{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "ir",
      "display_name": "R"
    },
    "language_info": {
      "name": "R"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "rKdx6AjaflcH",
        "outputId": "1a5ff6c8-35ce-4ed3-ff8f-b38a779067d1"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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CN9XuWJJ55QMnGYIOwAAICEQkNDKysr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\ndgAAABpBsQMAANCI/wP54BKkZkG5wgAAAABJRU5ErkJggg=="
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ],
      "source": [
        "set.seed(110)\n",
        "\n",
        "data <- matrix(rnorm(100, 0, 5), nrow = 10, ncol = 10)\n",
        "\n",
        "colnames(data) <- paste0(\"col\", 1:10)\n",
        "rownames(data) <- paste0(\"row\", 1:10)\n",
        "\n",
        "heatmap(data)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "set.seed(110)\n",
        "\n",
        "data <- matrix(rnorm(100, 0, 5), nrow = 10, ncol = 10)\n",
        "\n",
        "colnames(data) <- paste0(\"col\", 1:10)\n",
        "rownames(data) <- paste0(\"row\", 1:10)\n",
        "\n",
        "my_colors <- colorRampPalette(c(\"cyan\", \"darkgreen\"))\n",
        "\n",
        "heatmap(data, col = my_colors(100))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "tGjgKvdYfmb3",
        "outputId": "be1d6082-dce9-4609-8bd5-a11dfe001fb4"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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X7v8uijjyqZOEIQdgAAQEJhYWFVVVUF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\nAABJRU5ErkJggg=="
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "set.seed(110)\n",
        "\n",
        "data <- matrix(rnorm(100, 0, 5), nrow = 10, ncol = 10)\n",
        "\n",
        "colnames(data) <- paste0(\"col\", 1:10)\n",
        "rownames(data) <- paste0(\"row\", 1:10)\n",
        "\n",
        "my_colors <- colorRampPalette(c(\"cyan\", \"darkgreen\"))\n",
        "\n",
        "heatmap(data, col = my_colors(100), main = \"Customized Heatmap\",\n",
        "        xlab = \"Columns\", ylab = \"Rows\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "XMbPaeiDfsPF",
        "outputId": "76186938-dfb4-486b-d06f-44cba9100426"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Plot with title “Customized Heatmap”"
            ],
            "image/png": 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uVEb775pnJwDw+P0NDQZ599Vtp77Nix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          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "set.seed(110)\n",
        "\n",
        "data <- matrix(rnorm(100, 0, 5), nrow = 10, ncol = 10)\n",
        "\n",
        "colnames(data) <- paste0(\"col\", 1:10)\n",
        "rownames(data) <- paste0(\"row\", 1:10)\n",
        "\n",
        "my_colors <- colorRampPalette(c(\"cyan\", \"darkgreen\"))\n",
        "\n",
        "heatmap(data, col = my_colors(100), main = \"Customized Heatmap\",\n",
        "        xlab = \"Columns\", ylab = \"Rows\", margins = c(5, 10))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "seXbDQNUftmj",
        "outputId": "aff3d48a-8b4a-4404-b444-c0de3a552e31"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Plot with title “Customized Heatmap”"
            ],
            "image/png": 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WuvvaYc3N3dPTg4+IknnpD2Hjt2rEOH\nDsoOwcHBPXr0UH7oOjo61vt+fzsEu7q6OuXaKYPB4HwFv/32mzSIxWJRlu3u7h4bG1vvS9Q+\n+eQT5bz1vpnPycmpZ8+e0lPLoqKilPdj7tu37y9/JZRDNe6RYtd6CPfee69yV79+/e655x6p\n/ldffTU4OFjeNWDAADlX/fmvRNO+uY2rUFmD9D+W9u3bJyYmKr9URQgxYsSIv3xTADQawQ4t\nzoULF2bNmqX8ooeGfHx86p1dk9TW1tZbciS58847Kysr+/XrJ7con/v++eefK08yNZScnFxR\nUaGc6Pjx4w2/y+Pxxx+XO/z666/Ki5L1BAYGWq3WesXbIdhd/fq2o0ePyuNkZmYqH9qh5OLi\n8sEHHzR8F+66666Gnf39/QsKCpTrt/Ly8q74e/A/yhEaF+yu9RCKi4vr5XLJgw8+WFdX99xz\nzykbb7/9dumn/vxXomnf3MZVqKxh+/btt912W8MRevfu/ccff/zlmwKg0VhjhxbH0dHx5Zdf\nLioqWrJkybhx43r06OHl5eXg4ODu7t61a9dx48YtX768qKgoNTW14c86ODisX7/+7bffjoyM\nNBqNrVu3joyMfOedd7755hs3NzflPa2VlZXy9tixY3/++edXX331zjvv9PPzc3Z2NhgMHh4e\nYWFhDz/8sMViWb9+fb2g2aFDh5ycnLvvvrt9+/ZOTk7t27dPSEhQBseOHTvu2LFj7dq19913\nX5cuXYxGY6tWrQICApKTk99///1ffvnl6k9Mqm748OGFhYWvvvpqbGxsu3btHBwcPDw8IiMj\n09LSDhw48PDDD9fr7+DgsHbt2oULF/bu3dvNzc3NzS00NDQtLW337t09evRQxgvlu3DjHEJg\nYOCuXbumTJnSqVMnR0dHHx+fAQMGrF69+qOPPjIYDOnp6X/72998fX0dHByCgoLkCPuXvxJN\nqHEVKrm5ueXm5r766qvh4eHSexQZGfn6669v27btSgkYQJPQ2Rr1qEQAAJR8fX3le0f27Nmj\nfAIKALvhjB0AAIBGEOwAAAA0gmAHAACgEQQ7AAAAjeBZsQCa0X/+8x83NzceDHr16urqSktL\nlY+/u1kon9GXk5OjfGZxczt9+nSvXr26du1qtxmBGxZ3xQJoRnq9nn9krpVOx7/M1ywhIcFq\ntapdBaA+ztgBaEY6nW7z5s31nuQGNK3Ro0f7+fmpXQVwQ2CNHQAAgEYQ7AAAADSCYAcAAKAR\nBDsAAACNINgBAABoBMEOAABAIwh2AAAAGkGwAwAA0AiCHQAAgEYQ7AAAADSCYAcAAKARPCsW\n+GtlZWUVFRUGg0HtQm5KJSUlhYWFaldx89HpdJ07d1a7CgA3GYId8NciIiKOHz+udhU3qwkT\nJqhdwk1Jp9PV1dXp9VxXAXANCHbAX+vatevo0aOnT5+udiE3n9LSUl9fX7WruPl8//33KSkp\nNptN7UIA3GQIdsBfMxgMnp6eXbp0UbuQmw9/aI1z7NgxtUsAcFPiJD8AAIBGEOwAAAA0gmAH\nAACgEQQ7AAAAjSDYAQAAaATBDgAAQCMIdgAAABpBsAMAANAIgh0AAIBGEOwAAAA0gmAHAACg\nEQQ7AAAAjSDYAQAAaATBDgAAQCMIdgAAABpBsAMAANAIgh0AAIBGEOwAAAA0gmAHAACgEQQ7\nAAAAjXBQuwAAQMtls9nCw8ODgoKcnZ0bPYjZbG7VqlVpaWmjR6iqqqqsrMzOzm70CMANgmAH\nAFBNbW3tjz/+2LlzZ09Pz0YP0rlzZxcXl+sZoby8fM+ePY3+ceDGQbADAKjs2WefjYmJUbGA\nL7/88ocfflCxAKCpsMYOAABAIwh2AAAAGkGwAwAA0AiCHQAAgEYQ7AAAADSCu2LR9P75z3+u\nX78+ICBA7UKazO7du3/99df9+/erXUiT+eWXX955552EhAS1CwEANCWCHZrezp07f//999tu\nu03tQppMQECAt7f39XxL1o3m4MGDP/30E8EOADSGYIemFxAQ0KpVq/fff1/tQnBFmZmZXl5e\nalcBAGhirLEDAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYA\nAAAaQbADAADQCJ48AagsMjIyMDDQ2dnZnpOeOnUqIyNj9erV9pz08OHDTzzxxIQJE+w5KQC0\nKAQ7QE21tbV79uwJDAy084NoAwMDg4KC7DxpcXHxjz/+aM8ZAaClIdgB6nv22WdjY2PVrqLZ\n5eXl+fr6ql0FAGgZa+wAAAA0gmAHAACgEQQ7AAAAjSDYAQAAaATBDgAAQCMIdgAAABpBsAMA\nANAIgh0AAIBGEOwAAAA0gmAHAACgEQQ7AAAAjSDYAQAAaATBDgAAQCMIdgAAABpBsAMAANAI\ngh0AAIBGEOwAAAA0gmAHAACgEQQ7AAAAjSDYAQAAaATBDgAAQCMIdgAAABrhoHYBAHCTWbhw\nYXFxsaenZ/NNcejQISHEa6+9ptc343+/f/vtt3vuuWfAgAHNNwUAOyPYAcC1mTt3bl1dXYcO\nHZpviurqakdHx9WrVzffFEKIQ4cOHTt2jGAHaAnBDgCuTadOnUwmU3p6utqFXK8hQ4aEhISo\nXQWApkSwA9CCXLp0KSMjo1u3bjqdrtGDHDt2bNeuXf/+978bPUJ1dbXBYJg4cWKjRwCAyyLY\nAWhBCgsLX3zxxY4dOzo4NP5fv99+++3UqVM//fRTo0c4c+ZMXV0dwQ5AkyPYAWhBWrVqJYT4\n7rvvunXrpmIZCxcuXLBggYoFANAqvu4EAABAIzhjB1zRqlWr1q5d27lz5+ab4tKlS0KI9957\nb/369c03y8mTJzt06PDKK6803xQAgBsBwQ64otWrV1ut1vDw8GadxdXV9ddffz116lTzTVFY\nWKjT6Qh2AKB5BDvgirp06VJTU7Nhwwa1C7les2bNslqtalcBAGh2rLEDAADQCIIdAACARhDs\nAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCJ48Ac1yc3Orrq6+\n/nF0Ot11/nhVVZWrq+v1VwIAwJ8j2EGzWrdunZaWNnTo0EaPcPLkyaqqqqCgoEaPcODAgQkT\nJtTV1TV6BAAArh7BDpplMBg6d+7cq1cvFWu4zrN9AABcE9bYAQAAaATBDgAAQCMIdgAAABpB\nsAMAANAIgh0AAIBGEOwAAAA0gmAHAACgEQQ7AAAAjSDYAQAAaATBDgAAQCMIdgAAABpBsAMA\nANAIgh0AAIBGEOwAAAA0gmAHAACgEQQ7AAAAjSDYAQAAaATBDgAAQCMIdgAAABpBsAMAANAI\ngh0AAIBGEOwAAAA0gmAHAACgEQQ7AAAAjSDYAQAAaATBDgAAQCMIdgAAABpBsAMAANAIgh0A\nAIBGEOwAAAA0gmAHAACgEQQ7AAAAjSDYAQAAaATBDgAAQCMIdgAAABpBsAMAANAIgh0AAIBG\nEOwAAAA0gmAHAACgEQQ7AAAAjSDYAQAAaATBDgAAQCMIdgAAABpBsAMAANAIgh0AAIBGEOwA\nAAA0gmAHAACgEQQ7AAAAjSDYAQAAaATBDgAAQCMIdgAAABpBsAMAANAIgh0AAIBGEOwAAAA0\ngmAHAACgEQQ7AAAAjSDYAQAAaISD2gVAg7y8vNQuQQghvLy8VK+kTZs2np6ezs7O6pZxI/xR\n3CBlGI3GNm3auLu7q1vGjfBHcYOUYTAYvLy8PD091S2jXbt23t7e6tYANAmdzWZTuwYAAAA0\nAS7FAgAAaATBDgAAQCMIdgAAABpBsAMAANAIgh0AAIBG8HUnuAzde8PVLkGIoF5qVyCEEOLC\nWbUrEEIIcf4GKOP2u9SuQAghRNUJtSsQQghRUqB2BUIIIQ5a1K5AiLStalcghBDigxS1KxDj\nu8X9q/9UtatAS8cZOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAA\nNIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJg\nBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAGhHeXn5jBkzAgMDnZ2du3TpMnLkyLy8PLWL\ngv04qF0AAABoGuXl5ZGRkUVFRUOGDAkPDz906NCaNWu++eabbdu2RUZGql0d7IFgBwCARrz0\n0ktFRUULFiyYMmWK1PLpp5+OHz/+tdde++yzz9StDfbBpVgAAOwkJSVFr9eXlZUNGDDAxcVl\n48aNUntRUVFqaqqfn5+Tk5O3t/eIESN2794t7fL39w8LC1MO0rVrV51Ot2XLFrll8eLFOp1u\nw4YNOp2uX79+jzzyiLxrzJgxDg4O+/bta/6Dww2BM3YAANiJk5OTzWabMWOG0WicM2dOUFCQ\nEKK4uDgqKqqmpmbKlCm33HLL0aNHFyxYEBcXZ7FYoqKikpKSVq5cWV5e7unpKYQ4evRoYWGh\nu7u71Wrt37+/NKzFYnF0dOzXr19ycnK9GWtray9duuTv72/fA4VqCHYAANiJXq8XQlRUVEhn\n16TG9PT0EydOfPXVV0OHDpVahg8fHh4enpaWZjabTSbTihUrtm3bJoU2s9ns7Ow8evRoq9Uq\nD2u1WmNiYtzc3BrOuHDhwkuXLo0bN67Zjw03BoLddZk7d25FRYWHh4fahTSeg4PDAw880LZt\nW7ULAYCWIjU1VU51NpstMzMzICBATnVCiLCwsF69elmt1srKyqSkJCFEdna2FOwsFktkZGRs\nbOyqVavOnz/v7Ox88ODB0tLSadOmNZxoy5YtL7zwQv/+/SdNmmSXI4P6CHbX5a233nJycvLx\n8VG7kMYzGAwmk4lgBwB20717d3m7tLS0oqKiT58+9fqEhITk5eUdOnQoIiLi1ltvzc7OltrN\nZvPYsWNjY2Nrampyc3Pj4+MtFosQYuDAgfVG+OSTTx588MGIiIg1a9ZIZwrREhDsroufn9/E\niROfeOIJtQsBANw0lNd5qqurhRBGo7FeHxcXF3mvyWSaP3/+uXPnysrKioqKEhMTe/To4e3t\nnZWVJQU7Ly8v5beZ2Gy2l19++ZVXXrnrrrtWrVrVcHBoGBEeAADVSAvjqqqq6rVLkc7d3V0I\nYTKZamtrc3JyzGazwWCIi4sTQsTFxUnL7KxWa1JSknxOzmazPfTQQ6+88spTTz21du1aUl1L\nQ7ADAEA1vr6+bdu2zc/Pt9lsyvb9+/cbDIbg4GAhREJCgpOT09atW81mc3h4eOvWrYUQ8fHx\n27dvLygoKCkpUV6HnTFjxscffzxv3rzXX3+dK7AtEG85AABqGjlyZElJybp16+SWnJycvXv3\nDh482NXVVQhhNBqjo6N37txpsVgSExOlPvHx8dXV1YsWLRKKBXZr1qx59913n3rqqaefftru\nx4EbAmvsAABQ0+zZszds2DBhwoTp06d37969sLBw/vz5Hh4e8+bNk/uYTKaMjIyqqio52EVE\nRLi5uS1dujQ0NFT+mrpnn31Wp9PV1tY+99xz9WZ56aWXpJgIbSPYAQCgJj8/v9zc3PT09I8+\n+ujkyZPt2rUbNGjQrFmzpOuwEpPJNHPmTL1eHx8fL7UYDIbo6Ohvv/1WeR328OHDQoh33323\n4SxPP/00wa4lINgBAGAny5YtW7ZsWcP2wMDAy7bLoqKi6i3CE0Js2rSpXkvDPmhpWGMHAACg\nEQQ7AAAAjSDYAQAAaATBDgAAQCMIdgAAABpBsAMAANAIgh0AAIBGEOwAAAA0gmAHAACgEQQ7\nAAAAjSDYAQAAaATBDgAAQCMIdgAAABpBsAMAANAIgh0AAIBGEOwAAAA0gmAHAACgEQQ7AAAA\njXBQu4Crcvz48bNnz+r1N1wMrampuXTpktpVAAAACHGzBLuQkJCqqiq1q7i8tWvXPvXUU2pX\n0dR6jVS7AiFKf1a7AiGEEMcL1K5ACCHEXS+pXYEQxXvUrkAIIcTpX9WuQAghxIkjalcghBDi\n7B9qVyBE5Qm1KxBCCNHKXe0KhHBqpXYFwE0S7Dp06DBp0qR7771X7ULqS05Ovueee9SuAgAA\nQIibJdjp9XovL68uXbqoXUh9rVq1ugEvEAMAgJaJUAIAAKARBDsAAACNINgBAFXoBHgAACAA\nSURBVABoBMEOAABAIwh2AAAAGkGwAwAA0AiCHQAAgEYQ7AAAADSCYAcAAKARBDsAAACNINgB\nAABoBMEOAABAIwh2AAAAGkGwAwAA0AiCHQAAgEYQ7AAAADSCYAcAAKARBDsAAACNINgBAKAd\nBw4cGD9+fIcOHRwdHX18fEaPHr1nzx61i4L9OKhdAAAAaBr5+fkxMTGOjo5Tpkzp0qVLUVHR\nokWLNmzYYLFY+vbtq3Z1sAeCHQAAGvGPf/yjsrLSarUmJCRILUOHDu3bt++cOXO+/vprdWuD\nfXApFgAAO0lJSdHr9WVlZQMGDHBxcdm4caPUXlRUlJqa6ufn5+Tk5O3tPWLEiN27d0u7/P39\nw8LClIN07dpVp9Nt2bJFblm8eLFOp9uwYUNhYaEQIiYmRt4VFRXl4OBw5MiRZj823BgIdgAA\n2ImTk5PNZpsxY4bRaJwzZ05QUJAQori4OCoqas2aNffff/+SJUumT5++c+fOuLi43NxcIURS\nUlJ+fn55ebk0wtGjRwsLC93d3a1WqzysxWJxdHTs16/fLbfcIoQ4dOiQvKukpKSurq5nz572\nPEyoiEuxAADYiV6vF0JUVFRs2LBBp9NJjenp6SdOnPjqq6+GDh0qtQwfPjw8PDwtLc1sNptM\nphUrVmzbti05OVkIYTabnZ2dR