAZzMueYzgB5FHXwgl3a+cegf3Bb79s4v+35Pu+vCT9Bv1pLKe/CkY0ot/wgcIWHfTw6FkopS9wdL+IxPDA6dap8O39ISFBfQidPqkZvo6baX07nGeLqyOrVzhtHXwMMISLvpm74cNUYaobqJmdqNHhb0X9h0KuXUpBq1sz/oKV5c96eOwGJxCZs2IQNKSUlUmW9om3RdErsFHDT52lBQYESVwD1XvfE9OlKlnnAALj++pAMzS8i6Ptk1X5HgNHEZB9agLSr347XLnmNpglNibJZO0Hz2vLXmJ05m9t7387bl79dZt2jAx5lXM9xQfus5ZzIMeUkDpWIOnjBJmzc0P0Gbuh+g8/7aiIDnzIYQohkIcT5QoizhBAJwRpUtSRYHhigbgoWL4adO+GCCwI/ni8zxFFR6uaksDDw82qCg1Ee1bmz+3pusxw6pLIZ4eZ0ljM1SiCt6r8A1ZPTvLnvwYVLP8j/NvyPj9eomfRpV05jyc1LeLj/w8RFxwHw7LnPBm5kduoUzJ0L48db4wESqfz0E+TlqWvwkCGetzP8MJYujWyT1QjJOEopQx5g1I2ryz1972Fkl5GlnwWrMPw8ujfpXmFdk9pNghrIJ9VKIlqY+59WKuqgqdZ4DTCEEAlCiGeEELuAb4B/AG8AO4UQ3wohdO7KDEaAEYwMBqg66pYtrZlt9sXwym5XtdEdOig1mVOnKm4TAdrnpzWpqao5trLZUG/885+q1ycSzBwNOdP4eM9BRnWVM/3oI3Xz+eST4R3H7t3qM3/WWRzavJbb5t8GwOXJl3Nj9xtJa57GxMETS7Xr84vzAz9nbq7KRr3/PvzyS+DHi1TmzlXP558P9et73m7gQJW5ttthwYJKDxlMrwKvRIiB4q5juziUryqtezYNTYARLPIK89hySGUzz2hcecVCib2kQhlVoAxPGW66xMyrqIMH1hxYw6liN/cTmiqDmQzGQuAokCal7CClHCCl7A0kAhOBW4QQtwZzkFWe48edHhXByGBYjS8zxPXqqRnQXbvgzjvVzOobbzhLck5Xt+VI4qKLVJ3288/7f4wWLVSWavZsdYMbblzlTMu/T4VQy6urnGmtWpXfePrDli3w4ovmm6jffVc1/e/Zwz0r/0n2iWzqx9Xn3cvfLXPj0atJL7o16kaDeAs8VJo1g3PPVa8//TTw40Uqx4+rzLC3CYEaNVQQApW6emdkZ9Dt7W4MnDaQyUsmM231NCYvmczAaQPp+lbXgGRETREhGUej/6J2bG06NOgQlHO4o9hezN7je8k5kWPZMddlr0M61Pq7NermcbtF2xfR5a0uXPHpFZaqZqU1SyM50WJRBxfyCvPo9W4v6k6syx97/whkqJowYibAGCClfEVKWUYGQUppl1L+IqW8BohAq98Iwui/gOAFGNu3q5mvSr5oTOPLDPFvvynp3bvvVl94e/bAPfeoGvHHHlPa5qeZ9nm1ZMQINVt64kTkNPUbcqbnnad+rlNHPdtsKkMWwuAirDPEVrBxo8osTp7sXS2ssBDeew8A+623UL+2kpB97dLXKmjVT7poEmvuWMODZz1Y4TB+cc016nn27OpbljlzppIcv/Za79saZVLffee2kToUXgVecf0+8UQIMo5GeVT3xt2xidAJaF7x6RU0n9Kcl5e9bNkxjfKodvXbkVDDc7V6vbh6ZOVmsWr/Kn7Y8oNl5xdCMHPkTGpE1/C4jSHq0DmxM9knsn06/oo9KyiRJRTbi+ncsHOgw9WECa+fMiml1xyVmW1Oa44ehdat1QyccRNkNZ9/rma8nnvOmuMZM8SdO5dNb0dHK6Mn1xnili3h9deVws199yn/hH374OWXVSZDe2mEj+PHvctDmiEhwVm6EEmeGKB6QwAefljdqJSUhFQ6OWQzxBs3qgzDjCDM5xhKUvn5sGlT5dvOnQsHDkBMDLZbbuWNy95g1W2ruK7bddaPqzwjRqhr0JEjqjSzutKwofrMeeOSS9Tz3r2wdm2ZVaHyKjCF8X0S5+hDKD9x1blz0DOOLeu05JzW53B2q7ODdg53BMNsb80BpejvrTyqR5MeXNpBBaH/+v1flp0flJP4H7f8QeeGnYmxxZT2ZESLaGJsMaQkpdC9SXdmb5jN+TPO9ynIMAz2ujfpTu3Y2paOWxM6TIfxQohzhBCLhRB7hRDZQogcIYRvYenpyvnnqwyDq0mW1RhStVa6eaemquzC8uXw4INw883K+GrxYjVzXP7LoFkzeOUV2LZNzTTa7RGhfR5RhLof5bHHoEED+PvfAz/W2LHqeeFCJSgQCUjpvCHu1cvp6bBkSUhOH9IZ4vR01Qvz9NOBH6s8zZo5m2u9+WG89ZZ6HjkSGjcG1I1MKGQ/SUxUJX8An30W/POFEil9N0pt186ZFf/22zKrQuVVYJq2bVXmGmDUKGW+17evKndbty7oGcdxvcbxy02/8MLgF4J6nvIEwwvDCDC6N67Y4F2eJ85+AlCytoavRKAY5VapjVLJvCuTxTcv5qH+DzGu5zge6v8Qi29eTMadGTx77rPERcexLmcdg2YM4kDeAVPH1wZ7kYEQor0Q4lYhxHNCiMeFEJcJIUyrFfiSJ3wfeAUYCKShXLerkTxLCIiJCd6xDbO9ffusdwpPS1OlE++/r4yvvNXINmkCrVqZb+w7Xbw0wtGPsnixyqDFWaBgct55qhdDStVsHAns36/KtkA1Hb/yipLlffTRoJ865DPEwZCoNRDCnKP32rXw668AzOhfi2K7dzWnZxY+w6AZg5iTOceCgaJuTAHmzVPS3NWFP/9UM/mPP+6bqeVdd8Gzz1ZQnAqFV4FPrFqlfi8hVA/Pp5/CsmXO/2c1xQgw9uVZ5+bdpl4b2tRrYyrAGNhqIANbDQTghd8DD66W7FpC/2n9ycp1ln4bog5Tr5zKxMETS3suLmx/IV+O+ZK46DjW56zn/A/P9xpk2KWdpbuXAjrACBdCiH5CiIXAV0BfIApoCNwNbBBC/F0IUUnNo8KXAOOQlPILKeVWKeUO4+HX6DXWY2QwCgudJSPhJIK0z0sJp5pVRoYyrQtlP8rRo86yCV8dvN0RFQU3ODTJP/zQ+kDWH06dUmUzPXqoGdKzz1Y3yiEwBQz5DLGryV4wMOPo/bbS21/XJIqbDk7lqZ+9q4ot3b2URdsXWdeTctVVKmA+cQK++sqaY0YCc+eqbO633/r2/r33XnjmGTVJ4UIovAp8wrjWpqQEr1Q4AglGidSHwz5k233buKrzVaa2f3zg4wDMz5pfmv3wh+OnjnP9nOtZtntZqXKcNy5sfyFfXfNVaZAxaMagSv8W67LXcezUMQAGtNIBRph4CHhQStlFSjlOSvmklPIhKeVlQBdgL+C1JtaXAOMTIcRtQogGQoiaxsPPwZ8+SKlmaCZMCK6HgJHBAKdiVaDY7TB4MDzwgO9jjxDt81Isyh741cxrvAfy80Pbj7JsmTp3bCyceaY1xxw7FmrXVoZ9RuYgnLRpA7NmqdnR2NiQnjrkM8TBDjBMZDBkp05kN6zJ671LaFiroanm7dQkVfqyLsei4DkhQZX8ffJJ5T4RVQ3DvXvYMEsOF3FeBcuXq+e+fcsuP3gQ3nwTfrCuCbk8ry57lTPePoNnFj4TtHN4ommC+m7OPpFNid2HzJQJzJYlXtrh0tJsx8TfJ/p9vnu/u5dtR7ZRM6Ym/7n8P6b3G9xucGmQkXkws9JyKaM8qlXdVrSo08LvsWr8R0p5tZRylYd1J6WU70opp3o7ji+mCbnAfwBHAS4CkKjUicYT+/Y5lTFuvjl456lbV83qFRSoPoxys1l+kZmpTJ9++kn1YPhCJLktG9mD8jf4RhbByB54aTLMyM5gzKwxZOVmIaWkWBYTLaKZsnQKyYnJnl2K09PVzKQv/ShWSDUaBnu9e1tTIgXKxyU7u3JFmHCTlQWLFqmMxoUXBu00IZ8hNgIMK032XDEyGPv2qf9xo0YVNvns/EZcf+gkUXb45LK3aFSr4jblMT4TlioVhaAELqRs2KAe4H+AsX+/6n876yxAeRVMWToFzMTAAn7c+iP9NvTjyk5XulVZklKSvjedOZlzyDmRQ1KtJIanDKdP8z7mxmdkMPqU2/6+++C//1UN60Z/jcWs2LuCtdlr6d2sd1COXxlGBsMu7eSczCn9OZQIIXh84OM8/9vzDO001K9jzFo/i+mrpwPwysWv0DGxo0/7D243mPnXzOeKT6+gXlw94mPcf4fknMihRlQNXR4VITgSCS1wiReklOvN7OtLgPE8cC6wUkppgSzNaYIhURsdrW54goUQqkxq61brMhhLVR0kzZsrpShfMLTPMzMrv7EOttuyr9mDjAy3mxjNvOXr7YtlMUhKm3mXj19eMciYM8d8OZHRj2LF38NodO7fP/BjuRLJwQXACy/A9Olw9dVBDTCMGWIzQUbAM8T5+U4Bh2BlMDp3VhmBbt3cvl/35+3n7m/vxm6Dkd1GcXXq1aYO27WRmuzYdmQbJwpPUCu2lqXDrhYY5nrt26u/v6989BHceKPqfdu+HYQo9SrIzMmstIzPho36cfVZuW8lw2YOo0tSFx4b8BjXdL2GmCjVN+j35IrBoUMq+IGKAcZ116kA44cfVJDUxPobcMMDI1QO3q64BhT7ju8LOMC491uVRRjfczxDO5sPFq5OvZpRqaP8EmPYc2xPaUnU0E5DGd9rvM/HALig3QX8dONPpDZKpU4NZ5lc+eD1nr73MLjtYL/OobEOIcQDwHPAISi9iEjA1JeQLyVSe6SUf+jgwiRGvf9ERzoyIUGVcQSTjh3VzboVbt7gDDD8uUGNFLdlf7IH5Qi4mTcc/SjFxapECqzpv3BHQYHyPQknQ4bABReoLJvBQNXQyO+/B7VPJBRutqUYN2cQvAAjJgbmz1cBmkMdykBu2sRTM8ZyKP8QSTWTeOPSN0wftktSl9LX63NMTXyZw25X/+PXX7fumOHCtTzKHzUuo+xo5041qYPTqyAuxnP20vAqeP3S19X7GcH6nPWM/d9YOrzegdeXv076nvTAldIaNFDXtW+/rRhAXXSRypbZ7UExUDxZdJKNuRuB8AQYtWNrs/7O9Rx69BA9mvQI+Hg/bPmB+Vnz2X1st0/72YTNr+DCLu3cNO8mDuUfonGtxrx3xXsBKcad1fKsMsHFzIyZdH6zcxmZ71eWvsIVn14RGiNITWXcA3SSUraWUrZ1PEx/AfkSYCwQQrwohOglhOhiPHwf72mAa72/UVd65Ejw3au/+05p5V9nkR69EWA4Uu4+4+q2HBNTMfBp1Cj4bsv+ZA/KEXAzbzj6UTZtUrPeYH0GA5TRWtOmcPvt1h/bLFLCL7/Azz+rZm8DI8DYt6/sjbnFGDPENi+XUX/dbMsQFaWkn889V0m1hpgdd9/Au/f8wNOL4O0hb5NUK8n0vnVq1KFlHZUBtawPA1RQefbZqkcsuworpu/cCX843Iq9uXd7omNHZ4bcxWw1tVEqy8ctp03dNggEUUJVNLt6FSwfv5zRXUcze9Rs1t25jr/1+BvRtmh2Ht3Jvd/dy1nvn8XJopOBK6UlJqoyqPJqitHRTgPFIKjTrTmwBrtjXrR7E++qS8EgJSmF+vH1A5ZyPll0kk2HlCx3IL/Lyn0r+WTNJ6a2nZM5hwVbFwDwwdAPfPrse+PTtZ8yZrbKjIXNCFJTGbuklH57H/gy1X2j43mUyzLTqZLTBk/1/lKWVQsK9o11oBw+XDoT5neAAU635fR0dfN+8KBy/u7cGZ56SsmeBhMLsgf+NPOWuZkMRz9KSooKalevrjAbbQmNG6vjf/ONcm4/eVIFUsOHVyyBCBblJWoNkpPVWHJylNN8kGb8jRnivlP7crLoJNJDsXtsdCwzRwaYpevUSZWRBBmjVOGrVTPZW3KEpFpJjG5wDj1+/hMhoX7vAYzo4vv7s2ujruw6tsvaG4XzzlM3rbm5qtH/zjutO3Yo+fln9dy0acUGaLMIoVy933pLZQlceua6Nu7Ktvu3kb4nndmZszl48iANazZkRMqICkFvSlIK04ZO4+/n/Z0pS6fw9h9vc6rEu4+u6+SKX4H0DTfAq6+qLL/FnhhGeVSHBh3KzJxXRdbnrC8Nlro18qOUDvhi3ReMmjWK2rG1ubTjpTSIb1Dp9sNThvPqJa+y8+hOLu14qV/ndIeUksd/erzSbVyD14w73Zcva4LKM0KIqcA3QIGxUEr5jZmdTQcYUsogNhBUEyyq948IjPKa2FjoaUFaOS0teH0WlWFkD8wEGR6yBwE386alqRtgI2DzhNX9KAkJaoY3GLRsqWbVS0rUTY3drv5+U6ao32HmzOAH0IbBXlSUUpMyEEJlMebOVSU0hkFgEEhtlMry8cu54MMLOHDCqYoSLaIpkSVIJPXj6lcJNZSM7AyeeP0qJr+1hf87CnUmQElsNPGLJtGz2E5R4yRufe5rv449vtd4Lut4mbUuyjExqs/mnXdUaU1VDTBuukllGbdt81xOaoZLLlGfxV9/VYF3rbK9LmnN00zf/Les25KXL3mZElnCm+lvlt7UVobbyRW1QhlE9uwJgwZVGBegTDI7d1aN7h995CwttoBV+8PXf2Gw5sAa/tr/F00TmjK4nf+9BX/tVxLSreu2pm5cXb+OYQQVh/IP8caKN3j63MqNO23Cxr197/XrXJWRvjedvce9T44HHLxqAuEq4AogGTAk0CQq4PCKT1czhzRtsi6R8oAF9f4BsXatMl2yomzFKI/q3Rtq1Aj8eOFi+HDzNc0esgcByz1KaS5TE+x+FKvIyFCBi2EGZrzfg+np4Y7Nm9Vz69YVJWpd+zCCTGqj1FJ1mh6Ne5S62c4aNYvasbXZl7ePO76+w3QWLBwYIgaLi7bS8RDElkCXHKC4mPF/qP/vpNQjbMvzre7bYHjKcO7uc7f1JSqGSdvvv0eOu7w/JCfDxRcHdoxBg9TnoLAQFi4E4LXlrzFvwzxThojuOFF4wlRwAZUopW3Zotznr7gCDngwWRPC6bHzySfev0N9IBICjPdXvs+N/7uRd/98N6DjGB4WZzQ+w+9j1I6tzb19VMDw2vLXOFHoXm7cCGaCRcQZQYYQIURHIcQSIUSWEGJFBN9LDwXaSCnPkVIOcjzON7uz6QDD0U1+AFgAfO14zPd1tNUaC+r9A+LAATWDNX164M2t112nmifvvtuSobllzx41UxVMN15DzcrbzKAQHrMHATfzPvYY/Pijet2sWdl+FGNcQsDXX1sz6793Lzz8sHo/mi0PM4trls4TwfD0cIeRwejoRi7RyNxs2KBKpYJIsb2Y33b8BsDjZz9e6mY7PGV4aTP0z9t+Dsxo64ILVNDk2sxuEa4iBofiJTscE6M99sMVG6H5cSgW8FaPYmscya3k7LOdJqOffx7esYSb2rWd7/vvvuNIwREmLJjAVTOv4tO1/jVPW+KlYcjTJiZWrqR4/fUwfrwKMALsVXBlxlUz+PCqD31SXLIaQzlq33EXhUc/jF/XZKsAw4yDd2Xc0/ceasXUIjc/l/dWvldh/YKtC+jxbg9unHsjJ4uC8/0ccUaQoeVd4D9SymTg38D7YR6PJ7YARf7u7EsPhtFN7nfDR7Un3O7VhtneqVOqPr5+ff+P1amTegSL/HyVEs/LUzK4xuyV1RhqVr17l20ELo+UHm+IfZF7rNDMO2MGvPSSev3YYyqgcu1HqVcPPvhAyTh++61q4g2UX39VJoLvv6/q060kXJ4e7qgswOjRQ2VRzjxTzegGkT/3/snxwuMAnNfmvDLrbux+I7n5uVx/xvWmPCPcIqXKKObnWx8wUk7EQML2utD6KDy0BGo5vlrmpsCeOpLsAEoVSuwlbDuyjQbxDbzWfZvGZlOf25dfVmVSDz9szXFDxRNPqDLO0aOdgVIgXHqpCqoTE5m+ejr5xfnUi6vnV98M+Oal4VEpzdX/orLAoVUrJR5hMV2SupRRMgsHhtle6SRDRoaaqMnKUp/v4mKvJaZSSksyGAAN4htw+5m3M3npZP7127/Yc2yPUoirlcQFbS/gpnk3AbDz6E5qRAWngiGkMt8RhBCiEdALMExfZgNvCCHaSCm3h21g7tkE/CyE+B9lezDe8riHC76USAXUTX5aEG73atcvqL0R/q+Kj4errlKv3w9y8J6a6jQnE8L5P4qOVg+jJviZZ9w20hrNvPEx8Qjcf0Eaco8VmnkvvVTd6I4eDf/6l1qWlqYCjalTVfAxYYJa/tZbqrk+UAz/i7POCqym2x3hztK5YpRIuTZ4G8TEqD6iN95QAWwQWbhdlaOkJqVWCCKEEDx41oP+BxegmtmNjFEQGtaNUoXUA7D2LRi4Sy1PPQhtjqrXZ+6BLtmBlSqc8c4ZdHy9I3My51g0cgeGAtHKlU7fIavwY5bZNMePq4mABx90ulwHyj33wK5d2J99hrfS1T3A33r8jZoxNf06nCVKacbvFirxhwikNIORtw+5dq0SgsnMVCWlxqSBlxJTiWTGVTN4/vzn6deiX8BjuqzjZQDknMxhyrIpTFs9jclLJnPxxxez9/heasfU5sNhHxJlC46XckhlvkOHTQix2+XhzqG4JbBXShVZSVUnthNoFcqBmiQOlcXoBqQ5Hmea3dmXu49nhBBThRDDhRCXGQ/fxlrNsaDePyDq1XP2SwRitrdhA6xfb2kdrFvGjVPPv/zivFkMFp9+qpopP/wQHnpInfuhh9TNeHa2yhxIqcyq5lS8ATKaeZMTk4kSUaVOt9EimmhbNG3rt3VvsteokaqHnj7d883+7berbNPx49Zo+hsO3sHwvwh3ls6VyZPhtddgcHgNmWJsMbSo04Lz23ovTd16eCvTVk3z7QSGg7fNpvpNLCbnRA6d9hezbCqk5ECUm/ix1VFY/h4kH/C/VKF9fRXkWy45eeaZMHIkvPKKtZM2rnLjkyfDtGnq2Sq58W+/Vdm1+PjA+y8MYmNBCH7a+lOpnOkdZ97h9+FcJ1c8BRkeJ1dA/X6G/5NZhaz8fDWD/+uvfo7ayZJdS1ixZwX5RZWUdIaAprVVBuNk4Unso0eZF4JxwSZsXJ58OU+c/QQt6/pofFuOjOwMrvz0SucpHX02xbK4VA2vyF7E8VPHAzpPZYRU5jt02KWULVwenuQjy19lrasJtBAp5d/cPG42u78vAcZVqG7y+4FHHI8qlo8OMo56f2mr/L0ibZ7r/QPCcPOGwDIYL7ygZv2NACBYnHOOc0b2gw+Ce64zzlDnuP56Z/Zg4kT1P6hZE776Ss34l5So1PU3FUUSUhulsuHuDSwdt5RH+j/CuJ7jGNR2EADN6zR3Bhc7dqggzSA+HuI8m12RkAD33afUkALNYOTlwV+O5rxg+F+EO0vnygUXqBlbb30rBQVqZjBIPNT/IXbev5N/X/jvSrdbvX81Pd7pwS1f3cKvO3y4eTICjJYtKzazW0BSzYbMnAXxReBprjIKtf7zL/C7VCE1Sf2fMnIsVs8TAr74Qn2GGlhUemXIjfs4y+wTxkTGJZeoa5CFvPXHW9jscFH7i+iY6KaE0AeMyZWUpBRibDFlejIEotRLw62T99q1ztJUs993t96qrsH/rvzzZIYnfnqCvlP78s9f/xnwsQLBKJFK2wO2TZvDJwRD2Z6ryigqKQpqz1XAwWvVZRfQQgj1QRIqjdMSlcWIOIQQg4UQtwoh7jQeZvf1JcAIqJv8tEAINr31T05GyVI9r/KUACeiJZvfej44YzD6MALJYBgKUlbI01aGzQY3O4Lh6dODUl9umoQEFVT06qVuIIYP99hQm9Y8jYmDJzL1yqk8fe7TFNuL+XXHryzbvUz1vlx2mbq592UG7r77VBbn5ZcD+z1WrFBBUlRUcEoSwp2l8wW7XWWm6tYNupqUEIK46EqCSJQXRNdGXbFLO9fPuZ7D+SaDyS1b1HOQ/DxuONWZjrmegwuDKKBjLtx4KsWv8xg3oBFvmuWr3Lg/FBQoUQfw31zPA3v++p1xT/+P/S/B3V2tmSRKbZRKxp0ZLL55MQ/1f6g0Wxdti2bpuKXugwtwlpO1a2d+smGUw2rru+8CMlCUUrJ6/2oAejYNn4IUqKA8SkQxPBPzanLlSkzXHFjD/rz9AavRBWwcayGegtfyRpAe319VECllNrAKuN6xaASwPQL7LxBCfApMBgYS5BKpgLrJTweklAzLeIp+twgyk6DQBkWOe7EioX7OTIKzxguuyngyOIMININx8KCzeTYQgz2zjB2rAo29e52u51by4osqc1FZg7dBvXpqDF27qmCnnPrQgbwD/LT1Jw7lHypdNrDVQPq3VJmCyb+8oG6o169XNx/lHWu9ndvVy8FfjPKonj3d680HillVLqs9Pcqzd6/yDSjxFMo7xnDypCrTCIFcrTeibdF8MvwTEmIT2HVsF7fNv83czYKRwQhSgNHltw2mvwhsQJffvPi5eMDIYOzL21fmM2QpGzbAggWBHSMUcuM//aSyjdHRMGSIf+P0wEd7vuHizZB0Ei7bV9vSYxuTK19d8xWdG3bm7j53U1Bc4HmHVq1Ur50vv+Mll6hgpKQEPvvM77FuP7Kdo6dUE1E4JWpBlTd1b9KdziRiq+ya5Uq5EtNrZl9D08lNA5a6jTR52PLBqyHzvfjmxWTcmVGtggsXbgNuE0JkAROAIJeL+E1PoJeU8sZgl0gZ3eQP+pMqOR0wZgYyGkm63QUDxsHk/vBeT/U8YBx0uwsyGsngzQxcfDHccYcqP/IHw2AvPl4p8QSbFi2c9cdWN3vn5MCzz6osySefmNsnMVHdoHz5pVNj38F3m79j8EeD6fZ2WQfVxwY8BhIun/SlcuUVAj7+2P8A7dQp76Z8nghm/wU4Vbni4z0HGTZb8D09XntN3XBfeWXl2wXZD+Oqz67i8v9ezi/bfzG1fdv6bXl7yNsAfLH+C6avnu59pyAHGOLgQaJNtltF2/G7r6Zzw86lvUtByWL85z/KwX78+MBkukMhZDB3rno+//zA1P7c8MBFz3Col8oyRf3wo6XHNqgZU5PMuzKZcvEUkmoled5wyBD1u772mvmDx8Q4r70ffeT3GA3/izo16tC2fvh9gv+89U+uGjjerxLTguICNh7cCEBKQ/8yiAaRKg/rWhkwcfDEqtJz4RdSyo1SyrOklMlSyjOllJGa1t0MxPu7sy8BRkDd5KcD5WcG/mgOj18Itw5Vz3+4iNkEbWZg/HilRuRvaYpRHnXmmb7NwAfC3XerWvqnK3cU9Zm331alCElJTqUZMzRurMqcDEpKYNu20i+sXk17ldn88uTLeT09ibGGL9GkSf7//RctUopXl17qX9/A1Versg2rmkbdkZqqlGFSUtR7xDXQiIlRy5cvD66TtyEK4O2m2wgwliyxvASvoLiA7zZ/x9ebvi6VqTXDdWdcx3XdrgPgnm/vISvXi/LRxInw7rtl35NWEqK+mviYeGejd04Qvk+NZv8dO5wTJf4QbCGD4mKYN0+9HjbMt31NUCO6Bo1H3Kh++PZby48fEgzZ8j/+KNvP5gOr9qnrdY8mPUoD27DjZ4np+pz1lEiV+ejWuFtle3nFEm8TzenCo8BvQojXhBD/Nh5mdzb9qQu0m/x0IFJnBnzCVeI0VFx2mZrh6m6hy29BAbz5pnp9111qRt0fiorUl12fPuT+8ZvKVBxuVEa20vbs37n7G1VO9XYfG3vGB9AY166dMkzcscOtZK5Xxo1TZQWXXur/GMyQmqoaYRcvLisGMHeuWh7M4AIq98BwxQgw8vJgzRpLh7B011JOlZzCJmyc3epsn/Z987I3aVOvDSeKTnDt7GspLKnEq2PgQNX4GqyMYgj7alIbpSIQ7D0eBBntdu2cfUef+mcsBwQ/4LLZ4H//U/K0Q4Nk/mZ8/jduVKWEQeRIwRG2HXZzjkACeqMUE/zOYkSCg3cF/CwxNfwvWtRpEbCHTDWVh9UEh9eA3cAR4ITLwxReAwwhRKXackKI+Ai2OQ8pVX5moLjY2ZQXygAjGHz8sWoQjIuDOwOo5Nu3T8nMHjzIlBdWsvF1uOW+GU7ZypdegueeA2BJu1juudjOK8tf9f98rVo5Z+9eeKHyHoNIIC1NZYoMlayo4Giml0FKZwbDW4DRuLFzG4vLpAz/i95Ne1M3rq5P+9aNq8t/h/+X+Oh4RqeOJtrmi+epxYSwr+aty94i74k8nhv0nN/HqBQjU/n55/5/doIdcNlsqoRx8mSnKIcFrDmwhhvn3siy3cuQ3bpBE+W9wHffWXaO8rz4+4s0mtSIh354qOLKSZNUCeyjj/p+YCGU4h+oa7kfkumRFmB8v/l7xs67iVceOMvnElMjwAjUwRuqrTysJjg0l1JeIaV8Wkr5d+NhdmczGYxHhRALhBB/E0J0EkLUFUI0EUKc50iVLAea+D38akREzAxs364csuvW9V3y9MABZVpms4UnwDh2TDm5BjrTbLcrR1RQvhZJldQIe6NVK1iwgJI6CSSdhI6HwFZc4pydc7mJSdsLTzYewS29bwlg8KjsiM2mZh/deHJ45MCBwGrP/SUqCro45hjWrg3++fbuVc3b4N5krzxGFuO33ywdhhFgDGozyK/9z2p5Ftvv384jAx7BJmxIKVmxZwUTFkxg3LxxTFgwgZV/facaic2IFPiLS1+NDHJfTdOEpn6bvpli1Cj1+xw4oMoNfWXlSvUcCUIGPvLmijf5aM1H3Db/NvU3uOQStSKIZVJt67elyF7Et5u/Ja8wr+zKFStgzx7l7+MP11+vMjxTpvh8XTtZdJKWdVoSHx0fdgUpg82HNvPhXx/yQdEKVULqrrxTCLclpn8dUPW3gTp4q1OctvKwGt9ZLYTwexbEa4AhpRwBPA4MAL4GDgDrgGdQur39pZQ/+zuA6kREzAwkJKgb02PHfJeqbd5ceSgcPapmfkPNlVeqUpA33gjsON9952ySfuCBwMfVpQv5deKRVO6GE1NYzN/f3kByYnJg50tOVr0UAM8/b/7L9ayzVDBlyF+Gkm6OuuBQBBhG9iIqypzylhFgGIZfFnCy6CTLdyuHYsMLxR8Mh++M7Ay6vd2NgdMGMnnJ5FJX3Y8fHwKdOpGfFuSbJEdfTVFy+zLqd0RHh66vxgqaNVPSxOB7mdQXX6j3ylVXqZLNymaZhSgbcB07Zu4cGzcqwYkjR3wbmxeOFhzl47UfA3BX2l1qossok1q6NGiZ0CEdhxAfHU9BcQHzs+aXXWlkw/2Vy27bVpWSjRjhc2a0ZkxNlo1fxrHHj9G1UVf/zm8xhpv3/rz96nNkSJLHxDjfszVrquuUy+dMSslf+60LMOD0lIfV+EUDIEMI8aUQ4nPjYXZnUz0YUsp0KeV4KWUHKWWclDLR4YPxhpQyz/sRTg8iYmagQQOnGZe/Xhi1rZU2NM2116rnzz6DE6bL/CpiqLpcfrnK5gRKejrx+w56t9q00hzpiSfU819/mZuB3LdP1Vrn5qqyhFATygDD6L9o29acEMGVV6qbHX+VudyweOdiiuxFRNuiGdhqYEDHysjOoO/UvqzLWUeRvai0j6tYFtMmV5WG/GDPCr5/RGoqi+a/wYBx8MrAKOS4m5Xb/eLFlvbVfLr2UyYsmFBa9mE5hgLR7NlKotgbdrtSmxvlcFhOSFCmhq5CBkZPhhFwdeniDLgOHlTPDz/s/XwzZqiZeYvd52f8NYOTRSepU6NOqYAAF1+svH127Aha6WKt2Fpc1lGJD3yx/gvnij17nFLpwfDjMUm0LTpiGrwNs72cEzkU24ud/jYpKSq4FUJ97xlCKw6OFBwpLaG0okTK4DSVh9X4xn+BB4HZqASD8TBFGAt/qyfGzMDoWaPJys2iRJZgl+omIcYWQ3JiMjNHzgzeh1cIVde7Y0dgbt7hYMwYuP9+lVKfNUt5ZPjDe++pWa8mFlXuzZkDmJetLPp8JlP5g8SaiYxKHeXfOc84A664QjmMP/+8mo2srPzOaM5PSFA+HqHGCDAyM1X5mNkmWX8wAmcz5VGgmnAtdhQ3yqP6NO9D7Vj/A3JvrrrtHFWOWXVLeHLWaDLutNgFuxxZuVn80RwKeqbwyB0Wy0Y7+Mev/yDzYCYt6rSwbEa2DCNHwquvqueCgsrdz0+cgJtuUtcbgIsuUhMchnRsRoaaMJg9WwUSDRuqa4trWdQbb8Du3aqn4tdf1f6e1M0Medorrgj41zSQUvJW+lsA3NT9JmrFOvxv6tYNvtgDMCp1FLMzZ/PNpm/IK8xTnwcje5GQEPgkT0mJ6oNLSFDu6VUUI4MhkWSfyKZZhw7qO691a5V57tNHBa3ffFNGZr5+fH32P7yfA3kHgtK3mdY8TfdZaNwipZwRyP46wAgCxsxA+p50Xvj9BeZumEuNqBr89rffQvNBbtZMBRi+ZDCys9UX51lnwVNPQZ06wRufJ+rUUaVBH36oPDH8DTBsNmslPXNyiCoxGWAUF/NnxvfcWTuDDg06MCJlBFE2P2cPn3xSZSSeNGHKaPhf9OsXmkbr8vTsqYLDbt2CH2D83/8pBR6zZSlB4Imzn+Dc1ucGfBzDO0d6CGCNAGNLfUq9c4J5DTG09jsldgraOVIbpZJ5MDN4GZnERGV26Y1du1SNv1E6d//9qjG5/Hs3La3yPov/+z8VxDz9tApGevZUnhyjR6vyxvR0NUmxaZNTctVC9+6F2xeyMVf93+5MC701lVEmlV+cz9dZXzO662h1owxK7jzQ69Htt8PUqSoo+/JLU7tc/cXV1I+rz7197424EimAfcf30WzIkLIGhJddprIaHrKyjWuHoWxZc1oihHgUeENKedLD+t5AYynlN5UdJzJyh9WUtOZp/P081XB/quQU7Ru0D82JDWUSXwKMpUuVys5bb6k60HBhSJ7+9psqN/IFP5RGTOGjbGXnTgOwCRubD21mTqYPTdrl6dtXBQ6XXeZd1SbYBnveSEpSNcU33+xUlAomtWr5psCTm6sc3SdMsOT0tWNrc3GHi7m4Q2B+I5W56go7tD2iXm+tHxpX3axD6jMXcB9RJXRNUjd8QfHCcEVKNZPuIildOrN+6JAKGlatUjd0772n3r/+BMZRUaqkcdEiVVp17JiamR45UpVODRyoshuugg1jxsA6a37/N9OVHPcFbS+gU8NygaHhuXH77SrLEgTclkkF2n/hyuWXq+dvv1UeJV7IK8xj9vrZvLfyPY6dCt8kRHlqxtSkTg01cbc/b3/FDR5+GPbvh3/8I8Qj02gqkI/qvZghhLhNCDFUCDFGCPGsEGIF8HfAq0GNGZlaN/pzGrO0b9CeSzpcwj197qGoxA/jNH9o1kw9+1IiZZTYpKUFd/bZG2ef7ZQV/eAD3/Z94glVEmCxWpCvspX1rhtXWhr14uIXPd5AWsbJk071m/79g3uuqsq2bSr4efFFla2zmspuZiuhMu+cJnkQ71i1tX5ovHNClcEA1XsStM9GRobKpg0YoKSkp01TN/kDB6oSwn37VGlUw4awYIEyKA2UgQNh9WrVJA6qrCozU3nplPeE2LBBTSAEGGQcP3WcH7cot+670u6quIHNBrfcoowagyhXe3WXq6lTow6J8YlqouePP9QKK0qaLr1U9RYWF5tSMftr/19IJAIRnBK8AGhaW02K7MtzM/lXs6bbbM+D3z/IP3/9J1sObQn28DQaAKSUrwNdgB9Rptp3AEa9981SysullFu9HcdMBuM6v0cJOBwAtwshpBCiq8vyRUKIrUKI1Y7HAy7rpgshdrusm+SyziaEeF0IsUUIsVkIEfqcsA/UjKnJt9d9y2uXvha6FKe/GQwIv/+FEOpGEFRDpFmzprw8eOcd9SUaiIuvG94VK9nVOB67tyDDRbby0f5K+/3PfX/y07afAhuAlGp29DkP3gHp6ervZLOpEqlwcuqUkkoOFjk5qoRvxgzfpFt79FBZD3Bme/xk3oZ5/G/D/zic76hfMm5mjZnq8jezldxEVuadY5RHlQjYWTf43jn5RfnsPLoTCG4GIzVJBRiHCw67n8kNlIwM9TlYv159LgwFpeJidbOfmalufK+9VokouNS7B0yDBiqw8Nb/ZberhvLRAZhyAgk1Ethx/w7euPQNrujkpq/DZlPN3hDUAGNYyjCyH87m3SveVefMylLlTFb8bWNjnX8nE6Z7hv9FcmJyQP1RweDG7jfySP9H6F3SWE0Enn22eyd4R+B9qvgUr694nf9b+H/sOLojxKMNIX5O0GiCh5SyQEr5sUPg6RIp5XAp5bNSSvONgFLKSh/ASm/beNn/HKAFsB3o6rJ8EXC5h32mA3d7WHcj8BMQhZLQ2g50NjMWm80mTwvWr5dy9mwpV640t31hoZTx8VKClF9+GdyxmWHPHimvvVbKBQukLCkxt8+rr6rx164t5eHDlg7nqs+ukl3uRBbUiJbSZlPnKf+w2aSsVUvKjIzS/S766CLJs8jBHw4ObACLFjnPs2ZNxfXvvCOlEFL26BHYeQLls8+kjIqSsn374J1j4UL1d4iOlrKoyLd9Bw9W+z7wQEBD6PVuL8mzyGcWPiPl2rXq/+7D+8KV5buXy5jnYiTPUuEx8mpkCchtddXPMc/FyBW7VwQ09srYf3y/HPLJENnxtY7y4ImDQTtPYXGhjP1HrORZ5I9bfrT24Ha7lKmpnv8frv+X1FRrz22wfLmUMTGVn994xMRIuSJ4/1MppZQff6zOVaeOutZXRZYscf7NNm6sdNNx88ZJnkWOmTUmRIPzA+OaXv46tm2blFdfLWXLllIWFMjV+1aXXg9yTuSEbbhBZe1a9VmMiVF/D+PvEhOjlnu4dkYiQLEM4H65uj3MZDDauurfln+YCGB+lVJaWfw5GnhHSlkipTwEfA6MsfD4QUO9/0JASooq6+lpUjv/r7/UbBqEP4MBambnk0/gggu8m12BmqF85RX1evx4qFfP0uGs3LeS9Y3gq4+e8ixb6cYn4LEBjwGwYOsC/tz7p/8DOOccpSoFyt27PLfdpmrKP/nE/3NYQatW6n+xdWtgMsOVYUjUtmnjeymf4YcRgKP34fzDrNqnZkgHtT5P1dLn53vu//EyU12Zd86sVIh/CgbeHBpX3ca1GzP/2vlk3ZNFYs3EoJ0nJiqmtAQrI9tiVaz0dDV77q0fy0pJ6fLMmWPeu0ZKp6x2sLj4YpUZPnbM8uyuOwpLCq0vB+7Xz6ka9/HHlW4aaQ7ebjEkalu3Lnsdq1tXvR927YLffy812GuW0Cyo2cuwYWQby5cSls82WtSvpAktZgKMY5TVvy3/CIRJQoi1QoiZQojyun4PCiHWCCHmCyF6uCxvBbjmCrc7llVACPGgo9RqtxBid8hu8MvxxbovSHkzhUEz/DfkCipGeVTHjpbLeYaEuXNVjb3NBvfdZ+mhc0/mlpaNtBt4hbogLl6s/AHGjavUJ2BQm0Gc2exMoJxGvK8I4fTFmDnTaTTnSr16TjftcGHI40oZvC8E43c3+nR8wQgwVq70OwD6dcevSCRx0XGctS864JtZb945hdGwr271c9W9IvkKrj/jeut7PSLh5j4nx3xpZ3Gx+xIZEwyfOZxHfniEXUd3Vb5hw4ZKzQng0UeDWoJy19d38djV9Vk69Vn/HbzdIYTyDwEVYHj4HxeVFJUGrZEcYEjjOlZezrh+fWcf3TfflHrFRFoviSVIGfAEjSayMTMFmCsD1ML1wA1Syl1CCAHcBcxHNZUAPAnsk1LahRDDgG+FEB2l09TP9erisTBeSjkFmGL8HBUVFZYIQwjBhoMbgt6gWYqUqsF7716lQZ6QUPn2RoN3JGQvXCkqcrpSG42T7pg8WT2PGGHO2dkHVu9fDSjDJqN23KtspQMhBJMvmkxRSRHntz0/sIGMHKn6O7KyYOJEJdsYaSQkqL//9u3KcC8YBltGBsOfAMOQ8C0pUTO5F1zg8yEM/4v+LfsT++V8329m3bxvynvnSCkplsVEi2iEEMH3zgkDz1/wfHAOHKKb+0pJSsIeFYXNhHu2PSoKmx+TOmsPrGXuBuWpcWWnK2lZt6XnjTMynH1Ry5apR3Q0TJmirikzZ1pmoph7aDcfzTtJzNx/QYfz/fqMeeT661VD/g03qP+dGznX9TnrKSxRZoc9m0ZegDE/az63z7+dd78/xhCA9m6UJS+7TGVZv/mGNT3U/9VKg72IwZ9so4nvXU3kYCaDYVI+xzeklLscz1JK+QbQTgiR6Fi2R0rlTielnIvKohhTXTuBNi6Hau1YFrF0aKBSuwdPHuRIwZHQnLRtW3WDZ6h5VMajj6ovG2OGKFJ47jkYNgwef9zzjdySJc60/0PWC54Z6faujbpSI7qGz/uf0/ocLmh3AcKsCpUnoqKcEqsffqhS6KACsAkT4OefAzu+VQTb0duY+TNrsudKrVrQq5d67WeZlBFgnN/mfEtvZt256n6zpR9ZsQ+TMXxBSIKLMbPGcPl/L+enrQGKEoQTHyWlg5GxlcOGUYL34AKgRJaoiREfefuPtwF1XarUSd4oQSn/3gtSCco4ehFjB7uAE2ekWHLMUtq3V0aGPXoo7xE3mZhmCc2YesVUJgyYEJElRbFRsew5vocmBxxzpZ4CDIANGzicqdQBq2UGIxKyjRq3CCG+CKQ1wsDMldijfp8QooaU0gcpl9L9ooFEKeUBx88jgANSylzHzy2Mvg0hRD8gETDqQr4AbhNCzAHqonoyLvF1DKGkfX3nRWTLoS30btY7uCc03Lx37jQnVduzp/l+jVBy3XXwz38qScelS91LsO7erYy1OncOisvryn3qAm9Vur3EXuK/8d7118Ozz6r/60MPqfT67NnqpvuPP+D8ALMkVtC1q3IfD0aAYbcHViIFMGqUukHxwy/k4MmDpSULg9oOgqTj6ibVTJBh8mY2rXkavZv15oXv/48LP3wf+B3OH2adK70HpJT8sOUHDhcc5uaeNwf1XOXPK5HYhEWWTMOHq8kSMwjh1829N9KbQ60G0DlHKZF4ogTIaggnmykdSLMcO3WMj9YoNaW70u7yPHnhWoLi6UbOtQQlI/B+mLMPqEmYDYmwLnsxVyddHfAxS8nIUL9PVpb6fQxDT5dMTFJqKuN6jbPunBZjyNS2zXX8P9wFGGecofoQ9+4l7a9c/uhTTQOMSMg2ajwx34qDmLmqv2q8EEJML7duqbedhRBvCiF2o5SkFgghNgM1gK8d/Rd/AXcCV7rsNt2xbjXwMnC1lPKoY91HwEYgC0gHJkkpM038HmEjoUYCjWspidrNh9zUzwcDf6RqI43OnZ1BxbRp7rcZNUrdcH/4YVCGYFXD4MJtCxk0YxBPL3za/4PExDizTF98oUrDjBvuRYu8SqKGBB8zGFJKVuxZwYQFExg3bxwTFkxgxR4PteF79zrFCPwNMB5+WLksDx7s866/bP8FgFoxtUhrluazP4rZm1mbsPHzTy4lcOXrtIPAwZMHOVygdHGDKVHryiUfX0LDSQ35YcsP1h00LU3dbHoTh3CRlLaaORvmcu2oKPJj8JjHKAHyY+Daq6N8Nk/86K+PyCvMIyE2gevPqCTrHIaG97iVKgBf0TzAvrPyVJNm4Ca1m1AvHxoUOBa4CzCEUN4fwH25Hbiq81VB9aUJGxGQbdS4R0o5o7KH2eOY+e/WcnldPoz2+u0qpbwL1WNRnjMr2cfjt7+UssTD8SKaDg06cODEgdAHGN4yGH/+CXXqqJKTQMt4gsHNN6syqJkzlVJUbTe65jVrBu0m7B+D/sEfe//gvDbnBXSc5XuWs2j7IlbvX82EgRNIqOGlL8YdGRnqbyCEcwbPoKTE+SVbTs0qpBgBxtGjStmqQQOPm2ZkZzBm1pgKfQdTlk5x33dQXAzXXKNUqlq3DvIvUpFGtRpxdZeriY2KJSYqxnkzu36991S/jzezZ5c0B7LJr1WD+Er+hlaRlascvAWitKQz2GSfyOZQ/iHWZa/jkg4WJaGFUNeKvn09N4/abBAfb8q0zR9yTuSwJqmEvrfAzC8gOReEhBgJRQKkgKxEGH01rE8qIc1Lb56UkvS96czJnEP2iWy+3PglAGO7j63c58GfEpRAAy5HudLyFvD1pq85WXSSmjE1AzumyWZgmZ9PwYihRK1bT2xUbGDnDBKJNRMpio3iwhtKeLPTAyR7KvW87DJ4/306ZWYzd/jnEFWx36TKEwHZRo1nhBBpwMOA8SWcAUyWUpqeifA1L13+DjQ8skxVEONLe/PhEAUYhpu3twzGvfeqm5/ng9R0GSijRqna+bw8+Nyl9O/YseA4MpdjZJeRTBw8kW6NuwV0nNvPvJ2E2ASOFBzhP3/+x/cDGF+yBQXmyh3CRefOahYxL89rcNFvaj8yczIpsheVulkXy2KK7EVk5mTSd2pf1mW7zEi2aQP//a+zSTUQCgvhwAGfdjm79dl8fvXnfDzcIZMphBqPGYYN8+lcPU/WBWBPUo2QBP4bc5WDd+t6rYmLjgv6+cDF0TvHYqna1FQVZPsgKW0lhnni+kbQ7S4YMA4m94f3eqrnAePU8vWNVEDn2iuw9sBaSuzOvEdGdgbd3u7GwGkDmbxkMh+s/oDc/FwAvtv8XdnPR3lCXYKSm1sqv7q6ZQwni07yzaZvAjsmmM7ECLudqE1bOO+uWuw9bqI0OAzYhI369ZuyoD38eWWamhxzx4UXOuVq3TSzVwuMCRoz17dWrXSDdwgRQpwF/IBqTXgK+D9gG/C9EMJ0LbqZAEN6eK3xgdIAI5JKpE6dUhkMgN5B7gvxl4QE5w2za5nUm2+qi85jj4VnXD5SL64et595OwAvLn6RR358xHtJkCuRoO9vhuhoJZdbyZeilJIxs8aQX5SPHfe/jx07+UX5jJ4VhGDp3/9Wsr53WZAIXbbMGfBFR1e8ma1TR/08eTLsN+9a3fGoqt7PqmOxn4AHjAxGKEsxDFW2Sm+S/T54qk+S0lYyPGV4mb6IP5rD4xfCrUPV8x/NndtG2aIYkaJmZo+dOkbfqX1p/UprJiyYwJcbvnQbhBtsPby1YhDuSqhLUIxm6xo1aDHwUqJt0aXvq4DwIRMjJIzaEFXa6xCJNKmt+qkqdbFPSCDv8ouc14/qiJFtjDLRk5gYPF8ejVseBcZKKZ+UUv5PSjlXSvk48DfgcbMHMXP16SaEMKaK67u8Fqgma40JhqcMJ6VhCilJFitreMLIYFRWIrVqlQoyQNW3Rio336yCi8WL4ZZbVM3trFlq7IHOZFfClkNbaFSrkX/lTG64pMMlTFoyiZyTOUxZOgW7tFdeEuRKOModgkT63nSycrM8BhcGduxk5WaRvifdWoO5Ro1Upuf339XfysQM2vFTx6kVW6tsM/LRo/DUU+r17ber9+ns2WomuGFDldLv1k1l4R580KdG7WY5qkg7o3Y+A08do06N4N5oGBmMUPVfgFJAAiUtapd26xq9XTEpKW3