48erQx2Vqs1JibGzc3tueeeW7du3b333jt//vyuXbseP378\nySefdHNze/HFF+1+rFAHwe66HD9+/K233vrkk0/ULqTxDAbDkiVL6p3nBwA0n9TUVDnV2Wy2\nzMzMgIAAOdUJIcLCwnr16mW1WisrK5OSkoQQ2dnZUrCzWCyRkZGxsbGrVq06f/68s7PzwYMH\nS0tLp02bJoQICQnZtm3biBEj4uLipKG6du26ZcuWiIgIex8kVEKwuy7Tp0+vrKz08PBQu5DG\nc3BwCAgIULsKAGhBunfvLm+XlpZWVFT06dOnXp+QkJC8vLxDhw5FRETceuut2dnZUrvZbB47\ndmxsbGxNTU1ubm58fLzFYhFCDBw4UAixf//+YcOGXbx48c033wwODv79999ff/31IUOGrF27\nVo560DaC3XV5/vnn1S4BAHCTUZ4OqK6uFkIYjcZ6fVxcXOS9JpNp/vz5586dKysrKyoqSkxM\n7NGjh7e3d1ZWlhTsvLy8IiMjhRCTJ08+efLkwYMH/fz8pHHGjh0bHBx8//33Hzp0SLoQDG3j\nPQYAQDVubm5CiKqqqnrtUqRzd3cXQphMptra2pycHLPZbDAYpHNvcXFx0jI7q9WalJSk1+vP\nnDmzc+fO6OhoOdVJIyQmJh45coQbY1sIgh0AAKrx9fVt27Ztfn6+zWZTtu/fv99gMAQHBwsh\nEhISnJyctm7dajabw8PDW7duLYSIj4/fvn17QUFBSUmJdB1WyoI1NTX1ppBaGrZDkwh2AACo\naeTIkSUlJevWrZNbcnJy9u7dO3jwYFdXVyGE0WiMjo7euXOnxWJJTEyU+sTHx1dXVy9atEj8\nb4Fdhw4dOnfunJOT8/PPP8tDnThxwmKxtGvXLiQkxK5HBZWwxg4AADXNnj17w4YNEyZMmD59\nevfu3QsLC+fPn+/h4TFv3jy5j8lkysjIqKqqkoNdRESEm5vb0qVLQ0ND/f39pcY33nhj9OjR\nMTExjz32WJcuXY4dO/bBBx9UVlZ+/PHHDg584rcInLEDAEBNfn5+ubm5o0aN+uijjyZPnrx4\n8eJBgwZ9//330rcNS0wmU1VVlV6vj4+Pl1oMBkN0dHRVVZV0uk4yYsSI7Ozs2NjY999//5FH\nHnnrrbd69uz57bffpqam2vmgoBbyOwAAdrJs2bJly5Y1bA8MDLxsuywqKqreIjwhxKZNmxr2\njImJyczMbHyJuMlxxg4AAEAjCHYAAAAaQbADAADQCIIdAACARjTXzRP79+9v1apVU412/vz5\nS5cuNdVoAAAAmtQswe7zzz9PSUlp2jHXrVv32GOPNe2YAAAAWtIswc7Hx0en0x06dKipBkxK\nSho+fHhTjQYAAKBJzfg9dl26dGmqoZycnPR6lgMCAAD8GdISAACARhDsAAAANIJgBwAAoBEE\nOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAAoBHN+KxY\n3MSqT6tdgRCRI9WuQAghROcotSsQQgjh2ErtCm6M3wohhMFR7QqEEEIc3aN2BUKIG+Ovydp0\ntSsQQghxeIfaFQhhbKd2BQBn7AAAALSCYAcAAKARBDsAAACNINgBAABoBMEOAABAIwh2AAAA\nGkGwAwAA0AiCHQAAgEYQ7AAAADSCYAcAAKARBDsAAACNINgBAABoBMEOAABAIwh2AAAAGkGw\nAwAA0AiCHQAAgEYQ7AAAADSCYAcAAKARBDsAAACNINgBAKARy5Yt013O66+/rnZpsBMHtQsA\nAABN448//hBCjB8/PiAgQNnep08flSqCvRHsAADQCCnYPf300+Hh4WrXAnVwKRYAADtJSUnR\n6/VlZWUDBgxwcXHZuHGj1F5UVJSamurn5+fk5OTt7T1ixIjdu3dLu/z9/cPCwpSDdO3aVafT\nbdmyRW5ZvHixTqfbsGGDFOzatGljrwPCDYdgBwCAnTg5OdlsthkzZhiNxjlz5gQFBQkhiouL\no6Ki1qxZc//99y9ZsmT69Ok7d+6Mi4vLzc0VQiQlJeXn55eXl0sjHD16tLCw0N3d3Wq1ysNa\nLBZHR8d+/frJwa6uru7o0aOnTp1S4SChKoIdAAB2otfrhRAVFRWZmZnPPPNMSEiIECI9Pf3E\niROfffZZRkbGpEmTZs6cuXHjxpqamrS0NCGEyWSy2Wzbtm2TRjCbzc7OzqNHj1YGO6vVGhMT\n4+bmVlFRIYR47bXX2rVr17FjRy8vr1tuueWLL75Q4VChkptjjd2lS5dOnjxZWFiodiEapNfr\nO3XqpNPp1C4EAFqK1NRU+V9dm82WmZkZEBAwdOhQuUNYWFivXr2sVmtlZWVSUpIQIjs7Ozk5\nWQhhsVgiIyNjY2NXrVp1/vx5Z2fngwcPlpaWTps2Tfxvjd2///3vF154wc/Pb9++fQsWLBg3\nbty5c+cmTZqkwqHC7m6OYFdaWjpz5syZM2eqXYg2WSyWxMREtasAgJaie/fu8nZpaWlFRUXD\nu1ZDQkLy8vIOHToUERFx6623ZmdnS+1ms3ns2LGxsbE1NTW5ubnx8fEWi0UIMXDgQCFEenr6\n1KlThwwZ4urqKvVPSUm544470tLSJkyYYDAY7HB0UNfNEewOHTpUWVnJWaXm4ODg0LFjR7Wr\nAIAWxMPDQ96urq4WQhiNxnp9XFxc5L0mk2n+/Pnnzp0rKysrKipKTEzs0aOHt7d3VlaWFOy8\nvLwiIyOFEP379683Tnh4uMlk+uabb/bv33/bbbc163HhRnBzBDsfHx8fHx+1qwAAoIm5ubkJ\nIaqqquq1S5HO3d1dCGEymd56662cnJyioiKDwRAXFyeEiIuLs1qtL774otVqTUpKklbvXZb0\nAdpwCmgSN08AAKAaX1/ftm3b5ufn22w2Zfv+/fsNBkNwcLAQIiEhwcnJaevWrWazOTw8vHXr\n1kKI+Pj47du3FxQUlJSUSNdhq6qqFi5c+Nlnn9WbYt++fUII6Q5caB7BDgAANY0cObKkpGTd\nunVyS05Ozt69ewcPHiwtlTMajdHR0Tt37lQuiY6Pj6+url60aJH43wI7V1fXV1555dFHH/3l\nl1/kob744ou8vLyYmJgOHTrY9aigkpvjUiwAAFo1e/bsDRs2TJgwYfr06d27dy8sLJw/f76H\nh8e8efPkPiaTKSMjo6qqSg52ERERbm5uS5cuDQ0N9ff3F0Lo9foFCxaMHj06MjJy3Lhxfn5+\ne/fuXb9+fZs2bRYvXqzOscHurjfYHT58+Ouvv/b19VU2/vTTT9c5LAAALYSfn19ubm56evpH\nH3108uTJdu3aDRo0aNasWdJ1WInJZJo5c6Zer4+Pj5daDAZDdHT0t99+K52uk4wcOTI7O/vV\nV1/98ssvq6ur27dvn5qamp6e3rlzZ3sfFVSiq3dR/1qlpKSsXr1aWt0pu3DhQnV19XWODBXp\nvn1T7RKECE5QuwIhhBDlv6ldgRBCCJ9ualcgxI9fqV2BEEKIuhq1KxBCCPH952pXIIQQInKk\n2hUIUXlS7QqEEEIc2qp2BWJ8WPK/RmWoXQVauus9Y9ezZ8/jx49nZWUpG81m84ABA65zZAAA\nAFwTbp4AAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAa\nQbADAADQCIIdAACARhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbAD\nAADQCIIdAACARhDsAAAANMJB7QJwQ6o+rXYFQhzPV7sCIYQQ+f9VuwIhhBBnK9SuQIi2AWpX\nIIQQYthMtSsQQgjh1UXtCoQQQnS4Re0KhCj4Tu0KhBBCHDSrXYEQl+rUrgDgjB0AAIBWEOwA\nAAA0gmAHAACgEQQ7AAAAjSDYAQAAaATBDgAAQCMIdgAAABpBsAMAANAIgh0AAIBGEOwAAAA0\ngmAHAACgEQQ7AAAAjSDYAQAAaATBDgAAQCMIdgAAABpBsAMAANAIgh0AAIBGEOwAAAA0gmAH\nAACgEQQ7AAC0o7i4ePLkyf7+/s7OzkFBQWlpadXV1WoXBftxULsAAADQNIqKivr06XPixImR\nI0f27Nlzx44dr7322s6dO7ds2WIwGNSuDvZAsAMAQCOef/75srKyDz/8cPLkyVLLY489tnjx\n4hUrVjzwwAPq1gb74FIsAAB2kpKSotfry8rKBgwY4OLisnHjRqm9qKgoNTXVz8/PycnJ29t7\nxIgRu3fvlnb5+/uHhYUpB+natatOp9uyZYvcsnjxYp1Ot2HDhq+//trPz+/BBx+Ud82ZM8fR\n0XHlypXNf3C4IRDsAACwEycnJ5vNNmPGDKPROGfOnKCgICFEcXFxVFTUmjVr7r///iVLlkyf\nPn3nzp1xcXG5ublCiKSkpPz8/PLycmmEo0ePFhYWuru7W61WeViLxeLo6HjHHXecOXOmW7du\nOp1O3uXt7R0UFPT999/bbDa7HipUwqVYAADsRK/XCyEqKio2bNggx6/09PQTJ0589dVXQ4cO\nlVqGDx8eHh6elpZmNptNJtOKFSu2bduWnJwshDCbzc7OzqNHj1YGO6vVGhMT4+3t7eDgIEdA\nmdForKqqOnXqlJeXlz0OEqpqlmB37tw5IcTcuXObY3A0Lb1e/8ADD/C3HQDsJjU1VU51Npst\nMzMzICBATnVCiLCwsF69elmt1srKyqSkJCFEdna2FOwsFktkZGRsbOyqVavOnz/v7Ox88ODB\n0tLSadOm6fX66Ojobdu27d+/PzQ0VBpq3759P/30kxCiqqqKf+pbgmYJdm3btvX19d28eXNz\nDI6mpdPphg4dyt92ALCb7t27y9ulpaUVFRV9+vSp1yckJCQvL+/QoUMRERG33nprdna21G42\nm8eOHRsbG1tTU5ObmxsfH2+xWIQQAwcOFELMnj27f//+ycnJb7zxRmho6O7du59//vmOHTse\nOXLE2dnZTocHVTVLsOvbt+/x48ebY2QAAG52Hh4e8rb0JXNGo7FeHxcXF3mvyWSaP3/+uXPn\nysrKioqKEhMTe/To4e3tnZWVJQU7Ly+vyMhIIcSdd9753nvvpaWljRw5UgjRunXrf/zjHxaL\npaioqE2bNnY7QKiImycAAFCNm5ubEKKqqqpeuxTp3N3dhRAmk6m2tjYnJ8dsNhsMhri4OCFE\nXFyctMzOarUmJSVJq/eEEFOnTi0tLTWbzVu3bi0pKXn88ccLCgqCgoKkpAjNI9gBAKAaX1/f\ntm3b5ufn17trdf/+/QaDITg4WAiRkJDg5OS0detWs9kcHh7eunVrIUR8fPz27dsLCgpKSkqk\n67CSixcvuru79+vXLzY21tXV9fDhw/v27TOZTHY+LqiFYAcAgJpGjhxZUlKybt06uSUnJ2fv\n3r2DBw92dXUVQhiNxujo6J07d1oslsTERKlPfHx8dXX1okWLxP8W2Akh0tLSXF1d5e/Au3jx\n4pNPPqnX6//2t7/Z9ZCgHr7uBAAANc2ePXvDhg0TJkyYPn169+7dCwsL58+f7+HhMW/ePLmP\nyWTKyMioqqqSg11ERISbm9vSpUtDQ0P9/f2lxvHjx8+fPz8pKWnSpEmenp7r1q3btWtXenp6\nRESECgcGNXDGDgAANfn5+eXm5o4aNeqjjz6aPHny4sWLBw0a9P33399yyy1yH5PJVFVVpdfr\n4+PjpRaDwRAdHV1VVaW8DhsWFvbtt9/27t17+fLlGRkZQoiVK1fOmTPHzkcEFXHGDgAAO1m2\nbNmyZcsatgcGBl62XRYVFdXw0RGbNm1q2DMmJuay7WghOGMHAACgEQQ7AAAAjSDYAQAAaATB\nDgAAQCMIdgAAABpBsAMAANAIgh0AAIBGEOwAAAA0gmAHAACgEQQ7AAAAjSDYAQAAaATBDgAA\nQCMIdgAAABpBsAMAANAIgh0AAIBGEOwAAAA0gmAHAACgEQQ7AAAAjSDYAQAAaISD2gXghjR8\nttoVCPHdO2pXIIQQ4tbBalcghBDi8E61KxDCM0DtCoQQQhTlqV2BEEKIk4VqVyCEEKLgO7Ur\nEKKuRu0KhBBCXLqkdgVC2GxqVwBwxg4AAEArCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJg\nBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJgBwAA\noBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAADQjsOHDz/00ENd\nunRxdnb28fEZPXr0Dz/8oHZRsB8HtQsAAABNo6CgIC4urrq6evTo0Z06dfrll1/WrFnz1Vdf\nbdu2LTIyUu3qYA8EOwAANGLq1Knl5eXZ2dmxsbFSy7/+9a+JEye+8847y5cvV7c22AeXYgEA\nsJOUlBS9Xl9WVjZgwAAXF5eNGzdK7UVFRampqX5+fk5OTt7e3iNGjNi9e7e0y9/fPywsTDlI\n165ddTrdli1b5JbFixfrdLoNGzb06dPn+eefl1OdEGLMmDE6ne7gwYPNf3C4IXDGDgAAO3Fy\ncrLZbDNmzDAajXPmzAkKChJCFBcXR0VF1dTUTJky5ZZbbjl69OiCBQvi4uIsFktUVFRSUtLK\nlSvLy8s9PT2FEEePHi0sLHR3d7darf3795eGtVgsjo6O/fr1S05Orjfj8ePHbTZbly5d7Hug\nUA3BDgAAO9Hr9UKIioqKDRs26HQ6qTE9Pf3EiRNfffXV0KFDpZbhw4eHh4enpaWZzWaTybRi\nxYpt27ZJoc1sNjs7O48ePdpqtcrDWq3WmJgYNzc35VzV1dU5OTnTpk3z9PR84YUX7HSEUFsL\nCnaFhYWRkZFdunSR/l5BotPplixZEh4ernYhANBSpKamyqnOZrNlZmYGBATIqU4IERYW1qtX\nL6vVWllZmZSUJITIzs6Wgp3FYomMjIyNjV21atX58+ednZ0PHjxYWlo6bdo05RRubm7V1dXS\nXLNmzerUqZP9Dg+qakHB7ty5cxUVFffdd1/r1q3VruUGotPppGsBAAD76N69u7xdWlpaUVHR\np0+fen1CQkLy8vIOHToUERFx6623ZmdnS+1ms3ns2LGxsbE1NTW5ubnx8fEWi0UIMXDgQOWP\nP/744+Xl5fn5+StWrCgqKlq+fHnHjh2b96hwY2hBwc5gMAghJkyY4Ovrq3YtAICWy8PDQ96W\nzqsZjcZ6fVxcXOS9JpNp/vz5586dKysrKyoqSkxM7NGjh7e3d1ZWlhTsvLy86n2bydy5c6WN\nzZs333XXXWPHjt25c2ezHhRuEFyUBABANdLCuKqqqnrtUqRzd3cXQphMptra2pycHLPZbDAY\n4uLihBBxcXHSMjur1ZqUlHSlVUZJSUlDhw7Nyck5evRosx4IbhAEOwAAVOPr69u2bdv8/Hyb\nzaZs379/v8FgCA4OFkIkJCQ4OTlt3brVbDaHh4dLC4ri4+O3b99eUFBQUlIiXYc9duzY7bff\n/sADD9SboqamRghx9uxZOx0SruDixYvy9vnz53Nycvbs2VPvfb9+BDsAANQ0cuTIkpKSdevW\nyS05OTl79+4dPHiwq6urEMJoNEZHR+/cudNisSQmJkp94uPjq6urFy1aJP63wM7f3//06dOr\nVq3Ky8uTh9q3b5/ZbPby8urWrZtdjwoKFy9efPzxx1NSUqSXRUVFoaGhffv2jYyMTEhIaHi+\n9noQ7AAAUNPs2bN9fX0nTJgwc+bMFStWzJo1a9iwYR4eHvPmzZP7mEwmq9VaXFwsB7uIiAg3\nN7elS5eGhob6+/tLjW+//XZdXV1sbOz48eNnzpw5adKkO+6449y5c3PnzpUWmkMV8+bNW7hw\noXz/yuOPP37kyJHHHntsypQp27dvnz9/fhPO1YJungAA4Abk5+eXm5ubnp7+0UcfnTx5sl27\ndoMGDZo1a5Z0HVZiMplmzpyp1+vj4+OlFoPBEB0d/e233yrvhx01alR2dnZGRsamTZv++OOP\n1q1bx8fHP/HEE4MHD7b3UUHhk08+GTly5BtvvCGEOHbs2DfffPPggw8uXLhQCFFTU/P5558/\n99xzTTUXwQ4AADtZtmzZsmXLGrYHBgZetl0WFRXVcDHWpk2bGvaMjo7OzMxsfIloBkVFRVOn\nTpW2N27caLPZ7r33Xullr1691qxZ04RzcSkWAACgGcnfRy2E2Lx5s9FolM+82my22traJpzr\neoNdSUnJiRMnmqQUAAAA7enUqVNWVpYQ4vfff1+/fv3AgQOdnJykXXv37g0ICGjCua432NXV\n1dXV1TVJKQAAANpz3333ffrppzExMZGRkVVVVdOnT5faV6xYsXz58uHDhzfhXNe7xi4wMLBD\nhw5NUgoAAID2PPHEEz///PPnn3/u5OT07rvvyrc2P/fccyEhIc8//3wTzsXNEwAAAM3oyy+/\nzMjIWLp0ab32NWvW9O7d28GhKcMYwQ4AAKAZTZw4UafT3X777YMGDRo4cGBcXJy0xq5v375N\nPhd3xQIAADSjVatWPfzww2fPnp07d+6AAQPatm07bNiwd99998CBA00+F2fsAAAAmlFKSor0\nPLGSkhKz2WyxWCwWy9dffy2E6Nix46BBgz744IOmmoszdgAAAPbQoUOH++6774MPPvj5558P\nHz48derU06dPL1mypAmn4IwdAACAPVRXV+/YscNqtWZlZeXk5Jw/f75t27bJyclNOAXBDgAA\noBl99dVXWVlZWVlZeXl5dXV1gYGBcXFxb731Vnx8fM+ePZXPpbh+BDsAAIBmlJyc7ObmNmbM\nmClTpiQkJHTq1Kn55iLYAQAANKPQ0ND9+/evXLly7969u3btSkxMTEhIaNeuXXPMRbADAABo\nRvv27SsrKzObzWaz+ZtvvnnnnXd0Ol3Pnj0TExOlkNe+ffummotgBwAA0Lx8fHzGjRs3btw4\nIcTx48flkLdgwQIhhM1ma6qJ+LoTAAAA+/Hw8Gjfvn1AQEBwcLDRaGzawTljBwAA0LxOnz69\nbdu2rKys7OzsXbt21dXVOTs7x8bGzpw502QyNeFEBDsAAIBmFBYWlp+fb7PZdDrdbbfdNn36\ndJPJlJCQ4OLi0uRzEewAAACa0enTp++//36TyZSUlNSE90lcFsEOl3MsX+0KhPjjuNoVCCGE\ncPNWuwIhhBDtOqpdgRB3pKhdgRBCiN1r1K5ACCFESYHaFQghhHByVbsCIQ5a1K5ACCFEzCS1\nKxCiY4TaFeAG9dtvv0kbJ0+e3LFjR3V1tbu7e0hISJs2bZp8Lm6eAAAAaF5bt27t27evt7d3\nTEyMyWTq27dv27Ztk5KS8vOb+EwKZ+wAAACaUW5ublJSUl1dXVxcXEhIiIuLS3V19f79+7ds\n2RIbG5ubmxsSEtJUcxHsAAAAmtGrr77q7e397bff9ujRQ9m+Z8+ewYMHz549+9NPP22qubgU\nCwAA0Iy2b98+ZcqUeqlOCBERETFlypQtW7Y04VwEOwAAgGZUUVEREBBw2V1BQUGnT59uwrkI\ndgAAAM3Ix8enoODyt9Lv37/fx8enCeci2AEAADSjgQMHvvfee5mZmcpnwtpstv/85z8LFiwY\nMmRIE87FzRMAAADNaNasWV9//fU999zj6+sbGhpqNBqlu2JLS0s7dOjw8ssvN+FcnLEDAABo\nRp06dcrLy5s0adK5c+e2bNmyfv36LVu2XLhw4aGHHtq1a9eVlt81DmfsAAAAmldgYOCyZcts\nNltpaWl1dbWbm5uvr29zTESwAwAAsAedTtehQ4d6jd9///0dd9zRVFNwKRYAAKBZ/PTTT8OH\nD2/Xrl3Hjh0ffvjh48f/32PQKysr//73v/ft27cJZ2yuM3aLFy9OS0vz8vJqpvEb4fz580KI\nM2fONNPJTwAAANnhw4fj4uLOnDnj5OR05syZDz/8MCsra8eOHW3bthVCrF27durUqceOHQsM\nDGzCSZsr2F24cMHZ2TktLa2Zxm+E48ePz549283NTe1CAACA9v3zn/88c+bM66+/Pm3aNJvN\nNnfu3JdffvnNN9/829/+NnXq1MzMTGdn5xdeeOHFF19swkmbK9i5ubm5u7s/8sgjzTR+Ixw4\ncGD27Nl6PVefAQBAs/vuu+969