pKR3miZk5mZW+x23Y6JTYqfS9/duO3ygoLmDP8T28uPhFr+dxDcIz7nSTBQp1CUrNmqq0x2bjxcte5t24D2gQb0F5nw+ZmBgJHWX9wFX7gkjfw7U4ehByDu/xuE1hSSGJ/06kSe0mzBszjx5NeoRugKGkZk3npFlUlHofGs37QqhS2BYt1Pe9JpR0kVJ+WX6hlHKeEGKS2YOYuTsLTUFuNadLUhe6JIXQCM3IYBw96nkbw2Cvc2dl8BOp1KmjZpyPH4fp08t+2cyaBddeG5QZyVGzRrFq3yreGvJWafbBXzKyM7jyU6eOgV2pMKtZSUlpSdDy8cvdBxlVSXFj1y745hs4csRthmlO5hzTrvZSSmZnzlY3YRdcoEqbnnnGrybtUgzDvQMHVJO8iYbxh394mDkb5vBI/0d4dMCjauE//qH+L3XrKknlpCT3N7NfVrhOe6XOHvX/21pfzfCf1TK4HjXhzGCcKDrBjiM7aFu/bcjOHUwM88S+U/t6zNLZqGieOCR5CDvu38HHaz7mnT/eYecx7+rrlQbhRglKZmblmU+rGt7PPVc9AEs74oxMjInrX5GAuCYtrDy75Tw/9xhvLIOjtUrgMvfbbDy4kaKiQjqu3Enylnfg/kfcN4RXdf79b/XebNdOGSjOm1d2giZCJ8lOA/IrWXfS7EG8ThlJKXcACUBvIFpKucP1YfZEmhAzaJC6wausLMMIMNzJv0YKGRnKAPDYMdXIXP5LZvPmoKiHFJYUsvbAWiSyjMywP7iWBHnCa0lQVVLcWLNGzej//e9ub2xyTuRUKPfwRLEsVgaVdrtq9v/9d/OBlifat3dmE0z6YSzcvpCDJw8SbXP8DzZtgtdeU6+fflr9f8yQn6/+NoaPiQds55xLers41idR6kwcTF4c/CITL5jIuW3ODfq5DFrXa13aALwuJ7LVf3wltVEqS25eQmx0LDZhI0qoMpBoEU2MLYaUpBS3kwkt67bk8bMfZ0zXMaX7eMMIwitglKDEx3tW1RIiqA3vluCDWpsUcOrKy4M8oMCouztHPaf28rjNmgNrkAKmf2Wj5hvvwnxLVEMji717nWXPjz2mvucNE9mJE90HF2vXqpLp/MrufzUWECuESBFCdCn/AEwrKHgNMIQQdwK/AY8BfzqctTV+kHMihyW7lrDjSAjisrg4NbNa2YXZCDAizcHbwKR6SDAam9fnrKfIrurfA3WE9ackqAJBkkQNCoaSVH6+Unwqh9EEa4ZoEa2aYPfuVQ3u4L9ErYEQziyGiQBjz7E9bDqkHMQHtRmkFj7/vCrV69gR7r7b/LnHjIF334VLLoHDhz1v9+67/DzjWc4f+wxnNvMouGcZlydfzmMDHystWwoFNmELbh9GmMk+mU1BcQF2aee23rcxruc4Hur/EItvXkzGnRmVmicePHlQmfCZoDQId4enhnfjWlKjhuojCjQD7CYjefDkQR798VHOePsMThaZnvSsiEnp4RKUOlerCyNYbaigAPY4SqMqyUisObAGBKzu5Sh1/saCZvlIY/JklZFu3hzGjvW+/dGjauL088/V932gE02ayqgJfAN87eZhWgXETNHrnUA3KWVf4GzAervk04QrP7uSAdMG8FnGZ+EeippB3b1bvY7UACOMjc2GwV7LOi0DdoT1pySoAhGg72+ali1VcAtu/TDKN8FWhhBCNcFuUjf4REdbI1FrBBi//eZ1U8O9u35cfbo36a4Wvv46PPEEvPwyxPogifnooyr4X78erryy0pm4xwY+xrPnPRtwgBvJTBw8kUVjF3Fr71vDPRTL+WTtJwCc3/Z83hzyJlOvnMrEwRNN9RP5FYR7wl3D+w03qHUFBebMWL0xc6ZSebvtttJFsVGxvLb8NdZmr+W7zd/5f2wTmRhpE+THwI1jYuncsLP/5wo227eXBmNLYz2rIK7JVn4i2ec63iuLFsGJE0EeXAg5eBDeeUe9fvhhFeh6o25deOEF9fqrr2D8eO/3Bhq/kFK2kVK29fAwXQFpJsAoMly1pZRrKeuLofGBkCtJzZmjUo2GUpQrBw6oWa169dRzJOJPY7NFrNrnMNiz4ObO15KgfcfdKH85vmTtcTUo8XBvXiKgJK5G+MsdhFCmf+A2wDCaYG1eLj82bCQnJqsbMiPAaNfOmsZ+I8DYtMmrXO3CbSrAOK/Nec5G5IQElcUYMsS38w4YAJ9+qm6Ufv9dudWXmJupDhZ7j+9lf95+00GwlZzf9nzObXMu9eMjuAfMD/KL8pm9Xl2Pru16rc/7+xWEeyMtzVmCMmOGyqKBUuQLlBUrYMcO9XBQp0YdLu5wMWCB6Z4X6eHDbZoy8LZoort1d5YxRiIOGd+8GOg/fxiFJYVuN/tr/18AxF90mZrAKCyEn38O2TCDjpRKFKNlSyXcYpZbbnFK6s+YUWVUJH1BCPEvIUSmEOIvIcQKIcT5LuueFUJkCyFWOx6flNv3KSHEFsfjH6EffVnMBBg1XGux3PysMUmH+iH2wnjxRXj8cTX7UZ4zz1SzqHv2eJ8VDxdhbGxeuV9lMHo18VwnaxZfZiMBPl77MZd8fAlvpb/F7mO7S5dnJEn6jofMhlBoUw2NoJ4LbWp5v/GwzmQ7QFCpJMAwmmDjY+I9BhkVmmCNAMOTMZWvdO+uTBtr1FCfg0owMhiD2gxylmkFwlVXwVtvqddz56oSK9eb+5deUn1Fji/Sw/mHOVV8KvDzeuD5X5+n6eSm3DD3hqCd43Tjm03fcLzwOLFRsYzo4nvJjl9BuK88+6wy7vz0U9/3Lc/y5eq5b1mJ/Ku7XA3AVxu/qrQHzRSVSA832LKHFa+cYM7oOYGdI9g4AowtDQABB/IqTm7knMhhX56aZOrSJq20cb5alUklJaks8ObNyufKFx5/HO6/X71+6SXVKF69+A3oJaXsDtwCzBZCuJYlfSil7OF4XGcsFEKcA1yDMsTuAlwqhLg4lAMvj5m7HqMWyxXjZ4nFghHVmYj0wvBk9BMJ+KAeYmVjc4m9pHQGyYoMxvCU4UxZOsW0i4xd2vl+y/d8v+V77vrmLr665iuGdBzCmFljyGxwim53wZl7YMR6SDwJuTVhdhelr2/jlGfZylBi9GFkuB9HfnE+P934E+O+HKf6U6SdElmCTdiwCSXfWUa2d7PjMxNo/4VBdLSqPe/QodL0/PYj29l2ZBsAF9Tvpba//np48kmVxfCX225Tn8u//12VCjRvro6Zng4ffADr1yMLChh68HW+qneARWMXBa0Bu9Rkr27o3dGllGTlZrEuZx1ntzqbpFrWRceuDtg5J3JIqpXE8JTh9Gnex7JzeOK/GcqAcUjHIdSLq+fz/v4qUflE374VAgK/KCqClWpChj5l/7ZXJF9BbFQsJ4pO8N3m7xiWYkELpzvp4b17iW3QgBZ1IltBqjTAcCTs9uftp2XdlmU2MUQdom3RStb+ssvgxx9VgGFSVrvK4Et5qYEQqn/j4EGlPPXYY+q7/29/U9fPOXPU5GRSkupd7BP8z7uVSCm/dflxLRAFNAR2u9+jlNHAdCnlCQAhxDRUwPF9MMZpBq8BhpSyTQjGcVpgBBi7j+0mvyif+Jj44J7QjBdGJBNqHXcHe4/vLS2F6dkk8ADDJ138hp14cfCLfLnxS77K+oqDJw8yoOWACo3ifzQva9hlEDTvCF8xAoxNm9Ssf5xzAuZk0Umu/PRKCksKmTlyJnVq1GF25mwOnjxIw5oNGZEyouLYjQyGVQEGmGpsXb1/danbcsrbs1TG7913Vd1wIAEGKLndvXvhvffgo4+UK/jmzeqGDRAZGcxeZ2djA1jb6UcIUoBRKlHbMHQSta70mdqHY6eOMXf0XK7qfJUlx8zIzmDMrDFk5WYhpaRYFpv3nAmQIwVHmJ+lVH+u7eZ7eZRBaqNUlo9fzuhZoyv8HkII638Pf29eMzKcmb1yN3N14+pycfuL+SrrK75Y/4U1AYYrUirJ6oULlWT58OHWHt9qjh4FIdibFAuccmu2d16b89hx/w62HNpCbFSsCjAeeAB27lTZ1iCaRAadkydVid64cb5nLlyx2ZQC1eHD8PXXqpduyhTViyml00tjyhTVkzhzZqj+bjYhhGsgMEVKafImxi1/A7YYbQoOrhFCXAjkAv+QUi50LG8F/OKy3XZgZADnDpgILlasfhgBBsCWw1uCr9jiKYOxYoWK+gcOVPr9kTojEmoddwct67bkyIQjbD281ZIZMV9mI7+4+gtSG6VyRacrsEs7mTmZ1I+v7793RLjo1k2JB3TrppoTXQKM15e/zr68fdSMqUmXpC40TWjqfaxvvgkbNjjLBULEVZ2vIvfRXHan/4S44Bq18JlnrMmWCaFKpaKjVT1xQUHZ97ndTgyQkgMdb3oRul1j+ZfkicIT7DqmJHNDabJnIIQgNSmVpbuXsi57nSUBRkZ2Bv2m9qvwWTPtORMgv+74lcKSQurUqMOQjj726JQjtVEqGXdmkL4n3XsQ7i87d6rejIMHlUKPrxgO3m3bupVrHpU6iq+yvuKrrK+sn1gTgqNRxdSVki3vv0T7SA8wpk+Hd9/lw9fPgBNZpaVQrgghaFW3Fa3qtlILOnZUs/O9ekHjxqEdr9W8954qb5o8WU2mxMT4f6yYGPV+ffVV+Oc/K14/jcqHzEyVqVu+PBRBhl1KWelNgxDiN8BT42tPKeUux3YXAM8AF7qsfwd4XkpZJIQYAMwVQqS5WEa43iSE/cZOBxghpEF8A+rF1eNIwRE2H9oc/ADDUwbj119VX8bBg8osLFIx1EP69vUsVWuzBUXH3SZsZQLCQPFnNtImbKU/++UdEU7q11e+FeU4nH+YiYsnAnB/3/tpmtC0wjZbDm2hQXyDso2/LiZeljJzpvosjB3r0c2+fnx96k+aob6wOnWCu+6y7vxRUerzWP7L0XUTgMJiJc3ooeTMX1zLNcMRYAClAUZGTuC/m6vnjKdsoVcH7AC5stOVbLtvGxnZGZbdTKc1TwvehMHatfD22+r1X3+p/iRfMAIMD6UoRplUXmEei3ctZnC7AEwy3bC8b3Mu+hEa/bwcTp0yp0gUTmrUIKFRC9iW5TaDUQEhnH4RVZlTp2CSwwR6+PDAgguD+Hj45JNKr59lpOwtvn76g5TybG/bCCHOBT4ArpBSbnTZd7/L68VCiFXAmcAOYCfQxuUwrR3LwkaEdvdWT4QQdGjQgbo16nLs1LHgn9BTBiPS/S9c8aIeQkpKqGYmAsaYjVx882Ie6v+QT7r4lspWhpF/L/43RwqOUD+uPo8MeKTC+vOmn0eH1zswc12IlLCmTFE9EN9VIqP5ww9Oo6spU6z5YjQwKcUcJUFaLMUMzv6LhjUb0iC+gaXHNovxvrfCC8MSzxkLaFOvDZcnR7bhWymXXQY9eqjX//qX7/sbDd4eAoy6cXX5ZPgnbLl3i+XBBcC8ZEmxgIQCe5VRWmpSWxl9llcMLLYX89KSl/hhyw+BN8WbQUoVIE6YoMqWJkxwBoxW89FHqsQ0NlaVmFpBGKXsg4WjWfsjYKiU8q9y61q4vO4I9ED1aQB8AYwVQtQSQtQAbgbC6omgMxghZtHYRdSMqWlagjAgjAzG8eOQl6dUc6R0zixXhQADnOoh6elKivbgQVWiMmKE5X4PUkru+PoOUhqmcE23a2hUq5Glxwf/ZiN9aRQ3LVsZKhy13XuP7+XV5a8C8PjAx902v7ar345fdvzC/Kz53H7m7Wrhzp1qBqptW/+aAivj7LPVF6obP4wvN37Jsu2/8+Q9Xyht7ksuUTdjVuKTFLNdvf8tfM+X9l8khqf/Aig129uYu5Fie3FAMqNVrpQwEhACnnoKRo6EL75QwgOdffCS+O479RkyghQ3jOwSvFLw30+sZ2FbuHAr6vNx6aVBO1dArFsHH34InTrRpHkTBIITRWW9LbJys3jkRzXxsvfBvWUzYFKqcp/oaFUSHCgZGcr4MxR9C8XFqgwP4KablKiFFfgjZR9OjyhzvA/UAD5wuU+8wWET8bwQojdQjPKWvEtKmQUgpVwkhPgcZ8DxmZQyAAOawNEZjBBTK7ZWaIILUB/i3r3h8sudhl47dsB+R5atqgQYBq467hMnBuVCsevYLt79813u//5+jhQcsfz4/hIS2UqrWbJEySE7vgyf++U58ovzaZ7QnLv7uHe/NmrWf9r2k9P99/XX1Q1PMNzJDT+MZctKm6sNPs34lKOvTaLWpu2qlGnyZOvP74MUsygusVSKGWDX0fD1XxgYpaKFJYUBK+yFu5Tw+jnXM/H3iW7lRyOaYcNUNlhKp5mZWVq0UCUv7UIvKHmq+BTrc9Yz26honzcvch2ely9XkqrPP89zg57j1FOn+HDYh2U2WXNAGew1rNmwNMtRyt/+pm74jTKjQMjIUCWhmZnqumf8zYqL1c9G38K6wLOKgOqV2LJFXUet9K4Io5R9sJBSdpRSNnaRou3hCC6QUo6VUnZ1LOstpZxVbt/npJTtHI8nwvMbONEBRnUmKQn++EO5XhrNd0Z5VP361syCVDMMg73asbUt7cEIFL+8I8JNfLwyedy8mf071vP+qvcBePa8Zz3Wpl/Y/kJibDEUFBeUGtxZ7oHhyoAB6vnkSVi9unSxlJKF2xYyPxm2XJSm+i66BMH2x5BiNkFJlM0yKWaDd694l4OPHOT585+39Li+0KR2E+rHqX4bQ6LTX8JZSrjx4EY+WfsJj//0ODuPhrX02XdsNiWTDKqmfetWy0+x+9huJi2exN8X/d2yY2ZkZ1BsL+Z/nUEKoW4g3WQjIwKHRC3t21MrthYxURVLLY0Ao3vj7hUnIo0JNUOu1l+kVJkLT32NULZvIVDsdmfp3TXXWBuI+nD9tFLKXmMOHWCEmNyTubzw2wvcPO/moJpnecS1/yJSDfbCyMp9Ss+9e+PuTtfmCMFoFE9JSiHGFlN6IxUtoomxxZCSlBI0ZRy/SElRM1ZAk+05/Pa337ipx03c1OMmj7vUqVGn1O/h601fq4XBDDCSkpzlIC43JhsObuDAiQPsrIcyInv5ZevPDWrm12RG02aLCkoWJ7Fmottm+1AhhOCMxmfQsUFHiu2BzT4HxQHbJJ9mKMO6Dg06cGazMy07bsgYPRrat1fO8i++aG6fOXNU38Px4143/Xnbzzy64FFeXPwiD//wMOPmjWPCggms2ON/zf+q/WpCqEaLVogBA1TfYU6O38cLKi4Bhif+OqBK7s9ofEbFlUbp1969sGaN/+MIdd/CL784MyGPPx7Yscrjw/XTSil7jTl0D0aIKbYX88TPKnP16IBH6dzQh1pXK6hKDd5hwPjC6tU0cAfvYBAS2UqriItTEosbNsDatfQ79276tXCv1OTKkI5DWLB1AV9v+hpZUoIwvpit9MBwZeBANcbff4cHHwSc7t2t6raiXf12wZNy9kGKWVgoxRxp/HTjT0TZogI+jlFKuD5nPbKShiWrSwmllHyy9hMAru16bejKYK0kOlrdAN5+u5p8MuOLcd99sHs3vP8+3HxzpZsaGeH84nxeWfYKJbIkYG8SI+Pcs0lPmPWumjCI1Ikz4zrWrh3HTx1nxl8z2J+3n8cGPEZCDeWpY2Qw3AYY7dqpyZANG1QWw1e1L4NQ9y0MGqSU8n77zfoscJik7DXmiNBPYvWlUa1G1I6tDYTI0fuVV5QRkVE//uqranbqiiuCf+4qiBFgWGGwF0zSmqcxcfBEpl45lYmDJ9KraS/Tza0hxTDcW7u28u1cMNR3dh7dycbVPyl5QwhegGGUSX33nbpJmjCBvrf+g/F/wvktzw3uzaIhxRwf7/nGKEhSzBsPbuSfv/6TOZlzLD2uP1gRXICzlNDb/8zqUsI/9v5Rej0PxFwv7Nxwg/InePtt78HF3r0quACvbskZ2Rlc9NFFpT+XyBJA9cEU2YtKvUl8VRIb3G4w43uO54rkK5RHRKQGF1Amg1FkL+Keb+/h+d+eL/WhOZR/iN3H1N+ze2MPwYMhMvHNN/6PIxx9C2efDU8EoSUgjNdPjXci+NNYPTGkaiFEAcaGDfDTT7BSlf7Qvz88+qj/sx/VmJwTOaUX+EjNYJQnrzCPCz+6kHov1iuVHI0ktjRXbq2H0n8zHQB1aNCB5MRkkhOTOZnpKAWIiYGWLa0fYEaGqg+22VQg88EHyJdeovfq/bz3FYzLsFCS1hNepJhl5878+vkkJh35xpxuvkl+3/k7/7fw/0pVa6oLRwqOYJdqNjPaFl1aShglnEHMe1e8Z2kpoZG96N20d9gc0S0hNhZatza3rSFnWquWeu96wNWbxBOu3iS+MCxlGO9d+R7jeo0rd0Av5T+h5vBh9QBo3576cfWVSzeUfqaN7EWUiCIlycPf0wgwlixxHs9XQtm3EIpJr2okZV/d0AFGGAhpgGFI1Zb3wtBUwMhexEbF0iUpCA29QaBWTC3W56xXJlY7F4d7OGWQUvLOqd8BqLFhk0+2osvGLWPj3RvpdUKVDtCunfkvRbMYSipbtqgbEsdNiShRs6sS6P/vT61TUqkMQ4p58WJ46CGlSf/QQ7B4MTJjLUP+epRHFzxqqW9DJEjUGhTbi3n4h4e59JNL2XBwQ0DHenGx6h84u9XZLLl5idNz5qyH6NZIZdT+s/I/lmX8SuwlfJah5OardPaiPAUFSl3NE0aAceaZpb1W7gipN0lGBlx1lcqcRlJG17Vpvl07hBAVvDCibdFc2O5Czm59NnHRce6PM3CgCujsdvjxR//G4kvfgpT+9y0sXqwmNL/6Kvj/i0qun2Rk6OAiTOgejDDQoX4IAwxXs71ff4VWrdQMVVWsEQ4yzRKa8UC/B8grzHOr8BGJCCHo37I/s9bPYsmuJRVn8sLI3A1zmROzmUlArfxi5Wdhcna01MU7J0e9V61u8DahpCIAUXAqtA6waWkV6oRtQJekLqzYs4KM7Ayu6GRNeaOR8QqnRK1BtC2aD//6kJyTOYztPtbv3rSM7Ay+yvoKgMcGPFbBc2ZI8hDOm34ereq24lTJKc83cj6weNdiDpw4gEAwpuuYgI8XEaxcqcpojx5V0uaJiRW3MQz2+vat9FDB8ibJK8wjPjq+bHldjRpKqhaUKlzPCCl1jY9X5We5uZCgJk2a1m7KzqM7SzMYA1sN5Icbfqj8ODVqqJLnbdv8/w5PS1MTjzt2eN+2pATee0/doNes6dt5nn9eBaiTJoWuJNvN9VMTPnQGIwyEJYOxd68yUmrbFj4Lq7ljxNK1UVemXDyF/1zxn3APxScGtFQ9BIt3RU4Go9hezBM/PcG2evDmnWlKicQIdn3hqaeQJ0/CBx9YO8Aq5gDbNUl5RWTkWBfoRFIGA6xx9J61XsnCd23Ulcs6VjRFPKf1OWy5dwszrpphSXABKlPy561/8sZlb9AsoZklxww7nTqpksETJ1TfXnnsdudnwkv/RbC8Sf7xyz+oM7EO9317n3Nhx47Ovq/Zs00dJyR06aJM9r7+unRRaQYjz8fqgs8/h7/+gquv9m8sS5bAAS8+LTabMyv13nuqrNoXVq6Eb79Vrw35Y81phw4wwkDHRNWsuv3IdopKirxsHSDGTd2xY075Ph3hVyv6t+wPqBlpq43D/GXG6hlszN2ILSqKC5/7WJVR+OjCPT9rPufPOJ+bvrvN6eNiFf4oqYQRw4wuUJ8Ig2J7cekERyRkMMAZRK3L8T/AeObcZ1g4diGvXPyKx0bvtvXb+n18dwgh6NW0F3em3WnpccNKrVrwwAPq9euvq0yGKxs3OqVpvQQYvniTgJp4yznhXmpWSsmKPSuYsGACH6/5mJNFJzmUf6jsRsOHq+dICjDcYAQYPvdV+XgdLUN6upK7LShQ2eROnTz3LaxeDW+8oSYln3nGt/MYvhe9e8NFF1W+rabaogOMMNApsRNDOw3l/n73U1BcENyTlZ81jo9XaVpNGYrtxZU2IUYyPZv0JD5aGdct3bU0zKOB/KJ8nv3lWQDG9Rzn9w3swZMHWbh9IV9u/DJgf4QKVDEHWCPA2HBwgyV/ix1HdlBkV5MbkdKUbGQwAgmihBCc1+Y8Lmh3gddti0qKmL56evAneaoqd98NdevCkSPw1ltl1xUUqBvHlBTl5F0JvniTAPyy4xdavtySsf8bW8YjIyM7g25vd2PgtIFMXjKZvXl7AeU/0vWtrs7Ml9EzsGGDki+NUJrWVt/N+/P2k5WbRec3OjPqi1GcLDpp/iC+uJb/9RdcfLEKDNu2VbLcGzZ47lvo2lUZjGZmlp3gWbSo8uthZqaawAGVvdDl2KctOsAIA41rN+Z/Y/7HSxe9VKp/HRQyMpCDB5dRg5f5+dgHDlQXj1A0r1YRlu1eRsILCfR4p4f1N7NBJiYqprRmecmuJWEeDbyV/ha7j+0mLjqOp899WpVarFrlrI02yZCE3vz7Bxi5+AhLNy+ydpBVzAHWuPkuLCm0pLTS6L+oGVMzYsp6UpPU77jl8BafJ15K7CU+bV9YUsgZ75zB3+b9jWmrpvm0ryt/X/R3pq6cyuF8PxV9Ipm6deGee9TrKVNUuZRBz57w/fewfr3XG0jDm8Tm5XbDho2GNRvSsGZDTpWc4sO/PqTv1L6kvZfG878+T9+pfcnMyaTIXlSm5KpElpSVue3a1dmzFSlZjN69laCEi5lnl6QunNfmPHo37c1f+/9iY+5Gftr2U+lkUaX8/LOS1z73XHPn37ABLrxQKU+1aKGUJY3AMC0NJk6EqVPVc/kKhxo1nK+3boUrr1QqlAuVVxBSqob/CRNUkHL11WpZaioMHWpufJpqiQ4wqisZGdj79sGeub6Meo8AbMXFlKxfh71Pmg4yHKzat4oSWUJhSSHRtqqnfWD0YSzdHf4MRpt6bWhTrw339rmX5nWaq5myXr3UF0+R+dnipG0HeGQJvPk1fL31e2sHWcUcYJvWbkr9ONX4bkWZVJ0adRjWeRiXdrg0YhzrjSDKLu0+K0n967d/cfYHZ/PjFnPKOrFRsZzf5nwA/v7L332bNXZwpOAI//r9X9zy1S38tO0nn/evEtx3nyqXOngQ/uNfb5rhTRIfE+8xyLBhIz4mnkVjF7HrgV18eNWH9G2umsf/2PsHTy18ioKiAo9KVGVkbl0/r5EQYBgTLMuXl1Hbujr1ahaOXciLF75YxsHbVLYnKkr1Uixdas65PDERmjeHJk1UcNHWzzLBrVvVuffuhQsugFtvVQHdwIHKa2vaNOc9xZEjEZ1B0gSfyPhmOY0JijmalBSMvAqZn0+Uh8NHSZXNKBihZxgAVu5XPiE9m0aI6oiP3NTjJhaOXcjX137tfeMgM6LLCDbevVFlL8DZdFlUpGq3zbJZzdRvrQ9fbQ3AWModaWkUtGtFiZfv8hIBBe1ahb1vSQjB4HaDuaTDJdSpUSfg4w1sNZA5o+cwa9QsC0ZnDQ3iG5SWjfgSRJ0sOslrK17j952/+yR08NQ5T1Ezpib78vbx+vLXfR7v7PWzKSwppE6NOgzpOMTn/asEDRvCHXeo15MmqdIoP0htlMry8ctJSUohxhZT2pMRLaKJscWQkpTC8vHLSW2USlx0HDd0v4Fl45eRfks6QzoOQSB8k7k1+jA2bTJ3Ax5Mtm1z9nu1a+d2E8MDw6PBXnn694c6ddRxvzcx+ZKUpLIeCxcqR2t/GTxY9WYMGKDO/d57KotVVFSxXGvfPqUwpicxT1t0gBEm3vvzPdq/1p5hM4dZfmy5YgVRm7d4DC4MoiREbdoSdoWcSGDVvqrh4O2J5MRkzmtzHrVia4V7KICaIS4dS6NG6gE+OXqzaZN6SoT1OevZdnibZeOTwOiRUBANnoprSoD8aLVdJPD51Z/z7XXfclH76ts0eX+/+3lx8Iv0btrb9D4frPqAgycPEh8dz9197ja9X9OEptzf934AJi6e6HOZ038z/guoHoP4GBNlLVWVhx5Ss9XTpqk6/htvVDe3qalqBt0kqY1Sybgzg8U3L3Z6k/R/iMU3Lybjzgy3xodnNjuTro26ljFJrAxD5pa0NOW/kJNjvUCErxgeGLVqKbdxNxgBxhmNzzB3zJgYZ/O0J1fvPXvUzb9B/frQ2T/55zK0bq0CFW9/V7tdyYCP9s08UVN90AFGmJBIth7eGrCplDv2ffgW+JAY2Tf9DcvHUJU4VXyqVLmmqjh4RwKuii7j5o3j0k8uZWbGTPcbG1kMPwKMfU1UoPL1JuuyM+l70/m2xk763AKZSVBogyJHNqNIqJ8zk6DvLfBtjZ2WGtxpPPPogEd5dMCjnp2My1FsL+alpS8BML7XeBrW9K1X5pEBj1A/rj5HCo7w78X/Nr3f3uN7WbhN1aBf1+06n85Z5WjSBF55BR5+GM4+Gz75RDUKr1+vegB87OdLa57GxMETmXrlVCYOnujV88IvmVsh4PLLlahJuNmyRT23a1emLNMu7QybOYyUN1PYcVR5UpgOMMDp6v3998qvwpUDB1RQeO65KuNgNatWqRIob0SIzLcmPOgAI0wYXhhbD2+1vKl4z5ZVxHiR9zeIscOurastPX9VIyM7o/R/0KNJj/AOJgByTuTwxbov+GCVxZ4Rbiiv6DJt9TS+2/wdY2aPoc0rbSp6GfgTYDhKpGp2UWUDP2/72YqhA07zr/WNoNtdMGAcTO4P7/VUzwPGqeXrG7nMilYT8grzaPtqWy7++GJ2Ht0Z7uEExOfrPmf7ke1EiSgePOtBn/evF1ePxwc+DsCry19l7/G9pvabmTETiaRxrcYMajPI5/NWKQzH+8xMVQrj6h1TVKSWB7EUxheZ22gR7XOQGXSMAKN9+zKLbcLGbzt+K51ktAlbqdCBKS65RD0fOgQ33aQarCdMUA7fF16oylFPnnTKCVtJFZP51oQHHWCECSPAKLIXsevoLkuPnVPLORvrjSIBuT4adFY3Vu5T/Ret67amQXyDMI/Gf77K+opRs0bx5M9PBqe3x0FGdgb9pvZzq+gCsOvoLqeii4GvAUZJSekX84Dzx/LLTb/w+dWfWzF8oOKs6B/N4fEL4dah6vmP5s5tfTH/CiaFJYUMnzmc5NeT+Wv/X34fZ1PuJrYf2c4PW36gbo26Fo7QGqSU7D62m8KSQq/bGVmHMV3H0KZeG7/Od3efu2mW0Iz84nw+/OtDU/t8svaT0vOWcZKubphwvA92KYwvMrdCCEakuAgy/PIL3HYbfPRRUMZmCg8BhpSyTD9Vvbh6rM32YQImNxfiHGaRn3yiStgmT1ZStGvXqjKqefNU1slqqpjMtyY8BD3AEEK8JoTYLoSQQoiuLssXCSG2CiFWOx4PuKyrKYT4VAixWQiRJYQY7rLOJoR4XQixxbG+SrobtajTghpRSv7NakfvrYN6IE0GGFLAlvN7WHr+qoah4FHVy6MMJal9eftKU+5WI6VkzKwx5Bflm1N0MTACjB07lOmjN3bvhkJ1g9k27SLOaX2OpepeVXFWNDYqlmW7l7Hp0KaAlKQMB+/GtRpTNy6yAoz8onwa/LsBLV9uWVqX7onvt3xf+tl9bMBjfp8zPiae1y99nf+N/p+p42TlZvHnvj+B06A8KgIc732RuU1OTC5bcvXpp0r96oPgZ3U94ibAMDLA249sL112pOAIA6cNLOvp4Qkjq2Q03RsTSsXFztc2W0UfLKuoYjLfmvAQigzGLGAg4O6O514pZQ/H42WX5Q8Dp6SUHYCLgbeEEPUd664HugDJQB/gUSGEBZ1LocUmbLSrrxQlrA4w+lx1F5sSPTevGpQAmxpC36vMN0ZWR1655BUy7sjg7+f9PdxDCYjkxOTSDMzinebVdHwhfW86WblZvim6gGoIjY+HHj0gO9v7iaRUzaRnnw0tWwY+8HIENCsaRqwwozM8MCLFwduV+Jh4EmKVN5C33/FE4QmaJzTnso6X0a1xt4DOOzxlOEM7DzX1nmhXvx0/XP8DD531EGc2OzOg80Y8EVAK44vM7cyR5XrADLnaX34Jn5rUe+/B+++rngjKZoClS7OkXdopsheV9fRwh2tWqTKKioLXYF3FZL414SHoAYaU8lcp5W4fdxsNvOnYfxvwKzDUZd07UsoSKeUh4HNgjFXjDSVGmZTVAUZa8z48cWt7CmK8KOTEwBO3tPfaZBco5ZuBJyyYUMahNdxE26JJbZQa8E1KuBFC0L9lfyB4hntG74IZyvQu1KypaoFXrXKaYFVGmzYwYwb8+itERZFXmMenaz/lzq/vtKT8K6BZ0TDSNUklgTNyAs9gdEqMDAfv8hhBlLdZ3BFdRrD1vq1MvWKq5WOozBcj2hbNhe0v5KWLXvLJobpKEiGlML7I3JbhvPOUepLdDl9+GZSxeWXAALj5ZkhO9j8D7EoEZJVIS1NytzYvt5A2m9ouzDLfmvAQ7h6MSUKItUKImUIIV4HoVpTNeGx3LPO2rgxCiAeFELuNRzDr0v2hNMA4bG2AIYTgX/fO47w74itVyBl0RzzjbpjCNbOv4dgpE2UrfuCuGXjyksnmU8EanzDKpHzxA/AFvxRdDKL8r1XPPpHNtXOu5e0/3i4tiwkEY1Y0JioGgfubRI+zomGkayNHgFFNMxjgdPQ2lN0qIzYqlqYJ1pWBrDmwhos+uojhM4d73/h0IIJKYfyRuSUmRjlPQ0Q0GvudAXYlArJKCAEzZ6qstKcgw2ZT62dGzvVTE1rCaVl8g5Ryl1BTQHcB81GlTwaun6DydwCVrXNuJOUUYIrxc1SUN2eI0DK2+1gGtRlEl6Qu3jf2kdRGqUx/Mp3RnUaTsGYDw9bZqX9CcriWYG6qjeNndObDYR8y6otRbDm8hbUH1jL/2vl+N0q6w0gFl5+tKZbFIClNBbudeQoRy3cvZ+W+lfRt0bfK92AApRmMtdlrOXbqmCWmbK4YvQtmggwrexfa1W9HSsMUMg9m8nXW15aofSXVSiLaFs2pklNEiSgEgmJZTLSIRghBcmIyM0fODNt70x1GgLH9yHbyCvOoHVvbp/2llM4MRsPIzGAYv6OnAGP3sd3YpZ1Wdd3OKwXEgbwD/LhVuYEv3LaQQW3LKkTNWD2DunF1ubTDpdSIrmH5+SOO4cNhyhTv20HISmHSmqf5llEcMUJlQxcsUNKq9eoFa2gV2bVL9Zy1awfx8X5lgCv8rhGSVSI1VbmTjx6tMiVSqvNFR6v3QnKyCi5SI+f6qQktYctgSCl3OZ6llPINoJ0QItGxeifQxmXz1o5l3tZVKbo36c4Vna6gfYP23jf2g+TEZNbesZbX/m8ph555lOXPjuPQM4/y2v8tJePODHo17cU/z/8nNaJqsC5nHX3e68PSXeaNkyrDklRwCPhi/Rfc+c2dPPHTE2Ebg5WkNUsj2haNXdpZvnu55ccPqHdh61a46y4YMsT7DNyAAUr68qefShddnnw5APM3zfd53O548qcnOVF0gqSaSfx4w4/mZ0XDiOtkxPqc9ZVs6Z7sE9ml2cpIz2DsPLrTbWb174v+TvvX2vP0wqctP/fgdoM5v+35ADz+0+NlbgZL7CU8tuAxhs0cxtt/vG35uSOS6lAKc+GFULu26kn42jovHVO8+67yCXFkUQLKABtEUFaJ1FTVcL54sTJkHDdOPS9erJbr4OK0JiwZDCFENJAopTzg+HkEcEBKmevY5AtUVuMmIURb4Fzgdpd1twkh5gB1UT0Zl4Ry/FWF91a+x7OLnmV06mhev+x1t9sY8o5DPxtK9olsBs0YxLSh07i227UBndufVHA46twNidrqkL0A1SR7ZacriYuOC4pCkNG7kJmTWen/1m3vQmEhvPWWer1vHzRr5n7nkhL44w+1vcsN3pCOQ5i0ZBLLdy8n50QOSbX8d+hduW8l7696H4B/XfAvBrUdVGG2OhJJqJFA67qt2XF0BxnZGfRp3sfn/edfM5+s3KxSkYlIw9Vkb33Oevq16Ff6897je/lwzYcU24stzbYaCCGYeMFE+kztw/I9y5m3cR5Xdb4KgIXbF3LgxAEEglGpoyw/d0RilML07etZqjbSS2Hi4tSkxsyZqlzouhAqf5VTkLIkAxyBWSXS0iIzuNSElVDI1L4phNgNtAAWCCE2AzWArx39F38BdwJXuuw2CYh3bPs9cJejoRvgI2AjkAWkA5OklJnB/j2CxZ5je1i0fRF7ju2x/Ni/7viVnJM5HD11tNLt+rXox/Lxy+naqCunSk5x3ZzreHbRs0gp/W7Q9rsZOIRIKVm1fxUAPZv0DPn5g8XsUbP5ZPgnPt98miEgRZcOHaCGo6ykMj+MXbtKJWrp2LF0cf+W/akXVw+J5NvN3/r9O0gpuffbe5FIejXtxd96/M3vY4WDf13wL2aPms2lHS71ed+aMTUZkjyEB856gNio2CCMLnBqx9YuDR425W4qs+6VZa9QWFJIs4RmQZOITWueVpp5e3zB4yzZtYQJCyZwx9d3ANC7WW+aJXgIjqsjRilMSorqaTBmz6Oj1c8pKWp9JM9W33WXkqt9O8SZp3IBhiXqddUhq6Q5LRCR1vgcTKKiomRJiTfx1tCS/Hoymw5t4j+X/4dbet9i2XGllLR4uQV7j+81fexjp44xZtaY0pu3Ny59g7f/eJus3CyklKbr03ce3cmYWWNYutt8udW4nuOYeqX1ajCVsf3Idtq+2haAzfdsDlqpWnXkv2v/ywPfPcChgkMgMd+70KuXUpKaNAkeftj9wX/8ES66CGJjlROtS3P4mFljmLluJqNSR/ndfP3p2k+5do7K0P3+t98Z0GqAX8fRBI912etomtC0jPHlkYIjtHq5FccLjzPpwkk83N/D+8cCNhzcQJc3uyCRZfpzAKJEFJ0bdo64/pyQkJ6usgAHD6rSmxEj9A1sZSQmKqft2bNh+HCklHR7u5upDHBKUgoZd3oQc1i3zlxWKdIDv2qGEKJEShlQZZAQYjowGDDq436UUj7iWGcDXgUu4//bu/fwqKpz8ePfdzIBEm4GCCD3ayByUcAAUqCiqOCtFaig6LHH60+x2krtaattrfYcbG3Vo7+26EGO2oqkClZbBK9VNCoGuQ5GwkVEhJAECJfcyGTW+WPPToaQSWaSPZmZzPt5njzOzNozWbPcTObda633tfYiP2qM+VPAc+8H7Ctmy4wxv2hOX5ormpu8FVYmqR2HdzhfbO/IbvYf3w/A1P5TQ3pOp7adeO2a11j4xkL2H9/PT97+CRVVFWFt0J75wkzW7FwTdn83HNjAloNbGN1jdL3txhhy9+eyMm9lzfKYWZmzmnWV3l4e1altJwamDWzy68Qqn/Hh9XkjcqX6vT3vUVhWyLgzxzF90HSKy4rpltqN2ZmzG17qNmqUFWA0NIOxw3/VevDg0zJPXZ5xOdnbslmzcw1V1VUkJyWH1e/Sk6Xc+9a9AFw76tqECy42F2wmLSWNPp364JJoJxEMrr4v7ovXL+b4yeN0btuZW8fdGtHf7/V5SXIl4fV5qTanXpSqNtUxkaAiKnQpTOhKSqzgAmpmMOwZ4AlLJgTdnxhS9jrdYN3aPezfm1xXYB24zsAGEXnXGPOFiEwFrgFGA14gR0Q+NMa80WK9riN2/8IkiEilqv1g7wcAdG/fPazNnG6Xm8dnPM7nxZ+fFlwE8uGjrKqM6c9PP+Xxvp2somhdUrqE9QVmY8FGzl58NpOemcTzm5+nvKq2iFCkUt1uPGAtjzqn5zkx/WWrKW79x610/V1XntnwjOOvXVVdxcq8lQDcPPZmHp7+MEuuXMLD0x9ufB/NSCtDUEgBRsDyKNuMITOYP2o+T13+1ClFqkK147D12qnJqfx2+m/Dfn6sOFR2iPf3vE/pydKwnjf35bn0f7w///PZ/0SoZ5FR4a3g8U8eB2BB1gLHs6MFshNU+BqoMxALCSpUmIyxLm786le1FbAjyV4eBVYWKb8m1/SoSzdYJ6KG6sDNBZ41xpQaYyqBpVgBR9ToDEaUDe1ifYlyegZj7VdrAZjSb0rYxaBy9+ey49CORjdoGwwFpQV8uPdDJvebDMCPJv6IW8fdypieYzh78dkhTQX36NCD9PbpbDm4hY/3fczH+z7mh2t+yDNXPsPQrkMjlurW3n8xtmfr2OAdqKyqjJKKEnK+zuH2rNsdfe1/7fkXh8oP4RIXszLDrBcwyl/M8PPPa6+41bXT/2+hnoJ83VK78ddZfw2zx7XO6XkOX9z5Bev3r6dPpz5Nfp1oqvBW0P333fEZH2u/v5Yp/aeE9Lyq6ip2HbG+9MRqBilbhbeCf2z/B9uKtvGjiT8ie1s2B0sP0japLXdNuCuivzteElSoMB09CuPHW587WVlw+eWR/X12gNG9O3TseEqTXdMj95tcVuStCH0GuD46qxRLXP49x7ZH/eUSwnWPiNyKlSH1fmPMJv/j9dWBOzeg7f06bXOa8LsdowFGlAVW8zbGOFYZ1p7BmNIvtC8fgcLZoC0IL259sSbACMwAE+pU8FvXv8VZ6Wex7pt1LF6/mOxt2RypOEJG1wzmvjw35FS3QderBjH2zLEcLj98Spaa1mJS30m8sPWFiFT0/tu2vwEwbcA0urfvHt6T7QCjstIKJIYPP/2YBmYwnNChTQfOH3B+RF67JbRzt2NIlyHkH8pnW9G2kAOMPSV78PqsfQSxHmD4fD7mvjwXg2H9/vX07dSXOZlz6Ne5Hz069Ijo73akVoGKPWecARdcAG++aRWri3SAUVxsLfEcHHxvX9g1PVSs8xljGrxyJSIfAJlBmscA9wEHjDE+EbkKWC0iQ40xJ/zHNLtGXEtpXetC4pAdYJRVlVFwosCR1ywuK2bXYevqSaj7LwKFk6vbYKisrqy3LZypYBFhYp+JPPvdZ9l/z36Wz15OaVVp86ueNuDBaQ/y0U0fMXdk61vmYFf0/rLkSw4cP+DY6wYuj2pSqs5eveDuu+GPf7Q2QNZn6VJ45hm48MIG+/H+nvdD/jez4cCG0zISxbOmVPS2K3i3T24f01mQPIUexi8ZX7MEbtWOVSzZsIRXt7/KG7veaPKSyFA5UqtAxSY7Zeurr1p1MSLpjjusTdivvhrZ36PiijFmijGmW5Cfr40x3xhjfP5jXwGOAXZV1LiqEacBRpT1P6M/SWJtZHVqmVS31G4U/6SY1+a9FnTTdEPsXN2haKxasz0VnHNjTsiFzNJS0pg7cm5cpLqNVSO7j6RjG2ta3slZjHe+fIcjFUdIkiSuGn5V+C8gAo8/bv3xTQ9Sx2LSJLjxxgZnMMY9PY7znzufbE/jmaS8Pi83/P0GRvxpBP+78X/D73MMsovRhRNg2BW8M7pmODZT6jRPoYeJSyaSV3Rq5nGv8VLlq6pZEhnJIMPJzz8VY777Xesz6PBhWLs28r8vOTn455xS9RCRPgG3JwJdAfvLoV0HLklEumDtu8gOaLtBRNqLSFvgRmB5y/X8dBpgRFmbpDb0P6M/6anplFSUOPa6XVK6cMWwK0hyJTV+cB2O5OquI6t3VnibgYnslcTWnp45yZVUs/Qr5+scx17XXh51wcALmlXorrkm9Z0EWFe3G/P0Z0/jKfTgM75WsxwhcAYj1HN5e7E1gzGs27BGjowOe3N1qEsiIyUSn38qRnTvDpOt5bzce6+1MfqnP4VPG6/tpFQLedZfI24T8BjwPWOMXcwsaB04Y8x7WJu+twJ5wJvGmPBTejpI92DEAM/tHlKSU6LdjRrNqtbsIEeqngZx/SvXk1ecxw8n/JDrz76+Od2MWZP6TuKt3W85OoNxz3n30Ktjr+YXJqyuhq++OiW7CgBffgmlpda65ZTg/yYuG3oZT332FO9/9T7HK4/TsW3Heo87XH6YX/zLSgV++7m313wxj3f2+zhUfoiDpQfp2aFno8/JP+yfwegSm/svYmVzdax8/qkI8Hhq93ht3Gj9uN1WZWwnU7tWVsLPfmZ9js2fb+3/UCoExpjpDbRVAwsaaH8QeDAS/WoKncGIAU4GF0fKj/Dzd37O6h2rqapu2hrTZlVrdlA4VxIRwrqS+Mm+T9hwYAOlVeGl+Ywn9j6MTQWbqPTWv08mXCO7j+Q3F/yG2Wc146rtpk3QoYOVJaq0zvg/8YS1EXzevHqfartw0IW0c7fjZPVJ3t79dtDjfvmvX3K4/DBdU7ry62m/bnqfY8zQLkNJdlk1QEJdLnS0wroIFqszGLGyJDJWPv+UwzwemDgRCgtPfdzrtfZj5OVZxeu2ObD8bs8eeOwxuPPOlkmJq1QM0gCjlcn5OodFHy5i1t9m4TMNXwlsiGO5upvBvpIY7I+8TRCGdR1WcyXRLjAYzNGKozXpOsee2fpS1NrO63seb173JoX3FtLW3Tba3ak1cKD1R9cYK11toBAzSKUmpzJtwDQg+DKprQe38uf1fwbgoWkPnVIVOt4lJyUzvNtw0tqlcaj8UEjP2XDbBo7+9CjfHf7dyHauiWJpc3UsfP4pBxljXbQIVvkarMfLy63idc1lp6ht3x56RDbrmVKxSpdIxYBvjn3Dkg1L2Ht0L0uuXNKsDZh2/YsJvSc0+0ulo7m6m6ApVU/f2/MeF//lYn486cfcP/V+UpNTa461q4HbBbsEocLbeq8udWjTgYsGX+TIa1V6K3lu83NcNfyq5u+96NwZ+vWDvXutgnuBOdztGhghpKi9PONyVu9czaodq/AZ3ynFEo0x3L3mbnzGx6juo7hl3C3N63MM+vDGD+nYpmNYnxeRLFDXXJFcEtkU0f78Uw7KzbUqXjdQPBGw2vPzreObU1vCDjAGDbI2lSuVgDTAiAHHKo/xwPsPALBo+qLwawsEsOtfNCU9bTDRzNVtX0mc+/Jc8g/lY4zBa7y4xY2IkNE1g+w52TVXEp9Y9wRVvioWfbiI5Z7l/OmyPzFjyAw8hR7mvTyP/EP5VJtqwEqxO/356ae9hjrdW7vf4rZ/3sbda+6m6N4iOrTp0LwXHDWqNsCweb2we7d1u54ie3VdNvQyFrCAghMFbDywkXG9xtW05R/K55N9nwDwxMwncLta30ddLAcLTTErcxaPfvwooRRob8nN1VqroBVYudKaxQiFMbBihTMBRgM1MJRq7VrfX904NDBtIIJgMOw8vLPJAUbpyVLW718POBtgRFs4VxKXz1nOHz76Aw+ufZAvS75k5gszuWTwJaz9ai2V3srTZkECU1+2xiUPpSdLeWv3W6zfv56Hpj3U5NmxwOJ6zQ4uwAowVq2y1kXb9u6tzU0fwgxG/zP6M6bnGNJS0jhZffKUtmHdhrH9zu288sUrcV1UzykrPl/BloNbmNJ/CtMHBd1DGFW6uVpFTFGRdQEjFF6vVSSvOewLJRpgqASmAUYMaOduR9/Ofdl7dC87D++sScEZrnXfrMPr85IkSa2yOnUoVxLbJLXhZ1N+xtUjrmbB6wt4Y9cbvLHrjQaf05xq4LGusLSQq7KtehXXj76+SRt8K7wVvLrdKhbVpOJ69bEregfOYNjLo9q1gz4NFkOt8enNn7KhYAMr81ayZMMS0tunMytzFuN7j6dv577cNeEuZ/obgyq8Ffz3J/+Np8jDogsX0adT8DFbkbeCFz0vcuvYW2M2wGjKkkilQpKebmWLCiXIcLuhWzOX3+kMhlK6yTtW2BW9m1Nsz95/Ma7XOGeuMsexwV0Gs3r+ah6a9lBIxze1GnisG3DGAM7scCbQ9IJ7b+56k2OVx0h2JfOdYd9xpmN2gHHwoHV1EWo3eA8eDK7GP5o8hR7OeeocJi+dzB8++gNLNy3l9x/9nslLJzPyTyMjXvE52tokteHX7/+av275K5sLNjd4bGCRvVimm6tVRMyaFfpeCJHait9N4fPpDIZSaIARM4akORdgTOk3xZE+xTsR4cTJEyFX5W2N1cBFpGZGrKkF9+zlURcPvpi0lDRnOjZsmHWl0OWqDSyOHLEeC2H/RWDF5ypfVc3G4GpTTZWvis+LPo94xedoc4mr5ov2tqLg79MYw/ZDsV1kL5C9JDLnxhwWTlrITWNuYuGkheTcmIPnDo8GFyp8WVlWnYvGLly4XNZxzdl/UVFh1b44/3zrtZRKULpEKkY4MYMxO3M2Hdt25KJBzmQOag1iKfVltEzqO4kVeSuaNINRXlVeszxq7ggHqye3aWPVwxg0qLag3v33W1V1jx9v8KmhVHw2mFa77C3QyO4jWb9/PZ7C4O+x4EQBJ06eAGJ/BiOQbq5WjhGxiuhNmBA8Va3LZX0WZTdz+V1qKixZ0rzXUKoV0BmMGOFEgLFg/AJenfcqlwy5xKluxT079WUoWiL1ZTTYBffyivM4XH44rOeu2bmGEydP0CapDVcOu9LZjo0YcXq1brcb0hqeJWlKxefWakS6dTW/oQDDnr1wu9wMPGNgi/RLqZgzYgSsWweZmZCcbH3WBOrd22p3opK3UkoDjFgxsvtI5pw1h9vG3YbXF2K2C9WocKqBt2Tqy5Y05swxtHO3A+Djrz8O67mDuwzm1rG3Mn/UfDq36xyJ7oUtVio+x4KR3UcC8HnR51T7qus9xt5/MShtEMlJyS3WN6VizogRVua6nBxYuBBuuql2n8SkSRpcKOUgDTBixNCuQ3npey+xaPqiJuXsLywtDPlLVyIJtRp4a0592SapDVm9rPcV7j6M0T1G89QVT7H0O0ud71hJCTz3HPzHf8C+ffCjH8Ef/wgnTzb4NF32VssOMCqrK2uq09e1vdiawYin5VFKRVRWFjz8sLWU6SF/IpDXXoMTJ5r/2rfdBmPHwtNPN/+1lIpjugejFfAZH8P+/zDaJ7cne0423+r3rWh3KWZo6kvLFRlX0KNDD8adOa7xg1tKSQl8//vW7QED4PHHrRS1t9/e4NNireJzNPXu2JvObTtztPIo2wq31RtEjD1zLFePuJqJvVtf6mqlmu3KK63EEldcYe3P6NDMDIybNsHGjXD0qCPdUypeaYARg4wxYRVE8xR6KKkooaSihP5n9I9gz+JTuNXAW6N7v3Vv2M9Zt28do3qMIjU5NQI9Avr3h44drU3dK1daj4WQojZWKz5Hg4hwy9hbcImLQWmD6j1m/uj5zB89v4V7plScaN8e8vNDT2PbGK2BoRSgAUZMeSTnEZ749AkuGHgBz333uZCfZ6enHXjGwAaLbSWycKqBK6sC+AXPX4AgvHHdG5GZFROBkSPh44/h7betx0Ko4K0Vn0/1yMWPRLsLSsU3p4KLo0fh0CHrtgYYKsFpgBFDqk01+47tY8ehHWE974O9HwAwtf/USHSrVUn01JfGGE6cPEHHth0bPO71Ha9TVlVGO3c7RvcYHbkO2QGGbf9++PRTGD8+6FN02Vvowp0NVSqhlZRAQQEMH9605+8K2Ac1qP4ZRaUShW7yjiFNSVVrjNECeyokT657ku6/786Nr93Y6LF/+9wqrnfp0EsbDUaazOOBf/zj1MfWr4fJk63AY1vw4nFa8fl0ZVVlp2WS+mf+P+n1h15c+aLDKYaVam0WL4YePeCWW5r+GnaA0b27tfxTqQSmMxgxxA4wisqKOFpxNKS0oLuO7KLgRAGgMxiqYanJqRSXFfPR1x81eGX7xMkTrMpfBcDVZ10dmc54PDBxIpSVnfq4z2f95OVZRbEayEuvy94sxyuPM+apMew+spstt2+pySwFVg2MAycOsP/4/ij2UKk4cNZZVga7Dz+Er76y9oiFyw4wdPZCKQ0wYsngtNo1m7uO7GLsmWMbfY49e9GjfY+aAEWp+kzqOwmA/cf3s/fo3qAJAVblr6LcW06KO4XLMi5zviPGwLx5VsaWYKmVfT6rfe5cKxhpQKIve+vYtiPHKo9hMHgKPacEGHYNjGHdhkWre0rFh8mToU8fK2X28uVW+uxw6QZvpWroEqkY0rFtR3q07wGEvkzKznE/tf9UXWutGjSs2zC6pHQBGq6HYS+PuizjMjq0aWbKxvrk5lpZW3wNV+LG57OOy229lbidYgcVdSt621W8M7poDQylGuRywTXXWLeXLWvaa9x9Nzz/vFXAT6kEpwFGjAl3H8ZvL/otBQsLWHThokh2S7UCLnFxXp/zAPjo64/qPeZ45XFe3/E6EMHlUStXBp+5qMsYWNF6K3E7xQ4wthWdum9FZzCUCsO111r/3bKl0ZnTeo0cCddfD9OmOdsvpeKQBhgxxg4wdhwOPZNUjw49GNxFp2RV477V10o3GyzAOFJxhEuHXkrXlK5cOvTSyHSiqAi8oVXixuuF4tZbidsp9c1gHKs8VrM/S6t4KxWCs8+GzEzr9osvRrcvSsU5DTBizIKsBayev5oHz38w2l1RrZC9D2Pzwc0crzx+Wnu/zv1YcfUK9i/cT/s27SPTifR0cIe4/cvthm6ttxK3U0akWxvhdx3eRVmVtXHenr0ADTCUColI7SzGsmWhz7QCHDtmVfE+diwiXVMq3miAEWOyemcxY8gM+nbu2+ixT657kgfee4BNBZsi3zHVKmT1zsLtcuMzPrYc3BL0uDZJbSLXiVmzQi9sJQKzW28lbqfY6XgNhryiPKB2f1avjr0is5dGqdbommugQweYMgWOn34RJqicHBgzBnr1Ci8wUaqV0ixScezpDU/jKfSQmpzKOT3PiXZ3VBxITU7l3X97lxHdR9Rs+LYVlxWT1i6NJFdSZDuRlQUZGVYq2oY2ertc1nFZiZshKlRntDuDPp36sO/YPjyFHsb1GseMITN487o3OXHyRLS7p1T8GDzYWpbZtm14zwtMUasJV5SK/AyGiDwhIntExIjIyHrab/C3XR7w2LMisk9ENvl/Hgloc4nIkyKyS0R2isgdkX4PLe3LI1/y1q63KCotCnrMobJDNeuttcCeCseU/lNOCy4AbnrtJvo+1pfnNj0X2Q6IQHY2pKRYQUR9XC6rPTuxK3GHI3tONjt/sJPrRl8HQNfUrlw0+CKuyrwqyj1TKs6EG1yApqhVqo6WWCL1MjAZ+Kpug4j0AW4DPqnneQ8bY87x/9wb8Ph1wFlABjAe+ImIDHe+29Ezfsl4Lv7rxTU1LupjpxlNcacwrte4luqaaqWOVhxlzc41HDhxgE5tO0X+F44YYRXRy8yE5OTaPRlut3U/M7PBInvqdJP6TmJwl8GRn4FSKlGcPGklpQiFFtlTDhCRlwMurm8SEZ+IXOlve0BECgPaXqjz3Pv9F993ichD0XkHtSIeYBhj1hpj9gVpfhr4EVAZxkvOBRYbY6qNMYeBvwHzmtnNmBJKqlo7+JjYZ2Jk18urVscYw6r8Vdz3zn0159hr21/jZPVJOrTpwIwhM1qmIyNGWKkgc3Jg4UIrd/zChdZ9j0eDi2YwxrB6x2p2Hd5Fta862t1RKv48+ST07An33tv4saAzGMoRxpg59sV14GbgMPBGwCHPB1x8n28/KCJTgWuA0VgX4WeKyCUt2PXTRG0PhojcDmwzxqwLUiDuHhG5FdgL3G+M2eR/vB+nzobsAc4N8jvuAe4JuN/8jreAIV2G8Mm+TxoMMD7Y+wFgFdhTKhwiwp2r72RPyR76du7LkC5DaorrXTnsSlKSU1q2Q1lZus/CAVXVVeR8nYOn0MOFAy/k0mVWmuH8O/MZ2nVolHunVJzp2BGOHLHq9vz5z9aSzWB8Pti927qtAYZyzo3AX40xoVyEnws8a4wpBRCRpVgBxxsNPiuCopJFSkQGArcAvwxyyH3AEGPMaOAZYLWIBKZBCUzREDRqMMY8aozpY//ETYCR5p/BOFJ/gHHi5Ak+2/8ZoAGGaho7Xe1HX39ESUUJb+y0PoMiVlxPRVyVr4oLnruAH6z+ASvyrOKEbpebgWkDo9wzpeLQVVdZezGOH4dVqxo+9sABqKiwbmuAkchc/v3D9s89jT+lfiLSDitAeKZO0zUisllE3hWRwIqO9V1879fU3++EaKWpPQ/oBeSJyB5gIvCMiNwCYIz5xhjj899+BTgG2KVo9wIDAl6rv/+xVqOxJVKf7PuEalON2+VmYp+JLdk11Uqc19uq6P3a9te48sUrqfJVkepO5ZIhUZ1RVc2QmpzKoDRr/bcdYAxOG4zbpckClQpb585w2WXW7WXLGj52/34rGElKgv79I983Fat8gRe1jTGP1j1ARD4QkeIgP4H1CWYDO4wxWwMeWwwMMMacDfwCyBaRwBMupIvvLSUqAYYxZpkxpqcxZoAxZgDWJu+bjDH/AzWbv/Hfngh0Bexv2y8Bt4lIkoh0wZoWalWpZuwAY9+xfZRXlZ/WPihtEL+Z9hsWZC0gNTm1pbun4pyn0MNj6x4D4Gjl0ZrlduXecs59+ly2FW6LZvdUM9gVve3aOMO6DWvgaKVUg+yie6tWQUlJ8OOysqCsDPbutZJUKBWEMWaKMaZbkJ+vAw69iTqzF8aYAmNMlf92DrCR2i0CMXfxvSXS1P5RRPYBfYC3RST4xoJaz4rIVhHZBDwGfM8Yc9Tf9hdgO5AP5AKPGGPyItD1qLEDDIDdR3af1j4obRD3Tb2Px2c83oK9Uq2Bp9DDxCUT2XNkz2ltdpG2CUsmaJARp+yK3raC4wV8+s2nUeqNUnHu0kuhUycrm9TKlQ0f63JZRfaUaib/NoLxwIt1Hg+8+D4UOAewZzheAm4QkfYi0hZr/8byFulwEGISqOJkUlKSqa6O/Ywqxhi6/q4rqcmpvDj7Rab01zoXqvmMMYz68yjyivLwEbzAnQsXmemZeO7wtGDvVHN5Cj3MfGEm+47VJu1ziYskSSKjawbZc7JrKn4rpUL07/8Ozz4LF14Ib78d7d6oGCYi1caYZq9J9aeY7WeMuaHO488B4wAvUA0sMsa8HND+S+D7/rvLjTE/b25fmkMDjBhV6a2krfv0Yj9FpUVUVlfSp1Ofep6lVHCffvMpk5dOpspX1eixya5kcm7MIau3ZneKB/bMVFlVGYbTP9NduEhJTmHdzes0yFAqHG+9BTNnwowZ8Pe/19bsCfTII9bjl18OQzVjW6JyKsBoLaK1yVs1or7gAmDpxqX0fawvl75waQv3SMW7lXkrCfWCgjGmZqOwim3GGOa9PI/yqvJ6gwsAHz7Kq8qZ+/LcFu6dUnFu2jQrS9Q//1l/cAHw8MNwzz2wZUvL9k2pGKYBRpxZu9cqsGdni1EqVEWlRXiNN6RjvcZLcVlxhHuknJC7P5f8Q/kNLnsDK8jIP5RP7je5LdQzpVoBtxvS04O3l5TA4cPWbU1Rq1QNDTBi1M7DO7nvnftYsGpBzWPVvmpy9uYAMKWf7stQ4Ulvn45bQpu9dYubbqndItwj5QSdmVKqhRhTW+/CtjsgEYsGGErV0AAjRh08cZD/+vC/WPzZYiq9VhHHrYVbOVppJdPSjd8qXLMyZ4VczV5EmJ05O8I9Uk7QmSmlWsATT8CgQfC73536+K5d1n/T063q30opQAOMmGWnqvUZH3tK9gCw9itredTgtMH06qjp8FR4snplkdE1A1cj/+xduMjomqEbvOOEzkwp1QIKC2HPHqvoXuCMoR1g6OyFUqfQACNGdW/fnQ5tOgC1Fb3tgmhT+0+NWr9U/BIRsudkk5KcEjTIsLMNZc9pVbUrWzWdmVKqBdhF97Zvh40bax/XAEOpemmAEaNEpGYWY+fhnRhjamYwdP+FaqoR3Uew7uZ1ZKZnkuxKrrny7RY3ya5kMtMzNZVpnNGZKaVawFlnwdlnW7eXLat93A4wBmniFaUCab7eGDakyxA2FWxix+EdFJUVkZqcCugMhmqeEd1H4LnDQ+43uazIW0FxWTHdUrsxO3O2fvmMQ/bM1IQlEyivKq83m5TOTCnlgGuvhc2bYflyay+GywWTJ0NyMowdG+3eKRVTtNBeDPvZ2z/j4ZyHuWTwJay5bg0A+47to3fH3iEviVBKJYZthduY+/Jc8g/lY4zBa7y4xY2IaCVvpZywdy/072/dfu89+Pa3o9odFVu00N6pdCBiWOASKZtW8FZK1UdnppSKsH79YMoU+OADa5mUBhhKBaUBRgwbe+ZYrh11LcO7Do92V5RScSKrd5YGFEpFyrXXWgHGV19FuydKxTTd5B3Dzul5DndPuJuCEwX0ebQP3/7fb9ds9FZKKaVUC7vmGiuT1IMPwsyZkJYG554Ln34a7Z4pFVN0D0aM8hR6mPfyPPIP5VNtqvEZa+NmsitZ11MrpZRS0eDxwLx5kJ8PXq9VE0ME3G7IyIDsbBihf5sTke7BOJUGGDHIU+hh4pKJjWaE0XSiSimlVAvxeGDiRCgvB9/pf5txuSAlBdat0yAjAWmAcSpdIhVjjDHMe3le0OACwIeP8qpy5r48t4V7p5RSSiUgY6yZi2DBBViPl5fDXP3brJQGGDEmd38u+YfygwYXNh8+8g/lk/tNbgv1TCmllEpQubnWsqhgwYXN57OOy9W/zSqxaYARY1bmrSTUZWvGGFbkrYhwj5RSSqkEt3KlNYsRCmNghf5tVolNA4wYU1RahNd4QzrWa7wUlxVHuEdKKaVUgisqsjZ1h8LrhWL926wSmwYYMSa9fTpuCW2PkFvcdEvtFuEeKaWUUgkuPd3KFBUKtxu66d9mldg0wIgxszJnISIhHSsizM6cHeEeKaWUUglu1iwrHW0oRGC2/m1WiU0DjBiT1SuLjK4ZuBr5X+PCRUbXDK3Yq5RSSkVaVpZV58LVyNcml8s6Lkv/NqvEpgFGjBERsudkk5KcEjTIsOtgZM/JbuHeKaWUUglIxCqil5ISPMiw62Bk699mpTTAiEEjuo9g3c3ryEzPJNmVXLMnwy1ukl3JZKZnapE9pZRSqiWNGGEV0cvMhOTk2j0Zbrd1PzNTi+wp5aeVvGNc7je5rMhbQXFZMd1SuzE7c7Yui1JKKaWiKTfXSkVbXGxt6J49W5dFJTit5H0qDTCUUkoppZRqBg0wTqVLpJRSSimllFKO0QBDKaWUUkqpKBORG0Vkq4h4ReTOOm0uEXlSRHaJyE4RuaNO+/3+tl0i8lCdtptEZIe/7WmREAuuNYMGGEoppZRSSkXfZ8DVwLJ62q4DzgIygPHAT0RkOICITAWuAUb7j5kpIpf42wYCDwGTgSFAT+CmyL4NDTCUUkoppZSKOmPMZmNMHuCrp3kusNgYU22MOQz8DZgX0PasMabUGFMJLMUKOADmAK8YYw4aa+P14oC2iEmozSg+nw8RicYubxf1nyyqaXQ8naXj6SwdT2fpeDpLx9NZOp7OiufxTBKRfQH3HzXGPOrg6/cDvgq4vwc4N6Dt/Tptcxp4Xj8H+1WvhAowjDESjd8rIvuMMX2i8btbIx1PZ+l4OkvH01k6ns7S8XSWjqezWvt4isgHQGaQ5jHGmK8beYnA1K91v9M2tS0iEirAUEoppZRSKhqMMVOa8fS9wAAg13+/v/+xwDbCbIsY3YOhlFJKKaVUbHsJuE1EkkSkC9a+i+yAthtEpL2ItAVuBJb721YAV4lIDxER4P8FtEWMBhgtw8k1eErH02k6ns7S8XSWjqezdDydpePprIQeTxG5zr+P43vAQyKyT0TG+Jv/AmwH8rFmMR7xbwjHGPMe1qbvrUAe8KYxZo2/bTfwKyAH2AUUAs9E/L0kUiVvpZRSSimlVGTpDIZSSimllFLKMRpgKKWUUkoppRyjAYZSSimllFLKMRpghElEnhCRPSJiRGRkwONZIpIjIltEZJOIXBDQNlhE3vE//oWI/EFEXP42l4g8KSK7RGSniNwRjfcVLREYzwdEpNDftklEXojG+4qWJo7nUBF5S0Q2i8g2EZkb0Kbnp7PjmejnZzsR+buI5Pvf/xoRGeBv6+6/v0NEPCIyOeB5qSLyov8czBeRWQFtCXuORmg8E/YcbcZ43igiW0XEKyJ31nlNPT+dHc+EPT/jjjFGf8L4AaYCfbAqIY70PybAPmCa//5w4GsgxX//FeAu/+12WLv8L/Xf/zfgHSAJ6OJ/3eHRfp9xPJ4PAL+P9vuKs/HMAb7vv90DKz92b/99PT+dHc9EPz/bAZdSm2DkTqxsJwBLgQf8t7OwKs+6/fd/CTzrvz0QKADS/PcT9hyN0Hgm7DnajPE8G6t42vPAnXVeU89PZ8czYc/PePvRGYwwGWPWGmP21Xm4K9DFGPMv/zFfACXAzIBjOvv/mwIkAwf89+cCi40x1caYw1hpxuZFqPsxJwLjmdCaOJ5nA6/72w4Cm7HOS9Dz0+nxTGjGmApjzOvGGDt94SfAIP/tq4E/+o/LBQ4C9lXNuQFtXwJrge8EtCXkORqh8UxYTR1PY8xmY6UL9dXzsnp+OjueKk5ogOEAY0wxcFBEZgOIyAQgg9rKiT8Evici+4H9wPPGmI3+tn5Ykbttj/+xhNXM8QS4xr885V0RmdZyPY9NIYxnLnCdv20wMCmgTc/POpo5nqDnZ6C7gH+ISFfAZYwpCmjbQ+251tB5qOdoLSfGE/QctYU6ng3R87OWE+MJen7GBQ0wnPMd4GYR2QDcAXwIVPnbbgP+YozphVWi/drANdtAYDESaYnOxoGmjudiYIAx5mzgF0C2iPRv2a7HpIbG8/vAeSKyCXgEeDugDfT8rE9Tx1PPTz8R+TkwFLjP/1Ddokx1z7WGzsOEP0cdHE89R2nSeDZEz0/nxlPPzzjhjnYHWgtjzBYClvCISB7wuf/uXfinBY0xhSKyGvg28C7W+uwBWFc9wfrCvLdleh27mjqexpiCgNfIEZGNwLmcegUp4TQ0nsaYr7Cqhtpta4A3/Xf1/KxHU8dTz0+LiPwYmAVMN8aUAWUigoikB1zVDDzX7PMwsO31Om0Je446OZ56jjZpPBui56eD46nnZ/zQGQyHiEjPgNu3AKVYAQTAbvxfRkSkPXAB4PG3vQTcJiJJItIFa71mdkv1O1Y1dTxFpE/A84YC52BtAk9oDY2niPQQEfHfvgQ4C1jmP1zPz3o0dTz1/AQRuQe4BrjIGFMS0PQSsMB/TBbQE2tmqG7bQKwLCq8FtCXsOer0eCb6OdrE8WyInp8Ojmein59xJdq7zOPtB2tT0j7Ai5V5Y6f/8V8B+cAOrA/qvgHPGYOVWWYLkAcsojarQpL/NXf5f+5s6ffUysbzOaxgYxPwGTAn2u8xDsbzZmAn8AXwL/zZkvT8jMh4Jvr52QdracQu/xhsAtb523pgzfTsALYB3w54XnusL2U7/eM+J6AtYc/RCI1nwp6jzRjP6/yfE6XAEf/tMXp+RmQ8E/b8jLcf+0uZUkoppZRSSjWbLpFSSimllFJKOUYDDKWUUkoppZRjNMBQSimllFJKOUYDDKWUUkoppZRjNMBQSimllFJKOUYDDKWUShAi8oKI/Gedx94QkYXR6pNSSqnWRwMMpZRKHHcC1/kLW9lFAlOAx5rzoiLidqBvSimlWgkNMJRSKkEYY44AtwHPikgGVsHA/wCWi8inIrJFRB60jxeRR0QkV0Q2icj7/sq5iMgAESkWkV+KyAfAD6LxfpRSSsUmLbSnlFIJRkQWA/OAHwPfA/7TGLPWPxPxT+ApY8wrItLNGFPsf8484DpjzOUiMgD4EphvjFkWnXehlFIqVmmAoZRSCUZEBgO5QF+gBNgW0NwBeMYYs0hErsWaneiINePdyRjTxx9g5AGpRv+IKKWUqkPXzSqlVOKpBnxYQYMBsowxVYEHiEg/4AlgvDFmt4iMBt4NOKRUgwullFL10T0YSimVoIwxx4EPgJ/aj4lILxHpA3QGTgIFIiJYG8SVUkqpRmmAoZRSiW0+kCkiW0VkK7AC6GqM2Qq8hLV86j1gb/S6qJRSKp7oHgyllFJKKaWUY3QGQymllFJKKeUYDTCUUkoppZRSjtEAQymllFJKKeUYDTCUUkoppZRSjtEAQymllFJKKeUYDTCUUkoppZRSjtEAQymllFJKKeUYDTCUUkoppZRSjvk/vty7Q+ZVzKIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 800x320 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(1, 1, figsize=(10,4), dpi= 80)\n",
    "\n",
    "ax1.plot(data['year'],data['pet'], color='green', marker='o', linestyle='dashed', linewidth=2, markersize=10, label = 'PET')\n",
    "ax1.set_xlabel('Year')\n",
    "ax1.set_ylabel('PET (mm)')\n",
    "ax1.legend(loc='upper center')\n",
    "\n",
    "\n",
    "# Plot Line2 (Right Y Axis)\n",
    "ax2 = ax1.twinx()  # Make and return a second axes that shares the x-axis.\n",
    "\n",
    "ax2.plot(data1['year'],data1['di'], color='red', marker='o', linestyle='dashed', linewidth=2, markersize=10, label = 'DI')\n",
    "ax2.set_xlabel('Year')\n",
    "ax2.set_ylabel('DI (mm)')\n",
    "ax2.legend(loc='upper right')\n",
    "fig.tight_layout()\n",
    "\n",
    "plt.savefig(\"secondary_Y_axis.png\",dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "156cb82f",
   "metadata": {},
   "source": [
    "# Contour plots\n",
    "\n",
    " Z = f(X,Y)   \n",
    "    \n",
    "how alue Z changes as a function of two inputs X and Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "09a21930",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>Hour</th>\n",
       "      <th>Latitude (°N)</th>\n",
       "      <th>Longitude (°E)</th>\n",
       "      <th>MSW (ms-1)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>139.8</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>10.4</td>\n",
       "      <td>138.4</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>12</td>\n",
       "      <td>11.0</td>\n",
       "      <td>137.2</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>18</td>\n",
       "      <td>11.3</td>\n",
       "      <td>135.8</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>11.5</td>\n",
       "      <td>134.7</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Year  Month  Day  Hour  Latitude (°N)  Longitude (°E)  MSW (ms-1)\n",
       "0  2015      1   14     0           10.0           139.8          18\n",
       "1  2015      1   14     6           10.4           138.4          18\n",
       "2  2015      1   14    12           11.0           137.2          18\n",
       "3  2015      1   14    18           11.3           135.8          18\n",
       "4  2015      1   15     0           11.5           134.7          20"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "msw = pd.read_excel(\"MSW.xlsx\")\n",
    "msw.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "4f3d8d5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200, 7)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "msw.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "95597e5a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8.0, 36.0)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "latitude  = msw['Latitude (°N)']\n",
    "longitude = msw['Longitude (°E)']\n",
    "MSW       = msw['MSW (ms-1)']\n",
    "\n",
    "              \n",
    "lat, lon      = np.meshgrid(latitude, longitude)\n",
    "MSW_ms, lat_  = np.meshgrid(MSW, latitude)\n",
    "\n",
    "plt.contourf(lon, lat, MSW_ms)    # contourf (X, Y, Z)\n",
    "plt.colorbar()     # Add a colorbar to a plot\n",
    "plt.xlabel('longitude')\n",
    "plt.ylabel('latitude')\n",
    "plt.xlim(140,152)\n",
    "plt.ylim(8,36)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "8c95e3c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits import mplot3d\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig = plt.figure()\n",
    "ax  = plt.axes(projection='3d')\n",
    "ax.contour3D(lon, lat, MSW_ms, 50, cmap='viridis')\n",
    "ax.set_xlabel('longitude')\n",
    "ax.set_ylabel('latitude')\n",
    "ax.set_zlabel('Maximum sustained wind speed (m/s)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "16e039d6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