+791FNPSS9feuml9evXf/jhh++++25lZeWQIUPefffdbt26\nNe2kpBwAAICmd+zYsd69eytboqOjf//9dy8vr7Vr13799ddNnuoEd8UCAAA0h9raWg8PD2WL\ntLpu//79rVq1aqZJOWMHAABgP82X6gTBDgAAQDMIdgAAaMp///vfhIQEM2fHLwAAIABJREFU\nd3f3du3aDRkyZMeOHWpXBPthjR0AANqxfPny1NTU4ODgv//971VVVf/6178GDBiQlZVVbxU/\n7GPr1q2zZs2SX1osFiGEskXSsKXRCHYAAGjEiRMnpk2b1rt376ysLBcXFyHEo48+GhUVtWrV\nKoKdKrZt27Zt27Z6jbNnz67XQrADAODmk5KS8sUXX5SWlt57773bt29fu3btoEGDhBBFRUWz\nZs3atGnTyZMnPTw84uLi0tPTIyMjhRD+/v7t2rX78ccf5UG6du1aWFj43Xff9e/fX2pZvHjx\nY489tn79+p9//rmysjIjI0NKdUKI0NDQyspKnU5n92OFWLlypf0nJdgBAGAnTk5ONpttxowZ\nRqNxzpw5QUFBQoji4uKoqKiampopU6bccsstR48eXbBgQVxcnMViiYqKSkpKWrlyZXl5uaen\npxDi6NGjhYWF7u7uVqtVDnYWi8XR0bFfv34LFiwwGo39+vUTQtTU1Fy4cKF169akOrVMmDDB\n/pNy8wQAAHYiPf2ooqIiMzPzmWeeCQkJEUKkp6efOHHis88+y8jImDRp0syZMzdu3FhTUyM9\nltNkMtlsNvlyntlsdnZ2Hj16tNVqlYe1Wq0xMTFubm4HDhzo2rXrDz/8EBMT4+Li4uHh0b17\n908//VSNY4U6OGN3RQUFBZWVlQaDQe1CmpeDg0NYWBj/nwMAu0lNTZX/1bXZbJmZmQEBAUOH\nDpU7hIWF9erVy2q1VlZWJiUlCSGys7OTk5OFEBaLJTIyMjY2dtWqVefPn3d2dj548GBpaem0\nadOEEKdOndLpdMnJyRMnTnzqqaeKi4vfeOON8ePHG43Gu+++W41jhb0R7K4oKiqqqqpK7Srs\nwWq1JiQkqF0FALQU3bt3l7dLS0srKir69OlTr09ISEheXt6hQ4ciIiJuvfXW7Oxsqd1sNo8d\nOzY2NrampiY3Nzc+Pl660XLgwIFCiAsXLhw5cuSTTz657777pP6jRo0KCQmZMWMGwa6FINhd\nkb+//yOPPPLAAw+oXUjz0uv19R54AgBoVsp/daurq4UQRqOxXh/p7gdpr8lkmj9//rlz58rK\nyoqKihITE3v06OHt7Z2VlSUFOy8vL+lOCzc3t4sXL44aNUoep2PHjiaTaf369UeOHOncubMd\njg7qIthdkU6nc3V1lRarAgDQHNzc3IQQDS8QSZHO3d1dCGEymd56662cnJyioiKDwRAXFyeE\niIuLs1qtL774otVqTUpKklbvBQUF/fjjjw4O/+/D3dvbWwhRWVlplwOCyrh5AgDwf+3de1hU\n5aLH8XdmYIi7IpiAKEqioiGCoSgjpoyY+uC1tDTE1DTTcFtbumiltffRNO3pYLK3qTxmuTv5\nmBc6ppkDCgrjXQkyEVEsEC+IDAqKzPljPXseDlrblJk1Lr6fv5h3va71WwPKz3UbyKZNmzZe\nXl55eXlms7nheH5+vkaj6dSpkxCif//+Wq02KyvLYDCEhYV5eHgIIXQ63f79+wsKCkpLS6Xz\nsEKIvn373r59+9ixYw1XVVhYqFKp/P39bbVPkBPFDgAAOY0ePbq0tHTbtm2Wkdzc3OPHjw8Z\nMsTFxUUI4erqGhUVlZOTk5GRERMTI83R6XTV1dWrVq0S/77ATggxadIklUr11ltv3bp1SxrJ\nzs7et29fVFRUq1atbLpXkAmnYgEAkNPChQvT09MnTpyYlJQUHBxcVFSUkpLi6em5dOlSyxy9\nXr948WKTyWQpdj179nRzc1u3bl1ISIjlaFxERERSUtInn3zSp0+fUaNGnT9/fsOGDY899tjy\n5ctl2DHIgSN2AADIyc/Pz2g0jhkzZs2aNVOmTElNTY2Lizt48GDXrl0tc/R6vclkUqvVOp1O\nGtFoNFFRUSaTyXK4TrJ8+fLU1NQ7d+78/e9/37Rpk16v379//9133UKpOGIHAICNpKWlpaWl\n3T0eEBBwz3GLyMjIRhfhCSF27dp190yVSjV9+vTp06c/eEo8yjhiBwAAoBAUOwAAAIWg2AEA\nACgExQ4AAEAhKHYAAAAKQbEDAABQCIodAACAQlDsAAAAFIJiBwAAoBAUOwAAAIWg2AEAACgE\nxQ4AAEAhKHYAAAAKQbEDAABQCIodAACAQlDsAAAAFIJiBwAAoBAUOwAAAIWg2AEAACiEg9wB\nbMdkMgkh+vTpo9Fo7md+cXGxwWCYMWOGlXMBAAA0jWZU7EJDQ+fMmdO1a9f7nP/WW2+FhIRY\nNRL+yK0bcicQQghhuiR3AiGEEB2j5E4gxMVTcicQQghRmi93AiGEEGEj5U4ghBDi5x/lTiBE\niF7uBEIIIfZ+LncCIXo9K54aL3cINHfNqNhptdoVK1bc//wVK1Y8/vjj1ssDAADQtLjGDgAA\nQCEodgAAAApBsQMAAFAIih0AAIBCUOwAAAAUgmIHAACgEBQ7AAAAhaDYAQAAKATFDgAAQCEo\ndgAAAApBsQMAAFAIih0AAIBCUOwAAAAUgmIHAACgEBQ7AAAAhaDYAQAAKATFDgAAQCEodgAA\nAApBsQMAQFFu3bqVnJys0Wiio6PlzgJbc5A7AAAAaDIFBQUTJkw4c+aM2WyWOwtkwBE7AAAU\n4vr16xEREQ4ODkeOHFGr+RXfHPFdBwDARsaPH69Wq8vLywcNGuTs7Lxz505pvLi4ODEx0c/P\nT6vV+vj4jBo16siRI9Iif3//0NDQhisJCgpSqVR79uyxjKSmpqpUqvT09Lq6upkzZ2ZnZwcF\nBdlsp2BXKHYAANiIVqs1m81z5sxxdXVdtGhRYGCgEOL8+fORkZGbN29OSEhYvXp1UlJSTk5O\ndHS00WgUQsTGxubl5VVUVEhrKCkpKSoqcnd3z8zMtKw2IyPD0dFxwIABXl5ey5Ytc3R0lGPn\nYBe4xg4AABuRTo9WVlamp6erVCppcMGCBZcuXfruu++GDh0qjcTHx4eFhSUnJxsMBr1ev379\n+uzs7OHDhwshDAaDk5PT2LFjGxa7zMzMvn37urm52XyHYHcodr/r+vXr3377bXFxsdxBrMvB\nwWH27NmPP/643EEAoLlITEy0tDqz2bx169a2bdtaWp0QIjQ0NCIiIjMzs6qqKjY2Vgixb98+\nqdhlZGSEh4f369dv48aNtbW1Tk5Op06dKisrmz17tiz7AntDsftdHTt2vHbt2uHDh+UOYl0a\njaaiooJiBwA2ExwcbPm6rKyssrKyd+/ejeZ07tz50KFDhYWFPXv27N69+759+6Rxg8Hw3HPP\n9evXr6amxmg06nS6jIwMIcTgwYNtFR92jWL3uyx/iwAAaEKenp6Wr6urq4UQrq6ujeY4Oztb\nlur1+pSUlJs3b5aXlxcXF8fExHTp0sXHx2fv3r1SsfP29g4PD7fhHsB+cfMEAACykS6MM5lM\njcalSufu7i6E0Ov1t2/fzs3NNRgMlscOR0dHS5fZZWZmxsbG8nATSPg5AABANm3atPHy8srL\ny2v0POH8/HyNRtOpUychRP/+/bVabVZWlsFgCAsL8/DwEELodLr9+/cXFBSUlpZyHhYWFDsA\nAOQ0evTo0tLSbdu2WUZyc3OPHz8+ZMgQFxcXIYSrq2tUVFROTk5GRkZMTIw0R6fTVVdXr1q1\nSnCBHRrgGjsAAOS0cOHC9PT0iRMnJiUlBQcHFxUVpaSkeHp6Ll261DJHr9cvXrzYZDJZil3P\nnj3d3NzWrVsXEhLi7+8vDRoMBstDj+vr68+dO/fmm29KL99++23pUB+UjWIHAICc/Pz8jEbj\nggUL1qxZc/ny5VatWsXFxb3//vvSeViJXq+fP3++Wq3W6XTSiEajiYqK+uGHHxoersvOzl6y\nZInl5YULFywvZ82aRbFrDih2AADYSFpaWlpa2t3jAQEB9xy3iIyMbHQRnhBi165djUbmz58/\nf/78h4qIRxzX2AEAACgExQ4AAEAhKHYAAAAKQbEDAABQCIodAACAQjzsXbE///zzoUOHgoKC\nGo1fvXpV+jgUAAAA2MbDFru5c+cGBga2b9++0fiePXt27979kCsHAADA/XvYYhcREREREXGP\n9To4HDx48CFXDgAAgPvHNXYAAAAKQbEDAABQCIodAACAQlDsAAAAFIJiBwAAoBAUOwAAAIWg\n2AEAACgExQ4AAEAhKHYAAAAKQbEDAABQCIodAACAQjzsZ8VCmUqOyp1AiDMH5E4ghBDCzUfu\nBEIIIb7/SO4EQsS9IXcCIYQQbXvInUAIIUTGZ3InEEII4d9d7gRCRL4gdwIhhBDPvCV3AiGc\nPeVOAHDEDgAAQCkodgAAAApBsQMAAFAIih0AAIBCUOwAAAAUgmIHAACgEBQ7AAAAhaDYAQAA\nKATFDgAAQCEodgAAAApBsQMAAFAIih0AAIBCUOwAAAAUgmIHAACgEBQ7AAAAhaDYAQAAKATF\nDgAAQCEodgAAAApBsQMAAFAIih0AAIBCUOwAAFAIBwcH1e+4fPmy3OlgCw5yBwAAAE0jOTn5\nzp07jQa/+uqriooKFxcXWSLBxih2AAAoxN/+9rdGI/v37//oo48+/vhjil0zwalYAABsZPz4\n8Wq1ury8fNCgQc7Ozjt37pTGi4uLExMT/fz8tFqtj4/PqFGjjhw5Ii3y9/cPDQ1tuJKgoCCV\nSrVnzx7LSGpqqkqlSk9Pb7S527dvT58+vUePHq+99po1dwt2hCN2AADYiFarNZvNc+bMcXV1\nXbRoUWBgoBDi/PnzkZGRNTU1M2fO7Nq1a0lJycqVK6OjozMyMiIjI2NjY7/44ouKioqWLVsK\nIUpKSoqKitzd3TMzMwcOHCitNiMjw9HRccCAAY02t2LFiry8vP3792s0GpvuJ+RDsQMAwEbU\narUQorKyMj09XaVSSYMLFiy4dOnSd999N3ToUGkkPj4+LCwsOTnZYDDo9fr169dnZ2cPHz5c\nCGEwGJycnMaOHZuZmWlZbWZmZt++fd3c3Bpuq6qqasmSJcOGDYuKirLR7sEONItid+jQoZiY\nmDZt2sgdxB5pNJp//etf4eHhcgcBgOYiMTHR0urMZvPWrVvbtm1raXVCiNDQ0IiIiMzMzKqq\nqtjYWCHEvn37pGKXkZERHh7er1+/jRs31tbWOjk5nTp1qqysbPbs2Y228sknn1y9evW9996z\n1W7BLjSLYnfr1q0bN2785S9/0Wq1cmexOw4ODp06dZI7BQA0I8HBwZavy8rKKisre/fu3WhO\n586dDx06VFhY2LNnz+7du+/bt08aNxgMzz33XL9+/WpqaoxGo06ny8jIEEIMHjy44R+vrq5e\nsWLF4MGDn3rqKevuDOxMsyh2Dg4OQoiXXnqJe4IAALLz9PS0fF1dXS2EcHV1bTTH2dnZslSv\n16ekpNy8ebO8vLy4uDgmJqZLly4+Pj579+6Vip23t3ejEy/ffPNNRUXFlClTrL4zsDPcFQsA\ngGykC+NMJlOjcanSubu7CyH0ev3t27dzc3MNBoNGo4mOjhZCREdHS5fZZWZmxsbGSlfvWXz9\n9ddarXbYsGG22QvYD4odAACyadOmjZeXV15entlsbjien5+v0WikS2X69++v1WqzsrIMBkNY\nWJiHh4cQQqfT7d+/v6CgoLS0tNF52JqaGumO2rsPBELxKHYAAMhp9OjRpaWl27Zts4zk5uYe\nP358yJAh0hVErq6uUVFROTk5GRkZMTEx0hydTlddXb1q1Spx1wV2eXl5NTU1PXr0sOFOwF40\ni2vsAACwWwsXLkxPT584cWJSUlJwcHBRUVFKSoqnp+fSpUstc/R6/eLFi00mk6XY9ezZ083N\nbd26dSEhIf7+/g1XeOrUKSFEhw4dbLkXsBMcsQMAQE5+fn5Go3HMmDFr1qyZMmVKampqXFzc\nwYMHu3btapmj1+tNJpNardbpdNKIRqOJiooymUyNDtcJISoqKsS/r89Dc8MROwAAbCQtLS0t\nLe3u8YCAgHuOW0RGRja6CE8IsWvXrntOnjVr1qxZsx4wIh5xHLEDAABQCIodAACAQlDsAAAA\nFIJiBwAAoBAUOwAAAIWg2AEAACgExQ4AAEAhKHYAAAAKQbEDAABQCIodAACAQlDsAAAAFIJi\nBwAAoBAUOwAAAIWg2AEAACgExQ4AAEAhKHYAAAAKQbEDAABQCIodAACAQlDsAAAAFMJB7gCw\nS65ecicQYsRCuRMIIYQ4kyN3AiGEENEvyZ1AiH2r5U4ghBBC6yJ3AiGEECGD5U4ghBBi6wK5\nEwjx5DC5EwghhPjtJ7kTCNGqnWjpL3cINHccsQMAAFAIih0AAIBCUOwAAAAUgmIHAACgEBQ7\nAAAAhaDYAQAAKATFDgAAQCEodgAAAApBsQMAAFAIih0AAIBCUOwAAAAUgmIHAACgEA5WWu+Z\nM2dKSkqCgoKstP4/5caNG0KI+vp6uYMAAABYkbWK3csvv1xfX9+hQwcrrf9PKSoqWrJkiVrN\n4UkAAKBk1ip27du3/6//+i8rrfzPMhqNS5YskTsFAACAdXEQCwAAQCEodgAAAApBsQMAAFAI\nih0AAIBCUOwAAFCmmTNnqlSqOXPmyB0EtkOxAwBAgQ4cOPCPf/xD7hSwNYodAABKc/v27WnT\npoWFhckdBLZGsQMAwEbGjx+vVqvLy8sHDRrk7Oy8c+dOaby4uDgxMdHPz0+r1fr4+IwaNerI\nkSPSIn9//9DQ0IYrCQoKUqlUe/bssYykpqaqVKr09HTLyJIlSwoKCv7+979bf59gXyh2AADY\niFarNZvNc+bMcXV1XbRoUWBgoBDi/PnzkZGRmzdvTkhIWL16dVJSUk5OTnR0tNFoFELExsbm\n5eVVVFRIaygpKSkqKnJ3d8/MzLSsNiMjw9HRccCAAdLLX3755cMPP5w9e3ZERISNdxCys9Yn\nTwAAgEakD7esrKxMT09XqVTS4IIFCy5duvTdd98NHTpUGomPjw8LC0tOTjYYDHq9fv369dnZ\n2cOHDxdCGAwGJyensWPHNix2mZmZffv2dXNzk15Onz69devWH374YU1NjU13D3aAYvcnmEym\nAwcOeHl5yR2kKanV6tDQUI1GI3cQAGguEhMTLa3ObDZv3bq1bdu2llYnhAgNDY2IiMjMzKyq\nqoqNjRVC7Nu3Typ2GRkZ4eHh/fr127hxY21trZOT06lTp8rKymbPni392TVr1mRkZGzdutXN\nzY1i1wxR7P6E119//Z///KfcKZre3r17dTqd3CkAoLkIDg62fF1WVlZZWdm7d+9Gczp37nzo\n0KHCwsKePXt2795937590rjBYHjuuef69etXU1NjNBp1Ol1GRoYQYvDgwUKIixcv/vWvfx0z\nZkx8fLyNdgZ2hmL3J3Tr1q1bt26Wv13K4ODg4O7uLncKAGhGPD09LV9XV1cLIVxdXRvNcXZ2\ntizV6/UpKSk3b94sLy8vLi6OiYnp0qWLj4+P9N/yjIwMb2/v8PBwIURSUtKdO3c+/fRT2+0M\n7AzF7s/RaDQtW7aUOwUAQCGkC+NMJlOjcanSSf/x1uv1K1asyM3NLS4u1mg00dHRQojo6OjM\nzMx33nknMzMzNjZWrVbv2LHj66+/XrhwYX19/YULF4QQ0i0XJpPpwoULHh4eHh4eNt472B53\nxQIAIJs2bdp4eXnl5eWZzeaG4/n5+RqNplOnTkKI/v37a7XarKwsg8EQFhYm9TOdTrd///6C\ngoLS0lLpPOyPP/4ohHjvvfcC/k16TsqaNWsCAgKWL18uw+7B5jhiBwCAnEaPHv35559v27Zt\nxIgR0khubu7x48eHDRvm4uIihHB1dY2KisrJyTl58uTYsWOlOTqdrrq6etWqVeLfF9hNmTLF\n8sQTyfXr1ydMmBAfHz9t2rSGF/ZBwSh2AADIaeHChenp6RMnTkxKSgoODi4qKkpJSfH09Fy6\ndKlljl6vX7x4sclkiomJkUZ69uzp5ua2bt26kJAQf39/IUTXrl27du3acM2XL18WQnTo0EG6\noxbNAadiAQCQk5+fn9FoHDNmzJo1a6ZMmZKamhoXF3fw4MGGLU2v15tMJrVabXmIgUajiYqK\nMplM0uE6QMIROwAAbCQtLS0tLe3u8YCAgHuOW0RGRja6CE8IsWvXrj/enLe3991/CsrGETsA\nAACFoNgBAAAoBMUOAABAISh2AAAACkGxAwAAUAiKHQAAgEJQ7AAAABSCYgcAAKAQFDsAAACF\noNgBAAAoBMUOAABAISh2AAAACkGxAwAAUAiKHQAAgEJQ7AAAABSCYgcAAKAQFDsAAACFoNgB\nAAAoBMUOAABAIRzkDmALV65cEUJ0795dpVI9zHouX75cW1vbRKEAAACamMpsNsudwepqamre\nf//9jh07PuR6vv/++0OHDp0/f75JUtkz1a95ckcQouBHuRMIIYTQOMqdQAghxMVTcicQIv8H\nuRMIIYToPEDuBEIIIaqvyp1ACCGE1kXuBEK0ai93AiGEEANnyZ1ATHBw2uDkJncKNHfN4ojd\nY489tnjx4odfT01NzZkzZx5+PQAAANbANXYAAAAKQbEDAABQCIodAACAQlDsAAAAFIJiBwAA\noBAUOwAAAIWg2AEAACgExQ4AAEAhKHYAAAAKQbEDAABQCIodAACAQlDsAAAAFIJiBwAAoBAU\nOwAAAIWg2AEAACgExQ4AAEAhKHYAAAAKQbEDAABQCIodAACKcuvWreTkZI1GEx0dfffSioqK\nOXPmBAYGarVaf3//l19++eLFi7YPCStxkDsAAABoMgUFBRMmTDhz5ozZbL57aW1t7dNPP33i\nxInRo0eHhoYWFhauXbs2IyPj8OHD7u7utk+LJscROwAAFOL69esREREODg5HjhxRq+/xKz4l\nJeX48ePLli3btGnTu+++u379+tWrV58+ffqjjz6yfVpYA8UOAAAbGT9+vFqtLi8vHzRokLOz\n886dO6Xx4uLixMREPz8/rVbr4+MzatSoI0eOSIv8/f1DQ0MbriQoKEilUu3Zs8cykpqaqlKp\n0tPT6+rqZs6cmZ2dHRQUdM8AGzZs8PT0nDVrlmVk0qRJfn5+GzZsaOJdhUwodgAA2IhWqzWb\nzXPmzHF1dV20aFFgYKAQ4vz585GRkZs3b05ISFi9enVSUlJOTk50dLTRaBRCxMbG5uXlVVRU\nSGsoKSkpKipyd3fPzMy0rDYjI8PR0XHAgAFeXl7Lli1zdHS859ZrampOnjzZu3dvrVZrGVSr\n1VFRUcXFxeXl5dbbcdgM19gBAGAj0unRysrK9PR0lUolDS5YsODSpUvffffd0KFDpZH4+Piw\nsLDk5GSDwaDX69evX5+dnT18+HAhhMFgcHJyGjt2bMNil5mZ2bdvXzc3tz/eeklJyZ07d9q1\na9doXOqXRUVFrVu3bpr9hHwodn/CpUuXSktL33zzTbmDNCW1Wj1r1iw/Pz+5gwBAc5GYmGhp\ndWazeevWrW3btrW0OiFEaGhoREREZmZmVVVVbGysEGLfvn1SscvIyAgPD+/Xr9/GjRtra2ud\nnJxOnTpVVlY2e/bs/7jdqqoqIYSrq2ujcakRSkvxqKPY/QlPPPFEmzZtioqK5A7SlFQqlclk\nkjsFADQjwcHBlq/LysoqKyt79+7daE7nzp0PHTpUWFjYs2fP7t2779u3Txo3GAzPPfdcv379\nampqjEajTqfLyMgQQgwePPiB80j3z1q6Jh5pFLs/YdKkSZMmTZI7BQDg0ebp6Wn5urq6Wtzr\nKJqzs7NlqV6vT0lJuXnzZnl5eXFxcUxMTJcuXXx8fPbu3SsVO29v7/Dw8P+4XQ8PD3GvI3PS\nf+953IkycPMEAACykU6D3n3mRKp0UtnS6/W3b9/Ozc01GAyWxw5HR0dLl9llZmbGxsbe8+Em\njbRr187BweHs2bONxqUzUZ06dWqC/YHcKHYAAMimTZs2Xl5eeXl5jZ4nnJ+fr9FopLLVv39/\nrVablZVlMBjCwsKkA286nW7//v0FBQWlpaX3eR5Wq9WGh4cbjcabN29aBuvq6rKysrp27erl\n5dWkewZ5UOwAAJDT6NGjS0tLt23bZhnJzc09fvz4kCFDXFxchBCurq5RUVE5OTkZGRkxMTHS\nHJ1OV11dvWrVKvFnLrCbPHlydXX1xx9/bBlJSUm5fPnylClTmmx/ICuusQMAQE4LFy5MT0+f\nOHFiUlJScHBwUVFRSkqKp6fn0qVLLXP0ev3ixYtNJpOl2PXs2dPNzW3dunUhISH+/v7SoMFg\nsDz0uL6+/ty5c5YnObz99tseHh5Tp07dsGHDggULjhw5EhYWlpeXt2nTpl69et3PTbV4JFDs\nAACQk5+fn9FoXLBgwZo1ay5fvtyqVau4uLj333+/4UVver1+/vz5arVap9NJIxqNJioq6ocf\nfmh4uC47O3vJkiWWlxcuXLC8nDVrloeHh4ODw/fff79o0aL/+Z//SU9P9/X1nTt37rvvvtvw\nkcV4pKnu+SHBaOZUv+bJHUGIgh/lTiCEEEJz7we429rFU3InECL/B7kTCCGE6DxA7gRCCCGq\nr8qdQAghhNZF7gRCtGovdwIhhBADZ/3nOVY2wcFpg9N/eEQwYG1cYwcAAKAQFDsAAACFoNgB\nAAAoBMUOAABAISh2AAAACkGxAwAAUAiKHQAAgEJQ7AAAABSCYgcAAKAQFDsAAACFoNgBAAAo\nBMUOAABAISh2AAAACkGxAwAAUAiKHQAAgEJQ7AAAABSCYgcAAKAQFDsAAACFoNgBAAAohMps\nNsudAQAAAE2AI3YAAAAKQbEDAABQCIodAACAQlDsAAAAFIJiBwAAoBAUOwAAAIWg2AEAACgE\nxQ4AAEAhKHYAAAAK4SB3ADzyLl++7OLi4uLiIneQ33X9+vXly5e/8MILwcHBsgQ4e/ZsVVVV\n27Ztvby8ZAkghLhz505+fr7JZAoMDPT19ZUrhhCivr7+7NmzNTU1nTt3dnCw6T9B5eXlRUVF\nVVVVQghPT88nnnjC9t8Rs9l85coVk8nk5OTUokULZ2dnGwf4Y9eEDTytAAAXI0lEQVSvX79+\n/Xrbtm1l2XpJScmNGzeeeOIJjUYjS4CGbty4cePGDW9vb7mDAH+SGXg4Qgg3N7fly5fX1dXJ\nneXeSkpKhBDbt2+3wbYOHjw4d+5cy8vNmzcHBgZKf9dUKlW/fv2MRqO1MyxdunTv3r0NR9LS\n0lq3bm35W9+vX7+8vDxrxzCbzQcOHHjmmWe6dOkyduzYo0ePms3mvXv3Wt6QVq1arVu3zgYx\nrl+/Pn/+fMt2GwoJCfn4449ra2utnaGurm7NmjUDBgxwdXW1bF2lUnXs2HH69OnSm2MPkpOT\nbfB74fDhwwkJCb17937++edPnjxpNpuLiop69eolvS3e3t5r1qyxQYZx48Z17949Li5u7dq1\nd+7caTTBNm8F0OT4rFg8LJVKFRAQcOHChR49enz22WdRUVGyxJgzZ87vLTKZTGvWrImPj+/Q\noYMQ4pNPPrFShqysLL1er9FoqqqqVCrV9u3b4+PjnZ2dY2NjfXx8Tp8+nZWV5ezsfODAgdDQ\nUCtlEEKoVKrk5OTFixdLL3fu3DlkyBBHR8fY2NjWrVvn5eUdPnzYy8vryJEj7du3t16MI0eO\n9O3bt7a21sHBoa6uzt3dfc+ePXFxcY6OjjExMTU1NQaDwWQy7d69e+DAgdaLcfHiRZ1Od/r0\naT8/v6ioqMDAQKlamUymoqKirKysy5cvP/XUU7t37/bw8LBShurq6qFDh+7du9fR0VEKcPLk\nyXbt2kVEROTn5+fn56vV6nfeeWfRokVWCnD/3nzzzSVLllj198KxY8eioqJqampUKpXZbG7Z\nsuXRo0cnTpx4+PDhoUOH3rx502Aw3Lx5c8eOHUOGDLFShoMHD/bv37+mpsbBwaG+vr6+vn7g\nwIGbN2/29PS0zLHBWwFYhby9EgoghEhOTs7Ozu7WrZsQYtiwYTY4KHXPGLL/zA8aNMjb2zs/\nP196GRQU5O/vf+7cOcuEvXv3PvbYYyNHjrReBvO/vyOWl8HBwW5ubseOHbOMfPXVV0KIadOm\nWTXGyJEjW7dunZubW19f/+uvv/bv3z8oKCgkJKSqqkqaUF5eHhAQMGzYMKvGmDZtmkajSUtL\nu/uQjNlsvnXr1scff6xSqV5//XXrZfjrX/8qhJgxY8alS5ekkRMnTgQEBKxcudJsNp8+fXr4\n8OFCiC+++MJ6Ge6TDQ5TjR49WqPRfPHFFzU1NUVFRV26dJk0aZJGozEYDNKEvLw8Z2fnwYMH\nWy9DfHy8RqP58ssvb926VV1dvWTJEgcHh969e1dXV1vmcMQOjyh+avGwLDXi1q1bS5Ysadmy\npRBi8ODBX3/9dcN/Ja1t5syZKpUqPDx8586dl/6/EydOCCG+/PJL6aX1Mnh6es6ZM0f6urKy\nUgixYsWKRnOmTp3asmVL62Uw//9iV15e3qjnSeLj4wMCAqwaw9vbe+HChZaXRqNRCPH55583\nnPPBBx+0atXKqjF8fX1ffPHFP54zduzY9u3bWy9Du3bt9Hp9o8H169e3aNHixo0bZrO5rq6u\nZ8+evXr1sl4Gs9nc7z5IV9dZNYaPj8+zzz5reblr1y4hhE6nazgnISHBy8vLehnatWvXMIPZ\nbN65c6ejo2N8fLzlPwAUOzyiuHkCTcbR0XHevHkzZsz45JNPVqxYsWvXLq1W27t379DQ0A4d\nOnh4eEybNs16W1+5cuXEiROnTZv2zDPPzJ49+8MPP3Rzc5MW1dTUCCE8PDysfR10XV2d5SYS\nrVYrhLj7XGdAQMDNmzetGqMhad+lg6kNhYaG7tixw6qbrqioaNeuneWl1BjatGnTcI6/v7/U\ngK3n8uXLnTp1+uM53bt337Ztm/UylJaWTp48udHgU089de3ataNHj/bt21ej0YwcOdJy9txK\nDhw4YDab1eo/ehhCfX29VTMIIa5du9bwNibp4o2QkJCGc9q2bXv9+nXrZSgtLW30UzF48ODV\nq1cnJiYmJycvXbrUepsGrI3HnaCJeXh4vPvuuyUlJWvXrh04cODBgwdXrlz5xhtvvPzyy9be\ndFRU1NGjRxcuXJiamhoSErJ9+3Zrb7GR8PDwb775Ruptjz32WJ8+fQ4ePNhwQm1t7ZYtW2x5\nc66vr6+Hh8dvv/3WaPzChQuW4mslrVq1Ki4utrwsLCwUQpw+fbrhnDNnzlj7vlRfX1/pkO0f\nOHbsmJ+fn/UyeHt7//TTT40G8/PzhRB1dXXSy6tXr1r7DtnXX3/d3d39l19+qft98+bNs2oG\nIYS/v3/DHww3NzdXV9eGF7cJIc6ePWvVHwwfH5+TJ082Gpw0adKbb765bNmyFStWWG/TgNXJ\nfcgQjzxxrzN9Fjdv3jQajRs2bPj0009tFunUqVMxMTFCiDFjxvz66682uytWOgbWq1ev3bt3\n19XVHTx40NfX96uvvqqpqamrqzt06JBerxdCpKamWjWGEGLChAlHjx49e/ZsRUXFm2++2alT\nJ+mUn6SgoMDFxWX48OFWjTFu3LhWrVrt3bv39u3bBQUFYWFhnTt3bt++/W+//SZNOHXqlJeX\n1+jRo60aIykpSaVSLV++/NatW3cvra6ulm5ZmDdvnvUyTJ48WaVSrV27tr6+XhrJy8tr3769\nq6uryWQym82HDx9u2bJlXFyc9TKYzeba2tqePXs+9dRT93wrJDY4/zh58mQnJ6esrKzfm2A0\nGrVarVV/MGbNmqVSqVatWnX79u2G4/X19QkJCUKIN95447XXXuNXJB5F/NTiYf1xsZNLfX39\n559/3rJlSw8PD+k3t20ed7J27VrpSJirq6t0DloI4eDg4OjoKIRQqVRz5861/Ha3knv+F27T\npk3S0o0bN7q7u6tUqpycHKvG+Omnnxo+2sPLyys/P79du3Zubm56vV6n02m1Wo1GY+0YV69e\n7dGjhxCiRYsWcXFxU6dOnTNnTlJS0ksvvfT0009LCXU6neWWDmsoLi6WLgPw8/Pr37//k08+\nKZ0PlW6eqKurc3R0dHV1tfZbYTab8/PznZ2d33jjjd+bYINid+rUqRYtWqhUqrfffvvupYmJ\niTb4wbhy5Yr0+JsBAwY0WlRfX//qq69Kf1spdngU8VOLh6XRaO75D7Q9KCsrGzdunFQsbFPs\nzGbzxYsXly1bNmTIkMDAQHd3dycnp1atWkVERLz22muHDx+2QYB169atWLHivffeS0pKmjRp\n0siRIwcMGPDjjz9KS1NSUnx9fbdu3WqDJCdOnBg/fnzv3r0TExN//vlns9l88uTJyMhI6TvS\noUOHLVu22CDGzZs3ly1bFhYW1uixt46Ojn369ElNTbXBIxiLiorGjx8vPVHFwcFBp9NZbgI1\nm83z5s07ceKEtTNIKisrr1y58ntL9+zZ88EHH1g7w8mTJ59++um33nrr7kVPPvlkQEDAt99+\na+0MV65cefXVV2fPnn3Ppd98801QUBDFDo8inmMH5duxY8ePP/44ZcqUrl27yp1FflVVVa6u\nrn98Bb21Xb9+/caNG41upLCBmpqakpIS6ZMnPDw82rVrJ93jYkvV1dXOzs7yvv/27LfffrPq\n9Y6A4lHs8FDKysruf7L1fpHbQwx7yECMB2PVz9Gyk7eCGHaVAbAeih0einQZyn2y3g+bPcSw\nhwzEeDBW/YwBO3kriGFXGQDr4Tl2eCiWK9jkZQ8x7CGDIIb9sZO3ghh2lQGwHo7YAWju+FRQ\nAIrBETs0vaqqqsLCwurqand3906dOlk+jKEZxrCHDM08RnR09H+cc+7cORskaag5f0fsM4Y9\nZACahgx34kK5cnNzY2JiGl7CotFohg0bJj3qolnFsIcMxDCbzWq1WqVSaf6QLZ9YxnfE3mLY\nQwagCXEqFk3myJEj0dHRNTU1vXr1Cg4OdnZ2rq6uzs/PP378eMuWLY1G4xNPPNFMYthDBmJI\n5s2b949//OPo0aMdO3b8vTk2OxXLd8TeYthDBqCJyd0soRwjRozw9fU9efJko/GcnJxWrVpN\nnDix+cSwhwzEkNjJ52hJ+I7YWwx7yAA0LYodmoy3t/eHH354z0XvvvtumzZtmk8Me8hADAt7\n+BwtiexvBTHsMAPQtLh5Ak3m2rVr7dq1u+eioKCgK1euNJ8Y9pCBGBZdu3YtKyurq6v7vQlx\ncXHSJ/xam+xvBTHsMAPQtCh2aDI+Pj6nTp2656L8/HwfH5/mE8MeMhCjIelDWn/P008//fTT\nT9sghj28FcSwtwxAE5P7kCGUIyEhwcPD47vvvms4WF9fv3nzZjc3tylTpjSfGPaQgRhms7n0\nz7BeDAu+I/YWwx4yAE2Lu2LRZIqLiyMjIy9dutS2bduQkBBXV1eTyZSXl1daWurr65ubmxsQ\nENBMYthDBmII+/vwKL4j9hbDHjIATUzuZglFOXfuXEJCgqenp+UHzMvLa+rUqb/99ltzi2EP\nGYgx7s+wahKLZv4dscMY9pABaEIcsUPTM5vNZWVl1dXVbm5ubdq0ac4x7CEDMeyQnbwVxLCr\nDECToNihiRUWFnp7e7do0UJ6WVBQoFarO3fu3Axj2EMGYtxN9g+PspO3ghh2lQFoKmq5A0A5\n6urqXnnllU6dOp08edIyuHPnzi5dusycObO+vr75xLCHDMS4m9FoHDBggKenZ3h4uE6nCwsL\n8/DwGD58+O/dF9nk7OStIIZdZQCamEyngKFAn3zyiRBi0KBBhYWFlsGTJ0+OGDFCCPHf//3f\nzSeGPWQgRiOHDx92dnZWqVRPPfXUhAkTpk6d+vzzz/fo0UMI0bJly9OnT9sgg528FcSwqwxA\n0+JULJpMaGiov7//jh077l4UFxdXXFxsm+Mi9hDDHjIQo5GRI0cajcZdu3Z179694Xhubu6w\nYcOeeeaZL774wtoZ7OStIIZdZQCaFqdi0WQKCwv1ev09Fw0aNKi4uLj5xLCHDMRoJDs7+9VX\nX23U6oQQvXv3fvXVV3fv3m2DDHbyVhDDrjIATYtihybj7u5+7ty5ey4qKSmxXJjcHGLYQwZi\nNGIPHx5lJ28FMewqA9DE5D4XDOV48cUXXV1dd+7c2XCwrq5u7dq1Dg4OEyZMaD4x7CEDMRrx\n9fV955137rkoOTnZz8/PBhns5K0ghl1lAJoW19ihyVy4cKFXr14XL17s2LFj586dnZycrl27\n9tNPP126dOnxxx/PyckJDAxsJjHsIQMxGpk0adKWLVs2btw4dOhQy6DZbN6yZUtCQsK4ceM+\n//xza2ewk7eCGHaVAWhicjdLKEpZWdn06dO9vLwsP2BeXl6TJ08+f/58c4thDxmI0dDZs2el\nz3Rv27bt4MGDR40apdfrfX19hRC+vr42S2IPbwUx7C0D0IQ4YgerqKioqKioaN26tZubWzOP\nYQ8ZiCE5f/78ggULtm7dWllZKY14eXmNHj160aJFUsOzJb4j9hbDHjIAD49iB6B5MfPhUQCU\ni2IHoBnhw6MAKBuPOwHQLPDhUQCaA4odgGZh5cqVqampgwYN8vPzswzGxsaOGDFi1apVn332\nmYzZAKCpcCoWQLPAh0cBaA44YgegWeDDowA0BxQ7AM0CHx4FoDmg2AFoFuLi4tasWbNr166G\ng3fu3Fm3bl1qaurvHcwDgEcL19gBaBb48CgAzQHFDkBzcfHixffee++bb765evWqNOLl5TVi\nxIiFCxcGBATImw0AmgTFDkCzw4dHAVAqih0AAIBCcPMEAACAQlDsAAAAFIJiBwAAoBAUOwAA\nAIWg2AEAACgExQ4AAEAhKHYAAAAKQbEDAABQCIodAACAQlDsAAAAFIJiBwAAoBAUOwAAAIWg\n2AEAACgExQ4AAEAhKHYAAAAKQbEDAABQCIodAACAQlDsAAAAFIJiB8AujB8/XqVSXbhwQe4g\nAPAIo9gBeFhms3nTpk0jR4708/NzcnJq3bp1r169/va3v128eFHuaADQvFDsADyUa9euDR48\n+Nlnn/3hhx969er18ssvx8bGXrt2bf78+U8++eS+ffvkDggAzYiD3AEAPNomTJiwe/fuESNG\nrF692sfHRxqsr6//5z//OWvWrBEjRvz888+tW7eWNyQANBMcsQPw4L7//vv//d//DQ8P37Rp\nk6XVCSHUavWMGTMWLVoUHh5+5swZafDcuXOTJ0/29/fXarXe3t7x8fFGo/Geqx0+fLhKpbp2\n7ZplpK6uTqVSxcbGSi9feOEFacL06dMff/xxFxeXPn36GI3GGzduzJkzx9/f383NrW/fvkeO\nHLGsQfojJpMpOTk5MDDQyckpICBgxYoVZrNZmlBbW7t06dIePXp4enq6u7uHhoYuXbq0vr6+\nad8xALAqjtgBeHDr168XQrzzzjsODvf4x+Ttt99+++23pa9LSkoiIyNv3LjxyiuvdOvW7ddf\nf/3ss8/69++/e/fu6OjoP7tdrVYrhHj22Wd1Ot33339/4sSJGTNmPPvss6Ghod26ddu2bVtx\ncfHUqVOHDh1aUlLi6Oho+SNjx47t0KHDv/71r/r6+oULF86dO7dFixaTJ08WQrzyyivr1q17\n4YUXXnnlFZVKtXPnznnz5p07dy4lJeUh3iEAsC0zADyojh07qlSqysrK/zhz0qRJQojNmzdb\nRvLz8zUaTZ8+faSX48aNE0KUlJSYzeZhw4YJISoqKiyTb9++LYQYNGiQ9HLKlClCiFdeecUy\n4bnnnhNCjB071jKSlJQkhMjOzm74R55//nnLBOlQ4vDhw6WXLi4uUVFRDTP/5S9/GTNmTF1d\n3X29FwBgBzhiB+DBXbx40dPT08PD44+nmc3mLVu2PP744yNHjrQMdu3aNSoqKisr68qVK61a\ntXqArY8ePdrydadOnYQQI0aMsIx07txZCFFaWtrwj0j9UtKxY0cXFxfLA1YcHR3PnTtXXl5u\nuSJw+fLlD5AKAGTENXYAHpxarb5z585/nFZWVlZZWdmtWzeVStVwXOpev/zyy4Nt3d/f3/K1\ndC644Yh0BlY61GfRrl27hi8dHR0tExYtWvTbb7916tQpISFh3bp1v/7664OlAgAZUewAPDg/\nP7+qqqrLly//8bTq6mohhKura6NxZ2dny9IHIFW3Px65/wmvvfbajz/+OHDgwM2bN7/00ksB\nAQHDhg07d+7cg2UDAFlQ7AA8uL59+wohtm/ffs+lZrP5xIkTQgg3NzdxrwInjbi7u//HDd26\ndesho96PgQMHfvvtt1euXPnhhx8SEhJ27NgRGxtrm00DQJOg2AF4cNL9pIsWLaqqqrp76Wef\nfdajR4+VK1e2adPGy8uroKDA/O9ni0jy8/NVKpV0Qrahu8+inj17tunT/w4nJ6fY2Ni0tLQZ\nM2YUFhYeO3bMZpsGgIdEsQPw4HQ63bhx44qLi/V6veV5dUKIurq6Tz/9NCkpydfX94UXXhBC\njB49urS0dOvWrZY5x44dMxqNAwcObNGiRaPV+vr6CiEKCgosI9JzVawnJyfH39+/0VbUarW4\nj9O7AGA/uCsWwENZu3ZtbW3tli1bunTpotPpgoODr127lpOTc+7cuY4dO37//fctW7YUQixc\nuDA9Pf3FF1987bXXOnfuXFxcvHLlSjc3t3veeZqQkLBq1aq5c+cuXbrUxcVl69atBw4cuJ8z\ntg+sV69eXl5e06ZNy8rKCgsLU6lUhw4dSktLi46ODgsLs952AaBpUewAPBQXF5dvv/12+/bt\naWlpOTk5WVlZjz32WEhISHJycmJionR7hBDCz8/PaDS+995769atu3TpkpeX18CBA999992u\nXbvevc4+ffqkpaV99NFHw4YN8/DwGDFixPbt20NCQmpra620Fw4ODpmZmR988MH27du//PJL\nR0fHwMDADz/8cPbs2Y3u5AUAe6ZqdMkLAAAAHlFcYwcAAKAQFDsAAACFoNgBAAAoBMUOAABA\nISh2AAAACkGxAwAAUAiKHQAAgEJQ7AAAABTi/wAFvxlswCEJ6gAAAABJRU5ErkJggg=="
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "set.seed(110)\n",
        "\n",
        "data <- matrix(rnorm(100, 0, 5), nrow = 10, ncol = 10)\n",
        "\n",
        "colnames(data) <- paste0(\"col\", 1:10)\n",
        "rownames(data) <- paste0(\"row\", 1:10)\n",
        "\n",
        "my_colors <- colorRampPalette(c(\"cyan\", \"darkgreen\"))\n",
        "\n",
        "heatmap(data, col = my_colors(100), main = \"Customized Heatmap\",\n",
        "        xlab = \"Columns\", ylab = \"Rows\", margins = c(5, 10), Colv = NA, Rowv = NA)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "uw3UH7o-fyjR",
        "outputId": "76159262-add7-4c05-803f-41173bf58fea"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Plot with title “Customized Heatmap”"
            ],
            "image/png": 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b733nuV5z3lSFFRUaEMi/369RsxYsTo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\nACAJih0AAIAkKHYAAACS+H8gUWhf1uW0ggAAAABJRU5ErkJggg=="
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "4BjHUUFvf0LH"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}